{ "metadata": { "name": "", "signature": "sha256:9a30d6a06f1c2e8777d4570df3ff5bda739e0b7988bdbcb344a07cd569a15bd1" }, "nbformat": 3, "nbformat_minor": 0, "worksheets": [ { "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### Baby names iPython notebooks #\n", "\n", " * By David Taylor, [www.prooffreader.com](http://www.prooffreader.com)\n", " * using data from United States Social Security Administration\n", " * I am making this public to give a head start to those who want to explore this dataset, so they don't have to download and format the data and the python objects used to do preliminary analysis. Please let me know if you find this helpful!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Printing graphs of names that match a list of names #" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### List of Pok\u00e9mon names #\n", "\n", "# Note: this is an interactive script with repeated code (alas, not yet in functions) that shows the process of getting the data desired, not just the final result. #" ] }, { "cell_type": "heading", "level": 3, "metadata": {}, "source": [ "First pass with raw list" ] }, { "cell_type": "code", "collapsed": false, "input": [ "listed_path = \"lists/pokemon.list\"\n", "totals_title = \"\"\n", "top_cutoff = 10\n", "\n", "top_boys_title = \"\"\n", "top_girls_title = \"\"\n", "last_year = 2013 #change this when Social Security database is updated\n", "save_path = \"user_charts\" # files created by this notebook will be saved in this directory\n", "\n", "import time\n", "import os\n", "if not os.path.isdir(save_path): # creates path if it does not exist\n", " os.makedirs(save_path)\n", "import math\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "import seaborn # comment out if you don't have it, but it makes good-looking charts\n", "print 'This is standard output from download_and_process.py'\n", "%run download_and_process.py\n", "\n", "print '--------------------\\nFirst 80 characters of list:'\n", "listed_file = open(listed_path, \"r\").read()\n", "print listed_file[:80] + ' ...'\n", "all_listed = eval(listed_file) # make sure you trust this file!\n", "all_listed_set = set(all_listed) # to remove duplicates\n", "all_listed = list(all_listed)\n", "print \"all_listed: list of length\", len(all_listed)\n", "\n", "# reduce names dataframe to those matching list\n", "print '--------------------\\nDataframe names filtered to those that match list'\n", "print \"%d records to begin.\" % (len(names))\n", "names_listed = names[names.name.isin(all_listed)].copy()\n", "names_listed.sort('pct_max', ascending=False, inplace=True)\n", "print \"%d records remaining.\" % (len(names_listed))\n", "listed_in_df = list(names_listed.name)\n", "print names_listed.head(10)\n", "listed_m = list(names[(names.sex == 'M') & (names.name.isin(listed_in_df))]['name'])\n", "listed_f = list(names[(names.sex == 'F') & (names.name.isin(listed_in_df))]['name'])\n", "\n", "#reduce yob dataframe to those matching list\n", "print '--------------------\\nDataframe yob filtered to those that match list (count only)'\n", "print \"%d records to begin.\" % (len(yob))\n", "yob_listed = yob[yob.name.isin(listed_in_df)].copy()\n", "yob_listed.sort(['year', 'sex', 'name'], ascending=False, inplace=True)\n", "print \"%d records remaining.\" % (len(yob_listed))\n", "\n", "# m and f totals\n", "yob_listed_f_agg = pd.DataFrame(yob_listed[yob_listed.sex == 'F'].groupby('year').sum())[['births', 'pct']]\n", "yob_listed_m_agg = pd.DataFrame(yob_listed[yob_listed.sex == 'M'].groupby('year').sum())[['births', 'pct']]\n", "print '--------------------\\nHead of total matching list per year, female'\n", "print yob_listed_f_agg.head()\n", "\n", "# print chart of m and f totals\n", "print '\\n'\n", "\n", "# function to determine a nice y-axis limit a little above the maximum value\n", "# rounds maximum y up to second-most-significant digit\n", "def determine_y_limit(x): \n", " significance = int(math.floor((math.log10(x))))\n", " val = math.floor(x / (10 ** (significance - 1))) + 1\n", " val = val * (10 ** (significance - 1))\n", " return val\n", "\n", "#data\n", "xf = list(yob_listed_f_agg.index)\n", "xm = list(yob_listed_m_agg.index)\n", "\n", "plt.figure(figsize=(16,9))\n", "plt.plot(xf, list(yob_listed_f_agg.pct), color=\"red\")\n", "plt.plot(xm, list(yob_listed_m_agg.pct), color=\"blue\")\n", "\n", "plt.ylim(0, determine_y_limit(max(list(yob_listed_f_agg.pct)\n", " +list(yob_listed_m_agg.pct))))\n", "plt.xlim(1880, 2013)\n", "\n", "plt.title(totals_title, fontsize = 20)\n", "plt.xlabel(\"Year\", fontsize = 14)\n", "plt.ylabel(\"% of total births of that sex\", fontsize = 14)\n", "\n", "plt.show()\n", "\n", "#function to make dataframe for top names\n", "\n", "def top_df(yobdf, names, sexes):\n", " \"\"\" yobdf = dataframe derived from yob; normally it would just be yob itself.\n", " names = list of names\n", " sexes = list of length 1 for all the same sex, or same length as names. 'F' and 'M' allowed\n", " \"\"\"\n", "\n", " df_chart = yobdf.copy()\n", " assert len(sexes) == 1 or len(names) == len(sexes)\n", " if len(sexes) == 1:\n", " sexes = sexes * len(names)\n", "\n", " df_chart = df_chart[df_chart['name'].isin(names)] \n", "\n", " df_chart['temp'] = 0\n", " for row in range(len(df_chart)):\n", " for pos in range(len(names)):\n", " if df_chart.name.iloc[row] == names[pos] and df_chart.sex.iloc[row] == sexes[pos]:\n", " df_chart.temp.iloc[row] = 1\n", " df_chart = df_chart[df_chart.temp == 1]\n", "\n", " print \"Tail of dataframe:\"\n", " print df_chart.tail()\n", "\n", " output_df = pd.DataFrame(pd.pivot_table(df_chart, values='pct', index = 'year', columns=['name', 'sex']))\n", "\n", " col = output_df.columns[0]\n", "\n", " for yr in range(1880, last_year + 1): #inserts missing years\n", " if yr not in output_df.index:\n", " #output_df[col][yr] = 0.0\n", " output_df = output_df.append(pd.DataFrame(index=[yr], columns=[col], data=[0.0]))\n", "\n", " output_df = output_df.fillna(0)\n", " \n", " return output_df\n", "\n", "listed_top_m = top_df(yob, listed_m[:top_cutoff], ['M'])\n", "listed_top_f = top_df(yob, listed_f[:top_cutoff], ['F'])\n", "\n", "#a single function to make the four different kinds of charts\n", "\n", "def make_chart(df, form='line', title='', colors= [], smoothing=0, \\\n", " groupedlist = [], baseline='sym', png_name=''):\n", " \n", " dataframe = df.copy()\n", " \n", " startyear = min(list(dataframe.index))\n", " endyear = max(list(dataframe.index))\n", " yearstr = '%d-%d' % (startyear, endyear)\n", " \n", " legend_size = 0.01\n", " \n", " has_male = False\n", " has_female = False\n", " has_both = False\n", " max_y = 0\n", " for name, sex in dataframe.columns:\n", " max_y = max(max_y, dataframe[(name, sex)].max())\n", " final_name = name\n", " if sex == 'M': has_male = True\n", " if sex == 'F': has_female = True\n", " if smoothing > 0:\n", " newvalues = []\n", " for row in range(len(dataframe)):\n", " start = max(0, row - smoothing)\n", " end = min(len(dataframe) - 1, row + smoothing)\n", " newvalues.append(dataframe[(name, sex)].iloc[start:end].mean())\n", " for row in range(len(dataframe)):\n", " dataframe[(name, sex)].iloc[row] = newvalues[row]\n", " if has_male and has_female:\n", " y_text = \"% of births of indicated sex\"\n", " has_both = True\n", " elif has_male:\n", " y_text = \"Percent of male births\"\n", " else:\n", " y_text = \"Percent of female births\"\n", " \n", " num_series = len(dataframe.columns)\n", " \n", " if colors == []:\n", " colors = ['#BB2114', '#0C5966', '#BA7814', '#4459AB', '#6B3838', \n", " '#B8327B', '#2B947F', '#0D83B5', '#684287', '#8C962C', \n", " '#92289E', '#242D7D']\n", " # my own list of dark contrasting colors\n", " num_colors = len(colors)\n", " \n", " if num_series > num_colors:\n", " print \"Warning: colors will be repeated.\"\n", " \n", " if title == '':\n", " if num_series == 1:\n", " title = \"Popularity of baby name %s in U.S., %s\" % (final_name, yearstr)\n", " else:\n", " title = \"Popularity of baby names in U.S., %s\" % (yearstr)\n", " \n", " x_values = range(startyear, endyear + 1)\n", " y_zeroes = [0] * (endyear - startyear)\n", " \n", " if form == 'line':\n", " fig, ax = plt.subplots(num=None, figsize=(16, 9), dpi=300, facecolor='w', edgecolor='w')\n", " counter = 0\n", " for name, sex in dataframe.columns:\n", " color = colors[counter % num_colors]\n", " counter += 1\n", " if has_both:\n", " label = \"%s (%s)\" % (name, sex)\n", " else:\n", " label = name\n", " ax.plot(x_values, dataframe[(name, sex)], label=label, color=color, linewidth = 3)\n", " ax.set_ylim(0,determine_y_limit(max_y)) \n", " ax.set_xlim(startyear, endyear)\n", " ax.set_ylabel(y_text, size = 13)\n", " ax.set_title(title, size = 18)\n", " box = ax.get_position()\n", " ax.set_position([box.x0, box.y0 + box.height * legend_size,\n", " box.width, box.height * (1 - legend_size)])\n", " legend_cols = min(5, num_series)\n", " ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.05), fancybox=True, shadow=True, ncol=legend_cols)\n", "\n", " if form == 'subplots_auto':\n", " counter = 0\n", " fig, axes = plt.subplots(num_series, 1, figsize=(12, 3.5*num_series))\n", " print 'Maximum alpha: %d percent' % (determine_y_limit(max_y))\n", " for name, sex in dataframe.columns:\n", " if sex=='M':\n", " sex_label = 'male'\n", " else:\n", " sex_label = 'female'\n", " label = \"Percent of %s births for %s\" % (sex_label, name)\n", " current_ymax = dataframe[(name, sex)].max()\n", " tint = 1.0 * current_ymax / determine_y_limit(max_y)\n", " axes[counter].plot(x_values, dataframe[(name, sex)], color='k')\n", " axes[counter].set_ylim(0,determine_y_limit(current_ymax))\n", " axes[counter].set_xlim(startyear, endyear)\n", " axes[counter].fill_between(x_values, dataframe[(name, sex)], color=colors[0], alpha=tint, interpolate=True)\n", "\n", " axes[counter].set_ylabel(label, size=11)\n", " plt.subplots_adjust(hspace=0.1)\n", " counter += 1\n", " \n", " if form == 'subplots_same':\n", " counter = 0\n", " fig, axes = plt.subplots(num_series, 1, figsize=(12, 3.5*num_series))\n", " print 'Maximum y axis: %d percent' % (determine_y_limit(max_y))\n", " for name, sex in dataframe.columns:\n", " if sex=='M':\n", " sex_label = 'male'\n", " else:\n", " sex_label = 'female'\n", " label = \"Percent of %s births for %s\" % (sex_label, name)\n", " axes[counter].plot(x_values, dataframe[(name, sex)], color='k')\n", " axes[counter].set_ylim(0,determine_y_limit(max_y))\n", " axes[counter].set_xlim(startyear, endyear)\n", " axes[counter].fill_between(x_values, dataframe[(name, sex)], color=colors[1], alpha=1, interpolate=True)\n", " axes[counter].set_ylabel(label, size=11)\n", " plt.subplots_adjust(hspace=0.1)\n", " counter += 1\n", " \n", " if form == 'stream':\n", " plt.figure(num=None, figsize=(20,10), dpi=150, facecolor='w', edgecolor='k')\n", " plt.title(title, size=17) \n", " plt.xlim(startyear, endyear)\n", " \n", " if has_both:\n", " yaxtext = 'Percent of births of indicated sex (scale: '\n", " elif has_male:\n", " yaxtext = 'Percent of male births (scale: '\n", " else:\n", " yaxtext = 'Percent of female births (scale: '\n", " \n", " scale = str(determine_y_limit(max_y)) + ')'\n", " yaxtext += scale\n", " plt.ylabel(yaxtext, size=13)\n", " polys = plt.stackplot(x_values, *[dataframe[(name, sex)] for name, sex in dataframe.columns], \n", " colors=colors, baseline=baseline)\n", " legendProxies = []\n", " for poly in polys:\n", " legendProxies.append(plt.Rectangle((0, 0), 1, 1, fc=poly.get_facecolor()[0]))\n", " namelist = []\n", " for name, sex in dataframe.columns:\n", " if has_both:\n", " namelist.append('%s (%s)' % (name, sex))\n", " else:\n", " namelist.append(name)\n", " plt.legend(legendProxies, namelist, loc=3, ncol=2)\n", " \n", " plt.tick_params(\\\n", " axis='y', \n", " which='both', # major and minor ticks \n", " left='off', \n", " right='off', \n", " labelleft='off')\n", " \n", " plt.show() \n", " if png_name != '':\n", " filename = save_path + \"/\" + png_name + \".png\"\n", " plt.savefig(filename)\n", " plt.close()\n", "\n", "# line charts\n", "\n", "make_chart(df=listed_top_m,\n", " form='line', # line , subplots_auto , subplots_same , stream\n", " title=top_boys_title,\n", " colors= [],\n", " smoothing=0,\n", " baseline='zero', # zero , sym , wiggle , weighted_wiggle\n", " )\n", "\n", "make_chart(df=listed_top_f,\n", " form='line', # line , subplots_auto , subplots_same , stream\n", " title=top_girls_title,\n", " colors= [],\n", " smoothing=0,\n", " baseline='zero', # zero , sym , wiggle , weighted_wiggle\n", " )\n", "\n", "names_listed.reset_index(drop = True, inplace = True)\n", "names_listed.head()\n", "names_listed.to_csv('lists/names_matching_mythological_list.csv')" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "This is standard output from download_and_process.py\n", "Data already downloaded.\n", "Data already extracted.\n", "Reading from pickle.\n", "Tail of dataframe 'yob':" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", " name sex births year pct ranked\n", "1792086 Zyhier M 5 2013 0.000267 12995\n", "1792087 Zylar M 5 2013 0.000267 12995\n", "1792088 Zymari M 5 2013 0.000267 12995\n", "1792089 Zymeer M 5 2013 0.000267 12995\n", "1792090 Zyree M 5 2013 0.000267 12995\n", "\n", "Tail of dataframe 'names':\n", " name sex year_count year_min year_max pct_sum pct_max\n", "102685 Gross M 1 1925 1925 0.000538 0.000538\n", "102686 Elik M 1 2012 2012 0.000318 0.000318\n", "102687 Patrickjoseph M 1 1998 1998 0.000262 0.000262\n", "102688 Southern M 1 1923 1923 0.000547 0.000547\n", "102689 Jeon M 1 1999 1999 0.000261 0.000261\n", "\n", "Tail of dataframe 'years':\n", " year births_f births_m births_t new_names unique_names_x sexratio \\\n", "68 2008 1886765 2035811 3922576 2046 32483 107.899553 \n", "69 2009 1832276 1978582 3810858 1789 32210 107.984932 \n", "70 2010 1771846 1912915 3684761 1635 31593 107.961696 \n", "71 2011 1752198 1891800 3643998 1539 31412 107.967250 \n", "72 2012 1751866 1886972 3638838 1531 31212 107.712120 \n", "\n", " unique_names_y_x unique_names_x unique_names_y_x unique_names_x \\\n", "68 32483 32483 32483 32483 \n", "69 32210 32210 32210 32210 \n", "70 31593 31593 31593 31593 \n", "71 31412 31412 31412 31412 \n", "72 31212 31212 31212 31212 \n", "\n", " unique_names_y_x unique_names_x unique_names_y \n", "68 32483 32483 32483 \n", "69 32210 32210 32210 \n", "70 31593 31593 31593 \n", "71 31412 31412 31412 \n", "72 31212 31212 31212 " ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "--------------------\n", "First 80 characters of list:\n", "[\"Bulbasaur\", \"Fushigidane\", \"Ivysaur\", \"Fushigisou\", \"Venusaur\", \"Fushigibana\", ...\n", "all_listed: list of length 1318\n", "--------------------\n", "Dataframe names filtered to those that match list\n", "102690 records to begin.\n", "24 records remaining.\n", " name sex year_count year_min year_max pct_sum pct_max\n", "64911 Casey M 120 1888 2013 5.999303 0.210989\n", "3021 Casey F 71 1921 2013 4.294258 0.206064\n", "863 Unknown F 118 1886 2013 0.563948 0.033599\n", "64703 Unknown M 131 1880 2013 0.693920 0.026963\n", "64269 Aron M 134 1880 2013 1.330348 0.020925\n", "4806 Tangela F 54 1956 2011 0.226490 0.012276\n", "5139 Abra F 52 1955 2012 0.050814 0.003892\n", "65739 Lucky M 98 1912 2013 0.171647 0.003567\n", "68408 Durant M 48 1914 2013 0.024203 0.001833\n", "2555 Roselia F 78 1908 2013 0.046634 0.001795\n", "--------------------\n", "Dataframe yob filtered to those that match list (count only)" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "1792091 records to begin.\n", "1116 records remaining." ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "--------------------\n", "Head of total matching list per year, female\n", " births pct\n", "year \n", "1886 5 0.003459\n", "1889 8 0.004485\n", "1890 7 0.003677\n", "1894 8 0.003589\n", "1896 6 0.002522\n", "\n", "\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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NpLralgxw0UURcnNdHn88iOt2+dSWZlKJ87ZtXXONd53f/jaH6mqDgwfN40YAGXW1ADhF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\nFSZMcDNxopt9+1Q0z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"text": [ "" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "Tail of dataframe:\n", " name sex births year pct ranked temp\n", "1781425 Lucky M 33 2013 0.001763 3278.5 1\n", "1784646 Thunder M 13 2013 0.000695 6375.0 1\n", "1787485 Onix M 8 2013 0.000427 9152.0 1\n", "1789150 Durant M 6 2013 0.000321 11332.0 1\n", "1792004 Yadon M 5 2013 0.000267 12995.0 1\n", "Tail of dataframe:" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", " name sex births year pct ranked temp\n", "1759744 Casey F 373 2013 0.021478 726.0 1\n", "1761965 Unknown F 57 2013 0.003282 2934.0 1\n", "1767797 Lucky F 13 2013 0.000749 8724.5 1\n", "1769055 Roselia F 11 2013 0.000633 9843.5 1\n", "1769230 Amaura F 10 2013 0.000576 10526.0 1\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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gIGP7WDSTRaHuINQCAAAATurLjZuVkpkpSWoV2ES39ogo8dirml5qqWUGZNQl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p6enaunVriY8BAACA+9ix54JS0/P2oQ0N9lXvmIaSpBCnkVr2qQVQcVUeavfs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HAAAg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\nhJP3HcbP+N56AbbVD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"text": [ "" ] } ], "prompt_number": 1 }, { "cell_type": "code", "collapsed": false, "input": [ "print names_listed.name.unique()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "['Casey' 'Unknown' 'Aron' 'Tangela' 'Abra' 'Lucky' 'Durant' 'Roselia'\n", " 'Thunder' 'Windie' 'Paras' 'Kimori' 'Amaura' 'Onix' 'Eevee' 'Hassam'\n", " 'Kameil' 'Yadon' 'Lizardo' 'Sand']\n" ] } ], "prompt_number": 2 }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Refine list #\n", "\n", "Remove Casey, Aron, Tangela and Unknown." ] }, { "cell_type": "code", "collapsed": false, "input": [ "cutoffn = 0\n", "# how many names will remain to evaluate after duplicates removed\n", "\n", "from collections import OrderedDict\n", "evallistm = OrderedDict()\n", "evallistf = OrderedDict()\n", "\n", "# remove names with more common duplicates in other sex\n", "# this happens frequently in ssa db\n", "\n", "for name in listed_m:\n", " try:\n", " pctf = names_listed[(names_listed.sex == 'F') & \n", " (names_listed.name == name)].pct_max.iloc[0]\n", " pctm = names_listed[(names_listed.sex == 'M') & \n", " (names_listed.name == name)].pct_max.iloc[0]\n", " except:\n", " pctf = 98\n", " pctm = 99\n", " if (name not in names_listed[names_listed.sex == 'F'].name.unique() or\n", " pctf < pctm):\n", " evallistm[name] = ''\n", " \n", "for name in listed_f:\n", " try:\n", " pctf = names_listed[(names_listed.sex == 'F') & \n", " (names_listed.name == name)].pct_max.iloc[0]\n", " pctm = names_listed[(names_listed.sex == 'M') & \n", " (names_listed.name == name)].pct_max.iloc[0]\n", " except:\n", " pctf = 99\n", " pctm = 98\n", " if (name not in names_listed[names_listed.sex == 'M'].name.unique() or\n", " pctm < pctf):\n", " evallistf[name] = ''\n", " \n", "if cutoffn > 0:\n", " assert len(evallistm) > cutoffn\n", " assert len(evallistf) > cutoffn\n", " print evallistm[:cutoffn]\n", " print evallistf[:cutoffn]\n", "else:\n", " print 'Length of lists: %d male, %d female\\n' % (len(evallistm), len(evallistf))\n", " print evallistm\n", " print ' '\n", " print evallistf" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Length of lists: 10 male, 10 female\n", "\n", "OrderedDict([('Aron', ''), ('Casey', ''), ('Lucky', ''), ('Durant', ''), ('Paras', ''), ('Thunder', ''), ('Onix', ''), ('Yadon', ''), ('Lizardo', ''), ('Hassam', '')])\n", " \n", "OrderedDict([('Unknown', ''), ('Roselia', ''), ('Tangela', ''), ('Abra', ''), ('Windie', ''), ('Amaura', ''), ('Kimori', ''), ('Kameil', ''), ('Sand', ''), ('Eevee', '')])\n" ] } ], "prompt_number": 3 }, { "cell_type": "code", "collapsed": false, "input": [ "#manually copy and paste the above lists and assign \n", "#'acc' or 'rej' individually to accept or reject\n", "\n", "evallistm = OrderedDict([('Aron', 'rej'), ('Casey', 'rej'), ('Lucky', 'acc'), \n", " ('Durant', 'acc'), ('Paras', 'acc'), ('Thunder', 'acc'), \n", " ('Onix', 'acc'), ('Yadon', 'acc'), ('Lizardo', 'acc'), \n", " ('Hassam', 'acc')])\n", "evallistf = OrderedDict([('Unknown', 'rej'), ('Roselia', 'acc'), ('Tangela', 'rej'), \n", " ('Abra', 'acc'), ('Windie', 'acc'), ('Amaura', 'acc'), \n", " ('Kimori', 'acc'), ('Kameil', 'acc'), ('Sand', 'acc'), \n", " ('Eevee', 'acc')])\n", "\n", "# Note, Demeter and Nike taken from males' list and moved to females'; for some reason it spiked in males higher than in females\n", "# Similarly, Saturn moved from females' to males'\n", "\n", "# Test that all names have 'acc' or 'rej' values\n", "\n", "final_m = []\n", "final_f = []\n", "\n", "names_not_validated = []\n", "for item in evallistm:\n", " if evallistm[item] not in ['acc', 'rej']:\n", " names_not_validated.append(item)\n", " elif evallistm[item] == 'acc':\n", " final_m.append(item)\n", "for item in evallistf:\n", " if evallistf[item] not in ['acc', 'rej']:\n", " names_not_validated.append(item)\n", " elif evallistf[item] == 'acc':\n", " final_f.append(item)\n", " \n", "final_all = final_m + final_f\n", "\n", "if len(names_not_validated) > 0:\n", " print \"The following names do not have 'acc' or 'rej' values: \", names_not_validated\n", " raise exception(\"Names not validated\")\n", " \n", "print 'Accepted male names:', final_m\n", "print 'Accepted female names:', final_f\n", "\n", "print 'Length: %d male, %d female\\n' % (len(final_m), len(final_f))\n", "\n", "cutmin = min(len(final_m), len(final_f))\n", "\n", "final_m = final_m[:cutmin]\n", "final_f = final_f[:cutmin]\n", "\n", "print 'After resizing to %d names each:' % (cutmin)\n", "print 'Accepted male names:', final_m\n", "print 'Accepted female names:', final_f" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Accepted male names: ['Lucky', 'Durant', 'Paras', 'Thunder', 'Onix', 'Yadon', 'Lizardo', 'Hassam']\n", "Accepted female names: ['Roselia', 'Abra', 'Windie', 'Amaura', 'Kimori', 'Kameil', 'Sand', 'Eevee']\n", "Length: 8 male, 8 female\n", "\n", "After resizing to 8 names each:\n", "Accepted male names: ['Lucky', 'Durant', 'Paras', 'Thunder', 'Onix', 'Yadon', 'Lizardo', 'Hassam']\n", "Accepted female names: ['Roselia', 'Abra', 'Windie', 'Amaura', 'Kimori', 'Kameil', 'Sand', 'Eevee']\n" ] } ], "prompt_number": 4 }, { "cell_type": "code", "collapsed": false, "input": [ "%run download_and_process.py\n", "\n", "# reduce names dataframe to those matching list\n", "# print '--------------------\\nDataframe names filtered to those that match list'\n", "# print \"%d records to begin.\" % (len(names))\n", "names_listed = names[((names.name.isin(final_m) & (names.sex == 'M')) |\n", " (names.name.isin(final_f) & (names.sex == 'F')) )].copy()\n", "names_listed.sort('pct_max', ascending=False, inplace=True)\n", "# print \"%d records remaining.\" % (len(names_listed))\n", "# listed_in_df = list(names_listed.name)\n", "# print names_listed.head(10)\n", "# listed_m = list(names[(names.sex == 'M') & (names.name.isin(final_m))]['name'])\n", "# listed_f = list(names[(names.sex == 'F') & (names.name.isin(final_f))]['name'])\n", "\n", "#reduce yob dataframe to those matching list\n", "print '--------------------\\nDataframe yob filtered to those that match list (count only)'\n", "print \"%d records to begin.\" % (len(yob))\n", "yob_listed_m = yob[(yob.name.isin(final_m)) & (yob.sex == 'M')].copy()\n", "yob_listed_m.sort(['year', 'sex', 'name'], ascending=False, inplace=True)\n", "yob_listed_f = yob[(yob.name.isin(final_f)) & (yob.sex == 'F')].copy()\n", "yob_listed_f.sort(['year', 'sex', 'name'], ascending=False, inplace=True)\n", "print \"%d records remaining.\" % (len(yob_listed))\n", "\n", "# m and f totals\n", "yob_listed_f_agg = pd.DataFrame(yob_listed_f.groupby('year').sum())[['births', 'pct']]\n", "yob_listed_m_agg = pd.DataFrame(yob_listed_m.groupby('year').sum())[['births', 'pct']]\n", "print '--------------------\\nHead of total matching list per year, female'\n", "print yob_listed_f_agg.head()\n", "\n", "# print chart of m and f totals\n", "print '\\n'\n", "\n", "# function to determine a nice y-axis limit a little above the maximum value\n", "# rounds maximum y up to second-most-significant digit\n", "def determine_y_limit(x): \n", " significance = int(math.floor((math.log10(x))))\n", " val = math.floor(x / (10 ** (significance - 1))) + 1\n", " val = val * (10 ** (significance - 1))\n", " return val\n", "\n", "#data\n", "xf = list(yob_listed_f_agg.index)\n", "xm = list(yob_listed_m_agg.index)\n", "\n", "plt.figure(figsize=(16,9))\n", "plt.plot(xf, list(yob_listed_f_agg.pct), color=\"red\")\n", "plt.plot(xm, list(yob_listed_m_agg.pct), color=\"blue\")\n", "\n", "plt.ylim(0, determine_y_limit(max(list(yob_listed_f_agg.pct)\n", " +list(yob_listed_m_agg.pct))))\n", "plt.xlim(1880, 2013)\n", "\n", "plt.title('boy=blue, girl=red', fontsize = 20)\n", "plt.xlabel(\"Year\", fontsize = 14)\n", "plt.ylabel(\"% of total births of that sex\", fontsize = 14)\n", "\n", "plt.show()" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ "Data already downloaded.\n", "Data already extracted.\n", "Reading from pickle.\n", "Tail of dataframe 'yob':" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", " name sex births year pct ranked\n", "1792086 Zyhier M 5 2013 0.000267 12995\n", "1792087 Zylar M 5 2013 0.000267 12995\n", "1792088 Zymari M 5 2013 0.000267 12995\n", "1792089 Zymeer M 5 2013 0.000267 12995\n", "1792090 Zyree M 5 2013 0.000267 12995\n", "\n", "Tail of dataframe 'names':\n", " name sex year_count year_min year_max pct_sum pct_max\n", "102685 Gross M 1 1925 1925 0.000538 0.000538\n", "102686 Elik M 1 2012 2012 0.000318 0.000318\n", "102687 Patrickjoseph M 1 1998 1998 0.000262 0.000262\n", "102688 Southern M 1 1923 1923 0.000547 0.000547\n", "102689 Jeon M 1 1999 1999 0.000261 0.000261\n", "\n", "Tail of dataframe 'years':\n", " year births_f births_m births_t new_names unique_names_x sexratio \\\n", "68 2008 1886765 2035811 3922576 2046 32483 107.899553 \n", "69 2009 1832276 1978582 3810858 1789 32210 107.984932 \n", "70 2010 1771846 1912915 3684761 1635 31593 107.961696 \n", "71 2011 1752198 1891800 3643998 1539 31412 107.967250 \n", "72 2012 1751866 1886972 3638838 1531 31212 107.712120 \n", "\n", " unique_names_y_x unique_names_x unique_names_y_x unique_names_x \\\n", "68 32483 32483 32483 32483 \n", "69 32210 32210 32210 32210 \n", "70 31593 31593 31593 31593 \n", "71 31412 31412 31412 31412 \n", "72 31212 31212 31212 31212 \n", "\n", " unique_names_y_x unique_names_x unique_names_y_x unique_names \n", "68 32483 32483 32483 32483 \n", "69 32210 32210 32210 32210 \n", "70 31593 31593 31593 31593 \n", "71 31412 31412 31412 31412 \n", "72 31212 31212 31212 31212 \n", "--------------------\n", "Dataframe yob filtered to those that match list (count only)" ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "1792091 records to begin.\n", "1116 records remaining." ] }, { "output_type": "stream", "stream": "stdout", "text": [ "\n", "--------------------\n", "Head of total matching list per year, female\n", " births pct\n", "year \n", "1908 6 0.001795\n", "1909 6 0.001728\n", "1911 5 0.001195\n", "1913 6 0.000961\n", "1914 5 0.000657\n", "\n", "\n" ] }, { "metadata": {}, "output_type": "display_data", "png": 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Pt3lzyMREQC4X60Mq6BUREREREVnt9u1LkE6HnH567UG8w8PhkpU3DwyEbNrk1nLyZLyP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\n5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Diu44o0GYixUWKPPkz8ootxvJz6YjHi5+0i+vxzMvYiJG6nN39SrtPUhGMYGIPBTCKC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\nXAG4jh4Fra6G2rrQ9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r6hdMUVCqqrKbZujeM3v4nYsgjH163X/r+USu/Ro+y9m6lINyJT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\niUc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"text": [ "" ] } ], "prompt_number": 5 }, { "cell_type": "code", "collapsed": false, "input": [ "# all names_listed, so we can see which ones to aggregate\n", "# cutoff of 10 already done\n", "\n", "print names_listed[names_listed.sex == 'M'].head(50)\n", "print ''\n", "print names_listed[names_listed.sex == 'F'].head(50)" ], "language": "python", "metadata": {}, "outputs": [ { "output_type": "stream", "stream": "stdout", "text": [ " name sex year_count year_min year_max pct_sum pct_max\n", "65739 Lucky M 98 1912 2013 0.171647 0.003567\n", "68408 Durant M 48 1914 2013 0.024203 0.001833\n", "71899 Thunder M 28 1975 2013 0.017100 0.000990\n", "71211 Paras M 32 1975 2011 0.013356 0.000731\n", "72773 Onix M 25 1956 2013 0.009148 0.000561\n", "91673 Hassam M 2 1994 2000 0.000617 0.000363\n", "88031 Yadon M 4 2010 2013 0.001163 0.000318\n", "90614 Lizardo M 2 1970 2010 0.000530 0.000269\n", "\n", " name sex year_count year_min year_max pct_sum pct_max\n", "5139 Abra F 52 1955 2012 0.050814 0.003892\n", "2555 Roselia F 78 1908 2013 0.046634 0.001795\n", "19024 Windie F 17 1961 1982 0.008654 0.000892\n", "27879 Kimori F 9 2002 2011 0.003804 0.000583\n", "26782 Amaura F 10 2000 2013 0.003863 0.000576\n", "48704 Eevee F 2 2012 2013 0.000745 0.000457\n", "43647 Kameil F 2 2009 2012 0.000615 0.000342\n", "46206 Sand F 2 1958 1960 0.000496 0.000249\n" ] } ], "prompt_number": 6 }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Values before WWII are HEAVILY waited towards white middle-class, so refine these graphs to show 1945-present" ] }, { "cell_type": "code", "collapsed": false, "input": [ "names = final_f[:10]\n", "sexes = ['F'] # can be length 1 or same length as names\n", "\n", "yearstart=1880 # for data, not graph\n", "yearend=2013\n", "\n", "xmin = 1940\n", "\n", "start = time.time()\n", "df_chart = yob.copy()\n", "if len(sexes) == 1:\n", " sexes = sexes * len(names)\n", " \n", "df_chart = df_chart[df_chart['name'].isin(names)] \n", "\n", "df_chart['temp'] = 0\n", "for row in range(len(df_chart)):\n", " for pos in range(len(names)):\n", " if df_chart.name.iloc[row] == names[pos] and df_chart.sex.iloc[row] == sexes[pos]:\n", " df_chart.temp.iloc[row] = 1\n", "df_chart = df_chart[df_chart.temp == 1]\n", "\n", "\n", "#To keep more than one data set for charts in memory, change name of chart_1\n", "\n", "chart_1 = pd.DataFrame(pd.pivot_table(df_chart, values='pct', index = 'year', columns=['name', 'sex']))\n", "\n", "col = chart_1.columns[0]\n", "\n", "for yr in range(yearstart, yearend+1): #inserts missing years\n", " if yr not in chart_1.index:\n", " #chart_1[col][yr] = 0.0\n", " chart_1 = chart_1.append(pd.DataFrame(index=[yr], columns=[col], data=[0.0]))\n", "\n", "chart_1 = chart_1.fillna(0)\n", "\n", "chart_1.sort(inplace=True, ascending=True)\n", "\n", "#a single function to make the four different kinds of charts\n", "\n", "def make_chart(df=chart_1, form='line', title='', colors= [], smoothing=0, \\\n", " groupedlist = [], baseline='sym', png_name=''):\n", " \n", " dataframe = df.copy()\n", " \n", " startyear = min(list(dataframe.index))\n", " endyear = max(list(dataframe.index))\n", " yearstr = '%d-%d' % (startyear, endyear)\n", " \n", " legend_size = 0.01\n", " \n", " has_male = False\n", " has_female = False\n", " has_both = False\n", " max_y = 0\n", " for name, sex in dataframe.columns:\n", " max_y = max(max_y, dataframe[(name, sex)].max())\n", " final_name = name\n", " if sex == 'M': has_male = True\n", " if sex == 'F': has_female = True\n", " if smoothing > 0:\n", " newvalues = []\n", " for row in range(len(dataframe)):\n", " start = max(0, row - smoothing)\n", " end = min(len(dataframe) - 1, row + smoothing)\n", " newvalues.append(dataframe[(name, sex)].iloc[start:end].mean())\n", " for row in range(len(dataframe)):\n", " dataframe[(name, sex)].iloc[row] = newvalues[row]\n", " if has_male and has_female:\n", " y_text = \"% of births of indicated sex\"\n", " has_both = True\n", " elif has_male:\n", " y_text = \"Percent of male births\"\n", " else:\n", " y_text = \"Percent of female births\"\n", " \n", " num_series = len(dataframe.columns)\n", " \n", " if colors == []:\n", " colors = [\"#1f78b4\",\"#ae4ec9\",\"#33a02c\",\"#fb9a99\",\"#e31a1c\",\"#a6cee3\",\n", " \"#fdbf6f\",\"#ff7f00\",\"#cab2d6\",\"#6a3d9a\",\"#ffff99\",\"#b15928\"]\n", " #colors = ['#ff0000', '#b00000', '#870000', '#550000', '#e4e400', '#baba00', '#878700', '#545400', '#00ff00', '#00b000', '#008700', '#005500', '#00ffff', '#00b0b0', '#008787', '#005555', '#b0b0ff', '#8484ff', '#4949ff', '#0000ff', '#ff00ff', '#b000b0', '#870087', '#550055', '#e4e4e4', '#bababa', '#878787', '#545454']\n", " from random import shuffle\n", " shuffle(colors)\n", " num_colors = len(colors)\n", " \n", " if num_series > num_colors:\n", " print \"Warning: colors will be repeated.\"\n", " \n", " if title == '':\n", " if num_series == 1:\n", " title = \"Popularity of baby name %s in U.S., %s\" % (final_name, yearstr)\n", " else:\n", " title = \"Popularity of baby names in U.S., %s\" % (yearstr)\n", " \n", " x_values = range(startyear, endyear + 1)\n", " y_zeroes = [0] * (endyear - startyear)\n", " \n", " if form == 'line':\n", " fig, ax = plt.subplots(num=None, figsize=(16, 9), dpi=300, facecolor='w', edgecolor='w')\n", " counter = 0\n", " for name, sex in dataframe.columns:\n", " color = colors[counter % num_colors]\n", " counter += 1\n", " if has_both:\n", " label = \"%s (%s)\" % (name, sex)\n", " else:\n", " label = name\n", " ax.plot(x_values, dataframe[(name, sex)], label=label, color=color, linewidth = 3)\n", " ax.set_ylim(0,determine_y_limit(max_y)) \n", " ax.set_xlim(xmin, endyear)\n", " ax.set_ylabel(y_text, size = 13)\n", " box = ax.get_position()\n", " ax.set_position([box.x0, box.y0 + box.height * legend_size,\n", " box.width, box.height * (1 - legend_size)])\n", " legend_cols = min(5, num_series)\n", " ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.05), fancybox=True, shadow=True, ncol=legend_cols)\n", "\n", " if form == 'subplots_auto':\n", " counter = 0\n", " fig, axes = plt.subplots(num_series, 1, figsize=(12, 3.5*num_series))\n", " print 'Maximum alpha: %d percent' % (determine_y_limit(max_y))\n", " for name, sex in dataframe.columns:\n", " if sex=='M':\n", " sex_label = 'male'\n", " else:\n", " sex_label = 'female'\n", " label = \"Percent of %s births for %s\" % (sex_label, name)\n", " current_ymax = dataframe[(name, sex)].max()\n", " tint = 1.0 * current_ymax / determine_y_limit(max_y)\n", " axes[counter].plot(x_values, dataframe[(name, sex)], color='k')\n", " axes[counter].set_ylim(0,determine_y_limit(current_ymax))\n", " axes[counter].set_xlim(xmin, endyear)\n", " axes[counter].fill_between(x_values, dataframe[(name, sex)], color=colors[0], alpha=tint, interpolate=True)\n", "\n", " axes[counter].set_ylabel(label, size=11)\n", " plt.subplots_adjust(hspace=0.1)\n", " counter += 1\n", " \n", " if form == 'subplots_same':\n", " counter = 0\n", " fig, axes = plt.subplots(num_series, 1, figsize=(12, 3.5*num_series))\n", " print 'Maximum y axis: %d percent' % (determine_y_limit(max_y))\n", " for name, sex in dataframe.columns:\n", " if sex=='M':\n", " sex_label = 'male'\n", " else:\n", " sex_label = 'female'\n", " label = \"Percent of %s births for %s\" % (sex_label, name)\n", " axes[counter].plot(x_values, dataframe[(name, sex)], color='k')\n", " axes[counter].set_ylim(0,determine_y_limit(max_y))\n", " axes[counter].set_xlim(xmin, endyear)\n", " axes[counter].fill_between(x_values, dataframe[(name, sex)], color=colors[1], alpha=1, interpolate=True)\n", " axes[counter].set_ylabel(label, size=11)\n", " plt.subplots_adjust(hspace=0.1)\n", " counter += 1\n", " \n", " if form == 'stream':\n", " plt.figure(num=None, figsize=(20,16.67), dpi=150, facecolor='w', edgecolor='k')\n", " plt.title(title, size=17) \n", " plt.xlim(xmin, endyear)\n", " \n", " if has_both:\n", " yaxtext = 'Percent of births of indicated sex (scale: '\n", " elif has_male:\n", " yaxtext = 'Percent of male births (scale: '\n", " else:\n", " yaxtext = 'Percent of female births (scale: '\n", " \n", " scale = str(determine_y_limit(max_y)) + ')'\n", " yaxtext += scale\n", " plt.ylabel(yaxtext, size=13)\n", " polys = plt.stackplot(x_values, *[dataframe[(name, sex)] for name, sex in dataframe.columns], \n", " colors=colors, baseline=baseline)\n", " legendProxies = []\n", " for poly in polys:\n", " legendProxies.append(plt.Rectangle((0, 0), 1, 1, fc=poly.get_facecolor()[0]))\n", " namelist = []\n", " for name, sex in dataframe.columns:\n", " if has_both:\n", " namelist.append('%s (%s)' % (name, sex))\n", " else:\n", " namelist.append(name)\n", " plt.legend(legendProxies, namelist, loc=3, ncol=2)\n", " \n", " plt.tick_params(\\\n", " axis='y', \n", " which='both', # major and minor ticks \n", " left='off', \n", " right='off', \n", " labelleft='off')\n", " \n", " plt.show() \n", " if png_name != '':\n", " filename = save_path + \"/\" + png_name + \".png\"\n", " plt.savefig(filename)\n", " plt.close()\n", " \n", "#stream graph\n", "\n", "make_chart(df=chart_1,\n", " form='stream', # line , subplots_auto , subplots_same , stream\n", " title='',\n", " colors= [],\n", " smoothing=0,\n", " baseline='sym', # zero , sym , wiggle , weighted_wiggle\n", " png_name = '', # if '', will not be saved\n", " )" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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KsAcAgGoR9gAAADRxOTk5KrEe5z/2Hc5S//i6Lb0acvAnOX9cpT86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BA8hdVqxYxX3vD6xaqspATdZbX7178KUeDogf3IyHC8++Mv7D58HOawpr4OIyBh8pLxotXg8vki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\nR/d1eAvkdrvDVBUAAKci7AEAABFRNnCEdtl8/HpnIKijnkrl+HJtrcMOSSm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"text": [ "" ] } ], "prompt_number": 7 }, { "cell_type": "code", "collapsed": false, "input": [ "names = final_m[:10]\n", "sexes = ['M'] # can be length 1 or same length as names\n", "\n", "yearstart=1880 # for data, not graph\n", "yearend=2013\n", "\n", "xmin = 1940\n", "\n", "start = time.time()\n", "df_chart = yob.copy()\n", "if len(sexes) == 1:\n", " sexes = sexes * len(names)\n", " \n", "df_chart = df_chart[df_chart['name'].isin(names)] \n", "\n", "df_chart['temp'] = 0\n", "for row in range(len(df_chart)):\n", " for pos in range(len(names)):\n", " if df_chart.name.iloc[row] == names[pos] and df_chart.sex.iloc[row] == sexes[pos]:\n", " df_chart.temp.iloc[row] = 1\n", "df_chart = df_chart[df_chart.temp == 1]\n", "\n", "\n", "#To keep more than one data set for charts in memory, change name of chart_1\n", "\n", "chart_1 = pd.DataFrame(pd.pivot_table(df_chart, values='pct', index = 'year', columns=['name', 'sex']))\n", "\n", "col = chart_1.columns[0]\n", "\n", "for yr in range(yearstart, yearend+1): #inserts missing years\n", " if yr not in chart_1.index:\n", " #chart_1[col][yr] = 0.0\n", " chart_1 = chart_1.append(pd.DataFrame(index=[yr], columns=[col], data=[0.0]))\n", "\n", "chart_1 = chart_1.fillna(0)\n", "\n", "chart_1.sort(inplace=True, ascending=True)\n", "\n", "#a single function to make the four different kinds of charts\n", "\n", "def make_chart(df=chart_1, form='line', title='', colors= [], smoothing=0, \\\n", " groupedlist = [], baseline='sym', png_name=''):\n", " \n", " dataframe = df.copy()\n", " \n", " startyear = min(list(dataframe.index))\n", " endyear = max(list(dataframe.index))\n", " yearstr = '%d-%d' % (startyear, endyear)\n", " \n", " legend_size = 0.01\n", " \n", " has_male = False\n", " has_female = False\n", " has_both = False\n", " max_y = 0\n", " for name, sex in dataframe.columns:\n", " max_y = max(max_y, dataframe[(name, sex)].max())\n", " final_name = name\n", " if sex == 'M': has_male = True\n", " if sex == 'F': has_female = True\n", " if smoothing > 0:\n", " newvalues = []\n", " for row in range(len(dataframe)):\n", " start = max(0, row - smoothing)\n", " end = min(len(dataframe) - 1, row + smoothing)\n", " newvalues.append(dataframe[(name, sex)].iloc[start:end].mean())\n", " for row in range(len(dataframe)):\n", " dataframe[(name, sex)].iloc[row] = newvalues[row]\n", " if has_male and has_female:\n", " y_text = \"% of births of indicated sex\"\n", " has_both = True\n", " elif has_male:\n", " y_text = \"Percent of male births\"\n", " else:\n", " y_text = \"Percent of female births\"\n", " \n", " num_series = len(dataframe.columns)\n", " \n", " if colors == []:\n", " colors = [\"#1f78b4\",\"#ae4ec9\",\"#33a02c\",\"#fb9a99\",\"#e31a1c\",\"#a6cee3\",\n", " \"#fdbf6f\",\"#ff7f00\",\"#cab2d6\",\"#6a3d9a\",\"#ffff99\",\"#b15928\"]\n", " #colors = ['#ff0000', '#b00000', '#870000', '#550000', '#e4e400', '#baba00', '#878700', '#545400', '#00ff00', '#00b000', '#008700', '#005500', '#00ffff', '#00b0b0', '#008787', '#005555', '#b0b0ff', '#8484ff', '#4949ff', '#0000ff', '#ff00ff', '#b000b0', '#870087', '#550055', '#e4e4e4', '#bababa', '#878787', '#545454']\n", " from random import shuffle\n", " shuffle(colors)\n", " num_colors = len(colors)\n", " \n", " if num_series > num_colors:\n", " print \"Warning: colors will be repeated.\"\n", " \n", " if title == '':\n", " if num_series == 1:\n", " title = \"Popularity of baby name %s in U.S., %s\" % (final_name, yearstr)\n", " else:\n", " title = \"Popularity of baby names in U.S., %s\" % (yearstr)\n", " \n", " x_values = range(startyear, endyear + 1)\n", " y_zeroes = [0] * (endyear - startyear)\n", " \n", " if form == 'line':\n", " fig, ax = plt.subplots(num=None, figsize=(16, 9), dpi=300, facecolor='w', edgecolor='w')\n", " counter = 0\n", " for name, sex in dataframe.columns:\n", " color = colors[counter % num_colors]\n", " counter += 1\n", " if has_both:\n", " label = \"%s (%s)\" % (name, sex)\n", " else:\n", " label = name\n", " ax.plot(x_values, dataframe[(name, sex)], label=label, color=color, linewidth = 3)\n", " ax.set_ylim(0,determine_y_limit(max_y)) \n", " ax.set_xlim(xmin, endyear)\n", " ax.set_ylabel(y_text, size = 13)\n", " box = ax.get_position()\n", " ax.set_position([box.x0, box.y0 + box.height * legend_size,\n", " box.width, box.height * (1 - legend_size)])\n", " legend_cols = min(5, num_series)\n", " ax.legend(loc='upper center', bbox_to_anchor=(0.5, -0.05), fancybox=True, shadow=True, ncol=legend_cols)\n", "\n", " if form == 'subplots_auto':\n", " counter = 0\n", " fig, axes = plt.subplots(num_series, 1, figsize=(12, 3.5*num_series))\n", " print 'Maximum alpha: %d percent' % (determine_y_limit(max_y))\n", " for name, sex in dataframe.columns:\n", " if sex=='M':\n", " sex_label = 'male'\n", " else:\n", " sex_label = 'female'\n", " label = \"Percent of %s births for %s\" % (sex_label, name)\n", " current_ymax = dataframe[(name, sex)].max()\n", " tint = 1.0 * current_ymax / determine_y_limit(max_y)\n", " axes[counter].plot(x_values, dataframe[(name, sex)], color='k')\n", " axes[counter].set_ylim(0,determine_y_limit(current_ymax))\n", " axes[counter].set_xlim(xmin, endyear)\n", " axes[counter].fill_between(x_values, dataframe[(name, sex)], color=colors[0], alpha=tint, interpolate=True)\n", "\n", " axes[counter].set_ylabel(label, size=11)\n", " plt.subplots_adjust(hspace=0.1)\n", " counter += 1\n", " \n", " if form == 'subplots_same':\n", " counter = 0\n", " fig, axes = plt.subplots(num_series, 1, figsize=(12, 3.5*num_series))\n", " print 'Maximum y axis: %d percent' % (determine_y_limit(max_y))\n", " for name, sex in dataframe.columns:\n", " if sex=='M':\n", " sex_label = 'male'\n", " else:\n", " sex_label = 'female'\n", " label = \"Percent of %s births for %s\" % (sex_label, name)\n", " axes[counter].plot(x_values, dataframe[(name, sex)], color='k')\n", " axes[counter].set_ylim(0,determine_y_limit(max_y))\n", " axes[counter].set_xlim(xmin, endyear)\n", " axes[counter].fill_between(x_values, dataframe[(name, sex)], color=colors[1], alpha=1, interpolate=True)\n", " axes[counter].set_ylabel(label, size=11)\n", " plt.subplots_adjust(hspace=0.1)\n", " counter += 1\n", " \n", " if form == 'stream':\n", " plt.figure(num=None, figsize=(20,10), dpi=150, facecolor='w', edgecolor='k')\n", " plt.title(title, size=17) \n", " plt.xlim(xmin, endyear)\n", " \n", " if has_both:\n", " yaxtext = 'Percent of births of indicated sex (scale: '\n", " elif has_male:\n", " yaxtext = 'Percent of male births (scale: '\n", " else:\n", " yaxtext = 'Percent of female births (scale: '\n", " \n", " scale = str(determine_y_limit(max_y)) + ')'\n", " yaxtext += scale\n", " plt.ylabel(yaxtext, size=13)\n", " polys = plt.stackplot(x_values, *[dataframe[(name, sex)] for name, sex in dataframe.columns], \n", " colors=colors, baseline=baseline)\n", " legendProxies = []\n", " for poly in polys:\n", " legendProxies.append(plt.Rectangle((0, 0), 1, 1, fc=poly.get_facecolor()[0]))\n", " namelist = []\n", " for name, sex in dataframe.columns:\n", " if has_both:\n", " namelist.append('%s (%s)' % (name, sex))\n", " else:\n", " namelist.append(name)\n", " plt.legend(legendProxies, namelist, loc=3, ncol=2)\n", " \n", " plt.tick_params(\\\n", " axis='y', \n", " which='both', # major and minor ticks \n", " left='off', \n", " right='off', \n", " labelleft='off')\n", " \n", " plt.show() \n", " if png_name != '':\n", " filename = save_path + \"/\" + png_name + \".png\"\n", " plt.savefig(filename)\n", " plt.close()\n", " \n", "#stream graph\n", "\n", "make_chart(df=chart_1,\n", " form='stream', # line , subplots_auto , subplots_same , stream\n", " title='',\n", " colors= [],\n", " smoothing=0,\n", " baseline='sym', # zero , sym , wiggle , weighted_wiggle\n", " png_name = '', # if '', will not be saved\n", " )" ], "language": "python", "metadata": {}, "outputs": [ { "metadata": {}, "output_type": "display_data", "png": 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Ap4cgfX19lCxZUuG37vHx8ZDJZNmuiLCxsYFMJlP4bXzJkiUV2mT+9jzzYV0dMpkMS5Ys\nQXBwMBITE2FjY4Nq1arB2Ng4S02bzBUCqurSpQsWLVqEqKgonD17FomJibkme2JjY2FqaprltDJD\nQ0OYmpoq1DJRlo2NjcLrzM8uc6wXL17gxx9/xLlz5yCRSFCuXDm4uLgAyPqAm9dYJUqUQMOGDbFn\nzx74+/tj165dKFOmjMKqm5x8mUzLPAEp07lz5zBv3jw8fPgQhoaGqFy5svw0tC/jzG4VkZGRUY5z\nZ9Zoyq5ejUgkkm91WrhwIX777TccPHgQZ8+exZw5c1CzZk3MmDFDoZaLMr58vyKRKNeEAvDpe5BT\nTZfM67m9z8+VLVsWZcuWRZ8+fQAAp0+fxuTJk/H999/jzJkzGi84HhISgjNnzmDVqlXyZFndunXh\n6OiIIUOG4Pjx42jWrBnmz5+PihUrYsWKFfK+jRo1Qvfu3TFr1izs27cPpqamAIDExESFlTGfr/i5\nePEi/P39FWKYP38+OnToIH+9detWzJ07F1WqVMFvv/0mrw0EAGZmZlmOYs+cI69Va7nJrDXm4eGB\nHj16YMWKFfLkLhERUU6Y7CEiIq0zMjLK88HX1NQUIpEI79+/z3Lv7du3EIlEsLCwQEREBIBPNU4+\nl9kvc9WGSCTKUnQ2r60bQUFBWLt2LWbMmIGWLVvCzMwMwKfaLdnFpY4OHTpg8eLFOHbsGEJCQtCg\nQYNct12Zm5sjPj4eKSkpCgmfDx8+ID4+HpaWlirHkFnENtO7d+8A/C9RM3ToUACfTkaqXr06pFIp\nkpOTFbbRKTsWAHTt2hXDhw/Hw4cPceTIEXl9ofx48eIFAgIC0LhxYwQGBsq375w6dSpLQWhlfZ7M\nMDU1hZ6eHrZt25YlySGTyWBrawvgU9Jg3LhxGDduHF6+fIl//vkHq1atwpgxY3Ds2DH13pwKbGxs\n5H8nvhQeHi5vk5ONGzdi1apVOHnyZJakUKNGjeDv74/FixcjJiZGre+aKjLr6NStW1fheubrBw8e\noFmzZnjy5An8/PwU2ohEItSpU0deQLt8+fIAgKdPnyokkJ8/fw7gU7FlW1tb/PXXXwrjZG6HBIC5\nc+di8+bN8PLywpIlS7Ik48qVK4dr165leR/Pnj3LtS5RdjI//3r16ilcr1KlSpYYiYiIssNtXERE\nVCAZGRnB2dkZhw4dUthOkZKSgsOHD8tr4GT68kH60KFDACCvfWNsbIy4uDiFbTBfFnn+0uXLl1G2\nbFl0795dnuhJSEjA1atX81xhkZ3sjlm2srKSnwZ1/vx5eR2enGSuLPlyK0fma2VWyHwpJCRE4fWB\nAwfkc0VGRuLx48fo2LEjatWqJd9Sl3m60JfbY3IbK5OXlxdsbGwwa9YsJCUlZdmCp47bt2/j48eP\nGDhwoEIh3VOnTmUbp6rq1auH1NRUJCUloVq1avL/4uPjsXTpUkRGRuLt27fw8vKSJxgcHBzQu3dv\ntGrVSp5o0TQ3NzecO3cuS9INAA4fPgyxWJwlgfC5b775BrGxsdi8eXO29588eQJbW1uNJ3qA/xVq\n/3Ir5tWrVwFAXjvI0dExy99JmUyG69evw8HBAcCnLXHGxsbyfxcyHTp0CPb29ihXrhyMjY0VfrbV\nqlWTr9xZuHAhNm/eDD8/P6xatSrbLZsNGzbEy5cvcefOHfm19+/f48qVK9meBJibjRs3Ytq0aQqr\ntFJSUnDx4kVUrVpVpbGIiOjrxJU9RESkdcomSsaNG4cBAwagX79+6NevH2QyGTZs2IC3b98q1MoA\ngOPHj+PHH3+Ej48P7ty5g5UrV6J79+7y03aaNm2K4OBgTJ48GX5+fnj58iVWrlyZ6/arWrVq4ezZ\ns1i5ciXq1q2L169fY926dcjIyMiyjUuZ92Rubo579+7h0qVLcHZ2lj8wduvWDQMGDICFhQWaNWuW\n6xgNGzZEgwYNMHv2bERGRqJGjRq4efMmVq9eDQ8PjxwLO+fmxIkTWLBgARo3boyrV69i1apV6NKl\ni3w1goODA7Zt2wZ7e3tYWlriypUrCA4OhpGRUZYaMnmNBQASiQSdOnXCmjVr4OXlJV8Vo47Mz71a\ntWqQSqVYtGgRBg4ciIyMDBw6dEie7FGn1s3nP9PGjRujXr16GD16NIYOHYpvvvkGjx8/xtKlS2Fr\na4uKFStCT08PZcuWxfLlyyGVSlGpUiWEhYVh79698oLNmhYQEIBjx47Bz88P/fv3R7ly5fDhwwec\nP38eW7ZswYABAxRWqzx//hxRUVGoWrUq9PX14e7ujo4dO2LJkiX477//0KJFC9ja2iIqKgoHDx7E\n0aNHsWTJEnn/8PBwhIeHo2LFivKtSmFhYYiNjUWtWrXy9V6aNWuGGjVqYMqUKRgxYgQqV66MBw8e\nYPny5ahSpYq8PtSYMWMwcuRIDBs2DD169IBMJsPOnTtx8+ZN+UlpxYoVw5AhQ7Bo0SL5+zx27BiO\nHTuGX3/9Ndc4bt26hbVr16JKlSro0KEDbt68qXC/TJkysLKyQsuWLfHbb79h6NChmDBhAgwNDbF8\n+XKYm5ujd+/eKr33kSNHol+/fggICEDfvn2RkpKCTZs24dWrV5gzZ45KYxER0deJyR4iItI6ZWt9\n1KtXDxs3bkRgYCAmTpwIiUQCFxcXbN26VaGYLgCMGjUK169fx/Dhw2FjY4MRI0Zg8ODB8vvu7u6Y\nOnUqNm3ahMGDB8vrBs2cOTPH+QcPHoyYmBhs27YNq1evRoUKFdC/f3+Ym5tj+PDh8hOmlH1PgwYN\nwoIFCzBo0CBs2LBBXoC3fv36MDAwQNu2bRVWK+Vk1apVCAwMxB9//IHAwEDY2dlh0KBBGDJkiEI7\nZWISiUSYPn06Dh48iK1bt8LKygpDhw6VH+OeOd+cOXMwffp0iMVi1K9fH8HBwVi6dKnC6ihlxsrk\n5eWFNWvWKFWYObf3knnd0dERS5YswbJlyzB8+HCYmZmhRYsWOHDgAHx9fXHlyhX4+voq/bl82U4k\nEmHNmjVYvnw5Nm7ciLdv38La2hotW7bE6NGj5T+3JUuWYNGiRQgKCkJkZCRsbGzQpUsXhZPMlJlL\n3Xo49vb22LVrF1avXo1Vq1bh/fv3MDQ0RMWKFTF37twstV5WrlyJvXv34sSJE/Ltg/PmzUO9evWw\nZ88ezJo1C/Hx8TAzM0Pt2rWxdetWeb0mANi5cydWrFiBLVu2wNXVFQDwyy+/ICQkBKGhoWq9h0wS\niQSbN2/G6tWr8fvvv+PNmzcoWbIkunXrhoCAAPkqMx8fH2zduhXLly/HpEmTIJPJ4OTkhM2bN8tj\nAj79fZZIJPj999+xdetWODo64pdffkHr1q1zjePIkSMAgNDQUHTv3j3L/ZkzZ6J79+6QSqVYv349\n5s2bh9mzZ8u3kgUGBirU9vlSdj/runXrYtOmTVi2bBkmTJiA9PR0uLq6Ytu2bVzZQ0REShHJ1FmH\nTkREVEC8fPkSPj4+mD17ttKJg4Lm7NmzGDhwIA4cOKBybY/CatGiRdi7dy9OnjyZ7fY2KtwaNWqE\n06dP6zoMIiKirxZX9hAREelISEgIbt26hT///BNNmzb9KhI9wcHBePr0KbZv346JEycy0VMEbdu2\nLcvKOyIiItIuJnuIiIh0JDw8HJs2bUL16tVz3U5WlNy4cQMnTpxAhw4d0LdvX12HQxrg5uaWZ6Fx\nIiIi0ixu4yIiIiIiIiIiKkK4dpqIiIiIiIiIqAjRSrKHi4eIiIiIiIiIiLRDKzV7RCIR3r2L18ZU\n9BWysTHl94s0it8x0jR+x0jT+B0jTeN3jDSN3zHStML6HbOxMc32OrdxEREREREREREVIUz2EBER\nEREREREVIUz2EBEREREREREVIUz2EBEREREREREVIUz2EBEREREREREVIUz2EBEREREREREVIUz2\nEBEREREREREVIUz2EBEREREREREVIUz2EBEREREREREVIUz2EBEREREREREVIUz2EBEREREREREV\nIUz2EBEREREREREVIUz2EBEREREREREVIUz2EBEREREREREVIUz2EBEREREREREVIUz2EBERERER\nEREVIUz2EBEREREREREVIUz2EBEREREREREVIUz2EBEREREREREVIUz2EBEREREREREVIUz2EBER\nEREREREVIUz2EBEREREREREVIUz2EBEREREREREVIUz2EBEREREREREVIUz2EBEREREREREVIUz2\nEBEREREREREVIUz2EBEREREREREVIUz2EBEREREREREVIUz2EBEREREREREVIUz2EBEREREREREV\nIUz2EBEREREREREVIUz2EBEREREREREVIUz2EBEREREREREVIUz2EBEREREREREVIUz2EBERERER\nEREVIUz2EBEREREREREVIUz2EBEREREREREVIUz2EBEREREREREVIUz2EBEREREREdFX6/qls5DJ\nZLoOQ1BSXQdARERERERERKQrdw6vgZV5MTh+46rrUATDlT1ERERERERE9NUqo/cOLy78qeswBMWV\nPURERERERET0VUpJSYFB4lOkPY9Heno6JBKJrkMSBFf2EBEREREREdFX6f6dq3A2foMGxe7gypnD\nug5HMEz2EBEREREREdFX6c1/51DaVAZbYxli7xzUdTiCYbKHiIiIiIiIiL5KkrgwiESf/mz49jxS\nUlJ0G5BAmOwhIiIiIiIiKkLOnDmNxMREXYdRKEjinsr/7G3+CJdCdukuGAGxQDMRERERERFREfHD\n1Il4c/0K1mVk4KNMBkikkEkkkIklkEnEcChTFj4tWsHb2wcGBga6Dlen0tPToR//FDD59NrCAEh6\ncBzw7aHTuITAZA8RERERERFRERD6313cu3AOx0eNyLHNrRcvsXvXdmxf8jNSIYJMLIZMIgGkUsjE\nYng2aoJRYydqMWrdeXT/DqoavFK4Zvb+Aj58+AAjIyMdRSUMJnuIiIiIiIiIioCA/n1wefzYXNs4\nl3aAc2mHbO9lZGSgxfIV6NqjF0qVstNEiAXKi9un0MAiXeGat9VzHDi6HV4d+usoKmGwZg8RERER\nERFRITdskD9+8m0BPan6azrEYjE29e2D8aOGChhZwSWOCYNYpHjNSA9IfRKim4AExGQPERERERER\nUSH2T8hxpIW/Rruazvkey87CAonv3wsQVcEn/qw48+eKR19CXFysdoMRGJM9RERERERERIVUeno6\nZkwejz++7SfYmF2da2Dl8iWCjVcQZWRkQBoflu29JjbhuHRos5YjEhaTPURERERERESFVO+u7bGh\nlx/EYuEe70c28cLhvUXjCPKcPA17hMrSF9ne05cAohdntRyRsJjsISIiIiIiIiqEtv++GRUM9FHX\n0VHwsS0lYrx69VLwcQuKJ9dD4GSZmuP9kvGX8P7dWy1GJCwme4iIiIiIiIgKmcTERAQtW4wV3bpq\nZPygnn6YMDpAI2MXBKKYJ5DkkhFpaB2J60c2ai0eoTHZQ0RERERERFTI9OjYCrsHau548BJmZkiK\njNTY+LomiX2S+30xIH51TkvRCI/JHiIiIiIiIqJCZMnC+WhW1hGO1tYanaeHSy0sX7pIo3Pogkwm\ngzg2++LMnyufdBkvn+XdriBisoeIiIiIiIiokAgPf4Nje//CD61aanyugEYNcXTfHo3Po22vXj5H\nOVH2xZk/52odj7shW7QQkfCY7CEiIiIiIiIqJHp3bY/DAdqrpVNcT4Lnz59pbT5teHj1BKoXT86z\nnUgE6L05r4WIhMdkDxEREREREVEhMP27sRhSzw1mRoZamzPIrwe+GzNca/NpQ0bkQ+hLlGtbJf0a\nHt+/o9mANIDJHiIiIiIiIqIC7u6dW3h07TIGe3podV4bMzMkRRetQs2SuKdKt3W2SsKjs9s0F4yG\nMNlDREREREREVMCNGOSP/UOH6GTu3rVrY8mvC3QytyaIY5+q1F7/9XnIZDLNBKMhTPYQERERERER\nFWBD+/fGnNatoCeV6mT+wQ09EXLogE7mFlpERATsZKrVIKojuYW71wtX7R4me4iIiIiIiIgKqJDj\nRyCOfIfW1avrNA4bfSnCwgrnMeSfu3/lBGpZJqjUp4J5Cl5f3q2hiDSDyR4iIiIiIiIVpKamIjT0\nnq7DoK+Oe6vMAAAgAElEQVRAeno6Zk79Dtu+7afrULC2px+mjB+p6zDyLeVtKAz1VO+nH34OGRkZ\nwgekIUz2EBERERERqeCP7Vvh37u7rsOgr0DPLm2xsVdPXYcBALAyMUFydJSuw8g3aax6q5MaFLuL\n6+dPCByN5jDZQ0REREREpIKD+/aghIWFrsOgIi5403o4GRmitmMZXYci5+9aB7/+PEfXYeSLOF69\nZI+9aQaibu0TOBrNYbKHiIiIiIhIBWlJH2AgEuk6DCrCEhISsGn1cizr2kXXoSjo36ABTh09ousw\n1BYdHQXrlKzFmR9FS5TqbxB+HmlpaUKHpRFM9hAREREREakiNRXmelKEh7/RdSRURI0dMQS/9+ur\n6zCyVaKYHsLCnug6DLXcu/IPalvGZrm+7HYp3HhvmGf/xqb3cenk35oITXBM9hAREREREalAlJaG\nAE9PrAxcoutQqIiKfvMKlUuU0HUY2Qrq6YdJY0foOgy1JL2+A9Niitc+pgGlrJ3wb1TpPPsXNwQS\nQwvHyiYme4iIiIiIiJQUGnoPDmamaFq1Cv67fUPX4VAR9P79exgX4F2ClsbG+Bgbresw1CKJe5rl\n2rFXFvCr64O49NJIVmKHlsm7C/j48aPwwQmMyR4iIiIiIiIlBa1egYCGnp9epKbqNhgqkqZOHIOF\nHTvoOoxcDXBzw8/zZuk6DJVJsjmJ6+nHUnCwtIS/my/2vbDOcwxvyzBcPLZDE+EJiskeIiIiIiIi\nJT1/8giu5coBAERpTPaQ8N6/elFgt3Bl8nevj7Mnjuk6DJUkJMTD7KNiceYMGRDz0QYAYGtmhrAk\nhzzHMdEHUh4d10iMQmKyh4iIiIiISEni9HT5n60NDBEWpt4xzkTZiYyMhEkhOemtpIE+Hj9+qOsw\nlHb32lnUNnuvcO3cGyM0r+Ipf13CvAaexOrlOZZF5EUkJCQIHqOQmOwhIiIiIiJS1mereUZ7NcaK\nZb/qMBgqaqZPGodfOrTTdRhKWduzJ6aMG6XrMJQW9+w6ihspXruTUAq1HR3lr/3qNsDhcPs8x/K2\nfo1Lh7cIHaKgmOwhIiIiIiJSQnJyMvQyMuSv61coj2ePCs/KBlJNamoqmnq5a3XOiBfP4FSqlFbn\nVJe5kSGSY6OR8dnfiYIsu+LMUam2Cq/FYjHep9gjPY+3VEwKyJ6fFjA64THZQ0REREREpIQdf/wO\n3ypVFK6J05U4vocKpQF9usM4LRUPHoRqZb7o6CgYyWRamUsoQxs0wIK5M3UdhlKkXxRnvhelhyol\nnbO061KrOY68Ms9zPNuYS4iOihQsPqEx2UNERERERKSEw/v3on+DL1Z6pKboJhjSqCdPHiEt8h0O\nDBuG6RPHamXOqRPH4uf2hWMLV6Zebq64cOqkrsPIU1JSEow+PFW4du59KbSuXitL28olS+K/hNJ5\njtnI5h2uHtksVIiCY7KHiIiIiIhICalJH2BsYKBwzc7EBKGh93QUEWnK8IH+2DVoIMyMDJESF6OV\nOSNePEM1ezutzCWkUgbFtLb6SV2hNy/CxTRC4Vp0egmIxdmnRPT1KuHth9wLZUvFgPjlGcFiFBqT\nPUREREREREoQpWXdsjW+qTdWLFukg2hIU/7csQ3u9nYw1NcHAPR3c8Mv82dpdM64uNhCt4UrU5Cf\nH6ZOGK3rMHL1/vFllDT53+vwBBHMDMvl2H6Qhw/+fpl34q104mWEv34hRIiCY7KHiIiIiIhICdnV\n56nh4IDw5891EA1pypqlv2Jx507y1/7u9XHm+DGNzjll4hjMb9dGo3NoyqfVT7EFulCzNE6xXs/R\n8BLoU69xzu2lUrz5aI+88m/1rWNx63jB3MrFZA8REREREVEebt++idJmZtnf/Ow4dircpn03FuO8\nGmW5XlxPgmfPnmls3jdPw1DDwUFj42vayIaemDfrB12HkSPxF8WZ36eVgr5Ummsfr8qNcC7COPdx\nRYD09fl8x6cJTPYQERERERHlYX3QagxvlDUJAGj3RK5NG4KQkJCgtfm+JomJibhx/l/0dHXNci/I\nrwcmjR2ukXnj4mJhWIBXxSijW506uHz2lK7DyFZqaiqKJTyVv05IAdKR9xYt9/KVcDkm70LNVdKu\n4sGdK/kJUSOY7CEiIiIiIsrDq2dhcHEsk+298pYWuHHjmlbi+H1DEJo3qoeXLwtmnZDC7NteXbGl\nT69s79mYmSE5Okoj806bNB5z27bWyNjaZGdoUCCLld+/ewM1jF7LXx95VRz+9byV6vtR5oiEPA7c\nc7ZMxKNd05CSUrBO5mOyh4iIiIiIKA+i1JxX70z08cHq5Us0HkNqaios9PRwbfJ36NmhFW5qKcH0\nNbh16waMPyahgq1tjm261KyB1SuXCT7367DHqFUm+0RiYRLU0w/TJo7RdRhZvPnvLBzN/ld851VK\nSViZmOTS438GNfDF3hcl8mzXw/w8jq77Xu0YNYHJHiIiIiIioryk51yXp4KtLSLDwzUewpJfF2Cg\nuzsM9fVxc+pkTB05BIcP7tP4vPmVnJyMerWrYtzIIboOJUcTRg7FzgH9c20z0ssLh/f+Jei8cXFx\nMEhPF3RMXTExMEBafDzSC9j7kcSGQfT/p6inpgNxqTkn9L5kZmSE58l511IqJgXcooNx49/D6oYp\nOCZ7iIiIiIiIcpGUlAS9jDyO5dFCkeYLZ0+hW906AACxWIxz48cheOlCbFy7WuNz50e39r7YN2Qw\n2ltbwsejDrb/vkXXISnYsHY1fCtWgF4eBXsBwBTA27dvBZt7+qTxmNWmlWDj6dqa7t3QzKMO9v+9\nW9ehyH1enPnUGxN0qumlUv/Kti64G1Usz3bVzOMRe+xHxMXGqBqiRjDZQ0RERERElIttWzehbfVq\nubYRpWo+2SPOZo4DAUNx49A+/Dx3psbnV8eC2T/Ct1xZfFOiBDrUrImrEyfg8eF98G3SQKOnWykr\nIyMDv68Pwqy2yh17vqpbN0wcHSDY/C+fPEQdR0fBxtO1KqVK4vrkSQjZtA69u3XQ+XHs6enp0I9/\nKn/94IMdKpcsqdIY7Wu54uRb5U5K62R9DyG/jVVpfE1hsoeIiIiIiCgXxw4fRL8G7rm2qVrCFmfP\nntFYDG/fvoWpWJTtvU19eiP1/j1MHD1MY/OrIzT0Hi4cP4Jpvi0Uri/s1BEhQwZh0oBeGNCnu063\n/YwbOQQzW/kq3b50cSvEvhVmy15iYiKKFbAtT0LZ0KcXptWrC2/32gg5fkRncTx+cA9VDF4BAGQy\nIPKjtVrjxKQ5IFWJH5VYBLTK+Btn/l6v1jxCYrKHiIiIiIgoF+nJyTDQ08u1zUQfH2wIWqmxGObM\nnI4ZvjknJRZ27ACnjFT079VVYzGoIiMjA4P7+uHYiOwTUMYGBjgyYjgmujijZSM3rFi6SMsRAjEx\n0Xhy5xZaV6+uUr8WlSpia/DGfM8/ffJ4/NS6Zb7HKagaVKiAm1Mm4a/li9G/dzedrPJ5fvsUKlp8\nKq5+9Z0B3Mu7qTVOb7eW2P/CSqm29iapMLv+K149e6zWXEJhsoeIiIiIiCgXovScT+LK5GBlifio\nSI3F8DLscY5Hv2ea0NQbnR1Lo0PLpjrfPtO/V1cs6dQxzzo47uXL4/LECZDev43mjerhxvWrWooQ\n+LZnV/zxbT+V+0319cWOzRvyPf/zh/fhVq5cvscp6H7v548R1auiiXttnNPg6rfsiGOeIHNB3NWY\nkvCqXEWtcRwsLfHoQ2ml2/tYv8DVLeN0umot7wpUArGxMdXWVPQV4veLNI3fMdI0fsdI0/gdI00r\nyt8xsZLFlyUZaRr7HKS5nAb2ud5urrA3N0cLr/q4fOsW9PJYkaQJQatXo7RYhqZO3yjdZ3Lz5pjY\ntCl6zJiMJEND7D54EIaGhgpthPxsT506BXt9KewsLNTqbyjLgL5+BszNzdXqn5iYiGIZRXMLV3aa\nOn2DG5MmovuCn7Dj99LYunOnVuY1TH4JSD79OTYj7yPUc2Nh4oSXCXfhYJJ38hcAuhmdxPFdi9Bx\n2E/5mlddWkv2vHsXr62p6CtjY2PK7xdpFL9jpGn8jpGm8TtGmlaUv2M3b15HGSUf6NOTPyIiIhZi\nsbAbKK5du4KypmZKt2/yTWUEm5miaoWKOHjiDCwsLAWNJzeRkZFYsXAhrkz6TuW+EokEOwf0x8OI\nCDRycYF7Ex98/9M8AMJ/x8YMGYqLY0er3X9pp47o06Mn1m3erlb/saOG4vvmzdWevzASi8XYOaA/\n9t++jWoVKmLJqrWo5VJHY/PJZDKkv38IlADCYiWwM3fK13j+9byw/p/zGPrNc6XamxYDHO6vxOmj\nDVDFxSNfc+cmpyQot3ERERERERHlYH3QKoz0aqxUW9fSpXH8mPDFaJf8Mg9z2rVVqY9TqVI4M2YU\nWnl7ICzsieAx5aRHx1Y4Ojx/haIrlSiB8+PHoVpyApp5uuLEscMCRffJssU/o2uN6vlKyjmVKoX3\nL1+o3f/Z/VA0qFhB7f6FWZsaNXBt4nj8Onkcxo4YrLF5nj19jErSTz+jkxEl0a12/XyNJxaL8S7F\nHhky5fu4Wkbi5d5pSEpKytfc6mCyh4iIiIiIKAevnz1DDQfljl0e19QbwRvXCR7Dh5ho2Jgpv7In\nk7WpKW5OmYxvu3fAxfPnBI/rSxNHD8Ow+vVgZWIiyHgDGjTAlQnjcCRoJdxr18a1q1fyPWZGRgb2\n//kHvmveLN9jNSjtgL/3/KVyv6SkJOgrUQeqKJNIJNgfMBStLM3RxL02Qv+7K/gcj6+FwMkyBQDw\nPr2EICvu2tTwwcnXqm0n7Fb8Go4Fqb7SLb+Y7CEiIiIiIsqBMsWZM1mbmiIpPlb4GFJS1O6rr6eH\n65MnYe7kcdi7608Bo1J06p8QRD26j/55HFGvjqCefggZNBDrZ01Ha5+GuHL5ktpjDR3QB4s7dhAk\nrrnt22HtykCV+82Y+l2uJ6t9TbrVqY3L48fix1FDMXncSGEHj34EqRiISgKK6eVe3FxZNewdcDNO\ntbGkYqBx4g5cOq65v3/ZYbKHiIiIiIgoB6okewBAnCbsio0dO7ahaaX8bfcRi8U4PXY09q5dhZ9m\nTBEosv9JSUnB9Imj8eeA/oKPnUlPKsXWfv44EzAEW+b+gLY+jXD50gWVxggPf4PIp0/gWbGiIDGJ\nxWLopaWovEXn8X934PGVbuHKjp5UiiPDh6GBvgR+ndoINq4k7ikA4PBrG3xbv6lg40JSDlEq7sqq\naJaE9LNz8f5tuHBx5IHJHiIiIiIiomwkJiaimEyFAh0AkJoi6LHnO4M3YYKPjyBj7R48EJUTYtHU\n0xWhofcEGRMAurRrgZ39vxW8MHV2JBIJNvv3xamAwdg6/ye0buqJC+f/VarvwD498NfAAYLG80v7\ndhg/KkDp9snJyZCmqr9Sqyjzr18PHjbFsXD+rHyPJZPJIIkNAwBEpJWEUTH9fI+ZabBHC+x9Yady\nv7bWj3B23VjIVP03RU1M9hAREREREWXj9+CNaF+jhkp9GleogD17hNuuIfuYDD2pcIcoBzRqiAuj\nR+KnUUMxYsi3+R7v1wWz4VOmNKqUKiVAdMqTSCTY1LcPzgwbih0L56KVtwfO/Xsmx/ZHjxyAk4UZ\nLI2NBY2jjqMjXj15qHT776dMxPSv7BQuVXzf0hfnjx7Cvbu38zXOm9evUEb0HMlpQHJ6SYGi+8RA\nXx+vU+xV7icSAR2kh3Byh+pb/9TBZA8REREREVE2Qo4dQe/69VTqM9LLC39u3yrI/MnJydDTQCFf\nfT09HBoWAD+HUmhS3wUhx9U7Qezxowc4c3A/fmjVUuAIlSeRSLChT2/8O2IYdi1egNZNPXHm9D9Z\n2v0y60es69VTIzE429riZMgxpdo+/u8OGn9TWSNxFBVHhgVgcL+e+Voh9+DKCdSwTMKxVxbwqyvg\nFq7/5+bYAJffGqrcz8YoA3b3lyPs/i3BY/oSkz1ERERERETZSE9OhoGenkp9zIwMkZqYKMj8i36Z\niyEeHoKMlZ02NWrg2ncTsHv5Yvh1bovU1FSV+vfv3Q3HRuTvmHWhiMVirOvdC2eHB2Dvsl/RytsD\np/4JAQDM/el7DHRz1djcS7t0xtJf5uXZLiUlBXppqn3GXyM9qRRr/XqgZ5d2ao+RHvkAxaTA0+SS\ncLC0FDC6T5o4VcX5qNJq9W1YPBz3/vhO5b9vqmKyh4iIiIiIKBuidDUfxgQq0nz1wnl0dKklyFg5\nEYvFCO7njwVejdCyUT2lj47v37sbfmnXFvoqJsM07VPSpyf+HTEMB1YuQStvD5w8tB9DGzXU2JwS\niQSS5OQ8H95/mPYdpghUfykvd8PDcef1azyMiMCzyEi8iYlFZEIC4pOT8TE1VdC6UprgXr48XMxN\nsWLpr2r1l8SGIUMGxKbYChzZ/ySkl0aSmv9EdDc7h6PrZwgb0BeE2/xJRERERERUhIjUTNpI0tKQ\nnp4OiUSSv/m1WMi3ZmkHXJ00ERN27Uab3zcjeMceWFhkvyJi29bNsE1NQYuqVbUWn6rEYjGCevoh\nIyMDKenpGp/vh5YtMGnCKCxauirHNvdv30SToYM1Hst/b98iJOIsXCqZITEpDYnJGUhKkSE5JQMf\nUzKQnCLDx9QMyGRiSMQSiERiiERiQCaCCGLExWZgpk9LiEQijceam/nt28Hz18Vo1a4jypUrr1Jf\ncdxT/JtihOZVPDUUHTCwQSvsvX4LPcq/U7mvoR5Q5/0W3DznhZoNWmggOiZ7iIiIiIiIsrh69TIq\nWFmp1bdl1SrYvi0YvXr7qz3/mzevYSnNX7JIHQs7dUR4bCw6tmkGr1Zt8d3UHxTux8REY13gYlyd\n/J3WY1OHWCyGgRZOCWtcuTK+P5Jz3Z6UlBRIUrSTvDvy5D7G9VE/EXfu7ltceP4c7o6OAkalnuOj\nRsC1R0ecunBD6eTTu3fvUCr9GW4m2GGQq+beg5WJCZ4lOwBQPdkDADUs4hB6ZCbiq9eHqZm5sMGB\n27iIiIiIiIiy2BC0GiMaNVKr79BGDbE/nydyzf5xOma2bp2vMdRV0twc5yeMh234KzRr6IawsCfy\ne93a+eLwsKE6iaugq2hhjsuXLmZ7b+aMyZjcTPhCwV96EhkJa9v4fI3RoJotLoe/ECii/DHQ08Pi\nDh3wbc8uSvcJvXICtaziEZVircHIPnGwrImHMeof697Z5g5OLumN8FfPBIzqEyZ7iIiIiIiIvhDx\n6iWq2tup1ddATw9pSUn5mv/ty+eopub8Qhnr3QRnRg7HdwP6YPzIoZg8biQGudWFjZmZTuMqqFb3\n6I65P07N9l7ozRvwqVJF4zHse3gPfVuUzfc4EqNoRApUaDy/fKo4oYwI2LB2tVLtUyJCERanh+p2\nmq13BQDd67rjWLjqx7BnEouAAcVP4eXadrhwZJuAkTHZQ0RERERElIU4n0eei/J70s7Hj/nrLxBD\nfX0cHzUCLS3NIH79EoM9NVcDpbDT19NDxofELMWPU1NTtbKF61VsLAzNYwQZa0gbR+x7ECrIWEII\n7NYFf6wPwps3r/NsK4kLw7nIUmhZraYWIgMi0xyQls961y2tw1D9+mjsXTIMSflMFGdisoeIiIiI\niOgLonwme6QZ6UhOTlar7+VLF1GpuPDHRedH19ouWNWjm67DKPAmNmmCGdMU6xn99MNUjPf20vjc\nu/67g8Ftygkylr6+FOHJbyGTyQQZTwgnRo1Az85t82wnjn2CqLQSEGuhVhMA9KrTEruf5f/Ur3Km\nyegnCcaZBa3w4Fb22wFVwWQPERERERHRZxISEqCfz4fcDs7O2LJJuWPMv7Rk4VzMbdcuX/OTbrSt\n6Yxbly8oXLtz7Qp8q1XT6Lzv4hMAw0hBExytG5jgnydhgo2XXyYGBvixRXMM7d87xzYxMdFIfh8G\nS2PVTu/KjzLWxXH/QxUkCrB4SyoGetlcheTvnjgW/HO+km1M9hAREREREX1my+b16FQrf1tA+jdw\nx7HDB9Tq+zE+HpbGxvman3SntLEx7t69DUB7W7j+Cr2D4R2ETXDUrFgcN9+/FHTM/OpQ0xkm8bHY\nsW1rtvfvXT2FmBQD9HZTr7i6usZ4dcHGx8Kd/FXf8h18I+Zg79zueBfxRq0xmOwpYE6ePIETJ47o\nOgwiIiIioq/WqRNH0cvVNV9j6EmlEKWoXrcnIyOjwNTrIfX85tcDMyaPBwDM+el7jGvSWKPzxXxI\nwgfxO0ilwj/eG5vFITwuf6d7CW1dr54IWrYQkZGRWe59eHUbSVI76EulWo3JQF8fUiNXPI1T/2Su\nL1kZyDDQ/DAer2qNyyG7VO7PZE8Bcu7cWXTv3hF9+/jpOhQiIiIioq9WxscU6Ovp5XscWarqKzq2\n/b4FLas45Xtu0h0TAwOkxschIyMDt69cRusaNTQ63857tzGqk3CrSj43qE1Z7H/4n0bGzo+jw4eh\ne4eWWa7Hv7wLGdQ/HSs/BjRohj+eC7u6SiQC2to8QsWLw7FvxVh8VCERzGRPAXHjxjV06NAKJ21K\nICM9XdfhEBERERF9tUTp+TxJ6//pyzKQkJCgUp89O7ZhrHcTQeYn3Qlo4I55s3+A6KN6RbqVlfjx\nI6LTw6Gvr5mVLGKxGO9T3yE9I5/HTQnMysQEYxt6YsywQQrXT1y8C/963jqKCqhVthn+jTATfNzK\nZononb4OJ+a3xZPQG0r1YbKnAHjw4D6aN/fCgeLWqCjAbxCIiIiIiEh9otT8ncSVqWfdulj720rV\nOqV8hEQiEWR+0p2ebm5YunwpRjdqqNF5dty9jRGdymh0jm5NrHD04UONzqGO3m6uSH/9Agf+3gPg\nU2H1jAwJrExMdBZT02+q43h4RWRo4BAzfQngb30BqTu74eTOwDyLNzPZo2PPnz+Dp6crdlgWh3Mx\nAwCABMDBg/t0GxgRERER0Vfo4sULqGxdXJCx/Fzr4uypEKXbJyUlQZ+r/IuMv4YNQ7t8FvrOzcfU\nVIR/fAMTI+HqxGSnooM5/otRr0iwpgX388fCOT8gLi4O1y+EoFzxkroOCb3cOuPPp/k/ij0nnlbh\n8Ho2A3sX9EZ0VNa6RZmY7NGhiIgI1K1bAxssrOBuaCi/PtrYBMO/WI5GRERERESat3nDbxjZxEuQ\nscRiMcQqrBL6ed4sDG/oKcjcpHuaTPQAwF/37iKgg3bq09hYJ+JpVJRW5lLVwYCh6NbeF9u3rEO/\n+i10HQ7KWlvj0YeqSNDgIWy2hukYaLIPZ9YE5NiGyR4diYuLQ40albDM3AI+RkYK90aZmSM5WbN7\nO4mIiIiIKKt3r1+jcokSgo2nSv2fW1cvo7WzZov5UtGQlp6OpwmvYGVmoJX5+jR3xOHHD7Qyl6rs\nLCzQv05t/H38LCqX1P3KHgAY490VGwQ8ij07IhFgrpfzSkAme3QgKSkJFSs6YJ6ZBToa57CfMI/9\nd0RERERERUFoaME66UeUJkxx5kxGIjGio5VbESFO5ZHrpJw9//2H/m1stDafWCxGbPp7pKYVzG2G\nQzw98HjeXF2HIacvlaKYkRuexGp2i11umOzRstTUVDg6lsBUUzP0zq1wlEyGiIgI7QVGRERERKRl\nB/bvRYvmjXUdhgJRmjDFmTP1r18Pq5YvzbPd8+fPYKWvuwdDKjwyMjJwP/Y57Ky1W4jYv6UtDj64\nr9U5VVHCTPhTsPKjfwMf7HhRQWfzM9mjRampqbC3L47RJqYIMM39i1i/WDG0ae2jpciIiIiIiLRv\n3cpAuFaqrOsw5OLiYmEgFgk6ZhvnGrh2+UKe7eb+9D1mt20j6NxUNO2/fx9+PpZan9fO2gQP48K1\nPm9h5lq+Bc5o4Ch2ZTDZo0UO9sXR39gEE8zM82y7xcwCL1++0EJURERERES6IfqYhAaOZbDv7926\nDgUAsGnDWnStVUvQMcViMUSpeW8Ne/f6laC1gqhokslkuBP5FBUd8n6m1IRypVNw/+1bncxdGDWu\nVAUn3lREeob252ayR0tKljBHF0NjzDS3UKq9np4e6/YQERERUZG1ZlUgOteoju9b+mLTujW6DgcA\ncPZUCLrXrSP4uMpsDZMokRAiOvroEdo30u72rc919SqDkGePdTZ/YdTPvSt2PtV+4Wgme7SgZAlz\ntDQwxCJL7S+1IyIiIiIqiA7v3Y3hXl7Q19MDCshJtLKUFOhJpYKPa6Gvh/DwNzneP3vmNKpYFxd8\nXipaZDIZrkU8QY0Kuv2uJMjeI5nJSaU5WFkhLLkqYrVcf53JHg0rVdICjQ0MsNrSSuW+NmIxevfq\npoGoiIiIiIh0Jz09HeKU/z35SNPTkJKSosOIPhG6OHOmAE8PrAxckuP9lct+xey2bTUyNxUdp58+\nRdN62jlqPTeD2tpjX2iorsMoVEY36YxNj8tqdU4mezTIrpQl3PT1sdlSvczrLitrhIQcEzgqIiIi\nIiLd+umHqRjbuJH89VAPDyxcMFuHEX2iqWSPd5Uq+O/2jRzvpyTEwczIUCNzU9Fx6c0T1K+qvePW\nc2JlZoCnCTw5WhX6UimMzerjoRaPYmeyR0Ps7axQQ6qHHVbWao9RWk8PsgwdVHIiIiIiItKgW5cu\nom1NZ/nrji61cPXCOR1GBJw7dxZVbDX4IJ3DtpeMjAyICsCqJirYLj5/gbrVdR3F/9SoLMPNNzlv\nTaSs/Os1wV/PtXcUO5M9GlChnB0qiyX4u7j6iR4iIiIioqIoISEBBhnpWa7rOuGxeUMQRno11tj4\nOZ3ItXnjOrSrVk1j81LRcPrlQzStU0rXYci1qm+Psy/DdB1GoeNWwRenwpU7tCm/mOwRWFxcHBIS\nE3DYWpjfCugDCAoqGKcTEBERERHl1+QJozC3bZss16309fD8+TMdRPRJVEQEKtjaamx8a0MDhIVl\nfTjet3snRmgwyUSF3803b+BUUTNbDPPjozgSCQWkuHph0aiSE/6J0M5R7Ez2CKxG9YoYYmwq2Hiz\nTOZZXX8AACAASURBVM0x66fpgo1HRERERKRLr588Rm3HMlmuz2nXFnNnfq+DiD4RpWn2dKHRXl5Y\nsezXrPOmpEAs5mMZ5Szk2QO093DQdRhZDG1XGn/fZ6FmVX3boCu2h2n+KHb+qyKw5ORkTDM3F2y8\n7iYmSOWxdkRERERUBLx69RKWUkm29yqXKIF3b15pOaL/0VRx5kz1K5THs0cPFa4lJCTAQMYanZSz\n++/ewd4+SddhZMvESB8vPryFTCbTdSiFip2FBV58rIYYDS+KYrJHQFWdyqGRgQaq6PMvDxEREREV\nAVMnjEZg1y453v/8OHZtiomJhpFE849G4nTFhNKCuTMx1stL4/NS4XX4cSh6eGddCVdQeNSU4tKL\nl7oOo9AZ06QTNj0pq9E5mOwRUGR0FIKt1DtmPTcimQyhofcEH5eIiIiISJvi37+DvaVljvdr29nh\nxPEjWozok40b1qK7i4vmJ0pVLEIdeusGfKpWUWmIyMREISOiAuxpVBQsrON0HUauGtUsiUvhuqu1\nVVhJpVKYm7vjQWwxjc3BZI9AGnq4oqxUqpGx2xgYoFPH1hoZm4iIiIhIG27euIaypia5tpnZpjXW\nrFiqpYj+59zpk+hap7bG57EzMVH4Ja46J5DNO3EMoW/fChkWFVB/P7iHb1uW03UYeZLpRyH6wwdd\nh1Ho9Hbzwp/PKmpsfCZ7BPLg0QOctimhkbEDrawRHR2tkbGJiIio4AtaswJJSQWzZgORsub8MA3L\nu3XNtY2hvj4ydPFdT02FRJJ9LSEhjW/qjRVLFwEAwsKewNpA9d/q29gWw7GwB0KHRgVMRFw89EwK\nxzPg0PZl8ff9/3QdRqHkWdkXu8LMNVK5hckeAfj39YO5SMMfJev2EBERfbXWB63C1O/G6joMonxJ\nTYiHsYFBnu0kqalaP6BE08WZM9VwcED4i+cAgHmzZmB2G9VW77+Mjoa9bRqkxtF4G5+giRCpgNj/\nMBRD2hb8VT0AYKAvxeskFmpWR4MKlWFh2x9z77oi+HFJJKq+2C9HTPYI4PCRg7hW3Fqzk8jAU7mI\niIi+UqUtrfCUvzWlQuzggb/h5mCnVFt/N1cELs16RLkmafrYdYW5/r9Ic2T4G1SwtVWp778vnqNb\nE0cEtC+HPaF3NREeFRDvUiIhlRaex3Xf+kY4FRam6zAKpUaVnTCpxUC0qjsJgY+aYVloJdyJyjsx\nnpfC8+0poBYsmItiAPT09DQ6T1mpBO3b+mp0DiIiIip4bt68jrLmZjAGEB0dpetwiNSydsUyzGvX\nTqm2veq54d9//o+9846K4uzC+MOwC0vvvUlR7F3E3jtiLyj2boyxRGOLsZtoLLEm8dNYYtTEFo3G\nXhAQQRRUlN6L9M4u2+b7w6gg7LJlZnfB+Z3jOWH3LZewZea+9z7PXZoj+khAwAO0srNV2X7Ef4kl\nRZzHCgVccHRYIAgCRWQOuApo/jBoPhEZmejQlP62Qirp4GmFyNwMdYdRrzHW18fXA8ZiYb+vEUtO\nxfev2+F8kiX4IsXWY5I9SrJn9w94YilfRl4RrphZ4HlEOO37MDAwMDAwMGgWe3dux+bhPvhx1Ah8\ns2yxusNhYFAIrUquXJo4iggXK8rvx4/iy169VLafq5kpDh/aj9a28ieYSoXFH/574QhHXHjNVPc0\nRB5npmCQl4O6w5AbHYNCZJdotntYfcG3dQd8PWA+vFutxI43vXAw2hVJJfIVmDDJHiW4ceNfECRg\nTnNVDwAYs9mMbg8DAwMDA8NnSFlBPmxNTNDMzg456anqDoeBQW6O/HIQo1q2lGuOiTaB7OxsmiKq\nTlFeDlwsaZZkqMKK/v3x3Ya12CynXk9mUTGsLT8mwYwNdZFangWxWEx1iAxqRCgSoVCQq+4wFGLe\ncDf8Exej7jAaFLYmJlg1aBLm9FmJgNIJ+PFNG1xPM4NIhrc9k+xRghnT/XDe3FzdYTAwMDAwMDA0\nYLSqaPZZsLSRmpqixmgYGOTn+qUL+LJPb7nmbBw2FJu/W0NPQJ+gKnHm97zX6ZFFrLoqgampmNDb\nqdpj4/ua4kZcHGWxMaifuwkJGN9HdclHKmGxCCQWpSEiIwPllfK3KTJIhiAITPbqgSX9F8LNdRm2\nR3XDLzFOyCqULNTOUmF8DYqkpESQYjE6cPRUtqe+lhY2blyP777bpLI9GRgYGBgYGNRHRMQzuJoY\nf/h5//hxmL9yKU6evajGqBgYZEckEoGo5Mk9r5WjI7Ku36Ahopq8F0xWJSUH9ss9p0BYDn2OcbXH\nmjib4sL9VAyFJ1WhMaiZmOIcDHGunwUF+SWVyNLSxcWUB7DI1QefrwNdbQPoEhxwtHSgR7DgbmaG\nxpaWMNZT3X20LAQlJ8Pb2RnahObXw3jYWGPV4KkQCoXYExEhcRyT7FGQHt06YquxiUr3/NXEDNN+\nPcgkexgYGBgYGD4T9u7cjl+G+3z42cHMDGX5eWqMiIFBPrZsWIclvXoqNJdQgW5Pfn4+DAn5hXDF\nYjG4AgEMdHUV2ldPR0fuOaWCYgDGNR73bqWNJ2lp6OzkVHMSQ72ilMeDiMgHUP+SPRU8ATZfycWg\nr/cj9Nh6bBhtDJZ29cSJUChGeGwsTr4JR3kFC7qs/xJBhA440IarqRnaOtiDowKZlKpEZL1FaOFz\npJUUY2LrNirdWxlYLBY8HJwlPq/5aSsNhMvlQiAUwt/QSKX7dtfTg0iooBQ3AwMDAwMDQ72jvLAA\ntibVD5ecDPQRFfVSTRExMMhHxJPH8G2r2M1TU0sLBD4KoDii6vx29FdM7NBe7nkPkpJw4rnqzFOy\nS0pgblp7hVSf9rYIzkxUWSwM9PFPTDTm+Ei+eddUBEIRvjufjk5zdoAgCDQbvQR/BtXU3GKxCHRu\nbofFY5pg9RQ3LPOzwRcTTDBrnB78xrCg75qMrQ9vorJK+zLdvC0txa3UcCwf74m3wnTklZWrbG+6\nYZI9CtC8qSv8DQzUtDsj0szAwMDAwPC5oFXLBe+B8eOxad0qNUTDwCAfZWVl0BUr3iK1zdcXh/bt\nojCimoQ9DsTodm3lnvcqLws8QnWaJI9SU+DX10Xi89bW5UjMz1dZPAz0kMEtgLGhYtVi6oIkSWy+\nkIKmU7aB9V/Fmom5JZ7kGKKSL/v7nyAItPWwwuppjtgZeF8lwuOVAgEOP32IlZPevbeWjHPBicin\ntO+rKphkjwJUcCuwzcRMLXsTAO7fv6uWvRkYGBgYGBhUR0TEM7iZ1mwZN9bXQ2VJcS0zGBg0i1Vf\nf4VtVdoQ5cVYXw/8UpptnIUCuSzhAaC4ggtSJx8snWIUV3BpCqw6eZXlMNSX3Po1ZWAjXE+IVkks\nDPSQXFAAWxvVvJ6oZNfVVFgPWwXDTyROWo9bhjNB8ruKGerrYLqvCQ4+CaYqxFohSRJ7Hz/CN/6O\nIP7T6SEIAk0aVyIsPZ3WvVUFk+yRk1YtPNBRwd5cKpijr4/Zs6eqbX8GBgYGBgYG1bB353ZslGDN\n3NLKEo8CHqo4IgYG+chIjEMHF8nVKLKgxefTe8KvQLvIlZhozPN1wfQhzriTmEBDUDUpFdWd9BKy\n81FQ3nBaUD43biXGw7+/cu8XVfO/u5lApzmwqkU3xtDYBM8KTVHBk/895mxrhO7ewO8Rz6kIs1Z+\nj4zAiH66NZKoI7o54kbCC5VUFtENk+yRk5y8XFy0sFLb/qtNzFDBfIgzMDAwMDA0eGrT63nPnjGj\nsXfnVhVHxMAgO1lZmTCTs2KmNsa3a4Nffz5AQUQ1EYvF0BLKfyOaxcuDPkcHpoYcZHHpr7LLKy2D\niVHdFR+LRjbCxTdRtMfDQD0kSSK/Mu9DhUl94PzjHLx1GgGnpq0ljukwYSl+fyR/dQ8AdGhiDkun\nAvwbG6toiBJ5kJQEC8cCNG9Ue7fODB8LnHtV/7Xx6s+rSQMY0L8HHLU1wMCMZHR7GBgYGBgYGjq1\n6fW8R4fNBsmtUGE0DAzysWr5YuwfN07pdWZ364Zb165SEFFNHj64h3YODnLNeZX1Fi08Pp74lwkL\naK8ACEhJxsS+dTtt6eiwkCfMBl+oeit5BuUITUtHz/YcdYchM7ci8hGp0wWNO/WSOo6jb4hX5dYo\nrVDMWW+otx0KdZIRkpam0PzaiM3Nw5uKaPh0sZM4xtnWCJn8VOTX8yILJtkjBy9evkCwtY26wwBI\nEiUlNPcvMzAwMDAwMKiN8PAwuJuZSh3TzdkZf186r6KIGBjkoyQnG47mymtcEgQBQkCPBfvxo7/g\ni57y2cIHZiRjeNePiZeBXsZ4nJJKdWjVyOOXw9RQtkTA3OF2+Dv6Na3xMFBPeHY6erS2VXcYMhES\nW4x7JZ5o2XeUTOM7+y3DqUd5Cu/nP8ARzwpfITonR+E13lNUwcW5mBB8MbLudrnlE1xxPKJ+izUz\nyR4ZWTBvBgy1tNQdBgCgDVsXgwf1VncYDErw6tULWFsbo21rT3WHwsDAwMCggezb9YNEvZ73bPIZ\nht9+OaiiiBgYZOfFiwi4GBlStp4BoYV8ip2muFwuclKS4WRhLvMcgVCEImH1lpSOTa0QVVDTYppK\nivmyt4pZmuojvjgTJNMJUG/gC4UoESrW6qRqolJL8VeSFdoNny7zHJaODmL4jigoVdy9btEYF1xO\nDENmseJtkyKxGHsf38faKY1kGk8QBJo04eNpPRZrZpI9MnLx8kVEqlGrpyrnTU2RlJSo7jAYlGDw\nwD7Ya2IK44J8WFsbY+GC2eoOiUEK9al/moGBoWFQUVQIG2NjqWMIggDBV531MwODrGxZvwYHJ4yX\naWxWSQl2P3ggdcy6gQOxddO3FET2kWl+o3F6qr9cc27ExWLqYOsaj5cI6au4Lygvh5EMej1V8e1h\ngDsJqhGOZlCem3FxmDKo5utK00jNrcCRcDa8xi+We67XxMVKVfcAwJoprvg5/CFKeDyF5h8KfYxF\nE6zBYsl+XT+iqwNuJL2st2LNzB2MDBw6tA9sAGw2W92hAPgvDiZbX68RCoUYY2CI25bWSLSywfVL\n52FrY4Lg4EB1h8bwCYcP7wNJkhAo4NbBwMBAD1evXFJ3CLQjTa+nKiNbtsTRXw/THA0Dg3wISktg\nyJGt7ehydBQ4RpItxQHAy80VKXHUibSGPA6CmUgId2v5brATSnPgaGVU43FrSx7SCwupCq8aAcmy\n6fVUpZW7BSJy6W0tY6COhJJcONlIT+6rm/ySSuy6U44u09cpNJ/FYiFZ2wPZhcpZy2+Y5YZdQXch\nEIrkmnfp9Wt4tRfC2kxf7j2nDzXHn69eyT1PE2CSPTKwaeO3CLTU/GyrMnC5XFhbG2P9+lXqDqXB\n4+3VFk2rJA7ZbDZibO1x1dwCo0cOhYuTFZNY0CC+374VFgSBvn26qjsUBgaG/1j85XwcocmdRxN4\np9dTuwvXp3zVtw/+ufQXzRExMMjOzX+voaO9ZOHTqpRXVqIUuagU130DSKVuz7oVS3B2xnS55mQV\nF8PQuPYKHv/+rrifnKx8YLWQzSuDubH8wr0tGosQmZVFQ0QMVFJQXg6WHj2JQqqo4Amw+UouvOdu\nV2odr7ELcCqoQKk1WCwCy/3tsDPwvsytiqHpGeDpp6FLC8W6dJxtjZBRT8WamWRPHQQEPIQWCdhp\nSFXPe0y1CCxYMIuy9TzcHbDI0Ag//3wIXK5yGVcG6SSnJOGmVc3kYWtdDlLsHTGWxYKjgwW6erdT\nQ3QMn8LnVyLC1h5xFJ4oMjAwKIdXE09cOveHusOgjXd6PT4yj9fi8eptiTlDw+Pn/Xvww8gRMo29\n8DoKi0Y5o1JUWudr2N3UBM+eKS+WumPbRkzv2EHuFu3r8XGYPcy11udYLAL5NLVylSq4rk8XBzxI\njac4GgaquRYbi7nDa39dyYtIJEZoTD5+vZ2FzVcLsfJSGXbeKMBv9zIRHpcPkUj+7wmBUIQNFzLQ\nac4OpWUNCIJAFqc50nKVc5I0NeRg0jBDHA59XOfYtKIiBL6NwOQB8lXHfcryCY1wMjJcqTXUAZPs\nqYMJ40fgjJnswm2q4pyFBf6+TE0Z+8YNawGRCN8Ym2C5oRHcXGU7jWGQn19/PYS60obbTMyQau8I\nfloqbKyN3/19GNQH0zLJwKBRZGdnw5jNQltrK9y6eV3d4dBCeWFBnXo9VZnTpTN2fr+ZxogYGOSA\nVwFtbe06h4nEYqRXZMFQXweNHdlIraMNaqvvcOz+YatyofF4uH/9Kr7sLd0u+lNIkkQuP1fqza5A\nqxA8iiuziyoqoKev+I2xoUkJ0ouKKIyIgWqyePng6LAUmkuSJF4mF+F/dzOx9VoBvrpUiVs6o2Ay\ndhea+G9Fh+kb4DxhGzgjfsS/rFH46m8hNl4twuHb2fgn9C2KyqRrvpEkiS0XUuHpvxUsHemtlrLS\ncdQs/BGi/GvSzd4YHdsLcPbFC4ljuHw+jkYE4ms/5ZNpBEHAzb0S4RkZSq+lSphkjxQyMjJAisXo\noqen7lBq4MnWASmWr1dREgcP7UfMf21qS4xNYKpFoGf3TpSszVCd79avwX0ZWwKDrGyQYGWD/x0+\nADtbU0QzNppqxUhLC0uWfKHuMBgYPnuO/HIQ07074+CE8dj7wxZ1h0MLWnK2q0zy8kJIwAN6gmFg\nkIMjvxzEqJYtZRr7T0wMpg62BAD062CHl9nSHa0sjYzAK1HciQcAZkwai+OTJ8k9LzglBf07Sdf6\nmNzfDvcoFkUOSE6GX18HhefPGuaCK7FvKIyIgUpic3Ph6ih7gpAkScRnluD4vQzs+LcAX12swHlu\nfxiM/BEek7ahx6xv0bitV415BEGgcVsv9JixBk39t8B87E5ktFuJdY/M8c3lUuy+kYeTDzLwJrWo\nWmvUrqupsPZZDUNj2dqKZYEgCOSbtkd8VpnSa3k3t4KhXQ5uxtesYCNJEnseP8Saac5K7/OeUd0d\n8G/8i3pVSatYGvEzobNXa6w10myxLGVp0tgJnXR1q4lPR9jYwjk2Bnfv3kS/foPUGF3DgsvlghSL\n4SRHSyCbzUa8nQPucrno3dMbBvoGSEhm+q9Vxdq1K2GopQUAuG1hhS5nT2PvXsbmmIFBnUSEh2Ln\ntCkgCAL2HA6i30ShabMW6g6LMsLCQtHEwkLuedp8PgQCgcaYSTB8nly/dAEP5s+pcxxJknhTmIpR\ntu9aK8yNOSjg1+2wo8WvhFgsVqid5Fn4U+hXctHUTv4K9mc56fhqgHS9D0crI/xdRq32ylteKSxN\nawpCywpBEOBp56GUx4ORjILZDKrjQUoS5k6Q3l6UnluOh6+L8bZCFxlcDnRcOqLV8KFwYbHgosTe\nppbW6DFxwYefhUIhTj++j+KnIbDV5UFQUQLD7nNgae+oxC6108HHH3+eXI41IwyVXsu3qz2O/xuP\nsHQ9dHL8mBg99iwcEwcbKVw1JYmpw8zwZ/ArTGzdmtJ16YKp7JGAQCCAQCDAXA1O9rAAnD17SuH5\nAQEPUVJcjIu1WMrfs7KBn984JaJj+JSWzd0w2cBAobn99PSQYu+IHiQJG2tjDOzfk+LoGGrj5Ilj\n2GtsCuCdbpesQnAMDAz0QQiEH270Tk6dgpVLFqk5ImrZv3sHNg4bKve81QP6Yf2aFTRExMAgG2Kx\nGESlbJbIQSkp6N2xevKBR9Zd4eDTvDl+P/mbQvGt/GoB/po5Q+555ZWV4BH5Mo0t4hdQeq1QIihV\neo2FI51w/nX9dBJqyJAkibxK6a2B/4ZmYP6ZIogHboPjxO3oPOM7tOvrCxaL+noNFouFVj0GoPuM\nb+ExaSuazd4Pp6b0JTTK7LohKlX51zcATB/ijMd5kYjNe2ftfis+Hk5uJfBwpP4+vpGdMdIqU+qN\nWDOT7JFAU08XjNKT35pNlaw1NMY3K79WeP64scNxzbL2UwoPNhvdOBy4utgqvD5DdcorKrDNxEyp\nNX4xM0eqvSNevYjA2rUrKYqMQRJCoRD99T9+DrAAXLlyWX0BMTAwAMKPN4QGHA44Qj7y82W7EasP\ncIsLYSWHXs97+jdrhujICBoiYmCQjVUrVuDLnj1kGhv6NhldP3HG4Yrq1qZZ3Kc3rlz8U+7Ydv2w\nFZPbtZVJS+hTrsZEY8Fw2VpBOrXQwaust3LvURslXC509ZS/odTn6CCT+xZCETXyDwzU8Cg5GUO6\nSK9seRCRBVcjM+g0wKqsNgNG4+Iz6hImS8Y1wl8xIbgfF480YTwGe9F3D7t8vGu9EWtmkj0SKC8v\nx08aKMxclRlGRuDzpQtrSaJPz86wYrHQUkdX4piz5pYQ8LhYME/+UxCG6vhPHgczLerebrFWNvjf\nkZ8pW49BAp+czu03McVCCl3wGBgY5IPH44H1iV7db5MnY9HcaWqKiHrk1eupiq5YiLIy5XUQGBgU\nISQgAKPata1zXHRODpwda1YA8QSldVbFEAQBVMp37SsQCHDz74tY1q+vXPPek1aeC2NDydfLVRnY\n0QFh2dQIuAYkJ2NCH3tK1poxzApXo6MpWYuBGl7kZaKDp+TWQJFIjDepZXB5Eoj8t5kqjEx1CFz7\n4nmicjpcVena3hg/BN5Gx5bUaQzVBotFwN29Es8yNP/vopJkT32z8i4pKYFWfWnXUCDOkpISREW/\nQbh13RnPBDsHXLh0AQUFBYpEx/Afd+7cQpiFJWXrsdlseOjooH27ZpStyVAdgUAAfPL2GqpvAKFQ\nqJ6AGBgYcO7saQxt3rzaY47mZijPy333nq3nhIWForG54gdN24cPx+oVSyiMiIFBNsrLy6Ej43vw\nVlIsxvepWSljbw1kl9RtM84hxSiRYdx7Zkweh6OTJso8vioxOTlwc5bve79IQI0Feya3BLbmirX/\nf4qjlRGii9OZdnQNgScQoIKUXpH64FU+TPQdMbG4GLH3G6bzZIueQ/F3pGytn9IoKqvEloupCOYM\nwayDV/FXdkv8fDNDIat5WRnZ3QHXEyI1XqxZJckeCyUuXNTBkMF90ZpNjb0c3WiRJFJTU+Sa09TT\nBd/KoUW008QUzZspb1n3uRIeHgYtEpSLZt6ztEZGRoZcFzwMsjNr1hRYa9f8iNQi3zn1MTAwqJ4b\n//yN2d271Xj8xxEj8NXC2WqIiFr27/5BIb2e97R3cUZGYhyFETEw1I1AIIDPwF7YOcK3zrE5pWXQ\n1q9dxHhgR1tEyNACtbJfP2zbvF6m2F68iAC7tAStHRUTmb2fkohxveVz89HTK0UBBXoeZUJqNUH6\ndeLgUXIypWt+DhRVcHErNpbSNa/HxmDmUOlVWy8ySViVlYAgCIjDHkPUQA8btZoORUiM4sLmdyLz\nseGWGK5TdqNJp14AgDaDJoDovxbf/PkWcZn0VbtOHWqm8XpYKkn28Hi8enVzlJgYjwumymmrqIq+\nuhz4DBsg8/glXy2Atlgsl/D0RAND2Glro0O75nUPZqiB7/BB+NnUlJa1vzYyRrOmjWhZ+3Pn7p1b\nOGVe0xFnor4+evfyVkNEDAwMQh4Xejo1D2M6u7kiJab+tyiUFymm11MVYy0tZNdhYc3AQBVv32ah\nd5d2OOs/Ca1kSKhcin6FBb61HyDaWxoih1e3bk8vzyaIk/EG6+tF8/DXLMXkCERiMYqEeXLPmzbY\nBXeUtGAv4/Ggzab2MM+7uRXCsuU7IP6cyS4pxaHQxzgefQdGzpk49OQxZZVRyWV5sDaTrA0rFpN4\nmSVA4/8O9P3evMSbkIeU7K1pNPXug39eyd++XFRWic0X0hBq6IMuM76tIVptYm6JTvN345doB/z+\nMIuWqrZGdsZI5aZQktylC5Uke7YYm8KrUytVbEUNJFlvrEuPWlgiNzdH5vF/nDmNN5bWcu8TYm2L\njIx0nDlzUu65nzsioQiD9akpw/2UxUbGIEUinDhxlJb1P2fEIjE8a6nw+97UDKWlTDUVA4M60JLS\nJvJF927Y+O0qFUZDPYQSej3v+WnsGKz+ejEF0TAwSOfJ42BMGD4QoV8vl8nOnMvno1CcAxZL8u0H\nTyzbe0BbhvfKvj07MKZlc7AVdC66HReH8X1rHvrUhaG+DnL4yrkMBSQnY1wf+S3i68LNpRJvsmW/\nb/gcSS4owIEnwbiU+hAL/YywbII7urWyxuDeWvgh4J7SQtfZJSXQN5R+HRkYlQeYe6CP6F01j4u2\nNorDgpTaV5PRbz8WD1/JbrRwOyIPG26TcJu6C+7ta1b7VqXTqDkoaLMQq8+lIyO/7mSyvCwb74oT\nGizWrJJkz1RDQ4iEQrx69UIV231+yJipdHe1Rx+OnsKJrFArG3z1VcOyuKWb9u2ao60uvS2BIZbW\nWLliKa17vOfMmVPo3aerSvZSP1LeV0zPOwODWtCSUsY+2asTngQ8UF0wFPPkSQg8LZXXdmtkaYmi\nt9S4ATHUP6Kj36hkn9Mnf8P3q5cjYvUqGMroFHQ+KgqLRjpJHcMVy6bz6WBggNdSqnsEAgGu/nkW\nqwYOlGm92ogpzoaHo2JCr2WCfKWSApkVpXC0MlJ4viTG9HTC7WRqW5IaCm9ycrA35BECCp9gsb8p\nFo5yq2aL7uFojPnjzbDl4S1UVCqemP83IQ5zfdykjnmeScJc3xDGVfZvFPII+ZnpCu+rybi37Ywb\n0eI6q28Kyyqx6UIqwkx80WX6Opkt6G1c3NFu3k/4McQQf4dSm+xksQi4uVXieaZmijWrzI3rqKk5\nBvTvqartFGbNmhUw1NJSdxhyU5cw5ZUrl1FeXoaTtbSlyIoNmw1ffQM4OVInNNzQyczMwN8WkpX2\nqcCGzYYli4WB/eh9f5WXl2PJkkWIj2v4ehAlJSVSEzoebDb69v5ckl4MDJrBgwf30NZe+kn30Kae\n+O1/v6goImo5uHenUno9VbHm6CAxMZ6StRjqD3w+H4MH9MSg3t5y6znKw5YNaxFy8U88WLK42s2w\nNMRiMVLLM+t0teKLZGuH2DbCFzu2bpT4/KwpE/DrxAkyrVUbuaVlYOspriMyvJspApMV/xuUbkhr\nZAAAIABJREFUCOmrIOYYl+BFVhZt69c3nqanY3fIA7wWPsOyKRaYPthF4lhzYw7WzXDA9sCbyCtT\nrHUnh5cvtbpNLCaRVKYPMrd6O+740hLEPvhXoT3rAxbd/HEnUnJ1z43n76p53Kfuhntbxa7BvSct\nQ4zDRHz3VyoKyxRztK6NUT0ccD3hhUaKNass2dNfXx8Qi3H37k1VbakQJ48fwxGT+qHX8x57QhsT\nJ46SOmbO7Kl4aGWj9F4HTc2gLRRi/Ji6Rfg+d/bs2QlVyXw/s7ZFxMsIWt1omjRxxhfbDwL1MBkq\nL+PH+sKdJbkC7oapOV6/iVJhRAwMDKd+O4LFffpIHfPtkMH46/QJFUVELdziIlgaUXOSf3D8OHz7\nzXJK1mKoP2zd9C3+mDsH9+fPw7Lpflj25TzK95g/0x/6acn4ffpUueZdj4mB34C6DVtMjIXIL6tb\nUNXe1BRlBbXfGEa/iQJZmI/2LvIJK1flWnwM5voobk7Syt0SscW5Cs0tr6wEtKW3ge2++AaVfMUE\ne+f7NkKM8AX2BgcgX4O1RuiEJEk8TErCjuC7KDCIxtdTrDGul2yvFx0dFjbPdcWhZ/eQXCBfQvBl\nZhZaNpY+5nF0Aey8R4DMSK32OEEQIMOCGqxQs1PTVrgVR9ao7ikorcTG86kIN/VFVzmqeSTh0rw9\nms7ciw23xLj3kjq36SlDTPHHi0jK1qMKlSV7AOAfSytMnjRelVvKjUgkQhc9PXWHIReXzC0QHCS5\nj9Pbqw0c2Gw0okiHKMbWHg8ePUBSUiIl6zVUfvh+CwIV0EdSlNF6BvBwd6Bl7bZtm6FZe290HTgc\njZq2wMyZ/rTsoym8eBmJP8wkX5TWF02vz40uXTvAzY2e9wCD+iktLICjed2HMS0tLfDwwT0VREQt\nWhTo9bzH0sgI3CLqLmIZ6gcvnoZhWKtWMOBwcHfxl/C1MEO/rh1w747yB61isRi+g3pjqLUFNg/3\nkXt+VGG6TC1R/dpZ4qWMbYha/NrfM4vnz8LF2bPkiq8qJEniLTcXOjrK3VQW8YsUmheYnIwJfWyl\njkmqMMOVMMWSSQAwoa8Tlkwxx4noezj1/LnSOjT1BZIkcSM2Fjse34auQwpWTbPDYC/prli1QRAE\nNsxyx4XEYLyQo202MCMFPl2kC5k/TRXCzrUp9FJq3mdNehOF10F35Y63vuDQfzb+efrxdX3jeR42\n3gGazNgLDwWreWqDIAh0nfEtAln9sf1SKip4yh+WN7IzhsjwLWJyFX9f0oFKkz0tdXRBkNBwMdn6\np8Vhw2YDZO1lY9nZ2UhMTsJjCqp6qvKbqTm8O7eldM2GREFBAUCS7/42KuInMzNU8ngIDg6kdN0v\nvpiH0vJyrDr8BwBg9c/ncOfOLUr30DRIsbjOv52BlhZWqEgriUE63l3aw97eAtbuzWDl2AhD5XAo\nZKg/aAlluxj7xW8idm75juZoqCXkcTCaWCjeZl0b7iYmCH8aRumaDJrNpwLfo9q2wbOVX+PKoZ8w\nfuQQ8Hg8hdYtKSlBL+922DFoAKZ5y+9GGZKaii5tZLvlaOxkhvQy2cSN+3q44/xfZ6s99vOBvfBt\n6gkdJa6/nmZkoGsb5a/fXOxFSMyXXXT2PWnlxXCykezKl5JdCl3XTniZq1z9OEEQ+HqiOwb1F+L7\n4Bu4n9BwD3HFYjEuRUVhe9ANuDTPxeppjujaQvkD2RV+rggpiEBgSt0te7K4u5EkieQyPWTEv0Hv\nnJquik4sFoqfBiscr6Zj16gxHiRrI7eYhw3nUxFhPgpdp6+VuV1UXjy9+8Jx4g6s/rsUoXGKJWer\nMmOIC869DoNAqDnJU7n+z/H5fGRkZCArKwtCBUvIgq2ssXLlMoXm0s2TJyGqzX6pgLZtPPGjMfW2\n3/319eGho4MWzaQLjH2utG/XHHMNDFW+70VzC4weNYyy9Z4+DcWFi3/il/svPzymq6sLcf3LiVLO\nTQsr/H7qN3WH8VnT2bsd7O0tYNe4JU6GJuLL7Qex9Y/reP48HJmZGeoOj4FitASyXXcQBAFrNgsJ\nCfVHX+wAhXo979k/fhx+2Lye0jUZNJe7d26ivQRNqxNTp+DAkEEY0a87Dv60S651Y2OiMbh3F9z5\nYgG6uCl2zRecmYjebWV3luKSsiV2Vwzoj3Onjn/4WSQS4fzpk/h2yGB5Q6xGWFaqXPFKYkIfZzxK\nTZZ7XolQehvbvahStBs4BpW2HRGfqZzrFwDYmhtg/UxX6NqnYvujO4jNld9uXpNJLSzCloc30c6r\nFOtmuKCFK7VyHfNHOCNDKwbXYmOkjrufmIhRPaXfk4XGFsCq43DkJ8ejmYR2JfeQQOR90uLVkOA0\n7YfpB17Dc8ZeuLbuTPt+OhwOus7dhr+LOuCX28prWS2ZaIujzzTnoKXO3IZAIMD58+cxceJEtG/f\nHv369UOfPn3Qtm1bTJ8+HRcvXoRIjtI/OzYbOgA2b9K8C5Ap/uMxkaOv7jAUQldLC3v2/FjtsRnT\nJ0OHJDHBkJ6kwz1LaxTk52PvXvkuHD4HeDwu1ppQn2Sriw4cPehpaWHG9MlKryUUCuHjMxC7Lz+q\n8RxBEA32Zjo1NQVaMrhtObHZdboGMNBD585tYWdvDnvPVjgZmogvtu2v9vyqA6fh5cVUHjYkEhLi\nYGMg+/fzqWlTsXzRfBojohZuSTFlej3v0dPRgbC8bu0ThobB4f17sMV3uMTnPW1sELpiObTevMSg\nXt5IkaES4cb1q/hyxmS8WLMKtiaKuVLF5+XDzk42h6338MSyVSCxWSyQlR/HzpoyAYfGj5Vrrxp7\nCwQoJ6lJdhAEgQKBfMkYLp8PaBdLHZNergcWi4X2g8bgeiR17/Hura2xdqY9npQ8xYGQIJQqWAmm\nSVx+8xpX0oKwYa4L3OwlV0spi18/R7CtMnA6MkLimNf5b9G8kXTdqtBkIdzbdAKK8iVWs4wtL0Ps\n/YYp1JwREwXW70fQoUiA4tyalU100rr/KCSZdEdshnLi6KaGHNi7lCEkNY2iyJRDarLnyZMnGD16\nNIKDgzFjxgzcuHEDL168wPPnz3Ht2jWMHj0aDx48gI+PD0JCQmTe9KWlNQ4c2Kt08FRTWlqCbWb1\nS5z5PT8Zm2DXj99Xe+za9auItaNXv+KNlTW2bduokDBwQMBD+PoOhpurHTzcHShvP1IXY0b7wFJb\nW237R9va49r1q0qv49HYGSNmLoK1Q02bVJ+p8zF8uHInZ5rKuLG+6KQr3S3kPdoAbtxomF+4yrB0\n6Zf46quFCleASqJz57awt7eAQ7O2OBWahC+27q91XAuvrjC1ssa06ZMo3Z9Bffx8cB8W9ZTdcdCQ\nw4E2j4uiIsXddFTJp+03VNHO1ga3bzGfUZ8D4ooKcGRoXVo7eBDuL5iHFTMnY+kiyQLO+/fsxJn9\nuxG68muwlRBEvZEQjcn9Jbsb1Qa3jsqWquiIReByuYiLjQY/NxudXRUXVQaAqzHRmDVMfg0XiWgX\nvxNclpGg5GSM6SVZr6eCJ0A2+TFhkMA1hlBErQPQtMHOmD/BCD+/uIM/X2mmw1BdFJSXY+uD23Bt\nno/FY5R7TcjKYC9beLYowcGQ4BqHgeWVlRBo193ClVT2TjdWnCX5QJUgCGg9DYaQRlMWdZARE4WS\nvVswLz0V8zPTEX78gMoPVdsNGIU7r+VLTtfGyO72uJMWgTINSJhKTfZcu3YNv/32G3bv3o1BgwbB\n0dEROjo60NPTg4uLC3x9fbFv3z4cP34c//zzj8yb6rHZ0CcILJg3Q+lfgFLq8Sn9YH2DaursLs7W\n8NWjv0pJj83GbEMjNHL+qAnE5XKxfv1atG/fHA725rCzNX33z8bk4z9rE0wa54u8p6FYSmhjkkiM\ncaOG/fe8KZydrPD77ydpj58OgoIeIdxaurAe3XTQ1UUzz0YKz+/Xrwcs7BwwbuGKWp8fPW8pcmrp\nJW4IpKam4LSMrY+7jE0wZ/YUmiOqX3C5XJw+fQKBYU/h6uYAJxcbOLvYoGlTV5w7d1qhNb3+S/I4\ntmiPk6GJWLjlpzrn7L0ajJs3/0WlHBfZDJpLSkIcvNzku2A/NtkPC+dMpycgCnkcHIhmVla0rL1z\n1Egc/mm3UmtkZ7/FZqYdTKPJy8uDkbbsQgQGHA5uf/kFRlq9E3C+e/tGtedXfLUQ2WGPcWXeXKXi\nyi8vB8mRX7OGw6mUuapkcc+e+GHbJiyaMx2X5s6Re69PSSnLhaUpddfPUwY54G5Cgszjk8uK4Won\nuYrqTmQeWg35eN3ReNBMXA+nXhBWR4eFbya7oWsXLrYF3cLj1PrTNnQ/MRH/e3Ufa2fZoZ0HtVpo\ndeHVzBLD+hHY/vBuNd2WazExmDNcutvXs/hCmLQeBJIkQaYmSR07Jfp1gxJqzoiJQvHeLZiblvzh\nsWkBdxFx87LKY4kv1YeYAr2KVZNccDjsMQURKYfUb4ZNmzbB0tKyzkVsbGywZcsWuTZ+aWGFi5cu\nyDWHTgQCQb1O9rzjXfynTp0An1eJg1LchKjkO2MTmGlpfUjkuLnY4MyvB9E4JwdXTM2QbGv/7p+d\nw8d/9g5IsHPAfWtbzDUyxlpTMyR+eN4em3U5WLP8yw9rOtibY/36tSr5fZQhIOChRug+XbawQkFh\nATIy0uWee+DgPsTExeCHP+9IHVff3y0SIUmZ3bZGGRjSandfH/Fwd8BSQyOMnzYPvwXH4regWBwL\nisXUNd/j243r4ehsDWdnGzg726B7905SdVU6ebWBvb0FnP5L8izYtEeuWGau3Q5PJZKeDJqDrHo9\nVWlkaYnit1lytZqrg4P7dlGu1/MebW1tgCf/KeXTp0/h1bEFWjV3xtD+Xkh+dhXNPB3g1bFFg23h\nrc98t3YltvrIr9c3ss07Aeerh/dh/Ih3As5+o33QghTi4PhxSsd14U0Uvhgpv85P77bmiHor24HS\nkFYtcez4/zCksYdMlU3SSCoogJ2N8qf6VbE200dGhfS2rKqUCqW3fSUUsGBaxenVyt4Jz7PoqyZ3\ntjXC+pnOKDOOxY5H95BSqLnVklw+H3uCAiCyTMYqfzfaRH3rws3eGIv8zLHl4a0PVV3p3HyYGnKk\nznucyEfTjt1QkJ2JxnUke+xYLJQ2EKHmjLjXKNq7GfOqJHoAwE1LC3oXTqNASpUTHTj1now7L5RP\noOrosNCjkxZuxqlXP7DOd8G1a9eQ+5+F2JUrV7B48WIsXrwY//6rXFkwm82GubY2Ro+k5wJHXkYM\nH4xGSpSpagIEgPDwMHy9/Es8sVKd5TcAhFvbVEnkOOKVrT1OWlqjpY5s7TCfMtHQCHFVkkOnjUxw\n+teDH5I/9nZmmDbNj+LfQnkmThiJ46aqSbLVxR4TU3Ts0FKuObm5udi8eT3+F/CmzrF6BoYKV2o0\nJLRIEtnZDbPKSV6OHPkZpEiEZcYmEHxiGerVdzAO3XqG48FxOBYci2PBsXDt0A19+/eE038JIJdG\ntpg5ayo6dmoNe3sLNGrVUaEkz3v6jvSDto4u1n+3hopfj0GNaIkUS6p+7+uDr75Q/rSfTipLSmBO\nk7YeAAzwcMeZP07VOe78X+fQpnVjtGrmjCXzxuHKhl7I/Gsaks9Ow+UtPsi5OBNnVnXB0AGd0czT\nGf87coi2mBnk421qMlo5SrdzlsaJqVNwYOggDOvVGYvatcbSvn2UjqlSIECBMBsslvw33K3dLJBY\nVCDz+HU+w7BRgWTXp9xOiJO75UwWigX5MrWj8AQCiAjJeiEkSSKlQq/m+sbNkJ5boVSMdTGokz1W\nzbTFrbePcfjpY/wR8RzP09PBp7hdW1HCMzKxK/Q2Fkw0xsAO6q2uB97ptnw70wE/BN3C8/R0mJuX\nSx1PkiSSSt8lg9KjX6KPDG5OjZ8EIueTBEl9IyPuNYr2bML8tNo1xOZkZeCZitu57F2b4Fm6FiVr\ndW1ljaiSWLwtVV5IXVGkfgLv2bMHe/fuBZ/Px5EjR7Br1y40adIE7u7u2LZtG3799VelNo+wsUOQ\nhui0PI8Ix0Uz1Zb6Uc1Ejj6GDOkHNzZbpZbfqqCLnh5eV6kOCjC3xLNbN2BnY/Lu5FJDEItE6KVX\n84tYHYwxMARBkti2bZPMc9q08cSqg6fBkiHxufyn37BmzUplQtQ4wsPD5K7MGq2nh549OtEST31j\n3dqVCH9/4vg6EuI6KiqmrdiIo4+i8dt/CaA9V4IQm5oG93beOBmaiHkblWs/AYBf7kXi118OU64f\n1JDhcrk4fHgfRowYihbN3eHoYAE7O7MqLbkf23JbNHenPZ6SkmJwtBS78OrZuDGS37ymOCKK4dPb\narhq0ED8+fvxWp/btnUDWjZ3RatmTjh+8Du8+GUkMs9Pw5uT/mjhWvOayKuZHdL+nIGsv/xx9cx+\nNPN0xIjhAzS+eqohIxaLAQp0ITxtbPBs9Sr4tGpFQVTAxTevMX+EYrqRBEGggpT9M/ubQYMU2qcq\nYrEYefw8WqpBerTVR3h63dUJwckpGNFdcktnREIRTFv2q/F4J98puPJMedtoWZjn2whf+Jlg0hg2\neBYx+On5VewOu4Ofn4XgxPNnuBcXj+IKaqujpCEUifBr2BMkkq+wfoYr9DnK2dFTiY4OC5vmuOJ8\n7CNMH9xI6tgXycUwaNYXAMDPy4GJDK/DMVwuEh7epCJUtZAZ/+ZdoidVulj89MB7ePavaruBMrXs\nUFxGzXfzsvEuOBJeU8dJVUi9o/vrr79w8eJF2Nra4syZMzh27Bjc3d9d2Pn4+GDatGmYO1e5fl5H\nFhs9u3shIDBUqXWUhiRhXs8TJNvMzPA7txwPrGzqHlzPcWKz8dTmnS3mmII8eDZ2RkycevuJW7ds\njC660ks0VU2UpTU89/6INWvq1lto0bIxOvQaiFadu8u0tkeLtuDzG1YL09QpEzFMRnHm9+w2s4CL\niktMNZHuXTvCnsX68Dk6IDEOkVERcGvdQeY1jM0tseE36vuzfabOQ4uWjRETLb0s+nOksbsDysqq\niKGSgBZI6BIEbLUI9GKz4WdoDC8JSexGKnjtH/vfL/Br317h+XO9O2P75u+w+tuNFEZFDcFBgWgq\nQ7u8MhAEAeK/ZIBIJMKc2VMQ+iQYWqQQnZtZI/2sn9yHJtra2gjc/871aMfZcLRq5gQ2xwC/n76A\nVq1aU/47MEjm+NFfMbKVfFW8dCMWi5FUmgFz40YKr8ETq1Zv7X5iIkb0oMetqUdrWxw5l4WOTtKr\nrxJLC9HfSbJRzJOkSjQb26PG4wRBIK7MEGIxCYKgpiKhLgiCQLfWdujWurpFfUJGDk4/eYVyri44\nhBEMtDkw19FDB3t7OJqaQkvBxH1txOXn4/TLECwaawNrM8Ur2+iEIAhsn9emznGBsTy0GP8u2UPm\nvpV5fa2wIAgnzACLrTlJLlnIjI9G/q5NWCihoqcqrloEjC+cRl4bL1g6SNc9oooOo+bi71vrMLW3\n8mLtBEHAb5AxzoW9xMTWqv9+lJrsEQqFMPvPnYokSThWKRF1dHSk5CQn2NoGzrHRSq/D8I5Ue838\nsKOTC+aWcM5Mx5MnIejc2VttceTk5iCMZvczedFjs+HCZsPbqw1CQiMljps61Q9CMYmvdv4i1/oN\nTbenoCAf+20V+GCv93pfysHlchEbH4u0Kp8/bQlt3Il+IVeyhy4mLl6NW3+ewPHj/8P06bPVHY7G\nkJ2djdLSUqRo+PdG8KMHWO+vuLPatC7e6Lp3H6CByZ6DP/2I332Vbz+RhkAoQms7G5gaG4Kjow3/\n/k3w91/UCcuvnNgBKyd2QHJWEfr6+6CMR2LCRH9s2Lidsj0YJPPP5Qu4O2u6usOoxs34OIztq5hV\n+3u4IuosxWUhKj8LA9zpq/AvEtat21MuLgdgIPH5jAo9SEoFOfXxx50XRzGwLT1i77Li7mCKRaOr\nm1wUlfHwb0gQEqPF0GcZQ09bD7oEGyZsXXhaWMDd0hI6ckhpkCSJcy9fopSdjk1zVOO0RTcp5Xp4\nn/YnM2Q/vJ4a8wZ/PbqDNn01QxZFFt4lejZioRwtaDOz32LDiUPos2qbSrSYOHr6eFFI3QF+E2cT\nBLxMRWyePZrQfMDzKVL/b/Xo0QPr1q1DWVkZ/Pz8sGPHDnC5XBQXF2PTpk3o3LkzJUE019FBu9ZN\nKVlLEQ4e/Am6FGaaGVTPJXMLjPBVvoxXUTZvWg/F1Ino55GVDZKSk8Dl1l5We//+Xdy+cxMHb4XL\nvbZLk2aYOWuqsiFqDgombVxZLAzoX/O07XOhsYcjFhoa1XhcnBCrhmhq5/DdSKxeXbu73OdKh/bN\nsdJIuZNsfS0tbNxIs1OTQKB0u+4AD3ecPnWcmngohEeTXk9eWRn+fPECB8ODsPfZdSz0t0fBldnI\nPD8DO+Z3o3w/AGhkZ4rEP6Yh5+J0pETcQDNPB/Tp1Rk8DbCebcgQ/Eq1CdFK4mVeGpo6S65QkQUW\nmwsun09RRNIpqqgAqSu7RpAimBhXILtEsh5PpUCASrHkVqzcYi5K9CVXNTi4NkFYmmYePJkacuDX\n3w1rp3pg6SRrzJ9ghBnjOBg4UIBU9nPse34VP4bewP7wAByJCMWpyOe4+vo14nJyIPyksCC7tBRb\nHt5C+05lmOfbSD2/EMW8SimCjse7qno+jwtOsuxVyDYsFsrC1e/4JCuZ8dHI3yNfouc9Mx/dw/Nr\n56kPSgJkoy54nSq7uHpdzB7mjDOvQmu8pulGahp1w4YNWLNmDbp27QoHBwekpqbijz/+AEmSaN68\nOY4cOUJJEDcsreGcKb9rEFV8v30LdhspdwLBoF46cPRgShAYNqQvrv17T+X7Hzz4E55bqlYUWx6+\nMDRCYw9HpGdUt0AVCoXw8xuDQ3efK7Tuml//woI+mlU+rg5um1nA4+ULdYehFk6cOAqRQIjVVjU/\nQ02jIlFRWgJ9JRMKVKCrqwuvfkPQvkNLPAt/pe5w1A6Xy4VAIMAXSrb9njUzx8hfDuC772TXBpMX\nLQr0ljb6DEOXn/Zj8pTpygdEIYSQmptZkiTxMisLT7MzUSQogYFBKaYNc4E+xwyQWAtAH1e2+QAA\nztyNgbubHaJjUmFkVDMhzKAc0dGvYaevGTqB7wlLT0eHFsofoHo3NUZ0Tg7aKSE8LSv/xMZgwQh6\nK0SmDmqEC1cS4demba3Ph6SmYnhXySf+tyIL0X7Ycql7ZLNdkVucDysTzZIUkIShvg6GeLtgSC1F\n+UVlPAREhuNSOA/a0IcOoQeWlg54Wvn4dpaLxiU4lSEwlodWY98dWGckxKB77ltAjraspiFByE5N\nhI2z/M53qiQrIeZdoiclWaH5ztraMLt8BjltvWDt1IjS2GqjTe/huHPuAZo7U5cj+HKcNY5ee4p5\nXtQUzMiC1GSPkZER9u/fj+zsbERHR6OoqAi6urpwdXWFp6cnpYH05OipTXdFKBDA11Jy2SRD/SDS\nxg5O4U8hEAhkts6mguzsbI3XfPrG2ASHM8tw8eJ5jB499sPjbm4OmLRkHYxNFHMQ09XVhVgzD5Lk\n5vLlC9I/EKWgytebprFyxVKESUgYjCvIx+mwQI0pL/7y+8OY5u2Bhw/vo1cv5d1m6jPNmrrC30D5\n773WuhxaxXlFIhEIITXaYJ5mpgh89BDde/SiZD1lCQ4KRHMrxVsueAIB7ickIrmsAEX8AnRsxsbs\n8Y4A9AGo340GAPz6eUJXh4VhQ/sg4NFTdYfT4NiyYS2Ojh6l7jCqEZiegOVT7OoeWAedm9vgz8v5\nKkn2ZPLywNGhtw2fo8NCHj9f4vMJJYXo4yr5WiytTBeuevpS9+g8Zg4uXV6JuQOU1xlRN6aGHPh2\nc4FvjUJE9R8eUU1yuf6HlHxeUhxaa8t3NTqykosfHt6EzZQF1AdHEVkJMcjbtRELU5OVWmfa+3au\nNd+rJOGXUGYIkUgMbW1q9rI01YelYwbC0jPQyVE10h8yRW5jY4NevXqhVatWePv2LaKiolBYWEhp\nIL+bW6CouAgCgToEXxvI3SoD5hsYwbWRai9yvTq2wlIabXOp4pGVNRYsmPXh527dO8HBowmG+itn\nS0wQBDIz679A8fJlX2KOvvQLKWkYaGlh7dpVFEak+fTp2Rk2LJZE9z8zggAvOUHFUUlnz5Ug+PmN\nUXcYakUgEIDLrcA2E4oqPkiStu/uy5fOo7dHTcevW/HxOP48HKGpqRDIYFELAEcnT8K2DWupDlFh\nDu3bJbdddGZRMU5HPMe+sEc4EHkdrb0K8YWfCdZOc8UgL83UXhrdwx15ObILjjLITkVhIWxNNKcy\nPbmwEOZW0i2mZYXFIlAupv+e4GVmFlo3pn0bAACXLJBoVV4ikKxRJBSJkcGt+zqTxWIhplhPba4/\nDPITk14Cwtnr4wOFijnCEU+CIKDZ2VFRshJjkLdrExamUmOSMTfoAZ5eOUfJWnXh2n8abkfkUbrm\nuF4OuJH0DOWVqvl7SX01PX36FN7e3hgyZAgePHiA0aNH4+7duzh37hx8fHwQExNDaTDj9fXRxMOJ\n0jXrIjY2BlrMh2KDYa2JCcRCIfbu3aWyPSv5lVhibFr3QDXjxGbDjCAwYvhAbN78HdIzMrD55D9K\nrzt48mz4+g6mIEL1UlFRgW+UuPm9bmGFY0flE7iuzwgEAkRFv0GYtfTkqjj6lUZdeJpb28C9ZTv0\n7Sub61xDpEVzN/ST4K6lCI1YLIwYTs9nwKXz57CgZ81KnBcFyZg5Xg+wjcfu8KvYG/YA/3sWhr+j\nXiOvtPabJm1tbViwtJGUpBmubLySYpjJWF1VxuNh4Z9ncSjyH0wYoY0lkyyw0q8xnGzqxyl3y0am\n2Lt3p7rDaFDw+XywKWhxpJJ/E6IxbSB1bjlcMf16T0+zMzHUWzUn7ON6WyGgls8fgVCESlKyXk/A\nqzy49hkn0x5Wncci8LXkCiIGzeLBm3K06vWx+lmclanQOtPiY/Aq4DZVYVFGVmIM8nbjr1COAAAg\nAElEQVRvwsLURMrWtNfWhtXls3ibQv9hop2LG55nUa/r+42/C34OC6F83dqQmuz5/vvvsXz5cowa\nNQqLFy/G1q1bcerUKZw7dw5LlizBli1bKA3mR1NzVHArUCJFwIxqxoz2wSANs8tmUI7XltbYtk01\nrivDhvSDHaGccKgqibSxw+MnITh48CccffSGkjXHL1zxrpWtvqNkQqIRmw2SFFMUjObj5mqHmQZ1\nnzS2jn6FbIpOc6jiu2MXER39BgkJceoORS0UFxfjNzPqXGdumFngeYT8Au+ywC8vg8knmiRZxcWw\nNHt3E+jdwhar/Ztg2SRrzJ1ggF59ebiUcRc7ntzAofBgnHr+DBEZGRCJ3703T0+bhmWLlKtmpAwZ\nxWfj8/Px45PbcGhlh3JDR4g0J3cqM7d2+uKXw/vVHUaD4vutG/BlT80xBiisqABfW7GqBElUiiso\nW0sSJSJqKpFkwd3BFAklNYWgn6SmYqi35BauqLfvBJhlwbVlOwQnfT7XIvWdlHL9D+8ZkiRBKni9\nZM1iofypZgk1ZyXGIGf3JixMpi7R856peTmIOn4IYhWIHWcRTigopTbxzNFhoVM7Erfj4yldtzak\nNgUmJCRg3LhxqKysxN69ezF48MeTu9GjR2PHjh2UB7TE0AgtmruBp6LSpry8XPysiNUyg8aix2aj\nmY4O2rRqjMy39JaOhz97ihQNs1uvi0UmJkjvMxiVXC50KTzdt7JixDe1ATx7FoxBg9TnDKcK/vjj\nDwgFAmyUQZR8oFCIfZGhsHXRLOHA9b9dRM9eXcBX0XeNLKjiPeTk6Ig2OtR6B+qx2QBJ0hI/S1zz\nQu5+SjL8h9dePWBuzMG84R97MsRiMQJfvsHu8HBwtE1hqG2AzLQUVFYWw1EFWiCSuHfvHlra1K3X\nE5iSgsiSKHw3wxXLrgjRfuoS7PtrNb4ZodoqaGXR1tYGW1sEsbgCNjbKiYIzvOPlszDsmTVT3WF8\n4GxUJL4Y60LtoloVEAhFYLPoOVQTikTgk0UAVGeFXCqqWcETX1qAmR6SY8jk6UMeC5AMLQcUl5XB\nxFBTfWIZACAxqxQi+/Yffi7IyYJHWorC67V8Goy3yfGwbeRBRXgKU15ajPinwSAu/o5FNCR63rPw\ncQBOXTkDr1H+tO0BAJ1GzcbVm2sxrbfyWmRV6d3WGj9Gx6BNmS2slZQDYetKTulITfaYmZkhKSkJ\nrq6uOHbsGMRi8Qf709DQUFhbU+8+tMzYBHsz0xEe/grOzhR/adSGBrUXMFDHrf8c3oKCnqJJE2rF\nxN9z4sRR2USvNIxvDIzAC3mEHRuXwXPuEti7Kf//R9fAAAcO/IwJEyZTEKHq2bPnR3C0lC/T3G5k\nghG+I5CWnktBVJqL/+TJCJLRxYkgCAiS6D+5kBePFm1hZe+EPn37489zl9QdDqysjJCbW0r7PhmZ\nmXhMR4KaJBEREQ0HB2rXFtdS/ZJXWQIdHdkqkwiCQM829ujZ5uNjXu36oUljd/y07xeMHKke/abt\nm7bgj5HDJT5PkiR+j3gOY7t8fDm6EUKi82DbcQI4evoQthiLmxHXMagtddVZquD3Nf3RvVtXBD+O\nUHcoDQJxBVfdIXwgpbAQbMMC6OhQqx/UxkMPsXm5aGFLjxZjeHo6+rRTbStkY2cSMTk58KxyD1Vc\nWQqg9sO3hKxSiOxqd/CSRIdRc3DxxjrM6MscZmsyt1+Vou3oER9+Tn/zAlMEfEDB6rjhPB5+eHhT\n5cmewtwsJD0PgzAzDWRyPExjXmNSUQHM5RSalhdrFgv2l84iq01n2LnRJ7ylw+EgspCeLqBl412w\n5Wgw1vYaAC0l7kMElZJbeqW+mmbOnAl/f39wuVx4e3t/cJxZtWoVFi5ciKVLlyoclDR2GpvCu7N8\nH2wMDJ9yzNQcPXt41T1QAX74YRtWrFiKcA22W5cGhyCw/lUEBJtW4tmNS0prqizfdRRr1nxDUXSq\nZ8/uHdhgqHxVwgRDQwgE1FgpayoD+vaABYsFJzkcyLSjIiHUwP8vP158gICAByptHVYnPbt7wYVF\nz8XXMI4e+vejVgfp6dNQeFhUT2jwBAJUaimnR9HK3QrF/8zFulWLsfSr+UqtpSj8slKJej2VAgF2\nPLqHjp24GNXjXfIsMk0At5btAAAeHXrg3xRTZBfSr2dCJX3aOaOogFqhy8+V+/fuoK2dZjiuAcD5\nN5GY60u9dXnPNnZ4nUPf4cmbgjx4NVPtddyIbo54nJH24WehSAQeWSxx/IPXpWjXb4TE52uDo6eP\naJpuThmoI7VKCxcA8PNyYKJkG6T2k0DwK+n7biBJElkpiQj75y88ObIHIavmo2KeH+bs3Yrl53/H\n109DMLu0hPZEz3v8CvLx+sRBiGjWL9N274mXyZLfp4pCEATG9DfA+ahXlK/9YQ9pT/r7+2Pnzp3Q\n+6TVo3379jh37hz69+9PS1ATDA0hFokQHh5Gy/rv8Z88HtYqsG1jUA/99fVhoKUFvwnU2pIuXDAL\nu3d9j0QrG422W5cF/7wcDDywE3d+2oyKMsWrChq36QC+jPoTmohAwMdECpI9AKBFAgUFNXvyGwIC\ngQCRryLxvA5R5k8ZmZqMhOf0fp4ryqJtB9GypYqsWNRMTFwMHslYkSUvB80tUFRErUvnsV8PY0mf\n3tUeu5eQgMn9lS+l1tbWRtaFmYiNeIgB/boqvZ68EBLcyzKKi7Et8Ca+9LNAC9ePgvFZ3Oo3bp39\nV2D3vzkaJX4uC97NrbFp4zp1h1HvObxvN7aN8FV3GACA55mZ8HCj5/ufo8NCmZi+a4tSEf2aQJ9C\nEASKBB8PGELT0jCwk+SKqIwKPYV0kPRbDsLTOGo/kxmoI+ltGSotW1V7jMzLUXrdmUnxiHp4S+l1\n3iMWiZD8OhJhl88g9NAOPFk6E6ZfTsHiQz/i67//xIpXkZjIr4S+Gu+nFz0JQuil07Tu0bLHINyP\npqeasoWrGQqJdMTn0SOsXudfpmvXriBJEm/fvkVSUhKys7Mxfvx4NGkim1CYopw2s4DPsAG07nHv\n3m1cMFddny6D6nlta4+79+9SZgs8esRQXLzwF1LtHT9UutV3moHE+lvX8GzDUqS9eaHwOvXrluMT\nKLxhGs7hoGvX9nUPrIe4u9nDTwF7ejcWC0Xxr2mISHm8BwyDnqERlixdpO5QaGX0yKGwoFtMnuLE\nQ97bLDT+RN8lpawQjhRqA4UcGovOrtpo1tQZIhUIPQLAo4CHaFGLXk9YRgbOxARi81w3GOrrfHic\nWylELlndKZAgCDj4LMXJB/XL0vzvLcNw5o8T6g6j3iOqKAdHQ65BbiZGYVQP+vSveCQ9yR6xWIxy\ngXqSIYROMUq4724cowvz0MGz9uqicq4AOaRi7ZpNvXrhQazmaNIxVOf2yxJ0GFLdYY3MSFV6XXNt\nFsrDlXN5IkkSMaGP8HjfNoQvmoxmy+dg2f/2Yfn1S1gRH42BYjFYGlQsYcliweXKn8hMoNYl/FPi\ny40gFNEjfu7V0hTzT59GQTn1gvFS/1JcLhcbN25Ehw4d0Lt3bwwZMgS9evWCl5cXNm/ejEoahS27\n6+kBYhJ3796kbQ9SLJarFYGhfjJazwAe7srrSPTp2RlPQoKQYq8+UU+6YBEEVkdHQW/rN3hy8TTE\nYvk/zJwae2LmrKk0RFe/2G9ugaLChneadv36VfArK7HDVLJjiDTE8dEUR0QdB2+F4+yZ0xBqmI0x\nlQQFB+K5Db1tH9oALl++QNl6WsLqSXqSJFEsoL5q7vDS3jj8VXe4udogLo5+h7bD+3dj4zCfao9d\niIpCvOAVVk6u2QoTEJWPZv0n1HjcxskVr7Vb4VVq/WpD1GWRSE9Pq3sgQ63k5+fDgHonYIW4Ex+P\n/t46dQ9UggphGS3rRmRmoltr+Q8vqGD6EGfcTXxnG10qlHxzdzsyH62HKX5dlcy3RAWPmsNOBmpJ\nLa9escWv5IGTQo2YcZvQQGQmyp/4EPArEf7vJQR9twRdNq3EyltXsSwtBR21Nd91eEJhAaJPHIKQ\nosP92vAYOB03n1PfVlrJF+JEKB+zfvsHM079gYpKahPcUpM969evR0ZGBk6dOoXw8HC8fv0a4eHh\nOHbsGNLS0rBuHb2luL+bmWOK/0Ra92Bo+PxkZgY+rxJnz55SeI0O7ZojMSYGifXMeUteRhUVYfzR\n/bi7cz1KCuXTVlh35AJu37pBU2T0sWTJFzChQJy5GvWstUIWZkyfjIdKtADZvoqQ+zWlSsYuWA5P\nz0bqDoMWFi6YDQMVnMJtMzLB4i+p08D5NNkTnp6OHm2pcxCsypie7kg4PRWDBnTD/349RMse76ks\nLflgJy8UibAnKABOTfIweUDtDlvxeVqwsq/9ufbDp+NoEA+V/PqTqLywcTBGjxxc90CGWtmw7hts\n9fGpeyDNiMRihGTFwqtZ3a5yyiAQl0OkwAFUXbzMzUGP1urRPTI15CCTWwKRWAxuLe5c70koZMFE\niQ6EdqMX4HKo5n7v1icO/pNA2edsem4FKsybVXssMyEG3bKzKFl/qECA5IA7Mo8vKcxD8Jn/s3fW\ngU1dbRh/epOU1J1SgRZv0ZZixYsOt+HOgG+DDd1gyIYOtjFk6GDD3Z1iVUqpO9TdLfWmjd3vj2Kl\n8dw0bcnvL3LvueccmuTmnve87/P8h5Afl2DB4d+xMSQAnSmZSf2yMsgPAbflX+tJwtzaBuHZ1D9L\nHX6ShR7zfwGdTsfk/Wex+OJFcHnUZRqLnbG7uzv279+Pzp07Q0dHBwRBQEdHB126dMH+/fvh6elJ\n2USEMUBLC3w+n7ISnE+5fv0q1Dk9Xw7+Zs2xauUKua6162iDkuxsxFl8Ga4GrTQ0sM3rOeK2rUNi\niL/U1zVr1qxRlnLdvH4VRw2MJDeUgVZ0OsZ8NYzSPlXJ2NHDYESjwVaBTMivy8uREPCKwllRy6Rv\nfkBVdVWTFGu+des6IkyUuyADavT2qNLuyszMgKFm7YyB8PwcpS7OzI11UPLofzh++HcsXjRLaeNo\nvHumKayoxC6vp1g0RRd9O4l+fzIrxdsnO8z/FUeeUrNIqA9621ugrEz0AleV8Pl8zJwxEZ3tW8HK\n0ggOXVrBoastHLq2Rfdu7TFi+ACcOfNfvZX8CSMrJQndWqo+w/jW2ygsGqd8KYTOtppIKaRey6KU\nXymXFg5VlPFYCExLx9Aewt3ASJJEeoVi1um6+gZ4U6i2X1eUl28Kkdd2BjZezwarTPGqlicRxXAa\nXTuZIT8pDt0pFDXWDPABp0q8xkxmQgx8Tu5H1qpFWHfhX/yYlACjBlSeJStGBIF2D24iIz5aaWPk\nMGxQUEKddo9vTBFKW40CU7vGel1H3wCDfj2I765elavKQhhi31EdHR0UirjB5uTkQE+Purp5UfRr\nxoRDdzvK+/3px1XYQJEgq5qGjzmDgZYMBvr07Cq58Se0tm0BelkZ3rRQXBC0MUEQBNYkxsHy983w\nufyv1Cr3GoQGcnIaz6IDAPgCfk3ZKIW4G5kgJDSI0j5VBZfLRWBwIMLNFfsOaBMEOKmJFM1KOYxb\nuByDBvdV9TQo5bfftqOZhkaj0xj795+jWNavtnByEZd6JwxhpFxdgIqcN+jfj3pXUC8vd3Q1b46o\nnFycCHfHtqWtYKwv2jWHVVqFMqb4hT1TWxflbSfAPbLxCMOPdLLGurUNRyfr6NGD6Gxvi+6dW2Fw\n62q8OT0D46fNwOWtY5F+dR7Sr85GxpWZ2D3bFs9v/I2e3W3fBYJavwsEtcOY0S64cuWi0gNBGg3A\nDKGymoOkslS0bK6r9LGG9bBEZJ7iwrWfQpIkypVQEioLI3vp4dRrH/TtLDxjNjieBdMeoxUeh7Tt\nhzdp9XPvbKo8jeGhU98h6PXdAWx/XIHEHMV0VVLLtUD/3BmzqIDS4OPClCREedWVQiFJEtGvvfDy\nr63Q3/AdNt6/gaWsggalwaMIU4uLkHrygNIyyftMXoIHwdRINZSzObgaoYHOg8fWOm5mYY223/yI\nn+7cpcSEQaL1+rx583D48GE8fvwYHh4ecHV1xdGjR7F48WIsWrRI4QlI4qqJKQoKqX/DOJxqLNET\nHk1X0zR5ZWaOlLRU5ObmStXe2soEzblcBMvoPNSUGFlZgf9dOAmPPRvBysmS3H7GIowbP0opc7G0\nMMLjxw+o71gJJVeNbWEtjnZtrTBFixpdA/JtRIN2D5r27ToU5CvP5lcVHDq0H8Gm9WctrK+hgdWr\n5cui/JS3EWEY1uljmntWcQlMjZXjhCGMF39NxNfOZmjfzhKVldQ59vxz+CD623VEQGkotixoI/Hh\n3iOqCA6jJZez2zkPw70EbRSUNA479oubR+Lxo3sqnUNkZAScHO3Q2b4lvB+cQua12ci+tRhb5vXC\nk7AijPt+K3wSawduvurTGk/3TkLatYVIv7YA6VfnvgsEzcL68ea4dXoPnLrZoF3r5ti/bw/lcz53\n5j+M72QvuaGSuRgRitXThZcWUo2utiaKudR+rt/k5KCnnWqtyXvamaGZruj/V1AqF+0dFd986D5k\nHJ6/qb97Z1PjdWwRGF3HA6jZCO23bDeOBesgIF6+AFo2qxJlenUdQAW5kp+xZcGIIFAZ8lGomVNd\nheBHN+Hzy0oM3LUBmzyfYYwSLdpVyfo34fD/a5tCLsOioGtqIraYmmfiQ09y0GfBr0LPtevqCMaI\nr7H72XOFxxH7lLFw4UJs374diYmJOHHiBPbs2YPjx48jISEB27dvx7x58xSegDQwAfz66yZqO23A\nCw41yuNPfQM4dO8osZ1FC0N0JmjwVpJNcWPCmEbHdn8fZG5fi5jXnmLbzlq5Ebk51LvDHDlyECSf\nj8WL5lLaL5fLVdq9QFtDAzt3blVK3/WFm9tTVFdV4W8j+USZP2dAQgzS4xqmK9d7NAgCKSnJqp4G\nJZw/fwp0APr1GHx8YGKG69cuK9zP53o97ilJmDvcRuF+ZWHX4r64t3M07Dq2QoC/r0J9XbhwFv2c\nHeAf5A8T20IsGdtKquvSyhjQ1Rdty/wpfedvwoEnuQ06oPop2poaiImp3/sBl8vF2DFD0cmuJb6Z\nNx5P9wxDzs2FeLFvEmifiJAmlzLB1NJGDt0W+VIG0KYObg+Pg1OQfn0Rih7+D0cOH6A8y+fezWtY\n6TKE0j5lJbe0DNXN8qHNVK4w86dUUWy/HpKTjRE9FS/NFwhIlFbIX9ZzbK2zyHMZldRlHCexjcDh\nqq70sDHj+oYDu16Dah3rPftH3M5ph0fBsicjPAkrRq/xtZ9lSZIEmZqiyDSF4hTgizf+L+F76V+E\nrFuCBUf3YlNYEOyp1qlsYBAEgV9DA+G9fxs4SghoaXYcgvBkxUqRX4QXQtB5Kuiaou+jTkO/QmZ7\nB/zzSrHnD4k5Wy4uLjh48CDu3buHZ8+e4f79+zhw4ABcXFwUGlgW/Eyb4+SJo5T1x2Kx1MGeL5SZ\nunpgkCS+X7FM6Hkul4sW5gYYxmTivonya9EbE8vTU9Fp71aEP7krtp0yvlk7d/yKEDNzaJCAh4cb\nZf3OmTMNFkpyGXhgYobjxw7JfT2Xy8XwoQPw5IkrhbOSjdmzp+OZGXVZIf2ggezIYMr6UwYLN+zE\nqK+GqnoalLD+p7XwqsesHgCwZTBAUlFn/lnpKItbDk1N6vQMpGVgN0vk312CObMmY8+e7RLbV1VV\nYcuW9XB06IhuXVqje+dWcOhsjfsX9uLahj4oebQMw52k30TIqpQ++4AgCJiN+AFXfaTLXlU1j38f\nh9kzJ9fLWL/t2orO9jZw7GqL+f31kHtrIRIvzUfHlnUD2aUV1cjVqMno7T1lKW77y6cXc2TVYDj3\n6abQvD+H4FSrVGcGAC5HheKHybb1OiZbQF12HUCdXs/LN4XYfCWJ8gBrXnElynXqOvPJS+fxS/Ew\nqGllrdYHgfFFIDoKz1Z3HLcAwcxhOO0mW0ZOipASrqL8HNimU7/JNJLLhfGeTfjp0n/4KSWxUevx\nyAqdILDZzwfuf/8mtRSFtHTuNxweMfIHeVll1XiYpIP2vQZLbOsyfSFeMfRxLTRM7vEkvuuurq5Y\ntmwZhg8fjgEDBmDkyJFYvnw5nj5VniX65xgzGABJIjMzk5L+Rn/lgp5iImlqmjZvTZvj+o2rdY6z\n2WxYWZlgnrYOTslpL93U6c/hgHHrIkoKRC8mmFrauHnzGmVjTp4wGoY0GowZDNwyNsbsWVMp69vn\npRcuKOB0IY52DIbM4mp//70PVpbGaGFugJZWpmDHRmPB/BmYNaN+FkSfMmXiGBgQBDoyqL1XClIa\ntm7P4IkzUFGuHKvf+sTDww0aJNBSBSWFJEkqZKzAZrPB+OS7w+ZwwCWoF2iVFm0mA6wHy/Do9jl8\nPeWjhkZaWirmzpmGbl3aolvnGr0X557twU71RtjxCci8NhcZ1xcg/foiuB+YAof2sgXeUnLKQLbo\nItM1Fq07IJRnj9hM6tPXqaaTrQnYlcr7rvH5fPTsYY/OdtZICn6AzGtzkH1rMZZPEh+AeRTCQo8J\nCwDUpOzHlepCIJB9MT9vpB1ogkpcuXxervl/TlxcDFpoK8eNTlpi8/NhYU29sDGHy8fBO6JFVat5\n5ZQFVEiSRDmPGoHwoHQ+bMavwb0AagMpzyOK4TR2NmX9GZo2R3he/QfLGzuPojiw7zdc5PmO/UaA\n1WUxfr+TAj5f8vNeXnElirVs6xzPiI7EcI5yLMOn83gqDxCrCm2CwI+ez+B+fC/lAdkktr7cjlmH\nnuaiz3zpK5YmLF+PW4XleBoTK9d4Yt/9f/75B3/99RecnZ2xefNm7N27Fxs3bkTPnj3x559/4uTJ\nk3INKg/r9PTg3JcascS0tFRcodh9R03jgcFgwEVLC23bfEzhzczMhI2NOX7RN8AuA0MVzq7hszQz\nHaHXzog8v2b/v9iwYR1l4/n6vULEO3FgJ6YWICDh6+tDSd+kgEQ7JS6GaYDYuWZmZsKuow0sWhjC\nwtwA+3fvwCU9A6RaWCHV0gruZuZIs7SGj6c77DrWXwnL6lXfwee1DyIVFGUWhvabMFSzG7Z+AI1B\nh69vw3UOk4bZs6bilrFqgtb2DE0MHzZA7usvXjiDiV0/BjncExMxZ7jq3RCjz86BFjcbraxN0L1T\nS0yfMAiDbMqQdnkGMq/PQ8b1BUi7thBnfx4hVnRZWryiS+E4fJLM1zlN+gYnvCsotW5VFlMHtcH/\nli1QSt9Ojnb4fXF35NxahLu7xtYq0xJHUokmtHU/ajpaDp4Ftwj5tCOjz87C5k0/ynXt5/y2bQv2\nTan/wP+n3I+PxOxh0pUgyoLXm0JkVoj+zrS2oCGjmJoATWxePrq2UTzwweXxkcLWR8sOXeCV1xx5\nxdSVi6SXNYMmk1pNIbaZI5JyGv9GRn0RmlQMfhvJVSwtO3SBycQd2Hg1DRVs8QGbxyFF6D2h7v2u\nOj/3i8q6qU+MCALLHt+B15kjlAZ8On61GK4hsv8u3A/Mh1afhTIH4Kb9vBvH3ibALzVV5jHFjnTh\nwgWcPn0aixYtgouLC5ydneHi4oLFixfj1KlTOHfunMwDystKPQPKLF1Bkk1KQFWN7Jw3MkFFeTnc\n3J4iODgQjo72+NfQCMvUDm0SIQgCg148RmJYgNDzHR16U/Zd7WTXGg6atW1DrxgZY+qUcZT0r5yi\ns4/s1tPHzM+ycubPmwmLFoZoYW6Ano72GFpVhZQWlkixsEKchRWchTiDJVhYwaC8HBYtDBXKmJAG\nm1bNcfPqZSQpSa9qanYW4oMVqz9WNmv3ncbcudNVPQ25iYl5C1IgqAmOqoAHhkaIjZNvBwoA3J4+\nxkLnj8KkqRXFsDRVvuuPJNjVPDBIYMaADsi4sRDxl+Zj45xeUgcRZCWHzazr2CIlnWf/gmONwI79\n+Joh8PZyp7zfJYtno5utLma41BVCFUcFm4tsgVmtY9btOiEgTb550Gg0bJrbEy6De8vXwSeUswrR\nwkA6/SZl4Juait7dlKP1EZNLgq8lOst2RM8WiKBIDzAwKxNjnRW3rn8eXoD2I+cDAHrPXoujL6gx\nk+Hy+Miopt5AxnHUNDwKK6W836bKg4gqdBk0Rqq2+kbG6L5kPzbfKUAWS/RmVmq5llCNFlJMtrwa\nxbGm0fD1nSvwu0lNliUAmFpYISJXtt/+HBYb7tkmsO3SQ64x5+4+ip0v/fBGxnuh2GAPj8eDiYmJ\n0HNGRkb1LgJoRaNj9Kj60wpS07RxMzPHrFnTMHr0MDwyMcVX2jqqnlKjYTCXi8zr58ATEXig4s5Q\nWlqKQlYh7pvWfvB21tICKRAgLCxEof7rQ7trpq4eqqur0aqlGVqYG6BFc32EPH+KEBMzpFpYIcXS\nGgeMhN9jP8fbzBz/09aBlZUJ3NyoL6M9d+4UmjfXR38NDSRaWCktIG5Bp6MiKU4pfVNF5979qNtc\nUAFDXfrjsAqzVxkMBjQU+G4Jqquh+e7zR5IkSlRskQwAfL4AS/9ww++pbLCjc5FZoJj1riRIkkSm\nDHo9n6OrbwCW9Uj4vKXGIlaZGGjTEBQkfPNAHtxePIGfrxce7ZF9U8A1tACOE+o6zRbqdERWoXy6\nMRtmOaG4IBvubvK7qnA4HNC4qrsnkSQJ97RouDgqZxMgi80Ez8AG+cXC/8amhtooqKYmI7SEIr2e\nqBwC5tY1GbcEQUDHeT4lujieUYVoN3SGwv18DkEQSCjXB0+KcqMvncjUElRZD5TpGrqmJpy/24e9\nniSi0uqW0RaUsFGoKdzBjsyUM5qsRmrsSRJDLp1GyONblPWZp2mLvGLp7kskSeLvZ/noM0exTM+F\nB8/hx8dPkVYk/W+72LvdsGHDsHLlSvj7+6OwsBAVFRVgsVgICgrCypUrMWLECIUmLCu+zc0RquAC\nb926H6DXxFXI1UhHOwYDY5haCDAzR7dmqrXgbIx8FxqAkAfXhZ6zbtMBy5YtVEvKSbkAACAASURB\nVKj/TnatsVpEptVpIxOM/mqYQv1/PWUcOtKVn+E3jKmFrc2Y70qzrBHcwqJGh0wONuob4OW7IOXc\n2dMom2PnTm2x4ac1CDczxxkpg0+KIGjgjlwA0ExLi1LtqfoiNzcXAj4fE3RUG7zWIEm5nZY0PhFT\nDM7IxCAH1eqUkCSJ1Ydf4n9RLBjQaNgtYODS83iljhmeXAyT7qK1IqSh06AxuP6WgaJy+YUk6wO3\nfRPxzWJq9Em4XC6+WTwPaVflKw1LKNaErpBAaa9JC3E3SP4yorjzc7Bkifxukn/u2YEVA+UvjVSU\n+zExmD6c+mwToEbHhK3bGl1cJuB1nGg7ayocuUiSRDlX8XIwdjUP6bzav5U2nXrgRaYRCksV+75F\n5wIWNm0U6kMUbUctwpNQtVCzJO6FVaL7sIlyXdt30a84H2cBrze1F+OuoUVwElLCxamugmZq03AA\nbej05nHQ+cxxvPF+Rkl/fSYtxv1g6YIu131zYT7ye0oCzYuPXcO3N26hoEK6TSexI27btg0dO3bE\n2rVr0b9/fzg5OaFfv35YtWoVOnXqhE2bKLZDlwICwOPHD+S+/uqVSzhrqNbrUVPDCWMTWKhL+uTC\nmEaH/qNbKMqtWyqw5eR1uLo+lrtvDw838HhcrBVhOTxMSwukgK+QbW90zFtcochSXBxnjE0wl8Ly\nQFsGA+mW1vB0ewb7jrYK9RUWFgLz5vowLC1BqqW13EEoWWn9JgKF2dQI7iuLbWfvYt26laqehsw4\n9eiEn/WUsyiThTlaOhg/bqTM1wkEglq262H52RjYrQWVU5OZneeD4eybhbbvxMqb0WgIjZDNgUVW\nApPYsOvZX+F++izYggOuDbtEoJW5PrhV1Lgt9XDsiEu/jAKDIXtpHbuah0yu8OdDgiAQV6YnlQir\nMJhMBr4ZbY+J4+XbJA31f41JDtToVsoKh8dDFCsRdq2Uo2foFlkCxzEzYWBsiqwS0cuSaoHimjjJ\nhSy0b6X4hq9rSAG6jltc53ifuetx5LliwZT0CuUFt82tbRCSqZyy06ZCdHopKlo4K9SH09Rv8aKy\nJ274frz3JpcxwdTSrtM2KzEWA3KU+3ui5iPD2RVocfIA4oMUlxOga2oivqTue/o5KbkVCKxoDYvW\nHRQe8z3zj9/A4ouXUVEtObgsNtijqamJDRs24NWrV/D394enpyf8/Pzw6tUrbNiwAc2aNRN3uVK4\naWSMbxbPl/t6AZ+vMh0DNWqaGktzsxF29XSd40wdHZAKFHPNmjkFD0zEu2SdMDTCUBcFFkMkWW/B\nDWWQaGEF3fIyuXV8XAb1waiRQ3DTyATu9WzPPbm6CkkNXLfHwqZto0t3Z7PZ4HK5+K4BBHt2GRmh\nrEx2R6gXz5+id8uPqe7FXNE7/fXBP/ejwXSNx5DPXOmsEosQlqg8h7AcNjXPKXQ6HfoDluCWXx4l\n/SmLxaPtMWfWFIX6mDf3a/S1M8aEfvJZVj8LK0CXMQtFnm8zciFcg+VfyO9fMRAJcW8RGRkh87Ua\nKiwrvRoZgRVTlCeQnlHO+LAIZnFEuz9WcksVlo/wy0jD5AGKC0zHFDJgIMTJkyAIMJxm4kmofPo9\n8ZmloNs4KTo9sbB0O8hdkvglcCekAg4jv1a4ny7DJyPBcioOPU5HUVkV8mnCv0P5SfFwkFObTY18\nTCouhuaxvUh9I7+d+Xu0O49AcILo7B6BgMQxj2L0mrZC4bE+hUajYdrfF/HNxcvgSLCWlzqXyMDA\nAC1atICh4cfIfnBwsPyzlBMnZs2OvrJFStWoUSMdwz2eIj74dZ3jGgSBnBzZBUJ/+mk1NAGJpXVf\naetAwOcjOTlJ5jGaCj5m5vjmnY6Ph4ebVNeUlpbCooUhcuLjkWZpjd5CBKGVDZ0gwE9t+O+bnqER\n9u37U9XTkBq7jraYr6N6IWNFuHLxLL53GQIAyCwuhqmx6pzbbr9MRfzNSMyl1V2ArmUwcdszUSnj\ncrh85PCoex9b2nWDb1lrnPNIxxXvDFzzzsBt30w8DMjGs9BceEbkwfdtPoLiChGRzEJsWhESM4uR\nlluK7MIKFJSwUcUR/zCpKHuW9UNISKDc1z+4fweRoX64vX203H3EFjJgKCbwbd6yNYKyFEvBf3t2\nNqZM+kqmazw93NDVXPqA/JucHMo0NYsr2cjnZ1HiLicMkiSR+Ulgs6BadLDH3JREvhwB5E8p4bNB\npyv2HpZWVCMborMN23bvC9cUXRTLUT7pFVOObkOoMqAQTh8FSxKbMvFZZSg2oS7Y1qZ7XxCD1uG7\nk2/Rc+JC4Y2KC75Ya3RVMjcvBxWH9yArSX4zCQCw6z0Y3vGig/HnPLNhM546h+JPYWrrYMi2Q1h+\n7Tp4AtHumwp9upYsWaLI5XIzlKmFbl1lT4Xy9vZS7D+sRo2aOvTjcZFz8zx4n4lHjpi+EOMnyPZQ\nCwDnz53GWykzTQ4aGGJA/54yjxEXF6uQgGxD4pd3Oj4zZkzG/LniRR2/WTQX7dpZY4uuHsLMVVsa\ngzfhEPCpt4bOy5DdllIUu689xcGDf1HWnzLhcrmoqmJjl4FySi3kQRPA2bOnZLqmorgY5vo1mUke\nKcmYO9xGCTOTjHdELh6eCcA6vuiSh/DwLAgE1N9HfKML0XbwVEr77P31d2BO+hvE+IMQjN2PCpc9\nyO29BQn2axHW6jv4mi3CU60ZuM2fgPNlI3Eirz8Opzphb7QddobYYNXFTLCrlRvwMdGjw0sOZ66q\nqir88P0ypFyRP+ubw+UjXQoHpArT7khWwL7aWJ+JMX1bYf5c6TMHjh3ahz0TJ0hsx+Pz8ddLT0RU\nB+L3V8/xMiVF7nm+53JUGNZMs1W4H1FEpJTAsPPQD6/5hrbIKxKedTLSyVxhR64ynuKZgg+CC9Fz\n8jdi2/Se+zOOPpc9my6rUkvpC3+CIBBfpqOUe1dj51ZQOZzGUqMf9h4zq1aYvOMymNrCA/gCdQmX\nyvhfRhqy/96Ngqx0hfpJYhuCw637PBudUY5oWleYWiru/icKE3MLdFi2Acfv3xfZRqE7SmhoqCKX\ny80ZYxMUFcnuzrF40Wx8I6ReUo0aNYqxIjwEQXev1jo2e9Um5GTLltkzsH8vWDEYUjtBTdbRBZ/H\nQ2ambPovM2dMRn/NpiPK/V7Hx/35E3SyE17C0NLaFM8fP0C6pTWWUKghJC+jkuORHKWY4P7nxPp7\nI+HHpQh9epeS/vQNjCFoJEHBzvZtMILZsH7fDhsYYsvm9TJd86leTwG3FJqa9Z/eHplSjCNHfbCr\nWvwj0rjsCjwPpl57KjqXhBWFtf2fQxAENJlM6BoYwcTcAhY2rdGynR3adXGAvVNfdOs3GE5DRqPn\niInoM3YG+k2ajwHf7cXfrspdlLw8NAXfL5d9E9HJ0Q53d40FjSa/Fsnz8ALYjZIcLOoxeiYehCpm\nX31x0wj4+/kgI0O6BYagshJaQuyaP6W0qgo7PZ5g8RRdzBneFpsXWYMwT8bvr17AP02+hUxqURGa\nGRQpnAkjDv/EStj3/uh61GXIeLyOFR6QaWmuj+xK+V3w0lgsWLdQfIMhoYgpcuH+HjqdDnT9Gu6R\n0pd6llVykK9RPyXVNsPmN/jSzvomJbcChQbd6nVMkiQhSFOLM6uS1YlxiN6/AyWF8n8fOo1bgkef\nlfjy+AL897IMTkLcHammtX1XjF62WuR5qe7gJEkiJycHycnJyM1tGEJ/2hoa+Okn0f8xYVRUVGCz\nWpxZjRrKMSAImD6+hcKsjFrHZV0mx8bH4rWZbNauv+kboHevrjJdk52dhTMGwsWfGzOJFlbQLiut\npeNz8OA+NG+uj9E0BuItrFQ8w490o9FREBNJWX/lJUUovvQvNpSXwfn4X/A+fwwCgeKaO80tW2LN\nmu8pmKFyKSktwSlj5QuOy8JX2jrgS6gl/5z3wR42hwOuRv3bhqflVWDLXx44KEXyxlhNJp75UZdJ\n9p4sBSzXlYUmkwl+l2l4GqY8nSJTA23wuVXgy5DxN2PaOAx1MMcwJ+GWxtISk0+DqRT3R4IgkFBh\nAC5PsaBBwLFpGDa0n8R2RUUsaEv4JU0rKsZ+v+fYutQGpoYfA74Du5lj00JLlBvGY6+vO0IyZQvW\n3YwOx9JxtjJdIyufa1PpGxkju0z00kQRR65X6en4epBiej15xWwUakmXbdjOaSDuxzNRWindnJ+H\nF6LbmHmKTE9qLGzbw7fIAlks1ZXJNjSuBZSgpxC3LGVSXJAL27SUeh1TTV1+fhuBwH3bUVkmX+af\nsZk5ovJrb0z9+yIbdjM2UzE9hREb7GGz2di+fTucnJwwZMgQjB49GoMHD0bv3r2xc+dOVEuhAK0s\nQkzMcOH8GdkuaiQ7tGrUNEYW5ech4lptseZmWtq4e/eWVNe3tbXAV3Jk3s3V1QOfx5MtEE2SUmcP\nNTZemZljgZY2rKxM0Nq2Bf7YvQNxZuY4bNTwAt2CJOrsq/3PHcXahDgAQC8eH4uunMWzAzvAqVLs\nYXbP9ee40cAt2B26dUR3zfo3TKCamJi3sNKryTpzT0zEvBHKE4UVRlFZNVb8/gLHi6QPEsZEZFGq\nZ1NaUQ0WzYyy/qikndNAPEk3Qo4SF4jrZjhg6pQxUrW9fu0y4mMicHmL7K5vn8LjC5DKlj7b0X7C\nt3gQqJjjUhsrQ/TpaIo1q74V227r5g3YMUb03yMsOwfXE15hx9K2IjNwRji1wIYFLZDT7A3+8vVA\nVI7k38qQzCy0a6NcUWh2NQ95ZN0AtViRZgUcuUp4lWAqmCn4KKQIfSZKv1Pfa85GHHsu3bNJcjED\n+vXgEPqe3jNX4+iLQsr0nRoz6fmVyNGyr/dxM6IjMbxacZc5NYpBEAS2hgXh5X75nxlZWu2Qw6op\nQQ1NLkG6gXO9fp/FITbY8+uvvyIzMxMXLlxAcHAw3r59i+DgYJw+fRrp6enYsmVLfc2zDloMBkCS\nSEuTbleNzWbLnmagRo0amRjt9QyxAS8/vF699yTW/bhK4nVpaakor6zAv3LeGH/RN4BTj05yXdsU\n2W5gCA8zc/QUCJBiaVVzv2yAGEaFokLOnZRPeeP9DBNfPKmldWBJo2Gzmys8fvsZJSz5F2Z0Or1B\n/3b06+uI7JxsPDBtmAECIw0C3yyaK1XbE8cO44fBgwEAaRXFsDStP7HpKg4P3+x5jqNZsm1irS/h\n4YYndWn4nlEsdB9NrWYElfSe/SMOPC1Q2gJx/UwnxEa/kdiusrIS639ahaRL0n22xOERWYA2Q2dJ\n3d7YzBxhuYrfUx/9Pg4PHtxBSYnoe2BmciIcbYRnozxLSEBoeRjWz5bOfWycsxXWLzBHAsKx/7UX\nYvNF3xefJb/B5IHK05kAav7u9sNn1jmeL0akuZonv15SGU+x8jsASCrTAl1CSd2n0DU1wekwES/f\nis9SFAhIpFPkwCctBEHA2GUZbvkpFrhsClz1K0JvCTpMyqAqPwfGNLUTV0OAIAhs8feBx+Hdcv2+\n9Zy4EPeDi1HN4eG8PwfdR01XwizlQ2ywx93dHfv370fnzp2ho6MDgiCgo6ODLl26YP/+/fD09Kyn\naQrnF30D9O8nnWr6hPEj0V5tbadGjVLpxeMj7+YFcDk1CyZ7pz7gVEveHezT2wEHFBCWXaKrBx6X\nCxZLspbXlyLU3o7BwEUh1rANiRlFRUgIfKVQHyWFeeBePQNHIU4E2gSBHcF+iNr1M3KS5c8iatvF\nAdNnTFZkmpSzYP4smDfXByc9DWlKFP9TlCcmpnjs+lCqtpkpyXC0aQWSJFHMVV650Ofw+QIs+9MD\nO5IqQZdR96U9QxOvQjMkN5SSlGK6UEvnhgJBEGg5fh3OeiomlCsOC2Mm7t29LbaNo0NHuO6doJBO\nz3siszVgYdNGpmu41n0Rna548MD19/EY0M9R5HlRlusXw0LBM0rFN2NkL0uaMtAaP843Q1hlCA74\neSOxoPZ37UVCAkb2U36mYEIhIbR0jjRqgxyWcG0efT0eiitltw3PKi5Bc1PFMpVScstRZSq7pkvH\nvkNx8w0NlVWiXYQD41kw6yFdRhuVWLfrBN8iC2R+wVbs2Sw2Mpt1UIkjFlnQMKRR1NTAJAgs9nyO\nN97PZL6WTqcjvkQLR55mwWHeL0qYnfyI/WTr6OigsFD4A1dOTg709FQr8rlEV09qC/aoqEjcaiDp\nVGrUNGVWRoUj8PalD68lxcfPnTsFDYEAUxW0jF6np4fu3SSLmi5bMh9TJNi6q6kfDAgCVckJcl9P\nkiQCzxzFihTRNu4EQeDnuLco+n0zEkP85Brnl/9uwtfXR95pUsqRIwdh3lwfPs9ckWZpjVcyalzV\nN+YMhtS7ZO/1eoLSMzDEUUeZ0/oASZJYd+wVFocXwFjOwEHem2wUFFNT2pTFbvj3JjOrVojT7IGI\nFMWDHcLwOTQZmzauFXl+8sSRGNe3JQZ0UbzMj88XIKVS9vJhh2ET4Rohv1jwe/p2tkDr5kz8tqvu\n4uDiudMYa29X6xhfIMA+Hy90dSzHuL4WCo09a3hLrJtnitelATj42htpRcXgCwTwz4lHz47KDzhm\nichk6eoyDv5xwj9bLo7GiJTDkcsnLQ0zhiim6/Q0ohQ9vpom17U9527Ckaei5x2SxkW77r3knZpC\n9JqxCsdesL7Ycq7Lviz0mfo/lYxNZlG3UaCGGtpoaIB9/zqq2LIHQI17T0Zpq68kCrjXN2KDPYsX\nL8a8efNw+PBhPH78GB4eHnB1dcXRo0exePFiLFqkfIVpSbSk0TF0iLPkhiQJ/QZayqBGTVNClyDQ\nwvUu8t9ZYFvZtsO334pOj13/0xr4minuQLFSzwAcDgelpeIXICWlJfjL2ETh8dRQAz82Su6HzIgX\nDzHb87lUO3LLMtNhuG87wp8/kGsskgR4MooNU4m/vx9amBtgz86tCDMzx9sW9atnowga5LtSaknt\n3v19wwty0L+r6CAWSZJYfeglfvjLG3uvhOFFsPy24LsvhcDJJwMdZCjN+JzfOXRcfKG4/lQ2qxLV\nRu0U7qc+cBgzB6f8qinVK3qPng4TpIAjdDPv7Nn/kJkSh7MbhlEy1su3hWg1SL50++RqE0rs6F8d\nmYpT/52o8/+9c+MKVg91+fC6vKoKOz2fYsEkHTi2o+43bP4oG6yea4znea+w+dlDLByr/N/HrMJK\nVBm2F3pO18BIpEizvY0JUktlL/0t5JRDmyn/dxwAkst05M7+0GQyUdFmNF7HFgs9n1FRvyVcn0IQ\nBEyGfYubr5XvzlXF4WHrjTTsdi3FgWdF+MctH2c9cnDFOwNekXlIzi6h5DslLXnFbKTR2qgkq4fL\nqYZmSmK9j6tGMsujoxBy55Lkhp/RpmtPdBpU/xl6khBb17Rw4ULY2Njg3r17ePHiBdhsNphMJtq2\nbYvt27fDxcVF3OX1gk9zc9hEv1X1NNSoUfMJCwrzsePaGbis24Zf/ruJ5SMchLabM2sqdAkCFhQF\nYlfo6KJL57ZISxdTg/6F7l41VBxj3iAnNQkWtm1luo6VnQnNG+fQUQZBnUklxQg4+ifc8rLRf/ZS\naGhoSH1tb5fRGDFiEDw8fGWap6KwWCx07dIOfB4PV41M4KylukWBvPTU1MTggX0QEBQhsk1REQs6\ntJoH7iJOEQDRmT3/PoxBj1cZGE7XBELz8YIdiSm6NBhbG6FlSyNYt9DDYAcLdLYxAkGIfo9PPYoF\n8TAOw+iKLQJ1aTQER2QDXytm2+seWYQeI2WzqlclPeZvxd83fsaGiYo5HAljx8LemDBuOFyfen04\nVlJSgm1bN6L4wVLKxgnPItFygHzCrA5TvsNt752YM0jxwOu5jcPRt3dXBIfGfDimUV39YRGaUVKC\n/0JfYsuiVtBUUGRYGARBYOk46bR/qMA9shi9RosOshWKEWlmk7IHA2r0euR34HybVgKiTV+5rweA\nTgO+wtV/X8LBlgetZh/fwxxWJSoMVBvktWprB98AK/QrLIWVieyZbtLA5wuw/WY67BbuBfMzMw4e\nj4eQjFQ8SopFWWA8aJxSaDNIaNN40KbxwaTxoUXjg+BXYko/SxjpUlNmePkVC31nqsYxKSsxDv1y\nswG6OhGhocEkCFg8vY+CwaNgakX971t9I/EXw8XFpUEEdcRBA3D9+lVMn15X6A0A/vxzN5gyPNSr\nUaNGcSZ4vUBAv8Gwd3aBQMR6/IXbc0r1RjYYGOJoVgbYbDa0GuGi+EtkOI+HA6F+MgV7SJJEyNkj\n2J6VKfN4vXk8tLh8Gv/m52LIdz9BU8qSvhV7DmNh3/p9IG/f1hqlZaXYoKePFXr69To2ldw0NYNN\neprYNv+dOI65PXsis7gYZiaiRZKjUorhfTsKf34SoBmupY3hfACplUBqJar5fBy/GIRIY21Y2Rij\nlbUB2rU0xPAelmhuVLPIuOebhqhrYfiJplig5z1asQWIyyhFB2v536esSiZaMRt+Gdd7mFra4NpP\nxbOwJxjpQG02yP8mdMUvZ2s7rvZy6gSvg1Mo0ekBakRxk8u00ULO63UNjBBWQM3nZ9KAtthyOgD/\nnTyGJcuWIzExHuZaNZ+F8OwcPMsIwo6lsukKNWQyK5vBVkw2nTiR5iq+bCWTBWXlMDRQzPHII5qN\n7tPHKtQHAPSYuxnHb2/C2nEfn3ueRxSj15ifFe5bUfrOWo0jJ1dh93QtmTZCpIEkSey+k4rWM7bX\nCfQANXonlrZtYSnhOeDejnVwjUrEhB6GmDOwBWg0+TNyCkurkQQbWKggqwcA8pJiMZug5l6mhnrm\nFxZg581zGLKqYenvyEOT0Cm9b2KKVStF21ce+ns/jujLL/6qRo0a2XEQ8FF48xI4VWxoaGgg/zPn\nj+5dO8BegdIJUXyjowu7jjZCz128eB7qPZSGBUEQINNkczMKeXQTi3085B6zlYYGNj57CI/dG1Fa\nJL0QMAmgokJxnQ5J9OnVFebN9dGLx0WapXWjDvR8RHwGVoCfDyY5OsA9ORlzhwv//lZzeNhy5CX+\n5Ih/dGlGo2E1UxenKgnsiC7GkuepaHsyGN9/ewtTVt/DD/u8cfc/f/zEpy5D4hcNBq68iJP7epIk\nkd0I9Ho+p32vwXicaojcIurtg23NdXDhfE3AZ9wYF0wf0gY9Oihe8vue1zGFsHCeqFAfmh2HIyxJ\neGmOrESdnoXdu7eBz+dj19bN2Dt5EtwSkxBcFoYNs5tOoEcgIJFZJT57RMO0PTILhDtvVQlk09Lw\nTk3B7KHy786TJImkMmo2j5ha2ii2HoaA+I+fmfQKpkwOX8rEbNh3SinnOuyaAcOR6xQSn48P8sX0\nIH+0NG2Din4bsP5mIV6+lWzKIYpLPgXoM/17qdu/fnhD7rGEUlSokvIxNdIzzOM54oNfq3oaCtMk\nPmVdNJtBIBCIFGvm83gYrq2ctEQ1atSIZlV0JIJuX8SwaXMxbtyID8e5XC5ycnPw1JS6B/f3bDUw\nRFVVldD7wS9b1uMHBYWg1VAP7U04eFzpnFLy0pJhdOsSbBTcedQmCOwI9EX4bxuQmyZa4PlTRs/+\nBgMH9VFoXHHMmjkF5s31oZGVhTRLa5wxajraUgQJBAUFij7P5YEgCBTySkWWqWz5zx/b0+VzjWlJ\np+MgXRtH8nnYGJKP36qpffyh0WgIi8ySW38qNqMUWu0UKxNRFX3m/oQDT/MoF3j1PjAZe3ZvxfFj\nf4OVm4Lja4ZQ2n9wOh+2nUQ7YUlDp37D4RZNXaBrz7J+GDKoF8oLC+CVnoYqg2QsGdv4ywg+JSie\nheaOo8S26TJ4LPzjhevvaWqyUVEtOvvvcwo4FdBXoOwnMK4IBg5fyX3953QePB5XQvio5vDA4fKR\nxZHO7IbLqUZabBQCH91E4KWT8D64Q+rfLmmxamuH1yXWyCigzp3rnGc2qrouQPOW8gcsBQIBMh9c\nR28BH61eeQE8Hnov+wMetJHYdisTqXmyzbe4vBrxPEvQpXRpTo97A87Z40iLiZRn+kIR5GRR1pca\n5dCPx0XWnUvgq1CvkQqaRLAHAMYxtdHZXtSNRK3RoUaNKtAmCFi73sXIqfOQ9UnJTds2lliqxKDL\nbB0ddGhf13mjqqoKK/Xlr9tXoxwmpSUjIdRfYjsBn4/Is0exIJ8au1KCILAp5g0K9mxCcrjoQMR7\nZq7ciLxc6q1Sk5OTQGhoIMjLA2mW1vBq4A5b8rBCRxvTp00Q3YDHBZvDAU+jSOjp+75p0PFJh5mU\nD+eqYEBaKbwj5Pt8+MZVoEv/EZIbNkAIgoDl2HU4R7EdO5PJgAbJx59/7ELs+bmU9k2SJFIqRG8C\nCgQCPDm+FwVZ6RL7SuGbo5ytmK33e5ZP7Iqq8kK8TYiDfddSjHdWzHGrIRKaxkF7h95i2+jqGyC3\nXHiJy6Buhngjw324Rq9HfnyTuOjo1F+hPj6n2+yNOOGWC8+oAnQYNqvWOZIkwcrLRoTXMwTevICA\nE3/Bf+tqRC2dhvYrF2L10b1Ye+UMNr9wRfafvyIrIUbEKPLRZ+YqHHWjxp3rbkA+UpqPgU2XHgr1\nE+72EAsCavTyppWWItbjMQCgY+8hsF98AIcizXHYVXqh/os+Beg7Y5XU46d7PcOWKjYSbl2k5O9C\nkiQEFAfq1CiHb4P8EeJ6S9XTUIgmE+w5ZmyMkrK6N/SYmLfQUAuyqlGjMuYUsfDm2ukPIdfg4EBw\nqqvxi4HySit/NzBCZWVl3ewe9b2gQdKazkBpQqzEdgF3LmO5r5fEdrLybXoqdPZuRaT7Y4ltNQgN\npKWlUjp+nz4OuGBkgijzprewe8+P776TwuByuaDx+XBPTMT8UVZ1zmcXVuL0+UAs02jYRZizNLXg\n6itbSeJ7cqqYjTql39zaBjEMB0SmllHa773fxiDwhHxuWeIIii+CYbeRos/fu4IV928ge9d6JIUG\niO2r59TvcNu/gLK5xZ6bg8ATX8OpQ9PJ7PuU7CrpSqJEiTQ7tjdDYpHwNy1LEAAAIABJREFUoPDn\nFFVUQFtL/tJbgUB8UFBetHX1kWsyAFe901FRzELgg2sIvHAc/n/+Av+V88BbNh2z//gFa88ew7oH\nt/BjsD9WFuajN4NR6z7xQ0oiSvZtQ9rbcErnZz5iOW74KlbO5R7JQqBGb9g5K+acx6lig/34Nlq9\n0+oiCAII8AHvk+e73lP+B/2Jv2HjAzbu+InPMiyr5CCuylzq0rnykiIYvvIEAEx//RJvXj6X/z/z\njpLCfLSi+DlCjXIwpdPBeHQHZcXylwyqGqmeLMaNGyfTcVWhq6GB71csq3VsyuSxGNeIBA/VqGmK\nTPGuscd+8OAOxo4Zjqv1UJ4yWUsbdh2Ea3+oaXjw48S7KmYlxqLVvatorqTMjqnFReh4fB/eSniQ\nm7tuG0aNos60wNLCCFO0dTH4CxYUv3nzGkZ0bI+0imK0MK7twiUQkFh3yBuHi/kqmp1svInIApcn\n21z5fAGyq0S7jzUWHMfOw3++VZTasfexb4GOLY0p6+89/skckdkamQkxsL59GZY0GpanpcB47y8I\nfnhD5AKSqa2LqAImZWVsDAYNLc2lK+1pbJSzOSiAmVRt86s1hf5NCYJApUC6TCrvlFTMGCq/CYT3\nm0JYDxZu/iIvPC4HkV7PUBETC0Tmoee6pVh9fD/WXjuPH71f4KfkREzl8WAkZfB3WXoquPt2SJWd\nKi0WrTvgdak1MgpkE8N+T2BCCZ4WtkO34VMVnkvw/WtYERtd69i8mLeI9nWvdYyppQ3nb7Yjud1i\n/HwjF2HJJUL7u+yTj14zVks9ftTzB1iUV5O1aA8SrAc3wOVIX0YojPToCAyvku9vq6b+WZGWjJDr\n51Q9DbmR6k6ybNkymY6rimATM9y8ea3WsaKiIhxWQBBMjRo1itOF1MCo9h2xdOki0IF6sY/+28gY\n5RXlH7J7du3aCm21K1+DxeJtOEpY+ULP8bhcxJw9ihlFyt1ZGcauhNF/h5ASESy6zdQ5KCujJnvB\nvqMtLAkCfxt+GQYCTA0NHDjwV53jD+/cxNIBA1HMrZsdse96OGa9ZVHmwKRsluVX4e4r8c5jnxMQ\nx4JlX8WdfhoCPeb/gr9dG7YWRU0Jl/DfIE51FeJPHap1rxlfWopRJw7A/fhekYs8PYex8IuVLtvk\nS8Y9ohBdv5pV53hpUSFeXDxZ6xhh1gGZBcKzctgC6RbbudVlMDWUPzMnOINEy3b2cl//HpIkkfI2\nHK/PHkXwmsWYvGcz1j99gF1sNjpraiqc1bcwNwuMAzsQF/BS4bm+p+/MVTjqVihzEPNtehmuxhmj\nx8TFCs+htKgAus8fQvezv48FnY6yQF+h11i1tUOPpX/hJssJe+5mIL/ko6ZWBZuLNxVm0JQyCUDA\n54Pv/xKan4z//ZsIBN+/Lsf/5iNV+TkwbcAlyWpqQxAEunk8RkZ8tOTGDRCp7i4TJgivsxd1XFVo\nMRgASSIm5pMdYnXZhho1DYK/8vIgEAgQpQRRZlGM0dJGJ/vWAIAT/xzF73pqvZ6GytTyciQE+Ag9\n53fjLFYHS9b0oYLphQVgH/sT2UminZVodDqCgsSXdkhiysQxqCguxqsmqM8jirMGRvhr7+46x7mV\nlYjOz8cQx9o6Xv7R+Yh3jYWTpvziqvWNUzMmvIIk67x8SngGD206OShpRvULU1sXHLspeB5GXVkT\n1USklEC7o/DsPL9L/2JNeN1grz1J4seHt+C5eyNKCurqxXRw6g/veGp0e5oyycUMGAp5BohyvQ2t\n5Phax7oNGQv/eOGB9Sq+cKeuzynjSddOGFweHylsxZwQi/Jz4HfjPHy3rkLbn1dg/c2L+DElERZK\nWOjPKiiA8aHdErNTZcF8xHJcl6GcKy2/EicDaeg9aw0l44fduohvM4XfTzv6vUSeGCfPrkMnwXbe\nfvz2Uhtn3LPA4wtw2ScPTjJk9bz19cCMqLBaxwwIAlpP76G0SP57HCnkHqKmYTOhrBzxN85TbkRQ\nH0gdSr59+zZmzpyJYcOGITc3F+vXr68XC1pZ+U3fAMOHDgRQowOg1mZWo6ZhwCQIpFta1wRl64l/\njIxRWlqj5cXj8TBBp/GXSjRVtAkC3NS6goXp0RGwv38LBvWoZ7IsIw0ph3ajOF+44OzKvScwY8YU\nufs/c+ZfvHrtg3gLS7n7aIw4a2mBz69b4qTB5yI8Pxv9u34MfJWzOdj1zyts4zW+3c+0yGyUVkif\n5p/DbjzBLGno0HsIHqUaIq+Yejt2KvBNqELnfkPrHI8Pfo1+j+/UySJ4jy5BYEfQa8TtXI/06Ig6\n5zMJa7DKGub/uaGQWVn3s15VWQFNH3e0iAqttYDW1tVHXoWI+75GJapFOPC+p5TNhiZT/mDPs7AC\ndBw1X+brONVVCHd7BN8D21GyagHWnDmKn0MC0U+g/FLUycXFaHV0LyJePKSkP4vWHeBf2hLp+ZLd\nrgpLq7H3RQWcF/1Kydg5qYlo7+YqMutpUhUbid5PxfZBEASc56wFd/AmrL9VhFiOFZha0md6lfh5\nozWt7m/Q8sx0hN64IHU/n0OKCGCpadjM8PVClPczVU9DZqR6ej558iTOnDmDGTNmoLi4GNra2sjL\ny8OOHTuUPT+ZmaurB+47i7Q5c6bBktZ4BQ/VqFGjOEO1tGDX0Uad5dcIIKMjau2acKqrkHjuOCaV\nC6+9VybrE2IRdGAn2BV1FwvdnQejWgbr30/JzMzEhg3rEPUFZfTUQsj3UIPLQzG3uNax9cd8sT+3\ncWZK7GQDl9wSpWpbWcVFPmmk5BnVP33mrseBJ9TbsVNBSlndEq7y0iKwzh+HixQ6GmsT40D7fUsd\nQfdeU77FLf9CyubZ1EjNLYOgRdc6xyOe3sX/UpIwvawM8f61y5AKOcIDoX066SE2X3jZ73tepqRg\nhov8AfWoXAJmlnVdPYVBkiQSI4Lgd/oQIlYvwOy/tmGD2xPMKy0FvZ6F10eXl6HLif0IfniDkv76\nzFyJY+7i3bkqq7jYeT8f/ZbtoWRMAIi5fRnThRjvfArd76VU+jkGxqbos3QPes3+Uerxs5Li0OW1\ncEMIgiDQ2f0JshIlG0t8DpdTDXqK2omrMdIRJErvXQenkektSXUHunr1Kv755x9MnjwZBEFAT08P\nBw8ehKenp5KnJx/tGAz07+cEn5deuKXW61Gj5ovmrJEJioqK1Fl+jYCB8TFIj33z4bXflf+wJiJE\nZfP5JSwIXgd31nL9eI8mUwsPHtyRuU9HR3ucMDSCfj1muDUkLGk0fD11/IfXvr4+sNTTQXOzjw/s\nF58nwC4wGzqNRKfnc8zodASESadb4xlViE4j6mqYNHYIgoDFmDW44EWtHbuiRKeXgt6mb61jJEnC\n//RhrI2XfuE2ozAfvQ7vgeeZIxC8y1bTZDIRU6zdIANcDQGv6DI4Dp9U6xiPywH/pRu0CaImuzM5\nodb5PDZD6N+zfxcLxBSID/ZkssvqCL5LC7uah3SuZCMJPo+H19fP4vWmFei+8Xv8dPsK1qSnwVhI\nNkh9MpjNRt//jsDv5nlK+jMfuQLXXgkvPeLy+Nh6MwO9lv5JmaNgYlgghnhJzqBYmBiHKC/x2T3y\nkuL5BOM4ojccJpeXIvbWRZn7zU6Oh3NOw9Y1UyOalTFRCLpzSdXTkAmpvpVVVVUwMal909PS0gK9\ngYpLuZs1R2JiAkiBABZf6AO1GjVqPjKYqYXOUtpsqlEdzhoEsqNqgjtJ4UHo9eiuyJKK+oBOENjw\nyhMe/+yts+DY8u91/LByuUz9WVsaY6S2NsZof7nlhE+NTfHq1cfd+3OnTqCLjQ3mDa/R1orPKsWD\n62H4mta4v6+c6Dyk5UkuIUksJGBqUdduvilg3rI13tK6ISpN/O58feIZU4EuA0fXOhbp/hgz3J7I\nvFDtxeVhxfVzeP7HZpSX1ogzN+8/HV5R6uweYWRVMuusGyLdHmNJdOTHA1GhH4JnAMCwsEeGEJFm\nOp1AuUC861sZT34h/YdB+eg+YYnEdrGBrzDtzFFsiAyFYwMzgOjL42DUuX/gc+mkwgFIC9v2CChr\nVaecSyAgseNmKuzm7ZbaylwSJEki/d4VDORJdvUzptFRGexHybifUlleBu13duviGP/SDbH+3jL1\nnZsQg16NdCNDTY3kQPNnD1CYlaHqqUiNVL9s/fv3x7Zt21BcXJNmzeVysW/fPvTt21fClaqDDoCv\n3l1Ro0YNgAvGJnhkKp3dqxrVIkhOQFVlBTLPH8dItup14fQJAkue3MerS//WOt6qvT14XOktprt1\nbgcTAKcMqbeRbkzoM2rv1Bfl54GuQ4BOJ8DjC7Dx8EscqGxYiyZ52EPScelZvMR22U1Mr+dTOFVs\n0A2ssOnfAJSxG0ZJXlq5dq2gTkFWOphXTsNezudFYxodO3w8EL5zPXKS4mBr1x2+KQKqpttk4PMF\nyGTXDnILBAKUez+vlQUzJikBieFBH153GfQV/OOEBwvZAtH6SBXV1dCgyR9kjGExoG8k+V5dEhks\nVNOlodCNJDHtyll4njqkcMDn83IukiTx1/00WEzcAl196swvIj1cMcdfuFmDMHr4+yArSfZyKnFE\nPX+ApdmZEts5kiRy710DX4rA1AeKWJRlQKlRDYvy8xB5s/FYsUv1adu8eTNYLBacnZ1RVlYGR0dH\nxMbGYtOmTcqen9w8NW2O/s2a7kOUGjVq1DRFtKPC4PHvAfwYHaXqqXyglYYGRt68gJDHt2od1zEw\nxNGjhyReP2fWVLAK8hHQvIWyptio0CBJsFg11tY8NhtcjZp/7zwXjDVJ8guqNiToNBpCI8Wn6heW\nsFGmLZ0mSGOBlZeNwPvX8PrgLkQun43Jv23EwXgWlv3uBh5ftUGQxOwyCKwcP7wW8PkIO/U3vlGw\npIIgCPwcHYWKPZsQ7euOPM3WyC1qXJoOyuZ1LAtW/cbXOvbWxw2zPgnsAEBnGg2s2I+ZPtq6+sir\nFB5MqeKJFg32SUnBDBcLueZaUl6NPEJyth2nig3NIOqzSqimHUgsvnUJL479UStrSh7MR67A1Xfl\nXCdfZIHW/zuYtKDOaIDLqUbpo9toQ0if+TKSy0Wq9wvK5iAQCMANeAmmlAGZ/4UEIMT1luSG7/vP\nU5dwNQWGeDxFYligqqchFVJ9kg0NDXHy5El4e3vj+vXreP78Oc6dO1entKsh0Y7BwFUT9U6+GjVq\n1DQmZuZmY5LHU2g2sJ0vJx4Pduf/Qcxrjw/H9lx5gj/++E3sdTdvXscLt+dIbKKlOvIwpJkWhgyu\nyQzOzs/F/FFWcAvNRrl7Ilo30PJweWifUoygONH2vG5RRegxemY9zoh6BAIBEiOC4H/lFF5vWwv2\n8tlY+c9+rH/xCKvzcmBBp4NJo+GHmFKsPvRSpXo2L6LK4DDso2aM/+2LWPFKuACrPCzMzkT7/bvA\n59NxK4BFWb9NgahMPlrbdfvwmiRJFHo+RWuNuvd5QezbWq8Lq4WXB/FRDp6I4EV6RSlamstnm/4w\nhIWekxZJbBft64756aKtvxsS1jQaVj64hWd/7xKqQSctFrbtEVhhi/134lHY5mtYt+tE4SyBkIc3\nsPzTsj4p0fTzQjWbmgBrrP9LTAkLlrq9KZ0OwvUuKsqKJTcGQIqxi1fTeBjI5SLj9kWFA6j1gdin\nKk9PT2gIqUEtKipCXFwcAGDw4MHKmZkaNWrUqPniMKXTYSpLSnQ9Mqq8HJdOHESqvhFsOjtA39gU\nAoHobAUWi4Xly5cg6Et13hLBWRMT2GRnITU1FXSaBhg0Gg6deo3jZNPS2FtBZ+KYVyJ6dhBuFJFR\nyoCVrnwLUlVSWV6GWH9vVCXFAVFhGBEfDcdPd+KFBGpt6XQ4+2Xhj8uh+HlOj3qc7UfSKrTQ7d3c\n0mMi0f7uFTSnOLjoUsVG24unsN1aB8uGW4CudoQFAGRWMvGp51xCqD/GBvoKbdsyKhRF+dkwMqvJ\nzMmvqin9/Hw90rWNFhIKCmBnXvf+WsYvByCfNlpCMRN22roS21W+CVe5ELMsmNLpWP/iMf7kcDB0\nzS/QbMYU2o7H5aAwJwuFmamoKMwHKstBlpcBxSyQrAIgLxc+BDDYhdpM1fKSIjR7eh8Gcmz0LE5L\nxWkPVziNmaLwPApfe6KDjJo636ck4c9bFzFw4fdi25UU5sM6LUWB2alpSCwN8MWVp3fgNOZrVU9F\nLGLvUtJYq7u7u1M2GTVq1KhRo6YhM6cgD8eO/oG8n3ejeavWMLGwwvoN6/DnH/vqtLW3s8VeA0OY\nq40ChEDixLG/0duuJdYefonDBTygCYpWRkRkgc8XgCZk0Z/JZqKx5HvlpiUjJegVBMnx0AsPwbyC\nPBi9X5RJWXLhQtfEv4/icclcH3OGt1PibOuSnl+BapMuAIBqNhvJZ49ic0mJUsZqpaGBNUlF+PdR\nDL6bQG3mQ2OkpLwaxYzagYEcD1c4isjymlpZiSP+Pug1bhoAQNO6C9LyImBjrlernYtjCzxyzasT\n7GFzOCCJUgCyB9lzi9hgabeW2K6irAT6ga9l7l/VGBAENnu/wC5ONcydh4BfWQaNinKQJcUgi1gg\nC3LBKMhD+4ICOAv4sBITDD29cwNKvvkBHZ2p2fQPvXURP6enCg0WS0KfIFAV/BpQMNiTl5aMDiLs\n1sVBJwi0fvEYuUPHwLxVG5Ht0t6G4+vKSqAJZbB+yZjT6cDD2ygfMAy6+kaSL1ARYj9t6kCOGjVq\n1KhRU5vlaSnY8/dvaLZ5D3ZffYZvh3SuE+xpaW2KAUwmZupI3iH+EqEBePDgLr4e0Ap9XxWAzmjc\n7lui+Dq7Ek8CMzG2b21tnuScUmhYdpepr8KsDNCZzWBgXD8l6llJcUgPfAX+2wh0igjC2mrOR2FR\nOcssl2rQsf1iCCxMdTDUQT5NFXl4GlECxwk1wYPXF//BTxGhcv8fpKFLs2Y49DQGC0a2hzbzyw72\nukWy4DDmo3NhWmwUeotxOtIkCPBSPoqbdx04CgGer+oEe7SZmijj1RVpfpWaiskD5fuOPAopQu/x\nGyS2i/F+jmUFeUr9DCkLbYLADr+X4PmJ0aUhNABCfEBicU4mPPbvgO+0uXCetlBoJYi05KWnoLWb\nq0LCxf2DXyM1OgI29t0kNxZBgocrNshZDjaruAg7b12A+ZqtItuw87IpzyZUo1q+T0nEHzcvYNDi\nlaqeikik/sT5+fkhNzf3Q701l8tFUlISNmyQfFNUo0aNGjVqmhIboiOxdf8ODNr8Bz7foO7hYA89\ngQCXTZurZnKNgE26etheUICSMAaGNNFADwAMb8bEXv/UOsEe77dlcBw/Uao+qtlsBN48B6tnD6BR\nXYW3nbqDaG8H/XZ2aOfYBwxNaswoSJJEZmIsMoJ8IXgTBsfIEMzgfaJHQNHCdiuXhtXHX6P5xqHo\nYmtISZ+SSC3XQhc6HbH+3hjqeldq8VVF2FPIxYHrEdg830npYzVkUksZsDT4uOud9vwh5nDEu7MR\nkWHgcbmgMxhgausiX4RIc6UQR66UsmKMtJLvc5VYykQ3KSzEOdHh0G6EgZ730AlC+gWgGFzYlWh7\n7gT+TU/BoO/Wg6ktX+lc9J1L2FJSpNBcBvL4eP3KQ+5gTxW7Es2ksFsXxzAvN8QMHon2PZyFnicL\n8hTqX03Dg04QsHN7jKwhX8GyTQdVT0co/2fvvsOjqL4+gH+3ZNMLpCeE3gSU3lGwgQURRHoRLIhg\nF0RsCIKi6GvBBv4EO03FQgkIoUonlAQILSE9IaRvL3PfPxAkpM1udtP4fp4nz2Nm7swc4mazc+be\nc2T9rs+ZMwfr1q2Dv78/LBYL3N3dkZaWhpEjR7o6PiIiolpHqVTijdgDmPvJfDRp2x7jJozCTz+s\nwpTHJyE7MwOJLMhcocd9/bBIr8W75vq3dOt6Z+MyoDdaSszwyDR6VFqMWgiBEzv/RtHvK/Dc6ZP/\n3Vwe2gsc2osLVivWNmoMa4eOUDZujkadeiC8WSu7nrALIZB65gQyDu+DdOIouscdwZgK6lA5y8da\ngSc/3Ialbw1CeKCXS6+VladHsW8rFOVfgvbHpehbSaLBWQJVahzYcQ4Xh7RHSEDZ9VFuBOk6D1zp\n13QxJQmtdm+t9JihyYnYdmQf2va4FQBwqZwizUZb6Y5cxVbH6vUkZWlhCq48UZCfk4WIg7W/C1d1\naaxQ4I2t0Xjv0kW0nz4LwY2a2nV8Ulws+m7f7JRYfPbugH70o/Dy8a188HXitqzDlDTHlpFd0cdq\nwZbfV6BFxx5QlrEsWWSkOnxuqr2GFxZi3prvEf7y23b9/S0uyEfamRPQZqUB+bkwKRToOfoxpz3A\nuUJWsic6OhqrV69Gfn4+fvzxR3z88cf4+uuvodPpnBoMERFRXaFRKjFj51Z8/MBw/Pj9UkRHb8Tv\nf/6G1IhGNR1anXA61Hkte2uz2cUCq7YnYvI9bQAAkiSQofdARZVBsi6cw6lVyzB89za0Fyi36PEL\nWRlAVgYkScI2pQp727aHsm17uDdpgVY9+sHHv3QdASEEkk8dR9bR/ZDijqJ33FGMQ/V3yfoix4Kp\n723Binn3unSp08ajBeh+/yvY/ukCzDl/tlqX3izWKfDej4fx4dN9q+2atcnZ9CK4Ne1x9fszm//A\nbK220uNaqt2w9swJ4N9kz0WjpswizSabFpIkXV3+Y7ZaYUEhHKnXE32sCF0frvwh9tldW/BccVGd\nXMLlKhqlEm/EHcWS+bNQ8PhzaNWtj6zjhBBI/mMFJjopATspMx1fxWxA9yGj7DpOCAHj/l3wccL/\n08cP7sOav/9El3uGldhutZjhxk5c9dZDu7dgd9/b0b7fnaX2aYsKkHbmJIozU4H8PEgXMyHSUhGc\nloxB2mI0+ffBj1aSsOjcGXSdPgsNQp23zFn2LL4WLVogPz8fJ09ebon4yCOP4IEHHsDzzz/vtGCI\niIjqkgZKJR5Z9xu+tVgwceIo7GHnLbpOM7Ua38WmX032HE3MR1CnwWWONei0OLjmW7T8ez3eLJTX\nyhe4PNPsTgjcmRAPJMSjSJKwxs8fuR06QdmiNRq0bg83jTuyjx2E7Xgs+p88hglwvMaGM6hUKixK\nMWLK+zH47rW7yyxi7QzJWk8YY9ZjwrZNVaoJ4gi1SoWcA2k4nVqENlF1r/NaVe0+rcUtD94HACjM\nvYiQnZXP6rlCOn3i6n97Ne6IC9mH0Sys5M+wTZQGyXl5aBZ0uePdvuQUPNCn7O53lbmg9UIXGa8P\n64ljUDPRU6Yn01Kw6YM5ODBqEroPHVvpLIcTu/7GqL27gCrU+7mWl1IJ06E9EA+MtGuGxdnDezH4\nyEGnxBGhUsG8/jcYbr0bntfU7MtIOoueWRlAHergRvJ1EAr8+ftKnPbyRlF6MkRBHsTFLEjpqWiY\nloI7CgvQoqxmHdfM8PVRKjE3dj8Wz5uB/MefQ/POPUqPd4CsV1xkZCTi4uJw8803Q6/XIzc3F25u\nbsjNzXVKEERERHVVc4UCY7x90FyhQBQ7b1EZck9m4WK+HiENvHD4ghFthpd88i2EwPFtG2H4YyVm\nnj0NTRVvJv2USjymLQb27QL27cJpiwXFKjUmKq/czNRsoucKH5UKT8TnYeaXe/Dh9L5VKvJalkuF\nBiQWatBu+w9o6eRzy7XQpsbcFYex5OXba+T6NSnD4IGW/76W4zf8ipftKGrcMv4YcjJSERwRhfb9\n7saBrdtLJXvu6haGHVsvXk32nCvKx4BmDe2OMz65EG6tbq10XFZyItrH7rf7/DeSQVotWv1vMb5N\nvYD+U16ExsOzzHFWixn5635Fayf/Xg46chDHjx9Gi47dZB9z8Z9tuMWJcTxz/gw+WvsT+o1/8uq2\n7LMJGKNgkrA+e/7kcaTNno7WZdUhtOOz4TPJiVj3/hs4MPIRdB86psp/F2W96h577DFMnDgR6enp\nGD58OMaMGYPRo0ejb98bc1oqERHRtRb6+mGKA3UC6MawyKrGj5svdxjKMpS8+Uk/l4Dt787GwA/n\nYeb5s1VO9JSljZsbuilrR4Lneq3cNGi3KwUfrT7u9HNvOJIHdXYuJmZnOv3c9vA/mok9J3NqNIbq\nZrHakGm6PLNBX1wIrx1b7ZpZ9aDJhKSDuwEAHp5eyDGUvlkK8PFAnvm/Is1FlmKHYt2RYMDNtw6q\ndFzy3u0YbLE4dI0bSXOFAq9G/4ld819GXmZ6mWNi1/+Kp+KPOv3aXYTAxX3y26fnZqSh6Z7tTo3B\nQ6lE+N/rkJuRdnWbyL9U7TMLqXp5KZVlJ3ocMLi4CMP+9ym2fDIfRkPp2mT2kPWqu//++7Fu3TqE\nhITg+eefxzPPPIOJEyfi/fffr9LFiYiIiOo7D5UKh+MyYLbYkGX97wZ457JP4fHG83hzzw6nP+Gu\nS+5TuyP3z1NYvT3RqefddegCXjpc8zMxnle447NVh692tL0R/HMyF80HPAwAOB79O6bYWZxWrVTC\nlnT+6vd55RRpNkiX671YrDaYhPylj1cIIXBeW3mRcCEEbHGH7T7/jcpDqcRbRw8hdcHLSDp2sMQ+\nXXEBVJv+QAMXJT8C/tkOrczuXqe3rsOo4iKnxzAp9xLifv3+6veihhPOVPc0Vyjw+uZ12DdvBi6m\nXnD4PLJ+y8xmM1avXo2srCwoFAoUFRUhOzsbqjIqjRMRERFRSQ3O5uLLv06i5YCHceTvP3Fy9jTM\n+uUnDC0urOnQaoXpcEP0d4exKy67Suc5mVyABT8cxtjXNqJVbKrLbijt1e9UPv74J7mmw6g2J7OB\nyGatYTYZgd1bHWp37xYfe/l4ANkmTZnJMoN0+an3gdQUDOxuf8v1A2fyENjl/krHJZ86jtuOHbH7\n/De6py8kImDhmzi8bs3V/39H1v6Mp5NdV6x40qWLOLl1faXjzCYj3PbtdNmMmz7bNyMpLhYAIKWy\nODPZ73Lx8yPIe3smTtsxY+1asl7dc+bMwdGjR6HRXM6qd+zYEUctBupiAAAgAElEQVSOHME777zj\n0EWJiIiIbiSvqj3x+a+HkfDDEjzw8QK8cCGRhV6vM9+sxMef7cbpVPlP2oUQOHg6B3OXH8LIl9fh\nq5l/YeL68/jggh7jFbWnhtZQNw2++z0ONpvrW9vXBhmGy+3mj23+C1POnnboHA+npeLsoT0AAO8m\nnZGUVXqZlsmihRACpwty0bVNiN3XiDljRctOPSsdl3V4L3rXQNe6+mBIcQEGLfkIMV8tQlZyIiK3\nbHDpe59GqYTl4J5KZ9LFb9uIydfMHnO2O00mJP32IwpzcxCRcsFl16H674mMNLT4YC72rPgGkmTf\n3xBZv2kxMTH4/PPPERp6uctIhw4dsHjxYmzcuNH+aImIiIhuQD9ZPTFn/z9oxkKd5VqsBWYsisHF\nAmO5Y4QQ2Hk8C2/87wCGv/QX/nwtGk9sScbH6Sa84uZVa2eeP5GsxbKNZ2o6DJfLKzKiyKMRJJsN\nxt1b4O/gjX2UWo3ic6cAADf3uxsHzpVu2x4VpkBWYRG0NvvrWiRf1CHXr0Ol4ySbDRILM1fJTUJg\nxl+/ImHOC5iY5/oGPw8ej8WZfxOFZRFCQLdvp8tn/k3Yvxu/fvIOBuqrVneF6HajAY98vwRbFr0B\nXbEd3TplDVIqYTAYSmwzm81Qq9k+joiIiEiOSH5ukuWLi2ZMefdvGEzWq9tsNgmbDqVh9lf78OBz\nv+PQvC14alsqPsu24Cn3ymuu1AadNBr8GX2yxL+rPtoSl4/O945G3I5NmHi8akufpITLLdg1Hh64\nZCj9+3N3tzDEZmZAb5NXo+Vavx4sQtfBEyoddzZ2P4YmnKh0HFXMR6nEG5cuVsu1blIokHdgV7n7\nE48fxl2H97k8juZKFXrGxyKE7/3kBGEqFebu2ILYuTOQcS5B1jGyCzRPnz4dMTExOHnyJGJiYjB9\n+nQMHjy4SgETEREREV1LpVLh3WQDpn6wDWt3X8DMz/bgwWd+R+bCHXhmVzq+ypUw2r3sls613fwc\nCz5a4/zOY7VJarEGnt6+KNz5NxpVcZZVhxPHkZV8uXB3bhlFmsMaeiM6Pg4DOtnXDTFfa8IFRMmq\n15J//CDa1NLZYlS+kH92oDC37ORS1u6t6FFNq/Kmms3VcyG6ISiVSryacAKWd2Yjbnt0peNlpRln\nzpyJxYsXY/78+bh06RJCQ0PxwAMPYOrUqVUOmIiIiIjoWv4qFR4/dgkXYy/iBY/L9V/g7lGzQTlB\nsFqN/TvO49LgmxAUUDcTVhURQiBd7wHt/l0YeqjqMyfutVrwf4f3IKxJc1z8t0iz4rrOdWdy0tCn\nQ+XLsa61cs8l9Hx4ZqXjLGYT1NUwA4Scb2JBHj7YugG9R04qsT0/JwsR/2yvkZiInGX8xSwc+HgB\nNiWeRVTrNuWOkzWzx93dHTNmzEBMTAyOHz+OTZs24dlnn71asJmIiIiIyJlauGnQ26PuJ3iut7hY\n4P2f62dnp5OpRfBu3Q8Xd2xCeyecT6lUQko6CwDwbdYV5zJKF+/+YHo3u85pMluRoG0ItYz7mIS9\nOzA28Zxd56faQalUQhzcA8lmK7E94e+/ML4gr4aiInKeHlYrnv7lRyRtWFvuGFnJntTUVLzyyisA\ngB07dqBr164YMGAAjh+v39NQiYiIiIicSa1SIWN/apmJi7pu71kdvPwCcOve7U47p2fcERgNerTv\ncycOnS9dpLljyyC7zrdmbw5ueehpWWO1J44ilPVW6qyR8Udwav9/LautFjPgwnbrRNWtgVKJW93K\nf4+S9UqfO3cu1Go1hBB45513MG3aNEydOhXz5s1zWqBERERERDeC961qfPhTbE2H4XSZek9kxETj\nNqvzWsyPysrEmf27oPHwQK7RrUrnkiSBIzke8PFvUOlYg04Lnwo6OlHt10ylRuHB//4fxm2PxqQz\n8grbEtUHslLVJ0+exJIlS5CUlIT09HSMHz8enp6eeO+991wdHxERERFRveN5JBP7TuWg103BTjlf\nVp4BS/88AU8PNXy8NAj0c0ezcD9ENPREcIAnNG6uLTJsMltxKtOA2w7sdep5Q9Rq6BNPAwMG4VIZ\nRZrtseFwDqLukldz9NSuLZiclQlwFkid1njPTuSNTEfD8Ejo9u9mZyy6och6tSuVSmi1WmzduhWd\nO3eGp6cnUlNT4ePj4+r4iIiIiIjqnRkKDWatOoJebw2s0nlsNgmfrT2BmE0J+KxYQPVv56gkqxXb\njAacUCuQ6amG2lsDbx8P+Pi4w8vbHT7eGnh7aeDtpYa3pxtCGniid7sQhAd6OxTHrpP5UFjdMcRg\nqNK/pyy2U/EQQuCSyR2SJKBUKio/qAx7UlXoeFdzWWNNp47Bj4meOm9UcSE+2LYR4R27oR9natEN\nRlay58EHH8SwYcOQl5eHd999FwkJCZg6dSoeeughV8dHRERERFQvdTt5CX/tScEDfRo7dPzu+Gz8\n3/cHMTWxCCPc3YFrJu80U6vRzOffluQCgBaA1gzADKC41LnOWsyYASu0IT6IiAxAeLgvGof7ov8t\n4Wga5luqC9b1jqfocUu8a4oZ90iIR0biafi17I6zGf+gTSN/u8/xz6k8eHcaImtsUf4lBB9kF676\nQKlUAgd240JeDiZYbZUfQFSPyG693q9fP2g0GnTt2hXZ2dmYNWsW7r33XlfHR0RERERUL41wc8cz\nvx/H/b2i7JqtklNgxNxl+6E5lInPFG6Au3uVY2nlpsEiaIB8CcjPA+LzkGuz4h3LfmSEeCEsogEi\nwn3RKNQHt90SjjZRASViPngsGYvy81yy7GmAzYb/O3IAXYeMRuymTQ4le7aesaLNxN6yxp7euQVP\nF7jm30LVb0LCCezMTKvpMIiqXYXJnh07dqB///4AgN69/3tzDA0NLZXo2b59OwYMGOD8CImIiIiI\n6qlJSUVYHn0aj93XttKxkiSw5K+T2Lj+FD4rkqBWVa1gcWUCVWrMVamBIgBFBUBCAbQ2G75YfhAJ\ngZ4Ii2iAyAhfNAjwgP78RZd1OVIqlZASz0Ct0eCi0f66PadSi2AI7yN7vPnEUWiY6Kk3wtVqjNLp\najoMompXYbJn+/bt+PbbbzFq1CjcfvvtcL/uqYHRaERMTAxWrFiBFi1aMNlDRERERGSHrhp3PLnh\nFMbd1RIemvI/mu8/lYNF3x/AhLOF+MrdHVC5tuByeXxUKrzs6QPoAZwrAs4VwWqzYayL4/GNPwq9\nttihIs1/HtOj07ihssZeSk9Bq9j9dl+DiKi2qTDZM2fOHMTGxuLzzz/HrFmz0LJlSwQHB0OSJOTk\n5OD8+fPo2bMnXnrpJXTq1Km6YiYiIiIiqjfeyjHj01/i8PLYzqX25RUZMW/5QUgH0vEpnLNky9nU\n1ZB4Gn0pBz8d2IVCO4s0Z+YZkOneCk1lXufsPzGYoddzCRcR1XmV1uzp0qULvvnmG2RlZeHQoUPI\nysqCUqlEeHg4evTogcDAwOqIk4iIiIioXgpXq7F72zk8dv9NCPT3AAAIIfC/9afx57oT+LTABncX\nL9mq7RoolTAknYV/qx44k74LbaPk1e1ZvT8fPUe+Jvs6UvwRly1HIyKqTrIKNANAWFgYBg8e7MpY\niIiIiIhuSJ8UCyxacQQLp/bG4bO5eP/b/Xj4bAGWuNXckq3aRoo/ivYTnsLh6I2ykj1agxnnzWEI\nk5m8STtzCj2OHqpqmEREtYLsZA8REREREbmGu0qFtH0pmK43wRabjY+EGnCrfUu2atKtZ08hKfE0\nPMzy6vas2J2DriMWyD5/6sGdGCNJjoZHRFSrMNlDRERERFQLvG9RA4dzwY/oZesDBfbEHYavjI5c\nFqsN8YV+6OPpJevcQgjYOKuHiOoRLkglIiIiIqI6QTp3GpcsHpAkUeG4tftz0O7B6bLPe/7oQdx7\nMq6q4RER1Rqykz179+4FAOTm5mLOnDn4+OOPYTQaXRYYERERERHRtRocPwL3yPZISCssd4wQAgcy\n3BAQFCL7vDlH96OTQl6HLyKiukBWsmfRokWYPXs2hBB4/fXXkZiYiGPHjuGtt95ycXhERERERESX\njSrMh0oSOJKkL3fM30cvIey2cbLPabVYoIg94IzwiIhqDVkLgjdv3oxVq1ahuLgYO3fuRHR0NBo2\nbIjbb7/d1fEREREREREBAPyUSlhTk5AbUH4r+l1JQIcBHWSf8/SBXRh57jS7nhFRvSJrZk9BQQFC\nQ0OxZ88eREZGIioqCm5ubhCi4rWyREREREREziTijyDHVHay5/C5AqjaDrTrfEVxsWjCRA8R1TOy\nZvbcdNNNWLBgAQ4ePIi77roL+fn5+OCDD3DLLbe4Oj4iIiIiIqKr7j53GsuDvGCz+UGlKvnseuMJ\nE26aeKfsc5kMBmgO73V2iERENU7WzJ6FCxeioKAAN998M5599lmkpKTg0qVLePvtt10dHxERERER\n0VWdlSpYhTdOpZYs0nw+U4uiwM52nevkP1sxMS3FmeEREdUKsmb2REREYNGiRVe/79ixI5YsWeKy\noIiIiIiIiMrTWKHEkQt6dGja4Oq2tYeL0XXcWLvOYzhxFA1Vsm6JiIjqFFnvbBkZGfjyyy+RlpYG\nq9V6dbtCocD333/vsuCIiIiIiIiuFxF/FJnN2l/9/lKhESnKJoiy4xzaonz4H+ISLiKqn2Qle2bM\nmAG1Wo077rgDavV/hygUCpcFRkREREREVJaR2mLMO5cF/JveWbUvDz1HvCLr2NzMdJzftx3647F4\nKfcSoJRV2YKIqE6RlexJSEjAnj174OHh4ep4iIiIiIiIKuShVCIjsxA2mwSzVcIZfRD6qMu+tRFC\nICPxNNIO74MtIR7Njx3CCwYDlEolEz1EVG/JSva0bt0aubm5iIyMdHU8RERERERElfIuknAiuQBH\nko3o9PBbJfZJkoSk+FhciouFdOIYusYfxWhJ+m8AkzxEVM9VmOz56aefAACtWrXCo48+iqFDh8LP\nz6/EmHHjxrkuOiIiIiIiojJMK8jH7viLOGsKQy8fP1gtFpw9vAdFp+IgxcXi7oST6Kxk2QkiujEp\nhBCivJ0TJkyo9AQ//PBDpWPSIu0plUZERERERFS5Yb5WdBk6DR4FuVAdPYyHks6haTnLuYiI6pst\nXbth0p9ry9xX4TvhlUROQUEBAgICSu1PSUlxQnhERERERET2G5EP3PPtF/+1T2eih4gIACBrseod\nd9xRapvFYsHQoUOdHhAREREREZEcY9Xq/xI9RER0VbnvjKmpqRgzZgysViv0ej169epVYr/JZEKr\nVq1cHiAREREREREREclXbrInKioKS5cuRXFxMaZMmYJPP/0U15b30Wg0aNu2bbUESURERERERERE\n8lQ457Fdu3YAgGHDhqFdu3bw8fGplqCIiIiIiIiIiMgxsmr2bNy4ERqNxtWxEBERERERERGRDO4a\nVbn7ZFUzGzRoEKZPn46BAwciODgYCoXi6r7+/ftXPUIiIiIiIiIiIpLNZLaVu09Wsmf37t0AgC+/\n/LLUvpiYGAfDIiIiIiIiIiIiZ5OV7GFCh4iIiIiIiIiobqgw2bNmzRqMGDECP/30U7ljxo0b5/Sg\niIiIiIiIiIjIMRUmezZv3owRI0YgOjq63DFM9hARERERERER1R4KIYRw9UXSIqNcfQkiIiIiIiIi\nohvGlq7dMOnPtWXuk1WzRwiBX3/9FevWrUNOTg4aNWqEhx9+GHfffbdTAyUiIiIiIiIioqqRlez5\n/PPPsXbtWkycOBGhoaFIT0/H/PnzkZ2djfHjx7s6RiIiIiIiIiIikklWsueHH37AmjVr0Lhx46vb\n+vfvjylTpjDZQ0RERERERERUiyjlDPLy8kJgYGCJbeHh4dDpdC4JioiIiIiIiIiIHFNhsic3Nxe5\nubkYPnw4Xn75ZaSkpMBqtSI9PR2vv/46Hn300eqKk4iIiIiIiIiIZKiwG1fbtm0rPUFCQkKlY9iN\ni4iIiIiIiIjIeRzuxiUnkUNERERERERERLWHrJo9RERERERERERUNzDZQ0RERERERERUjzDZQ0RE\nRERERERUjzDZQ0RERERERERUj8hO9vz2228YPXo07rzzTmRnZ+Pll1+GTqdzZWxERERERERERGQn\nWcmepUuXYvny5Rg1ahQKCgrg5eWFixcvYt68ea6Oj4iIiIiIiIiI7CAr2bNy5Up89dVXGDZsGJRK\nJXx9ffHxxx9j+/btLg6PiIiIiIiIiIjsISvZYzQaERgYWGKbp6cn1Gq1S4IiIiIiIiIiIiLHyEr2\n9O3bF2+99RYKCgoAABaLBR9++CF69erl0uCIiIiIiIiIiMg+spI9r732GvLy8tC7d28UFxejc+fO\nOH36NF599VVXx0dERERERERERHaQtQ4rICAAS5cuRU5ODjIzMxEcHIzw8HBXx0ZERERERERERHaq\nMNmzfft2KBSKUtvz8/Nx5swZAED//v1dExkRkZNYhYAVgEcZ72dERERERET1TYXJHjmt1WNiYpwW\nDBGRK6w0GSEATPDwrOlQiIiIiIiIXK7CZA8TOURUH2wwG9Bc5VbTYRAREREREVUL2b3T9+3bh+zs\nbAghAFzuyJWYmIhZs2a5LDgioqr6x2ZBYg8vSAf1NR0KERERERFRtZCV7JkzZw7WrVsHf39/WCwW\nuLu7Iy0tDSNHjnR1fEREVbLKoEPYxKZIOnYOWkmCj1JWE0IiIiIiIqI6S9ZdT3R0NFavXo33338f\nXbt2xZYtW/DSSy+hYcOGro6PiMhh6ULCAd/LsxE9JoZgu9VSwxERERERERG5nuxH3C1atECLFi1w\n8uRJAMAjjzyCjRs3uiwwIqKq+kanQ9DcKABAg45+OG5hsoeIiIiIiOo/WcmeyMhIxMXFoUGDBtDr\n9cjNzYXRaERubq6r4yMicohRCOyAGWr1f6tVzwtrDUZERERERERUPWTV7HnssccwceJErFu3DsOH\nD8eYMWOgVqvRt29fV8dHROSQH40GKF8KL7HtHKywCAE3haKGoiIiIiIiInI9Wcme+++/Hx07dkRI\nSAief/55tGzZEjqdDsOGDXN1fEREdhNCYJPFCO8mXiW2G27zxeEDVvRSsw071R6XhIBBrUaUzVbT\noRARERFRPSG79XpAQABSUlIghMBNN90EAEhNTUXLli1dFhwRkSO2Wq1Iv8sXIddtj3g4FHt3pzPZ\nQ7VCnEqFvb7hKPToBA/LCTyTm1TTIRERERFRPSEr2bNs2TJ8+OGHsF331FGhUODUqVMuCYyIyFG/\nGHUIGdq0zH2JrNtDNcgiBLZ6eOGUVyME+A9G56B+AIAjOZtxuuB/aMPZPURERETkBLKSPUuWLMEX\nX3yBW2+9FUql7AZeRETV7rwk4WgoEFbO/rOSBUIIKFi3h6pRrhCI9m2IZPem6Bz6BPp5hZbY3zl4\nILYV/oU2BRk1FCERERER1Seykj0eHh7o3bs3Ez1EVOst12sRtrBpuftzmmmQmG1DC5XsVaxEDotT\nqbDHNwyF7h1xa+QjaK0s/3Wn9+qJzIK1CC93BBERERGRPLLudp577jnMnj0b48aNg5+fX4l9rNlD\nRLWFVpKwS2lBgwrGhE+LwNbZF9HCk8kecg2rENji4YlT3lHw978PXQJvk3Vc37CxiNbuxuSiHBdH\nSERERET1nay7naysLKxfvx7r168vsZ01e4ioNlluNMD79agKx6g91DgnsW4POV+uENjo0wApHs3K\nXKpVGaVSiSz39iiWYuDLmbREREREVAWykj3ffPMNli1bhp49e0KlUrk6JiIiu0lCYIvVCE2QptKx\nTPaQs221mLHCvTUea/Me2lSwVKsyt0U+gXX6oxijK3BidERERER0o5H16NDX1xddu3ZlooeIaq11\nFjNyHwqQNTbZVyCXXY/IiTYYDCjwB7JNaVU6j0btgSSP5jAL4aTIiIiIiOhGJCvZM23aNMyaNQuH\nDh3C2bNnce7cuatfRES1wR9GPYLuCJQ1NnBqOLZYLC6OiG4URiFwDMBf2zbgfyc/gM5aXKXzdQ9/\nCtFePs4JrhYTTGgRERERuYysueZvvvkmACA6OrrEdtbsIaLaIF6ScKKZutx269fzauyFBFsuAA9X\nhkU3iD9MRry5ZDkA4K+96zGi90jM6PIOVArHZsMGeDRErGdjPKA/CYVC4cxQa43zQsLXhQVYGNCw\npkMhIiIiqpdkJXsSEhJcHQcRkcN+0GsR9lJju445J1i3h5xjl9mEr+8eCADw8PDAuz/Mx0dPforJ\nN73g8DlbhTyKndrX0d9sclaYtYZFCLyanwdlPU1kEREREdUGbPdBRHVavhDY42b/kqzzKisMXEZC\nVaSVJJxUlXxu0qHDLegyqgM2p611+LxRPs0R69OoquHVSgt1xbCMaY9spQo2/g4SERERuQSTPURU\npy3T6+A/t4ndxykfCsQ/rNtDVbTaaMDXf2wstX36s88iM+Qc4goOOnzuhgHDcFTteGev2mib1YqN\nzZXo1KYLmvXqjTM3WKH0Ykmq6RCIiIjoBsFkDxHVWVYhEGMzQu1j/w1x0K0NEWs1uyAqupHss1jQ\nrl37Mvd9/f0yrLv4M7KNjnXoatewN/b4RFQlvFolXwgsNBQg+JlItGrQFl8sWY699XCZWnmMQmBc\nbg5nMxEREVG1qDDZM2zYMADAN998Uy3BEBHZ4zezCdrJwQ4ff07cWLMKyLnyJBvOe3pWOGb9zmh8\nFb8QBqvOoWvYfPojqR7UthFCYHZhPtw+bAqkqnBPn8Hw8/NDiu3GmenyjUGPrEEB+JtJZiIiIqoG\nFSZ7Lly4gP3792Px4sUl2q3XhdbrmZKElXp9TYdBRC603mRAg67+Dh9/XrK6/Cn7jPw86Ll0o15a\nYTBgzdbdlY77Y89f+Pz4AkjC/tdBr7Ch2OIb6kh4tcoykxEnh/pDrVEjQopCWGg4ACDNgZ9JXWQS\nAuutBkQ8HIpNJmNNh0NEREQ3gArXPgwZMgSTJ0+GJEkYPHhwqf21ufX6/3Ra6ACMrulAiMglDtts\nSLjFHeEyxwshSrWxLurmifgTNnR0UV2UYknCXncJXxr0eMnbxyXXoJpz0GLBi+GVvwK9vLww+8tZ\nWPbS55jQ9hm7r5Pv2RmXCjciqI5O8EkQAt95mtBw4OWfVXO/llf3pQmpzN/N+ma50QDLjAhoABxU\nW1EsSfBVciU9ERERuU6FnzTmzp2LEydOwNPTEwkJCaW+amuixyIE/rFakcSn6UT11s8GLcKnyKtn\nokn0guqce6ntoeNCsMuFNUNWmIzwf70xNggTZ/fUM+mSDZlBQbLH9+zZC60eaIxtGevsvtatkZOw\n3reh3cfVBiYh8HpBLhouaAoAsBls6BDW6ep+dWQUMqX6vZzSIgT+sujh3dQLAOD9SiOs5OyeekkI\ngVybDTvMZhbjJiKiGlfpYyWFQoFDhw7BbDZj9+7d+OWXX7B9+3YYjbX3g8oaowEvLP4K2R4eKOIf\nW6J6J1uSsNdb3g2iEALdvfsgXF06MaRWq3HehXV7/rGaoAnSwH1OFL4ycFlpfbJSr8emfw7ZdcyM\nWa/gvN9xnCo6ZtdxaqUa6R5tYaiDf88WaItQ9Gbk1e/d071wd997rn7/wedLsNtcv2vYfGc0wPhs\n2NXvPUPcsct64xSmro+MQiDeasEPBj0W6bWYoSvCeG0+7irOxd3qQrwyUInBpny8ri1CEgtyExFR\nDZG1diElJQVPPPEEzGYzwsPDkZGRAYVCgeXLl6NFixaujtFum0xGrBwyFB4eHtj27FN40KPiAppE\nVLd8Y9Ch4aLGssZqLnjhiRHT8NmG/0M6LpTaf0ZyTfv185KEU5FKRADQBGqwXpgwVfKCF5du1AuH\nrFa4u5eeLVaZb1f+gHv7DMSUFrMR7B5W+QH/6tfoKazTx2OEvsjua9aUTVYLtrZ3Q3D4f3+DG7s1\nh7e399XvO3bsjN/rcft1qxD4w6KHb+uSyeaECCXOFdrQUqmqocioMkIIZEk2xNqsSLLakC0kZEFC\ntmTDRbUN5lu8EDYiBBoft6vH+P77BQAYGIR4AKPnXUC3HGCkhzduU6vr/ZJFIiKqPWTddcyfPx9D\nhw7Fjh07sGrVKuzYsQMjR47E22+/7er47HbcZoW4uSMAYODAexBvtdZwRER0RaLNBmsVn3KahcAO\nyQy1pvJctRAC3Tx7IzQkDBFeURBlXDszVIVUF9xsrjLoEDLjmhkNc6LwJWf31AtnJRssrVo7fPzG\nPZvxxfF3YLLKnyHrqfbCOY8mdaZtd44Q+MBUhOCpJZMc19bruaI+F2n+0WSEdlrpAtshMyPZRKIW\nswiBh/Mu4T4/LT541BtbPo5E3CdRyPmkCZSLmyPso1ZoPDmyRKKnPOFvNkX64qaY3VlgbHE+fjQa\nYKkjv8dERFS3yUr2xMXF4cknn7z6NEKpVGLKlCk4fvy4S4NzxE86HVb9tenq96zbQ1R7TM/Nwb3F\nuXhVW4QdFgskBz7wrjQZYXtW3owIzQVPPHHfUwCAri27w5pXOqkT9nQEtjq5bo8kBPbazFBfU/hZ\nE6hh7Z564he9Hms3bq3aOXb+gi/iFpSZgCxPx7Cp+NvDq0rXrQ5CCLxSmA/3D5uU2G7Nt6FHy96l\nxqfV098JmxBYa9LBv51vqX1qtRr7JZND74Hkep8ZdCiaHYkmrzUt8/+fI0LGhsDwWXN8M9kbQ7S5\nWKTTIp///4mIyIVkJXv8/PyQlJRUYltycjICAwNdEpSjiiUJh65bIpEkpCrPJCCiqku22aBp1Rpt\nnhuEk582xuzewJDiXLylLUKs1SrrplcIgY1mA3xaecsa28WjF8LDLs+u6dShC7xyS39o1wRocMbJ\nBWJjrFZcuqd0S3jO7qn7hBA4ZLWUSOQ5wt/fH09/MA0rzy6VfUywVxjivMueoVabfGk04NzYBqV+\nRv45DdG7a79S4ws8vVBYDxM+P5uMKHg8uNz9efcHIMbqmlcWiycAACAASURBVGWk5LgkIbDWy3q1\noLaz+d/sB/fFLbFjQRiGmPPwirYIp+vh65+IiGqerGTPhAkT8MQTT2D58uXYvHkzli9fjilTpmDc\nuHGujs8uyw06/Byzu8S2nkMfxjEu5SKqcRuMBvy6YSvG95oMkaNAyEPBUH/WEkc/bYyprc0YXpyP\nd3TFOFPBkqrdNiuS+8prYa5J8cDj9z713/caDcLdI8sce15y7nvERpMeoYNLd2rSBGqwAZzdU5cd\nsdkQetsAp5zr9tvvQOgAf+zK2lT54H81DhyHfRr7awVVl2NCwgp/Kxr0a1BqX1PvFmUmyZ565Q3s\nt9SvpMflWT16NOhcOul7RfC9QdhoMlRjVFQZIQQWFOWj4TtNXX4ttY8agR+2QMKnjTExoBhPFhfg\nb4u51idziYio7pCV7HnkkUcwbdo0/P333/i///s/7Nq1Cy+88AImTZrk4vDkE0Jgu9mCxo1LThv/\n8KPF+MeFrZWJSJ5TNhu8vb3Rv+cdaK/vXGJfxOMRkD5rjj0fhmNskA5jivLwoU6L9Otm3Kw26hAy\nJkTW9TpreqJRRFTJ63hFlTk2ycPmtM59eknCQWX5ySP3uZzdU5f9ZdDjm+9XOu18b86bizi3PTie\nt1/W+Ob+HXDQp+ykZU0zCIE5hXkIfKt08XQhBFr4tyrzuIkTJ+GEtX515FptMiFnQuWznw+qLNAx\n+VuuVSYjYp0887Iiv5jNOHVf+Qk6Vwl/pQmyFzfFnL4KjCjMQzxfE0RE5ASy28KMGjUKP//8M6Kj\no7Fs2TIMGTLElXHZbbPZjN6PPVHmvsRq/KBAVNtlCwFzNT85tAmBhGuKsD55zzNQp5aenaBWq9Fo\nZmMYPmuObYvCMMy9CI8U5+NzvQ7HLBYcKj1ZoEzqFHdMHji11PZIn7KXwPg8GoptFufcbK42m+D+\nQni5+zUBGmwQRt7g1UFCCByyOX+m6M9rVyO7bQI+PT4X6YYLlY739LsXp1S1r4vTW8WFML9ddpc8\nKQu4o8ugco9Nr0e/D5IQ+MWkQ2CvgErHesyIxCqT/ELdNwqrEHijqBDfNPbHmwUFKKqGv1mFQuB/\nFi2C76+5EgUhQ4PR5MUHsFanq7EYiIio/qg3PYD/MBrw+ptldwdLrEcfIomqalZ+HrY4KbEh1wGr\nBf1G/7fss3WzNuih7gchlf8BXq1RI2JuMxQubob1bwVjkqYYgW80knW9TuruaBrVtNT2Xjf1he1i\n6fcDv5t8Ee+k2hm7LCZ4N6m41oP7vMac3VMH7bJa0GPseJec+4uvP8fqAyvxp/Fb/O/kBygw55U7\ntlPwndjhK79te3X402LG7i4e0ARqytwfogtH6xZtyj0+tYL3grrmF7MJl8bIy0x7RXpip4Wzj6+V\nIwQmF+Rh97RAPPvCK/j9VCJeLshz+fKmd7VFcFvYpPKBLuRxwRsvDHkF8S5IKhMR0Y2nXiR70iQJ\nSQ0blrvfGh5ZajkI0Y1oo8WMs7f54p9qTvbsMJmw4N0PSmx7ZviL8Ems/Mk3cHk2TJMFzWUVxVWl\najD5rill7rupTTv4FpR9zXOi6u8RqZKEOBkPhTUBGmyEibN76phogwHz3/mg8oFV8NOvq/DNrqX4\nInkuVpxdAqO17JouBq/eyIDCpbHIlSkEPrFqEfxo+QmoZr4tr3b0LEu2SglTPahVIoTAL0YdGvQr\n/zPJ9U6EKHCB7wUAgP2SDRO0echf3ARN1E3x4F3D4e3tjZ6zXsMXetfNdtkv2bCzhQpqr6oVXq8K\nySBhYNAQtGjaEvpGUUipoH4dERGRHPUi2bNMp8Xm/UfL3b985a/YauSTM7qxmYXAl/piBI8NQZyt\neotAJpTxoTUgoAHuDLsPksm5NzmdVN3RvGnLMvepVCqEe5ZTpFlhrfLytp8NOoS8Lm/2EWv31C1W\nIaqtdohKpcKGHZsxZ81sLDwxA+uTV8F2XRHxPmGjEO1Xugh4dZOEwCuFefD9qHn5Y6wSWje8qcLz\n9H5gGOLrQTOF3y1mZA6Xud70X6GvNsIKA5ftLDMa8JKnDh6LW0ClUqFzYI+rCf6p055FTGgY9rvg\nNWIVAh8UFSDkeXnv3a7SJLU1nnx4OgBg7aZt+NPI4t1ERFQ1spI9I0eOLHP7Pffc49RgHGEWAnsk\nW4VP/Bs3boIznBJLN7jFeh2Mr0YAADLbueNENT1J1koSkjVlL+14fNhUhCaXXTTZEao0N0y84/EK\nx0R4l309891+OFCFGwkhBPbZzLJbctfn2T1xNmu96yizyWzGyFmvVes1Q0JCseVgDIa/ex8WHH0B\nu7P+vvpzVSqVuOjeAYU1/HP+1KDDhUcrTjqpUtxwb98HKhzz/qKPcKCON1MQQmC1QYfAO+TP6gEu\n1yrbV80J+NrEJARmFBVg2a1uCJpzueaTKsUNo2+fUGLcut0HMK+4CAVO/jl9btAj/4WaXRapTvPA\n04NeglJ5+WO5t7c34jmzh4iIqqjcu5K0tDQsWrQIQgicOHECzz33XIkPIjqdDrpaUEBuldGAV5d+\nV+m4pHp4Q0UkV6oQ+MPTgoaRngCAyGmNsPG5NHTwltfGvCo2mU14Z8nyMve5ublh+M2j8cXFD6D0\nr/qSlFsU3dC6efl1QQCgsV8TCJuAQlXyemGDQ3BgSzr6ubk5dO29Nisy+/jAnlsG97lR+GLORcys\nhv8P1SXaasGb+nws8AzA3W5lJ/nqohiTAZ899UyNXLtbtx7YHLsFP3z/Hd7/5GU80Gws2gV0xq1R\nU7BefwRjdQV2nzPPZsMRmw1nbFbohYAEwAYBG3Dd15V9Ze0XOB2pRsNuFXcvilA0QVBQxQkhtVqN\ntDr+d3q91YzUwf5wZL5Vzh1+2LHXigEOvv/UVWlC4KWCXOS/FYWg0P+K9rdV3ozGjUrXz1l/JhlP\ntGqMpQ0aVrgsUK5kIfCrpxkNW3lX+VyOkswSbvcciFtu6lhi+1mlEgYh4OmEfycREd2Yyk32NGrU\nCN27d0d+fj5iYmLQqlWrEsked3d3zJo1q1qCrMhmkwmr7x5Y6bgMNzX0kgQvZb1YuUZkl4VFBWj4\nebMS2+Ik5xQkrkysxYKxA24vd/+QOx7C5s82INH/VJWuo0xXY+KAxyod1/eW2/D9lqVQR5b+AH1e\nOD6z5y+jAWFjy+5EVB5NgAbRMGGa5AXvevDe9IvZhE8CLYh4vzV+f+ZCvUn2mITA8Vow62LCxEcw\nYeIjeO2VV7Al5nc81HISkjxawqQ9CPcybgglIZBikxBrtSBFsiFTSMiCDRmSDXl+CngOCUBQ35Aq\nxSRnDksLv7KXVV4vTdTdZI8QAj/rtQi6t4VDx4c8FIz125MxwK36237XlB1WK942FcLny5a4tqS9\npJUwoOVdZR7j7u6Ou+a/g0/ffgvPeftWOYYFZfxtrG4RSU3xzNMvldo++5MvEP3Ssxjm4VkDURER\nUX1Q4XqD8eMvdx1p3bo1Bg0qv2VqTYm1WeHevaessdPefBs7F8zDPe6l2z0T1WdbrVbEdvNE6HXb\nE7wk5EkSGro4yZBQSZ0ThUKByf2fxBsHXwTCHb/Zu1l0QdtW7Sod16xpCwRoG0KL0rMhzkkWCCHs\nfmJsEgL7YYafXUddVl9m93xrNODrphKCn71c9+KQv0CaVUKjepDE+tNkxKzPltZ0GFctWLgQADBh\n5BiYi4BVEtBZWBBrsSBLSMgUEjKFDVmwojhKg8CRwSU6xHn/+1UdrDobbo7oLGtsuhCQhICyDs5k\n2GS1IHmQP4KrcI4DsMAgSfCsB78zFRFC4AuDHivCJQTNKp0cC86MwP0PP1ju8RMnPoahy5ehW04O\n+spcNluWtWYTTt7t59BMLGdRZrlh6u3Pwa2MGV333/8AXnz2KSZ7iIjIYbL+St5xxx1Yv349kpOT\nIV03zfrpp592SWByrNDp8MOa32WNHT/+Ecx763Ume+iGYhECn+sKETq59AfqoJlR+H3BJTzqWXGb\n8KpIsdlgaVT5bJdut/RApz09cETsdWhqvjJDjfG3PSprrEKhQIR3FM6UkezJae2BM2kS2qhUdl1/\nrckEPHV9Ok2eK7N7npK84OPEm7wDNhu26rV4yccPGhffPC/W67DyZhWCH/uv+HXwW1FY/mIG3vBx\nJAVWu+w0m7D0/oprztSEH1avgM1mQ68ubaFvbUbEiFCoff77s97g36+a5JXugzsHVz77FgCC2t+M\npOQLaKGquY5IjhBC4Ce9FsFDyi9SLYfmxQis+bQQE+vxzb1BkjCzqBDHH/JH0F2l54UJIdA5sPvV\n2jXl+X3bP7ijWTh+9PVHoAPvm8VC4CuTFkFDHZuJ5QzCKtBb9EfPTr3LHXPi3/pnzliyRkRENx5Z\nfyFfffVVzJ8/H/Hx8Thz5kyJr5pSIARi7Xyik1jH6wEQ2etLgx5F5RSe1ARpcNTFS7nWGw1Ys/5v\nWWOnD3kBHsmOzTdoL3VGh7a3yB4f6VV215WIJ8Ow3YEisdusRvjd5PiSAmd35vrOoMe73l54+I9o\njM/PQ7yL3vuEEFioLcaqWzUIfqzk60ytVmO3MFe5w1lN00kS4pX2Jf+qk0qlwubt+9H6tjYlEj21\nRWPP5vD0lJe8+GzJMuwx1b0izVutVpwfUPWZed5NvbDDbHRCRLVTohAYV5iHxHci0bCMRA8AqC5o\nMO7uSbLOt/lsKmYW5ENy4D1mobYIbu+WrglUnYISI/DS2NkVjonodxsLNRMRkcNkfTLcuXMnVq1a\nhaZNm7o4HPm+1WmxZtcBu45JElKdnSJOZK9MIfCryoQGLctPoMQJCyxCwM1FvxOnbDb4+cmb2dEo\nIgp9fG5HjHUdFGo74slUYly/SXbF1SSgGSSLBKVbyXy3WqPGOcm+uj3ZkoRjPpJdhZmvpwnQYKOo\n+uweixB4s6gQHg+PwIZFnwAA/kjJxj09OuKu/HxM9/J22vufEAJvFBdi51C/Mp/QA4D5qVD88j8t\nxtbhmQprjAZ8vmZtTYdRoQYNGqKbby/sEn/XuhkALXxbyR4bGdkIF+rgQ5kfDVqEjHBO3Ze4QCDN\nVD+WP15ro9WC923F8P+yJSqq5NXO7RaEhYbLOqdarcbwjxbjo1kv4iU7ZhAekmzY3liF4JpMjl5U\nYnLPqZUmQpf/uBrzW0bhZp+q1yciIqIbj6xPE97e3ggJqVoRR2eShMAOiwXh4fI+EFzR4tb+OMkn\nJHSDeK+4EL7vVbyEyjK8AWIsZpdc3yYETttZcHX68Ofhn2hfBYUO1s7o2E5eTZArbu1yO5BR9tvf\nWTuTPSuMegS9aV9h5rJ4zIvCF1WY3ZMjBCbl52LCb3/inX8TPVdEHziGJvPfw6P5eU4pgmsTAi8W\nFWD3pAblPqEHAP92vog2G6p8vZq012JB587dajqMSj1271RoLtSupJo1z4bebW+165i61pFru9WC\nM32cVwEp5LUo/Gyo+U6nzvSDyYj5jczw/7DiZW62Igl3tb3PrnM/NHwkYlu2wg6rvFmqNiHwflEB\ngmeWPbuzOghJoKuxN+7sfbes8fFWfm4lIiLHyEr2TJ48GTNnzsSBAwdw7ty5El81Idpsxl1PP2/3\ncUuX/Yidpvo7RZroit02K/a3d4O6kqWOQf0DsdtFyZ6DVit6jRxt1zHe3t64v/kw2HQyb/iylRjd\nZ6LdsUVERKKhueykUmoAcNGOpPAeqxlqj6o/Ib5Su0frwM3uAasVk4oKsTIxo9zExIhRY7AiJRtP\nGI1YaXQ8AWMWAk8X5iPu+RAEVNJyGwBOt9XgWB1NsudLEs56eNR0GLKEhUagi4e8hgXVpcGlIHTv\nZF9Mda0j13c6LULGOu9hmFqjxl6buUT307rMKAS+N+sQ/GxkpWPDL0Zh4K332H2NX6K3YaFOhxwZ\nP7MvDXpceqZmH14GnAvGy2Nflz0+1dsTBXUsCUpERLWDrGTPggULsHXrVkycOBGDBw+++vXAAzVT\nsPJPowEvznzF7uPUajUSK+kMRFTX2YTAJ9pChD5V+YdrAIizuSbZs91kxML3PrL7uPGDJyEqQ16h\n03amjuh6c3e7rwEAEV5RZW4PnBaOrTITYLFWK1I6OS8Z4DHX/tk9Pxj0eNfHC1uSMipN7gFAzOkL\nSHzoYTydn4cCO28oDZKEJwrycH5OJHxayZvNEP50ozo7U2GFQY/VW3bWdBiyPXLXE1CllO7qU1Oa\n+bSstNDu9cyBQcipI8nB3VYLEro5PxmY0dcHe2z2zTCsrZYbDVDMrHwWtpAEugT1dHgZ4uazKZiR\nn1th/Z40ScIad3OV6qtVlcgDxt4yGX5+lSfKr1i+dgP+MNXtGZJERFQzZH0KS0hIKPPr1KlTro6v\nlGRJQmqIY11vABZppvrva6MBl6bKbwCc3kqD0y64uUpw8JxKpRJjuj0CkVvxOHFRgdG9Jjh0DQCI\n9Ck72eMV7onTMpdyrTXqEfZ4hMMxXE8ToMFGmbN7rELg1cICnBs8BBv2HbXrOnPfWYSPT57H2KIC\nbJGZ2CoUAo8W5CHn3Sh4hdrX1XCP2oyiOvjee8BiQWRkzS33sFezJs1xi6p2LDkTkkBzf/n1eq6Y\nu+hj/OOi2YbOtlynRehk+5aTyxE+JhR/VWH2XW1hFQLrLXp4Na6846NbkifGDZrk8LXUajUmLVmG\n97XF5Y6ZX1yABu85p7aSI4QQuLmwK4bcMcyu41q3boOj1vqR/CMiouol+5FbUVERVq9ejU8//RQ6\nnQ779u1zZVzlWq7VIvqfgw4fX9wgEJfqyFNDInvlSgKrFUb43yy/WGXo9HCsc/KNhU6SkOzm+AyD\nu/oOwk3FHSsc087YEd079XL4Gs2DWsFmKjsBIadIs0UI7BfO72bmOTcKX1QyE+ZKfZ4xa/7Awg8/\ndeg63t7e2JqUiVU3dcDrhYUwVvBEPEcITC7IRfHHTaEJqKi8atl832yM7+rYzWumJCGzYfn1iGqr\n8bdNBtJrvnuYlAkM6m5f/RUAuP32O3G2DtzY7rNZcaKjfUlPexyAucLfybrgJ5MRumnyHs518OiI\noED76rVd7557B+NUuw5lJrD/MJsQN6Bmixz7nA/AzFFvOHTsKUmCrY6/HoiIqPrJSvYcP34cAwcO\nxLp167B8+XIUFhZi2rRpWLNmjayLvKsthtUJf6RMQmCvsMlaqlCexct/wBYHWitTxU5Lkt1LQmqD\nZQady9pS14R3dUXwWmhfsWC1Wo04J7dg32Q2Yf5Xy6p0jifumg5lWjkJoxwlRvQYV6Xz39plAJTl\n3BSfV9ugr+R18ZfZBNOkym9O/JIaouHZUNiyJFl1OC7X7jGXO7vnkM2GR4oKsCIxA926ObaE7Vrf\n//I7nvx7B8bm5+FIGctc04TAY4W5MC9u6nBtIk2ABtssxjpVh2SFXof1dnZ8rA3atemA9rZONR0G\nwgyN0LSpvOWY16sLdXuW6YoRNsV5s/qup3g6DL/V4RqDkhD4w6SHf7vKEyy2fAkDO9zvlOuu/Csa\nHxqNyLzmvUYnSfjKVIzgEfJnvDqbKBIY3mIsQoIcqxd09+NTsVtmEWoiIqIrZCV75s+fj7feegvf\nf/891Go1IiIisHTpUixdulTWRbY+2xDjC/Nwvoof4FYaDXjnJ3kJpvJ07NjZJUtWbnQ/6bX4uILp\n07VRoiThV08vvGw04EAdeJJcmQOSDXuaq6DW2H9DfsrD5tQCkIctFtxxx51VOke71h3QXdmnzARB\nG30H9O7St0rnDwwMRLBUdsN01cgg7Krkg3WM2YgGXSuvu9CzQT/8+Oxv+LjP/3B/8Qi0TbsF7me8\nYNWV/z7kUc7snh+NBizw8sTWpMwqJb2v17JlS6xPycY8bx98qC2++gT5nJAwRZsL5Rctq3y9rEF+\n2FKHblYOWS3w9nZel6XqNKr3OIjsmm3B3tyvpcPH1vaOXAdtNhy/yf4Zbvbwbe2D7Za6+2DqN7MJ\nuWMayBobmdsUA3pV7e/FtWLOp2Fmfu7V97GFumIo3m3itPM7ovXFmzH6vvEOH//qa3Ow01h3Xw9E\nRFQzZCV7kpKSMHDgwBLbunbtiry8PFkX8WnpDeMXLfCoKMJ3RoPDT3c3m4zo06efQ8de6zyLNDuV\nEAJHJTO2+tpq/Yf0K4QQWFCYjy1HT2HrmWTMUyiwrQ7diF5PEgIfFRUg5AXH6ov4z4jCn06c8eZo\nvZ7rPfPQDHidL7kkTeQq8HC3MU45f4R32XV7gnoF4GgFr4d8IeGwR+X/Rlu2hDs7DoJCoUC7th3w\nzOgX8dGUr7By6jq8EPQ6br10NyKSmkK6oICw/fe+eGV2T/G/v09WIfBaYQFO33MfNuy3rz6PPTbs\nPYwui7/EI/m5+MtoxDR9PjSLHb9pv1bIkGD8bnS8tXx1OmezQd+05mp7VFX3jr3QxtChxq4vmSW0\nCWrn8PGXNBroavHfkm+0RQibLq8AflUc8xPIrMU/h/IIIfCrUY8G/SpfBilsAt1CejlcmLk8T/+w\nCu9qixBrsyGmkRIan5orXO5xwQcvDnu1yv/GE9VQtDtVkpwyE5+IiGoHWcmexo0bY9u2bSW27du3\nD02bNrXrYg0WNsXXd2kwvTAf+Xb+MTlotSLgtgF2HVOeNKUSJv4xc5qjNhsyO3kh8J1m+D9d3Zjd\ns8ZkxM1PTrv6/d9xp7HYxxt/metGYdDrfWsyIv2RQIeP9wp1R6yTunKl2WwwOamobWDDQNwePAiS\n+b8bntbF7dCve3+nnD/Cq/w4z4nykzk/GwxoMKfy5XKhRZG4pV3pJTUeHh647/YH8OrEufhm+s/4\n9qE1GGmZhE5ZveB7piGsebars3su/VufZ8TK3/D+x5/L+4dVwT33DsaalItY1rYJPBY5N+FxyE/U\niYTwar0Of23ZVdNhVMlDXUdDyq2Zv3OqVA3u7TfY4eNHPvk0DtfC5LtFCMwqKIDP/fdhiHYUeubc\nhsbJLeF+2huWi1YIybk/7+A3ovCznd35aoNNVguSB8mrj+N+wRsT7pvs9Bj6978dqV2747X8XAS+\n4PrEXHkknYT7Q4ehaVTTKp+rOCICqS6cmS6EwIsFeRhVmIdd9aQbHP0/e/cd3lTZ/gH8m+QkaZo0\n3XsPWlpKKZSy95KN7KHgwoHKUEFwvm7F93WCA/fWnyjiXohbUVFAhmxKS1mF7uxzzvP7ozJKmzbj\nnCQt9+e6vN63yclzbjqSc+7nee6bEHK+c2ld/rJly3DNNdegZ8+esFqtWLp0Kb799ls8/vjjbp8w\nanQkSoeFYuZNB7FUF4rBLm4N+D9zPV547R23z9ecKdcuxG8vPIsBGvmKK55PPrNZkDi3YYXEhmQl\ntlYK6Kz0f4FQZ2oZw8s2G9bf+p9Gj3+6YTMmDRuAukNlmBWk81N07qtmDG8JZkT09K4rzFaRB88Y\nOC9nHz+xWvC+F0XUz3X15Ovx29M/4WT2UYgnGSYXSbOqBwA6xufhk4rV4PRNf1/3MgcExqBq5vvx\nM29zaaY4OyzPpdnc+LgEXD7pagCAKIr4fdMG/LLrB6zFCvxQW40v9rvWVl1Ka9/9EnOfvggV2eWS\njRl9dzJeufEwbje4XkDcH/7keZ9/v6U2sOdgvLsxF/sjd/r83MmqdISFubaFpzk33rgE/3tmRUB9\nRlcyEQurKnHLh5+ha9fGHc94nsc/u7fjj52/4ai5HEdMh3HUXI7q4Eoo4wCl2r3286dwQRx+FWxg\nTC/5yhc5vWMxIWa8a4nizrqubrUhd8cr766F2WzGmm/+D3+UbcButgMsmffp9zKjvCMuX3C1JGN9\n+PUPWFWYi+v0BknGO9c3PI/y4aGImRyNpU8fRs8d9bjNYESU0rPfX0IIIf7n0jt4cXExPv74YxQW\nFmL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gj4sY2uUCqcMLKEFBQZjWeTbEamnG+9PIfFqb5WyP1Nfhvg+lba0dyPR6PXqG9wcT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