{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import numpy as np\n", "import netCDF4 as nc\n", "import matplotlib.pyplot as plt\n", "from salishsea_tools import (tidetools, geo_tools, viz_tools)\n", "import numpy.ma as ma\n", "import pandas as pd\n", "import datetime\n", "import pytz\n", "import os\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "\n", "
" ], "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from IPython.display import HTML\n", "\n", "HTML('''\n", "
''')\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "grid = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/bathymetry_201702.nc')\n", "bathy, X, Y = tidetools.get_bathy_data(grid)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "mesh = nc.Dataset('/data/vdo/MEOPAR/NEMO-forcing/grid/mesh_mask201702.nc')" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": true }, "outputs": [], "source": [ "HINDCAST_PATH= '/results/SalishSea/nowcast-green/'" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Index(['Crew', 'Date (dd/mm/yyyy)', 'Time (Local)', 'Latitude', 'Longitude',\n", " 'Station', 'Depth', 'NO3+NO', 'PO4', 'Si', 'Comments'],\n", " dtype='object')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f = pd.read_excel('/ocean/eolson/MEOPAR/obs/PSFCitSci/All_Yrs_Nutrients_2018-01-31_EOEdit.xlsx', \n", " sheetname =1, header=3)\n", "f.keys()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1683, 11)" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.shape" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f = f.dropna(subset=['Date (dd/mm/yyyy)', 'Time (Local)', 'Latitude', 'Longitude', \n", " 'Depth', 'NO3+NO', 'Si'])" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1362, 11)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.shape" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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CrewDate (dd/mm/yyyy)Time (Local)LatitudeLongitudeStationDepthNO3+NOPO4SiComments
0Baynes Sound2017-03-0213:28:0049° 36.500124° 52.000BS-1017.9251.37354.9077NaN
2Baynes Sound2017-03-0913:46:0049° 36.500124° 52.000BS-1011.7491.07320.361NaN
3Baynes Sound2017-03-0913:46:0049° 36.500124° 52.000BS-1206.4080.64855.1414NaN
4Baynes Sound2017-03-2012:35:0049° 36.500124° 52.000BS-1013.0141.19355.9846NaN
5Baynes Sound2017-03-2012:35:0049° 36.500124° 52.000BS-12014.4071.23450.9256NaN
\n", "
" ], "text/plain": [ " Crew Date (dd/mm/yyyy) Time (Local) Latitude Longitude \\\n", "0 Baynes Sound 2017-03-02 13:28:00 49° 36.500 124° 52.000 \n", "2 Baynes Sound 2017-03-09 13:46:00 49° 36.500 124° 52.000 \n", "3 Baynes Sound 2017-03-09 13:46:00 49° 36.500 124° 52.000 \n", "4 Baynes Sound 2017-03-20 12:35:00 49° 36.500 124° 52.000 \n", "5 Baynes Sound 2017-03-20 12:35:00 49° 36.500 124° 52.000 \n", "\n", " Station Depth NO3+NO PO4 Si Comments \n", "0 BS-1 0 17.925 1.373 54.9077 NaN \n", "2 BS-1 0 11.749 1.073 20.361 NaN \n", "3 BS-1 20 6.408 0.648 55.1414 NaN \n", "4 BS-1 0 13.014 1.193 55.9846 NaN \n", "5 BS-1 20 14.407 1.234 50.9256 NaN " ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f[:5]" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "local = pytz.timezone (\"America/Los_Angeles\")" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import datetime" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "datetimes = np.array([])\n", "for index in f.index:\n", " dt = datetime.datetime.combine(pd.to_datetime(pd.Timestamp(f['Date (dd/mm/yyyy)'][index])), \n", " f['Time (Local)'][index])\n", " datetimes = np.append(datetimes, dt)" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1362,)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "datetimes.shape" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "f = f.assign(datetime = datetimes)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1362, 12)" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.shape" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array(['Baynes Sound', 'Cowichan Bay', 'Campbell River', 'Galiano Island',\n", " 'Irvines/Sechelt', 'Lund', 'Ladysmith', 'Malaspina Strait',\n", " 'Nanaimo/Qualicum', 'Powell River', 'Steveston'], dtype=object)" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "f.Crew.unique()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "list_of_lons = np.array([])\n", "list_of_lats = np.array([])\n", "list_of_datetimes = np.array([])\n", "list_of_cs_ni = np.array([])\n", "list_of_cs_si = np.array([])\n", "list_of_model_ni = np.array([])\n", "list_of_model_si = np.array([])\n", "list_of_depths = np.array([])\n", "cb_lons = np.array([])\n", "cb_lats = np.array([])\n", "cb_datetimes = np.array([])\n", "cb_cs_ni = np.array([])\n", "cb_cs_si = np.array([])\n", "cb_model_ni = np.array([])\n", "cb_model_si = np.array([])\n", "cb_depths = np.array([])\n", "for n in f.index:\n", " decLat = float(f.Latitude[n][:2]) + float(f['Latitude'][n][4:])/60\n", " decLon = (float(f.Longitude[n][:3]) + float(f['Longitude'][n][5:])/60) * -1\n", " Yind, Xind = geo_tools.find_closest_model_point(decLon, decLat, \n", " X, Y, land_mask = bathy.mask)\n", " if f['Depth'][n] == 0:\n", " depth = 0\n", " elif f['Depth'][n] == 20:\n", " depth = 18\n", " if mesh.variables['tmask'][0,depth,Yind, Xind] == 1:\n", " date = local.localize(f['datetime'][n], is_dst=True).astimezone(pytz.utc)\n", " sub_dir = date.strftime('%d%b%y').lower()\n", " datestr = date.strftime('%Y%m%d')\n", " fname = 'SalishSea_1h_{}_{}_ptrc_T.nc'.format(datestr, datestr)\n", " nuts = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir, fname))\n", " if date.minute < 30:\n", " before = datetime.datetime(year = date.year, month = date.month, day = date.day, \n", " hour = (date.hour), minute = 30) - datetime.timedelta(hours=1)\n", " after = before + datetime.timedelta(hours=1)\n", " sub_dir2 = after.strftime('%d%b%y').lower()\n", " datestr2 = after.strftime('%Y%m%d')\n", " fname2 = 'SalishSea_1h_{}_{}_ptrc_T.nc'.format(datestr2, datestr2)\n", " nuts2 = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir2, fname2))\n", " delta = (date.minute + 30) / 60\n", " ni_val = ((1-delta)*(nuts.variables['nitrate'][before.hour, depth, Yind, Xind] ) + \n", " (delta)*(nuts2.variables['nitrate'][after.hour, depth, Yind, Xind] ))\n", " si_val = ((1-delta)*(nuts.variables['silicon'][before.hour, depth, Yind, Xind] ) + \n", " (delta)*(nuts2.variables['silicon'][after.hour, depth, Yind, Xind] ))\n", " if date.minute >= 30:\n", " before = datetime.datetime(year = date.year, month = date.month, day = date.day, \n", " hour = (date.hour), minute = 30)\n", " after = before + datetime.timedelta(hours=1)\n", " sub_dir2 = after.strftime('%d%b%y').lower()\n", " datestr2 = after.strftime('%Y%m%d')\n", " fname2 = 'SalishSea_1h_{}_{}_ptrc_T.nc'.format(datestr2, datestr2)\n", " nuts2 = nc.Dataset(os.path.join(HINDCAST_PATH, sub_dir2, fname2))\n", " delta = (date.minute) / 60\n", " ni_val = (delta*(nuts.variables['nitrate'][before.hour, depth, Yind, Xind] ) + \n", " (1- delta)*(nuts2.variables['nitrate'][after.hour, depth, Yind, Xind] ))\n", " si_val = (delta*(nuts.variables['silicon'][before.hour, depth, Yind, Xind] ) + \n", " (1- delta)*(nuts2.variables['silicon'][after.hour, depth, Yind, Xind] ))\n", "\n", " list_of_lons = np.append(list_of_lons, decLon)\n", " list_of_lats = np.append(list_of_lats, decLat)\n", " list_of_datetimes = np.append(list_of_datetimes, date)\n", " if f['NO3+NO'][n] == '<0':\n", " list_of_cs_ni = np.append(list_of_cs_ni, 0)\n", " else:\n", " list_of_cs_ni = np.append(list_of_cs_ni, float(f['NO3+NO'][n]))\n", " if f['Si'][n] == '<0':\n", " list_of_cs_si = np.append(list_of_cs_si, 0)\n", " else:\n", " list_of_cs_si = np.append(list_of_cs_si, float(f['Si'][n]))\n", " list_of_model_ni = np.append(list_of_model_ni, ni_val)\n", " list_of_model_si = np.append(list_of_model_si, si_val)\n", " list_of_depths = np.append(list_of_depths, depth)\n", " if f.Crew[n] == 'Cowichan Bay':\n", " cb_lons = np.append(cb_lons, decLon)\n", " cb_lats = np.append(cb_lats, decLat)\n", " cb_depths = np.append(cb_depths, depth)\n", " cb_datetimes = np.append(cb_datetimes, date)\n", " if f['NO3+NO'][n] == '<0':\n", " cb_cs_ni = np.append(cb_cs_ni, 0)\n", " else:\n", " cb_cs_ni = np.append(cb_cs_ni, float(f['NO3+NO'][n]))\n", " if f['Si'][n] == '<0':\n", " cb_cs_ni = np.append(cb_cs_si, 0)\n", " else:\n", " cb_cs_si = np.append(cb_cs_si, float(f['Si'][n]))\n", " cb_model_ni = np.append(cb_model_ni, ni_val)\n", " cb_model_si = np.append(cb_model_si, si_val)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1362,)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_lats.shape" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1362,)" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_model_ni.shape" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(219,)" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "cb_cs_ni.shape" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib as mpl\n", "mpl.rcParams['font.size'] = 12\n", "mpl.rcParams['axes.titlesize'] = 12" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "image/png": 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AHj16NNl7AwMDCYAdO3bMUNxp0Wq1rFmzJh0dHfW+Z/369QTAGTNmZGFkIjtE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\nzB0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JQSdJgZiYGNauXZv58uXj5s2bDfb/kEgkWU9MTAxr1apFe3t73rt3L8P9aDQaFi9e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\nsWMZHBzM4OBgFipUiO3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(list_of_lons[list_of_cs_si > 100], list_of_lats[list_of_cs_si > 100], 'ro', alpha = 0.5)\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48.5, 50.8)\n", "ax.set_title('Occurances of Si > 100')\n", "ax.set_xlim(-125.5, -122.5);" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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rVhCAMp/s4cOHNDU1pbOzMw8fPqy0e/nyJWvWrKn0aO3fvz/Zs65cuUIzMzMG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\nmpG8m1X30v4r5/lLmHHM5Tw3kmy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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "viz_tools.set_aspect(ax, coords = 'map')\n", "ax.plot(list_of_lons, list_of_lats, 'ro')\n", "viz_tools.plot_coastline(ax, grid, coords = 'map')\n", "ax.set_ylim(48.5, 50.8)\n", "ax.set_xlim(-125.5, -122.5);" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1362,)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_cs_ni.shape" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1362,)" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_model_ni.shape" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "surface bias = 1.972148636208972\n", "surface RMSE = 5.079674987161972\n", "surface Willmott = 0.8529159894333944\n", "20m bias = 5.685960980319743\n", "20m RMSE = 8.185276734948225\n", "20m Willmott = 0.5543790964868649\n", "bias = 3.826328073797317\n", "RMSE = 6.809602055704631\n", "Willmott = 0.8036878933959636\n" ] }, { "data": { "image/png": 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Jc+caM4AL/V6KRqM888wzHD58mPvvv5+gF3IvBFdiizhTSlUCfw98HZgA7Af+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\noRB0dsLy5VopkXy9b1P199UMZO6yZyrNnaIousWZkbBm/AU+UlX1imx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szMFH+D+2sI+uYz2FpDtDXK1q1bOXLkCHfffTdLliwx7Tr5oqfXm7STQqrnY4iwEARB0I+IsyIk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\nKE888YRXz92XJJy5YXEY6VdfT4pRU63hH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (10,10))\n", "ax.plot(list_of_cs_ni[list_of_depths == 18], list_of_model_ni[list_of_depths == 18], \n", " 'b.', alpha = 0.5, label = '20m')\n", "ax.plot(cb_cs_ni[cb_depths == 18], cb_model_ni[cb_depths == 18], \n", " '.', color = 'purple', alpha = 0.5, label = '20m CB')\n", "ax.plot(list_of_cs_ni[list_of_depths == 0], list_of_model_ni[list_of_depths==0], \n", " 'g.', alpha = 0.5, label = 'surface')\n", "ax.plot(cb_cs_ni[cb_depths == 0], cb_model_ni[cb_depths == 0], \n", " '.', color = 'orange', alpha = 0.5, label = 'surface CB')\n", "ax.plot(np.arange(0,30), color = 'grey')\n", "ax.grid('on')\n", "ax.set_title('Citizen Science Nitrate 2017')\n", "ax.set_xlabel('Citizen Science')\n", "ax.set_ylabel('Nowcast-green');\n", "ax.legend()\n", "print('surface bias = ' + str(-np.mean(list_of_cs_ni[list_of_depths == 0]) \n", " + np.mean(list_of_model_ni[list_of_depths == 0])))\n", "print('surface RMSE = ' + str(np.sqrt(np.sum((list_of_model_ni[list_of_depths == 0] \n", " - list_of_cs_ni[list_of_depths == 0])**2) /\n", " len(list_of_cs_ni[list_of_depths == 0]))))\n", "xbar = np.mean(list_of_cs_ni[list_of_depths == 0])\n", "print('surface Willmott = ' + str(1-(np.sum((list_of_model_ni[list_of_depths == 0] \n", " - list_of_cs_ni[list_of_depths == 0])**2) / \n", " np.sum((np.abs(list_of_model_ni[list_of_depths == 0] - xbar) \n", " + np.abs(list_of_cs_ni[list_of_depths == 0] - xbar))**2))))\n", "\n", "print('20m bias = ' + str(-np.mean(list_of_cs_ni[list_of_depths == 18]) \n", " + np.mean(list_of_model_ni[list_of_depths == 18])))\n", "print('20m RMSE = ' + str(np.sqrt(np.sum((list_of_model_ni[list_of_depths == 18] \n", " - list_of_cs_ni[list_of_depths == 18])**2) /\n", " len(list_of_cs_ni[list_of_depths == 18]))))\n", "xbar = np.mean(list_of_cs_ni[list_of_depths == 18])\n", "print('20m Willmott = ' + str(1-(np.sum((list_of_model_ni[list_of_depths == 18] \n", " - list_of_cs_ni[list_of_depths == 18])**2) / \n", " np.sum((np.abs(list_of_model_ni[list_of_depths == 18] - xbar) \n", " + np.abs(list_of_cs_ni[list_of_depths == 18] - xbar))**2))))\n", "\n", "print('bias = ' + str(-np.mean(list_of_cs_ni) + np.mean(list_of_model_ni)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((list_of_model_ni - list_of_cs_ni)**2) /\n", " len(list_of_cs_ni))))\n", "xbar = np.mean(list_of_cs_ni)\n", "print('Willmott = ' + str(1-(np.sum((list_of_model_ni - list_of_cs_ni)**2) / \n", " np.sum((np.abs(list_of_model_ni - xbar) \n", " + np.abs(list_of_cs_ni - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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mT58OwNe+9jVuvPHGMwah3n77bebMmXPOvl5++eXk5eXR1dXF/Pnz+clPfjKh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FAAAg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\nyYfb4cPjhnjcxysvwcOVvTz8ByuzA6yrqENP6xjSwMBAIHBYHNRV1BVbt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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_lats[list_of_depths == 18], \n", " list_of_model_ni[list_of_depths == 18] \n", " - list_of_cs_ni[list_of_depths == 18], 'bo', alpha =0.5, label = '20m')\n", "ax.plot(list_of_lats[list_of_depths == 0], \n", " list_of_model_ni[list_of_depths == 0] \n", " - list_of_cs_ni[list_of_depths == 0], 'go', alpha =0.5, label = 'surface')\n", "ax.plot(cb_lats[cb_depths == 18], \n", " cb_model_ni[cb_depths == 18] \n", " - cb_cs_ni[cb_depths == 18], 'o', color = 'purple', alpha =0.5, label = '20m CB')\n", "ax.plot(cb_lats[cb_depths == 0], \n", " cb_model_ni[cb_depths == 0] \n", " - cb_cs_ni[cb_depths == 0], 'o', color = 'orange', alpha =0.5, label = 'surface CB')\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('lat', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Ni', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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L6OVt/Pbn5jeXvRryZ1yfcBIgk8sQCc19Bw4OwqVLsGCBXfGiULCPBwdLWeMP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xFQADE1Rr1r9hXjFhPlWEHrxRfh2JEADnsAt8OIgDiWBlu/8fubboJnnjHKcoOxlSTDXiqUS1rP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_lons[list_of_depths == 18], \n", " list_of_model_ni[list_of_depths == 18] \n", " - list_of_cs_ni[list_of_depths == 18], 'bo', alpha =0.5, label = '20m')\n", "ax.plot(list_of_lons[list_of_depths == 0], \n", " list_of_model_ni[list_of_depths == 0] \n", " - list_of_cs_ni[list_of_depths == 0], 'go', alpha =0.5, label = 'surface')\n", "ax.plot(cb_lons[cb_depths == 18], \n", " cb_model_ni[cb_depths == 18] \n", " - cb_cs_ni[cb_depths == 18], 'o', color = 'purple', alpha =0.5, label = '20m CB')\n", "ax.plot(cb_lons[cb_depths == 0], \n", " cb_model_ni[cb_depths == 0] \n", " - cb_cs_ni[cb_depths == 0], 'o', color = 'orange', alpha =0.5, label = 'surface CB')\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('lon', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Ni', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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vp+oLcjVu6xtrfexWS9zWN8QZ9doPhoaG6Lqta0HJmXQuzcngSXZ3u2/e61au\nXY53NbZtT9q2/Ypt2wXbts8AvcBHLMtqWep7a1k0aiYr5Zwq+HomcDsN2GTwc8pqJoOfBmzOBGpj\nEBCNwvHjJmixb585Hj+u4rlLcXsqfDxu2pROm4Fp6eO4wytAk0kIHu4lXxzH9meYKRQ5cSrD+clx\neh/sdbZxi8hmoa0Npqbg7FlzbGu78v2nGgqBDqzZ8QXnrNlxCoGO6v/wVaIlawLufz8VcRs3jYNF\npH6lsinCgYV1FbT51rWruSDUIkrrCdfC73JVlRPsiQmvYxPsW+77POe9rWBDsDgLNpz3tnLLfZ9f\n/cZch7vvhoMHIZOBlhZzPHjQnJerc1PNpcW4dXKfSMD9vh4+4vkSQVqZ9p5mndXKzqkvua4oOZjs\nnDNnoKkJNm40xzNnrqxjVA0dO3rxFsZhJoNtF2Emg7cwTscO9wXrbkRlzTCn+6isvkQC5ubgpz+F\nv/5rc5ybc8/7qYjbuPVGk4jUl2g4Sja/MCLups23aoVrl+NZluXFtK8BaLAsKwAUgPcDGeAYEAG+\nDAzZtr0K9+mdU7njVkvL7KXlG6vflu3bejgKC3awml3Xy9//RY8rl2lVOnQIdu6E0VFzF6211aR4\nHzoEPe6LCbhGKmXu2JdzW0HlWMx9/a70d4vQw12YDlZsgBEX/d3KbdkCw8MmOFtiWeZ8tZV2wSt/\nb9l4z1Nranc8EYDXXoM334RgEEIhyOXg9ddN5qGIXGmxnWd373bfNV9E1rZ4V5z+A2Yr4HAgTDaf\nJZ1Ps/s+LcW7Fq4NQgFPAX9Q9vmvAv878AbwNLARGMcUJv+VVW+dA8on2END76xa/ZDFbN/Wc3li\nWFpWEIksXFbghiyUxaRSsHUrbNs2f65YNJOCvj531jtyg2j0yppLSoVfWjQKR4+aHeayWRO4u+UW\n2L7d6ZYtbmbGPMeZDBQKpiZUa6s5vxrK31tE1qpMxmSUBoPm82AQpqcXBn9FZCE33miSlZUcS5IY\nTpDKpoiGo8S74sTa9aSLe8TaY+zZuWdBP919327102vk2iCUbdt9QN9VvvyXq9cSWUr5Mi2YPyYS\n7hwsLBZMOXEC3noLbrutNgJpTojHzd8E5gsqp9PmTqRc3d13m4KqoZD5l8mYQKdblxBkMqYoeUMD\n5PMQCIDfr8mxyEpqbYULF0wGVCBgXmvFojkvIlKPkmNJ+g/0EwlE6Ax1ks6l6T/Qz56dezTBF1eJ\ntcfUJ2+E3J6/AAAgAElEQVTQmq6jJKsjlbqyXozblmmVW6yuwKFDZkmeW+sduYFbay65XWn5Z2sr\nTEyY486d5rwbWZYpSJ7LmV3ycjnzuWU53TKRtePee02AOhiE8XFzvPtuc15EpB4lhhNEAhEiwQge\ny0MkGCESiJAY1mBcZK1xbSaU1I5aW6a1WF2B22+HO+5Y+Dg3B9KcolT4a5dKQXPzwnPNze7tW7YN\nN99slt/l82ZyHA6b8yKyMkqZpffcszCz1K0ZkiIi1ZbKpugMLSw+ql3HRNYmBaHkhtXiMq3KYMpv\n/iZ897tm4h0OQ1eXWYLk1kCa1A6fD158cX45Xi4H//APcNNNsGuX++qPlZYJRSLzy4RyOS0TEllJ\nKrIsIrJQNBwlnUsTCc7f1dauYyJrk4JQcsNqfTCdTJqd8sbHoaUFLl40QYOtW+Hpp51undS6ymVs\nFy/Cu++abCg31h+7915oaprfPTIcNlmC5YX83SSZXPje46aAnsh7UWapyPLpvX7t065jIvVDQaga\nUn4BLhZvY/1691yAa3kwnUiY7ec7O+HIETPxDoXgzrsGefftAV4aNlvFd+zo1a5dcs2mp+Hhh+GN\nN0zfmpgwA2ivd77+GLinkH8tLROqtZ05RUTk2um9vj5o1zGR+qEgVI2ovAAfPtyoC/AKSaXM39Tj\ngbY2c85qHOR9ob1YMyEK/k1YMxnOvroXQIEouSalmmnd3ebzffugsdHsQFfipvpjtZTZWGs7c4qI\nyLUrvddPT8P+/ebmiM8HzzwDf/qnTrdOVpJ2HROpDwpC1YjKyVZLS4Fw2LnJ1v7BMV4YGGZyNEtz\nR5hHe7t4uKd99Rtyncqzyt580wxsypcb3RIcYMYTAl8rFoCvlQIwemRAQSi5JpU103w+s/Tz/vvn\nH+O2Qv61ktlYCiCXc1NAT0REblwqZW7eHDxoahWW6it+73tmPFcL1ysREZmnIFSNuNpk67XXoK9v\nddfI7x8cY9/eA/hCAZo2hZjO5Ni39wCwsyYCUZVZZfk8HDhgvrZ1qwkI3L1+FH9k04LvsxtDePOj\nDrRYalllZtH998PJk6bwfbFYG4X83arWduYUEZFrF43Cd75jAlDBoDlnWWaDj1rKfFVdKxERQ0Go\nGrHYZOv4cfiXf4HTp00mz+HD8Morpph2NS9qLwwM4wsF8LeakUDp+PzAi7yw4cjlddzxrrgrU2or\ns8q2bzfH0dH5HfH8N3fQ0pgB5rcEs2bHKQQ6Vr/BUvMqM4sqB6JuXe7mdrW4M6eIiFybeBy+8Q1Y\nvx5s29w8zOfhoYdqJ/NVda1E1o7kWHJB7TK3znndzON0A2R54nE4MZXkO7k+vm3v4ofBL/NPx5PM\nzpqvh8PmeOKEWSNfTZOjWXyhwIJzs6EsZ87/iHQuTWeok3QuTf+BfpJjyeo25jqkUvN/r5I77jDF\nyZ991mSW3flAL97COMxksO0izGTwFsbp2NHrSJtlbYnFTD8r9TcNQK9PKcssEoGREXPUgF5EZG2J\nxeAXfsFkP42Pm2yoD3zAZEbVSuZr+Q3Q0qYkkYg5LyK1IzmWpP9Af03Med1MmVC1YmMS6wP9XDwS\n4ewbneQ5R35LP53ePQR9ZsYVDJo7RAcPVrcpzR1hpjO5yxlQAOenhilu8BIJtgAQCZo0o8RwwnWR\n4eUs4SnVfRo9MoA3b3bH23jPU6oHJeIytVK/SkRErt8TT8xnEtVi5qtqGIqsDYnhBJFA5PJc181z\nXjdTEKpGJIYThBojeGYibN4M+ZyfN1I+ToUTRM7FaG6ef6xlVbctj/Z2XaoBBb5QgJnxPLOzFxj9\nyHH+Zfg04UCYrg1dbGzaSCrrvqvrcpfwbN/Wo6BTjVG9hdqm509kbdGSBVkptbRz62JUw1BkbUhl\nU3SGFkaUw4GwK+e8bqbleDUilU0xciJMIAjBgAk0RYJhCk0p3ngDhofh2DE4d86ska+mh3va+cSX\nduJvDTJ1epzZ1nGOffwnZKKnCPlD5GZzHBg5wMsjL/Nm+k127dtF31Cfa9IUtYRnbSrVW0inF9Zb\nSLqj28kS9PzJjUomzfLWXbvMUX3HWVqyICup1m9SxOPmupZOm01JSh/H4063TESuRTQcJZvPLjiX\nzWeJhhVRvhbKhKoR0XCUgxNpbm6ev4XSdFOWC0ejzM6aZXiFgglOffjD1W/Pwz3tl3fC6xvqY9u7\nUV5OHeLcmTxz0wFm/RmONxxky9zHyfy0k8PhNK++2c8XP77HFXdBtYTH3a5nsFlZcL50dMPOOcmk\nqdV28KB5jT70kFla4HS73MTNz5+4n4r+uo+WLMhKSSbhM58xN1pXcyOelVTrmVwiYsS74vQfMEtq\nwoEw2XyWdD7N7vuufW1wrQfXb4QyoWpEvCtOY0ua7EwamyLTniyTs2kiZ+IEAiYAFQyajnvo0Oq2\nLZVN0Ty7FU5+AApB8I+Tm80znVkPF7YRDnkgH+H46xG++qIqMMp7u96MmMUKzruh3kJp8Pzii+Dz\nQWMjDA3BZz+rTI1ybn3+pDao6K/7pLIpwoGFL2otWZDr8cwzZuMdWN2NeFaaNiURqX2x9hh7du4h\nEowwMj5CJBhhz85rT7Ko9xUAyoSqEbH2GJ97dA9f+K8JzpHCNxem4Ue7mHo7xq23mm1r83mzvMzn\nW922RcNRvvOTNBFfG7d42wD40cy38OdvZmIKblpvlhDahDl4pHYGn/sHx3hhYJjJ0SzNHWEe7e26\nnP0l1XO9GTFurbeQSJi7t6GQCRSDyYY6e1ZZPuXc+vxJbVDRX/eJhqOkc+nLGVCgJQtuV35Xvli8\njfXr3XGNOngQWlrmr6GrtRGPiMhiYu2xG87orfcVAMqEqiHbW2PsnO7D951nmfrbL2CPxWhrg5tu\nMpPaYNDcAc5kVrdd8a44706lsf0mSytHmmKhkXVzHeSnyx7oz2JnnR98JseS9A31vWetqv2DY+zb\ne4DpTI6mTSGmMzn27T3A/sExB1pcX1IpE1AdGoJ9+8wxn196MunWeguplFk+EAjMnwsEzDlNkOfr\n+Lz2mnmujx511/MntSEaNUHLcgpiOiveFSedT5POpSnaRdK5NOl8mniXXtRuVHlXfmKi0TV35a+2\n4U61N+IREVnMStSgrPcVAApC1YjS4MDvh8ceg3vuydLQYCbnx47BkSPmePEitLaubtti7TF+vmkP\nVj7COCMEibDl5OcozHppaJoPTE3Mpnko7Ozg82qFUgf3Jxe8mTz/h8PMTUwxe+gNpl/6EbOH3mBu\nYooXBoYdbX898Pth/37I5Uz2UC5nPvf73/v73FpwPho1bc/n58/l8+ZcvU+Qyyc9sRjcfbep9ZFM\nuuf5k9rg1iB0PVupJQuyOiqXtLa0FFyzpPWhh2BiwowHbNscJyaqvxGPiEillVpGV+83z7Qcr0ZU\npuy1tBQIh+GtXBJPLEGhKYV3Koo9EqfdgQHek/EY/f0xIhETxT3ug+xPtrP+XyXI2in8+Shb393N\nk7/l7OCzVCh1Zm6G/e/sJ5vPUpj2cfClr/Kxua9efjO5mHybm2ZPU7S8FDw+PMVZgudPkn6t4Gj7\n64FtX9v5cm4sOB+PmwKqJ07M/w4TE3DHHZogV76vbdsGGzaYz/v6HG2a1BgV/XWnlViyIKvDzUta\nn3jC3Fw6e9ZM0vx+cw194gmnWyYrrZ4LNUttWKlldPG4CV6Bea/NZs0cdPe11zevSQpC1YjFBgdz\nG5JM3/pZ/DedxeOdplg4zHj7q7zb+EVgdd+xKycA27dDPB7j0KHY/IXkt5y/kKSyKRo9jRwcOUjA\nGyDkD3FsLMd409/wzw0wxzThSJT75tZRxEPR0whA0WrEmivSOLHKax1dZqnBwUoMHmZm4OGH4Y03\nzBtyOAz33mvO16JYDB7fm+QPn09w/N0UvlyUD94c53P/S8zx14PTUqn5Qu2l5/rOO90x6ZHa48Yg\ntEitcHNdvlgMvvhFBSfWOu1yKrVguQH75cyJmprMag/bNpmd9dTXFYSqEYsNDk53fpWGjcfx2CGK\n02E8jXka2o7zeu6rwFdXvY2VE4DkWJJDGxKQTUE4ChvjrHZwrFI0HOU7x75DwBsg2GgqXF6cvUjR\nm+M0P+YOPkqONPgL2PkmrGIRGwsLGxsP9nLScdaoxQYHn/0sdHSYAJHPB6OjsGXLjQ0eSn29u3v+\nXDoNmzat+K+0KpJjSZ4b+QwNd54jOjeNv+EwuaZXYOPTOP16cJrPZ3YNDIUWLr380IecbpncCN3J\nXh79ncRNKu/KT0x4KRbdc1deQea1r94LNUttWE7AfqmAavnXf+mX5rOg6olqQtWIynoXExNepjcc\npKmxhZtCQW6+yeKmUBC/1UKmxZntQsqLtP1mX5LP/t2VtZcWKwK+muJdcd7NvYuNjW3b5GZzFBrP\n4Zlt5dzMO/wo+9e8kfkpmeYZ8oFpbMuDhzlsy8Os189cKLL0D1mjKutFzMzA8ePwk5+YN9if/MR8\nPjNzY1ukr7XaLs+88gwnLpi9pcN+U4HwxIUTfOG7z9xwUcNap2KztWepjR3qfcvh5dLfSdymsq5i\nS8us6+7Kr0QxYDdb67/fUuq9ULPUhuXMUyrnTJVzoqW+Xg8UhKoRiw0O2tptPBbMFsDGHOcK0Bpe\n/WydygH1T3IJjr8eYWY8gsfyEAlGiAQiJIadfXXF2mP8/Jafx8JifHqcYGOQdY1Bpuw09lwDPjvE\njJ3jR/cnafBMM9foZ6Z5PXONfjy2zd27H3S0/U6qHBwcOWK2TC4FnWZmzOdHjsw/5noGD24tMH69\nDo4cpMXfQrAxiGVZBBuDNMy18L3hg3U/AT19Gtatg3feMcsv5+bMUszp6aW/V1bf1TZ2KA9EaWC1\nPPXyd9o/OEZf9xB7tu2jr3tIO8zKdVvrgdu1/vstR70XapbasJx5ylIBVQVctRyvppSnIg8NvUNg\n8iG++8aLzExY5KcDeP15WiITdG9b/bUslSm0M8EULVYnR45AW5s5Fw6ESWWdf3U9+cCT9B/oJxKI\nEA6EefXtYzR6i/gubmJuzsLXEGT0vjEONB5j50t34pmaoNjUwo7dD/M//8e7nG6+YyrTT7NZU8+n\n9CYaDpvdGcsHENc7eFhLafcWlokSl7mQBm+DVTMp59VYNpRMwltvmaynO+80Owbm8zA5aQqUi/uU\nNnaIBE2HLR0Tw4nLxafdXNzYTerh77R/cIx9ew/gCwVo2hRiOpNj394DwE4e7ml3unlSoXL5yOHD\nja6qx7PWl2qt9d9vOeq9ULPUjqXmKUst2XNzDb7VokyoGvbkA09y16atdHbAptuydHbAXZu28uQD\nT656WyojumGi4M8uDEjks0TDzr+6Yu0xHrtpDz/9YYS//NsRpieaCNo3E25p4KabbJpac/h9RU7t\nKPDHmcf5P2c/zR9nHq/rABRcmX7q85ld3rq6zNe7usznPt/aWEa3Uh7qfIiJmQlys7nLS0CnZieI\nNizcW9pNE9DB/Um6+/rYtmcXD+zp43/9QnLF784mEnDXXaYYYz4PgYAJSB06pD7jVqlsinBg4a27\nypsLupO9PPXwd3phYBhfKIC/NYjlsfC3BvGFArwwMOx002QRldl5LS0FV2XnrfXMgbX++y3HWsuE\nl/oVj8Obb8J3vgPf/rY5vvnm/Ph2rZUeuR7KhKphsfYYTz/6NInhBKlsimg4Srwr7sh2yJUR3S7i\nvDjbTygMRTtMNp8lnU+z+z7nb2ckk/D8n8e4JxLj4TB87UQf441HsW85xbQvS4AwTbNbuWXddqeb\n6iqVOyDefz+cPGm2Si4WzXHrVrj1VjN40BbpxhMPPMHI+Ahnp86SzWfxe/20Nd7BneNPQGj+cW6Z\ngA7uT7J3Xz8hX4RNTZ288U6afFM/7XN7iHhiK3Z3NpUyW2yHQjA8PL87XiSiPuNW0XCUdC59OQMK\nrry5oDvZy1MPf6fJ0SxNm0ILzvlCASZHs1f5Dnept8Lxbs/OWwuZA8mx5FXH7Gvh91sJaykTXupb\n5V5W5Z9Xzqnqcc6kIFQNMwOkGKlUbH6A5FCGe+WA2p+NsXVqD7f+QoKRcXOx3X3fbkcCZJUSCShs\nSPLTUIIsKcIdfjLpceZO3cOdt4UZn8kyPpOm9xfrKBy9TFfsgFgxSH/66dV9Az16bJDRIwN486MU\nAh107Ohl+7ae1WvAMsTaY3zx0S8uGHjefWec5/88RnrOfRPQgRcShHwRWv1mJGxNRwj44PU3Esx+\n4wK+XJaZYJgTd3RB3/W/4ZQG3O3t5h9cOQAXd4l3xek/YN7ow4HFby5oYLU89fB3au4IM53J4W8N\nXj43M56nuSP8Ht/lDvW4VbzbgyDVCtyuVrCxVFMvEogsqKm3Z+ceYu2xughMi9SLRMLcmH/ggflz\n6fTCG7j1HnBVEKqGlN9BOX+igeK/rGdrU8w1A6SmJrO9um3DQw/B478Y49ChmLmLFgXWAy4oA/Ha\n6SRvtvcTJEKITvLrsmzwWGROTnP45AiNF6P87MQvc/DFCxzM7qO5I8yjvV2qYbEIJ99Ajx4b5Oyr\ne7G8IQr+TVgzGc6+uhfAdYEozsZgKAaXXgvb4+6dgI5OptjUNH87POAH660wO96cYmYiR64hRCCX\noyl5gP/0H3fya79zfa8LDbhrT6w9xp6dexYEVBe7uVDvA6vlWut/p0d7uy7VgDIZUDPjeWbG83zs\nqfscbtnS6rE+T+V78sSEl2LRXe/J69bBiy+apdsPPXTjY97VDDYuVVOvHgLTIvViOZml9ZZtW0lB\nqBpReQflwEgKNvbT6duDh5VbInNdbUvCZz4D586ZAJTfD4cPw+gobNnivruImU0JPNMRgpcyPYJE\nCOS3EChE+Lcb+iiMjzH1Twc45Qlwy+0qpupWo0cGsLwh8LViAZOzrUxegNe/PcB/nupxzZv5ew1y\n+/qcbt2VOpqjZKbTlzOhmprg5lPT5O0mbG8Q24apuSD+dfDf/mT4uoNQGnDXplh7zBUZreJ+5nq5\nkxcGhpkczdLcEeZjT91XE9fR0gTizBmz42s2a5YOr+VMzVgMHnsMBgbM+K2pqYmnnnLHe3L5dfSx\nx+ZvWtyo1Qw2prIpJkY62fcyjE9AqAUefDDMROf8rHStB6ZF6sVSmaX1mG1bSUGoGlF5B2V24ibW\ntxQYJkE7prc6tXb/mWdM0GlmBgoF8Hphasq8qN7/fvMYN91FbL0txYXXOsnZJssjPw2n3w4z40/x\njW/Ag1PDbLCKtMydIZ/MU2gO0NDawgsDwzUxeK4X3vyoyYACJqdMfarGxhCbmkYZHnHPm3mt3VHv\nfTTO3n3mdnjIF+b8VJZts14mx7vw2KZgbWMjTBPAf+HGartowC2ytj3c016T181oFI4dMxslBAIm\nAJXNQiZjJg9r8X0rmYTnn4d77oGHH4bDh6d4/vkI27c7//tW6zq6mnWwJkejfHd/mnVWhJZmsyHH\nd/dn+cUPuWS9o4ismKWy/WttblANCkLViFQ2RWdo/krZ3FSA6TCn7RRDPzSd2+eD+1Ypy33/4Njl\nu5vvjITxNHRBuJ1AwASicjk4fXrh97ilwOWmdVFO+NO8804EbJPpcbGQxT8bpakJ1qdP02KnsT2N\nzHj8eGdnKZ4+Q2Z6xummS5lCoANrJgO+Vs6fB28j+K1x3jrfwf795vXwzDPwp3/qbDvdXuy1Us/D\nMWAPAy8kGJ1MYeWjTE/tIDQborju0oNsIJ+nYdON1XZ5ryKtIiJOicfh137NLPsKBEzAwLbNjp5r\ndZJQOSlqaSkQDrvj963WdXSxbIXjx+HUKdi1a2WXyLz5t3Ea2vtpsIBCmIbmLA12mjf/djes/qbW\nIlJFS2X719rcoBo8TjdAlicajpLNz2cdRKMXOZfN8u6JKBcvmsyE8XGTQn2jW6cvZf/gGPv2HmA6\nk6NpU4iG2Rz3XjxAZHoMyzJt8XpNIKqcGwpcJpNw8h/jFLxpotvTRDcXOZ1O09CUZt07cTwe8NvT\n2FjMFBvxNFz6hSwLctPONl4W6NjRi7cwDjMZpvNFAlYGb2Gc/a/3EgqZCcP3vlf918NSanEr9u3b\nobsbPvhB6OqC4vs20TiXxzOdwy7aWNM5/HaeD3+667p/RmmJcTqXXlCkNTnm8BMmInUvFoPbbzeT\ngvFxCAZh506zo+danSSkUub3LeeWSVG1rqOV26QfPQoHD0JHx8IlMisxjsgejXH7qT00FiJM+0do\nLES4/dQeskfXYERTRIjFTNmNZ581x/Jgdi3ODVaaglA1It4VJ51Pk86lKdpFGlsu0BhK056JMztr\nijV2d5saTIlEddvywsAwvlAAf2sQy2NRbAySJ8At48PYNszOmiCU1zt/YS9d5OMObziXSMDWphgf\n8u1hnRVhNjDC3FSEwGt7uPhWjLNnIY8fC2hglsaGS78QmLV78p6SSfNGu2uXOVYzALR9Ww8b3/8l\nbF8r7c2nOZtu5Vs//BLpcz1Ylokb3nRT9V8PS6kc5LrltXA1lcGhjq1pjt3352R+7iaK/iC+/Dgz\nDUHe/+nrL0oOC5cYeywPkWCESCBCYtjhJ0xEBLj3XvPvE58w46v29rU9SXDzpKha19FStkIkAiMj\nJgNq507Yts0sPS9lhq3EOKKjA4qnY2x+u4+uN55l89t9FE/H6Oi48f9bRNwnOZakb6iPXft20TfU\nt+Ama63NDapBy/FqROWuRC2NLfx3md+mbWuMNwpmoHDkCNx5Z/XvWk2OZvE0eMi89jbWdJ7OuQBn\nguALv83ZnV/HOxWlZSTOv7rDFEx3U9HhUvqjh9jlWlpjSTh/3iQ8FQowxiamaaTVmsRbzGP7A1gb\nIoRv3+Bs413OiSJ727f1sH1bD8kk/E4c1q83d6zzefPvoYecv4sbi5kaG3/yJ3Dhgmnjpz/t/Gvh\nairrz2271RxHW16gY3Pfii1PqFxiDBAOhEllXXDbXUTqXr3t4Onm3fGquZFFeW3CXbuqt0Smtxf2\nmg18CYVMht34ODz11I3/3yLiLsmxJL3f/gwnxs6Rm5km6DvMC8OvMPDfP63dMC9REKqGHP2nGEMD\nsUu7lqTZuDHC/pPmYhYKmeVv+/fDhz5U3XZ4GhsoHH8bGv3YjX58DVlutc6Q8hUJ0Qk3pfFs7uff\n/I97LtWXcY/F1v97vSYKbdum9sMxu4ufKRxgfF0bt94/v630o73Xv/SoHjhZZC8Wg/vvh3/+Z/M6\nCIXgZ37GPJ+bNlX3Zy9lcBC+8hVobTX9b3zcfH7bbdDT42zbFrNYcGhrZxh/KMWzfSv3c6LhKOlc\n+nKwCyCbzxINz992r/fta2XtUt92v3qbJFT+vi0ts/z2b7vn912NjSyW2tHqRpSu96XdBzs6TADK\njeMAEbkxX/juM+TP/pgnIxPc6itwcsbLvrMtfOG7z/BXv26K1db75jwKQtWIwUFzByUUMpPq0VEv\nJ07MB6DKWdYqNsyCoj+NZxaKwXc5f9MrNMyGaWvo4L+dTtCDu15di93ZnJyEW26BiQmYnobJpnaO\neHbSOTnMm69laVgf5sOfro1tpavt6LFBRo8MmJ3pAh107Ohl+zYzgnKyyF4yCRcvmtdCKbX99ddN\nQOqLX6z+z38vAwOmXa2t5vPScWDAnYPPUnBoem6a4fPDZPNZfA0+7tu0srsexLvi9B8wL8ZwIEw2\nn+XN02k6UrvZ9XVTWH501Cwxrtfta2uVAizvTVsz1456mySU/75DQ+8Qi93ubINWWbWz33p63Hnd\nF5GVdXr07/itDe8ybns5VWgk4p3jtza8y5+O/p3TTXMNBaFqROVEtqVl7vI60mDQXCjDYVO/YLrK\n9bOLs3N4t97GzOl3sabzzDRNcqb9LN6Cj3UNIYqNOc7wOokfTPHEDncN4Ba7s7lxo/nbbd1qHjM5\nCW+/3c75cDtPPGH+tv/4U7hnjW7LvFxHjw1y9tW9WN4QBf8mrJkMZ181ueXbt/VU9Q7iUhIJ8/x1\ndsLwsPm5pYCU08/Z6OiV2VihkDnvBpUBg7sfjfPFd36dN959w9Sf8zTS0tjCxqaNJMeSK7Z7XeUS\nY38+iv2D3fibYmzshO9+12SNdXbO1+YAd+zUJFfnZIDF7cGvUvv27Zvfzbbe+rbbnyOpb/WW/SYi\n1fHRdRfI2B4mi40AjBc9FD1FPrrugsMtc4+rBqEsy3r2Wv4j27Z33Xhz5GoWm8i2tMB5bxK6E0AK\niHLynTgX34qt+Nay5Zo7wkxncrTeuxmAI/mDeHI2U4ECDR6LBoIUPdNcnM24clBdeWfzzBn4+7+H\nmRmYm4OpKZNNtn17/U0Q3svokQEsbwh8rVgAvlYKl85v39bjaP2My7W+PKZ4LJgA7chI9X/2Ujo6\nIJOZDyCDCa64oRjpYgGD/+svj3Ks4wQ2Nh48FCkyWZikMFcgMZxYsSAUmEBU6f/r6wNfExRPjZHa\nN8xtp7Nc9IUZfrGLtk+aJ9UtOzXJ1VVrWe5SwQu3ZxeVt8+2zb8DB0wR5Pb2tdu3y583vx9Onpy/\nYeC250gE6i/7TURW3hZ/A2/NFvBYc1h4sCmSmbPZ4m9wummu8V67472v4t+/Bh4HPg48cOn4+KXz\nd690wyzL6rUs6xXLsqYty3qu4msftixr2LKsi5Zlfd+yrNtW+ue7TUeHmbiWs9uSzP1MP5npNC12\nJ6czafYX+gluTq741rLlHu3tYmY8z3TGbNfeONGEf8bD4fcdJNv0CtnmHzEdSFEsWq4dVJfv4nb+\nvFnKVSiYiUHpuGXL/OPX6gThWnjzo9iNC9d+2o0hvHmT0lO5y0wksnqTCzfv6tPba167mYwJjGUy\n5vPeXqdbtjBgUAq4vrl+gELBy8amjWxs3sjN624m6A1y5N0jVS0ankpBYXSMqe8dgFyOmUAIXyHH\nxhMHePfwGOCe51SurhrbvJcCOOn01bdNX6wvr9SuViuhvH2treZGRyBgMjdhbfbtyuftxz+GEydM\nti+xSvAAACAASURBVLYbnyMREZGV0Ni8jQg+bBuKzGHbEMFHY/M2p5vmGlcNQtm2/WDpH/B5YBL4\nOdu2223bjtm23Q58EJgA/kMV2nbq0v+7ICPLsqwNQAL4HLAeeAX4L1X4+a5SOZGdmGhgoiPBg3dH\naPVHmBj3MJ2J0LE+Qm5zoqoDvId72vnEl3bibw0ydXqcucYgP/jZH3I2ehy8ObDmsK1pZvyj+KIr\nHAFbAZUD41QK1q2DW281taHa2szx7Nn571mLE4RrVQh0YM0ujIRas+MUAvMpPbGYCe49+6w5rtbd\nRDdvddrTA1/6kpl4nj5tjl/6ksm0KwVC+/pWPli8HIsFDHLeUTxzzRSKhcvn/A1+MvnMgqLhKy0a\nhXP7hxmfCXB+KsjcnMVFO8isJ8D4y8Ouek7r2eCg2a5+2zZzHBxc+PVqBISXE2CqRvBrJZW3b8cO\ns3unbZtr+lrt25XP28yMyeAuBd7AXc+RiNPKb5A6NS4QkRt370O/x9ZQiI0N6/DONbGxYR1bQyHu\nfej3Lj+m3l/vy60J9YfAU7Zt/6D8pG3b/2xZ1u8DfwQ8v5INs207AWBZ1gNAebnjOHDYtu2/uvT1\nPuC8ZVldtm0PX/EfrRGVu2q0tBSIdqf4YKwTz6VC5Pv2QUsoTJb5EV21BngP97RfLtS95Xf/grO+\nt6Dog2IjWAXwFLApYu1IgMuKk1cuF5mZgZtvNoGo7m4YG4Mf/MAEoYrFtb8t83J17Ojl7Kt7KWAy\noKzZcbyFcTbe4/z+wm6v41BZjNQtS4cWq+MVLHRgNZ6mUMwA4PV4yc3m8Df4iXdVb5Z8991wKJ0l\n3xiiwQtzBbCL0NASoHghSyTirue0HlVukJHJzG85Xurf8Th85jNw7pzJePH7zfvr009f/89dzqYH\nTtakW47y9rW1wQc+YDKDgDXbtyuft3DYZB2XBynd9ByJVFOtLyleLaobJ263nD5a2rTJf5XNnJLJ\nhWOlw4fhlVfMWKle+vtyg1BbgItX+dpFYPOKtGZ57gJ+WvrEtu0py7KOXzq/ZoNQsHAiOzT0U4ZY\nuMV5OAyZ6Syt/vkR3WoM8DINx/BaQYq2TdGaA7sRq7COhuAk0wH33eJcamDc3m4mxKdOmWVlbgto\nOKX0xlm+O97Ge566fN5pbq/jUH7RevNNk2230nVzrtVidby2zPTy1pa9NAVayc3mmJiewMbmqQ88\ntaL1oCodOgSeSJjAVI78XBBvI6xrgnVWns3vC/P/s/fu8XGV573vd819NJoZjWTdLHmM7zJ2xjLY\niZ2CEW5uTpuQKg5pz05OiN2mhbicfVLXpEBanRI4u1RtsxvFpLuBTdnJDiE+QyANKSkYYULsAAZ7\nsLF8EeCxZMuSrblKc9Ws88erkUaDbI3tuayR1vfz0Wc0S0szz8x613t53t/zPB0dBXtrlRzJtdJj\ndoXWa63YmouDqZQ56XIh2z6DAVasmN0LzOzrtnIldHeLNqRu8KhcDYVwUBTD6TGdg+nee4UCPxYT\n73v+fGHy6ZUTqiNORelcSRtdvmzrJddIu3czUeXebhfq6N5ecfz73y/CB1EAkizLM58kSa8CFcCn\nZVk+l3F8PvAcEJZl+aaCGChJ3waaZVm+Y/z5o8CQLMvfzDjnVeBfZVl+POt/vwZ8DaC+vv7GJ598\nshAmloRwOMx5zvPoe4/iS/iIj8WREyZCA024Lv4lTdpljIzoCId13H77GZYsGSmYLX/w/F2MaobR\nakAjC79mQk4iaWL84ZLbuOO6Owr23lfD448vJBTSY7WKcKPhYT2HDlVhsSRZv95XtO+tUITDYSor\nK0tthkoGvb0WnnpqAZWVSSyWJC+/PA+tFlavDlBdnQDEomxoyMg99xzP2/vm0hZ6ey288so8zp83\nUV8f5eabL3DG+gt+3Pss58LDaCONLB66g6bA75NIaCbOAT7wf9dyv/zd363AOjKE8a0exnRGUnoD\nUiKOJhbnpl3VrGxTkznmi6vtI770pQ9TXR1HkxHIn0rB8LCBH/7wNeCD/StAKKTDak1wxx2nr8re\n7PvnUn30dG1ZSX24Eu0r5Hgx3XU7d87EvHlREgmtYr6DucSVtEGlzSVy7QdK/ZrTkcu888CBam64\nwUdNTWLi/woxL8gHhWobhRg/VAqH0vqIYpCvNvrHf3wjer2M0ZiaOBaLaUgkJH7wg4N5tbmY3Hrr\nrQdlWV6Xy7m5OqFWAb8C5gEHgUGgDrgRuAh8QpblI1dt8eXfO9sJ9d8BvSzLd2WccwT4G1mW/79L\nvc66devkN954oxAmloTu7m6qW6q5d++9DI0MERuLYdQaMY7Vcv3AQ8S9rqLJWL/wb3/GL088T1IX\nQicZkFMSCUZpsNby71/eU1D1xNWwZw888AAkEiJMpKkJ+pIeRp1uAnhpqnTy1bVWnNLPp5VQKp3u\n7m7a2tpKbUbRUbKEu6NjqiKgu1vkh4rFxDG7XSij0nmi8sXVtoXMnZ5oFPbtE8c3bRLJlN99V+Sz\nWbJkqurkWnYr099R6uwAodd70IQCxEx2qj/awnd/2nB1L6oyLVfbLtraPljpMf28u1s837ZtslJl\nmnSlyseuqObuVJR8f5czhR4v1OumHDL79Vz6baXNJbLHUZh8frXjZiFeczrS/eKgxkMPbnrOedGG\nnFT2t/NHt4ov/5e/FOdu2VJYW/JBodpGocYPlcKgtD6iGOSrja5dC3q9SAWTZnRUrE3feit/9hYb\nSZJydkLlFI4ny/JRSZKWANuA9UADcBz4IfA/ZVmOXK2xV8FR4CvpJ5IkWYAl48fnFI+88QhDI0PE\nx+JUmapYOW8lBq0BR4ubjrbizfK+9cm7OB/po2fgNKGxISTtGA2WWv7x0w8pzgHl8cCzz4pwu74+\nEYt7LuWh8fOd/M4KB3ZTM/Gh17Be3EfU3ISpohEp7mfwoEh8Ui6OqFJSikWHxwN//udw6pToxCsq\n4KWX4LvfVcaCJzsEtK4ODh0Sg5jTKRbyXq9yEhNn5k1Lh88AHD8uHBHppP3rxoeZfIQNpMOVHPMb\ncP6fDQQCkPTBn+y8lk+ikk927JjMAWWziWIZwSDcn5EWrlC5mXIJt1UdHspD6WHSc4nsfJjlFu6V\nS244JbzmdDidcCLo4aitExMO5GAzSYOPwMpOBthJAy5aW+HFF0X/qcSQ4mKg9Nx+Kir5aqMbNoj5\ndbpSbjQKoZCYY88VLlkdLxtZlqOyLO+WZfmrsixvGX/cXSgHlCRJOkmSTIAW0EqSZJIkSQc8DayW\nJOnz43//G+DwbE5KnolnwENHdwf3vX0fPzn6E0biI9iMNiKJCL858xuiyWhBy6hPh6vBRdfnHuLz\nKz9Pi/bTLA98nU+P7GH5mPIcNulJ2LJlcOutcPvt4Piom6jfgcPsQCNpWBF9h4hk5nwyhiRpwFBF\nUmej/1hXqc1XPLmUUi8E3/622DkYGxOL47Ex8fzbhajbeRVkVwwbHBTJiW02MehUVcHGjSIvkhLI\nrOQVCIgB0mSa/AyxmPjJ5Fon7unk8g6HcBA7HGoeCKWxdSt8/evCaXrokHj8+ten5oMqVKXKmarI\nlKrvUVEpF5ReQXImjEZ4/nlRhKe7W+RQulYHRSGqeU5HezscHXMjxRyYZAc6rYZY0EEq4uBnPW66\nuyEcho99bG6PgUqudKyiAvlro3feCUuXit/TfdDSpeL4XCHXxOQASJK0BVgHLAC+LcuyV5KkTcAp\nWZbP5tm2+xEOpjRfAv4fWZY7JEn6PNCFUGL9FvjDPL+3ItlzdA8P7HuARCrBxfBFJI3EmcAZhqPD\npOQUWknLq95X2bqqBM6fQRcjv3CxKS3zVmgywel2vWImL5GBZrq7RUewa3mIkN5CiujEObLehi7a\nX1xjy5BS7bTu2wc6ndhJCIfF7zrdZBhZqclOSjw4KCbUt94qEuGDGMyUshjI3Omx2yEyvtWQXsAY\njR/8n6uZuE+nXFFa2MGVkP15Vq8WjsXZoszxeODwYbjttsmd+sOHxfH05ypEpcpcEoGWg8pDVWqp\nlJJyVpl4PHDmjFBeWq1C8dzdLRZtDz549a9brIIGLhdUL/Zy7Iie47pu5JoAY2Y7mvgKDHYv/h7R\nLzz88FSn/lxD6ZWOVVTSbXS328OzATeSw8uGjzqhrp3MavAzjfcuF3zlK6Kwy/Cw2Iz+ylfmVlvP\nyQklSVI98CwiB9T7wCLg+4AX+CoQBfLqu5NluQPouMTfXgBa8vl+Sscz4OGBVx5AQqK2opaz/rOM\npcaIpWIkY0lqTDXExmKcDp5mde3qotvndsMFrYd9ATehkBdrysn12nbcbpeibqi0JPqsTeR/suNk\nJGDENxKgKurAZoOzMSumhJ+oAXou9mDSmajXGTFZmkptvuIplrQ9m9FRSCaF40mrFQ6deFwcUwLZ\nE6u6OpEDqiEj1ZGSFgOZE/MVKyadea2tYoJeVydyQl1L2MBsq4KT/XlOnoQnnhCS66VLy//zQe6O\nnnyHYOXyvqXqe3JltrX3q6HcnHDlZu9MKL2C5OVwu0UOwuZm6OkRtttsIqfntVwTlwvWrBGh+8PD\nUF0tQvsLUR2v/7SBWMPLVGttBIZtyMYIo7Z9SBduoaoKrr9ebFrMZScUqCG8xWS29XFFo87D6JpO\nbjGJNC6BqI/O/Z3s3LgTV4Mrp/E+nR5mzRqRbzUQEM+XL5871yDXcLzvApUIx08LkFlw+QXgd/Ns\nl0oW7h43ibEEdpMdSZIwaU2kSKHT6JCQiKfi6DQ6rrNfx5Gh4sf0vNzjYT+dRPBhSTUTwccr+nt5\nfOhOtj2zjY7uDjwDpY+LWL3ZwwGpE3/Mh1Vuxh/zMRA5g7H+XTD5QErx4mgzNn0YyxiYtAb0yREi\nkX4SjZ8ptfmKp1DS9plCcSorRQheus6CLIvnSira4XIJ2x97DP75n4XDTKmS88zQuEQCbrlFxKkn\nEuLYgw/CQw9dW9hApmNBo5n83e0u2McqKG63aHOHD8PPfw6vviqSTp49Ozs+H5QunCeX9y1WWM3V\nMtva+5VSbuGSHg/cd59IFv3mm+LxvvuUa28ulHPIs9crlM5pB5TdLjZF4vFre909e+B73xMqhNZW\n8fhP/wRf+MKl5xtXg9sNRqOEdrzIqyyLOYBGA4sWSbS1ic0KpTjNVWY/5dYnKwl3jxuHaTKNi8Ps\nwGFy4O4RA3ou4/1cnxNA7uF4nwK+IsvyKUmSsutk9wGqRKTAeANeaitqiSajmPVmbDobgWQAWZap\nraylobKBaDLKhuYNRc8JBfCeyY0u6cCsFVvUGn2MhLWXYXmIZtsn8UWmeolLxZGUm42tDvp7HQQC\nUGV3UKtbgsMSw4yDAF5Ox3X8eHgjt1acoTEVYlhr5W3TekwjIT5RMsvLg0LstOayo7BiBbz++qTz\nCYQDYMWKa/s8haIcJOe57EZei71KV65cKYcOiaqBZrPYoe/rEwq9TMr580HpwnlyeV+lqzxmW3u/\nUsohXDKTRx4RhS5sNnGdolHx/JFHxE+5MlO/7hnw4O5x4w14SflSVA9UK6LAjMEAL78srofNJkLE\n9+0TGyTXQleXeL10xU+dDkZG4De/EX1HvhSLXi/E58XQn91EwHCchCaALmHH5G9lzCISLCrJaa4y\n+ym3PllJHHrPi+90M8Fxh/jKlVBbZ59Yf+cy3s/1OQFcWU6oSwW2zAOKWR1vTuK0O4klYxwZFCon\ns9ZMhb6C0cQoZp0Zs97MDY03YNAaaDQ3Ft2+lNWLNNhMQi8G8bC5BylhRTLHJ7zEILzHpZzQeANe\nljQ3s2zB5LGXuu2cCfRhfasDAhD98Da8hmZ+UaNhZK04xyCnSuLcKzcK4VzJZaC85RZREe/oUZEz\nwmaDVatg/fpr+zyFpNwl59cq43Y64cQJoRRK72zPny+kyOWI3y92s8xm8dxiEYuZzATu5b7IKJWj\nJ5f3Vbpjt5zz8eSDcptwHzggcg+l72ezWWxyHDhQWrsKiWfAw33PdTLodRALNBOTvNyX6uTBT5d2\n8xBEBakrOZ4r/f3QmDFlvnBBXOtodFKdANe+MDcY4OK7TrSVPmribUQi4v6XanzY5EZ8fmU5zVVm\nP+XWJysFjwfeO+REqvBhtzmIRIXTevW6AMsWiAE9l/F+uvQw88PtLHcqZNJSBHJ1Qr0C3C1J0nMZ\nx8YDX9gG7M2rVSofoL2lnc79nayuW01fsI+BxAA1FTWsrlxNa0MrdpOdQDSAL+pj+9rij2J1Rifv\n6X2M+sUdl3IEMBv12EyTMRR2k73kjhyn3Ykv4ptwigFU1gTwHXZi8wvnxbmAE6/s4/qVk+cEogGc\n9jmyWrgM+/YMsLerh3B/gMomO0s+00JvqKGgiZhzGSjb2+HgQVFxrqpKJM7WaJQT3jbbyEd+m9Wr\n4Qc/ECF+IJxRp06V7zWrqhI5RSIRUUnQah1fZEgi5FJpypyroVSOnlzfV8mOXaUrtQpNuTnhZBlG\nrB4GF7iJGr2YYk4sZ9rRX1RoA8sDj7zs5tTbDmxGB3YbDA5Vc+rtMR6xuHnki6X93LGYyJty/PjU\ncLzsKq1XSlOT2EBIK6GiUXHtrdbJc/KxMJcksPa1E/pQJ0kZdHo7RnsAzD4cA9txNCrLaa4y+ym3\nPlkpuN2wStvOG6lOhvohOWIHY4DIER/3fFwM6LmM96s3e/jXn9/LWHIItDHOjR3lpPYN2jc/RGaC\n89lMrk6oe4BfA0eApxEOqD+RJGkV8CFgQ2HMU0njanCxc+NO3D1ujDoji6RFfONT3wCYkE477U62\nr91e9B0rjwcqvO3E7Pch1wyS0saI64aQJQMfW/SpifOU4MhJO/OACcdd30UfG6u2M1olOormUDsX\nV3RyehBaVpbWuack9u0ZoPvv/4WVa17CsWGI4Yu1vPnorQxd96csWNdQsETMuQ6U6XxQl3qukj/y\nIeN+8UURMpkOodRqxfMXXyzPxKytrUKNl1Z21dTAggUiJK+vT3nKnKulVI4eJTuYcsViESFEsiz6\nyXLJx5MPys0Jt+wmD78MdCKHHXChmZDJx4X5nWxZuZPZukA4cMyL1diM2SSeGw0pDEY7B46VXhqR\nnge0tU0e8/mmqpiuhh07YNcu8bvNJu7NaFQ4vNLkY2Eei8En1rg42LeTPqsb7F6WVTpZEN7Oz/5l\ndrYnFWVTbn2yUvB6wap3wTs7welGsnnRhpxEXtwO/8UFDbltnL0Q3I2hoZd4yEYyZkdnjGJw9PJC\ncDdb+X7pPmARyckJJcvyEUmS1gF/A9wBjAHtwIvAH8uyfLJgFqpM4GpwTTiYuru7J34vtUza7QZL\nBWh1MqNxkLWgTTnQWP3oK4Ok5FrFOHIynXlpx92ic9txLXChWThxFudSO/ltwE1fsHTOPaWx79En\nuKntSUIJC8OhGoyWMJ/8vSd5bp8ZjWYX/f1iEnf2rAipypeMPZeBMl05Z926yWM+nxrbXijyIeM+\ncABqa4XjJs3oaPmGu6Tb6Zo1U9vpbHM0qNV0rpxM5eBnPjPZNuYSSg+XzEa63s3YCw6SYQdyCqS4\nA10KpI1uZqsTSg44weYDMnZ8jAFxvMQUasGc3vDo6hKheQsWiDFp/vz8KljTTrTfX+8i3X58PnAU\nP3uGigpQfn2yUnA6RaEK46iL+BkXY1FAC1XVU9ccM22cHeg7QK3NSkXNeMw3ZkYTMgf6ynQSfBXk\nnBNKluVTwJcLaIvKDCgpYWRmWNZ7w3Z6W7sxLVhCFetIJiGZAF3qBP2hfow6o7IcOYMu6HaBF3BC\no0ZMNDKVNqaAi885XHTcVjIrFceK+c8RiluIxEXJufBoJZjhwyuf4xi7JkomZ1aoyoeMPZeBUo1t\nLy75kHGnlWrhsMjDEY0KNVRmGEQ5MRcmdPkIwyy0fUp0kKkJYAXlpGbznPZikJvRmRBOKA1oZDue\n07N3UNlgb+fleCeSAUzYiWkCxBJj3GIvvTSikP3r1q1T1bfZ/Ug+3kdVnagokXLqk5VCezs8+qjY\nNDWZxLw1FhNz2EOHcn8dCWkysVEaefz4HCEnJ5QkSX8L/FiW5WMFtkflEngGPHTu78RhctBsa+bo\n4NGSVZvbt2eAZ3btx2AzYWm0IZ2N8KHeEXoMdkbqQa+DsSTogktZ7DDx2G2PFdW+yzHdIurMGRGv\nv3ixOjm4HPbaIfzDNaAXzyUJouEKHPVD4u92OJvyEF/j5pk8J9mbaaBUY9uLSz4m1Bs2wPPPQygk\nkrZqtWJQt1jEfVouEyOlOj4KgZKdKUp2kKlO8vLDf9qJyebDLE0OKhE5gP/07B1U7mp30ffPOxmq\ncRMweSHiYEnwDu66WxkdWrEWzIV4n1ydaCdO7qH/WBe6aD9JUxNNK3ewfFkZxqerqMxSXC6Rf/bd\nEQ+BJSK01iY7kfra8ftz7zg2NG+g+/1uJEnCpDMRTUYJxUO0XddWOOMVRq5KqK8B90mSdBR4EviJ\nLMu9hTNLJRt3jxuHyTGRUNuqt2I32dn9xm4aKhsmQsvaW9oL7pTa29WDwWbCWDUuITSZickW5r8f\n4US9mWRSqBy0ltLngMpmukXUkiUihOzwYSHHbmoSeQJKvXBRGmfNtdTqRxhJWkhpQZeCSkOEk6la\nUimoWOThbLKTJrsDq9yMP+7DK3XSvrnwOTTUXcb8MpNjJR+70nfdBXv3imqaqZRwQtXWioqGSnBq\n5IKSHR+F4GqdKcVYWCnZQaY6ycsP29l2Bhd3EhmFsVE72ooAmgofdWdn76DicsEdn3LR1eViuB8s\nFh933O8o+f0zW5jJuXXi5B4GD+5C0tlIGhuR4n4GD4qEVaojSiUfzKVNs0JiXeohaexEHnEgB5oJ\nmHyEF3XSFJu63rnc3OfOdXfSF+xjcGSQQDSAUWdkafVS7lx3Z4k+VfHR5HjefODjwH7gvwInJEl6\nQ5Kkv5AkSZ1GFQFvwIs9o9IcQDQZ5YV3X8AX8dFsa8YX8dG5vxPPgOeSr+PxQEcHbNsmHj2XPvWS\nhPsDGGymieeVVtDGW6iMJBnw+wiHU5irfVhrfbS3KKvUldcrFk2ZRKPw1lvC+TR/PgwOwgMPwJ49\npbFRqcz/nR0knX4MlhC6WAqTNUTS6ed9zQ76+mB0oZtbPuzA6ohzIr6PAeM+LM7jvBh8pOC2pZ0i\nDodIAu1wzF5HQKFJO1Z8vqmOley+wuUSfchjj4nHK/2uXS64/npYsUIkl122DH73d4VTuFwUIpmO\nD41GSLKPH4evfOXq+1cl43RODbeF6Z0pmePM3z60hzP7dyHF/VMWVidO5reDna5vV4raqL1d3Ec+\nn3C4pn8v10qQc4E19S5i3TuJ+BzEjH3isXsna+pn76Di8cCzz4q8dn/0R7BkyQjPPjv7+jGl0n+s\ni6TOBoYqJEkDhiqSOhv9x7pKbVrB8Ax46OjuYNsz2+jo7rjs+kXl2sh1bqcyM6FmN0QdaOIONGjQ\nxB0QdYjj40w4lS8x93E1uHhw84NsWbaFG+bfwJZlW3hw84PKSFtTJHJNTJ4C9gJ7JUm6C/gY8EXg\nPuBhSZL2y7J8U+HMVHHanfgivgklFMChgUPUmGsmjqUf3T3uaRtxvnbtK5vsxPyRCSWUpQJ8Z+1E\nbR+mwX6MkMZLYMDJn39UITmgMphuR/rQITCb4cgREd9bWysWVg88IBJsq44MwSc+tpVfAf3vdGGl\nHx9NNF3/V/zDx4RXf9szXvQaPX26AyzUmTDpbEQSEf7z3f/EM+ApeFtQY9vzg9sNyXkeDtvcBPBi\ndziZr23H7Xbl/fttbf3g/ejzlY9CJFMZNDAA+/eD0SiUoLNRFZWL4jB7nGk0ddF3wUZNYxWVBsTC\nCrHgyufuvpLVRnMhX9hsQ5JAM+TCeGHyIsmyOD5byVYTWq1J7HZlqAnnArpov1isZhyT9TZ00f6S\n2VRIstOMpDfSS5FmZC6gZLVwuRHWetGnmjHZhJo/mYRozE5YO7nr1X+sCyntVIZp5z6ZBcfmIrkq\noSaQZXlMluXngTuBrwMDwMZ8G6YylfaWdnxRH76Ij5ScIpQIcTFykdaG1inn2U12vIHpt36zd+3T\nv7vd055+STbvaCEejBLzR5BTMiMXI9gMUaJ1t1Dt6cD13mNsMXcQ6lXejTXdjvTFi5Cs8XBhdQen\nW7dxelEH2vkeEokr/25mO5/42Fa+enc3W+8+yVfv7uYTH5tcRDrtTg4NHMKkM2HWm5EkCUmSqDHX\n4O5Rv8hy4dA5D0esnUTwYaOZCD6OWDs5dG5yuywfikoof4VIpjKop0c4sSUJqqquvn9VMrkoDrPH\nmTpzPwnJxoULk+cUYmFV7m1JRVmcPAmLFsG8eVBZKR4XLRLHZytKVhPOBZKmJqREcMoxKREkaWoq\nkUWFJTPNiEbS4DA7cJgc6nyxQKj3d/4wxZ00XhdArxMKeL0OGq8LYIpP7nrpov3IetuU/5vNTuWr\nIefqeACSJOmBTyFUUJ8BzMDLwF/n3zSVTFwNLnZu3DlRHc+qt/Lxxo9j0BqmnBeIXjoPU76So27a\n2gBsnKiOF5Xs1HxqLbesbpg4J5VSZsc23Y702i0efhXqpFLnwBhrJqHzcbqpk4XsxOtVniOtlGRW\nRaxssrN5R8t4exCO0h96fohJa2IgPMBoYhStRstNC266pGNURXn4G91oYg7MRrFNZsZBLC6Ogyuv\neZDKXSGSqQzy+0WC9VgMbrhBHJuNE7yZFIfZ48xwoolKvR9/pGriWCEWVkpuS3Mtd9hsQJahokI4\nn9KMjkI8XjqbCo2S1YSzkcyK1067k482foaK3u+RRCxWpUQQXTJI3Zr7S21qQfAGvDTbpi5KLreR\nrnJtqPd3/khXEq2/TlQSjRIgGPdxk2VSFp40NSHF/WAo7NynnMm1Ot4W4HbgNsAO/Br4K+CnsiwP\nFc48lUwyZXvd3d1Ut1TTuV+sgOwmO4FoAF/Ux/a10yfOzGcHtGlrw4TzoaNDvG4mSu7YshdR17VV\n8AAAIABJREFUd/7Ejf7fHYxFHehMQNQBEsSXuHHWqCuENPv2DPDrf/oX1qx9iapNQ/iHa/n1P90K\n/CmbtjbganCxtmEtv+r9FYlUAo2koUJXwcGzB/nUsk+V2nyVHKla6GX4UDMRGUxGiMYgFbFTtVxM\nDPMt6S7nMMpMxwdMluw9cEA4oObPFyG9cwmnU6hF+vvFOLD8+h3c/pFdVFWALBd2YaXUtqSGQZQf\nGzbAyy8LZaPJJHJHhkJwyy2ltqxwZIfbhkI6Uim1wEchmC4U7Ye+d/nSkq+jP/fziUTGdWvun7VJ\nyadLM3K5jXSVa0Mt4JM/7mp38c63d9KrdxMxeDHHnSxJbOeu+ycH9KaVOxg8uGvOOJWvhlyVUL8A\nXgP+FnhKluWzhTNJJVey1VFOu5Ptay+dh6lQHdClXvfmm4WDSulVGGImL0uX6zl4ppuULoA+ZWee\ntIKIwauGcmTw2o+e4KZbn2R0zEJgpAazNcxNtz7Jaz8ys2nrrinnWg1WjFojsbEYw9FhLoxeuMSr\nzg2ydzyLUcXyamld5MSi89Hf6yAQEPf00lUBli0QE0O13PxU0o6P1ath1y6RH8BmE8oor3fuhYOt\nXg1PPCG+A5sNjh/dyu4h+NMvdqGLzf6F1XSo94ygnCoz3XWXCDkdGhJzGqNRFE24665SW1Y4stWE\nVmuCb3xDudeonMmueJ1+/M1IiI7PdpfQsuLR3tJ+RRvpKteGktXC5Yht1EXzkItYTIwPttqpf0/P\ncTKr4821uc9MzOiEGg/B2wS8J8uyGsioMK4kqVmhOqDpXvfmm0WVlXIIPwj5DRyLvIyt2kYiaiM+\nFmHIsI9bnLcoztZSsrTuOQJJDYFEmBQBwnEtdr2WpXXPAcIJdXL4JAtsCwgnwkSTUcx6M7UVtZwc\nnsWJNGbAM+Dhvuc6GfQ6iAWaOWr3cfDdTh78tDKTb7a3tNPp62TNR6ZODNtbxMRQlXRPz5EjsHHj\npAKoqgpWrRLHt86hOceRI0JFcvbs5PdQP28r75zZyu0d+X2vcnFqqPfMZEhiMinukQMH4Omn4Vvf\nUub94XLBQw+VR/vKJ5lqwu7u07hci0pr0CxFDUW78o10lWtHqWrhcsPtFpsS69ZNHvP5PqhujlqX\n87KtDa/sxWlz0m6dY9L4GchFCTUGvAhsAVQnlMK4UoVFoToglwuom7Sl+y0n8+e147CJN1Ny+MF7\n70lotGAyQKUJksDoGAz7ZnEZnKugsr6PQb8WWS8joUEmRWhUpq6+b+IcCYkKfQXzLJOJNEbjoyRS\niVKYrAgeednNqbcd2IwO7DaIRh2cehsesbh55IsKuxmYeWKYb0XlnqN76Hq9i/5QP03WJnas38HW\nVQpclc6A1ysmJcuWTR5Tam68QuL1wtKlU8MQr+Z7mMnBNF2epXvvhQULRF4uJTkN1DCI8aqbSTh6\ntHyq0KoLNmVRLk7nXFBD0QRzvTpYsZlN91ApyUXdrFZ/nJkZq+PJspwCTgINM52rUlzSDdwX8U1p\n4J6BqyxVlUdbBkOiotYAk7YoNfwgEI6xSLMJPWZiBNFjZpFmE4FwrNSmKYrj1jA2rYwuoUeSJXQJ\nPTatzHFreOKcDc0bCMVDRBIRZFkmkogQiofY0LyhhJaXlgPHvFiNdszjldPMJrAa7Rw4psCbYRxX\ng4uOtg4eu+0xOto6pgyYuVRIy5U9R/ew64Vd+CN+Gi2N+CN+dr2wiz1H9+Tx0xSHzEp5aeaa2gXy\n8z2kHUw+31QlbWYVxuwqfLEY9PbCm29e+n9KRT7vmXLF6xUKKJMJzGbRF9rtqFVoVXIilz6hnMiu\neO2L+MYVx3MsflulaMy2e6iU5DLPybX6o2fAQ0d3B9ue2UZHd0dJ1vClItecUPcBfydJ0tuyLL9d\nSINUcudSMeXuHnfRvazZttRZHfhj0GN004CwRakLsqZKJ/6Yj+uMbRPH/HEfN1QP89KzbROxvE0r\nd8zpWN6fmeDOhecxna8mGbCgs48Qrx/mZ1ozXx8/5851d9IX7GNwZJBANIBRZ2Rp9VLuXHdnSW0v\nJXLAyajOx+D7DqIxkey7sjaALqDAmyFH8qUQ6Hq9C5vBRpVZVA9JP3a93lV2aqj2drjvPhgcZCJH\nQF0dPPhgqS0rLtOpft58EyIR+NGPoKkJduy4fAhWLom8s3cie3rAahXVyzQa5alv57qqxukUIXhm\nM7z/vkj0rdVCQ0PpNqdUVcBUsr+PBQsstLWV2ipBIZP7l6IdqKFoKsVGLZCRP3JRN+cScjvX1VIz\nKqHGuR+oAQ5JkuSVJOl1SZJey/wpoI0ql8Ab8GI32accK1VMebYtK1dCatTOYMxLKiVuTp9PmUl6\nd2xuJxj34Y+JHSl/zMc8/Vt8df5+pLifpLERKe5n8OAuTpwsP4VGvkhYW/jxUDPhmJEa2wjhmJEf\nDzWTsLZMnONqcPHg5gfZsmwLN8y/gS3LtvDg5gfnRGd6KZYl2jkz5COCD4MxRQQfZ4Z8LEso8GYo\nMv2hfmxG25Rjy7VRtkR+yytPLeOlZ9vK6p6T5cs/nwtkq37OnoX33hOhWI2NImH7rl2w5zKX1esV\nE7tMspW02TuR6d8z/0+p6tu5SHu7aAPvvivUT2n12vAwGAzFt0dVBUxluu/jqacWKOb78HqF47K7\nG555RjxGo9d+f5eyHVxOcayikm9yGVdVciMXdbPT7iQQnSqXyg65zVUtNVvJVQl1ZPxHRUEoKaY8\n25b6evjQugD9vU76FF6FYesmF7CTrr1u+sNemiqdfG3JKCbzPDBUIQEYqkgiqhzMVTXUp8Pbee3n\n/8FPTBHi5jiGiAFT1Mynv/apKeeVKsZfqRXo5o25qO7ZSXyJm3ilF13YSXXvduatLb1tpabJ2oQ/\n4p9QQNUnB/kc7xLW6qc4fwHF33e5JqqcC2SqftraYN48kaAcJh+7ui6thsolkXf2TqTBIFRoNTVi\nkWq3C9VVZo4uldLhckFrK+zdK9RqFRXiWiWTIjSv2KiqgKlM931UViYnQiVLrRgzGODllyerbkYi\nsG8f3HLLtb3udJ97SOvhbrebxe8pay4xV5hOmeY/McDerh7C/QEqm+xs3tHCpq1qlpgrQS2QkV9m\nUjfnUv1xrhcoyEkJJcvyV2f6KbShKh9ESTHl09mirfTxz3/WzmOPQUeHsid2Wze56O7o4GTnY3R3\ndNBoDCDrpyo0ZL0NXXTu5uYf3GNANplIVCSRpTHxaDIxuKcE29hZKCk/WjaxGKxb4EL/agfxnz6G\n/tUO1i0QZV3nOjvW7yAYD+KP+EmlUqxLnMaXArt1IZKkEc5fnY3+Y12lNnVG1F3G6envF4vGTGw2\ncfxStLdPqmcvpaTN3ol0OoXCJpkUYXl+P+zfD6tXF+ZzqVw5lZXw+c+LqpHV1cIJtWkTJekL1ft1\nKtN9HxZLkkOHlKEYu5Sj8lodmNmfewAPR6ydDIaUN5eYC0ynTHvg6wP89L/uJ+aPYGm0EfNHeGbX\nfvbtGSi1uWVFe7vIm/jLX8LPfiYee3uVGaEyG0iH3DrMDvqCfTjMjg+E2eWilprN5KqEAkCSJAlo\nBhYAh2VZHimIVSo5oaSYciXZkgszqWaSpiakuB8MVRPHpESQpKmpFOYqgotDxzDV1GJlwcSxhCnK\nxaFjJbRKoKT8aNkYjWIxbLWK8KyREXjpJdi8uaRmKYJ03qd0dbxmUwqdZQm1lrqJc8rF+avuMk5P\nU5NwCFVNdqUEg+L4pUg7mDJ3w6dT0mbuRHZ0gF4vwv8CAfF+118PR45cPv+USvFI3yOZeYZ8PhGm\nWSpb1PtVMN33MTKiw++HhQtLrxg7d06o506fFs+bm/PjwMz+3D240cQd1FkdaCRlzSXmAtMp0y68\n20MoaaKmygyAcfxxb1ePqoa6QrKdtqVQoc4lZooMyUUtNZvJ2QklSdJdiNxQDYAMrAfelCTJDeyT\nZfk7hTFR5XIoqbypkmy5HLkkgmtauYPBg7tIIhbBUiKILhmkbs39pTW+hERqA5jP2jAGQReDpBEk\nm5HI/MDM/1xglCxplWWRuyIUEiEFBgOMjsKhQ2LXT8kKwcuRr2SuW1dtnXBGvfRsG/rw+1iChzDL\nMSKSkRFNFYnK6/JrfAHIJVHlXGTHDpEDCoQCKhgUP/fP0JVeaSJvrxeWLoXlyyePpVLKUbaoSbCV\ndY8oyRYlMN33EQ7rqKoqvWLM4xF55SQJVqwQ42k0CuHwtYfbZn/uwYQX3WgzK1snz1HKXGIukF1w\nAsAQCRDJikww2EyE+0s/9ywn3G5YvBhuvHHy2FxNGaAkLHoL+07vQ0ZmQ/OGOZOUHHIMx5Mk6S+B\nfwT+FdgMZPpOu4Ev5t0yFZUCkUsiuOXLtlJ348PIhip0sXPIhirqbnxY8XlpColliR37WRldFJJ6\n0EXBflbGssQ+8z8XGCVLWuNxUZY8FhMD/siIqAil05VvafJCJXM1Om5kQbIPUypKVNJjSkVZkOzD\n6Lhx5n8uMS4XfPazcPgw/PjH4vGzn1Und1u3wsMPC2XSuXPi8eGH869Ocjrh1KmpiYtPnVKGskVN\ngi3IJZnrXLRFCbhc8Nk/9nDY0cGPR7dx2NHBxs/tpbV15lLkhcDjEerGbdvg7rth/vzJDR2TSTik\njhy59lCi7HZQZ3TyoXUB6usnz1HKXGI2knmdOzrEJl12e4ub7ZiITj0WjFLZVPq5ZzmhhiAXnxMn\n9/DSs23TFtrxDHi4d++9vHnuTWRkjFojfcG+ElpbfHJVQn0d+GtZlh+WJEmb9bfjwPJp/kdFRZHk\nqppZvmzrnHY6ZePoXclg02uYA2b0MS0J0xhBe4S63g+X2jRFS1oNBhEiZLMJx1MyCUNDIsShXAb/\nbBXHwEBhkvrGfAfx6pqoTAUwp2JENCYuaOwkfQev/UMUGI8Hnn0W1qwRYSKBgHi+fPncXdiC+F6O\nHBE7sG1thVMArV4NTzwxmbjY7xftVQn5LqYNMbkgFteLF88tZdSVKtwKiZJsKRaXUuR5Bjw8e7GT\nNR9xsMnUTCDqY//pf+NPNq/m2R+IL6lYirG009bhEE7bAwfE2LlihRg7AwFhi8ORn+uX2Q48A+3j\n+SWVN5eYbWRfZ58P3nlHzC90OqitFWHbicUtVL+3n5hfKKDiwSjxYJQt968t9UcoK9QQ5OJy4uQe\nBg/uQtLZpi20s/uN3fQO92Iz2rAb7USTUXqHe9n9xm6+//vfL7H1xSEnJRQiBO9Sq4AUYMqPOSrl\nSvZuhpJ3eJWsmlE0/Sbq6tcTa9FxcU2QWIuOuvr10F/62z+XBIClQpJErpqxsanH4/HyGPynU3G8\n8ILYkc4kHztqumg/wcBCTr/VyvHffITTb7USDCwsi5xQmY4GjWby93JVu+WDYiqAjhyBjRuF0ioU\nEo8bN4rjpSZ7B/r8eXj7bVHNby4ro1SKy+Xux+kU4pXaSo6k3EVXeGb3pXV14nFoSDiyb7tNVFps\nbZ3xpa4YJc8lZhvZ1zkWE9fYaBQOqKEhOHoUvvh/NfCF72zEWGVm5FwQY5WZ2x7eqOaDukJyKfih\nkj/6j3WR1NlElfVpCu0c6DuAVtJyfuQ8xy8e5/zIebSSlgN9B0psefHIVQl1CrgFeHGav20C3smb\nRSqXJZ1Q+7c9v6WbbkWUjp1uN6OzU7nS9tW1q3lg3wMkUglqLbU0VTah0+rUna4ZqGyyE/MbuK6q\nbeJYLBjB2GQunVEZKDUnWSwGa9eK5OQ+nwglqK0VJabLYfCfTsVRUyNyWmUmFM7HjlroYhP6nhES\nKQtyBaQiIB2N0ONo4sV3lK0WSeeyOH8ejh0T34fNNnXXca4xXdtJH8/3dfR6YcmSqTlilJITKnsH\n+tixqYvrUiV7VplbXO5+9K79oELcorNw6D0v775UXIVndl6glSvh1VeF0zaVKrwaS6lzidlG9nXu\n6REFXBIJuPVWccznExsJHR0NqtPpGsm14IdKftBF+4UCKuNYZqGdaDLK0MgQJp0Jo9ZIYizBudg5\nai21pTG4BOTqhPoOsFuSpDiQDmiskyRpO/AN4E8KYZzKVDITatcaa6dNqF0KirnQuFY8Ax6ePfEs\nzdZmjgwdoT/Yz3H9cf5y41+qk44Z2LyjhWd27QdUSfSVYDSKXBOLFomEzKOjIlRo82bl3R/TMV2i\n0NZWePFFMUHMZ4jGO7/6NB9e9T9JjcmMRCrQGkcxGUc4ufcLxNYp27ntdMLJk2LCbDIJB1QgIK51\nOSegvxamazuFykGR/v77+yfDdZqarj1xcT74QPLjwfFwk9UeunETwIutyonjXDswBxuKSlE4dEj0\n08GgaIcrV4oNEa8XnG1OfBHfRDU4gJHkCP7+D7GwyPO7bKdtfT186EPi3u7rUxfPs4Xs6xwICNV4\npmpUzVmUX+ZiCHKhyKXKui78XkZ6CSNhjZ1k5SIAKg2VnA2dJR6Pk0ql0Gg0SEhUGipL9ZGKTk7h\neLIs/wC4D7gHODp++DngvwMdsiz/78KYp5JJLgm1S8Glkt0dOqS8ED13j5ux1Bh9oT4aKhtobWil\nwdLAE54n8AwowEAFs2lrA7c9rEqirxRZFo+2yACt/m42h57hw6PdGHwDpTUsR5zODyYKNZng4x/P\nf1LfgSMreO3IHURildjMFxmNVvL8vju40LNC8eFt7e3w+usin8X774uk2KOjsGqVcm0uNNO1nULl\noFi9WqgN/X6xm+73i+erV+f/va6UDyQ/roOmGzycmNdJBB82mgnEfbzX2KmOQyoFIV1hLq3QjETg\nN7+B3t7x3FAt7fiiPnwRHyk5hS/iIzwWpupce9GTGU8XNqTVwme2e3jX2cGPwtu4293Bnn3qvVLO\nZF9ng0GEUq9cOXmOmrNIRYmkRSG+iG9KlfXM8dvouBFnsl8U2tGIQjvOZP9EoR2r3goypFIpYPxR\nHj8+R8hVCYUsy38vSdL3gY3APGAY2C/Lslojs0gotQx9ejcj5vDQM76rm/Q5iV1sZ6HPpagQPW/A\nS1+wD5POhFkvwsjsJjtDo0O4e9yqGmoGNm1VJdFXSjwONzQNkPr1fqKYiBltOLQRNAf2s2+PMp14\nmclrjUY4c0aEOmWqngpxL1c22bn4vouw/yMc7xHvTTQC1vF7dZrFz6US7ZaCSEQoXDLzf0mDA/Ts\n7WHnjwJUNtnZvKNFkde8EExX9r1QYTRHjsCGDaIIQCAgckJdf704nu9KfFfDlOTHHtja5SbwvgMp\n6kCrA0uFg/U3o45DKgXB7RYO8aNHJyvMxWLi/rjnnslcSJk7+7c3386ZAVfRkxlPFzbkXOfhe4c6\nsRkcNFqa8cd87HqmE9jJ1k3lcb/s2QNdXULR1dQEO3Z8sG/at2eAvV09hPtn/3iRfZ3XrhXfjcFQ\nnLBLFZWrJVMUAkw8Zo7fMd9BzuiasaT8mGVRaOeiporEeKEdWZJpqGwgnooTTUYx6UwYNAZkSS7N\nhyoBOTuhAGRZDgG/KpAtKjPgtH9QLq2EhNrt7XDvP3votXRi1TvQx5o54/dhXd9JzLYTDS7FhOg5\n7U4O9B2gtmIy5jaajFJrqS25M09lduJ0wsnnezDaTRjNwpmSTJjR6GFvV4/iJpjZOd4CAZFcPRYr\nfChEZsin0WBibDSKPhnFskmEfGYvfpSUj87tFmXEAcYvM/EzA4y9sh9TlQlLo42YPzL++ZTpfMw3\nxcxB4fXC0qUiV00apeSEmo6g5GVkuJmxBOj0oNNCpb70m0oqs5P0/WGzidw701WYy86F1N3dzfos\nR/KpU8KRtWiRULgXyumfHTbU1uHGZnBQZRSTyfRj1153WTih9uyBXbvE99/YKJSau0ShrAlH1L49\nAzyzaz8G29wZL7Kvc/amkhp2qaJEDr3nxXe6mWAgI7S5bur4rYv2k7A4CUjXkVbryHJqIidUlbGK\nYf0wDp0Dk85ENBklkoxQZawq/gcqETk5oSRJ+jxQJcvyo+PPFwE/Aq5HJCvfLsuyv2BWqgBTy9Cn\n5dJKKB3rcsGCj7s5fdCB9z0HyCAnHVi00IObBibL+5Z6QdDe0s7TPU8TiAawm0RJzOhYlCWOJVOc\neUpSV6jkjhKvW3s7/P0/BkhU2tDLkEyKn4YmE+F+5QlJp8vxtnixeOzoKOx7i4n2RvZ29WAdDjCo\nsaPbuBbHyoYJ2X7mrqiS8tF5vSJX1oHxwiYmE9QM9hCRTSxYYEbSgLFKeKeU6HwsFIXMQZF5v7/7\nrnCUZuaAUmoox+7dkLzoxFLtw4SDZBJGRuE3BwN8/vcUaPA1oMQ+eS6SVqw3NIgf+GC59unIdCQf\nOiRC+lavFsrYYjr9+8NeGi3NhEfgwhBEY2Aw2hm2lofTtqtLOKCqxteX6ceurkkn1N6uHgw208Q4\noY4XKirKw+OB9w45kSp82G0OIlER2rx6XYBlCybH76SpCSnuB8OkU0lKBEmamgBobWylQl/B2fDZ\niTXpEscSls9b/oH3nK3klBMKuB+wZTz/LiIk778BNwAP5tkulWnILB07FBtSVOnYc6NepJidhQth\nxQqxADv3vp2ByOQEQQkLAleDi2/d/C1kZIZGhzDpTayatwqdVkd7iyhVVsyy4ir5Y88e+PKX4amn\nRJ6LEyeUcd1cLqhfbkc/FiUWE6qH5gWgT0WpbLLP/AJF5lI53orlQN60tYGO7ja+672N+/6zjYUf\nbrhk3qlS25qJ0yn6vY9+VCihgkGoSASwVJuwZOSZNNiU6XwsN7L76fnzRQ6okyeVX376wAGo97Uj\nmXwkdT50uhTaCh99w76JcWg2oI6lyuFayrO7XGIDorUV2tqEozdd1bFYefrslQaOxp7naOIZLtq6\noXKAyFiA2KCzLNpTf79wQmVis4njacL9AQw205Rz1PFCRUVZuN2wStuObPQRlXyYTCmkCh9HeqeO\n300rd6BLBiHuR5ZTEPejSwZpWrkDEKKIYDxIJBFBRiaSiBCMB2fVHGAmcg3HWwy8DSBJkh34BPAH\nsiz/QpIkL8IZ9fXCmKiSSVou3U03bW1tpTZngr7TBgatz4Mujgk79vktjPYZCfU5SS1RVmz31lVb\nWV6z/JJVDZSkrlDJDY8HHnhAhI3V1oqcF0ePTiaFLvV1++w3W8Zl9sqvLJhdsQZK50CeaVdUSbam\n8x85HJOlzAfO2qmzRwDzxHnxoDKdj/miWMqX7H56+XI4fRp+8QuxyK6uhj//89Lf+9MhSWAJuTCf\n2cmFWjdRoxddyEnV+9sVsamUL5Q+ls4llVY+QmOLWe0yE8+AB0tDP+GTQTSyFXSj+O0vo9cs4Sbt\nQ4ppT5ejqUmE4FVlRNoEg+J4msomOzF/ZEIBBbN/vFBRKTe8Xlja7MLGzok8yHaDE8e5qeP38mVb\nuTCwH/v7j1I1OoJfshC5bjvLl00mggtGg7x3sY9QNII0Zmae1siJZnDNDeHjFeWESmfKugUYA14Y\nf94H1E77HypzAs+Ah/ORfpLmIAasJBhlsOJlrM4lmH7zEH1G5cV2Z+c+8Ax46OjuwBvw8mbAyUfs\nU0tlKyGUUOXSuN2QSAgHlCRN5uTp7xfqlFKTGWaWTji65f61ipTYFzOZ9HRcSWLWUtuayXSLvHW7\nWjjj/hdWrn6Jquoh/MO1HHvrVm7a8afFN7AIFDNHV/aC+OhReOcdodBwucQC73vfg4ULlZGYPJMN\nG6C7G7SjLjjqYmwEkjJ89NZSW5ZfSuW0yIVc2upMJbjnGqVw+ns8cLfbzVBoMfr+ZuK2Y8T1AXTY\nqDUuYH29SxHtaSZ27JjMAWWzif4pGIT77588JzMnotI3q1TKg8z5FHY7sUUtjFgbZr3TvZBMhDY7\nXBPpZnx+cDROPe/EyT2k+p8mYL4Ov96GlAii63+aEyc3snzZVna/sZszviFSgWYcWhOSLkpobIh7\nf7ab5VXfnxPXJlcn1GHgv0iSdAD4Y+AlWZZj439zAoOFME6lPHD3uJlvXsxorJmQ8RhRAhixYZcW\n8PnNroLnkblWPAMedjy3g15fL5FkhITdzGByL5/VdE10MEoIJSwHCjVpn2nH2usVjqdTp0RlMpMJ\nampgaAhuVcjCrlwqCxYzmXQ2V5qYtZS2Tke2cuvEyV/jrPgho14bgcEaTI4Qv/OlH9KwZhWgMM9I\nHiim8iV7Qfz666IyocUiHFHT5VxRCnfeOek0kyTQ60UlyGhU9HWzZfKpJKViNjO11XQJbofJMaUE\nt1JSIFwpHg/ce68YE2Mx0f7eeAMeeij39lZsp3/aUTjY5MUkNZMKatAE6qlxgKRJ4df30Xtxah44\npZLugzKr491//9S+qZw2q1SUT+Z8CquNs70RtD37ObNgIwcONPD00/CtbylvfFQ6ufaD/ce6kHQ2\nMFQhARiqSI4fX75sKwf6DhAPWTFqzeh1AGYqtDK+igNloe7MB7k6oe4Ffg58BQgDH8/42+eA3+bZ\nLpUywhvw0trSzEsvaUiM1EMSZF0Kf1Uf7X9Uautm5oF9D3D4/GFMOhOV+kpGUjGGUod5If4A/4fu\np4oKJVQyhZq057JjbTTC8LCYXBuNQhX17rtCGaWEnDDlFvZRquSgV5OYVWmJTDOv9c2tXTRUWzBv\ntI4H5FmR42MTk5DZRjGVL9kTQb9flPaeN2/ynOycK0rB5RKhwrEYxOOT1XUMBuWEquUDJSkVszl0\nSNgSDArbWlqgrm6yreZSgruc2L1b5Eq02cTnjUbF89274fvfz+01iu30TzsK64xOTg75qKx0EA5D\nOAy2ugCGsJMjx+Ceewrz/vlm69aZF/zlslmlonwy51Pn3oek3kwkAta+HuQbGggERBqL5ctnz5hT\nDHLtB3XRfpLGRuGAGkfW2yaq40lIxOJgMWT8HdBqpbJQd+aDnJxQsiz/WpIkJ7Ac6M2qhPcYcKoQ\nxqmUB067k5NBH8iT251jugCVcQVsd+bAK95XMOlMmPXjy8TxWK6B2Cv0KUBdUS6kJ+2mctS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vzFXLVBjxRTCCrlSWp7Szu79otRltPqJJkwkDIpJJAYphcDRkzGClJjS4vb0BLg0CE4dWpCfIpG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\nOITzo1KiLE7qxgLgd9baHd0XM/4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_datetimes[list_of_depths == 18], \n", " list_of_model_ni[list_of_depths == 18] \n", " - list_of_cs_ni[list_of_depths == 18], 'bo', alpha =0.5, label = '20m')\n", "ax.plot(list_of_datetimes[list_of_depths == 0], \n", " list_of_model_ni[list_of_depths == 0] \n", " - list_of_cs_ni[list_of_depths == 0], 'go', alpha =0.5, label = 'surface')\n", "ax.plot(cb_datetimes[cb_depths == 18], \n", " cb_model_ni[cb_depths == 18] \n", " - cb_cs_ni[cb_depths == 18], 'o', color = 'purple', alpha =0.5, label = '20m CB')\n", "ax.plot(cb_datetimes[cb_depths == 0], \n", " cb_model_ni[cb_depths == 0] \n", " - cb_cs_ni[cb_depths == 0], 'o', color = 'orange', alpha =0.5, label = 'surface CB')\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('date', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Ni', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.patches as patches" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1362,)" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_depths.shape" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(1362,)" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "list_of_cs_si.shape" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "surface bias = -11.233163140372604\n", "surface RMSE = 18.62607696470656\n", "surface Willmott = 0.6575801331935687\n", "20m bias = -14.610193377659911\n", "20m RMSE = 21.509919484632416\n", "20m Willmott = 0.46435325747306433\n", "bias = -12.919198794818545\n", "RMSE = 20.117621811856242\n", "Willmott = 0.642173919928779\n" ] }, { "data": { "image/png": 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3T2pH/LQZ2z9pMLoou+kdPF0eOs910t7cjnvl5N69VPN4JfaEgTUgIXb/qQKx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\nBNMODxtdDlypOCOpVvqVdSTOGMKtsdGIkCWTxpfbPV/clhJZtBJ9NEV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MxEe4pesW7n/7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\nR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Cv2n8mRvJm8N0EQhJmMiLMsSCacItGBQk0hgVAg71ECm80GcNWKs06XlZ7uFqprmqmv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\n5+SBQVOYdt00/n7474QEhVBSXuJcG63mbMfYiFiS45I9Tszm7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = ((10,10)))\n", "ax.plot(list_of_cs_si[list_of_depths == 18], list_of_model_si[list_of_depths == 18], \n", " 'b.', alpha = 0.5, label = '20m')\n", "ax.plot(list_of_cs_si[list_of_depths == 0], list_of_model_si[list_of_depths==0], \n", " 'g.', alpha = 0.5, label = 'surface')\n", "ax.plot(cb_cs_si[cb_depths == 18], cb_model_si[cb_depths == 18], \n", " '.', color = 'purple', alpha = 0.5, label = '20m CB')\n", "ax.plot(cb_cs_si[cb_depths == 0], cb_model_si[cb_depths == 0], \n", " '.', color = 'orange', alpha = 0.5, label = 'surface CB')\n", "ax.plot(np.arange(0,45), color = 'grey')\n", "ax.grid('on')\n", "ax.set_title('Citizen Science Silicon 2017')\n", "ax.set_xlabel('Citizen Science')\n", "ax.set_ylabel('Nowcast-green');\n", "ax.legend()\n", "print('surface bias = ' + str(-np.mean(list_of_cs_si[list_of_depths == 0]) \n", " + np.mean(list_of_model_si[list_of_depths == 0])))\n", "print('surface RMSE = ' + str(np.sqrt(np.sum((list_of_model_si[list_of_depths == 0] \n", " - list_of_cs_si[list_of_depths == 0])**2) /\n", " len(list_of_cs_si[list_of_depths == 0]))))\n", "xbar = np.mean(list_of_cs_si[list_of_depths == 0])\n", "print('surface Willmott = ' + str(1-(np.sum((list_of_model_si[list_of_depths == 0] \n", " - list_of_cs_si[list_of_depths == 0])**2) / \n", " np.sum((np.abs(list_of_model_si[list_of_depths == 0] - xbar) \n", " + np.abs(list_of_cs_si[list_of_depths == 0] - xbar))**2))))\n", "\n", "print('20m bias = ' + str(-np.mean(list_of_cs_si[list_of_depths == 18]) \n", " + np.mean(list_of_model_si[list_of_depths == 18])))\n", "print('20m RMSE = ' + str(np.sqrt(np.sum((list_of_model_si[list_of_depths == 18] \n", " - list_of_cs_si[list_of_depths == 18])**2) /\n", " len(list_of_cs_si[list_of_depths == 18]))))\n", "xbar = np.mean(list_of_cs_si[list_of_depths == 18])\n", "print('20m Willmott = ' + str(1-(np.sum((list_of_model_si[list_of_depths == 18] \n", " - list_of_cs_si[list_of_depths == 18])**2) / \n", " np.sum((np.abs(list_of_model_si[list_of_depths == 18] - xbar) \n", " + np.abs(list_of_cs_si[list_of_depths == 18] - xbar))**2))))\n", "\n", "print('bias = ' + str(-np.mean(list_of_cs_si) + np.mean(list_of_model_si)))\n", "print('RMSE = ' + str(np.sqrt(np.sum((list_of_model_si - list_of_cs_si)**2) /\n", " len(list_of_cs_si))))\n", "xbar = np.mean(list_of_cs_si)\n", "print('Willmott = ' + str(1-(np.sum((list_of_model_si - list_of_cs_si)**2) / \n", " np.sum((np.abs(list_of_model_si - xbar) \n", " + np.abs(list_of_cs_si - xbar))**2))))" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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WSe0rr8BPf2ptn3xycfSvWahEOkHT2Fo41w5vfwHOtdM0tnZOwZd676Gj79nK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\nlbJ7W5S9L3USbLFKHYfyaYb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ML8208qHRr/LgitqoRZ7tqovlqArZfGeYS6lT/Oy982Qy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\npyVKUIvPt0q77777Dmit75judtcKUKWBD2qtX7rmL1BqC/DPWmvvdc106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JbUDKpZQD7w\nK+CuAaqrp1o+AxzPAb/eF0L4NNAA/BEoBO4E6mKMjRkvUpIkSZIkSb1yyJlFIYRTQgi3hxDWA08C\nJaRmTo2JMZ4fY3wmE0V24SK6vmj7x0hdJ6sJeBloBWZnuDZJkiRJkiT1QbczqEIIa4GPAk8B3yUV\nCL2XqcIOJcZ4STftD5K6iLskSZIkSZKGiEOd4vdxoAWYApwC3B5C6HbhGOOY9JYmSZIkSZKkI8Gh\nAqqbMlaFJEmSJEmSjljdBlQxRgMqSZIkSZIkDbhDXiRdkiRJkiRJGmgGVJIkSZIkSUqUAZUkSZIk\nSZISZUAlSZIkSZKkRBlQSZIkSZIkKVEGVJIkSZIkSUqUAZUkSZIkSZISZUAlSZIkSZKkRBlQSZIk\nSZIkKVEGVJIkSZIkSUqUAZUkSZIkSZISZUAlSZIkSZKkRBlQSZIkSZIkKVEGVJIkSZIkSUqUAZUk\nSZIkSZISNTzpAiRJkqSBtHIl1NbChg1QWgpVVVBRkXRVkiSpM2dQSZIk6bC1ciXMnw/19TBuXOp+\n/vxUuyRJGjwMqCRJknTYqq2FwsLULSvrg8e1tUlXJkmSOjOgkiRJ0mFrwwYoKNi/raAg1S5JkgYP\nAypJkiQdtkpLobFx/7bGxlS7JEkaPAyoJEmSdNiqqkpdd6q+HtraPnhcVZV0ZZIkqTMDKkmSJB22\nKiqgujp13amNG1P31dX+ip8kSYPN8KQLkCRJkgZSRYWBlCRJg50zqCRJkiRJkpQoAypJkiRJkiQl\nyoBKkiRJkiRJiTKgkiRJkiRJUqIMqCRJkiRJkpQoAypJkiRJkiQlyoBKkiRJkiRJiTKgkiRJkiRJ\nUqIMqCRJkiRJkpQoAypJkiRJkiQlyoBKkiRJkiRJiTKgkiRJkiRJUqIMqCRJkiRJkpQoAypJkiRJ\nkiQlyoBKkiRJkiRJiTKgkiRJkiRJUqIMqCRJkiRJkpSo4UkXIEmSJA2klSuhthY2bIDSUqiqgoqK\npKuSJEmdOYNKkiRJh62VK2H+fKivh3HjUvfz56faJUnS4GFAJUmSpMNWbS0UFqZuWVkfPK6tTboy\nSZLUmQGVJEmSDlsbNkBBwf5tBQWpdkmSNHgYUEmSJOmwVVoKjY37tzU2ptolSdLgYUAlSZKkw1ZV\nVeq6U/X10Nb2weOqqqQrkyRJnQ26gCqEcHkIYVkIoTWEsLCL/i+EENaEEHaGEJ4OIYzv1BdCCLeF\nELa3324LIYSMHoAkSZIGjYoKqK5OXXdq48bUfXW1v+InSdJgMzzpArrwFjAP+G9ATueOEEIRUAvM\nBR4FbgF+AZzavsjXgb8FJgER+DXwBnB3JgqXJEnS4FNRYSAlSdJgN+hmUMUYa2OMjwDbu+iuAlbF\nGH8ZY2wBaoBJIYTy9v6LgB/EGDfGGDcB84E5GShbkiRJkiRJH9KgC6h6MBFYse9JjHEH8Gp7+0H9\n7Y8nIkmSJEmSpEFrMJ7idyh5wNYD2t4D8jv1Nx7QlxdCCDHGeODGQghfJ3VaIMXFxdTV1aW9YH04\nzc3N/j2UUY45ZZLjTZnmmFMmOd6UaY45ZZLjbeBkNKAKIdQBf9lN929jjH/RwyaagZEHtBUATd30\nFwDNXYVTADHGe4F7AaZOnRqnTZvWw+6VKXV1dfj3UCY55pRJjjdlmmNOmeR4U6Y55pRJjreBk9FT\n/GKM02KMoZtbT+EUwCpSF0AHIISQC5zQ3n5Qf/vjVUiSJEmSJGnQGnTXoAohDA8hZAPDgGEhhOwQ\nwr6ZXg8DJ4cQzm5f5rvAihjjmvb++4FrQgjHhxCOB/5fYGGGD0GSJEmSJEl9MOgCKuAGYBdwHfA/\n2h/fABBj3AqcDfwDUA98Cji/07r3AI8Cf2i//Wt7myRJkiRJkgapQXeR9BhjDVBziP4ngPJu+iLw\nP9tvkiRJkiRJGgIG4wwqSZIkSZIkHUEMqCRJkiRJkpQoAypJkiRJkiQlyoBKkiRJkiRJiTKgkiRJ\nkiRJUqIMqCRJkiRJkpQoAypJkiRJkiQlyoBKkiRJkiRJiRqedAGDXVtbGxs3bmTHjh1Jl3JEKSgo\nYPXq1X1aJzc3l3HjxpGVZe4qSZIkSdJQYkDVg23bthFC4KSTTjL4yKCmpiby8/N7vXxbWxubNm1i\n27ZtjBkzZgArkyRJkiRJ6Wbi0oOGhgaKi4sNpwa5rKwsiouLaWxsTLoUSZIkSZLUR6YuPdi7dy8j\nRoxIugz1wogRI9izZ0/SZUiSJEmSpD4yoOqFEELSJagX/DtJkiRJkjQ0GVBJkiRJkiQpUQZUQ1hr\naysXX3wx48ePJz8/n8rKSh5//PGO/ieffJLy8nKOPvpopk+fzvr16xOsVpIkSZIkqWsGVEPYnj17\nKCkp4ZlnnqGxsZF58+Zx7rnn8qc//Ylt27ZRVVXFLbfcwrvvvsvUqVM577zzki5ZkiRJkiTpIMOT\nLuBwtnIl1NbChg1QWgpVVVBRkb7t5+bmUlNT0/H8r//6r/noRz/K73//e7Zv387EiRM555xzAKip\nqaGoqIg1a9ZQXl7OnDlzOProo3njjTf4zW9+w6RJk1i8eDG33nor9913H8XFxTz44INMnjw5fQVL\nkiRJkiR1wRlUA2TlSpg/H+rrYdy41P38+an2gbJlyxbWrVvHxIkTWbVqFZMmTeroy83NZcKECaxa\ntaqj7aGHHmLevHls27aNj3zkI5x22mmccsopbNu2jVmzZnHNNdcMXLGSJEmSJEntDKgGSG0tFBam\nbllZHzyurR2Y/e3evZsLLriAiy66iPLycpqbmykoKNhvmZEjR9LU1NTxfObMmUyZMoXs7GxmzpxJ\ndnY2X/nKVxg2bBjnnXceL7300sAUK0mSJEmS1IkB1QDZsAEOyIcoKEi1p1tbWxsXXnghRx11FAsW\nLAAgLy+P9957b7/lGhsbyc/P73heXFzc8TgnJ+eg583NzekvVpIkSZIk6QAGVAOktBQaG/dva2xM\ntadTjJGLL76YLVu2sHjxYkaMGAHAxIkTWbFiRcdyO3bs4LXXXmPixInpLUCSJEmSJKmfDKgGSFVV\n6rpT9fXQ1vbB46qq9O7nsssuY/Xq1Tz66KPk5OR0tM+cOZOXX36ZxYsX09LSwk033cSkSZMoLy9P\nbwGSJEmSJEn9ZEA1QCoqoLo6dd2pjRtT99XV6f0Vv/Xr13PPPfewfPlyxo4dS15eHnl5efz85z/n\n2GOPZfHixXz729+msLCQF154gUWLFqVv55IkSZIkSWkyPOkCDmcVFekNpA40fvx4Yozd9s+YMYM1\na9Z02bdw4cL9ns+dO5e5c+d2PJ8wYQJ79uxJS52SJEmSJEmH4gwqSZIkSZIkJcqASpIkSZIkSYky\noJIkSZIkSVKiDKgkSZIkSZKUKAMqSZIkSZIkJcqASpIkSZIkSYkyoJIkSZIkSVKiDKgkSZIkSZKU\nKAMqAbB27VoqKyvJz8/nzjvvTLocSZIkSZJ0BBmedAEaHG6//XamT5/O8uXLky5FkiRJkiQdYZxB\ndYTbs2cPAOvXr2fixIkJVyNJkiRJko5EBlQDaOXmldTU1fDVf/kqNXU1rNy8Mu37uO222zj++OPJ\nz8/npJNO4sknn2TOnDnccMMNHcvU1dUxbty4judlZWXcdtttVFRUkJuby+c//3mefvppLr/8cvLy\n8li3bh1Llixh8uTJjBw5kpKSEmpqavbb77PPPstnPvMZRo0aRUlJCQsXLgSgtbWV6upqSktLKS4u\n5tJLL2XXrl1pP25JkiRJknT4MKAaICs3r2T+c/Op31XPuJHjqN9Vz/zn5qc1pFq7di0LFizgxRdf\npKmpiaVLl1JWVtardR988EGWLFlCQ0MDTz31FKeffjoLFiygubmZE088kdzcXO6//34aGhpYsmQJ\nd911F4888giQmm115plncsUVV7B161aWL19OZWUlANdddx3r1q1j+fLlvPrqq2zatImbb745bccs\nSZIkSZIOPwZUA6R2TS2F2YUU5hSSFbIozCmkMLuQ2jW1advHsGHDaG1t5ZVXXmH37t2UlZVxwgkn\n9GrdK6+8kpKSEnJycrrsnzZtGp/85CfJysqioqKC2bNn88wzzwDwwAMPMGPGDGbPns2IESM45phj\nqKysJMbIvffeyw9/+ENGjx5Nfn4+119/PYsWLUrbMUuSJEmSpMOPAdUA2dC4gYLsgv3aCrIL2NC4\nIW37mDBhAnfccQc1NTWMGTOG888/n7feeqtX65aUlByy//nnn2f69Okce+yxFBQUcPfdd7Nt2zYA\n3nzzzS6DsK1bt7Jz506mTJnCqFGjGDVqFF/84hfZunVr3w9OkiRJkiQdMQyoBkhpQSmNLY37tTW2\nNFJaUJrW/Xz5y1/m2WefZf369YQQ+Na3vkVubi47d+7sWGbz5s0HrRdC6HG7Z511Fm+++SaNjY1c\neumlxBiBVLj12muvHbROUVEROTk5rFq1ioaGBhoaGmhsbKS5ubmfRylJkiRJkg5nBlQDpKq8ivqW\neup31dMW26jfVU99Sz1V5VVp28fatWt56qmnaG1tJTs7m5ycHLKysqisrOSxxx7j3XffZfPmzdxx\nxx193nZTUxOjR48mOzubF154gQceeKCj74ILLuCJJ57goYceYs+ePWzfvp3ly5eTlZXF1772Na6+\n+mreeecdADZt2sTSpUvTdsySJEmSJOnwY0A1QCrGVlB9WjWFOYVsfG8jhTmFVJ9WTcXYirTto7W1\nleuuu46ioiLGjh3LO++8w/e//30uvPBCJk2aRFlZGWeccQbnnXden7f94x//mBtvvJH8/Hxuvvlm\nzj333I6+0tJSHnvsMX7wgx8wevRoKisrWbFiBZD6VcEJEyZw6qmnMnLkSGbMmMHatWvTdsySJ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_lats[list_of_depths == 18], \n", " list_of_model_si[list_of_depths == 18] \n", " - list_of_cs_si[list_of_depths == 18], 'bo', alpha =0.5, label = '20m')\n", "ax.plot(list_of_lats[list_of_depths == 0], \n", " list_of_model_si[list_of_depths == 0] \n", " - list_of_cs_si[list_of_depths == 0], 'go', alpha =0.5, label = 'surface')\n", "ax.plot(cb_lats[cb_depths == 18], \n", " cb_model_si[cb_depths == 18] \n", " - cb_cs_si[cb_depths == 18], 'o', color = 'purple', alpha =0.5, label = '20m CB')\n", "ax.plot(cb_lats[cb_depths == 0], \n", " cb_model_si[cb_depths == 0] \n", " - cb_cs_si[cb_depths == 0], 'o', color = 'orange', alpha =0.5, label = 'surface CB')\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('lat', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Si', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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hsYhfjNPd180TLzxBd1+3knllUq7PdL2b7PkU8oUYGB4g5AvV3HSvxaaS1X3h\nQJh0buaT3+5Cy1z3F+WQSCdoHV8L57rgrc/AuS5ax9eqB5XIHdqwfhcrHvwqpjuIM38B0x1kxYNf\nVf+pOjefbfid2LNtD+uWrJt6PoB1S9axZ9ueWR8Tj8NTT8FLL8HPf27dPvWUklSNQj2opOK2d26n\n71wfhmFM9RnJFDJ0remyO7SKiJ2KcW97iAfvnVwuLkQyO78VgGIxaFsfZ5k/xjjD5ElQLAQZ7N/K\nf/md6jXvDV6Icm1VD1nAS4AcaUruJMELc+8wHotBcVmcN/0x0iQIhMKsbooSi0VmPUGfS8+q2fz4\n7BGGr7ThbfLh8UCx6GP4ismPmxqzkm+h6qVfTL0qx2dapNwquZhEdGOUntesJ5++SuLuB2Z/8lgM\nfjHRy8n8AcaHB3HlO9g0sZdYbFfFvj/TV8+drBh+9fU0XdsX2RxckQXYsH6XElI1bq4Nz+ezDb8T\nkVURntn5zJxiOXjQmmHi91v7qlzOun/wIDz33ILCqRn1sKhIpaiCSipuPpnxelbOEthjF+Icb+sh\nS5JVRFjJFtpcfoIXqruR2toeYXNmHz5CDDOAjxCbM/vY2j73GI5diHO07WnO8BLn+TlneImjbU9z\n7EJlL3ukUibOJnA5wcC6dTZZ4/JB9dIvRurXZBI0mU3OSIKqUs8+lazum0/F3PdO9HJs+X7yjhSl\nTDt5R4pjy/fzvRO9Cw9oFtbquUnwJsEoWbe+pDUuItIA5rP/rWTVc2RVhO6ubr79mW/T3dV92+c8\ncgTa2sDnuz6zw2fdP9Ig15wX+/GRKqik4uaTGa9n4UCYZDZJyBeaGptvCWyqPYYjH8LnsZ7LR4h8\nwRqH6v39rKvqEbZMRGZcVY8+PvfnGmg/xMXCWcycn9J4AIcrR8Z7Fn/7IaBy0+38me1ca32FcQyc\neCmSY6Ipw5LMoxV7zXqmpdYrazFfGZs0PQkKTN1Wa3VSmcWKOHTFIJ2AQBhWRCnX/mauqySeDR2A\nvB/HeNC6slAIUjKvj1OZ6ozJ1XPf4nqVL2G2OndTSOgzKSKNYb77XztWur3Z8ZJh3DwGo0G6xyz2\n4yMlqKQqFtPS3eUsgQ3eneDasU6yJng9kMtDKRsguKG6SYJIBD7923EOHI4xOJKgIxRm729Eiczj\nsvpV7xHGhtpwFH3WQN5HKWdyNVzZyx47257kB+MDFFyXyZOmCQ9txbXsbHuyoq9br8KBMGfeSzLY\nHyKdtkpeDnIiAAAgAElEQVSoO9amWX+XprkslKZPWmoxCbrYE4eV/mzG49a0vUTC6msVjd66Oqvo\nG4R8GyX/OWjKwYQXxpZY4xUSDkMyGaErdCOwZBratekTqbhXey9y+MApRgbTtHYE2Ll3Izt2rbI7\nrIaTSCdwZTvpe52pY7z7NgZIFOzZ/862751tn7Tuo/s4/qMIhgFerzXFL5OBri5bwi+7Wjw+qiZN\n8ZOq6D3RS9fzXaz/xnq6nu+it4Ll+XYrZwns1nvCfGib1Zz83auXeCvXxzu+Xo69+za9r1avzDN+\nMc6LV3vY8lCS3/zVTrY8lOTFq/MrNR3OmDgcMNU737CWMx/OzD7VrhyfnyejEe6/9Cyd2cdYZf4y\nndnHuP/SszwZXTwnn3Ox2RHltWNJUvkkbf4SqXyS144l2ezQNJeF0vRJS6Uars5X/GKcp/+2h5f6\nkvy8r5OX+pI8/beLp6QeKvvZnE/Dc8d4AEJnwHMVXCPWbeiMNV4hWmVTxB6v9l7khf2vkU9laWn3\nk09leWH/a7zae9Hu0BqOJxfm1dfTM1bnfvX1NJ5c9fe/t5rONts+adlHY6yzusdMLeyxbh3saZDu\nMbV2fFRtqqBqILV65bf3RC/7f7Qfv9tPe0s7qWyK/T/aD8Cu+9VA8VaiG6M8/XYPA7krDDb9AqfD\nga/Jibuwmv0v9AD72LWj8v/GZS01HdiOueIHlHwFSkYRh+nEgRsGfuWmv957opcvvvxFJkoTAJzK\nneKLL38RmNvnJxKBZ78QIRaL3Lh6/wU1qp7N8cMRtpv7OO+xprkEPWF+Kb+b44cj7Nphd3T1LZFO\n4HK46DvXRzqXJuANcN/S+xbNlbFJlWq4Ol+HXolx/ESRgu9NJvxpmooBhk6s5lBLjEP/cnFsKCp5\n1TYWs3paha7Pfp+8jcVm3w63OZeQcuag5IKSExxFcIzT5lyy4HhmM9mHa3ql1+7d2lcsJl9++ct8\n69i3GB0fpcXVwu6tu/naJ75md1h17fSZXgZPHsCZG6To7aBj094PNFE/fOAUbr8XT9CqsJ+8PXzg\nlKqoyszqtdcDboAAeNPgSGKevPX+d65VsHcidirGxEiIN9+crNgP0bGWqXPam+2TBgoJnnmm/LHU\nilo7Pqo2JagaRC1PGTnwswP43X6CviDA1O2Bnx1oyARVWf8thiKYf7ePS74v4HQXcY6vgIGN+Jev\nouhOcuBwrCoJqnKetLgHP05x2fcxmiYwDAOTCYoTBdyDH7/p7//BT/+AsfExmt3NOA0nRbPIWGGM\nP/jpH8z586OV0+5cIgHrOiNsmNZ7ptRqjcvCuJvcvHLuFfweP36Pn+x4llfffZVH1yyufmiT1abT\nL6zsfqB6q5O+3+GTx7jWfIJS0xgmExjOIRzNgxw+OWZLPHYoZw/F90skwOWCvr5pU0ruu/U2xdE2\nBGOroPkyOEetRNXYKmu8grSvWLy+/PKX+frffx2n4cTX5CM3nuPrf/91ACWp5un0mV6G3tiP4fRT\n9LRjFFIMvWFdqJ6epBoZTLP+Iy/y8Oa/YWnLCFdHW3nt+K9y5u8+bVfoDWs+vfbicXjqKbh8GfJ5\nOHECjh6FZ59d2Pby2DsJ3j7Wic93o5rrF0cDjBYTbL1n9n1SI2+na+34qNqUoGoQtdxMbTAziHOs\nnWNvQb4AHje0t/sZLFauh4SdYqdiFCeKvHnpzanqiNWtq+f1bxGLwdqWCK9l7iWU2YEDB+MTcOUK\nhO8OMDhSnWxBOU9ajBXHcQ4+ihE4D+40FAKY6dUYK45zs6a3b6feptnVjMvhAsBluGh2NfN26u15\nvx+5PasPy40qB7BOKsOLo7q4ogxu3sVztvFGVkv9Ca/kB8h7ruCmGQceTIrkm65wJT9gd2hVU8mr\nth6PlZzy+6+fhGTh1Vdv3TOkSA5n8xil/FLMCSdGUxFH8xjFUsuC4xG5mW8d+xZOw4nX5QXA6/CS\nG8/xrWPfUoJqngZPHsBw+sEdtPZy7iDF6+PTE1TrP/Iin37ovzM27iQ51kyLO8enH/rvvAjAZ2yJ\nvd7NVvE0n157Bw9Cf7+1/Q4ErL5P/f3W+HPPzT/G1Lthci2nGXafJ0carzeA27Ga1LsbiD62eCuJ\naun4qNrUg6pBJNIJAt6ZPRlqpZmaO9vBmfeGGRuDiSKMjcGZ94ZxZzvsDq0ijl04xvHLx8mOZ6eq\nI45fPs6xC8fm/FyJhLUTaCuFGS2mSaUglbISVJfSaTpaq5MtiG6MkswlSWaTlMwSyWySZC5JdOPc\nm3I4lyZoG1+H50IXrnc+g+dCF23j63Auvfln1d3kpjhRnDFWnCjibnLP673InVEflsrJT+TZcfcO\nfC4fw/lhfC4fO+7eQX4ib3doi5tnBNNsYrIbngmYZhN4RuyMqqoquYy4OUubwdnGAdy0MjFRwuGw\nqq8cDpiYKOGmdcHxiNzM6PjoB44v3E1uRsdHbYqoPtyqV6gzN4jp8s/4fdPlx5mbeaH6n/zTvyKb\nc5PL+wAHubyPbM7NP/mnf1WNt9BwbtX3bz7HeEeOQFsb+HzWank+n3X/yALXODIub+Zi0xEuZ1IM\nX23jcibFxaYjGJc333KfFI9Ddzc88YR1e6t+hlJfVEHVICpZlr9QY6/uZeK+32Wi+YK1TLQJTLgY\ne/UrsN/u6MovlU/hwIHPZc2d97l85It5UvnUnJ9rsoplw0SUvvEenA5wOAKUnGkGryb53IPVuYJQ\nzlLTe5eGueBIkk+HyOWt1Qk9gTTtoZt/VneEd/By/8sY4wYep4d8MU92Issn1nxioW9LbkF9WCpn\ncnvdtaZraiyZTdLua7cvKJtUop/FfC0P+shfDpJ3XqFk5HGYHtzFZSxf7rMnIJtU6qptoQA7dsBb\nb92Y4rd1qzU+m+aJTq6ZgxQ9V8AYB9OFI7+EZqNz9geJLECLq4XceA6vwzs1Vpgo0OJS1d5sbtdr\ntujtwCikwB2ceowxPkzRO/NCddCbIU0LzmETR9Gg5DQZbi0R9Co5OB+36vvX3T33YzxjliLv2cbv\nVMZ3HN57GId/ENOTxigE4b37ySyzZlbcbJ80mXwLhWYm3/bt03FqI1CCqkHUcjO1q29twLn6HkqB\ntzEdWYySD0fmHq6+tcHu0Coi6AkyeO0aly9lmch7afLkaPaXWBMM3v7B7xONWhvc9OkIdzXtY2hp\njIIvwVJnmC1Nu8n0V28rXK6Tlr07o+x/oYdgO/jdAYYLaYYLSfbuvPln9Ss7vsLbly5x+upZrpWG\n8Tqa2bD0Ab6y4ysLjkVurZHn99uplrfX1VRrB5iR1esZGHkZV7EZJgLQlAffEJHVv1z9YBrQ5AWX\n6VP6kklov0Ve1pxwYfiGcZhOzJITwwDDM4yZdVU8Xlmcdm/dzdf//uvkxnO4m9wUJgoUzSK7ty6u\n7fNc3K7XbMemvVz72ZO0jJ3BRYlxHIw6W1iyZeZxXMpowevNkW++MeYp5UgZSg7ORyIBrs44fdP6\nTN0XiJK43mdqrsd427db07QNA7xea4pfJnPradp3YqQpgWt0Ld7iepxOKBYhly8xsnL2WUDzWXRD\n6ocSVA2ilpuple6L4bzyy3iG/repsbwjSem+GGB/fOXW7tjKK2+PM+w5Qck1jCPjx3/lfto7ts75\nuSarWH7rt6CNCHe5I2zsgFWrrJLcajasLtcqkVZT930cOBxjcCRBR2uYrzy2e/Zm70MRVr35DZqW\nxsh7E3iyYZa/GYVHI6BFXRpWby8cOACDg9DRAXv3wq4GWVOhlrfX1VRrB5hLmpcQ8LWRKWQoFFO4\nnW7a3G0saa7cinGLyeQFF7Cqp9JpK0G1+xbn/cWWd2gy3bgdzThwUqJIwRyj2PJOdYKWRWeyz5RW\n8btzg5lB2ltmZpr9Hj+DmRtT+AyM67MoTKwfP1h2k12zmyXvfB1KOfION55SgWaKJNcoOTgf7nCc\nVwo9+N0h/HSSJcmrxR4eDe9jPudfe/bAiatx+l0xsu4EvkKYteNR9uxZ2A7bWwjTvibJyOUbMytC\n7WmchdlnASUS1oWt6QIBLeTTKJSgaiC12kxt+boEgyc7KbqgyWn1oZoYD7BqU2NuRY79cDPptu/g\nyAdxjYYpOYdJO09y7If/Fv7l3J8vEoFf+zV7G1aXe5XIXTsid7z64GSj+G2+67/vg2SLrpI0st5e\n2L/fasTZ3m71Xdt/fTpwoySpZH6rulXSxcxFml3WpfsJ1wRNRhPNrmYuZi7aE1CDmc+0YWdrmqZk\ngDHnRUyjiGE68RRX4Qylqxe4LDpf+8TXlJCag462Di5kLpCfyJMr5vA6vXiaPHS0WVP4Bk8ewHC3\nk502xY9CirH3NUn/yCNf4+8A37lvESyNkjJaSK7ZzUce0b/FfBibYnAkBKUQeIB8CPJgbJlngcCK\nOIFP9NCZCJFPd+IJJAmEe2DF/BJek7YHorxS6GHlGvASIIc1s+KjLVZi8matABbDQj611AKh2tQk\nXSruEw+HWX5XGsNhLUtqOGD5XWk+8XADbUWm+cWl4ziHtuMsBsGVwVkM4hzazi8uHZ/3c9rdsHr6\nKpEOw0HIFyLkDRE7Fav4a082ip9OV0ka24EDVnIqGLSaIgeD1v0DB+yOrDwmE77JbHJGwjd+cXF1\n+HS7rVXcstmZq7q5bVr/IJVP0eJqYf3S9WxctpH1S9fT4mqZV/9AublIxOp98u1vW7e3O9hu9bgY\n95ynyWjCYTbTZDQx7jlPq0dT/ERqxafWf4rBzCCj+VHcDjej+VEGM4N8av2ngDtvkg5WkuqBf53i\nnt8a54F/nVJyagHy3gQ7Hgrg88LwMPi8sOOhAHnv/A6gY6di3Nse4rGuEL/2GQePdYW4t33h5wJP\nRiOsHdoH2RBpcwCyIdYO7ePJaGTWRu+bNzf2Qj63anC/GKiCSipuz6NRBkZ7GEpAPh3AE0izIpxk\nz6ONWbI73pzAPbIO59iNHlvFUonx5vlnVCIR+PRvx29MiwuF2fsbUSJVSqUn0gk6/TNraReySuRc\npguGw3B6OM55/4059KtHomwIz/29l2uaolTW4OAH+9L4/dZ4I5ie8AWmbmOnYovq81iphqvzFfQE\nuTZ2jex4Fq/TS66Yo2SWCHrm3j+wntXSdtJwGJTMCUyjCAaUAMM0MBw2fUhE5AMy4xkeuesRTl49\nSSafoc3Txral28iMZwCmmqQbpQL+wnl8pTzjOLjqvfsDz/X95/8bxfifscR1hWvjy3BG/g2fevzf\nVvstNYRwIEzSnaSr60aZUTKbpt03vwKBcp8LTIpE4NkvRDh4MMKRH0DBgLu2W/9ttlYAx4839kI+\ntdYCodpUQSUVF1kV4d+s24ePEKNNA/gI8W/WlWfZ6lq01BkmG/oZmbXPM7zxG2TWPk829DOWOudf\nMRa/GOfFqz1seSjJb/5qJ1seSvLi1epVXIQDYdK5mVMq5rtK5FyrRzbvjHPE6CGVT9JmdpLKJzli\n9LB559zeu6pW6kdHh3W1b7rhYWu8ESTSCQLemWWB5TjIqzf5PNx/P1y6ZB1sXrpk3c/n7Ylna/tW\nPrTyQ/hcPobzw/hcPj608kNsbZ97/8B6VWvbyWvZax/oVWNgcC17zZZ4ROSDEukEH+78MI9vfZzP\nP/R5Ht/6OB/u/PDUPq1j0168hfN05M7iMscpGgbNjOMrXuX0md6p5/n+8/+N9nP/iV/qOE7n6gF+\nqeM47ef+E99//r/Z9dbqWnRjlGQuSTKbpGSWSGaTJHNJohvnV2ZUznOB9zt9Gl57zVrV1e+3jvl6\neuDYsdlnUcy1IreeLPbZI0pQScXF4/DiNyNsSXbzm83fZkuymxe/GWnYMsWPf7SNUudPKDlHMcdb\nKDlHKXX+hI9/tG3ez2nnFDso705uru/leCnGw1tDBD0hMsMOgp4QD28Ncbw0t/du999Q7tzevdbB\nSSpllW6nUtb9vXvtjqw8KnmQV0/cbjhxAlautMr1V6607ts1xS+6MUqTo4ktK7fwqfs+xZaVW2hy\nNM37YL4e1dp2MlvMYmBgmG4oOTFMNwYG2WLWlnhE5INut0/bsH4XRdw0U2Q1YwTMAhedK8i62xk8\neWPuvufMn3D3qgt0LknSERymc0mSu1ddwHPmT6r6fhpFZFWETy/dx5uvh/iLvxngzddDfHrp/AsE\nyp3wmhSPw+//vrUq4Ogo/OM/wo9+BFevWsd/6fe1HGy0XlM3Ew4vzvc9SVP8GkgtleVPF4tBcVmc\nNyenaIXCrG6KEotFGirbPSnR/H2WuTtI5vNMOHI0TbQQal5Covn7wJfn95wVKqu9U+VcdWyu7yWR\nTrC2s5P1d90YK5lzf+92/w3lzk02Qp++it9XvtI4DdKjG6P0vGYtZxbwBkjn0iRzSXY/0JjTnmdT\na1P8tLpi7W0nzaKDYqkIxgQYYAKlkolZ1PVVkVpxu33a6TO9dBYvcc3wUjRcOCmybOIKFybaZvSh\niqw+Q6C5wOSCfw6HSaCpQGT1GTveVt2Lx+HP/nOE7FCEljxkPfBnb8CG4PyqjSYTXtNX4d67c+H7\nyFgMMhkYGbEWTmlutiqpf/Yzq6q6fzTOZe/1lbxzYZaPRnl2d2Pvl+ez6m0jUYKqQZR7lbVyOnYh\nzturevBxY5nT4209jF1Y2KoPtertK4MY2XZWeh04nVAswni2xNtX5t9AJxwIk8wmp3rVQP1WXIQD\nYU5fOc35kfOkc2kC3gCrW1ezYdmGWX+/HO89HAhz5uoZBjODU6/b0dbB+qXrF/R+pDJ27WqchNT7\nVeogr97k87BjB7z11o1V/LZutW+Kn9Tevmai6MEq9i9NG3VcHxeRWnC75P7gyQMsY7I01qBouMCE\npYUEVwIfnnqeQEsOx/Vec6YJGOAwrHGZu0OH4OxZa8pcIGBVKJ09a40fOjT355uaEROKsCMA6SS8\n+M35J7wmJRJWtbxhWAkqAI/HSlplmuO0fqQHEiFId0IgifGRha8cWOvms+ptI1GCqkHUctPdVHsM\nRz6Ez2PF5CNEvmCNN+LGxTHSgelK4WqyGuu6nFAwhnGMzL+Bjt0VF+VMgG5evpnvvPkd/G4/fo+f\nVDZFIp0guunmJcLleu+zve6vb/z1OT3PnarVikaxX6UO8upNOGxdIT13zprC6fdDSwt8+MO3fWhF\nxC/Gefrw0wyNDpEv5jkxdII3zr/BMzufWTTf3ejGKE8dforLA5fJT+TxNHlY3rKcZx941pZ4SkUD\nnCUMnBg4MClhGkVrXERqRmRVZNbtpDM3yFXPXawqnAMTikYTAG1mAc+mG3P3jSbTujUNTMC4/n+T\n4zI3R45AWxv4fNZ9n89K/B05Mr/nq1Tj7nD4RuX0+Dg4nVYyzeWCkbuslQMfvHfyokmIZLY2zm8r\nbkUcumKQTkAgDCuiNOJ5882oRrpB1HLT3eDdCUpjAbI5a8OYzUFpLEDwbvtjq4R7Lu+l6BgmS4oS\nJbKkKDqGuefy/BvoTF6dCvlCDAwPEPKFqlodV86+JMcvH2fT0k2k8imOXz5OKp9i09JNHL98HLBO\nErv7unnihSfo7usGKMt7P375ONs7thP0BckUMgR9QbZ3bJ963XKaPNF96cxL/Pz8z3npzEs8ffhp\nNWSfg/d/Dhrpbzc17TnUzfcdT/BmqJvisjixRdYOra0NfvxjGBqyqqaGhqz7bfNv17cgh44e4uy1\nswBT+9Oz185y6Og8LjXXsamm5Ob77tvA4SzhNP04aMJkAgdN1n1n6fYPFpGaUPR2QJOXYbx0MsYm\nM8NdjDFktLBh/Y1S6RETJq7/PHmCOnF9XObOnOXvNtv47VSqcXc0eqPKy+WCsTFr/MEHwbeqds9v\nK6nWFiyptoasoDIMYwnwLeCfA1eA/2ia5p/bG1Vl1VpZ/nRb7wlzNXWaX7x7nmw2jc8I8KE1q9l6\nz82ndNW7R5fvwjsCJ1sPkGGQNjr45dGv8NDyhc1XutXVqUorZ1+SYxeO8d7we6xsWcndgbvJFXO8\nN/werguuW1ZqdXd1L/g9rFu6bsZUwpJZqshObvJE1+/xE/AGyBVzUye6hz65uE525yN+MW5VcYxa\nVRwnhk5w9PxRnt35bENcMTt2Ic4/rnqaUYYokmeIE5xve4OxC8+wWK6OAfzFX0CTdSEd0wSH48b4\nl+fXrm9Bjgwcoc3dhs9lXW72uXyYpsmRgXlebq5DsVMx7g3dy4OrH5waS2aTtl2tXtYa5EK6iNNo\nxelwUiwVKZp5lgWCVY9FRO7c6TO9DJ48gDM3iIGL5dm36XDkyZuQNcALdJgZ/u4nX+Yjj3wNgJOj\nnTzoPW8lqQwTTAMwOJlbzSM2vpd6tX07vPKKVZ3k9VpVSZkMPPro/J4vHLb6IIVunGqWpXF3JAK/\n93tWo3SnE+6+Gzo7reODuzeFSedq8/y2kmp5ZlQ1NGoF1X8FCsBK4F8BhwzDuN/ekCqrUisrlEPb\n6GaOXHqFYfcpCu4LDLtPceTSK7SNbrY7tIqIRmH50C4+k+zj/yid4TPJPpYP7SK6wH+KeNxaRvWJ\nJ6zbaq6CGA6E6R9I09cHL7wAfX3QPzC/HUQqn8JhOPC5fBiGgc/lw2E4SOVTs1ZqHXoltuD3Xs2V\n06af6E6+xzZ326I60V2Ig0cPcmLoBAOZAS5kLjCQGeDE0AkOHj1od2hlMdB+iMslq1LHi3Vl8HLp\nLAPtiyt5+fbb1lXTpUth2TLr1u+3xu1gYvKBYiHj+vgiUWvV2J/Y2MWytjaaHJCfyNHkgGVtbXxi\nY5ct8cjiYOfxViM4faaXoTf2YxRSFD3t4HCzyshTNAHDYIImLuBjGBe+c9+aetzrP/w8/UPLGBl3\nMT7RxMi4i/6hZbz+w8/b92bq2JNPwtq11s+TK8KtXWuNz0c0aiWokkmrZ9Tkzws9vwHYsAEeftha\nxXdyyv++fbDn0do9v62kWtsXV1vDJagMw2gBfgP4PdM0R0zT/CnwAvCv7Y2ssuyeAnYrB37wI4o5\nN+ZEE2BiTjRRzLk58IMf2R1aRUQisGWLlcj5kz+xbrdsWdj87HjcWs0hmbSuKiST1v1qHTRtdkR5\n7ViSVD5Jm79EKp/ktWNJNjvmvoMIeoLW1MfxLKZpkh3PUqJE0BO86QY5lw7wP/8+seD3Xs0krk50\nF6bvnT4y+QyY4HV6wYRMPkPfO312h1YWI8EjOIptUPQBBhR9OIptjAQXVwLT7bYWkZiuWLTG7bC9\nczuZfGbGtimTz7C9c7s9Admgmon8O/Hktid5oPN+NnV0srGjnU0dnTzQeT9PbpvnGZbIbdh9vNUI\nBk8eoOj0gzuIYTjAHcRpGhSzHq4OriR9aRnjWS95h5ugOTr1uIvH7+MHr32J/3VqO//w7gb+16nt\n/OC1L3Hx+H02vpv6FYnA449bvadGR63bxx+f//lIJAJb/lmcF9Ld/Mk7T/BCupst/yy+4N6Z8Tg8\n9RT8wz9Y991ueO+9669Zw+e3lVRr++JqM8z5TkStUYZhPAD8L9M0m6eNfRnoMk3zU+/73c8BnwNY\nuXLlg9/97nerGmu59fe38JOfLOPSJS8rV+Z45JErrF07evsHVtjO730Rs+jBmPBNjZlNWQxnnsOf\n/bqNkVVGX98y/viHx8hHnsNsvYAx0o4n/jv8n/98K11dV277+JGREVpbW6fu94/0840fxUmZFwka\n7YRHf4Ul45vIZJy0tY3z+OPvVvLtAPD883fz3vhZri7/G0acg7QWO1h6+Ve5y7Vuzq///Lnn+enQ\nT0nkEhTNIk7DSdgb5qMrPgrAe6PvcXX8KiPFEVqdraQHwnhH1/FQ9gtTzzHf994/0s9PrvyES7lL\nrPSu5JFlj7C2de2cnuNO/NFbf8Sx9DFanC24DTcFs8BocZStga186b4vlf31KsWubUr076KUSiUr\nOXVdrpjD4XAQ+0h9N2oaGRnhd0/9LhN5N9lMG4VxB25XCV9bhiZPgW9u+6bdIVZNd/cmfvazJbjd\nJdxuk0LBoFBw8OEPX6O7+2TV4+kf6eeb73yTVCHFuDmOy3ARdAf57Xt+uyLbiVrUP9LP9wa+R2tT\nKy3OFkaLo4xMjPDZzs/a9jeo1nZ7xmvOc9v3/v231J/nn7+bTMZFW9uN7PmdHnPY8VmtFdO/M7sf\ne5hxTxDf9TOx8SEnj3r/Ea93nHevLcEoGRglA8fSFCOuJkbv+WsA/sfvJilmijjbXFPPW8yM42xz\n8mt/ErrZy1ZVvX2/+/tb+N737qK1tUhLS5HRUScjI04++9n35nUs13fyPH96/K/wGX5amloYnRgl\naw7zuc2/Ttem1fOO84/+aB3HjoVoWv0mY3e/SN47gJkKs9XzMf7Tk67bP0EDqsV9cTl87GMfe8M0\nzW23+71GTFA9Avx/pmmumjb274B/ZZpm12yP27Ztm3n06NEqRFgZk1d8QiGryVw6bV312bfP/lWh\nHHsewJxw0VSayhky4RjDaBqndOgfbIysMn5pVy9n79mPq+SnacLPRNMw445h1r3zVf6x9/Z9qPr6\n+ujq6gJuNMk7+tMQy1oD5I00OZI8zD5WlCIMDMC3v13hN4RV5t7ZeaNHDFjlvfN5/S+//GW+/vdf\nx2k4cTe5KUwUKJpFvvhPvsjDdz3MF1/+IhOlianfH0438RHHlyg6MqRJECDMfaUo4wORqrz3+Xh/\nD6WplbDqqIeSnduUjd/YyJWxK3icnqm+M/linmXNyzj1+VOVffEK6+vr47sj3+WVc6/g9/jxOr3k\nijmG88M8uuZRnvvkc3aHWDXxOHz+89ay12Nj0NwM69bBN75h335Lq2/C1/6ml2/87ADXxgdZ4urg\n8x/ey5d/dWE9FOvJQrZ90/ffUp/me7wzvYfm9BWHF0O1x/u/M3cFu3CTYml7kNYWSL0CncF+NnRc\n4HKmley4m2bnOF5PgXObf2eqB9WrvRd5Yf9ruP1e3H4vheEcheEcn/nqw+zYteo2UVRevX2/u7s/\n2PdiOncAACAASURBVDNq8n5399yfr6u7m1Q+SdBz4wkn7/fN5wmv27oVxpfGubq+h6ZiCGcxQM5M\nU3AmeeWZxv/+zKYRj0cMw7ijBFUjNkkfAfzvGwsAGRtiqZpKLf1ZDq6h7RTa+yiNGxgTXsymHLgy\nuC502RtYhbyz/ACukh/XhNXE1XH99p3lB4C5HeRP9mRa0Rbiav4SGc9JRhniZb7AR0b+CxvC1fnH\nDYfh9HCc8/7YVJJo9Uh0Xq//l6f+Em+Tl2KpSLaYpclowtvk5S9P/SWjxVEraWUUKE4UcTY5cThN\njk78P9zHY/jpJEuSV4s9PBreR602lI6sivDszmfresdi5zal654ufnD2BxRKBXLFHM4mJ22eNrru\n6arsC1fJk9ueZGB4gMujl0nn03iaPKxdsnbRTVuKRKxkVCxmrQIUDlu9LOzcZ50+bfXYGxyBjlbY\n7ICI/edFVdP7apw/fvlFxjNb8OV2kPWm+eOrL3J32wZ27aif7ddC1PLxlFTefBtBL+amxu//zlzI\n7SUS2M/INWhp9uObGGO02MrfvPFx7l9zjKUtI1wdbeWHr3yG39nztannsZJQD3P4wClGBtO0dgR4\n7CsP1ERyqh4lEtaqeH191mc4EID77rux6l48Prf97+BIgvaWmQsm+d0BBkcW1hfJMCC1MkZTMYSr\naH2InMUQJXNxfH9mY+fiWHZrxATVacBpGMZ60zTPXB/bApywMaaKSySsKz7TlWPpz3LY4dvD4dQA\npeYhTHcaih4cqXXs8O2xO7TKaBtkYqSdiZJ11c3hABx+jLbBOT/V5Op5K+65xJtv/R2eCS++pmUM\nTwxxxOghurM6SZrNO+P8/+y9fXAc533n+em36RkM5qXxRoCARiDFVwseUi+UKfuWQiglsZJYTrC8\n3cpW5awTt25LDpPaXbNULtm+425WOpcPqqQSRkrKWV02u5dc5ZiJRWUt21EoiFpLlPVicgSJFMHX\nIUAQrzM9793TL/dHgwRJiy+DV2KATxWqOQ843U8Ppp/u5/f8ft/v9199FtsaA8lg2P6YAel9enY+\nX/Xxx4pjuK6LIimogorjOtiOzVhxjCODR6hT6nArLrZjo4gKiq9AsZSGsgYqYGhggLAlUfWxV7h9\nFnNMuTqAc3UGWq0EcGohgDlXxON3zqT/wOEkz7zSS9in0RbsIGOkeeaVXmDvsgnOfPdggsKERp2o\nIfvBsjQKE177XHwGS2FF+E5+nlph/unp8bKB4NoMut27b/6+uXQ7Xmpcf8045i4GCu/wcOQ/064X\nyLU38vZ7v8al0f+FT6dmY0amhBoN/MK+duxqXQlIzRE+H/z4aBLzngT2xhSj+Rjnj/Xwq1vjnu7T\nHycZa0xg3JXi41KM9/+4h+d/P37De3J7fYyz2QF0ZwhD0FHdCBGxnTXh9bPq5/bt8DfFFHXlDlzZ\n06I0TLi7c3lcPzdiKdwv54uaE0l3XbcAJID/KAhCUBCE/wl4Avivi9uz+SUWm3ZouMxcWH/OBS88\nE2fLxHPUDz+Ob/x+6ocfZ8vEc7zwTG1eZG2hdgyy2A4IItgOGGRpC7VXva9YJMbpydP8LP0a1F+k\nLI2QNdOEpRYe3qrR7yyMHs/r2RfxtZ5GksE1I0gy+FpP83q2elc1RVRwXAdJlBAEAUmUcFwHRVQo\nVUqMFEaoOBVUSaXiVCg5Ofx+m4Dfc/YI+GHHFyIY/upvWgcOJ+net4/1e5+ie98+DhyeH9XTy6n+\n6VKajnAH6VKa3nd6SV5aOiqrizmmxFvjPLnlSQJKgEKlQEAJ8OSWJ2vqxhxvjbOvex8vf/Vl9nXv\nq6lzq4Y7yS1r/6EEYZ9GVPVcRKOqRtinsf/Q0tY9q4azkykktUyhqY+JplcoNPUhqWXOTs5+krBU\nxsU7+XlqhfknHvfKOTXNK+vTtNsr71zOosbXXzOi7wBbQ/+VgFzBQEaMFnnwc4fwKz/FdVyMTAkz\nW2bnnk2/sK+TAwd442A3b/3tet442M3JgQMLeCa1xYSSZHJTL5aSxmd0YClpJjf1MqEkeTGR5HRL\nLwTSRIQOCKQ53dLLi4kbj8cPdHRxQeoj5z+BFRgm5z/BBamPBzpm58r+9NPQosawZR2j7LU1NMCm\n+M2vnzvp+WGuWSr3y/mi5gJUU3wdCACjwF8DT7uuW9MZVD09cPo0vPYa/OAH3vb06bmx/pwt8Tg8\nuzvOA7l9xH7+Mg/k9vHs7htH6Jc6D9h7CESyCGoGy3YQ1AyBSJYH7D1V76uruYt3Bt8hW84S8gdQ\ngyWE8CDbPtfMPR0Lt7JwZPAIzeEQ6zsDbN4osL4zQHM4xJHB6l3H1kXXYbs2eTNP3siTN/PYrs26\n6DpCasjTn7osjed6P5J4bbJnvlL9Q9+Bw0n+7T98i+PWa2TrP+S49Rr/9h++NS9BqsSJBHZe49i7\nGq8eFDn2road10icWDoT3fm0E74VyUtJDp48yJZVW/jtrt9my6otHDx5cNncmJcLd5pb1lA+Rdh3\nrYvoXJQvLClsH3rTTygFBjB9w5QCA+hNPwF79taKV5dAiYKIFtDQ/HfeuLiYY98KdwbxuDfhffll\nb3s7z6sL6RR8p3H9NbO+/n/nLjWDLEFJVHD9Ng13XeL+h/6WwnAWNRr4TF2pkwMHGP3gGQQzg6W2\nIZgZRj94ZiVINUMG5AR3NWsE0DANkQAadzVrDMgJjugJQor3OwHvdyFF44h+4/H4zcHXCfh8yIKE\n47rIgkTA5+PNwdm5ssfj8JWHuig09THZ9rfkm95g1cYBpPobXz932vPDXFML84jZUIslfriuOwn8\n5mL3Y6ERhJu/XiySSTh4ELZsgR07vFWWgwdhw4Y7p7RjLgmldvHFjvO83/gnlDhDgAYedH6PUKp6\nkdn+sX62t2/n7cG3KZgFgr4gzXXNjBXHWF1evWArcwLCdNDoMu5Ue5Vs69jG8bEBinYeXBcEgTop\nyLaObQznhtHLOsVKEcMykESJqNJMJm9ygtcgbDBsqQwkm/mtu5+v6rjfPfQSWX8/rmjiYiPIEoI4\nyncPvcSuHS9VfR434+jZFGeOdhAIQDgMpTJ89H6EgpWC7jk91LxxeRX5an2C3bsX5ppdzloey4lE\nAqymJMcua9tpMVZLPSQSi7OA0V4fY9gcwPANUUbHTwS10k57/ezKF5YS4dYJ0vIkruNHdFRswcDx\n5Qm3Tsx630ulBGoxx74Vli7x1jh7H957TUnO7vt2L4t71vXXzK7OsxiigisrCIAtiBR9sHbDJ/z6\nC3+IXB7C8rVzcmAPG9ZPPxsPHd9PwNK52zxPEJcCAkNilKHj+6/5fyvcHkLEK5tr6pxuK5YjVIJT\nY265A/xXvcGIIERuPB6fMY4QVZtRmDa9qlDkjFH9YvXVHDic5P/99C+RZBtXmaTgjvHu0DAPhW9s\nLFTrWoG1MI+YDTUZoFqOJBKwdi088MB0Wzp9Z1yod9okZL7xxZIMmcfY6PsqfiKU0RmyjrEulqRa\nzaSUnmJd4zoi/ghvX3gbv+xHlVRGC6Oky2l233cLUYQ5YnvHdvrO9SEIwhXXsZyZo7uzu+p9nbo4\njlGxkAQ/guDFqIyKxamL43xpw1aCviBDuSH0sk7EH2HwXB1l4RSSBBYgy+BzBV4/BLt23P5xByqH\nqChZZPxIqDhYVMQsA5VDVZ/DrcicjyHWpQlMOZ0E/GAIOpnzSyvVf7H0gZbKRHY2VCtOWoscHU7y\nceuzFBnDxmCUjxkKvU9xuHptu7ngK9u6+M47fwFOBUGErHMRxFP8b9t+a8H7sliorQPUXboLkzyO\nWEZ0AvidZtTWgVu/+RbEIjHSpfSVgDPcuSVQd5I22gpLh+Usanz1NXPir8ASXKyrfq+4Jo2ixeB1\n2VHAleBTOPNz1gpZTKAgCPhch43uJGcytef4vRBs3xyj70gaAQ2/CmUDcoZO933emHuz330WPlUg\nZxQw3VFsykj48QlB6tTZZdh+99CLZMTTmHoY125EVMrgy/J/H36drz206zPH4lrXCqyVecRMWQlQ\n1QipFCgdSfqYdlnbGOkhlVr8G+XR4SRHgs+SHhvDwkDmYzR18SYh842wOUG5TyOb07AtkGQNXwiE\n7upFvS8/0K+qX8UX7/oix8ePM1oYpSXYsqDWxU8/+DSD2UFGC6PoZR1VVlnXsI6nH6xe6P7Di8eQ\nBAUEBwcbSZAAkQ8vHuOFJ75D7zu9bFm15YpN87GTfTQp67EoYGOiECAoh6fSkG///G1FB0dGEhUA\nJBQsx/La55jocA9Drc8yNjXxllCp8zXTOVxd1tdyZSlNZGdCMgnPPgtjY2AY8PHH8P778Pzzy2tS\nPNj2Ipfsj0GaympEIuuMEml7EfizBe/PgPs60bBCruhi2TayJBGqVxhwX6daB9alSiAg0NlWRz7T\nRNkAfwDqo0UUf2XW++7Z1EPvO5769OXx/XYWWlaCuSussLQY8a+ho3yKEgKWICO7Fo1YjLo+8EW9\n3HtfFAuuyY5qIY8IhEWQcbEEMF2vfYXqefqRHj5Jf4tTl0YpmgZ1fpV1nS08/chzAAwWehlNga5H\nUCM66zakefqRG4/Ha0LrOFJ5DQQXBLDcHIY7zr2hx2fVz4HiEYpFCfwjIJexLT9U6slHj9ww0SIW\ng4EBGBqadihsb4f1NZLwHB3uYbK1lxJcSXZwfGmiwwuTmLDYrASoagRfLMmPs72YWQ2r0MFoMM35\ncC+/GlsYl7ebcUx9kVHrNKITRnIj2EKZUes0x9TFmYTMN8PFFCVLYTLYhy3rSFaEBmsjw8Xqw/o9\nm3p49tCzjA1Ou5mt1dby/M4bp73OB/HWONr5r/GP5/djqpP4jCj/4u6vzagPRTuLLKkoTLu3VIQS\nRTv7mSnyEV8DafsCfimASpgKJYadj2iKFKo6blN9hGF9gopTQRJlbMfCcW1W1TdWfQ63orUN3ssL\n5Bzv4conAKJAa9ucH6ommelEdqnw4oueRmA47D1Ulcve6xdfhD+rvSHxhowHD2Fmc8iOiiSq2I6F\nRY7x4NxnNd4ORwaP0KE1U9cyXb5QrBRnpLW3VLmcLbuqfTpbNmvk+Gcd3bPed7w1zhMbnmD/e/sZ\nyg3RHmpnz7Y9N72PXNYZ0bRrdUZuR7R6Nhw4nGT/oQRD+RTt9TH27OxZNk6OKyxv96y5oO2+/8j4\ne79LnZ3H7xhUBAkLAUsQadXfpSSoZH2rcdQm5PK0w7Ufh3pxWlFCwXt+Mm1nUc6jFgiFXTokMGxQ\nJQgFvU833hrnuV/be933/OYlqXpOQBTBcQEHEDyncj03O02ZklWGujGw/WCpIFagbhjbaL5hRlRX\nF3z/YBJ7QwI2phjWYwwc7+G3fqs2rtOtbXHqsnu5GJ5OPLknt5sNbbVxfrdiJUBVI0y2JBg9YyOE\nj0FUh3IEd7ydyXXVZ+3MNSPSESiFEN0AggCiE8AxXUYCtfnQf/K4ymSoD8UJEyCMpZSYFA9z8nj3\njPZ3RefJve71AvKN7yX5bx//JUJ9CckJUqHEf/v4L2n+3oaq3RiDUpSMPUyZIi4uAgICIlHJi95c\nnyL/D/3d6BdFcAPeiGUFcByD0KpMVcd9fNNOXvnkR+SKJhXbQJYkGutCPL5pZ1X7uR0mWxLkjq+l\nTngATfWyZHJumslHFv96XArMZCK7lDhyBEIhCEzFaAMBr9T1SG0OiTekLGRRFJeyWcB2LCRk/D6J\nspBdlP7MpdbeUmUus2Wv52rzgx1370Av6xw8eZANjRvuKJ2RA4eTPPNKL2GfRluwg4yR5plXeoG9\nK0GqZcBl9yzNr13jnrWQWetLnQ3rd/H2pXewzv1n6jGxHJGKICC6LmVRRXErtBpnGLOKVOo7r7xP\n/ewhGHX5DMFzSuJEgnu0e3hw9YNX2tKl9BU9z2pLUodKA0hmJ5IvD1IZLD+Y9Qz5ZlcCbpfqITxy\nbaPg4JTrb+ie+np/Er7YS3FUw7zQga8+TeiLvbzev5ddu5b+ddrTA729cbbYcSIRL0ssnYaeJxe7\nZwvDSoCqRjg2ehS5/QyOEcAxwoi+ElL7RxwbrS7LZD6wbQFVBdfw3D1EEVTVa69FRkZchEawKmBW\nQFRAUL32akmcSOAUw4wM5ciaJmFfgKaO8IKLRf/5hy8itJxGtsNQiSBKZayG0/z5hy/yQpVZcOvD\ncY5MDCJMpQi7rovjuqzXPvt8OhqjZCuTFPQSZcOPrJZpjjh0NEarOu7VEy/DMlBllZZgy5xMvK5n\nYDRFbFUH+axX1+/3Q1M4wsDo0iqOX6xV5OSlJP/l3YOUUlsI6jsoRXT+i3PziexS4kYGFneKscVC\nITkBCvYksuzDh4SDRcEuEnHaF6U/2zu286NTP8LMmdiOjSRK+CQfX1735UXpz2IQb43z3M7n5uW6\nn4n5wWLojOw/lMB2Lc6VjmGUdVQ3QkRczf5DiZUA1TJgxaRj9pwcOIAz9PfogU4ySpgm/QNE16FF\nNHBcgzICpivRZF1C3Nx7zXtd79Fw+vXCdr2muJWeZ7Xl07blItl1qEbTlTbDKWJb5qz6KeQ6QM6C\nUvACX44MxWbIdtDzu5/9nr5LCYy8RsinIbeAZWkYGeizamMheLmbdawEqGoEvZzB7xcJqJfLpgKU\nMNDL1WWZzAeNpe1MhPvwSQKi48cRy5hCjsZs92J3bV6wXBPn/A6Epk8RVB3XjOBe2ooVrH4Af/PT\no/z8/Bn8UoCQL0zZLvHTMx9RtAsL6uJQbDiCiIgVGPFuHrYfwQxSbKg+5aOSbcDvNGNaJo5gIboy\nquyjkm0A4MDHB67JnGmpa+HBu7q4qF28Ipy+uv4eNjRtqOq48dY43ZGv8Scn9zNZmaRBifIvts2s\nTPFWuHoMtAFoGAJ0IAJuO66+dIrjF3MV+aU3E/S/r2Fmp3TcxjRGR+GlYIKX/uXSvztv3w4/+nkS\nsz2BXZ9Cysfwne7hy9uX/rlVg1tsRGECARcHCxERBT9uce7Lbm+HR9c8yqsnX8VyPGlfy7EQBIFH\n1zy6KP1ZLOZL6Hkm5gexmLdqrE3L0aHr3HBVfS44kTnKJGdwzQBYYSy5RNHXj5Epzt9BV7hjWA4m\nHfPN0PH9CHL4it5UHRVUEWwXDET8uKhYXBDqeOAqdz7T9bKlRAFEvCoyx/XaV6ieWCTGuxfe5fjE\ncXJGjpAaYnPjZr5w1xdmVD7dZGxn2PcmFUdAwo9NGUfOscp4ZFb99Ge2UijXIYQv4qpeFRDZ1fiL\nG4jHPzuQlnFTOKUOCjZYlmegJEoRMsHauU6Xs1nHSoCqRoj4o0zYk1SkEjJ+LMrYtkOjv7osk/ng\nGzue5jt9g9jBURyfjmuqSIV1fKN77jNX7gSCVoyicvLaRiVH0KouoAJwdjiDJWXISClPbFtSkQlz\ndnhhA4+ir4TtvwSi44kjSgWQ00jl1qr3NTph4prrcBreA7mEYwVwJz/HqM/kwMcHeOb1Zwj7wrQF\n28iUMgxMDNAabEWWZFxcSpUSWTNLz6aeqo574HCSP/zRQSq5LQTKOyj5df5w4iB3hzbM+ar4+kgX\nP3H+Cr8QRiVMiQxpN8WvRJaOG9hiriK/8WGKyayC09CH69MRzAji5Ebe+DAF/3JeD70gPPrbSV6V\ne7FyGugdWP40wrZeHv2fF18zcCGRih3I6hAlYRKECrgKAbcByei49Zvngf6xfnbEdnAxf3UwfDX9\nY/3sWiYi6TB/mZOxSIyT4yd/4fO92WJDTw88+8dJxvwJDH8KtRyjudDD87vn7zop2BkqtohoBrz0\nDSeAg0FBWvwFvxXmn1o36VgI5PKQ59Q39dqHje0CgsCEEAJAdcqI15VPT6IQpnKlVZj6mUShiRWq\nJaSEeOvCWwSkAEElSMEo8NaFt3hs7WMzKp/+ctPX+bv0IFlrjDI6Miph+R6+3PT1WfVzEz0cFXth\nbAsYEVB1CKS5V+q5YSBNtGIU7DSypSFLULHAQids1M51upy1EMXF7sAKc8POzVsJFbvACmC4WbAC\nhIpd7Ny8dbG7xjd+J84fdD9HS/ZxpJH7ack+zh90P8c3fqc2L7LVShe0H8FRMjhGCEfJQPsRr71K\nsuU8RXEYkzwWJgZZCtIgw9YJkpeS89D7z6ZBk0ApetlTkuFtlaLXXiVZI4/R9FMQLXAUEC2Mpp+S\nNfLsf28/YV+YaCCKKIpEA1GCSpBz+jnvzbPQ4fruwQSFCQ3Z0vD7RWRLozCh8d2Diar3dSuaNvfT\nUNiObEUx3RyyFaWhsJ2mzf1zfqz5IqWniPgj17Qt1Cry2CUVo/UwyCUkKwxyCaP1MGOX1Hk/9kLQ\n7yR45CGNzZ0aq9tENndqPPKQRr8z99/FOxlF8FFydARHQXTqEByFkqOjCLOzrJ4pKT3FusZ1dHd2\n89VNX6W7s5t1jeuWVeZE8lKSZw89y2sDr/Hh8Ie8NvAazx56dk7uN13NXRwZOkKmlCHkC5EpZTgy\ndISu5pvcG1uS5Lp6GZxIc76/g8GJNLmuXmiZv/ufXYgCDq5UAsH1tjhT7SvUOj2bekiX06RLaRzX\nIV1Kky6nq14UW24kk7BvHzz1FJy61E45N60laLoikuBlULk4SG4FEShL/mv2YSB7QSn3qp+p9hWq\n59WBVwnTTi4dZGjUJJcOEqadVwdeJZXyyqWv5lbl0491xREOPY987nF8E/cjn3sc4dDzPNY1u/nc\nbzwY5159L3JFw60fRK5o3Kvv5TcejJNIgNWU5Ji2j1fFpzim7cNqSuIe70GNpJHq0li2g1SXRo2k\naRqrjev0shZixkhfo4V44PDCzf0Wk5UrvkZ4+pGeKbvQLRhTdqEt96Z5+pE740L9xu/EazYgdT31\na/pZnX0YXR7CUHRUN0rEvZf6Nf1Ua1Ve8V+ckhEHL9nZw5GzCyraWRcpIujg2lMNAgiS114t+bp+\nkExwBe/JwwUEl3xdP0O5Cm3Ba63uDNvAciweXz9tY3u1yOPtcmYiRUDoQJka9RQZApUIZybmfvJp\n+FP8yrZ1fHpiwxX7243bHAz/0pnoziTbYe5wp8SpPYSpplpRo0jpKQxflnPRV8gFvLT7Jt+DpPTc\nYndtQclKZ8CVcV1wBRtcCRC99kVgJXMCXnz/RU5PniashomoEcpWmdOTp3nx/Rf5s9+YncVk/1g/\nD3c8zFBuCL2sEw1Eubfl3ptmqL30ZoLUBQtaj6G262BHSF1YzUtvzl+5rzi6FaU+iFM/hOPTEc0I\nor4OMb90SrRXmDmf5Sa8+76bu5std67PcjkxsocN6m467RwB0UUSwZq6p9/t5ii4IhcljXL9pmv2\no1kWFVdCkV1E0cVxBCqWgCZYi3NiS5xPh4eYvNCGIomoMtgWTOgOnwpDdM+gfPqf/gmchpNU2vtw\n6oYQw+04+S7+6Z/i7JpFknFXF3z/+3HUIDh3J7DCKY7nEjxW5zkcn2ntJYBGmA5KpOkP9eI6e1l1\nei/FuxPY7Z5UQt3p3XQ01cZ1uv9QAsXSyExoXDLAr2qoEZaNFuJKgKpGmIld6ArzQ/TuFLnkKLng\nURyphGkHEIsK0btnkP2hFMD0VpyumqXjCJ6I70KJdpatMlE1hIOD5VjIooyISNkqV70vJzgIrgii\nDTggiOBIOMFB2kP3M5wbxrANylYZv+wnU85QJ9fRd67vSqBkY+PGqrMafKUY+YafYYY/wZZySHYI\nX/Zz1E0+VPU53IpYJEbal6a7e/rOny7ptAWWzkS3q7mLvzr2V4R9YcJqmEwpQ0pP0bN5/oPeTa0m\n1tAOnIZPcaZK/NTJrTS1z06I804hZ+T4xzP/iF/2E1SClCol/vHMP/Ir9/zKYndtQSkwCoLlZWUK\nrhe0tlUK7uii9KdnUw/f+mEvoymmF3piaZ77td2L0p/F4MjgEUJqiIDi6VkGlAAuLkcGZ28xmdJT\n1FfugXPrr0jz1W9ybjqWHzp+lNG6D6hIGVwsBFlGqTvNoePzpwfVNNbDcH0vamYLkhXBlnUsuXZW\n5ldYYa65vlysKfQO9/izBEW4nGcfFOGSKXFxUqNOrHBXoMS7+WuzJ+tMEdlv49gilikgSi6y5FBX\nXin4mQmlkXYEfwbZ9bI/ZRksJUtppJ2ep7ygInCNS9zum9zufnj+ALkvPINih5HsNuxQhtwXnuGH\n/VDtAvzVvP465O8+QPbBZ8GfBlfELrXwZwMfcLfWgZ3RyOqaZzo0Fajx35fgoco+hobiVxaC2++G\n9TWyjnBmIkX+YgeVimcwViiAkotQcpbOQvdsWLnia4iTJ6GvD956y9uePHmrd6wwH4wUB0mH+3BE\nE8H244gm6XAfI8XBqvclCcpUppHL1dkjDjY/G/oZR4ePzmHPb0xUjeI4InY5iFtqxC4HcRyRqFp9\nyYMgWd6k1JHA8XlbwUKQLL6y/isM5YYoGAV8oo+CUaBQKWC7NqVKibAaplQpcfj8YVSpuoBf5+oQ\nee0wFbGAYAepiAXy2mE6V4eqPodbUQslApezHaKBKDkzRzQQ5eGOh+kfm/8yxZ33x2gI+QlPdlM/\n+FXCk900hPzsvH/pBPhuxtnMWURBRBZlBEHwAr6CyNnM2cXu2oJiUgDZACRwZW8rG177YjAax317\nL5Q0CA9CSfNejy6fhR6Bz/Z5n0lZ9fWo5RiH39UplSEchlIZDr+ro5ZvfF1fMk9SEkewbAfLUrBs\nh5I4wiVz/h5wHr8/Tqh/L5WsRlEapJLVCPXv5fH7l8/3YDlz2SAkXUpfYxCykLIKS43ry8Uea3gJ\nRYCsIzCJSAVP7LxFsohpGeoCBhfHGxA+7OfwgUtX3ueWVSxDwrFFRBEvUGVIuOXaKO9faNTkHvBl\nqUgZHBwqUgZ8WdTknisucZoGg4Pe9mYC6QATa/ZjOw5F9Ry5+vcoquewHYeJNftn1c9DnyTJP/Qs\n1F8CpQxqDqKnKUY+5IL0BkNnI4yPQz4H4+MwdDZC8/oUkgRbtsBXvuJtJcnTLawFrIkYBVsHQhuI\nwwAAIABJREFUvMAiQMHWsSZq4zn4VqxkUNUIl2tVwz7tmlpV2LssUgHvJD4a+wgRCVmSp5aOZCzX\n4aOxj6rel2S2IApZnOtnDC6MFEZ+QSNovvh8uJvBSz/GlUyQyjiOjFsI8fn27qr3JeHDEaYyr1yu\nqGBKro9cJceO2A4+Gf/kiuOIX/ZTsku/sB+3ynIva+2r+IYaqYg6lpJHcFR8TiPW2leBb1R9Hjej\nFkoEUnqKkfwIRy8dpWSVCMgBZEFGlef/QXG6ZPnaTJanH6mNTBbd0GlV1zCsT2LYZVTJT1tkDbqh\nL3bXFhRBtPGiH66XVSk4gDvVvvAkEnBPMM6DganrNADp4M1FY2uN7R3b6TvXhyAI+GU/ZatMzszR\n3dk96327x3sg0As+gAj4dRDTuMdvfF0b8iiuIyK4IiICriviOiKGPH9Zdo8+Cn/3P0BRpmQSFc9V\n7NHlZea4bJmNQcj1LsR7tu1h1721b7BwvdtmTCljAUHRRRZcfIDoAiKk0hqyZNMYyeI45/nh/hPs\n2OUZ7qTHItSvLSHJFQTBxXUFbEsmPRZhcbxdlzabnV2cSUJ2434M3xCq2U7jJ99mreN9J6t1ibOi\nn2ILk96Cku0DsYLtH8ZSjVn1M7s6gVN3CeT8tLaDK0JgnGLFIBjQcUsajgOiCEJAx03H2Lv3Wne/\n3btr517tO90Da3pxLBCsCI5PBzmN73RtPAffipUAVY1wp9eqfpZFaK0MItdjOAVUMYpDeco6XUYV\nohhO9VkBweIGzLocea7LvnJFDMtgrDA2R72+OY1nv04zg5jimOcmKKr47GYaz1bv3OG3WnBlGwvT\nE0p3ZWQ3iN9qIaWneLD9QR7qmC67+8GJHzBZnGSkMHIlaPVg24OYdnXlXiOV09SFTSwjiG1HkBQL\nWS0zUjld9TksBy5kLtB37rCnC+Sq5C2DvnOH+aXO2dkJ3w7x1jhfW7eX/akEk1KKKDG+tm5pBfhu\nRkRo59PxiyB5K362A4PjeTa2tS921xYURZbAieBQwhUsBFdGpB5FXpzk7lTK00+5mluJxtYaTz/4\nNIPZQUYLo+hlHVVWWdewjqcfnL3rrpmKs6NjL5+SQCdFhBhb5d2YqZtd1y5CJYQgV7xMW1eGih98\nzk3eMzte708S/OVelKyGVehAbkvj29jL6/172bWrNsagFW5MSk/REb52ILgdg5DPciF+5vVnAGo+\nSNXTc225mOO6hCRPd8oCVLwgr+MCCFi2jCJa+OtK5IemF2aK2SBgTy0/ClNbe6p9hWrZsweeeWYX\nncO7CIchm/V+9nzP+321jq22WAJH8CL3MBXBt732WeDvPOoFp8SrF55tEGwcKvjCadQQyFYES9Yx\nhDTZn+0m3lu7c8moEUdK7WWiZdrBtvXibkJGjZ7wdawEqGqEMxMpyqMdKAqoqme3Wbx0Z9SqJpOw\n5z8lOa0kKPlSBAZiHPpPPez/drwmB5ag2EDBzSBdVRFRccsExYaq97W2bitnKyZ55SKeSLqnKi4K\nCkGlDsOe3arF7WKm4jwQeJ73CwnKYgq/E+OBYA9mqfo/4AbfTj61fwySiYuNIEhg+9jg20ks0voL\nIsWWbZEtFwma9yAbd1NRy3xgf8yvbqwuUCIJEpLoEI5O3VhRKBgmklC9E+GtuFwioPm1a0oEFkrU\nfi44OvwxjiMgISMKAo4rY7sOR4c/nvdjJ5Nw8C/ibNHi7IiAnoaDfwEborXxMKKNfwVD/j+QhAAK\nASpiAVsYRxv/N4vdtQVlbXQNAxOn8YuNSIKMjYXpFFkbXbMo/bk+CwBuLRpba8Rb4zy387mqJi23\ni/f5xunWpveV1qHtJp9vfWUNOd9p3EoQ15ERRAvBV/S0rOaJI3qCoKzhWho2oFgaQclrhxoYgFa4\nKTM1S7jahRi4st3/3v6aD1BdLhe7vBA91ikTkiyEqyuDBbBs7xlWkWwE0aVcDFDfPl0JEGqdwLYU\nykUFxxEQRRfFVyHUOrHg51QLXBYu378fhoagvR2+/W2vfSbPqY7pB18Z3Iq3eCnYIE61z4K61kFI\nu9NVFTBtouTKrDqzl8JdCcpqCr8RI3phN75cbY/F27fDj49CMAj+em8x03G89uXAigZVjSDmYpii\nTiEPE+NQyIMp6oi5xX+y/oPvJ3lX7GU4kyZ9voPhTJp3xV7+4Pu1Wc//xNp/jkUOgzwVyhjkscjx\nxNp/XvW+vrKtiwlOeKvGiN6PK1En+RFFkYi6MCV+qgofH4qz6vg+uk6/zKrj+/j4UBx1BtVe39z5\ndcLlewlaHdS7rQStDsLle/nmzq9/pnZTrmRiFFV0Z5CC+im6M8joZJnJieo0UdZE11CySowXxq/8\nlKwSa+ZhMnx1iYAoiGgBDc2vkTiRmPNjzRfZch6ZelyhQoUCrlBBpp5sOT/vx75acFUUp/+dWDof\n300Z03PEeASVIBXyqASJ8Qhjy8zF7z/88jfRgkFcwaJsl3EFCy0Y5D/88jcXpT89PV6AKp32HgQv\n/7tWNC1um9E49O2DV172tnOkwTWTz/eX1G+iEERRLZRA2dsS5JfU+fuOlHwphs9FqFjTC37D5yKU\nfIu/4LfC/DNTDcmh3BBhNXxNW1gNM5Qbms/u3jHE47BvH7z8MmT9TaRtUIDLuU9lGyqWyOpwhqb6\nHIItkNPD7Nwz7eQnNxTIZoL4/BWC4RI+f4VsJojcsEi6hDXArl2eLvHAgLe9HLSayXOqmt0EhVXg\nKiBVvG1hldc+C4qV7I1Nms0gzkVv/rHxhDf/cC7Gaz5Q89i/SlLZ1oulpHH1DiwlTWVbL4/9q9qc\nO1/PSoCqRmga7yEnn0FveY1C7AfoLa+Rk8/QNL74T9avnU1g6hqUvEGQkoapa7x2tkZmm9cRbCii\n+RsRkQAXEQnN30iwoXrXoVywn/saH0Y2G6dExUVkUQLJJqSE2Llm59yfwGfg3uDGcaP2m7FrR5x/\n3/0kfjlA0SrglwP8++4n2bUjTrw1zhONezn2rsbf/PdBjr2rUZlsxyfWIYhTiysiyJLMsbPDVR13\nU9MmIv4IgihguRaCKBDxR9jUNLsb62eR0lO/oA92OyUCdxKiVY8t5JFQUAgioWALeUSrft6Pfb3g\nKtRWqZUQSdFgPMBWnuQL/D5beZIG4wGESI2c4G2y695dPPP5P6KZzahOmGY288zn/2jRsg1mIhpb\na1y2i0+nvXLHdNp7nZyDZ+KZfL7f6dnF+vS/Q7QD2G4J0Q6wPv3v+E7P/H1HQnYMR7lWD85RdEL2\n4i/4rTD/XNaQ1AIag9lBtIB2W9nP7aF2skb2mraskaU9tLxKtwHKsoYrCJguVADD9RJifLKD7AqI\nFQm/zyS4YZTWLf/jyvsq2TrC0QJmWaGQrcMsK4SjBSrZukU7l1plJs+pqy7sQXAlpFwnyvg2pFwn\ngiux6sKeWfWlXAiCfdWK91W+UD6rhXXrvH/rU8PyunXw9NPefWnfPnjqKW87F/epO4V+J8EjD2ls\n7tRY3SayuVPjkYc0+p3anDtfz0qJX41QLIATcb0qsKkfx3Ep3gGLDkUlBcUOxKlwqCCAbUQo1uhk\n7MjgEdY1dlLnm76hFs3ijGy6j55Nce50PbJvNbZYwBUcHEdB9kl0reqaE12Q28E04d574f33IZeD\nUAgefNBrr5bkpSTHzIN89QtbiPh3oJd1jpUPkry0AUbjv1DadcTsRm0UkUQFFxsJBUkU0cuZqo7r\n4uIjTNjowDL8yGoZny9btdj67TDTEoE7iVa5i/PuG5iOPeUkaSOIDq1y163fPEtqvdRq++YYfUfS\nCGj4VSgbkDN0uu+rkRO8TZJJeOPvN7CqsZuoP4VaivHG32/gl+9axKBQSxK6E6CnIBKDlh6WU1nX\n9Xbxl7dzJRRfrSgvLUk67juGL/XVacOE+455f6d5+rt05HoYjT1L2hzDcg1kQUXzNdORfn5ejrfC\nnUe8NV51WeuebXuuaE6F1TBZI0vWzPLtHd+ejy7e0chWlnrXxTJ8lC0JVakQ8Fu4rosvYGLbApWS\nH9MNMHR8PxvWewHn3GATbQ1ZBMkBR0CQHATRJTfYtMhnVHvM5Dl1i7yLUhIm79mPUzeEWGyn6fi3\n2RKa3YKBf2w7RE55gpwC087llTragh0899wv6hiDt3iiadcuptTKolJKT1GvXKuFV68srYXu2bCS\nQVUjpIIJmLwH4czjiAO/iXDmcZi8x2tfZAQ9Bn79SkDcBfDrXnsN4uJSLMG5c3DiU29bLFXvOgdw\n8riPEfUwgivhL69DssK4ro2Uu5vndj63YHpGqgofDCapfGkfyq6nqHxpHx8MJmdU4neztOLPKu1S\nZIGcM0rBLFEu+SiYJXL2KKq/uhK/S2Mm8tAOsAIIvixYAeShHVwam0GU7RbMtETgTqJT60C+2I3o\n+BBEA9HxIV/splPruPWbZ0mtl1o9/UgP6z6fBn8aPeuAP826z6d5+pEaOcHb5MVEko/DvQxOpBk+\n2cHgRJqPw728mFicZdAVe/k7L3sxcSJBKGwR6DyGsPFVAp3HCIWteS2Xbm0DSRIIhyEcgXDYe93a\nNm+HXKEG2HXvLr732PeIBqIMF4aJBqJ877Hv1bz+1GfRXMyQzwbxSTbhYJk6xfYMW/F0sP2yQ0N9\nkXXOJeTydAmkbaqcSq7BMmV8/gqWKXMquQbbnH/34FrlwAHo7ob1673tgQNe+0yeU7duhZ2rdvHF\nk318/s0Bvniyj52rdrF16+z62HTuacRCG5ghzx3QVqAcgQv/jIdiW68pH923zwtAJRJgNSU5pu3j\nVfEpjmn7sJqSNSMFoZZjHH5Xp1T27kGlMhx+V0ct1+bc+XpWMqhqBMOfQsh4WUqu603unUoEI7j4\nkVZttIeJB38Xp+EMKCWoBGByLdr7f7rYXZsX1ge285PUm/hFAVX1U7LKpEdy/EqVot4AIyMCYvOU\n+pRdj+h2UBGzuGPbFlRse1xKMrmpFz8aqtGBoaTJb+plXNpLtavYKT2FIir0netDL+tE/BE2Nm70\nVgVSoHQk6bvK5UkO5HDzzQh+E0EugxXAKUWob6su4Jc5HyOopmmXu70GGTJqmsz5uZ91xFvjbGnZ\nwp+89ydMliZpCDTwe9t+b8kIpAO46Rhr6kIYQ1+ibIBfBTWSxk1rt37zLLlecLXW7IPjrXGe+7W9\n1wlR145L4e3SdylBLq+hTmWSWWWNXBn6iosjRj0be/laIRaDd/MHOF6/nxxDhGhnc3EPX4jNzSS7\nWteoo8NHOZM5Q0AOEFbDlCol+sf6KVaqL5m/XYTNCfxH1tKiPnAlwzFrpBG2r4ikLxeq/Z5eZte9\nu5ZlQOp6AgbU+01MQ8UoikTCXjnH5TmK4wgIgsuqcInTE9NmP+nxKE0tY+jjGmpdGaPox7Ek0uPR\nxTqVJc2BA/DMM16Ao60NMhnvNcCuXV4p69Xf89333fw5pKcHnn0WSiXv71gqea6As108FEbjOJP/\nBr70f4FjQbkRRrvw2Y00jH72zo8OJ/mk9VsUGMXCYJSPuRj6gOLwc9TCOO0e74FAL/gAIuDXQUzj\nHt+92F1bEFYCVDWCmIthaQO44SEvW6kcwc22I2bXL3bX2P7rJ/nv5lkQLC8qLlignWX7r5+kFgaR\n62k8+3UahEFMeQwTHVlWaajcQ+PZr1e9L1c0qJ/cgRX+FFPUcYoR3PGtFGWDZHLhJuwDSoK7mjXy\nYxplAwKqRnMzDFjVP7Crksorn/yIXNHEsm1kaZSTo+f56ue+jBtL8qbZS9inEaaDEmnywgiKEsBv\nrcIu+ZGUMqK/hFWs7oElOtzDGe1ZTmevLdvoHJ77so0DHx/gD9/+UyqFKAEjRsnI8odv/yl3R+9e\nMg+v0eEeLkZ7qRTANSJUZB2fP010eGFujlWXAi0xZlJCUmtk3BSS1YEyZQCkyGCVI2TcxVlYmam9\nfC0R2naAt95+hoAdJii1UbAzvKU+w2PbAGY3ds3ENSpjZBjL6qRLKSzHQBZVtECEhkB1Jd7VYPhT\ndK3r4L33IJuDcAi2bYtg+JfP92A5UwsuvItNJe9HbKiAO1U94Hr6oa57lXapK4Dgsqo8bQ5yaryN\nrV86hlHyYRRV1ECJjvU6Rz6J8+jinMqSZv9+kDuSZNYmuDTlgOc708P+/fErYunVIgg3fz0TzpaS\nsOEYnNkJkSGoG4PIIO6R/xUz+NnX3GDbSwzb/dOO4EhknVHCbS8BL82+U4uMmYqzo2Mvn161YL9V\n3o2ZWh5j0EqJX42wWumCu97E0Y7j1F3E0Y7DXW967YvMu85+KDXB5GaY2OxtS01eew1ipuI8ID3p\n2cdTQCHAA9KTMxpU1jbGsMt+fMPdCJ9+FWmwG8H2E3JicyZcezsIkRR1UoTOTti0ETo7oU6KzEjU\n+dTFcUbzY5TcDBUpS8nNMJof49TFcYTNCShpUNbAFaGsIeZXU+f30RAOEGrM0hAO0O7rIqBXl1Os\n+GByQsBxQJyya52cEFB8VZ/CLfnuG/sppMPIVhS/KiJbUQrpMN99Y+l851uFOJU390JJQwgPQkmj\n8uZeWoWFuTm+8NMX6PyjTsL/Z5jOP+rkhZ++sCDHXWHhiAoxbFmnYnml3xULbFknKixOCnssEkMv\nXyuOvdS042bLq2P7aW8ME5SimIZIUIrS3hjm1bHZj10zcY0aS+cZKQ5jYSKKChYmI8VhxtLz5yaq\nlmP0n9JZ1Qqf74JVrdB/avmUVix3asGFd7HRMxEKuQCiI6IKLpblTTddF3AFL6ghQKGgEJKcK+9r\nuXeY86dWY5T8+OtMjJKf86dW03JvdaY4K3icLiQZX9/LZDFNbqiDyWKa8fW9nC4kZ1TSnkjA2rXw\n+OPwm7/pbdeunb3Dcq49AYINkYvgz0KpBUa7sLV+YjEvaLyvbx9PvfIU+/r2kbyUZLz+EIabo1wG\no6h6WzfHeP2h2XXmDiEWA78ep5t9fJWX6WYffj1eM1qst2Ilg6pGaN3+OucmHVCKIFrgyGCEaN3+\nOrNd9Zwtk5UhIATaOZDLYPmh2DDVXnv4Ykk+qPwlFbGEQpAKJT6w/5JfjW2g2myjbz7Rw+/+P71M\nDoNjRBDrdHzBNI9Ed6NJcydceyu2b47xo5+dxJQvYks6kh3BV1nNl+/bUPW+Prz4EaIggeDgLasJ\ngMiHFz/irlUhIh05jo69gmlmPVHzwHpMcYJVbMFPhDI62Uqa7ZHqcorPqgmUibXUlR5AlsGyoOik\nORuZ+7KNs+NDyHYbhSJYNsgSKGqYs+NL5zsvCMBIHC7EwQYkwDc3q2W34oWfvsC3Dn0Hy3ZxXYGi\nMcK3Dn0HgG986Rvz34EFYKYlJLVEd2sPf1f8PcalU1SEIopbR9heR3fdnyxKf3o29fCtH/YymmJa\nkDuW5rlfWx4p9QBDuSHaom2IDdNtjhNmKDf7sWsmGWpD+jgKdQiAg4WMDxcfQ/r4rPtzI5Z7acVy\nZyWTcvYMpe5CzPgJNxbw15WxJ8O03jWKIDg4joRrgW1LFAt+9EIdl4UWmn0TmFkVFy8A7QJmWaU5\nPLFo57KUsdcnKExo+BwNWQanrFEwwb8+QeIEVZe0p1KgKNDX5xnXRCKwceMcaBS2HoX6M54EjBEG\nuQSrPsJVC3TtTE7dlzUMvYOPI2k+ONNL2hjHcV1cqYArWwiujOCK5Cv6rY+3BOjp8UTfwfucdd3T\nYt29TG5DKxlUNcJJ6xBKwES0wlBuQbTCKAGTk9biR5KdUgSiZ0GsgKV62+hZr70GmVjzImPWaTIZ\nyI1HyGRgzDrNxJoXq97Xhmicjem9KJaGr2kQv6vReHIvjVZ8QYVrH+3qotJ6BEvO4JohLDlDpfUI\nj3ZVn6FXtDOIgoSIBICIhChIFO0MgyN5PtB/jKiWCakhRLVMOvAucn4tlDR018vkuWd0L1/vqW4y\nr5OiNRqhkIfRUSjkoTUaQWfuP0Qh307OyGI7IEmeMUnOyCLkl47d9PCwJ0CZvX8fevdTZO/3BCiH\nF2Ah87tvvYBp2QiujCwoCK6Madl8963ayKJaEeP2WL/tJHnfKSTFJuBTkRSbvO8U67edXJwOjcZx\n3/ayBpnKGnTf3gujyydw2B5qJ2tkr2nLGlnaQ7Mfu2KRGKcnT9N3ro9XTrxC37k+Tk+evmmGWsVy\nkAQfCkECNKIQRBJ8VCznhu+ZLWYqzg55LwE0sgwSQGOHvHfZlFYsd1YyKWdGMukJWD/1FJx4K47r\nylw6v4oTH2xk8GSMS6lmrIoPuyJSKvgpZutQRHiz75emd5Lzsfm+AVZ3XqKpbZzVnZfYfN8A5OYh\n1X0Z4GtO4ZYjOFPrwY4DbjmCrzlFSk8R8V87D7tVIFZV4SfHkgy072P4oacYaN/HT47NzDDpasIt\nGQREBMmG6HmInIe6UYJtg/zTcIJTH3mVFZGwV1lx6iONkmHhyAVcsYKLiCtWcOQCFaM2BPXjcXji\nX3si8H9T9ETgn/jXyZqWvrialQBVjVC0syiKRCioEAkJhIIKiiJRtLO3fvM8I+fXeNkygoWXMWOB\n4HjtNchHk0cAiYo6glH/KRV1BJCm2qsjkYBQIY7v7X1YP/23VCqQ2fhH/Ki8j1P55IKlevaP9fPI\n2ofZ3Bll9d05NndGeWTtw/SP9Ve9L5/kx3AKGFaFiilhWBUMp4BP8vPRxTMIroRtShRLYJteIMv2\nTRJ4dx+Fv36ZwLv7ePLL8aoH6QgxhiZ0bMcT6rQdGJrQiTD3H2LLuT3YUhbDzVAoOhhuBlvK0nJu\nz5wfa74YrCTRP9eLEEgj5jsQAmn0z/UyWJn/IEq6PIGIgiRICAhIgoSIQrpcG6uoKyUkHq+O7SfW\n0EyLuImQsYkWcROxhuY5KSebCYkE3BOM83hgH78pvMzjgX3cE4zXjCvQ7bBn2x6yZpZMKYPjOGRK\nGbJmlj3bZj92dTV38c7gO2RKGUK+EJlShncG36Gr+cYLHc3yWkpWgbx7kaybIu9epGQVaJbXzro/\nNyIWg9x1FYS5PMumtGK5UwsuvAtNMulle6TT0NEBExfaeOuHX6JYChBu1ikVAhz8i9/iB3/+BJcu\ntGJbMjk9xGt//RjHP3zsyn6amyapjxSQFRNBspEVk/pIgeamyUU8u6VLVIwRW6ejyGBWPJ3H2Drd\na59BIPayYZKlpPEZHVhKmslNvYxLs3su7Loniq+ugBs+B0IFHBFkC582wqHjRwmpEQJ+L4M/4IeQ\nGsE2FdyKCq6IIDjgirgVFaHQPKu+3CkkLyU5ONHLli+k+e1f72DLF9IcnFg+C5krJX41QlCKkrGH\nKVPExUVAQEAkKi2+L3JHc4hzY5ug9ZiXPeUocGkLHc2hxe7avDCulzDUSziug4ODSwFDSDOut1a9\nrzffhJ//HNyWJO6WXqyShjncgRNNc6Sxl56d1bvozYSUnuKehntY3zgtuu+4zoxS3uuFJrLWGEiW\nV/LpymDJ1KtNZEo6QmkNrn8SQSrj2n5cfQ15SWfLFtixw0tzPXgQNmyorryxYaSHktuLIoPsRLBE\nnYqbpmFk7vNlV03s4tw5qNy3H0JDuLl2lHe+zarQ0hBIBxhvTmBkNGRLQ5bAKmpYptc+7985R8Gm\ngu14wWxcEQQXyVXm97gLxEoJicdQbohQXQhDPAdWGWQ/QX/DnJSTzYRUyptcXc1CZqreCVw2cdj/\n3n6GckO0h9r59o5vz4m5Q/9YPxsbNnJ84jgXshcIqSE2N26mf6yfXTeQIlBVG9yi509/Ganotc8T\nXTuT/MX/10vlnAblDi7605wKLdz9doXFJd4a54nGvew/lGAon6K9PsaencvPZbUaEgnQNO8HwEJh\n6EKM4QsxRBwkKgjA2IVWjr/fhQs4CDjIsGo646W9cwTHcREu50+43rNme+fIgp9TLbA90sObZi8b\ntzItkWGm2e7bTc8m6H3HqyGL+CPoZZ10Oc3u+278TDygJGheZTNuHCMr6KhuhGa1nQFzds+Fj2za\nSnKkH8MwQSmAo+J3mhAKjUxUMkSCOnCVg7SqQ6YJRbERlCKOYCO6Em6lDrncccPjLCUSJxJYtsWx\nkWNXHM9X169eNq7CKwGqGmF9OM6RiUG8iu0p1wxc1muL/yVuvSvHuYkTUI6ArYJkQMsJWhtrcznS\nKMlYagkBH6Ir4wo2FiWMUvWX29mzQGsSo/v3QR3FLbTgjm7Cyrfy8FbodxLsWoAH5lgkRrqUvlKj\nDjNPec9PhiAogi0zPQSJ5CdDKEI9pjSMa4PjguiAQwG50I622vuflx+AqtXfGuuPEwvsZaIl8f+z\n9+bRcVz3ge5XW1fvC/aNzQUkRVpUkzIpi1QsEpYVJU7GdgZh7KNzkokS5uQ9+dGxZ8LR8fNTEp3E\n1nMcJMcvpixnnu1nO5mTScLBRJQT27HFQLIdUqYUURAo7lsTIEBsvaO7uqvqvj8KCykLlECgG0AT\n3zl9LuoCVfUrdNWte38rhjuOXojS3L+PkfzC//+EgFWZvRg/2EuhAG634xot/At+qrJR0OP41DZs\nnHxdmgq6GqKgl3+17s9vIeV92VmUCglkZ1zzT9xb9nNXgoV8npYzIVeIM6NnQAYhBLlSjrHcGHfV\n3bUo8kSj8PLLcOoUZDIQCMDmzXD//YsizqKxsXYjHWs6pvOjbayde67Bt+PE4AlODp0nkSthWhrF\nfImTpfPo6uwhGeeNl29WTgFIk/1l4oXBbgQWE8HXMSMpVCtEULTywmBl3rcrLC69vXD4azG2RmLs\nDkEqAYe/BhvD1V1Zdj68Vbmf8EdpzJ5nZk0y+Tqf7gEFQQmJ8KYZQ7pLLyKEDJKEJDk5KIWQcenF\nCl1JdfGJzhg//bOP8Gb4IEV9AJfRyobkfj7xX2PEmuDArgM35cLcd++tFbH50AkS1kV8Hg8hgpjk\nSVhvoHhy85IzkNtCongdWXhRzQiWZFBUxqgr3MtEoUTGlUByzSjZMqUE/tEO0DPY/gGIae02AAAg\nAElEQVSEK4VUDCFnW6lzLX71+oXgxOAJXht4k0Q2R9EycSnDXPJfY6I0sdiiVYQVBVWVkBqqQbbq\nEXIRIU0mi7NdpIZq3nnnMnMlcwlFlhGyihASkqwiyTJXMpcWW7SyYAonSb1Q8ghsQAZLd/rnSD7Y\nS+HuLkx9GNmoQ7jySKuPIg/vor2toWIeF52bOtn/j5/lwtAI+aKBx6XT3lTPwV95es7HKhQEKDWO\nBUQxHKWlEaJQELTkPkwq+kdgeZAsD5aSA/8onnO/Cy0zx7gdrwYhoNaMsSo58/KdMKEobrHTbRIO\nw/i407rdUChAPu9sLxfCUpRRdwIPkemk8gYVqrCWXAX6a47HpSQcJZWtOf1VQOemzjlbLquRGncN\nBauAJjRUWcW0TEp2iRr34ry3AgF4YegQ4uGDiOAA6XQr117dz8PLyPNxvvQOvX1C2s//0oF5W23P\nDvXTn76GkMzpYi65tIp/aPZ8lLYoOT9IU8tbCYTApjQvWW7FkVMnyEZOgjyBggUMk7UHOHJqfouw\nFZYHb/UGul2j2J1ENOqE9039r9hyN6VjV9AoImFP55NpWDXEe3acIlSfIjkSou+VzWzb/1vTxzFL\nMrq3NKOTVpyn3pjQWMlCNXfOJnsZDh/Gm9mKd2Q3uFMMhw9zNrmRGDFiTbE5jeuBuiTD12QQHkeD\nYHqwbYNAY3Jecj5/vA8luwbLNU5JMpBtN6pVT0qK02J9iPbhTkZqu0lNGpfbx/axJQI/FP8XWSOP\nXRLIdp6gJ01HfXWE4p693s9gagRN8qIrbkzbZDA1gk/tX2zRKsJKDqoqYWikiD+zHZeioWomLkXD\nn9nO0MjiWx1ShRRKZi2KpKHqBoqkoWTW/kzsc7Ug5PxMDLWtOq1UcvrniOe93bhFBNVoQEgGiu1B\nEW5czacr6nFx9iycvpQmafeTd8VJ2v2cvpTm7G3lMpZATzsJ8yfqnVZPAxJCzeAeeRDZ8oGaQ7Z8\nyNcepCRl6OmB555zqoecPz/3fCA7dzpeEfm8o6zK553tnTtv5xpuzbZtcM894PFAOu2099zj9C8X\nOpo60Zsvkmn4Ltcj/0im4bvozRfpaCr/yz/nPgfZVVAKguV22uwqp78KiDXFOLDrABFPhP50PxFP\nhAO75q8AWG4M54dpcq/GNl3kjBK26aLJvZrh/PCiyPP1o4cQDz2B5ElCthnJk0Q89ARfP3poUeRZ\nDJ598e0T0j774vwTcV0avzb5frSc0G7JQsh5Lo1fu8Ve0qQH1ZQlQUxul6+c6KjRjyE7VQIVHO8u\nQx5l1LgzFgZ3OvG4YwS7kTst1HeudHY6CqpEwknEXYiPcN2zloy/lZy7HguJ+lVDPPBL/4bblyc1\nGsTjy/P+X/4Jqex3p4+Tz3pmHu/JjzTZv8LcOXikmzp/hM1rImzeJLN5TYQ6f4SDR25vPG+rDVNf\nb4Oap2AIUPPU19u01c7P+npxLA79DyBydYjkaqzx1RRzHnJijI6mTp7+PSc35HuvOrkhn/69GNEo\nJPMpRKAfKRxHBPpJ5lP4vPMSZckwnMwiyTLypKZGlkGSZYaT2VvvWCWsKKiqBMl2MRF6FSGVkISG\nkEpMhF5Fshff5qAVWgEbObUGRjc5LfZkfxWimE7OHMsNptdphez0z5G198bBCOHLb8blKyDrebB0\nAo3DFU3a+YUjX6HkGiEst9HAPYTlNkquEb5wZO6VCV0uAZkGsDygFp0204DLJbADcdxGFG9xDV7T\nafV8lKInTjLpeDgkk3DsGMy1gOAnPgHt7c7PqUndaHu707/QdHY61fu2boUPf9hpFcXpXy48/BCU\nSgLLdpyYLNvZfvihCpxcyYNnZHIhqzitZ8TprxJiTTGe6niKb3z0GzzV8dQdp5wCKBQkhofcGOkw\n9kQIIx1meMhNoVA+5cOtuFR/EEXWkH1J5LqzyL4kiqxxqX5xkrYvBsdOxd82Ie2xU/NfnRt2Gmyn\nKieScFpbc/pnQTFrZ3RTU4jJ/nKhp8FWplVgEoCtTBpSVqh2otGZOcIUqdRKkvxbEYvBgQOOB1V/\nP7jyKcKNOooy9RcS933wp9Q1j7J68xVWv+cysmYykXNj9n5r5kDyZKU5MfOxJwMRVpg7A9k4QdfN\n2tagK8RA9vbG823N22iva0ULX8cM96GFr9Ne18q25vlZX82xKMJww9VdUPJMjsES9vmHeXjL28+N\n/vbcs2jhEbR8G8rYPWj5NrTwCH977tl5ybJUsA03QakZBQ0LAwWNoNSMbbgXW7SKsBLiVyUEm8ZI\nqOMI241s61iSge3KEmxa/KpXLQP7Od32BLIKshnEVNPYcpr2/icXW7SyYJsq4HUUUpIFSFDyOskg\n58ierVHMbII3jjdSTD+A0niKUPMw7c0NFfW4uGgcAyvAWNqDaYGqePAEBReVuVcm1EWYCcaxM2Ew\n3aA6ijddhGmoc5EMvIhUCGIbQWQtj9X6EoGRPYTDziQxHIa774a+Ptg7h8ibWAweewwOHpwJv3vs\nsfK47E9N1rq7HatrNAr79i2v8IAXBrvxFdvR0juwTFBUcAUTFcnDosgKppoHS3O8ECUTVANFVt55\n5xWWDePnNlAM/TPTXjEiQ5FRxs/90qLIY4cuYkoFVDQkW0dIJUx1AjVUPYrRd0KkokwEzzHMAAVS\nuAnh11tRU/PP6yGhILAmUxDIINkITCRmf65brZ8jbv8AXDfk3Sh6aRU/N295ZqM+7MMc1rDVHLZc\nQLLd6GaY+obFN/itUH46O52KdOB4TqVSjmfQvjsrAnvOxGIzc5wnjimY5y9jazpC06mrv87GbefR\ntCKabiJJ0Ng6zNnTUSxt5tl2uSyMCReyKiHLNrYtY5sCl6t8RRGqmVZ/lKSRIKzP5LtMF1O0+h1t\na2/vzfPUzs5bz1O31G/ha8e/TSkXRjWi5PU0b5TOsO+983s4tPOdiGgXMFntXTEAG1f/w/zwh/DN\nb8LICBgGnDwJr7wCI2uPoRNA1TygAXgwEYx55r4uWYqs03dywXoRn9KIihuTAhNWmnb9/YstWkVY\n0UlXCXrTOXzmKmTbgy0VkW0PPnMVetPih8Q0jOylofeLqGYY2z2IaoZp6P0iDSNVmtcjsQ5yDZCv\nhZLfaXMNTv8c2SJ3cmkogR5OUKPXEypsxTW6g/3r/rKiHhe2LZFKO140iuK0qbTTP1dc49uwB+8B\n0wPutBPDPngPrvFtrFvrHM/rg7pap7UFNDVJdHTARz8KHR2O59Nc3e17e53qf1u3wqOPOu3hw05/\nOYjF4Kmn4BvfcNrlpJwCx5PCFyqgre+BTc+hre/BFyosiCfFOyEkE0peQHGUUyhQ8jr9K1QNo6Nv\nnwButv5yEwzICCEQlgZICEtDCEEwcOdMlTaEtnBVHCVPEhcB8iS5Ko6yITRHl9W3ISI2gKVhWxK2\nMLEtCSzN6Z8Fn92EUmpANVpQS42oRgtKqQGfPfequO+WD6zfiT88AXIJ0wLkEv7wBB9YX4Z48BWW\nHG/1BopEnO3l9g5fMkiw45Gj6O4CutdAVmxkxUL3Fti05SJFa8Z4m5/QkRWQJNsJ75NsZMXpX2Hu\n7H+ok8H8RY4nv8ux1D9yPPldBvMX2f9QJ729jiI2kXAS3CcSzvat5sQv9PWhDe1CNcNIegbVDKMN\n7eKFvr55yRkpxtAvfwSp8ST4RpAL9biSW5A2Heaf/72XCxecv5sKvb1wARAC6y1TQssETVuc+cNC\n85mHPoG30I5lgiFSWCZ4C+185qEyhH0sQVY8qKoEj0didbOXbLKOggFuD/jDE2ju8iUSfbeEw9Bw\ncS+rs3tvThg9d33NskB5dT+lPZ8C2XJCE5QCSCWUo/vnfKwX/jaG9toBRHs3ViiOko2iHd/HC2aM\nvbsXXvbZ0K7vhGAPmBLYjtcTagbtesecj1Xs7US6qwuGtzqVHd0pcCco9nbi//iX+IWNuzl++Qzp\nYoqgK8R61zYk2bjpGLfjbl/pxKeHXup9S5nqTvbuXj4z3HxGZzTQg04QnSAl8gzpL1GX6Sj7uSXT\nByIA3pHpZMoU6pEsX9nPvULlEDXnINsIvjGQDBA65Gqd/kVgS8tajsVPYEzkEUUdSTPQPSZbWtYu\nijyLQd3mPmp+upOi5xpFJYVqhanJv4e69/UB8zMq/ea6z/AXpz+FJM94Qwhb4Tc3fWbWfWxLwqWD\nUQJhOY52ugtso3xhoB9c+0GeP/s8Xt/U6sdEUiQ+uPaDZTvnCkuLG72B5sJcPVKqFbtkobavpjg4\nhmQUWL0+jhAgK04dv6mn16WbeN2Z6f2uxeu5e3sCRRVITj0ELFPiWryehkW5kuVPUU5SdPUj5DyW\n7aFYdDxBu7ud4jevv+7MqUMhaGm59Zz42Kk49Vo7XnXSqKDChGbP23C5cyecjfehDXRAIYJtgQ14\naxOMN3QTnIhx/TrTVbH9ftBHd2I0v4hkSaiyG9MuYCoZHozumZcsSwVnvfD0zeuIR5bXOmI+rCio\nqoSdbTvpudxDY6uEW3VTMAukjQwPtnUstmhs2wZeL1y7NjMItrfDxoWpXL3kcGU2Usg2Q+1ZR5Fj\numFsI67M3C/42DGo12J4B26oPGc7/ZXEffJxvNv6ycvDmEoK2dLxltbjPvn4nI9VuhpDTR+ATd1Q\nE4dUFN7YRykVIxqKknAleGxNx/Tfn7uaoO+VZhIT83O3f2sZZChf4tNDL/XyxHNdBF0Rmn1tJI0E\nTzzXBRxYNi8Xf0AwYBUwlLQTloMClgt/oPzWKZGrh5Y3JnPPSI4XlX8QcW1z2c9dKXqHem8q79y5\nqfOOy0OluPJYehJKPrBDjjLSnUSRFmdqssm7h76EB0t/E9udQbYC+BPb2bTpfYsiz2JguOM8ct96\nzpzeOP2+vus+G8M9/4Ey0L+XbYNwKnCQknsArdDK5sx+Av7ZFV95bZBi0UK40yCZCKFSLETIa4Pz\nlmc2+kb62B3dzbXsNVKFFCF3iBZ/C30jfeydp5JuheXB7SiapjxSIpGbPVLuRO8rf2sII5knvG0N\n4KRw03RzuhDnjUQbRqZ/DtWmHOXU5LYEKKogVFudRZXKzReOfAXT149bAYELCTC1fr5w5Cu0nfgq\nFy86RXyCQcdxoK8PJiZmP55IRckFzzLMtekQcJ/egpaa34LuE5+Af/hSnMSVtumcg5IMpWwIAnEu\n5XspbezGDsSRM1G0C53UXfwEdTv6OXttBMNK4VJ1Nre00/Xx6vEw2rs7tmzWDAvNioKqSnh8x+P0\np/sZzg2TKqTQVZ31Net5fMfcFQgLzVQ8/9atNysYllPC6LlgvfdZcOVgdPN0jiX0tNPP3JL3CQFj\nY04VPcMAXYfaWidZeCVpFDGS//p5vJu7EcE4UjoKpzppDM994PR4QMnGsH8awzRBVZ3qFC4PdG7q\n5LNHPstI/wiGZaArOvW+ev7TI4/x/PGnHCtCJMr+X+0kNscZ38+UQaZ8iU8PHulG1U2SrtcZIoVb\nD+GSWjh4pHvZvGwCTUPYlzWKpSI2AhlwoRFoHSr7uU3vZLUs2cbJTySBkGf6lzm9Q710He0i4o7Q\nFmwjkU/QdbTrjqvk11QbYKBwFZSMk4lfSGCpNPkrPMBNMvrjTiYKr6DRCGoYTJ2JnMzojzvh44si\nUsWZMhJ0dMwMlIl8imbP/AfKEyfAuriXrZ6bvalP5GbfJyf3Y2kZyAcnK/+ZWK4MOal8Y0E8FWd9\n7Xo21s0sumxhE0+tlHG7E7hdRVOlvbSXMg/t38RzTxwFwBV0c+X8KlobxxCAsGWnQJ8ksCwJn3um\n2njb2qGbi3RKzquhbW355x3VyNniESxXBhUdGR2BialkOFs8gj/pzL09kwUSPR5nnZFMzn68DaEt\n/Iv9bdyS41mfJ0lCxHkkNL8FXSwGTZ4oWX8CeyICErg0UHwp8oYLa1sXSjGCnGtD6Any27pQBg/w\n//3601Vt6LuTPTJXFFRVQqwpxucf+vySfFBjMdj68UN8+fhBxksD1ERa+eQj+4nFqtMSaTcfg1wA\nyfYgKSBsD6IonP45Ul8Pb77p5H2SZchmIZ2G1audgatSA9XatXDuX2K4MzF03XmJFQqw9t65H+vB\nB+Gf/73X8aAKxyklo3C6kw++17kYaWpmMmlFSRfSHE5/iwLr8Flt5EnwrfNdbNw4t8V8JROfXpg4\nQc5zkhITCCxyDKNpA+RvZZpaYmTMJIrtxV1oQdiONUtyJ8mYt5i9LBDCP3CD9xSO4kJM9lcB3ae7\nibgjRDzOCmaq7T7dvSTG7ErR1ADXrpcQ1pTJVCDpJZoWKZajtxe090jYMliAIoOsSmXLU7cUmc1I\n8PS9T8/72MnbWBBNmFmQlMlxAKe1FSZE+UptR0NREvnE9HMJkCqkiIZWyrjdCdyuoqmSXtpLnd17\nmzh7dCN9Xz+Okcvwcv8e3ve+N9A0E0kSCCFh2zJmSSFnuKiZ3E9R+BkPKyRuqAa4wlywXWksU8E2\nNWwBsqQhVBPZlSYcdgoG5fNMGwxs20nLMht1m/vw/3gXaWmA9GQIeFDcTd375x8CbvZ1EtjYhS5A\nNUOYagpDSpAd8qF4Tezw6wg9hWSEULItpJq7OXu2k54eGMhCqx+2yBArX3rCitLbC5/97M8mh3/6\n6TtDSbWioKoiYk2xJbm4OXTyEF9849NkKWHJMEKaL77xaVavgb13V5+SSpYFuCYQ2jBCKYDlhpIf\nWZ7745ZIgNrWS6m9G8sfR0pFkc90ksvFKuo6HgjAz/+8MzhmMs72gw/enifXxz/Zy/f/5/9B1nUR\noeSRWjz417/Ax3/1GbpPd7Muso7tLdun//5/vv5dBoeGaRfbCQWhUIhw/g141tfNsx9/9xdfycp6\nprefCTGKC++01WqCUfRl5AGUGQ0j6QMI7wiTy3Uky0tmdE35T66UQBYgFLAnTaiyBSx+Tr2FIJ6K\n0xa8eSUTcofuOA+N0cIobkWjSBEbGxkZl6IxWhhdFHlSzd3oE+vw5GfGn7xIkGruhjJXrlxKZNIS\n/UMwUQSvC9xNC5PvKRyG08oh3mw/iO0dQJ5opebCftYEZp8HmHkP2E3gyjr5HC035COYsrYgMr0d\nnZs66TrqWDNC7hCpQopEIcG+e1fKuN0J3K6iqZJe2kudlw4N0fc3r0OphFBUBq+s5uyJ9ay/5xKK\n5iQYKhouiobG+fNrWLXYAlcpIT3MNWMElRKypGJhYlomdb56tm1zIjTeeMNRUnk8cM89TlqW2Ric\niOM12mFiw3R1Z6/XZnBi/nMXTypGcOgjjLcfxHANoBed98N48G+Q6y8ilzzYpSCyOw+BPiaMQZ54\n7uKyTqVxK77yFUcpVSyCZTlK2uFhp/+rX11s6crPioJqhbLzhz/4AolcDk3yoisqpm2SyOX4wx98\noSoVVEp6A9T9C5TcYOug5MGdQBl9ZM7Hui714v5AF9ZoBMvWYMN3EVv/huSVhzHrPkF3d6wiCqqp\nideWGwo5vXUi9m75u6E/waztRS24sUp+FM3ADPTyd0N/QkAPoMkaPZd7pnN/XEskkVQPnkkLmscN\ngtBtJWW83cSnc0X3ZxEpBVsGRXIqEQpbQQ+Vz+q/0IhME5L/dcdhYTLET5JNRKb85ild1ShYxqQX\nlZj2ptPV8i1KK0k0FOX4GwlOvhohnYFgAO7enuK+e+6slUzWyFKwCsiSjCZpWMKiYBXIGovznIRW\nxxm92EZJd0KPTRNMI0TdujtHcfjsi90Mn1lHm74dt+5Y1YfPJHj2xbkZBN6O3OpDjKpPgBGEiWZs\nV5LRbU+QM2E267vo3wmtPU4y/RtC5kX/g/OS5VbEmmIc2HXgJo/0fffuW5IGwBUWnmgUXn4ZTp2a\nMcht3gz333/r/Srppb3U+c4fvoI6PIBGCRmBhM2PnuvApVn4QjkUzcIqKWRTPl79zm4+8MxiS1yd\nNBsfYJzvUbSLmBjIKLiVIM3GBwgE4LXXbs5B9dpr8Cu/Mvvxklei+GoTtLbMTP6TRorklfnPXTa8\nv5d/yR7GndxKkN0YpBirPYwr2I8QMi7Fg6yBbXsoCgMrcImgEiOsO7JMtcsplcatOHLEGX903fmY\nprN95MhiS1YZVhRUVcRSTbp7KXkRSVKw5BwlTGRZRbJVLiUvLrZoZcHK1IGvBuSi87FVyNc4/XNE\nubvbibt2FVGajyFbbqxCDVLza/QFupgYPEAlLPsLOfH61ws/wi650VUPsst52ZRKTv+v3fMf+d6Z\nHoqZIJYRZFjPkzHHCKnNNx9ETyFSS3cxH/F7UKUmRjNZDKuArrhpCkcI+JaPgiUYkBix3ASUBlTc\nmBSYsNMEA+WrnjVFo6+ZK8mrIJVmchPZbhqDze+88zIgcLWTF3/ahQfw+0PkrBQv/jTBQ+E7ayVj\nChMFBSEEJVFCRkZBwRTmO+9cBh56b5TvpRMUMxGMgmMdDtaleOi9S3esWWiOnYqjmG1cT+BUBNbB\nH7g9g8BbOek9iDIRxCWHkb1g22GKptM/a3jIK4+Dux/8w6CnwNJhbL3TX0aWqkf6CuUnEIAf/chZ\nuPt8kMs52w8/fOv9KumlvdQxT5/DSwEbBRsJFZvhq00cOfRBNu84Rbg+RXIkxMlXNjN6dcboZZkS\nqvazhVgsU0Ku5AVUCYHTj6OF+pE9w6AaYOoo+QYCqcd5fghq3tNLuqWbrDuOXohSc62T55+P8fu/\n//bHCw92Mt7URR5wE6JACtuVIDw4/7lL3YPd1PREKGYiFE1Q1Qg1ASg2Z0gndWwjjz1ppHDpNqZi\nE9RCNx0j6AoxkK0Og1I67YRc5nLclK83nV5sySrDioKqSljKSXctS8JWsii4kFAQ2FhyFlGlJeMt\nDLj0CFLdGWdCbYQQo3dheYw5H2vtvXFe62nDrH8JTDe26UEIgac2jVyMkKxQ6Eks5iS5//KXnZj1\nmhr45Cdvb+KVM0rIso4yqedQZLCEQs4wGB0TjIwXEEoadBNsFbvkomAb5F2J6RdippRgT2jpLuan\nqmreFWy8oapmmp1t5bP6LzRtqw2GX9lNQjmDqaRQrRARaxttO+Z+H8+VumwH4/L3QS5iYaKggu2i\nLttR9nNXgue/HqPFPkBxXTcFPY7PiBK5uI/nvx7j939jsaWrHAoKNjYSEqqkYgsbGxuFxUk48vie\nTvpzXQzHwUiF0EMpGqIJHt+zdMeahSY/FGU0m0Angq5DyYShRIq60vyVdFl5gIivmcIEmBaoCkS8\nQbLS7Lnl1NEYZs/nkTZ3I4XjiGQUcaoTNXkHrvpXqAjPPw+trTO5Nn0+Z87z/PPMunCfolJe2ksd\nt8hjI036Xs+klRq+2sTwDQopAYgbxvuBS81EN1ybSZQ+6UA9cKmZNZURvaoQQzHCqd8kfddBDHkc\nnTDB+G8i8jEu5HrJxbqwMxHkbBu2N0H2ni4u9M5u+N7WHMObPsC1YDcp4oSI0p7Zx8bm+d/0gxNx\n3HIbI0mwbIiEYceWEOcUD9vq7+Zk/wDpYoqgK8TdbeudbSM17TkFkC6maPVXh0HJ7XbWW5rmKKdK\nJefT0rLYklWGFQVVldB9uhsrG+H11yOTpaEjtLYvjaS7IaWRMc4jYSGjYmNhYxNRGhdVrnKhF6KY\nIoG40oFtOxpvyZtAL8zd+2PP1iimfZZjw6cxTZBtNz7Vj0+tw86ECG+sjKXg0CF45hknh0g06mjw\nn3nGSda+d45Rmj5jLRntAhNFCWGrSLKJpOUJFNvpvTSEIqvYchGBhCSDrvgoJVrpT0fIu+J4ilHa\nS/v4xJNLdxa4lKtqvluavVHMQgJGOpzUTxqY9QmaveX3Ymob/ASppn4mGMHCQEHHK9XTNlgd5YMH\nBqC5OYZ8eeYetif77yQC7gCGZWDaJpawUGUVVVYJuBenil+sKcbnf+nAWzyR76zQLv/VTq43dTmL\nQzME7hSWSOC/On8lXY3WStJIAjNZeAsiTY2rddZ9GhthcDBGqSeGPVnQ06VBY5mHoUOH4OBB55ls\nbYX9++f+rltheeKMz87cbQrbvvPG5/kgkJGxcBIEOKVv3s73WgKKmn96e+hKE7WNCdzeArIisC2J\nwoSboStNKwqq20Bq6iWpH8bq34pU2E3JnSLZcBjJ2Igld5MdiSAZESeBeilCoQDuDbMbvp1oihhb\nrdjNVdkfm5+cvb3w78d1BrVuuGcUBIxPtPGTMxv5ue078QQn+Gjr1ptyAn6yeT/PHDkMOJ5T6WKK\ndDHBkx+qDoNSXZ2joBLCyUEly47Sqm7uwTjLkhUFVZVw4lKciyfaZmKJC/DGKyFyZhw6Fle2Lc0b\nOXo5S1FJYEpFJKHisprYsmbjO++8DGlNd3Iq0oXsdipR2GoKS0vQmpj7oLmlfgvflr9NTY2gWFDI\n5fNkSaGNbWbVe1JsW1sZS8HBg859NVXdY6o9eHDuk/Z7Jz7Dv+qfdhJhKyZCAAUf9xqf4Q1xELfb\nh4eZBUtGSpK1BW3nn8IwnFjsYP3CXFe5WMpVNd8toz/qJGd14a0BnRAGKXJWgtEf7YOPl/fc25pj\nXLr+Aa6GvkxJGUezaqhLfYxtC2ClWwq0tjqVy26slpNOO/13EmvDa0nmk/hdfnRVxzANCmaBteG1\niybTnR7a1abFuN57gGRTN6YvjpqLEh7aR1vr/P8nv9q2ny+dfAK7iJOHSk8jS2n2tT856z67d8Nf\n/7UzOVdVZ6JeLDr95eLQIXjiCeed19zsPKtPPOH8bkVJVf2sjM/zJ++pwZsfw1FViekCnG9FALZ3\nJppCdZsMXmlgVfsQqsvELKoMXmlAdS9O2PdyJ9PWDVcjyMWI8x0UI6BAZlU30kSc0vU2VBlkBWwL\nzFwIqW12w3e5wli/0t3LmNKH7b+KLNyAQsl/gVF7CC59iY/8Ghw8fpCBzACtgVb237efvXfv5dog\nfL3vIDljAJ/dyr4t+6si/xQ4hRrS6ZtD/Hy+ny3gUK2sKKiqhOSVKLI3gWfS1TQ7qC0AACAASURB\nVNHjBkNamMR182VTeBtnsz7S0sB0qFBQtLIpvGGxRSsL9XaModMHSDZ3YwbiSJkokUv7qK+f+6DZ\nN9LHrrZdnLh6hnOZi7hUDyG5HqU2zqnLHn5ra2UsBVMWxRsJBm/Pori+uJeTJyGz+SCmZwA130rg\n1H7Wb9hLPPI3XDfGyRt5rJIbRStQFDYeOcyHPjRzjETinUs+LzbLfaF77scx2moPkFvlhKF5jCh1\nV/dxbqz815RpO0Rf+hmkbBipGMV0penzPMPDbauZbynjpcD+/TML3mDQmYSk0/Dk7Ov0qmTPmj14\nVS8nR0+SNtIE9SDbm7dzX9t9iy3aHUtTE6ivxwhei01PilUXNG1/533fifj396KcB3HvQQgMQKYV\n5eiTxPv3wu/Msk/cefeMjzvhDZrmhFu9U0W1+bCQBpkVlh8r4/P82fL4z3HmS99Hsi2cIL7ZK/BK\nxeLMhifPqvWDlIoqhbwLRbVYtX6Qk2+6yi90FZJV4kiahmjsAVcKiiGk8bvIKnGs8SiB+gTFZGQ6\n5NpTm8Iav/W6sRxhrMdS3QipiFQKYuojIJkgZETJz+uZH1J4eYJ8fCu+1G7yoRTfsg9z5TL8r1OH\nWePZStC1m3Qxxf86dZhdL22sCiXVtm3g9cK1a0xGRjnhfRur07fjZ1hRUFUJ5UxcN1/EqU6CgS7a\nXFunZUsXE4hTnYstWlmQJChcjiGfjU2H+BVcIDXM/VjxVBy/y08u6ccnGhBKAYsiiqqxUxyg70iM\nvWW0JE+xkBZFw4APt+/lzBt7pwfdu+5y+rc2bOM7x7zIgWtI7hR2IURppJ3mpiA9PDUd835XqJN4\nfO4voN7emy0/nZ3lU3It1aIF7xZJAul6DC7EoAC4QfKDVIE873974SA2JgQug2w41TCNIH974SB/\nXgUKqqlF7o0hRE8+eectfjs3dXIxcZGP1n70Jtf9zk3V+W5YDkiSE0bQ0OC0hYIz1ksLUBvhRz+C\niNiLJzFzo+fz8KPB2fcZGHCUZi6XI4vb7SioyhlutZAGmRWWH/MZn1dCQx1+58/v5mtA39ePI+cy\n2KYB2G+b6Fwu5KZ/rmlKIGwJIWTAaYUtUdOUqJDk1YVtupDWvIg0EcQ2gshaHmnNS9j5PQSvdWLe\n1UXA70R7mGoKQ0oQPFP5daMUilPMDWG5RsBWQLhAshDu6/Sb36N08gGKntexgikUM8TwyRZePXeQ\nBtfWqq3i19kJn/3LXvL3dyPccfKFKOmxTjo7l/+1vRtWFFRVQjkT182XYjzG7rYDnGFGtm3qPoq3\noWBYDly/7oQgwEwOg2LR6Z8rLsXFi5dfJFcMEnA1YlHAIE0b97PeHyurFflGFtKiGI06HlAdHTN9\niYSzIBga7qSxrotieivmeAjVl4LwBRJmhgZ0grSRJ8FLZhd7onOrYNjb61QijEQcF9lEwtk+cGDh\nlVS9Q7188ruf5HziPBPFCbwuL/966V/58oe+vGyUVBs2wPe+51hw9Mly8+Pj8Iu/WP5zD9mnwJsC\noYDQQC6Bd5ihUvkTtFeKvXvvzIXLjcSaYhzYdXPOp3333lk5n5YahgF33w2vvOKUtA4EYMcOp3++\nlErOWHIjinLrY4dCcOHCzDhUKsGlS9DePn95ZqO1FS5edN5x02HlQVi3rnznXGFpcTvj80po6M38\nzp/fDX9+NwCf9v4VofzQz/yNABSs6W2fXmJ0NETAX0DVLMySwmgqhM9XPe/+ShIMSAzkwTTAKoJi\ng6o5/TveE+PwywdIt82Ecwf69/HQ/ZV//+7cHOXE6+NOxWYxZQUVIBTyynUy3j50xYNOEFPNk/H2\nkTISrPfcbKGvpip+NPQiPdAF8Qik2iCUcLYbKlO9fbFZUVBVCeVKXLcQOAqJGB2RmQcqkYLmxY8+\nLAvDw45iyuVyWtt2FFTDw3M/ljQZte9ygWVywxMrkUo5/9tKsJAeH8696vx84726bx986Usxtrd9\nhFeCBykwgIdWGvINjF1phmAEdMCIgAHS1rlVMOzuBrOul9enlLiRKC1KJ93dsQVXUH3upc/x6sBr\nCNMLVpBiweDVidf43Euf4+8/9vcLe7IyUVMDtbXOvVsoOKE+tbVOf7kRsgGSBYqJkz5cBlty+leo\nKpZ7KGy14XLBq686iqCpykGvvgq/8AvzP/batXAm2QubuxHBOFI6Cqc6uatl9u9/3Tp4801Hjils\nu7zKou3b4cc/dq5/ynMrm4Vf+7XynXOF5c9KaOjNnD13iIFTB1ELA3zg0Vau/mAzI1ebbspFJQHW\nDVX80uMBfO4iyZEZd33dWyA9HqA6yyqVF0kzmDi9BZqPQyCNZQQpXrkP6R6Dhx+G73wnhvfazPgr\na/Dww5WX8/E9nfxV3585OWnFpMJSslAlDyY5FEVGwwOAhgdTMZCEwvVkCiMVoWCAWwc9lKI1Uh2L\ny+7T3axrjrB93VSVwgiJ/NIoflYJ3s7bcoVlyFTiukgE+vudthyeIbdDZ6ejgEgknInl1M+dVRrF\nYdvOJEVRnISuiuJs2/bcj2VYBrtX76a5zkPeToPpISp2M2EYFf8f7t0LPT1w7pzT3u6E61b3qiva\ny0nzMI1sZQuP0shWxl3/jn/tm5xxf5Nj4i854/4mbZuuYbjnZiU5MdhLX6CLPIlpT6y+QBcnBntv\n70JuwZGLL1EyPMi2G1WRkG03JcPDkYsvLfi5ykWxCI884nhStbQ47SOPzHgHlhNJkm5QTklOq5hO\n/wpVRW8vPPUU/PZvO23vwj+OK8yB8XG4LvWSuvcpcg//Nql7n+K61Mv4+PyP/einerHu78LUEtip\nNkwtgXV/F49+avYvvVh0DBmlEkxMOG0oVN5x6NVXHS9bt9s5n9vtbL/6avnOucLyZ2DAmevdyJ0a\nGnr23CHGXthP84U3aOsf4551p3no135Iw6oZLyox9VFm8gYc/d4udHcR3VMABLqngO4ucvR7uyp+\nDdXA5XM61PdBrhGu3+O09X1cPqfT1wd79sDmzc4cb/NmZ7uvbxEEHY6hJTdDyQuScD5GGJGtR7EC\nmJZNiTwCQYk8pmUTZi0D4wlyVgKXyyZnJRgYT/Dh9upYXMZTcULu0E19IXeIeKpKPMTegRUPqiqi\nHInrFoJYDD7yO70cPNLNQDZOayTK/l/tJLYUhV0A1q2D06edie1UklnThE2b5n6saChKIp/gP2zp\n4Ho9nDoFw5kEDYHmiisgFzKn0mz3qrS5G45FwJ7xlrJkGPG8RI0nQkgNYJgFXh7/PpHI3GLNks3d\nyEZkppAAEYyi07/Q7rK5QhFV8qBMmgAUGVRbJVfIL+h5ysmtQjHLjaoKSpYGss20B5Ulo6qi/Cdf\noWJUMux2hXfH69d7ce3pws5FsFJtKN4E6p4uXr84/7CCzKpuPrAzwslXI6QzEAxEuHu70z/bsfv7\nHQ+murqZd+nEhNNfLgYGwP3eQxA9CK4BKLbiju9n4I070A1mhXfNSvW/Ga788I94j1HAyLsplVRc\nik1dY4LtD/2Uf/rWryBNVvYTSEjMvNdPH99GXU2CXb94nEhjkkLWw9Hv3cfp49sW72KWMcmUAP/k\nxpR9Tzj98TgY4V4ua91k5DgBO0qd7/byu86X7m7wvfYZijuegFQQikEkTxrblaYl/xCarFH0DGCo\nTg6qYH49tdIG3J4t9HkPklYH8JitbJvYT+ZCdUweoqEo564mGLgQmc7X29qeYsOq6vAQeydWPKhW\nKDu9Q70cHuti6/0JHv3lNrben+DwWBe9Q9VpKt+zx5lAm6YT4jc1od6zZ+7H6tzUSaKQIJFPYHsH\nybd+l+Lqf2LTjiFoqNz/r3eol66jXSTyCdqCbSTyCbqOLvx3aLjj7L4/hMftTOw8bnAFckgSKIrj\nBq4oCoqkcDFxcU7HDq+OY0+EyBdACMgXwJ4IEV698NYIr7EOS57ApoRAYFPCkifwGssnicliej56\nNB2QoaRDye+0yJP9K1QL3d0wOgrPPQfPPOO0o6NO/wqLQ6q5G7nolCWXkKd/TjXP/0uJp+Js3xLi\nscfg9z4Jjz0G27fc2iKcyTjjTzrt3BvptLOdycxbnFnRth7iYvsTlJQkWrGZkpLkYvsTaFsPle+k\nKyx79u937s9k0rlHk0lne//+xZas8rQXrlHKerANF4olYxVVjLxOdOMAJioWCjYKE3IQW53xoGpc\ndZXNO84iyzbCkpBlm807ztK46uoiXs3yRchFuLIbSh7Q0057ZTdCLpLx9fKDnBNV4LOdqIIf5LrI\n+Cq/NnvxRcgd34v8whfBCIN/EJELEzj2RXZMPMmqDSlQ8xSLAtQ8qzakCOS3kG4+zF3hrez0P8pd\n4a2kmw+XJSpiMdgid3L0RIKkkSAQtEkaCY6eSLBFrg4PsXdiVg8qSZK+MZcDCSF+e/7irFCNdJ/u\nJuKOEPE4nitTbbXG0U6FB7w1werthAfEmmJ8pPYAXzjyLGdLLxDQatm15oPoik7X0S4O7DpQkf9h\npb7DaChKwpWgoyMy3XfiWJ6IHkGTNQpmAbfqZm14Laliak7H3rY2Ssk6x8n+AdLFFEF3iLvXt7Jt\n7YYFk3+Kh/TP8M/2p7BkCyYTgCq2l4f0zyz4ucrFYno+RqzNFEoXKUrp6Sp+rlItEWX5KPjeiUpW\nlFyqvPiik4x7Kvy5UHAqveUX0dHwTq/C5W6MM36mDU11yo6XTCiNhWi5a/6K/CmP4Kn3B0CqkCIa\nmt0iLElOqHyxyHRVXJdrYaoKznrO9x2E/iCSHUZSQTLCIE/2V0EV0RXKw0p11hm0ooY96Rglpp9V\nAQJsFEqyG0vVkYSNa23b9H4dH+2hZe216W1FzdOyNk/HR3sqJns1oWSjWEoCKd6BxGRIpZ5AyTZz\nSe9GHougyhEkFVQzgmzDJX3howreiUuXnHQoSm4j9mAHdjaOSEYpXd9IUzNYQYk2BQwTdBVCPonB\n+h9WLCpiMeg7EmOnOMA13cmbG9ajvMfYV7Hq7YvNrUL87nnLdhSoB4YnPw2TnxHgSlmkewuSJOnA\nV4CHgRrgAvB/CiG+O/n7NcAlIHfDbn8qhPiTSsi3wtsTT8VpC7bd1FfNcbQDA7BmzUwFP3Am1reT\nh6C3Fw5/LYbS3Mgm9y8jFSKcew3qH4BIsHJKvkp9h52bOuk62jV9/FQhha7ohNwhmgMzsWXJfJLW\nwNz85rfUb+Frx79NiSCaCJInyeuJOL9V/x8X9BoA/qBzL0PPwsWag+QnXY/Xje/nDx5fPjPVGc/H\nCLvdbaQKjufjxqHyK0XrLu3nasOnkCQ3WG4ATGFRd6k6TNG9vU754JHaboxVcU7mo7zyl508/XsL\nn7B/KXP6tKPEl6QZ5YMQTv9isFKFC+q0KOOhBCIfwbKc78QdSlGnzT+s4O3G90Qhwb57Zy9rLsuO\nckrTZvI6Fos3v18XmqJngPbWZgYHwSiC7oJVzUGKnjswmdAKc2KlOqtD/Owq1m+6jFSQMYsKqsvC\n5Ta4/OYaDG8EyTIRiorw+/gPf7xjer/2LZdRFMt5KUhisqqboH3L5cW7mGVMU6KTq6u6EAJEIQTu\nFJInQdPVfaT4Emtb2hgfZTrJ+Nq6ECkqvzazbVBaesne/1kk/wgoBiJyEqvxFcbXrmJdZB3bW7ZP\n/30in+Bc6EWs0x9hJOcUkVJU8PpCrNlZHWvLeBzWt8XYeIOyzfZTserti82sr3ghxH1TH+CPgSzw\nfiFEkxAiJoRoAh4EMsDnKiMuKnAV2AOEgCeBv59UTN1IWAjhn/ysKKcWmWgoSqpws7fLO1lNlzOt\nrTA0BJcvOwuty5ed7dvJQ9Dd7eRnKXrieCQn9M3tcXJRVVLJFw1FOT92np7LPTx3+jl6Lvdwfuz8\ngn+HU2XnI54I/el+Ip4ITzzwBCW7RDKfxLZtkvkk6WKa/ffNTVnxQl8f2tBOVDOM5MqgmmG0oZ28\nUIaMkLEYfOrRjWzQOqjNPcgGrYNPPbpxWSkfbvSakyWZiCdCxB2h+3T5468m4hsR2WaEOoHQx502\n28xEfGPZz10JvtLdy4WGLvAkCElt4ElwoaGLr3RXh2v6uyWTcUKgp5RTtu1slzN861bcWIVLlp02\nGHT67xTaMp1EmhNI7gSmZSO5E0SaE7Rl5h9W8Hbj+zt5AVuWo5wqlRzPulLJ2basWXeZN62BVmwt\nTTjs5P0Ih8HW0nM2iqywwp3Kvx3ZzfhQLQhwewsgIJf0UZIFH/39L7HnN/+OtkcSdD7zELv3Nk3v\n59KLSLJAVmzkyVaSBS69AtVZqpC7wjE4egDJiCCF+5GMCBw9wF3hGK3+KLaWYs0a2HSXY1i3tRSt\n/sqvzdatA/n+ryDXX3DcvIyQ4y3beIHXM0copEL09DhpAHp6oJAKgSRhyjevLU05RbO3OtaW0ahT\n5fxGKlm9fbF5t0nSvwA8KYT4txs7hRA/kSTpD4E/BQ4vtHBvRQiRA566oes7kiRdArYDl8t9/hVu\nj9uxmi5nPvxh+Oz/04t910wpbflMJ//bh+eunYjHnXDBEFHyJPAQwa07g1QllXxb6rfw7de/TdAV\nJKgHSeaTxFNxOjcvfCz025WdXx1ezcHjBxnIDNAaaOXJ3U+y9+65mSmPnYrjK61HjG3EMkDTwRe0\nOXZq4ZV8i+l9tFAspufjtZZnQcuhJjcj225suYClpZ1+ni37+cvNsVQ3ihrh+rWp8sgR/PVwLF8d\nrulzYSqEyzQnjeaLWKhxYOBniwDcaVW4muUYrx87QKC9GysaR8lGkY/to/neBbovh2PQE4M4jl9+\nDdA0+58LMXNfTCkyJcepomx8uH4/f3DmCYQBUjFIykgjGWl+964ny3fSFVaoIgaub+b7/1Bky/tO\nEq5LUioqhGrSFGUVabufcCnJTvOrNGxdx01hs5KNJL/lPSAD4jbKYK/A+Dj4szHE8dhN4+f4OHzm\noU4+/Q9dDA4Ck95VWiDBkx+q/Nps/3549MVjSEYAGQ8oIAsPbfWCsUycly6kCOoRgkEnf+xLL6eQ\ntZ24IwkaGsFNiAIp0sUE4lR1rC07O52iMeAYSlIpJw/svuq4vHfk3Sqo1gETs/xuAlizINLMEUmS\nGoGNwMm3/OqKJEkC+AHwX4UQo7Ps/7vA7wI0NjbS09NTRmnvbPZoe/jR9R9xtnCWRncje+r2MH56\nnJ7TPYst2oJz+OUSPPBNRLYGO9mC7BmDB/6Uwy8/xvYe7R33z2az0/eiba/m5EmNYM39XA39v7js\nNKIQQnInOX1lkI+1fawi9+13Ln+Hddo6Ro1RruWu4Vf9rHOt4zvHv0PdSF3Zz19HHU+teWqmY4Q5\nX/fYxVqSxiguO4SiCLI5ifF8inCydsH/h9+8/E1ypRyyJpPCMYHkSjn+4nt/wWNrHlvQc5ULO2Fz\ncvgkAS0w3ZcpZQhogbLfc/nanyBLErZnEEsxkCwd2fSTr/3Jsh+ns9ks4+YpxgZ9iJpXEZEUaSPE\nyNWN1NYPLfvrmwuKsgvb1pgqLyQECCFQlBI9PUcrLo/Pt5VLl1yUSjLFoozLZaNpNrW1RXp6Xq+4\nPIvBwMB68pfXY134DKYpoaoCS7EZaOinp+f8vI594YKPv//7Vfj9Jj6fyRtvqBw9qvKxj12lvT33\ntvsYxnYKBS+qKnC5HCVVoSBhGBP09NxGYsd3wYt/tQtP4o/J3/NVLO8AykQznuMHePHkLrb7em65\n743v7xVWuFMp6jrxq+u4frUVGZsP/OoPKQqFNJMVcADVkhg5+jmuDczMIR/gZ40UU9tL4blabs/3\n0ND7CN11gkTjP2F6+9Em2ghf/2WGBreROmdQe2YfA8HvYrgvoWdbabrWSeqcQY/dU1E5UykfsmxT\ntASYAkkSqLqNZeUoTnjIiQEopikUAhTlDDmRQRz5fbZuS9Lv/z5j6in8Zivt2Ue5MlC/rL6jW7Fu\n1zX+8czLjI5dp05r5Fd23c/4eAtVcnm35N0qqP4deEqSpJ8KIQanOiVJasHxaCrPLOEWSJKkAf8d\n+JYQYipjxShwH3ACqAWemfybX3i7Ywgh/hvw3wB27NghOm6sp77CgtJBB/u4M9S+Z776FL4g2E1v\nYKopVDOEPNHKmfRP6Oh46h337+npYeperKmZLMPubaPZ28oJo5sxKc7Pv28Nj+/5LxXzxvn2c9/m\ngdUPIEszUcG2sOlP93M7z81iJIhu+LMaMk1d6JKGaoYw1RSWyNIw9L/T0bGwJ//2c9/m7uDdC/b/\nWgxqhmroOtpFyB2a9ny0Czb/ZVf57zvPD4ukrVEUoSPjxpZNLNcwfqVu2fz/ZqOnpwe/p4ahlh40\nO4gmajBdBUotR/GrHcv++uaCy4VTjXRzN4TjkIzCqU5cdmxR/g+/8RvwR38EHg/4/U5IWTYLn/60\n7475Xr70JQgEnMqziuJ8vF6QZS8dHW3vfIBb0NMDdXWOR9rFi5Nls1vh6tWmWa3CHg/4fI5iSghH\nHl0HjydQtu/kP/9naNd+He+bvz7dN2HA1avQ0XHrML8b398rrHAn0TvUS/fpbuKpOHY0ijfjRrIk\nJAThuiSGKbNh/TkUkuQlnZSnGUXK8eANz0vxmzK2sJGY8ZQUAEJeEs/Vcnu+m7b2cqrl/8Z0DWNK\nBojTjDf3srnh81y9eh8dmyESmSkxnkg441ylvXT+x/8AT/bnkJp60GwZTDclUSKRt2kp/CJbSo/z\nSq6bYTlOwF7N+3ydXLBitPtgR/hDM/ILiNwPHR3Ntzjb8qB3qJeLiW+wZ02EkHsjqUKKi4Xv0blp\n+URizId3q6D6XeBfgMuSJL3KTJL07cAY8Ou32PddI0lSD05+qbfjJ0KI90/+nQz8NVAEphPRCCGy\nwCuTm9clSdoPDEqSFBBCLFJWi8px6KUbKm75o+x/qJO9u6v/Jl5q5EMnKARPgjqBLVmUtGHQBrCk\nt7cQ34pYDA4ccJQ5JwbB0wxbVkNjYxkEvwXRUJRzY+cYyAyQKqQIuUO0BlrZUDv3Cni9vfDZz8LI\niJMg+eRJp5LX00+XV0nVpsVInTnAxOpuDL8TulJ3ZR9tdQt/0tupVrXUmMoXMzXhjIai7Lt3X0Ve\njC21fnJj12EyPxEyKIpFS62/7OeuBKYl8HrBngCzBIoGmhfMfBnjlpYgE8FepG1dUIhApg18CXh/\nFxMnDrAYoY6ZDDz4oJPjL5NxFDU7dixeTqzFIJl0FEI35kxMJp3PfDlxwlFMeTxO6GQ+D2+8Ablb\nvBo9Hqivh9HRmaq4dXVOf7mYLXywnGGFKywtVqqszo3eoV66jnYRcUdoC7ZxNWegSTam7MHGT7Gk\nsH7TZQqKhSyK1AqDVUaKM2rL/8/enUe3fZ93vn9/QZAAuACErIUyadiyZFlOFEh27EROY1l2mqTu\nbZwU1e1tbu/UHWuaXLnKnLaHo2YcN1HT2tO6PNMlit250yWT2zaZ1kXGym2aOokiO23t1HIrwZIt\na/GCkLL2H8FFAEgQ3/vHj6ssUhCJjcDndQ7Pj/wCBB9KxPb8nu/zzLidbLYRH1mMZ6qMyuYt2Wwj\nTeX+pWpA4wee5OLZQ9AwAp4xRvINjDSeofEDT5I88SRdl5xzCIUq04T7hReg85rtnGrvZbTpDGNN\nKRpGfeTPreE93u3s/1aU0ZEo3hyMeuGlJve52XGm4q61LXDlmp5erQpKUFlrDxtjVgMP4lYodQCv\nAX8B/Lm1tihDoa21W650HWOMAf4UWAH8pLV2dK6bHD+WcN5LdXjquQQ7n+4h2BRmZUsX/VmHnU/3\nAN1KUpVZ09JeBu05GvLNeKyPPDnGGs8RXNo7r9uLRoHlCV7a+znSw2foz2R5+9hhXjr5Eo/e+2hZ\nHqhm60H10+uufgLeE0/AiRPuG5RQyB0tf+KEu/7Hf1yC4Mdt3AjNR6Oc7IuSSrk/+9oIrC1B3+3Y\nuhgP732Ys71nyY5l8TX4WNayjMdufaz4P6yELtcPrBzWdnQxOJqi/+JFcmNZvA0NtDcvZW3Hwio4\nqkVL2wid2c0MB18jQwo/IVqyG2lqq69GsOaWOI35MGYsTL4BPGNhbN5dr0SCKpmEO+6A979/ai2f\nr5+pOeA2BD9xwv3I5cDrddduuGHht93f7/ZAmUguBQJu0mmu5NdNN8G3v+1WcYVC7vXPnIHbblt4\nPLPZtAmefdat4PD73eeowUG4e7bTp1JTEonxyvWw2wPUcdyvu7uVpJrNpW+mW877GGweo2k0izfT\nSN4DnqYRwoFRhsgzCvgNrMyd5eixp1h7k9uHKvGjTt57YxKTB/ctnMGOr/9YhX63xezV9PfBPwA5\nP4z5wJMD/wCvpr/PRyPu33Z46jxqxZpwGwMtg1FWHH6Uk6E4o/4k3uEI4dMxzA1RTpsEnlvjEEpC\nKkL+lRjGRLn/fneISV+fe1Jlx47auY9Wsg9sNSi0ggprbQZ4ooSxFOpJ4Bbgxy9NjBlj3g/0A8eA\nMPBHwD5rbeodt1Jjdu+NE2wK0+5zH2kmjrv3xqsiQVVPZ6NawoM4ToPb+DcPxgOehgZawvM/Df/k\n/ic5fuE4QV+QkD9EJpfh+IXjPLn/SZ78qdI3jT509hCbOjdxcugkqUyK9kA771r2Lg6dPcRWrrJZ\n+QtuZcL0NynWuuulNNFwcMOGmWdbYsXv8w6AGe+rM5Emn/xarmjjyo20NLUUpWKvGm26JcK39zmM\nDm6B8TOCF9scNtdAWfrVWLo6ycnXuvB6wdcAuTEYTYdYenNlXoBFqugFe6U0Nrr/BtZOTVZ0HHd9\nodrb3TcSZ8+6jfEntg/OlfxassStmnKcqQl+waC7XioPPQS9vW6cqZT781evdtel9k1MT554HJg4\nxuO1+7p1oS59M20tWG8DQ81ZmptuwLSMMnTRT5NvlOB4ycCQBQ95+l7dPZmgenXkV+l6+zdZviKF\n15snl/Nw5nSIV0d+VQmqeRjK9ePBi6ERa3CP5BjK9RP72eppwr1pk3siC6cElwAAIABJREFUYvD1\nKC2+KM3WrbD1LYN/eStB09095IfDjKW6aGh28N7dw7+80o1/T5QNG2DzZjf+PXvck861cD+thZ0Y\nC1FwggrAGHMfcDtwHfDb1tqkMWYzcNxae7IUAV7y868HPg1kgVNmqpPep621f4nbzP0x3O2HA7hN\n0j9Z6riqQd9QkpUtMzOtwaYQfUOVz7TW29kof0MAX24Fo55hbEMGY/005trxN8z/Ff4LvS/Q1tRG\noNHN6gQaA1hreaG3xFmdcclUkjXXrGHt0qlyo7zNzyuTP9uUrlJP75q+XXIiUbptW2n+BuNH4twY\nvpH3XvveyTUn7dRNae5CTUz+3LBiw4zJn7F1JcomltmHVsb4preHnBcY74dmvA4fWlkjtekFuu8D\nEZ7KHiNl+8h4UzTkQoRMJ/d9oDKJyHqfmgPwxhtuEqi52a2eyuXcflRvvLHw2+7ogIPjveYntsvl\ncu76bF57za1g8nrdD3C/fu21hcczm2jU3XJeLyfVZKaJ6cnTVWrr02Jx6Zvp4eth7ciPeM8dr7Ak\n/HcsDV8g1JamwZPHM9IAHkurJ0+jGSMwNHVn7j92kaE7vLSOePFZQ3a0gSHjpf/YbHO6ZC5mJMhY\n02lougjGgjWQ9+AdWVHW18RXsn07fO977kmLiZMXy5a5Fc1Pp+K05MMEmsPQDBAmnYdzy+KEw9Ga\nTSTH1sX43Ld6OJOEbCqEL5RiecTh0Z+sjxckBSWoxqfl7cHtOfUmsAr4Y9xBwf8eyADbSxPiFGvt\nWzB7GYK19mvA10odRzXqbI3Qn3UmK6cABkZSdLZWPtNab2ejWlObaGp6lvaGFXjxkyPDxbEBWlOb\n5n2bFvvOv3wzvl4GkVCEYz9y6DsRntwe17k6xU3XXf3f16ZNbrPcS7dPlKPvZDRanr+5ei/NXaho\nR5T7r+m+pKdeefpflcOhvVE2N3Zz8oY4KZKEiHDtwDYO7Y2ydXOloyufD61fzzeTXyU8HIRsEHz9\nNLYk+dD6q986XAzV9IK9UlIpWLXKHUOeybiP0atWuesLNfGYv3z51GP/wMDcJyfeeMO9bkvL1Nrw\ncHESZnMp13OFVB9VUl69iZNK4L7WWfKzB/lg/2FGUyFS59rx2hyrrj+J8bivWidbTFloy009uGy8\n8a8Itg7TnwoyNuKloSlHsHWYjTf+FbCz7L/XYtc8uIGBZX/PVMcbCx5L8+AGoHoe56JR6LwtwYgv\nzmBDEn8+woa2GKvDURreTJK72MWob+qkSS4bomFJkkwowT6mXkfdHIqRTFbBL1QMZ6Kkvt1Nb2Oc\ndFOSwJkIvle2we1Rt9FSjSu0gupLQCuwDjdBNb1RxneBLxQ3LLlaO+6NjfecciunBkZSDIw4PHJf\n5TOt9XY2quvth0h19HKRs2RJ0YCPpZ7VdL09//0Bm7o28eybz2Iw+L1+MrkMg9lB7r6hPE0x1nti\nfPVAD8EmCAZD9GdTJA84/PT1V//3tX27u33izJmp7RNr1rjrtaLeS3MXKpGAPX8SZUM4yuYQpBzY\n8yewtr06XkwtVDIJa7qirJ3WZynfWruPibM5dPYQm1dNbR0O+du5tnV+W4eLpVpesFdKZ6fbE2r6\ntrv+/plN0+crm3W3Yrz2GpMnOjZudNdnk8+7b0jOn3erroxx36Tk8wuPR+RyVEl59S4dqnLXdQcZ\nCAXIvdGG8cDZ1HJy9gg+D+Tt+Efe0OixtNmpB4AbO5PkBgPkxrzggdyoF89ggBs76+zJsUhazFIG\n0svA4zZJJ98A+SZazNJKhzZD4lSCC+t6aM+Gud7XRQaHo/TQONDNTcsjnB92GBkMk81AgxeCS1ME\n2nw8l3N7LwfpIo3Dc7ke7o5UZshKsT35JJx9OUpXMDp5QufsgLv+ZOk7u1RcoQmqnwAesNYeN8Y0\nXHJZL1CEly6yEFs3R3nrrW6+9L04r48lWdIQ4TMf2lYV/afq7WzUxpVRmgce42RwWnXEYIy1K+f/\nf/HQ7Q/RO9DL2eGzpLIpfA0+Vi9ZzUO3l6cpxqG9UTbZbk763N+p3RfhXdn5VXxEo/Doo7W9faLe\nS3MXqtarLuvtMXE2yVSSttwaeHMtpIAQtK2b39bhYqmnfomXs2MH7BwvVAgG3QqngQF45JGF3/bE\n3/30alnHgZVztF5bvtxNkBnjJqU8HncLyPLlC49H5HJUSTk/04eq/OCvb2LMZwm1HyCQzzLW144x\nbl/WkVwDDR7LWN6Qz0FT07Rs88Q2tOmscdflquVNlrYzH2Gk7TVy3hTeXIimwZvJt85xVqAC4kfi\nrF8d5tD+MBkLfl+Y7AgcHovzG5+I8T+Ov/P1tL+hmUMHwpAPgw/IhiELZkNlhqwU2wsvgOfaBKev\ni5PxJfFnI7T8KMYLLyz+360QV9ODKjfL+lKgKFP8ZP4SCTj4nSgfD0cnz/gc/A4kNlT+SbXezkbF\nYrDjt+FEI6SbIDAC+VH47AJe4Ec7ojx272OTZ6cioQixdbGybXkqdsVHzVcpnIli/7kbrolDMAnp\nCPaf66c0d6GSSWjsqt3S7Xp7TJyNLxNh3w8dgr4wwSCkM/DcD1Ns2VSZTF299Uu8nK3jhWvTJyM9\n8sjU+kLM5+/+xhvh6FG3J5bP51ZbXbzorouUSs2/RimxMRpZPXwcf87gBfKhFF6PxRho8ljGxhrI\n5xqgYYzhaf0rXv9RhJtveBM77Cc30oi3aRRvS4bX3rwB3eWvXruJkPYdo7EJvE1gRsD4hmg31TVw\nJplKsrqri2ATvPrqRIVtiPDaJFs3R1m7tvuS9z/b+IMf/gHrN1hefHMfAyMpgv4Qd6y7may/Nqrt\nhtsSXLixB58N48t2Mep1OH1jD0tGa6NC7EoKTVD9APiPxphvTVubSGc/COwtalRy1aq54qDezkYd\n7U/w+ooecoNhGtNd5PwOry/p4Wh/N9GFPKicicK+qNv5LQIsoWzJDlV8XJ143K0+GAq4+6EDAffr\narg/LgZNkQT/MNDDyECY3HAXZ1oc3gr28NEaKd2ut8fE2dhXY2RMDwPnIDccwtuSoinoYF+tTKau\nmp9Hy2nr1uIkpC41n7/71lb46EfhxRfdSq5gEO66y10XkerUcH6IJT5L1hhG8h78TaN4jLtNN5/3\n0OAZo6Epz1C6iddHV7F6/PsOvPHztId309p6kcaWLCNjXi6kQhx44+f58Yr+RovTezrWkxz9E0bt\nKHkLnqaTNLYd5z2NlenzOJuJthgrVoRZscJdc9IpwgH3Tcb06rwJvgYfzw/tY0VnkOu9QTK5NIeG\nnmPL0i1ljr40gu+Lc/ZkGDxhN1uTCTOWd9dr4XXwlRSaoPp14B+BQ8A3cJNTv2SMeTfwHmD+3Z+l\nKKq+z9PyBGyJQyoJoQgsj1Grd7Dde+MsbQ3Tfs1ENidMf9Zdn++Wy0qf2S92xUetb6M58HaC1zt6\nCDC1N/5QWw8X366NBEupXVge5/yrYZpNGL8PskNhzg/ChTW188SsM/Rw6kCU9BvdXFgRJ9+WxHM+\nwpLT2zi1qjL/MFX/PFoDrvbvPhKBY8fcnlgTfauamnRyRKSaXTsyyNmRZvz+UZoaxvB4LNmsh6am\nPIY8eQwjYx7SYx4O7n2AD4/3IH3fz/8Cz/x+mltu/T7tS87Sf2EZr/7bPXzwV3+hsr/QYrXqu+SP\n5cF7EWNyYL3kx9pg1XeBrSROJSq2M2O6S5vsT0xu3nbr7G8yZhsSVa7hUaXW9e4kZ8524TiQGwVv\nI4TDIbreXR8vSApKUFlrDxljbsdthv6LwBgQA74H/Adr7bGSRSgFqeYKl8SpBD3P9xD2h+kKduGk\nHXqe76H7zu6amco1Xd9QkpUtM9/lBJtC9A3N/0ElHncbxR48OPUi/dpry3dmv5gVH4kEPPwwnD3r\nbtc4fBj273fHetfKG/b+lXE82TCB8amaAdz99P0rayfBUkrHziRZdm0j5+0+UiaFz4ZYZm7m2Jn6\neGKuF0ePwoXjURqPRyfHS18YhaOjlYmnmp9Hy6la3rQArF8PX/2qWzkVDLr9qJJJ+OnqKgAQkWk8\nY4as8TI0GACgK3wen9ftNZX3gMGCyXP+YiunDt08+X2bt3YAn2bv7rsZ6kvR2hni3l9dN74uV+vg\nwF78zSPkR4KMjXlpaMjhac5ycGAviVMJPrf3c5wZPkM2l+XwmcO8dPIlHr330bI/3kc7oty/9n52\nv7ibvsE+Ots62XHHjsk4LvecNDI2wubrN/Pa+dfGh6yE2NixkZGxkSv8tMVhZXOEhmaH4FiYsZzb\nHL6hOcXK5vp4QVJwDypr7XHg35UwFlmAau5pEj8SJ+wPT040mzjGj8RrMkHV2RqhP+vQ7pt6lzMw\nkqKzdf4PKgcOwCuvuOO1czl3At7Jk24vjnIpVsXHE0/AiRPum41QyJ1MceKEu/7Hf7zw268G7dcn\nuXCgi7QFvw8yWcinQ7SvXVwJlqeeS7B7b5y+oSSdrRF23Bsry+CF4cEmUsFnaTFBQgTJkSZln6Nh\nsDxTK6U8Tp92G19nMlMT2oxx1yuhmp9Hy6XaTigdOgSbNrnPd6kUtLfDu97lrpdiG6KILNyx89fx\nns7jeL1DNHgszY05GjwwOtrA4EgjHmPxeXM0N47S2hma8b0dG/6Ru39tN95MHzl/Jx237IAKTXVd\n7AayA/gaGwg0N46vNJIezTGQHeDJ/U9y/MJxgr4gIX+ITC7D8QvHeXL/kzz5U+UdE5c4leArB79C\nejRNS2ML6dE0Xzn4FdZesxbgss9JzY3N+Bp8bLlhy+TtOGmHlYE5pm4sIvbVGCx5GFacBbKAD0aX\nYV99rNKhlUVBCSpjzBeBr1lrXy1xPDJP1dzTJJlK0hWcWVEU8ocqOqmplHbcG2Pn0+67nGBTiIGR\nFAMjDo/cN793OYlTCf6lOc75jUma0u4UB85GOXsWenuLGfkV4ijStrwXXoC2NrcvE7hHa931Uv/s\nctm4KkKL16HvRHiy4m3Nu1PcdN3iOfPx1HMJdj7tjvBd2dJFf9YZ/7vuLnmSKthmOJmGwSEYG4GG\nJmhsddeldmQyboIK3MeAiWMmU5l4qvl5tFyq7YRSMglr1sDatVNr+by2XYpUs+HIXTTmj+IBsGay\nDfpIzuM2iTGWfN6D3zvKvTvWTX7f0WNPceHFh1iaG6aRPKOZk1x48SGOAmtvUpLqarX72zk7fJbR\nsVG8Hi+5fI5cPseylmW80PsCbU1tBBrdF+OBxgDWWl7onePFeIk8sf8JTlw44SbLfG6y7MSFEzyx\n/wk6Wjsu+5w0MjaCk3GAwrcFLian3obGDsMIU02/G72GU29XMqry8RR4vU8Bh4wxCWPMw8aY1Vf8\nDim7aBR27YI/+zP3WC0vqiOhCPtPHOcr+/bxpWee5iv79rH/xHEiocXzZv1qbN0c5fGPd9PuC/P2\ncC/tvjCPf3x+b+onzmZftA5mqIu8z2FwfQ8j4QQeDwwOluAXuFwc4z2wHGdmD6xE4upvy8ySY5ht\nvZg/u1xi62IMjDqkcbDkSeMwMOoQWxerdGgF2703TqNvjH7fQY6ab9LvO0ijb4zde+Ml/9mmMUv6\ntc3kRwKYwAD5kQDp1zZjGqtrNLIsjGf8FYjX6/YV8npnrkv5JVNJQv6ZFQ2VPKEUibiVU9OVY9tl\n4lSCXft28eDTD7Jr3y4Sp6r4CUekyrSvPMRhOugbCJMabGU072FwDGxTDm9DHptrwEn7uBjIz9i+\nd/LfPs/SXD8YSHsawcDSXD8n/+3zFfxtFq97brgHvwkyMAinL2QZGAS/CXLPDfdgsQyPDvNm/5sc\nOXeEN/vfZHh0uCI9nF7ofYE2n5ssM8YQaAzQ5mvjhd4XZn1Oyo5l6b6zm3AgTO9AL+FAuKZax/Sv\njGNGgzQSwGDc42hwvFVI7St0i9+1wBbg/wB+BfgtY8y/AV8D/sZaq3NZMqu24fU898ZXCXiCtDQF\nGR7r57k3knxo5eJ5s3611q6FLXlIpiASmnn292pMnM322zBNrTAyEmbkIoyuidNFdPINXakVc7rV\npk2wb5+bkPL73WqJwUHYssW9/NJqqdOnF+FkrTNR7D93wzVxCCYhHcH+8za4PVq2yYsL9frFA2Sa\nX6eRAD6CjJLmYtPLpC8Ol/xnnz0Woc3vwNkt5HLjiQu/w9ljtVG6La7WVkgHE+RujkMoCakIntdi\ntOYrc8eu9DCKajAxTWniLDVAKpOq2AmlSmy7rLZtjiKLjTfTR+7a6zhvPJwHLvb/CytMGoulN+DD\n6x8jYLO87V/DzdO+b0XmDTKmkTHTiAHGjIfM+LpcvQ8Ft/PNc700N50BbxZyPsy55XwouJ1zS87x\nzIln8Hv9+Bp8pEfTOGmHj6z+SNnjNBjekRez7vpcz0mXm+5XK8zKA5x+63X8YwF8DUEyY2n6eZlr\nV5b+NXg1KOg8pbU2b63da639NLAS+EkgAXwOeMMY848ljFEWuW++eIhOeyctDe2MMEhLQzud9k6+\n+eKhSodWEhMvbp20M+PF7XzOwE6cOejqgryFllZYGgzRuDTJ2Jib7CmHZNJ9czDdfKdbbd/ubtmA\nqTPja9a465erlvrOd9655afaJ2vF47C6Jcp9gV18wvwZ9wV2sbolSnwRnfjwNPdjxzwzzt7YMQ+e\n5v6S/+yxwzE8LQ75JrcCLd/k4GlxGDtcu0ntetR5WwL/PT00trkVoo1tDv57eui8rTLVKtMT8R7P\n1OeL6X67ULF1MZyMg5N2yNs8TtrByVSu+nNi22U47G5pD4dLnzCcvs3RYzyEA2HC/jDxI3X0hyCy\nADl/J2Z0YPLrc/4bGM57yFu4Nj9Eh72IB0vTyvtmfJ9bSP/OTIU298/Pob1RNuce5RbvfVzLbdzi\nvY/NuUc5tDfK0ualLAkswevxMpIfwevxsiSwhKXNS8se56auTQyODJIeTWOtJT2aZnBkkE1dm6ru\nOalcrK+fFUs9+BsCZLMGf0OAFUs9WF/pX4NXg6uuv7DWjgH/YIzZB3wH6AHuLHJcMg/VNHlnOneq\n3Wo83DS5lm/ML2iqXTUrZg+PiTMHd9wRZmAAhi9CeixF02iE1avhoYeKHv7l4yjidKtoFB54AHbv\nhgsX3Ka3DzwwtUX10mqpa65xm8SvnFY8U+2TtWphXP2qjnYOJC+Qtml8Xj/ZXIZcPs+qzvaS/+wV\nNsprz3bDLXFMKIkdiDD6r9tY0V75xzMpnhv/tzhHn3UfK33tkM2GuTjqrldi2mUt3G8XKtoRpfvO\n7hmvJbbduq2iryWKNaCjUPXWN1Ok2Dpv2cGZl3aSA2xjEDxNnDMthMmQxzDo8TPsCUPfNzh67M7J\n/lKn/avoyhwnjSFnvHhtjoDN0etfw7q5f6RcRjIJa7qirJ32fJpvHX9OuzXLR1Z/ZMYUvJuvuZns\nWPlbKWy/fTu9A72cGT5DKpPC5/WxZskatt++vSqfk8qh3dfOhcAF2tvS+L1+MrkM6Vyedl/pX4NX\ng6tKUBljGoGfwN3q9zEgADwLaHNwhVVzSXopptpVs2K+uI2ti7n/r0G4594QB46kOD/s8OMt23io\njI3Ci7nNIpGAPXtgwwbYvNm9rT173G2Ql3uDuHEjfOtb8Pd/D9ks+HywbBk8VsWDLGphXP3d6zYS\n8DbzSu9JBkdStDWFeG/Xat63Zp77Va/CqlVw7Jko/sEoPp/7/57JwKpbS/6jpYxaO5N8dHMXL74I\nA4MQbIO77gjR2lm5fkeL/X5bDLW8baIQ1bbNUWSxmUg49b06NY1vKN/FoKcJmqa9wR7pp+/V3ZPX\nX3nrF0m98CAddgg/low1nDKtrLz1i5X4NRa9OZ/Txh/nqmEKXrQjygMbHmD3i7u5kLlAe6CdBzY8\nMPk8VI/PSRtXbqS5sZmTQycnE4irw6tZu7T0r8GrQaFT/O4Dfhb4OBAC/hH4z7j9p86WLjwpVLVN\n3plux70xfvnvPsOx/HHGPBdpyDfTml/DI/d+qaJxlUokFOHYj2ZOcOtcPb8JbjPOHIwkuW9LhNi6\n8p85iEbh/vvdqqe+PujshB075pcgm6uf1eWeTAcHpyb+TZitoXq1qIVx9bF1MV53evh454YZE1LK\nUVbd1gYf/jDs3+/+/7e1wV13uUepHZFQBKfJ4RffPXWHd9IpwoH66Xck1WfixBDU5nQokXJYe9PW\nGZP3XvirlfjyFwmkR0gbHwNN15L3LcWb6ZvxfaMNAc6PjdFoxxg1DYw2BC69aSnQnM9py6vncS5x\nKsFXDn6F9GialsYW0qNpvnLwK6y9Zm3F38NWysTz0IYV5X8NXg0KnZXzd8AtwBeB66y1d1trn1By\nqnpU2+SdGa45ig0fB88YZswHnjH362uOVjqykljvifH8AYf+rENbME9/1uH5Aw7rPfN8UDkThX27\n4Ok/c49nyv9gPb3q6ZOfdI979sxvkt5c/axiMffJ03HcUeKOA4cPwx13wH33wSc+4R5vvLG6+8JU\nom9KsU0kRysxISUScZOgv/iL8JnPuMfOzvqrZKl11dZbohbut7JwlXzsE6lFR489RfjiAMHzhnxf\nO4GzDawceIvG4SQ5f+fk9fpe3U26aSXnQ3dwqn0T50N3kG5aSd+ruysY/eI113NaNT3OPbH/CQ6f\nPkzvQC+nhk7RO9DL4dOHeWL/E2WPpVpU0/9PJVyxgmp8W99m4A1rbd+Vri+VUc0l6btf3M21oWW0\nd0yV9fan+9n94m62vnvrHN+5OB3aG2WT7eakL06KJO2+CO/KbuPQ3ihbN1/dbVXLVKliTvGbq+R4\n4sl0+hS/Vatg9eqZt7EY+sKUu29KKVSqrDoWg899Ds6cmdrWuXw5PPpo2UOREqrG3hK1cL+VhavH\nLSUipXL8u7sJJrvo7DiDxzdKbrSR5gHLcs7CHT2T1/Nm+sj5Vs5oim4bg++ospLCzfWcVi2Pc3vf\n2Mvg6CA+rw+fx0fO5hgcHWTvG3srHVpFVcv/TyUUssVvDPgecB+gR4gqVc0l6X2DfaxsmbmnOegL\n0jdYm39OczYlvErFTAwtRDGbB8di8PDDcPbs5XtKXfpkumuX+sLUo/5+94xfOu1u8WxqqnREUgr1\n/AJMRKQeBN4+y9mhFaTP+OkIn6bZnyWd9jF0uo33T9sGmPN3Ykb6Z/SpMqMDM6qspPYMZAdoMA00\nehoBaDSN5EyOgezAFb5TatUVt/hZa/PAMaCj9OHIfFVzKWBnWyenh0/zZv+bHDl3hDf73+T08Gk6\n22rzCScScRMo0803oTLXdrhyKubvBO/sITVXT6nLbftzHHddatMTT8C5c25S9D3vcY/nzrnrIiIi\nsnikTi/jmmtOucmppiwXR3ycTwd5O7lqxvU6b9mBNzcAI/1Ym4eRfry5ATpv2VGhyKUc2v3t5PI5\nRsdGsdYyOjZKLp+j3V8fE+tmkziVYNe+XTz49IPs2reLxKl59FVZpAqd4vc54HeNMS9ba18uZUAy\nf9V6JvpjN32MLzz7BQINAQKNAYazw5wbO8enbvtUpUMriWI22o1E4OhROHmSyYbr117rTrwrp2L+\nTvG420Pqve+dWnOc2avCLrftb9u2+VWQJRIzbydWxkmIUrgXXnAbok80xw8EwFp3XURERBaP05nV\nvH/5fi6OekmPNNHcmGHp8iH2vHHXjOutvWkr5049T+jNP6X94jD9poX0DdtmNFuX2nPPDffw7ePf\nZmRshGwuS4OngaAvyD033FPp0ComcSrhTnH3h+kKduGkHXqe76ma4pNSKzRB9QhwDXDAGNMHnAbs\n9CtYa99X5NikRgyODrI5splXzr3CYHaQNl8bdyy9g8HRwUqHVhLFTKisXw9f/SoEg+5Hf/9UM/Fy\nKubvVMztglejWvp5yZXNVlFX7dMbRaQ2JE4lZvRGi62L1cWbApFiOXrsKfpe3Y0308f7fuw8b59c\nQlNglEAgQzod4O23Q1y36cQ7viff9w1SgRvobwxiRgfw9n2Do8fuVJKqhm2/fTu9A72cGT5DNpfF\n5/WxvGU522/fDtTn43H8SJywPzzZW3riGD8Sr/nfHQpPUB0a/xC5aslUkuu8t3Ox/32TVUDXdeSr\nY8JgiRSr0e6hQ3DnndDX51YttbfDu9/trm8t83N1sX6nuZqkX06xEkvxOORycPDgzGq0UvXzUrXW\n/G3aBPv2uQkpvx8yGRgchC1bKh2ZiNS6ej9zLbJQR489xZmXdmK8QXK+lbT6k9iuDGdPdmDyEGjJ\nkAtnaGjtn/F9fa/uxniD0NTuNkpvaic3vq4EVe2KdkR59N5HL5uEqtfH42QqSVdw5tn8kD9U0++d\npysoQWWt/felDkRqly8TYd8PHYK+MMEgpDPw3A9TbNmkLtdXkky6E+xuumlqLZ+v/gl2c7na7YLF\nahR/4AC8/rq7XSwYdJtvHzoEFy/O/3eZjaq1Fmb7drdB+pkz7t+Hzwdr1rjrIiKlVO9nrkUW6tJE\n05AnQIiLvLvzR+RGvBhvnjZvjqGch6PHnppMPmmKX/Etluqj2drU1OvjcSQUwUk7k78vQCqTIhKq\nj/fOV2ySPp1xXWeM+YAxpqVUQUltsa/GIOCA3wGTd48Bx12XORW7OXk1mNguGA67SYhweO7ETbEa\nxff3g8fjJqiMcY8ej7tebNOTah7P1OfxePF/Vi2KRuHRR+G+++C229zjo4/WVnIvkXAnVD74oHtM\n1E/vS5GqlkwlCflnPunU05lrkYXyZvqwjcHJr88PdnINlubGMWxDHpsHf85LY85w8t8+P3m9nL8T\nMzpzcpum+M3fRPWRk3ZmVB8tpmbb9fp4HFsXw8k4OGmHvM3jpB2cjENsXX28dy50ix/GmIdwe1F1\n4PafugP4V2NMHHjOWvsHpQlRFruRZJTNXd28RpwUSUJE2Ojdxkiyht5tlkgxm5NXk6vZLni1WwJn\n094OFy64lVMT28byeXe92CrVZ6uWFGtLaTVShZ1I9ar3M9ciC5XfiVtnAAAgAElEQVTzd2JG+qHJ\nfYE1dHwZ5l1HGR2DBg+MjDXgDAYYM7DC+8bk93XesoMzL+0kh1s5ZUYH8OYGWL7hkQr9JovblaqP\nFkN1Vb0+Hkc7onTf2T3j/2fbrduq7v+nVApKUBlj/hPwW8DvAt8H9k67eB/wSUAJKrksN8EQZUt4\n6k7lpGBlbT+2FEUxm5MvVsVK0m3cCC0tU/28QiF329j07ZPFUi3TF6U6FWvbqogUX2xdjJ7n3Sed\nkD9EKpPCyThsu3WRnxkSKZNLE02BMbeXwpmhVoazzZPXa7I58tO+b2Kr30Rz9Zy/k+UbHlH/qXma\nq4/RYuntVM+Px7Nte6wHhVZQ/TLweWvt48aYhksuew3Q2y6ZVa1WAZVLLVaSzNVA/KmnYPduN5HU\n2Qk7dhQnSTfxd7hhw8y/w1JMRKyW6YtSnVRhJ1K96v3MtchCXZpo6vd0cuit6+lacZrGhhyjYw00\nmTH8gSxv+Fex7pLvVUKqOOaqPoofiTOWH+Pg6YOkMilC/hCdbZ1V19tprsfjxVABJvNTaIKqA3hp\nlsvygL844UgtUhWQTDfX9qajR2HnTjeps3Klm9jZuRMef9zt07MQ5fw7rKbpi1J9irVtVURKo57P\nXIsUw/RE03OeU+z7/f/Ghz/657S1DtHszZIbbeRkQysrb/1ihSOtXXNVH33++5/nded1Ao0Bgr4g\n6dE0L59+meGR4QpH/U6XezxeLBVgMj+FJqiOA3cD37vMZZuBV4oWkdSkWqwCkvmZa3vTvn1ucmqi\nL9TEcffu4iR2yvV3WIvTF6V4VFUqIlK9VJlRXJu3dgCf5tm/DLBm+bcIrThLeuUy1nxoh6qlSmiu\n6qP+bD8e4yHQGAAg0Bggm8vSny3B5KASqNfpfvWi0ATVHwBPGGNGgKfG15YbY7YBvwb8UimCE5Ha\nM9f2pr4+t3JqumDQXV9MVCEjc4lG4f7737mVVUl8EZHKUmVGaWze2sHmrTuBnZUOpa7MVg3a7mvn\nQvoC6dE0fq+fTC5DnjztvhJMDlqgy7UFmau/lix+nkKuZK39E+BzwK8Dh8eXvwX8IbDLWvtXpQlP\nRGpNJOIma6abSN50dsLAzAnDDAy464tJLOYmqBzHrZya+Fw9qATcF1t79rj90D75Sfe4Z4+7LiIi\nlTO9MsNjPIQDYcL+MPEj8UqHJlI0G1duZP2y9QQaAwxkBwg0Bli/bD0bV26sdGgzTLQFcZyZbUF8\nmQipzMw3E/Uw3a9eFJSgArDW/h5wLXAf8H8BPwl0jq+LiBRkruTNjh1uQqq/372sv9/9eseOSkd9\ndSb6XYXD0NvrHru7VSEjrunbXD2eqc/jev8jIlJRyVSSkD80Y02VGVJrYutieBu8bFixgY/d/DE2\nrNiAt8FLbF1lzqQmTiXYtW8XDz79ILv27SJxyj1jN9vrJftqDCfj4KQd8jaPk3ZwMk7F4pfiKnSL\nHwDW2kHgmRLFIiJ1YK5m5RMJnOlbnx55ZHE2FlffNZmNpviJiFSnuSafidSKappWOte22mQyetnX\nS73JKN3/d3XEL8VXUILKGPMzQLu19k/Hv14F/CXwLtzG6dustYujq5qIVNxcyZutWxdnQkqkUOpR\nJiJSneaafCZSS6plWulcDc8jkeisr5eqJX4pvkK3+D0CBKd9/SVgKfA7wG3Ao0WOS0RkUUskYNcu\nePBB96j+QjJBPcpERKrTRGVJOBCmd6CXcCCsBukiJTTXtlq9XqpPhW7xuxF4GcAYEwI+Avy0tfbv\njDFJ3ETVL5cmRBGRxWWiqWM4PLOpo/pQCcy9zVVERCpLlRki5TPXtlq9XqpPV9ODyo4f7wbGgO+O\nf90LLCtmUCIii9n0po4wdYzH9aQqLvUoExERkXp3pW21er1Ufwrd4ncQ+HljTAvwH4DvW2uz45dF\ngDOlCE5EZDFKJt0mjtOpCbaIiIiIyBRtq5VLFVpB9TDwTeABYAj48LTLPgH8sMhxici4RGJmaWss\npjMJ1a5WmmDrb09ERERESknbamW6ghJU1tp/NMZEgLXAiUsm9v0ZcLwUwYnUu3rsZVQLSZFYzP1/\nArdyKpVy/++2LaIhQPX4tyciIiIi1S9xKkH8SJxkKkkkFCG2LqYkV40odIsf1tpBa+1LlySnsNZ+\ny1p7tPihicj0XkYez9Tn8XilIyuNiaSI48xMiiy2CXgTTR3DYejtdY+LLbFTb397IiIiIlL9EqcS\n9Dzfg5N26Ap24aQdep7vIXFqkb1hkMsquEm6MeY9wH8G3gesBN7G3dr3u9Za/TWIlEAyCY1dCfYR\nJ0WSEBFuDsVIJhdRpuMq1FJz8cXe1DGZdJOE06mPloiIiFzJc0+dYu/uIwz1pWjtDHHvjnVs3tpR\n6bCkRsSPxAn7w5OT/yaO8SNxVVHVgIISVMaYTwB/DZwAnsJtir4c+Diw3xjzs9ba/1WyKEXqVFMk\nwbMjPQSbwgTpIo3Dc7ke7o50A+V9AC5HKe1sSZEDB2DXrsW17e+pp2D3bujrg85O2LEDtm6tdFSF\nq5U+WiIiIlI+zz11iqd3Pk9T0E/LyiDZ/jRP73weuFNJqjKr1W1wyVSSRk8j+97cRyqTIuQPcfM1\nN5NM6SxqLSh0i9/vAk8D77LWftZa+1+ttZ8F3gXsGb9cRIrM3BKHdBgyYbAe95gOu+tlVK5S2kjE\nTYJMd/w4vPHG4tr299RTsHMn9PfDypXucedOd32xiMXcf2vHgXx+6vNYrNKRiYiISLXau/sITUE/\nvvYAxmPwtQdoCvrZu/tIpUOrK7W8Da6poYlnjj/DsfPHeHvobY6dP8Yzx5+hqaGp0qFJERSaoLoO\n+BNrrZ2+OP71fx+/XESKLOtPsvn9IQJ+GBiAgB82vz9E1l/eMwTTS2k9xkM4ECbsDxM/UtxE2eWS\nIocPw/r1i6sX0u7dEAxCe7sbc3u7+/Xu3ZWOrHC10EdLREREymuoL0VT0D9jrSnoZ6gvNct3SCmU\n67V7JZy/eJ4LmQvk8jmaPE3k8jkuZC5w/uL5SocmRVBoD6r9wLuBf7jMZeuBfy1aRCIyKRKK4DQ5\nbNkytc/KSadYGSjvPqtkKklXcObeu5A/VPRS2mgUNmyAL30JLlyAJUtg2TJYvXrm9aq9F1Jfn1s5\nNV0w6K4vJou9j5aIiIiUV2tniGx/Gl97YHJtZCBDa2eoglHVn3K9dq+EYxeOcV3wOoZGh8jkMgQa\nAyxrXsaxC8cqHZoUwawVVMaY5okP4NeAh4wxv26MudkYEx4/fhbYDvxKuQIWqSexdTGcjIOTdsjb\nPE7awck4xNaVd59VJBQhlZl55iuVSREJFTdR9tRT8OUvuxVHGze6x+PH4aWXZl6v2nshdXa6FW/T\nDQy46yIiIiK16t4d6xgZyJDtT2Pzlmx/mpGBDPfuWFfp0OpKuV67V4LB0NzYzA3tN7Bu6TpuaL+B\n5sZmDKbSoUkRzLXFbwgYHP/4IXAj8F+AV4Bz48fHxtd/WNowRepTtCNK953dhANhegd6CQfCdN/Z\nXfYGh+VKlF1ua9yyZW6CajH1Qtqxw01I9fe7Mff3u1/v2FHpyERERERKZ/PWDj7++J342gMMvz2A\nrz3Axx9Xg/Ryq5aT3KWwqWsTgyODpEfTWGtJj6YZHBlkU9emSocmRTDXFr8HATvH5SIyi2JOzYh2\nRCs+cWMiUTb9d9p267aix3W5rXEdHZBOuz2QJqb4bdtW3VvPJqb1TZ/i98gji2uKn4iIiMh8bN7a\noYRUhZXrtXslbL99O70DvZwZPkMqk8Ln9bFmyRq237690qFJEcyaoLLWfqWMcYjUjImpGWF/eMbU\njEpUPhVTORJlnZ1utVF7+9TawIDbg2rXrpL+6KLbulUJKRERERGpjGo4yV0K0Y4oj977aNGKAaS6\nFNQk3RjjB24DJjqo9AEvWWuzpQpsjlj2AZuA3EQs1tqbp13+IeDLQAR36+EvWmvfKnecUr+mT80A\nJo/xI3E9cF7Bjh2wc6f7eTDoJqcGBtzqIxERERERkVpNvsncPagmGqX/V+AM8APgf45//AA4a4zp\nGW+iXm47rLWt4x/Tk1NLgTjwG8AS3OmD/7MC8UkdS6aShPwzJ5XUytSMUtu6FR5/3K2gevtt9/j4\n46pEEhERERERqXWzVlCNJ572ARuBvwD+FzBRiXQ98HHgM8AHjTH3WGvTpQ21IDHgsLX2bwCMMbuA\nc8aYddbaIxWNTOpGJBTBSTuTlVNQO1MzykFb40REREREROrPXBVUv447oe+91toHrbV7rLUHxz/2\nWGu3Ae8FVgM7yxHsNP/FGHPOGPNPxpgt09bfDRyc+MJaOwwcH18XKYtanpohIiIiIiIiUgrG2ssP\n6jPGvAb8sbX29+e8AWN+DfiUtXZdCeK73M97P/AKMAL8HLAb2GitPWGM+VPgrLX2s9Ou/0/Af79c\n03djzKeATwGsWLHivV//+tfL8BtIPTgxdIIfnPsBpzOnWeFfwV1L72J16+qCvndoaIjW1tYSRyil\nduJECz/4wVJOn/azYkWGu+46x+rVw5UOSypM92+R2qX7t0jt0v1bZGHuueeel6y1t1/penMlqNLA\nR6y1P5jzBozZDPyDtTYwr0hn3tY+4O5ZLv4na+0HL/M93wb+zlr7JWPMHwKN1tqHpl1+CPiCtfZv\n5/rZt99+u92/f//8gxcpkn379rFly5ZKhyELkEhATw+EwxAKQSoFjgPd3RBVP8e6pvu3SO3S/Vuk\ndun+XTqJUwlN5KsDxpiCElRzbfEbAFYU8LNWjF93way1W6y1ZpaPdySnJr4NMOOfHwY2TFxgjGnB\n3YJ4uBjxiYgUIh53k1PhMHg8U5/H45WOTERERESkOiROJeh5vgcn7dAV7MJJO/Q830PiVKLSoUmF\nzJWg2gf8ijGmYbYrjF/2H4HvFzmu2X5euzHmo8YYvzHGa4z5eWAz8O3xq3wDWG+M+RljjB/4AnBQ\nDdJFpJySSbdyarpQyF0XERERERGIH4kT9ocJB8J4jIdwIEzYHyZ+RGd169VcCaovArcC3zPG/Nil\nFxpjPgB8d/w6XyxNeO/QCPw2cBY4hztF8BPW2qMA1tqzwM8AjwIO8D7cPlUiImUTibjb+qZLpdx1\nERERERGBZCpJyD/zrG7IHyKZ0lndeuWd7QJr7WFjzE8BfwE8Z4xxgLfGL74eCAOngJ+y1r5S8kiZ\nTEDdcYXrfBcoS8N2EZHLicXg4Yfh7FnIZsHng2XL4LHHKh2ZiIiIiEh1iIQiOGmHcCA8uZbKpIiE\ndFa3Xs2aoAKw1n7fGLMG+FngLqBz/KJ/A54D/sZamy5tiCIii48xc38tIiIiIlIJ1dKYPLYuRs/z\nPYBbOZXKpHAyDttu3Vb2WKQ6zJmgAhhPQP2P8Q8REbmCeByCQRgchJERCATcr+NxTfETERERkdKb\nLQk10Zg87A/PaEzefWd32ZNU0Y4o96+9n90v7qZvsI/Otk523LFDU/zq2Fw9qEREZB4OHICXX4Z0\n2k1MpdPu1wcOVDoyEREREal1c03Hq6bG5IlTCfYc3cOGFRv45PpPsmHFBvYc3aMpfnVMCSoRkSLr\n7wePx62cMsY9ejzuuoiIiIhIKc2VhKqmxuTVlCyT6qAElYhIkbW3Qz7vVk5Z6x7zeXddRERERKSU\n5kpCRUIRUpmZ46Yr1Zi8mpJlUh2u2INKRK5eIuH2G0omIRJxp7ottPdQKW5TSmPjRmhuhpMnIZWC\nUAhWr4a1aysdmYiIiIjUurmm41VTY3JN8ZNLqYJKpMgSCejpAceBri732NPjrlfTbUrpxGLg9cKG\nDfCxj7lHr9ddFxEREREppdi6GE7GwUk75G0eJ+3gZJzJRundd3YTDoTpHeglHAhXpEH6leKU+nTV\nFVTGGA9wHPiYtfZw8UMSWdzicQiH3Q+YOi5kglspblNKJxqF7u6ZFW/btun/SkRERERKbyIJNX2K\n37Zbt00moaId0aqYlHelOKX+zGeLnwFuAHzFDUWkNiSTbpXTdKGQu15NtymlFY0qISUiIiIilVEt\nSagrWSxxSnloi59IkUUibt+h6VIpd72ablNERERERESkWihBJVJksZjbI8px3MltE58vpP9QKW5T\nREREREREpFpcdYLKWjsGrAJeLn44IovfRP+hcBh6e91jd/fCtnuV4jZFREREREREqsV8elBhrX2r\n2IGI1JJS9B+qpZ5GiVOJGc0QJyaKiIiIiIiISH3SFj8RKavEqQQ9z/fgpB26gl04aYee53tInEpU\nOjQRERERERGpECWoRKSs4kfihP1hwoEwHuMhHAgT9oeJH4lXOjQRERERERGpECWoRKSskqkkIX9o\nxlrIHyKZSlYoIhEREREREak0JahEpKwioQipTGrGWiqTIhKKVCgiERERERERqTQlqESkrGLrYjgZ\nByftkLd5nLSDk3GIrYtVOjQRERERERGpkFmn+BljzgK20Buy1i4vSkQiUtOiHVG67+yeMcVv263b\nNMVPRERERESkjs2aoAK+zFUkqEREChXtiCohJSIiIiIiIpNmTVBZa3eVMQ4REREREREREalTc1VQ\nvYMxJgysB64D/t5a6xhj/MCItTZfigBFRERERERERKS2FdQk3RjjNcY8DvQCzwL/L7Bq/OK/Bb5Q\nmvBERERERERERKTWFTrF71Hgl4AdwI2AmXbZ08DHihyXiIiIiIiIiIjUiUK3+P0C8Flr7Z8bYxou\nuewEbtJKRGTBEgmIxyGZhEgEYjGIqp+6iIiIiIgAiVOJGRPBY+tiGsBUIwqtoGrHTURdThNwadJK\nROSqJRLQ0wOOA11d7rGnx10XEREREZH6ljiVoOf5Hpy0Q1ewCyft0PN8D4lTesNQCwpNUB0CPj7L\nZfcB/1qccESknsXjMDYGBw/CN7/pHsfG3HUREREREalv8SNxwv4w4UAYj/EQDoQJ+8PEj+gNQy0o\ndIvfbwN/a4wJAH8DWGCjMeangU8D95coPhGpIwcOwOuvQyAAwSCk0/DyyzA8XOnIRERERESk0pKp\nJF3BrhlrIX+IZCpZoYikmApKUFlrnzbG/J/A48CD48t/AvQB/85a+w8lik9qhPYJSyH6+8HjcRNU\n4B6zWXddRERERETqWyQUwUk7hAPhybVUJkUkFKlgVFIshW7xw1r719baG4B1wAeBdwERa+1flyg2\nqRHaJyyFam+HfN6tnLLWPebz7rqIiIiIiNS32LoYTsbBSTvkbR4n7eBkHGLrYpUOTYqg4ATVBGvt\nUWvtP1trj1hrbSmCktqifcJSqI0bYf16t3JqYMA9rl/vrouIiIiISH2LdkTpvrObcCBM70Av4UCY\n7ju7tTunRsy6xc8Y8/mruSFr7RcXHo7UIu0TlkLFYu7Uvg0bIBSCVMqd5BfTCRERERERkZozn1Yw\n0Y6oElI1aq4eVJ+55OsA0Dz++RDQOv75xfEPJajksrRPWAoVjUJ3tzu1L5mESAS2bXPXRURERESk\ndky0ggn7wzNawagiqn7NmqCy1i6b+NwYcyfwl8AjwDestenxiX4x4LeAny91oLJ4xdbF6Hm+B3Ar\np1KZFE7GYdut2yocmVSjaFQJKRERERGRWje9FQwweYwfiStBVacK7UH1R8Bj1tq/stamAay1aWvt\nXwK/A3y5VAHK4qd9wiIiIiIiIjJdMpUk5A/NWFMrmPo21xa/6dYDJ2e5rA+4pTjhSK3SPmERERER\nERGZoFYwcqlCK6iOAr9mjPFNXzTG+IFfA14rdmAiIiIiIiIiUpti62I4GQcn7ZC3eZy0g5NxiK3T\nhKR6VWgF1WeAbwG9xpjvAGeA5cCHcRun31ea8ESk3iQSM5ukx2LqSSUiIiIiUmsmWsFMn+K37dZt\ndb/zZj6TDWtFQQkqa+1zxpibgF8F7gBuBU4Bfw78gbV2tu1/IiIFSySgpwfCYejqAsdxv+7uVpJK\nRERERKTWqBXMTPU+2bDQCiqstW8DO0sYi4jUuXjcTU6Fx7ehTxzjcSWoRERERESkttX7ZMOCE1QA\nxphrgTuBJcB54AVVT4lIsSSTbuXUdKGQuy4iIiIiIlLLkqkkXcGZb4jqabJhQQkqY0wD8CXgl4CG\naReNGWP+H+Az1tp8CeITkToSibjb+sJTgzxIpdx1ERERERGRWlbvkw0LneL3m8CDwMPADUBg/Pjw\n+Pqu4ocmIvUmFnMTVI4D+fzU5zEN8hARERERkRpX75MNC01Q/QLwiLX296y1SWttdvz4e8BvAL9Y\nsghFpG5Eo25D9HAYenvdoxqki4iIiIhIPZiYbBgOhOkd6CUcCNdNg3QovAfVciAxy2WJ8ctFRERE\nRERERGSe6nmyYaEVVEeBn5vlsp8DXitOOCJSzxIJ6Olxt/V1dbnHnh53XURERERERGpXoRVUvw18\n3RgTAZ4CTuNWTf3vwD3MnrwSESlYPO5u65tokj5xjMe1zU9ERERERKSWFZSgstb+tTGmH7dZ+h8C\njcAo8BLwE9ba75QuRBGpF8mkWzk1XSjkrouIiIiIiEjtKrSCCmvtM8AzxhgPsBQ4Z63NlywyEak7\nkYi7rS88NVWVVMpdFxERERERkdpVaA+qSdbavLX2TKWSU8aYoUs+xowxXxq/7AZjjL3k8t+oRJwi\ncvViMTdB5TiQz099HquPqaoiIiIiIiJ1a9YKKmPM56/idqy19reKEE8hP6h14nNjTCtwCvibS67W\nbq3NlSMeESmeaBS6u92eU8mkWzm1bZv6T4mIiIiIiNS6ubb47QLSwDBgrnA7FihLguoSPwOcAX5Q\ngZ8tIiUQjSohJSIiIiIiUm/mSlCdAK7HbYT+dSBurR0sS1SFewD4qrXWXrL+ljHGAt8B/pO19lz5\nQxMRERERERERkUKYd+Z2pl1ozO3AzwE/i9sY/dvA14D/z1qbLkuEs8d2PfA6sMZa+8b4WiuwDjgA\nXAN8GWiz1n50ltv4FPApgBUrVrz361//ejlCF5nT0NAQra2tV76iiCw6un+L1C7dv0Vql+7fIgtz\nzz33vGStvf1K15szQTXjisZsxk1W/QzQDOwB/pu19rmFBHrJz9gH3D3Lxf9krf3gtOs+AnzYWjvb\n9THGdABvA8ErVX/dfvvtdv/+/VcftEiR7du3jy1btlQ6DBEpAd2/RWqX7t8itUv3b5GFMcYUlKCa\na4vfDOOJqOeMMb8CPAr8KhAAipagstZuuYqr/wLwO1e6yfHjVU8rFBERERERERGR8ig4QWWM+THc\nCqqtQBvwFPBkieK6UiwfADq5ZHqfMeb9QD9wDAgDfwTss9amyh6kiIiIiIiIiIgUZM7KImPMbcaY\nx40xbwHfA67DrZxabq39OWvts+UI8jIe4PJN22/E7ZM1CBwCssAnyxybiIiIiIiIiIhchVkrqIwx\nrwGrgL3AF3ATQgPlCmwu1tpPz7L+Ndwm7iIiIiIiIiIiskjMtcXvJiADvBe4DXjcGDPrla21y4sb\nmoiIiIiIiIiI1IO5ElS/WbYoRERERERERESkbs2aoLLWKkElIiIiIiIiIiIlN2eTdBERERERERER\nkVJTgkpERERERERERCpKCSoREREREREREakoJahERERERERERKSilKASEREREREREZGKUoJKRERE\nREREREQqSgkqEREREREREZH/v737j66qvPM9/n4C2MQkJMFocExCWmkNgw1RGIvtOAOV69S1pvYS\nrYiOlam21Rlrp05667WORmVW1YUtY7mtetdqkalK7SI614teRsF45epo6QipyI/6oyAoSCAJBEgK\n5rl/nBD5EQyQc7JjeL/W2uuc/Tx77+e7CQ8nftx7HyXKgEqSJEmSJEmJMqCSJEmSJElSogyoJEmS\nJEmSlCgDKkmSJEmSJCXKgEqSJEmSJEmJMqCSJEmSJElSogyoJEmSJEmSlCgDKkmSJEmSJCVqaNIF\nSJJ0sMZGqK+H9euhvBxqaqCqKumqJEmSJGWKV1BJkgaUxkaYNQuam6G0NPU6a1aqXZIkSdLgZEAl\nSRpQ6uuhqCi1ZGV9+L6+PunKJEmSJGWKAZUkaUBZvx4KCg5sKyhItUuSJEkanAyoJEkDSnk5tLYe\n2NbammqXJEmSNDgZUEmSBpSamtRzp5qbobPzw/c1NUlXJkmSJClTDKgkSQNKVRXU1qaeO7VhQ+q1\nttZv8ZMkSZIGs6FJFyBJ0sGqqgykJEmSpOOJV1BJkiRJkiQpUQZUkiRJkiRJSpQBlSRJkiRJkhJl\nQCVJkiRJkqREGVBJkiRJkiQpUQZUkiRJkiRJSpQBlSRJkiRJkhJlQCVJkiRJkqREGVBJkiRJkiQp\nUQZUkiRJkiRJSpQBlSRJkiRJkhJlQCVJkiRJkqREGVBJkiRJkiQpUQZUkiRJkiRJSpQBlSRJkiRJ\nkhJlQCVJkiRJkqREGVBJkiRJkiQpUUOTLkCSpIM1NkJ9PaxfD+XlUFMDVVVJVyVJkiQpU7yCSpI0\noDQ2wqxZ0NwMpaWp11mzUu2SJEmSBicDKknSgFJfD0VFqSUr68P39fVJVyZJkiQpUwyoJEkDyvr1\nUFBwYFtBQapdkiRJ0uBkQCVJGlDKy6G19cC21tZUuyRJkqTByYBKkjSg1NSknjvV3AydnR++r6lJ\nujJJkiRJmTLgAqoQwvUhhGUhhI4Qwtwe+s8PIawOIewKITwXQhi1X18IIdwdQtjatdwdQgj9egKS\npD6pqoLa2tRzpzZsSL3W1votfpIkSdJgNjTpAnrwLjAT+CsgZ/+OEEIxUA9cAzwJ3An8CpjYtck3\ngf8KjAMi8AzwNnB/fxQuSUqPqioDKUmSJOl4MuCuoIox1scYnwC29tBdA6yMMf46xtgO1AHjQgiV\nXf1XAffGGDfEGDcCs4AZ/VC2JEmSJEmSjtGAC6h6MRZYsW8lxrgTeKOr/ZD+rvdjkSRJkiRJ0oA1\nEG/x+yh5wJaD2rYD+fv1tx7UlxdCCDHGePDBQgjfJHVbIEyuYhoAAB7XSURBVCUlJTQ0NKS9YOlo\ntbW1+XdRGqSc39Lg5fyWBi/nt9Q/+jWgCiE0AH95mO7/F2P8814O0QYMP6itANhxmP4CoK2ncAog\nxvgg8CDAhAkT4qRJk3oZXsq8hoYG/LsoDU7Ob2nwcn5Lg5fzW+of/XqLX4xxUowxHGbpLZwCWEnq\nAegAhBBygdO72g/p73q/EkmSJEmSJA1YA+4ZVCGEoSGEbGAIMCSEkB1C2Hel1+PAmSGEi7u2uQ1Y\nEWNc3dU/D7gxhHBaCOE04B+Buf18CpIkSZIkSToKAy6gAm4BdgM3AX/T9f4WgBjjFuBi4J+BZuAc\n4LL99n0AeBL4Xdfyv7vaJEmSJEmSNEANuIekxxjrgLqP6H8WqDxMXwT+W9ciSZIkSZKkj4GBeAWV\nJEmSJEmSjiMGVJIkSZIkSUqUAZUkSZIkSZISZUAlSZIkSZKkRBlQSZIkSZIkKVEGVJIkSZIkSUqU\nAZUkSZIkSZISZUAlSZIkSZKkRA1NuoCBrrOzkw0bNrBz586kS1EvcnNzKS0tJSvL3FWSJEmSpI8T\nA6peNDU1EULgjDPOMPgYwDo7O9m4cSNNTU2ccsopSZcjSZIkSZKOgolLL1paWigpKTGcGuCysrIo\nKSmhtbU16VIkSZIkSdJRMnXpxQcffMCwYcOSLkNHYNiwYezduzfpMiRJkiRJ0lEyoDoCIYSkS9AR\n8OckSZIkSdLHkwGVJEmSJEmSEmVA9THW0dHB1VdfzahRo8jPz6e6upqnn366u3/x4sVUVlZy4okn\nMnnyZNatW5dgtZIkSZIkST0zoPoY27t3L2VlZTz//PO0trYyc+ZMLr30Uv7whz/Q1NRETU0Nd955\nJ9u2bWPChAlMmzYt6ZIlSZIkSZIOMTTpAgazxkaor4f166G8HGpqoKoqfcfPzc2lrq6ue/2v//qv\n+eQnP8lvf/tbtm7dytixY/nqV78KQF1dHcXFxaxevZrKykpmzJjBiSeeyNtvv80LL7zAuHHjWLBg\nAXfddRcPPfQQJSUlPProo5x11lnpK1iSJEmSJKkHXkGVIY2NMGsWNDdDaWnqddasVHumbN68mbVr\n1zJ27FhWrlzJuHHjuvtyc3MZPXo0K1eu7G577LHHmDlzJk1NTXziE5/g3HPP5eyzz6apqYlLLrmE\nG2+8MXPFSpIkSZIkdTGgypD6eigqSi1ZWR++r6/PzHh79uzhiiuu4KqrrqKyspK2tjYKCgoO2Gb4\n8OHs2LGje33q1KmMHz+e7Oxspk6dSnZ2Nl/72tcYMmQI06ZN49VXX81MsZIkSZIkSfsxoMqQ9evh\noHyIgoJUe7p1dnZy5ZVXcsIJJzBnzhwA8vLy2L59+wHbtba2kp+f371eUlLS/T4nJ+eQ9ba2tvQX\nK0mSJEmSdBADqgwpL4fW1gPbWltT7ekUY+Tqq69m8+bNLFiwgGHDhgEwduxYVqxY0b3dzp07efPN\nNxk7dmx6C5AkSZIkSeojA6oMqalJPXequRk6Oz98X1OT3nGuu+46Vq1axZNPPklOTk53+9SpU3nt\ntddYsGAB7e3t3H777YwbN47Kysr0FiBJkiRJktRHBlQZUlUFtbWp505t2JB6ra1N77f4rVu3jgce\neIDly5czcuRI8vLyyMvL4+GHH+bkk09mwYIF/OAHP6CoqIhXXnmF+fPnp29wSZIkSZKkNBmadAGD\nWVVVegOpg40aNYoY42H7p0yZwurVq3vsmzt37gHr11xzDddcc033+ujRo9m7d29a6pQkSZIkSfoo\nXkElSZIkSZKkRBlQSZIkSZIkKVEGVJIkSZIkSUqUAZUkSZIkSZISZUAlSZIkSZKkRBlQSZIkSZIk\nKVEGVJIkSZIkSUqUAZUkSZIkSZISZUAlANasWUN1dTX5+fncd999SZcjSZIkSZKOI0OTLkADwz33\n3MPkyZNZvnx50qVIkiRJkqTjjFdQHef27t0LwLp16xg7dmzC1UiSJEmSpOORAVUGNW5qpK6hjq//\n29epa6ijcVNj2se4++67Oe2008jPz+eMM85g8eLFzJgxg1tuuaV7m4aGBkpLS7vXKyoquPvuu6mq\nqiI3N5cvfvGLPPfcc1x//fXk5eWxdu1aFi5cyFlnncXw4cMpKyujrq7ugHGXLl3K5z//eQoLCykr\nK2Pu3LkAdHR0UFtbS3l5OSUlJVx77bXs3r077ectSZIkSZIGDwOqDGnc1Misl2bRvLuZ0uGlNO9u\nZtZLs9IaUq1Zs4Y5c+bwm9/8hh07drBo0SIqKiqOaN9HH32UhQsX0tLSwpIlSzjvvPOYM2cObW1t\nfOYznyE3N5d58+bR0tLCwoUL+dnPfsYTTzwBpK62uvDCC/n2t7/Nli1bWL58OdXV1QDcdNNNrF27\nluXLl/PGG2+wceNG7rjjjrSdsyRJkiRJGnwMqDKkfnU9RdlFFOUUkRWyKMopoii7iPrV9WkbY8iQ\nIXR0dPD666+zZ88eKioqOP30049o3xtuuIGysjJycnJ67J80aRKf/exnycrKoqqqiunTp/P8888D\n8MgjjzBlyhSmT5/OsGHDOOmkk6iuribGyIMPPsiPf/xjRowYQX5+PjfffDPz589P2zlLkiRJkqTB\nx4AqQ9a3rqcgu+CAtoLsAta3rk/bGKNHj2b27NnU1dVxyimncNlll/Huu+8e0b5lZWUf2f/yyy8z\nefJkTj75ZAoKCrj//vtpamoC4J133ukxCNuyZQu7du1i/PjxFBYWUlhYyJe+9CW2bNly9CcnSZIk\nSZKOGwZUGVJeUE5re+sBba3trZQXlKd1nMsvv5ylS5eybt06Qgh8//vfJzc3l127dnVvs2nTpkP2\nCyH0etyLLrqId955h9bWVq699lpijEAq3HrzzTcP2ae4uJicnBxWrlxJS0sLLS0ttLa20tbW1sez\nlCRJkiRJg5kBVYbUVNbQ3N5M8+5mOmMnzbubaW5vpqayJm1jrFmzhiVLltDR0UF2djY5OTlkZWVR\nXV3NU089xbZt29i0aROzZ88+6mPv2LGDESNGkJ2dzSuvvMIjjzzS3XfFFVfw7LPP8thjj7F37162\nbt3K8uXLycrK4hvf+Abf/e53ef/99wHYuHEjixYtSts5S5IkSZKkwceAKkOqRlZRe24tRTlFbNi+\ngaKcImrPraVqZFXaxujo6OCmm26iuLiYkSNH8v777/PDH/6QK6+8knHjxlFRUcEFF1zAtGnTjvrY\nP/3pT7n11lvJz8/njjvu4NJLL+3uKy8v56mnnuLee+9lxIgRVFdXs2LFCiD1rYKjR49m4sSJDB8+\nnClTprBmzZq0nbMkSZIkSRp8wr7bto53EyZMiMuWLTukfdWqVYwZMyaBinQsBsPPq6GhgUmTJiVd\nhqQMcH5Lg5fzWxq8nN9S34QQfhtjnNDbdl5BJUmSJEmSpEQZUEmSJEmSJClRBlSSJEmSJElKlAGV\nJEmSJEmSEmVAJUmSJEmSpEQZUEmSJEmSJClRBlSSJEmSJElK1IALqEII14cQloUQOkIIcw/qmxhC\neCaEsC2EsCWE8OsQwqn79deFEPaEENr2Wz7V7ychSZIkSZKkIzbgAirgXWAm8PMe+oqAB4EKYBSw\nA/jFQdv8KsaYt9/yViaLlSRJkiRJUt8MuIAqxlgfY3wC2NpD39Mxxl/HGLfHGHcBc4Av9HuRA0BH\nRwdXX301o0aNIj8/n+rqap5++ukDtlm8eDGVlZWceOKJTJ48mXXr1qVt/Bgj9913H2eeeSa5ubmU\nlpby1a9+ld/97ncAzJgxgxNOOIG8vDzy8/MZP348zz//fNrGlyRJkiRJg8fQpAvoo78AVh7U9uUQ\nwjbgPWBOjPFnh9s5hPBN4JsAJSUlNDQ0HLJNQUEBO3bsSFvB6bJz505OOeUUFi5cSFlZGYsWLeLS\nSy/lpZdeYtSoUWzdupWamhp+8pOfcOGFFzJz5kwuueQSlixZkpbxv/e977Fo0SJ+8pOfMHHiRD74\n4AOefPJJ6uvrqaioYM+ePXznO9/h1ltvJcbIvHnzmDp1Km+99RZDhgxJSw09aW9v7/Hn+HHS1tb2\nsT8HST1zfkuDl/NbGryc31L/CDHGpGvoUQhhJlAaY5xxmP4qoAH4Sozxha62PwVagM3A54AFwI0x\nxkd7G2/ChAlx2bJlh7SvWrWKMWPGHNM5bGrcxOr61bSub6WgvIDKmkpGVo08pmMdiaqqKm677TYu\nvvhiHnzwQebOncuLL74IpAKt4uJiXn31VSorK5kxYwYnnngib7/9Ni+88ALjxo1jwYIF3HXXXTz0\n0EOUlJTw6KOPctZZZx0yzu9//3sqKyt56aWXOOecc3qsZcaMGZSWljJz5kwAdu3aRW5uLhs3buRP\n/uRPMvZn0Jef10DR0NDApEmTki5DUgY4v6XBy/ktDV7Ob6lvQgi/jTFO6G27fr3FL4TQEEKIh1mW\nHsVxRgNPA9/ZF04BxBhfjzG+G2P8IMb4IvAvwCXpP5PebWrcxEuzXmJ3826Glw5nd/NuXpr1Epsa\nN2VkvM2bN7N27VrGjh0LwMqVKxk3blx3f25uLqNHj2blyg8vOHvssceYOXMmTU1NfOITn+Dcc8/l\n7LPPpqmpiUsuuYQbb7yxx7EWL15MaWnpYcOpg33wwQfMmzePT37yk5SUlPThLCVJkiRJ0mDUrwFV\njHFSjDEcZvnzIzlGCGEU8CxwZ4zxX3sbEgh9rftYrK5fTXZRNjlFOYSsQE5RDtlF2ayuX532sfbs\n2cMVV1zBVVddRWVlJZC6DLWgoOCA7YYPH37A7YpTp05l/PjxZGdnM3XqVLKzs/na177GkCFDmDZt\nGq+++mqP423dupVTTz21x779zZo1i8LCQvLy8viHf/gH7rzzzoze3idJkiRJkj6eBtxD0kMIQ0MI\n2cAQYEgIITuEMLSr7zRgCalnS93fw75fCSEUhZRzgO8A/9af9e/Tur6V7ILsA9qyC7JpXd+a1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_lons[list_of_depths == 18], \n", " list_of_model_si[list_of_depths == 18] \n", " - list_of_cs_si[list_of_depths == 18], 'bo', alpha =0.5, label = '20m')\n", "ax.plot(list_of_lons[list_of_depths == 0], \n", " list_of_model_si[list_of_depths == 0] \n", " - list_of_cs_si[list_of_depths == 0], 'go', alpha =0.5, label = 'surface')\n", "ax.plot(cb_lons[cb_depths == 18], \n", " cb_model_si[cb_depths == 18] \n", " - cb_cs_si[cb_depths == 18], 'o', color = 'purple', alpha =0.5, label = '20m CB')\n", "ax.plot(cb_lons[cb_depths == 0], \n", " cb_model_si[cb_depths == 0] \n", " - cb_cs_si[cb_depths == 0], 'o', color = 'orange', alpha =0.5, label = 'surface CB')\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('lon', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Si', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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0L8QwDAzDwO/243P5ONxzuCqm9k1V9ebCCQaUzCLFoonpKFJXX6Il1DT1PzJD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\no1RXkFgwM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ERRbGxLplwOost+pzWZm+yV2LRoE7tO7SKmxtBkDd3WCVvQGmlk4x3+PnbV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\nekmSJEmSpIQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize = (20,8))\n", "ax.plot(list_of_datetimes[list_of_depths == 18], \n", " list_of_model_si[list_of_depths == 18] \n", " - list_of_cs_si[list_of_depths == 18], 'bo', alpha =0.5, label = '20m')\n", "ax.plot(list_of_datetimes[list_of_depths == 0], \n", " list_of_model_si[list_of_depths == 0] \n", " - list_of_cs_si[list_of_depths == 0], 'go', alpha =0.5, label = 'surface')\n", "ax.plot(cb_datetimes[cb_depths == 18], \n", " cb_model_si[cb_depths == 18] \n", " - cb_cs_si[cb_depths == 18], 'o', color = 'purple', alpha =0.5, label = '20m CB')\n", "ax.plot(cb_datetimes[cb_depths == 0], \n", " cb_model_si[cb_depths == 0] \n", " - cb_cs_si[cb_depths == 0], 'o', color = 'orange', alpha =0.5, label = 'surface CB')\n", "ax.legend()\n", "ax.grid('on')\n", "ax.set_xlabel('date', fontsize = 15)\n", "ax.set_ylabel('Model - Observed',fontsize = 15)\n", "ax.set_title('Si', fontsize = 20);" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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bR21tbZvFJ0QmMnLzWkKhL8nJ6Sa5Oc1IISyEEO1cMhnF7/+Uuroq7PZi3O6h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\n9bKp7eLmXCIzJBJ1BAKriMcP4nCcjd1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2+3EZm0Va3Zy4ScdIBw6jg9ryWqwGa6ZDWjVJ\nhBdRVumGxxsY8Xop9HhWvCxaKk1vbXOXZOs0uk21/GM9pFJxAoELJBKjWCx7sFqrsq5HXDaJJpL8\n1T938txPb/NAuYvPve8YngJJ6haTUlNcHrpMj7+HEnsJx0qPodfKsCWEEEtJpWIEAs0kEuNYLJVY\nrdJbXaRPSk3RNtSGz++j1FHK0ZKjm3Zs3pxRb5CySveKE+AZUml6a5u7JHugc2BbzwYryhSBQBOp\nVBS7/Rhmc0WmQ8pq3cMBfv+fWrg6GOC3zuziD95+AKM++wtJZEpMidHc38x4ZJx9+fvYl79PbuSE\nEGIZijLF1FQjqhrD4TiOySQrjkT6RJUozf3NTEQm2F+wn715ezf12CyJ8DpwuyUB3spmlmS/cuuV\nTIeSMbHYIMHgRTQaA07naQyGnEyHlLVUVeXrF3ppeKkdi1HH//7NWt58oCjTYWU1f9RPY18jiVSC\nE2UnKHOUZTokIYTIerFYP8FgKxqNAZfrDHq9FF8U6TMZnaSpr4lEKkFNWQ2ljtJMh3TfJBEWQqyY\nqqpEIl2Ew9fQ63NwOGrR6cyZDitrBaIJ/uTFK3zrUj+ndufzmfcepdgp12spfVN9tA62YtKbOLPj\nDE6TM9MhCSFEVlNVlXD4GpFIFwZDHg5HDVptdvdvFZtL71QvlwYvYdabt9TYLImwEGJFUimFYLCV\neHwAk6kCu/0Imk3QIy5TLvkm+eDzLfRORPjoI/v4vTdVotNu3uVD601VVa6OXqV7vJt8az41ZTUY\ndcZMhyWEEFltemxuIR4fxGzegc32gIzNIm1UVaVztJMb4zcosBZwouzElhqbJREWQiwrmQwTCDSh\nKAFstmoslt2ZDilrpVIqX/zRLT5x7ipFDhNf/e2T1HjyMh1WVkskE7QMtjAUHGJnzk4OFR1CKzdy\nQgixpGQyxNRUE8lkEJvtEBaL9FYX6ZNIJrg4cJHh0DC7cndxsPDglhubJREWQiwpkRgjEGhGVVWc\nznqMxsJMh5S1RoMxPvK1S7x6fYRfqC7mE+8+TI5163xyuh5C8RCNfY2EEiEeKH5g21diF0KIlYjH\nRwkEpnurO50nMRqlt7pIn2A8SGNfI5FEhCMlR9jh2pHpkNaFJMJCrAOfb2tUDo9EvIRCV9DpbLhc\ndeh00upnMT/uHuXpr7bijyR49pcO8Wv1OzZ1JcWNMBIa4cLABTRoOFVxinxrfqZDEkKIrBeJ3CIU\nakens+N01srYLNJqODTMhf4L6LQ6TrlPkWfZuqvaJBEWIs18Pjh7FhRlupd0Q8PmS4ZVNUUodIVo\n9DZGYzF2+3G0m7RH3HpLJFN85vvX+Z+v3GB3gY3nnqyjqnRrFJFYTzcnbtIx0oHD6KC2vBarwZrp\nkIQQIqtNj82XiUZ7MBpLsNuPydgs0qp7vJvOkU5cZhe1ZbVYDJZMh7Su5F+PEGnm9U4nwR7P9J+9\n3s2VCKdSMQKBZhKJcSyWvVit+2VmcxG9E2E++JUWLvZM8is1bhredRCrUX6tLiWlprg0eIneqV5K\nHaUcKzmGTqvLdFhCCJHVZGwW6ymZSnJp6BJ9U32UOco4WnJ0W4zNcsd2x1ZZyioyz+OZngn2eqf/\n7/FkOKBVUJQppqYaUdUYDsdxTKbyTIeUtb57eYA//EYbKRU++75jvOuI9LpdTlSJ0tTXxGR0kv0F\n+9mbt1du5IQQYhmK4r8zNidwOE5gMsl4I9Jn7th8oOAAe/P3ZjqkDSOJMFtjKavIHm739M/QZvtg\nJRbrJxhsRaMx4HKdQa93ZTqkrBRNJHn25Q7+8XwPRypcfPZ9x9iZL/uzljMRmaC5v5lEKkFteS0l\n9pJMhySEEFkvFuu7Mzab7ozNsvVGpM94ZJzm/maSqSR15XUU24szHdKGkkSYzb+Udavy+X14J714\ncjy4XZvrDXG7N8/PkKqqQA+BQACDIQ+Howat1pTpsLJS11CA3/+nFq4NBfidn9vNRx7Zj1G/tVoJ\nrIeR2Ag/8f0Es97MmR1ncJrkRk4IIZYyPTbflrFZrJuh6BA/9f0Ui8HCqYpTOEyOTIe04SQRZnMv\nZc1m95PI+vw+zr56FiWloNfqaXi4YdMlw5tBKqUQDLYAvZjNR7DZHkCzxXrEpYOqqny1ycdffLsd\nm1HPP/z7Wt60vyjTYWU9VVXpHO2kK9DFmy1v5kTZCYw6aSclhBBLSaUSd8bmPszmY9hsh2RsFmmj\nqiodIx3cCN7gLda3cKL0BAadIdNhZcS2TITnJ2ibdSlrNlttIjt/j7Z30ouSUvDkePBOevFOeiUR\nTrNkMsTUVBPJZBDYhd1+JNMhZaWpaII//uZlvtM2wOnKfP77vz1KkdOc6bCyXiKZ4MLABUZCI5Ra\nSqmvqEcrN3JCCLGk6bG5kWQyBOzGbj+c6ZDEFnLP2Fxev61rdWy7RHixBG0zLWXdDOYnsuf7zs9+\n+DDfQnu0PTke9Fo93kkveq1+wceJtYvHRwgELgDgdJ4ErmQ2oCzV0jPBB59voX8yyjO/sJ/fe3gP\nWu32HTBWKhgP0tjXSCQR4UjJEW4O3JQkWAghljEzNms0GlyuU8DlTIcktpBALEBTfxORRISjJUe5\nMXBjWyfBsA0TYZlp3BhzE9mYEuOFjhcw683otXoeMT5y17EL7dF+6CE3DQ83bNo9wtksErlJKNSB\nTmfH6axDp5P+rfOlUiqff/0m//X/XaPYaeZrv3OSEzu3bkP5dBoKDnFx4CI6rY5T7lPkWfK4yc1M\nhyWEEFltZmzW6x04HLUyNou0GgwO0jLQgk6r40H3g+RacrnBjUyHlXHbLhGWmcaN4Xa9kcgOhYZ4\n+frLsx8+DEYH7zp2sT3abpdbEuA0UtUUwWAbsZgPo7EEu/0YWu22+xWwrJFAjP/0tVZe7xrlHYdK\n+Pi7D+OybM+9M6vVPd5N50gnLrOL2rJaLAZLpkMSQoisNj02XyIW68VoLMVuPypjs0irrrEuro5e\nJcecQ215LWa9bO+ase3+pc1N0GSmcX3NJLI+v49z3edmP3woMd7dNkX2aK+/VCrG1FQTijKB1boP\ni2Xftl8Os5DXu0b48FcvEYgm+MvHD/GrdTvkOq1AMpXk0tAl+qb6KHOUcbTkKDqtLtNhCSFEVksm\nowQCzXfG5v1YLNJbXaRPMpWkdbCV/kA/5c5yjhQfkbF5nm2XCIPMNG60+R8+3Gi5dymG7NFeP4nE\nJIFAE6qawOE4gclUlumQsk4imeLT37vO3716g71Fdv7xt+rZX7L92gisRVSJ0tjXiD/q50DBAfbm\n7810SEIIkfXuHptrMZmkt7pIn0giQmNfI1OxKQ4WHmRP3p5Mh5SVtmUiLDbe3A8fZE/CxonF+ggG\nW9FoTLhcZ9DrpX/rfL7xMB98voWWnkneV+fmzx+txmKUT0xXYjwyTnN/M8lUkrryOortxZkOSQgh\nsl402ksodAmt1ozTKWOzSK/xyDhNfU2k1BT1FfUU2aTd42IkERZiC1JVlXD4KpFINwZDPg5HDVqt\n9G+d7zttA/zRN9tAhb/51WM8elhmy1eqx9/D5aHLWAwWTlWcwmGSGXQhhFjK9NjcSSRyA4OhAIfj\nhIzNIq1uT97m8vBlrAYrdeV12I32TIeU1SQRFmKLSaUSBIMXiceHMZt3YrMdQiOta+4SiSf52Msd\nfKWxh6PuHD73vmO486RC50qoqkr7SDu3Jm5RaCvkROkJDDopJiaEEEtJpRIEAhdIJEYwmz3YbNUy\nNou0Sakp2ofb8U56ZWxeBUmEhdhCkskQU1ONJJMh7PbDmM07Mx1S1rk2GOADX7nI9aEgv/vwHj7y\nyD4MOrkZWYl4Ms6F/guMhkfZnbubg4UHpbCLEEIsQ1GCBAKNpFIR7PYjmM07Mh2S2ELiyTjN/c2M\nhcfYk7eHqoIqGZtXSBJhIbaIeHyYQOAiGo0Gl+sUBkN+pkPKKqqq8k+NPXzs2x04zHqee7KOn9tX\nmOmwNo1ALEBjXyNRJcrRkqNScFAIIVZgemy+gEajw+k8hcEgPelF+kzFpmjqayKqRDlWeowKZ0Wm\nQ9pUJBEWWaezvZPujm4qD1ZSVV2V6XA2hUjkBqFQJ3q9A4ejFp1OlvnO5Y8k+ONvtvHPlwd5aG8B\nn/63RyhySB+9lRoMDtIy0IJOq+NB94PkWnIzHZIQQmS9cLibcLgTvd51Z2yW3uoifQYCA7QMtmDQ\nGji94zQ55pxMh7TpbItE2OeTHrWL8fng/FUf5Hip35f5vsqd7Z186ekvoSZVXtO9xpOfeVKS4SWo\naopg8BKxWC9GYykOxzE0Gql4PNeF2xN88CstDE1F+aN3HOC3H9qNVitLhlaqa6yLq6NXyTHnUFte\ni1kvHyAIIcRSVDV5Z2zuw2Qqw24/KmOzSBtVVbk+dp3rY9fJteRSU1YjY/MabflE2OeDs2dBUUCv\nh4YGSYZn+HzwzH/xccF+FnQKNUf1fPKdDRlNhrs7ulGTKvYddoI9Qbo7uiURXkQyGSUQaEJRJrFa\n92O17st0SFkllVL5u9du8OnvXafUZebrv3uKYztkJnOlkqkkrYOt9Af6qXBWcLj4MDqt3MgJIcRS\npsfmRhTFj9V6AKtVequL9FFSCi0DLQwGB3G73BwuPoxWiq6t2ZZPhL3e6STY45n+s9crifAMrxf8\neLE5FJj0MDHlxTvpzWgiXHmwktd0rxHsCaLRaag8WJmxWDLJ5/fhnfTiyVl4lj6RmCAQaEZVFRyO\nWkymkgxEmb2GA1H+01cv8aPuUd55uJS/evwBXBapnrhSkUSExr5GAvEABwsPsidvT6ZDEkKIrJdI\njN8Zm5M4nXUYjdJbXaRPOBGmqa+JQDxAdVE1u3N3ZzqkTW/LJ8Iez/RMsNc7/X+PJ8MBZRGPB1x4\n6A7owegl16nHk+PJaExV1VU8+Zknt/UeYZ/fx9lXz6KkFPRaPQ0P3z1LH432EgpdQqs143SeQa+X\n/q1zXR5R+Ohfv04wpvDxX36AX6l1S/XEVRiPjNPU14SKSl15HUW2okyHJIQQWS8a7SEUuoxWa8Hp\nPCVjs0irsfAYzf3NqKjUl9dTaJNin+mw5RNht3t6ObTsEb6X2w2f+lM35682ZM0eYZhOhrdjAjzD\nO+lFSSl4cjx4J9+YpVdVlXC4g0jkJgZDAQ7HCbRaY6bDzRpxJcWnv3eN/3Uhxr5iO//01En2FcuN\nyGrcnrzN5eHL2Aw2astrsRvtmQ5JCCGymqqqhELtRKO3MBgK74zNsgJJpI930suV4SvYDDbqyuuw\nGW2ZDmnL2PKJMEwnfJIAL2z62riBzXeBlls+nG3Pu1KeHA96rR7vpBe9dnqWPpVKEAhcIJEYwWze\nhc12EI3sCZnVMxbmA8+3cMk3yZvdev72t89gNsh+1pVKqSnah9vxTnopshVxvPQ4Bp3cyAkhxFJS\nqfidsXkUi2U3Vqv0Vhfpk1JTXB66TI+/h2J7McdLj6PXbovUbcPI1RTraj2T1aWWD2fb866G2+Wm\n4eGG2etWasvF73+dVCqC3X4Es3nHmp430wn+evn2pX7+8zcvgwb+9t8dxzJ2TZLgVYgn4zT3NzMW\nHqMyr5IDBQfkRk4IIZahKAECgUZSqSh2+1HM5q0zrorMiykxmvubGY+Mszd/L/vz98vYvA4kERZL\nup/kaT2Sypl4hkJDCy4fvl+LLUteLp77SS4Xeg63y43b5SYeH8Lvfx2NRofTeQqDIW/Nr5HpBD/d\nwnGFs9/q4KvNPo7vyOGv33sMd56VV165lunQNo2p2BSNfY3ElBjHS49T7izPdEhCCJH1YrFBgsGW\nO2PzgxgM0pFApI8/6qepv4l4Mi5j8zrb0olwJKLD55Nl0Wt1v8nTapPK1cQTVaJo0Ny1fDgdFlqW\nvJjh6DBffvXL95VcLnWNw+FuwuFO9HoXDkctOp1lzeeV7vci064OTvH7/9TCjZEg//HNe3j6rfsw\n6GSp+GoMBAZoGWzBoDVwesdpcsw5mQ5JCCGyXjjcRTh8Fb0+587YLP1bRfr0B/ppHWydHpvdp3GZ\nXZkOaUvb0omw32/g7Nl7ewf3d/sY8Xop9Hgoq9y8ycB6u9/kaTVJ5VrieXTfoxTbitO61Hf+suSl\nnrdzqpPeeC9VBVVMRCfWlFwudI0rnGUEg5eIxfowmcqx24+g0Sy91He5mel0vxeZoqoqXz7fw7Mv\nd+CyGPg/T9ZzZm9BpsPaVFRV5frYda6PXSfXkktNWQ1mvdzICSHEUlQ1STDYSizWj8lUgd1+eNmx\nWYiVUlWVa2PX6BrrIs+SR01ZDSa9KdNhbXlbOhE2GFQU5e7ewf3dPrpfPIsGBX+LHh5vkGR4Efeb\nPK0mqVxLPPXl9esyqzmzLHkpPr+PV0dfxaf4uDFxg5rSmjUll/PPaYezBL//xyiKH6v1AFbr3mWf\nYyUz9+l+LzLBH07wh99o41z7IA/vK+TT//YIBXYZJFZDSSm0DLQwGBzE7XJzuPgwWim6JoQQS0om\nIwQCjShKAJvtIBaL9FYX6aOkFC4OXGQoOMQO1w4eKH5AxuYNsqUT4URCc0/v4BGvFw0KSbMHXdTL\niNcrifAi0pE8rSSp3Mh40sU76cWoNfLovke5OnqVdx9895qvz8w5ue05ONRbJFNJnM46jMbiFcey\nkpn7dL4XG63ZO86Hnm9laCrKf/7FA/zWmd1otVI0YjXCiTCNfY0E40Gqi6rZnbs70yEJIUTWSyTG\nCASaUVX1ztgsvdVF+oTiIZr6mwjGgxwqOsSu3F2ZDmlb2dKJsMuVuGdZdKHHg79Fjy7qRUVP4Z0s\n2efbur2G76eg01qSp/WsTpwtyZwnx4NOo2MiOkG5s5z68vo1P5fb5abQpBIKXUajseB0nkKvX3n/\n262y7HkhyZTK377SzX//fhflORZe+L0HOeqWvayrNRoepbm/GYD68noKbYUZjkgIIbJfNHqbYPAy\nOp0Vp7MOvV56q4v0GQmNcGHgAgAnK05SYJWtXhttSyfCFkvynqS2rNINjzfctUfY54OzZ0FRQK+/\nd0/xZrbR1YK3YnXihbhdbt6/8/2UVpXeV8KvqilCoQ6i0VsYDIU4HCfQalfXvzWbZsrTaWgqyoe/\n2spPbozxb46U8VePH8Jhlt62q3Vr4hbtI+3YDDbqyuuwGW2ZDkkIIbLa9NjcTjTqxWgswm4/vuqx\nWYil3Jy4ScdIB3ajnbryOqwGa6ZD2pa2dCK8mLJK913Lob3e6STY45n+89w9xZvdRlcL3mrViZdS\nZC7ioZ0PrfnxqVScQOACA/5OhmN6PIVHcK1xoM2WmfJ0+eG1YT7ytUuE4wqffPdh3lNTIf3zViml\nprg8dJkefw/F9mKOlx5Hr92Wv/KFEGLFpsfmZhKJMSyWPVitVTL+iLRJqSnahtrw+X2U2Es4VnpM\nxuYMkivPdAKs108nwPP3FG92G71sdisv000nRQkQCDQyFPDxPy99j6mkGb32tS07g75ScSXFJ89d\n5e9/dIsDJQ7+5ldPUlm08mXiYlpMidHc38x4ZJy9+XvZn79fbuSEEGIZijLF1FQjqhrDbj+G2VyR\n6ZDEFhJVojT3NzMRmWBf/j725e+TsTnDJBFmeva3oWFr7hFO17LZle773arLdNMpFhskGGxBo9Ex\nrBQxlTRvixn05XhHQ3zw+Rbaev38+smd/Mk7qzAbpDXFavmjfhr7GkmkEpwoO0GZoyzTIQkhRNaL\nxQbujM0GnM7TGAxSj0Kkz2R0kqa+JhKpBDVlNZQ6SjMdkkAS4Vlu99ZKgOdaaTugxZLXhfb9Aose\nv9WW6aZTOHydcPgaen0ODkctu3Qj6LXfpL3PSySkxxj2ZDrEjHiptY8/efEKWg383a+d4O2HSjId\n0qbUN9XHpaFLGHVGTrtP4zK7Mh2SEEJkNVVViUSuEw5fR6/PxeGoQaeT3uoiffqm+mgdbMWkN3Fm\nxxmcJmemQxJ3SCIsli1wNX/f7/m+85zrPrflC2Klk6omCQRaiMcHMJkqsNuPoNFocbvcPLW3gWc/\n58US8/CFRjdlW6hY23LCcYWGl9r5+oVeanbm8tfvO0Z5jiXTYW06qqpybewaXWNd5FnyqCmrwaSX\nHstCCLGUVEohGGwhHh/EZHJjtx9GI/1bRZqoqkrnaCc3xm+Qb82npqwGo86Y6bDEHJIIb4D+bt9d\nVaqzzT2J7nUv3qh7dpn4/H2/QFoLYq1nu6VskExGCAQaUZQANttBLJY9d30/PuqmIOzeEsXaVvNe\ndvRP8ftfucit0RAfeEslH/r5veh1cgOyWkpK4eLARYaCQ+zM2cmhokNo5UZOCCGWlEyGmZpqJJkM\nYrNVY7FIb3WRPolkgosDFxkODePJ8VBdVC1jcxaSRHid9Xf76H7xLBoU/C16eLxh2WR4tYnhSo5f\n6pi5iW4srOeFv/dgjs1tJXX3vl+Ac93n0lIQa6u3W0okxggEmlFVFaezHqPx3v6tW6VY20rfS1VV\nee6nt/nLf+4kx2LgH/+/eh6slN55axGKh2jsaySUCPFA8QNSnE4IIVYgHh8lGLyw5NgsxFoFGJvp\nvQAAIABJREFU40Ga+poIJUIcLj7MzpydmQ5JLEIS4XU24vWiQSFp9qCLehnxepdMhFebGK7k+OWO\nmVvgaui6h5dj985Ozhw/kwynqyDWStotbYYZY5/v3mJr0ehtgsHL6HQ2XK46dLqF+7cuVaxtLeee\nqeu1kvdyMhznmRfa+JeOId68v5D/+p4j5NtlCe9ajIRGuDBwAQ0aTlacpMAqHyYIIcRyIpFbhELt\ny47NQqzFcGiYiwMX0aDhVMUp8q35mQ5JLEES4XkWSmjuR6HHg79Fjy7qRUVP4TLTfavtw7uS41dy\nzEyBK58Wzi0wO7lQMn0/PXRnLNduKdMzxp3tnXR3dFN5sJKq6qoFj/H54OzZ6V7Uej38+Z+nyMu7\nQjR6G6OxCLv9ONpl+gMvVKxt/rk/dfwp4sn4sjP/mbpey72XjbfGefr5FkaCMf70nVU8eXoXWq20\nDViLmxM36RjpwGF0UFtei9VgzXRIQgiR1VQ1RSh0mWi0B6Ox+M7YLLfBIn1ujN+gY6QDp8lJXXkd\nFoPUPMl28htgjvkJTUMaihaVVbrh8YYV7xFebR/elRzvyfEQVaKc7z2Py+xa8jkXm51cbYK+Usu1\nW1qv112JzvZOvvT0l1CTKq/pXuPJzzy5YDLs9U7/zHg80NMTx+ttxmodw2KpxGo9sOYecXPPvamv\nif/wnf+Aw+SgxF7Cp972qQWvQyav12LvZTKl8j9+2M1nvn8dd56Vb/7eaR6okGrGa5FSU7QNteHz\n+yixl3Cs9Njsvn0hhBALS6ViBALNJBLjWCx7sVqlt7pIn2QqSdtQG71TvZQ5yjhachSdVto/bgZy\nBzXH3IRmqaJFq501Lqt0r7hI1mr78K70eA0aVFQ0LP+Lf6HZydUm6KuxVLul9Xzd5XR3dKMmVew7\n7AR7gnR3dC+YCM/s8e3rm6KsrJGiohgOx3FMpvL7ev2Zc28fbqdlsIWp2BRGnXG2cvdC1yyT1wvu\nfS8H/VGe/moLP7s5zmNHy/gvv3QIh3np2XGxsKgSpbm/mYnIBPsL9rM3b6/cyAkhxDIUxc/UVBOq\nGsfhOIHJJL3VRfpElShNfU1MRic5UHCAvfl7Mx2SWAVJhOdYSdGi9Zg1nm+1fXiXO9476cWkN3Gy\n4uRsErXaPaSrTdDTZS2vm649spUHK3lN9xrBniAanYbKg5V3vUbbZBt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4FhitKKGAoMxZTFRsVSc2Mzmv/U0Kpr5annnuLAtw6gydTgSHLQ0tiCHJYx5ZnwtnlpaWyJK4Rn\ni2Mh4mijdSN7S3fj9dYyMtKMXm/HZNqKasKMuMnXZX/BfsIPhMeyselBMtdkzvu4MHMmO9rrmeuA\nc11wvLmWk30nSdQl4ov4eO+X3kueP288g97zZs+s71+8DO6lwVbaOrZy7J0RCjJM/Ncny1mfZZ5T\n/NfKWG25RnotFbIsc67/HC2DLaQmpFJqK51i9qagsJJZyWuzwvVLJCLh9dYSDHZjMOSRmLglZm1W\nUFgMsizT2NfIpaFLpCWkscO2Q1mbFZaVOXejy7Lsmub7g0sXztJiNIbnLIKXa6zIQgVHeU45R1uO\nMhQYmiLoomLpuZ8/R6uulaSbkhi+PMyPXvkRhhLDmLBM249f9iNdltDqtBRsLLiKZzmZAG7320iS\nh8TETRiNa6a8YvJ1AUh1pCLlSZjV5gWXAc9Y7u2AgN7JK57DYJXwuJ2o+9QkuBMIJYXIvCOTuzbe\nNSXOmUZMOZIcjEqjvNP+DsmGZD69/et8/9duxJ4wH9lp55sHN2HUaeZ9DldblC7XSK+lQIpIVHVU\ncbLpJFK3xJriNejsykKrsDpZiWuzwvWKH5frLcJhL4mJmzEal3a2usKNjRSRqOyopM/Xx03JN7Ex\nfSNq5SGLwjKj2LKxvGNFFio4ZssM2q129u/ez1PPPYW3zUuAAIPWQTYZNtHubucn3p9guc9CpDvC\nZw5+Zt7Z4InMp7Q7GOwH6gmHt2KxlKPTpcd9XfS6NHSI+H0C9vXlVOwrjznOQntYpy33tsO9nxQZ\nPilRlO1AbHWR+3ox6ogatUZN2oGps2Z1Gt2MI6YAZGRUqOgftPO1X7hQoeaHHy3m4FbblNdeL325\nyznSazF4g17OuM5gaDJQ9/06LCMWfvL0T6Yt/VdQUFBQgGCwDzhDJLIVi+VmdLrFzVZXUJiIN+il\n3lXP+pH1bMvaRp41b7lDUlAAFCEMLO9YkcUIjukE3UQTrAcfe5CqU1W87HqZy5HLXL5wmTxrHimG\nFNZtXIdoE9Fkxs9IRkVZuCeMp9UT11RrPqXdfr+Iz3cW0JKUtAeNJjHu8aLX4VBhBUd+IGIcdfBE\nlZ2KCtiTb5/3cTtbnFNmN8PYKKfqzuqYecbl6xwc7RIYiojo+/Wk6dLQ5miRu2Q8rR7YGbvvmUZM\nwVjGWKtKJDz8J1xoz2Bthoqf/OUe7ClT5+Ndb3251yLzvJT0+no51XWKkBwioz8Dy4hlUaX/CgoK\nCjcCfv8lfL5GQEdS0l40GmV+q8LS0ePt4VTXKcJymF32XaQY40/FUFBYDhQhzPKPFZmv4JjJ7Tme\nCdaavWsw15o5aDjIuf5z3L3hbmo6a2bMQr9Z9SY/euVHRDQR9Ef1pOpSOa67YqoV7anuMcxe2i3L\nEXy+MwQCbeh0mYAhrgieLAKD/XbSRuw4HNDgdPJSncjdljGRPFNJ+UThC9Dy4mFUSLhqBbinAluB\nncr2Sj724seQZAlk+PKtX+ZA4YGYBxNhW5hX//gqcq+MSqeKWz4+04gpADmUxamzd+DzW8jPaebH\nf/HhuCIYrk5f7vWSYb7aXBy8SFN/E2adma3WreRn5VOnqcPb5kWlif/eKSgoKNzIyHIEr7ee0VEn\nOl0WYFREsMKS0jLYQlNfE1aDla3WrYoIVrjuWNVCeHhYS2UllJfP/tqV4vo6Uej+bvR3bL5vM7e8\n75ZxQRzPBGv7nWPDyYcCQ+RYcjhQeIADhQemFUhNDU08+5Vn0fq0GHwGgkIQVb4KuVempbEFk6Vo\nvKc6oHeg2icgckVUTzQey8kZxeOpIRQaxGgsJCFhPXBsynnFE4EOx9iM3wank/qUw+CWqDs2JpKn\nKynvbHHGCF8hbz8qJMIGB5qASJ8oYiuwU91ZjSRLpCek09jXyL/X/js1nTXjWVi71Q75kPlY5oJG\nTMmyzE+r2vj7X7aQoEvhrw/quGvLvTOK0aXuy73eMsxXg3AkTH1PPe3udrLN2RRnFXNCPEHRpiIe\nfOzBGd87BQUFhRuVSGQUt7saSRoiIWEdRuM64q3NCgoLIRwJc7rnNB3uDmxmG9uztnPi8onZN1RQ\nuMasaiE8NKTjYx+Dp5+emxi+VkxXqjsXqt5uYcQjY0jVojoT4cxTZzj36rnxTG3BxgKOa47HZMKi\nYq2yo3J8PzNloVsaW9BGtEgZEiFnCE1Ig9x1JSsa21Nt52B6BZnrxoQgbvu4SDYaXXzhC9WkpQUx\nm0vQ63OmPa94ItBuHcvUv1QngltiU84Vkbwnf09cAdonijHCVwXICMijDYxo/JjSx3p4y2xlCCoB\np9sJwJaMLUgRaUoWtmhT0awiavK1dPlDfO2Fen51pps9hWl890+3kWE2zLCHK/uJd04LzequdOfn\n2QhIAao7qhkODLM+bT3rUtfF/Hwu752CgoLCjUYoNIzHU40shzCbd6DXT/WrUFBYKP6Qn+rOalwB\nFxvSNlCYWrjcISkoTMuqFsKCICNJUF19/QjhiRnL/mqB2oIKtt5sn7O79RvHCsB3nNFePxZZjXGt\nkZArNN4DOVMm7GjLUaSIxNGWozNmBws2FnBcd5xMTyahlBC7P7Mbk9o0vj+nM7anunyDfXwW74n6\nMRG8bl0nPl8dPT1a1q69FUGwznhudqud+7Pup7a2luLi4itmWBGRsmIddaemZkonC9Cmhiaami9h\ncYcxIyIjkL+jnJ4Ndn5efQSX0YjU+gQVDhs2s40POj5OjfM0IdPgmNlVnCzs5LFaE7+Ox8nWIT73\ns1p63AG++v4NfGrPGtTqmWcDT74OE89pMVndlez8PBtD/iFqOmuQIhJlOWVkmbKWO6RxbpRydAUF\nhZXH6GgHXm8dKpUeq3U3gqDMb1VYOgb9g9R01hCOhNmZs5NM08JGXSooXCtWtRCWJBWCAGVlyx3J\nFaIZSx8OfIMif/ilyIu/ts9pZJMogqAtIuWOB2lr/AP6gQbUrtCUHsh4mbD5ZAdnKyu12+HQl5xU\nt4iUFTjGRTBAfr5MSsp5RkYuEImk4HCUIgj6Wa/Lm79r4tlvvopKDtHy8xb6v9nPUc/RcQF4qOQQ\nwXDwimP0JIE6sWRckFO57ePlbN29G1uBnYutIj1paePnXtlRyX/WPM/vz9cAkCQV8RcbDvL/bCuP\nFaGTxmodOgRPPHHl6zvvvHJekYjMj45f5LuvN5NtNfDsZ3ZRnJc863nPxmKyuivV+Xk2nC4n9T31\nGAQDu/N2Y9bPbQbztZgVfiOUoysoKKw8ZFlmZOQcfn8LWm0qZnMparUyVk5h6WhztXGm5wxGrZFd\nubvmvDYrKCwnq1oIJycHr7uy6HSHA1etgCYgIkUELNkOBnrmNrIp6m49OFREkr2I+77ShGdgbj2Q\n880OzlRWWtleyZHaIxgFI3UXrNhsYzf7kYhEUtIpPvWpHnp783A4tpCXN/uMOKcTfvTPLWiGQgyl\n9JDiFXjq6FMk7khkU8YmGnobqO6s5u71d4+L4Mlznyf3RocSTeNl55PPHaDbNYRGTkSvA0kKEXJl\nThEsk8dqVVfHft3dPVbu3OsJ8L9/cZq3Wvo5sCWbb39oC1ajdtbzngvzed/iCb2V5vw8E7Is09jX\nyKWhS6QlpLHDtiPuuKp4XKtZ4au9HF1BQWHlEYmE8HpPEQz2YjDkk5i4GZUyv1VhiYjIERr7Grk8\ndJn0xHR2ZO9Aq1maeyAFhavNqhbCen0E23XW+mIrsMM9FTSfEjn+mgOfbJ/zyKap7tZFwNx6IJcq\nO+h0OTly/AhN/U1Y9VbWJq9FHBaxmVJwu6sJh73k529hw4Y5nNC7iCKo9QWo9UdJHBZQJQjoc/T4\nJT8NvQ3U99QDUNddx6GSQ1TXBXHJDjY57ONzn+P1Rk937gBZ1udp6r7ISAjSZCt5Nh0nWk/EXJvJ\nY7XKyqCubsy8y58gIqQOcKw5ly/9dx3eUYnvfGgLt66D+t53liwDO9f37VoJvcWwmJLhUDjEya6T\n9Pn6uCn5Jjalb0KlmnvJ+bWaFb6ay9EVFBRWHuGwD7e7inDYh8m0FYMhf7lDUlhFBMNBTnaepH+k\nnzXJa9iYvnFea7OCwnKzqoWwy6Xl8OHrTxTYCuzYCuys3TX/Us25ulvHG7G0FNnByo5KvEEvRsGI\na9SFX/JjTzQzPDzmBmix3IxOlzavfTockGAuYmDDfbTzI3J3hEl1pI6J3s5qgPHM8JHjRzDKadSn\nCOCswCrY0aU56U/o58C3DuBp9WDON9Nv6sfpco6f7+Rz/+Hdj/Cr05X09sE2h52XO55AcsaWs8Yd\nq2VxcuTEYfTGME+2rWXgjJZ1mSZ+euhmjIbhq1IWO5f37VoJvYWymJJhz6iH6s5q/CE/27K2kWfN\nm/fxr9Ws8NVajq6goLDyCAZ78XhOoVKpsFp3odWmLndICqsIz6iHqo4qAlKA7VnblfVOYUWyqoWw\nVjtmlnW9iYIoV2tkU7xZwkvhnut0OXm+8Xk6PB1IYYk1yWv4xq4HMdGOWm3CYtm5oBmEVwTnbejS\n1hJMuCIibGYbdd11iMMifsmPUTCyKcMBiOyziJQVwBMXrgisQ7sO8cSpJ3CJYyL9ob0PUZ47tTbe\nbrXz6b3vGny1nkByTlPOanFCnggWB2AnmCCiMoZpFt+Lx5fCezdq+b8f2Y1Bq+FEa914WWxDbwMv\nnX9pvJx7Idd6PmLqWgm9hbLQkuEebw+nuk6hUWvYZd+14BmE13JW+GoqR1dQUFiZ+P0X8fmaEAQz\nZnOZMh9YYUnp9nZT21WLRq3hFvstJBsX74mioLAcrGohHAqprktRcLWJN0s4nhCei3nQREEmDovo\nBT0HCw/S1N/Ip7fcQaFZi06XiclUjFo9/4/TxFFSe/bYgbE/TpdzvFQ5mhnOs+TxcvPLiMMiVrPA\n3XsdUwRW1LL/4tBFXKMujhw/wuMHHp91fu/oiMA73SLJlivlrPGymDWXZM40HgBkwqZ/5dPv/QYG\nrWZ8P4JamFLOPd/M8Hyzp1F37UNfchDst191obcQFlIyfGHgAuf6z2E1WCmzlWHUGhcVw0qZFa6g\noKCwUGQ5gtd7mtHRdnS6bMzmYlQqzXKHpbCKaB5o5nz/eZIMSZTllGEQZh8PqaBwvbKqhbDVGrru\nyqIXQmeLk96aU/yhpx/HjvJZZw/P1C8bZS49pZMF2aGSQwhqAXegn+JkLUXJqSQkrMNoXBfTEzJX\nd96Jo6RctQLcU4GtwB5z3FFpFBkZg2AY7xGe6B4NxAisMlsZR1uO4hp1YdVbMQrG8exjvHJxANx2\n5GMVqBCRccAeO1hjs5gXB5w89D9NvNkUIjHRw5bCGroGXDjdToKtV+Kp2FfBS+dfAsbKuRdimFTZ\nLNLeKVGU7WAoMvP2K8WleD4lw+FImNM9p+lwd5BjyWFb5jY0auVGTkFBQWEmwuEAHk81kjRMQsJ6\nEhLWzb6RgsIcCUfC1HbX0uXpIteSy9bMrcrarLDiWdVC2GgMrwoRfOmFL7NDV4O6R8XlF0rhQ4/M\nKIZnG38Ec+spnZxtDYaD/N2tX6Ct73UyElK5KfNO9PrsmG3matrkdDmpOvMSKSoXKv0mNAGRPlHE\nVmCPOe477e+gQsWG3A1T3KMhvsB6aO9DY73EghGrwYojyTFjubgogmHUzoYJ5ltYnPT4ehiVRjnb\nOUjThTsY8Yd44JYMOiL/Q4QQGpWG5xufRy/oY0To3evvHi/nnq9hktMJz/3YwUWTwMVLIqXbZ95+\nJbkUz6Vk2B/yj2f1i9KLKEiZ+hBHQUFBQSGWUGgIj6cGWZYwm8vQ66+f2eoKKx9/yE9VRxWeoIeN\n6RtZm7J2uUNSUFgSVrUQXg30iSJ6lYtA2IhG1qBjaFwwzsRM449gbj2lk8tZcxP0mGllc8ZWLJad\nCIJlyjZzEdi9gV6eOfYMwoiL9+rqSR8FGSvp7wYx8bjJhmRk5PFy48GRQX565qd89dav8oENHwCm\nCqzy3HIeP/B4jDj+5eu/nLZcPBxqIjDcQnNTAQnmInRpY1nWUFiiq7eQ9vadWNm77e0AACAASURB\nVIxa/vUTO9hdmIbTlYU4LPKi70UaA40UpRUxFBgaF6GLMUyKivKD2RWc6xL5cPrM268ml+JB/yA1\nnTWEI2F25uwk05S53CEpKCgoXPcEAk58vnrUagMWy24EQZnfqrB0DIwMUNNZg4zMzpydZCRmLHdI\nCgpLhiKErwGLGRuT7nBw6ZSVFM0F1GoVA6Fkciao1oXueybzoIn7rNhXweWhy+QYQphVPQhCKmZz\nKdXVOqqrx0YKTZzTbFI7yVSJdF9yIOjscQV2d6AbCYncnE38Dnhfwj52bbmbcDrjfcEfWPcBfif+\nji0ZW7AarDT1NTE4MkhdTx2BcIBPvvxJfsyPx8XwlPObJI6nKxdvamji1e88RVZAJiQf576/f5Bg\nQj/+oIp25+209qSw1a7hqY/fRppJP75vgDpXHU7JycWhi5Rml8aI0IUaJkUfUAyJdnIEO+UbZn79\nanEpbnO1cabnDEatkVvst2DSmZY7JAUFBYXrGlmWGRlpxO+/hFabhtm8A7V6brPVFRTmQutwK2d6\nz5CoTaQsp0xZmxVWHYoQvsostofTVmCHDz3KW//zLLn2PBI22LmoFQm7xn6+mH3HMw+aHO83936d\n7Sl6gkEXBoODxMRNPP/seR4+0sJIsIAwRTz99JgY7mxx4vnDYfavkwiGBDJur8Aepy46y5CFEHw3\ni2m2snPf3YQnnMugf5CzvWeJyBH+vfbf2Z23G7PezPDoMIFwADki4wv5ePjthynOLo4558kPBq70\nK8cvF48aiyWtHcsUewZaUGcWcrL+TkZDBgrzz/CDj3x0XARHEYdFdGodB9cd5Fz/OT688cMLn808\nqad64gMKLE5OtE4VuZPPczkF8Fx7wuMRkSM09DYgDoukJ6azI3sHWo32aoSpoKCgsGqIREJ4PCcJ\nhfowGG4iMXEjKpV6ucNSWCVMXJszEjMoyS5R1maFVYkihK8yS9HDaSuwk1Fagr147ZhYvDwmUvcX\n7F/y/tCJ8bYPX0DsfpmNaQWYTFsxGPJpamji6KNPcdOIjFp7nDPyg1RXF1FePlbGrUJCZXKgG23g\nUu9LpLmmjg/KMGRQsSs2i3mi9cT4cZv6mhgJjmDWm5FkCVkeM8v68MYP89gfH8MX8mEQDCQbkmPO\neYq5V2EFT3zXjkt24teLPPS/HNx1310xsUzMFKNRURNO5Zn/ukSmJYlPvVfL7ev/Iu41dSQ50Kg0\nDAWGyLHkUJ4zdUTTXJiup9pun/4hSvT7rsDMI6KuBXPtCY9HMBzkZOdJ+kf6WZuylqK0ohjTNQUF\nBQWFqUiSF4+nikjEj8m0DYNh/rPVFRSmIxgOUtNZw8DIAAUpBWxI26CszQqrllUthP1+DU5nnKzn\nIjJY82Upezgni2pgyftDo/F2u5rI1rrITEzDat2FVpsKwOljVaQygjvBQmQkRFLCH5D9LTQ1FJDu\ncOCqFZBHG+gR6nneCc+9WscjB6Zmqu1WO7jtiPWAI/Y66WUL7oAP96gHSQ4RkAIIaoEHtj7A5vTN\nPPz2wxg1RlQqFTrNlTKwKaOUWkRcMly0H8bllThyQuBxW2wsUWOxk3UtPNuXwOm6Ie7aZuPb92zG\nbJj+6afdaufj+R8nuyh7USXJM/VUT/cQRRwW5zUialq37CVgLj3h8XCPuqnuqCYgBSjOLibXkruk\ncSkoKCisRoLBHjyeU6hUGiyWXWi1C5utrqAQD/eom6qOKkalUUqyS8ix5Cx3SAoKV5VVLYRdLi2H\nD8dmqRaTwZovnS1OBkWRv84/hDcpuOgezsmiujynnPKc8iXtD7Vb7Xz95o/TPvA2Wea1rM0+iEZj\nHD8fS9dvsAkymQYPF0kiw3CW1tc0PPX6cQ586wC+W/dz+XwTPz0HI6Ob8LWLVBaKeBO8VJ2qQmfT\noQlp4rwPY72ulc0ij/+2hxSjDpVKJm9NgA9t/NC4U3T0HA8fP4xP8vHYO4/xyPsewW61T7k+ZQUO\njupFXF4Ja8SBMTF+1rxbSOWfLrUzEgzyyIe3cl9p7qxPP5samnCecrLFvgV7/iLeU8f0pmXTPURx\nJDnwS34G/APoNXpkWZ62GmAmt+ylYC6ma5Pp9nZzqusUWrWWW+y3kGxMXrJ4FBQUFFYrIyMXGBk5\nhyBYMZvLxtdmBYWloMvTRW13LVq1llvzbiXJkLTcISkoXHVWtRDWamUkaVKWTVxYBmu+TJyRKyNQ\ncE8FtoX2kLqc1A/Xs5a1cY2Rlqo/VJbDeL31WNTDFOe+D5NpOyrVlRlxfaKI2aLB8f4UpF4nev1a\nLtd6MOWZGL48zI9e+RGGEgPOQICuiIA1SQSPQM/ZMG8/828MeAeIqCMMHBxArdmFy2XHZIKuEScv\n1YncvddBZmAPKSNOsoWXiPQEsFpSY8YlOV1Ovl/5fS4MXBjLXHu7qeyojOvWDHDXn/fgbwhgMDbg\nV/ljMshBKcIjR8/x47cusyHLzA8/ejMFGbO7bUbF5YhnhKd+/1RccTlXE7OZTMumM8KyW+18quRT\nfPa1zxIMB2kZbIk5r4lEe6DjuWXPl3jnNFP8Mds64fJlGTnlAm7teZIMSZTllGEQDAuKRUFBQeFG\nYWxtPs3oaAd6fQ4m07aYtVlBYTHIskzzQDPNA80kG5MptZUqa7PCDcOqFsKhkGpqls1xJYOVqHIS\n7hLpbHHMOo5ovkT7ZcMGR8yM3PkS7Qdt726n/lg9Ffsq2JO/Z0ljBQiHA3g81UjSMAkJG0hIKJzy\nmmjps0U7SDDDSl7hPsT6V/G2eQmpQ6iz1DiSHPh8IvgPonNnYsWBKVRHMBgkmB4koT8BuVdmQBKp\nr7cT0DkZ3n4YuiXqjo319eoDXgqrUlERIrlDi/eDXrCOxSAOi0jyWM8sMkgRKeZaTRTB0f7axKQR\nfCEfKUIKT5x6ApvZRjiUwud+Xkt9u4sHbs7nGweKMGjndmMRFZfaLC2yW54iLufbwxvPtGz8Z9MY\nYSUbkynPKcekM+ENegmGg3G3n84te77MZPo2U/wwJoIrDkv0qusI6rr44idzuXXdNtSKsYuCgoLC\njITD/nfXZhcJCUUkJCiz1RWWDikiUdtVS7e3G7vVztbMrcrarHBDsaqFsNUamlL6HM1g1b/jxNBy\nGE2rREurAPdULKkYjopGTUBERhifkTtfon2iWYYspIi0JIZYkwmFhvB4qpHlMGZzGXp9VtzX2Qrs\n9NxSwc9/LOIKO5Da7Nz/tUw8Ay2Y88080/0M4rCI1SzwN39dTrB/bHyS1+2l7hc6dH06guogwdQg\nvSM9FOxwIltEGg0SGToHUkQkmCDyvn3DVF0UsDiSCPXGZjEdSQ5sJhutw61IYYmS7BLKc8qnCLWJ\nRmI93h60ai2bMjYhDov8rPoCT58IoVbBj+7fwf7N8c93IhP7bKPiMtQdQmvWThGX8+3hXQiOJAdW\ngxUpImE1WKftD4/2QEdjB/jls7+cd79wvH7l6Pdny3qfuzhCp1BNSpaH0fZNmDxr6HDHZpevZh+z\ngoKCwkokFBrE46lBlsNYLDvR6ZTZ6gpLx0hohKqOKrxBL5syNrEmec1yh3RNkWVZMQFTWN1C2GgM\nx81U2e0weF7ELSw+YzsdtgI73FNBnyiS7lh4xjnaJ9oeaCdXnbskhlgTCQSc+Hz1qNUGLJZdCMLM\npcHeiJ0e2Y5jzVhWXaMt4q77xoTLWtfaaYRREXd/41Mcf7sKzU1eOt3PUx94hZacoxS4DqHXCngF\nEeu7fbBpt3o5++xxQr2xWcxoxvcLN3+Bfd37uDB4gcKUscz1TEZiVoMVFSouDjhpad3Jm71+SvOT\n+f5HislJit9jNTG77G33xvTZHvjWAUq+WkLzW8386b1/OkW4RXt4XaMurHorRsG45A8w5jM/uGhT\nEUWbihbVLxz9HDb0NuCX/Az5h/iP0/8x6+iugZEBevQ1IMhE2spJVqejS4t9aHF/1v28+o1Xr1of\ns4KCgsJKIxBow+c7g1ptxGK5BUFQ5rcqLB39I/3UdNYAUJ5TTnpi+jJHdO2QZZk3Gnv47uvN/N/7\nS1ibrvzfupFZ1UJ4JpYqYzsTtgL7osV1VPC8+PsXuWffPUvYDywzMtKI338JrTYNs3kHanX8PtOJ\nREvLG5xO/AkiujQHcKV3NV58Tic889MiJKmI/q4T+AqeI9+momCTi/enBikrqCCYMEHQWYnJYvb4\nenj2B89Sr6rHlGsiIAXwh/w09jeCDG+Kb/LFm784o5FYS4+fr79wke7hCP/rvQV8/vZCBE388p/J\n2eU9rj1jpdA2LUOXh/j+/3wf604rfVl9PJj74JTt7VY7D+19iCPHj2AUjDNmbBfDfOcHL6Zf2G61\nc6jk0Pg5/dupf8MoGMez7PGEvjgscrb3LDlZiXz/f++ktyNxrDc/EvvQora2dsn6mBUUFBRWMrIc\nwedrJBC4jFab/u7arMxvVVg6Lg9dpqGvAZPORJmtjERd4nKHdM2obRviO786R5U4yNr0RFz+0HKH\npLDM3DBCePLIpKXK2C6EzhbnvI5rt9rZmrR1fIbsYl2iI5EQHs9JQqE+jMY1JCRsjCkPiXeMidfv\n0JecHDlxGGOixBMXBGy2ihljixqUpSc6CbsaEb0tHG9rQ1AJlN2hozzXTlRMR4lmMd+sepMnP/8k\nkiQhI6P/jJ4efQ+D/kEStWO/vLu93VR3VnOo5BDBcKw7d64ll6f/2Mq3Xm0hQQ/f+8gaPrht/YzX\nZ3J2WWfTIakkept7CalCNGubudNwJ91y9xQBOPEaPH7gcd6qeYtgZxBv+1ifc1ND07h79u7S3Ute\n5j4Ti+0XDoaDpCWk4UhyjGeG443uisgRzvaepXW4lYzEDEqyS9BqtKyPVl25Yt2wi4uL6Xyuc9F9\nzAoKCgormUgk+O7a3B93bVZYGcz3Hu9aEZEjnOk5Q5urjSxTFsXZxWN+KzcAYr+PR399nlfPdJFm\n0vOtezbzZ6X2aRMiCjcON8T/gOlGJi1Fxna+THSTdtVO35sc7xfpTIZFk5lOlEqSB4+nmkjEj8m0\nDYMhL2a7yqYrItdqHjsGbnvM9dv/aZG0jKn9otPF5nCAJuBkc8JhttraeY9ezfGEHfgs8rQmT1Fq\na2shDJpsDep2Na3nW0namYROo6OxvxEpLOEOuHntwmscbTnKQ3sfGj/u8EiQLz9XzxuNPaQmdbN+\nbSWvtEbY4Zj+ukHs2KKAFECbrWXdF9fx+8rfk+JIITgS5Fz/OTQqTYwAnPz+3J91P6cePoUcljn7\n9Flu/9ztHH3sKIOeQSKaCL/6+K/49ke+fc3E8OR+4flmXSdeF6vByt+U/M2UBw/BcJDqjmoG/YMU\npBSwIW3DlBu5eGXdmY9lKj3CCgoKNyxja3MVkUgAk6kYg0GZrb4Smes93rVmVBqlprOGQf8ghamF\nrE9df0M8ZBn0Bfnn317gvypbEdRqPn97IYf2rsGkvyHkj8IcuCE+CddqZNJcmM1NurPFSevJSiKt\nzxNR6cd/kUJ8w6KoAJkonMPp8UVpMNiDx3MKlUqDxbILrTZl/LhOJ1RWwuOvioipEsaAg7QCkcps\nkcyAPeb6MTx1vu1MsdntUFJSiW64nUEpF4t8Ab3bw2hSEj2+Hpwu57RisLi4mFOaU6i6Veh0Oj6w\n9wPctecuACo7Kmnqa+Kd9nfo8nbFGFN1DyXy+Z/V0ucd5aO36OkIn+Cm5JmNnqIPD3QaHfsL9tM/\n0s8x8Ri/OPsLBv2DmDaaGDWOUmot5cMbP0ykLRKb+R6eueT3zLEzhIIhghlj7tmeDs9VMT+biWim\nfSHM1pfsHnVT1VHFqDRKSXYJOZacGfc1cfvFxKWgoKCwkhkd7cbrrUWlErBYbkGrVWarr1Qm3+OJ\nJyuXPTvsCrio7qwmGA6yw7YDm9m2LHFcSwKhME+9fZnHf38RX1Diz8ry+OIdhWRYlLFQCrHcEEJ4\nvK+1Afx+0M3eCnvVmKk3Ofok0UgHaYYWWqWDaMJDiCcr6R9wsTZ58xQBOnG76BNIz637p4jSVG2A\ntv4T9I74yM/cT8okEfy1rzbR1VPFJcmHKj1Am1tkuFnguSYHX3zwysgpQYDyDXbKLVMFUbzYYExg\nnkp9jr3yRZK4iDy0gS077+KtyJu80vwKR1uOTpvdvm3nbfD9scxwcXHx2NfvEi3HruyoHDemMmgS\neOw353mxZhR7SgIv/NWtJJndHD52JTadRjflQQEwPvKovqeerZlb8Ut+ZFmm1dXKUGAIh9XBA9se\noDynHLvVzpu9b8bEOjFjGq/kd8u+LXTUdqDr1RHUBDHkGK5K7/B0LMSZefI20/Uld3m6qO2uRavW\nsjtvN1aDdanDV1BQUFh1jIw0MzJyHkFIwmwuQ6NRbtRXMhPv8dTyKJHW53C3GZYtO9zp6aSuuw6d\nRset9ltX/docjsi8WNvBd18/T5crwB1FGXz1/RsoyJjZCFbhxmVVC2FJUnPixLt9rYfgyBEwGuGJ\nJ8BmW56s8Ey9ydEniT7NBtJoIVFqIkgykdbnsAYieF7/I3995yG8SVfKUTtbnDT//iV0sougcROa\ngEji0BVRqlWryda5aeu/wFP1L9MnWdA0n44Rnm8dbyJS/6+kqgYxRyLUdEkkdBxk//ZypEE7weBY\nOfnEHmuIFUQTs4XhnjB1r9fh3eilaFPR2PdSDZzVH8Tde44c2z7es2MTxyp/iwoVroBr2syo0+Wk\n39SPfY+dtTlrp/x8ojGVJpLKxYvvocY9yt3bbfzDBzdjNmgBa0wmc7pRQFJEwqQzIcljfwNcGrpE\n23Abgkagw9Mxfsx4zKXkN39N/pL3CM+lb3whjtFz2UaWZZoHmmkeaCbFmEKprRS9oF/0OSkoKCis\nZmQ5jMdTSzDYhV6fi8m0DZUyv3XFM/Eeb2SgB6ntFcKaZBKlJsSTldgK7Nekh1iWZc4PnOfCwIUb\nZm0+3tzHd147R1OXm225Vr73Z9u5eU3qcoelcJ2zqoVwf7+OJ598t691P6SlzVwePdlQ62oxXW/y\n+JPE8BAd0g7U+feiBqS2V/CpkjAwjLovyJ5te4ArmWCd7CJTX0+PHySVlXXry/lrn51Ll94mz5ZA\nkjZCo89Ir5QUt3Q56GtBRQiPNYh5OIG1xlEERybSoB1BuHI9Zrsmdqt9bNTQN2LFkyN3LFPaZxpC\nsOSwQedAp9FR31OPJEsIqrEs7WScLid/+8bfUtNVAzLssO3g0fc9OkXsleeWc/+6f+QfXmlFCsOj\n926hvECmruedcXE4OZMZL3stqAVcAReCSsAb9GI1WLl34738S/W/YNFbCEVmdxecreR3qUuA59o3\n/oc3/kCoJ4RxrZGQKzQnZ+bZXKaliERtVy3d3m7yrHlsydyCWrmRU1BQUJiRcHgEj6caSfKQmLgR\no3HqQ16FlUv0Hq+zxcnl1ufJFV4BATpan+PsMTuuysfQMcTlU8nwoUeWXAxLEYlTXafo8faQn5TP\n5ozNq3ptbuh08fBr5zhxoR97ipEffKSYA1uyUatXfw+0wuJZ1UIYJvS1ElveO3la0nSGWteSeNni\nzhYnLW1HSZQ7kbHElFJHM8hB4yZ6/BBM3se699wNgPu3PyQ9sZuRPjUj5u9wU1Y6gvq3cUuXd95a\nQPV/acGrg4QgeSUGPrvPQbB//g8F4omnuzbdFZMpvVh7EWdXkCz1VjKTTMhab1zTLHFYZCgwNO4O\nHS9zPCqF+cfXzvPU2yJF2RZ++NFidLohDh/7+2nF4XS9rodKDlHdWc0DWx8g2Zg8fo3qe+oZCgyR\nbEimPKd87hfjGjBTb3aUpoYmGp5rQN2lZrRrFHmdPCdn5plcpn1BH9Wd1XiDXjZnbOam5JuW/NwU\nFBQUVhuh0AAeTw2yLGOx7ESny1jukBSuErYCO635H6a/bRifZgMa1RC99a9zk6GG0XAies3F8Szx\nUuEL+qjqqMIX8rElc8s1bb+61nQM+/nu6+d5sbYDq1HLQwc3cv/NeegFzXKHprCCWPVCeLyvtXzs\nz3QZ3+vFUGtytjgqjv/w+uvccuedMT+b2Isiqayse8/d2Ars1P7mOVSmLiJCDuohiSGnj23rS6Y1\nOiraVMS9FZ/m+NtVpBXpuOt9V0p2nS4nJ1rnPq5pOvE0MVP6x952XvhtLp0mK50aidLt8efsOpIc\nJBuSOd9/nlAkRJ41L+Z1l/t9/K+fneJsh5u/vMXBV9+/AYNWw4nW2lnF4eTMrdPl5IlTTyBFJOq6\n62LE8yPve2TRI6uuFpP7kuNdx5bGFiIqNeHtWlRdfrbdt2VOWenpXKb7R/qp6awBoDynnPTE9CU9\nJwUFBYXVSCDQitd7Bo0mEat1JxrNjTO/9UYlf0c5LW1H0YSHkBHQJKSD78rPlzJn2efr42TXSVSo\n2JW7i9SE1VkW7PKHePzNizz19mUAPrV3Df/fbQVYjcq8bYX5s6qFcFpakE98YswcKyqA9+yJ/9qo\nodZ0GePlxFZgJ6197ZSnhpMzyNlrc/B6z5CY6cbdnIDaLYNsjMkix8PphGd+WoQkFdHWCneVA9ap\nZbeHCisI9ttnzBIXbSriwLcOcOzoMTQhK3V1YLLEvr6724Bh1M7B7ArOdYl8OD2+wLRb7Xzh5i/w\n9d9+nbAcJkGbMP6zF2vb+bsXz6IV1PzbAzu4c1PW+M/mIg4nM6Pr9TQGUdcDszk5A5hTCxgYPg6R\nEKi1rN16y5z3P7mU+/LQZRr6GjDpTJTZykjUKTdyCgoKCjMhyxF8vrMEAq3odBmYTCWo1cpN+43A\n5Ps0gEsvvIle5aI/ZGXNjqWpMrs0dInGvkbMOjNlOWUx90urhaAU4Zl3WvnB7y4w7A9xz/YcvvQn\n68lJMs5rP5XtlVR3VlNmK6M89/qq8lO49qxqISwIERyOuZc8798/9nd5+fKNV5ov0QxyJBLE7a4k\nFOonZ83NJBruoL+1dbzEeqZe0umy4RPFYUOHyJEfiKSN2Ge8jk6XkydPPUnkVZmgX03D/7Twn2/c\nSsVXdlNeNLZBVlYAQYAh0U6OYKd8w/TnFwwHsVvt4wL1XN9lvvfrAV441cFORwqP/fl2bJN+Cc5F\nHE42mFqIeJ7IQhyZl4rZhLpGW0R444NYElpwjxSg0c4/vogc4UzPGdpcbWSZsijOLkZQr+pfHwoK\nCgqLJhIJ4vHUEAoNYDQWkJAwdba6wupmii/Mhx6lTxTJWQKzrIgcob6nHqfLSbY5m+1Z21fd2izL\nMq/Ud/Hor8/TNjjC7oI0vvr+DWzOiXXAnovAffncy3z2tc+iVqnRa/Q8fc/Tihi+wVld/1sm4RmJ\n8JPfncAlO9jksM9okjVRLJcv4/+JuTgAT0aS3Hg81UQiAUymYgyGXBILIacwb/w1lR2VdLg72JC2\ngaHAUEzGc7ps+ERx6PcJGEcdMWIZppaai8Mi7jY3iZIVl9WNxROkK/hzjpz4LY/bKvC2e3G2/IH7\nP5qERls0aw/yxBgG3Ea+/t8uBjwePnd7IZ97bwGCZqoBxGzX0Oly8uU3vowr4MJqsI4bcM0mnqdj\nIY7M1xKHAxLMRQSkIhLM8692GJVGqemsYdA/SGFqIetT1ys3cgoKCgqzIElu3O4qZHkUs7kEvX76\n2eoKNw7TGabOl4AUoKazhiH/EOvT1lOYUrjq1ubKSwN8+7VznHYOsyHLzH88uJO9hWlTzrOyvZKP\nvfixcQPWeALX6XLy8NsPM+QfGp8MUt1ZrQjhG5xVLYT7Rwd5qu5JVGYBnBVYBXtcERAvIxr9/tV2\nkJ6I0+Xkb189zJBbItki8MiB+A7AExkd7cbrPYVKpcViuRWtNinufp9vfJ6WoRZaBlvYYdsRk/G0\n22PHI/UPVlJVU82aNWXj4lA34uCJKvu4WNbpYh8eHDoEwSAMJehoFprZwAYS3SpC6iD9qZ3YdDre\nqnmLUw+fwuPxcOmNH/Keb74HIpngml542q12vrn3m3z3tyc51qRBK4yyfWMN9+3cSpe3Y4pwnYuL\ncmVHJSc7T5KoS6RlsIXKjsq4ztJzZTZ35eVm8vs7n8+zK+CiqqOKUCTEDtsObGbb1QpTQUFBYdUw\nOtqF11s749qsoDAX4o1bGg4MU91RTSgSotRWSrY5e5mjXDoq2ys5eq6OtxvTaO40kJKo5tF7t/Kh\nklw00zhBV3dWI8kSdosdp9s5LnAnJkbEYZFkQzI6QYc76MYkm8iz5MXdn8KNw6oWwip1BKvsIMkh\nsm+tyN3b7XFFwOSM6GSRd7UcpCf/cqtsFqmpk0gMOrioE6ksFLGXxT+wLMv4/RcYGTmPICRhNpeh\n0RjivlYcFtELeg4WHqSpv4l7N9471Tzq3fFItacruXDsY2hUEhecAvD0+Lgm2wQxNfHhQUPD2Izm\ntDRwmpx4HX7q31+PqktFJE2LJjOISpdJsDNIKBiix9SHYdDAt5/9R9be5sBqsE479mfIF+TvX+rh\nN006UpM6eV9JD90j3VR2VHK05egUwTsXF2WAUCSEN+hFikhxr9l8MvMzuSvPd19Xi7mMv5pMh7uD\nuu469IKe3Xm7segtVyc4BQUFhVXC2NrczMhIM4KQjNlcOu3arKAwG56eYVqqD6NCwlUrwD0VRDJU\nnO4+jUEwXPdr88Ry5bnw6/N/5K9+8QrhkXJkRpGMz+K11JCX9SQa9fQ3MWW2MgSVgNPtRFAJlNnK\npvrclBwi25zNtoxtnO09y6b0Tbzc/DLF2cXXrQ+MwtVnVQthOaLGpxMpyhC4e68DuzX+6yZnzK6F\ng3R0BvDEX24MOyAsQJIIHmHs6zjb9YotWGw+LBkyen0uJtM2VDPMiIuWFw8Fhsi15MaMAJos0i5d\nqkajkvBgx6xyculSNcXbxl4/WUxFHx4Mhp2EU0UKHQ7EXpDDWvTZWtoT29mYvpG0hDQe2vsQFpeF\nP0aq0PQYCYch1Buh7Xw3ZLXxTP0z7M7bHSMW37k0wBd+XsegL8jn77Bx2Uz8fwAAIABJREFU1vci\n3SPSeP9LPME7l15fu8VORI4wHBgmxZNC59udNMlN41ncuc7mjRI1CKutraW4uDgmGzxxXwEpwL0b\n76U8p/y6/qUryzLn+s/RMthCijGFUlspekG/3GEpKCgoXNdEIhJeby3BYDd6vR2TaeuMa7OCwmyM\nDgygQiJscKD2X+adxjfRhpNITUil1FaKTqNb1viczrH7QJ1urCpQl+YkmDB2T9np6RwvV5YjMh9M\n/yBrXWtjKviiFYfu7mz+OHiJ/zzVTzhcjk94jSHhp6hVI6jCGVNKmKPHjVa52cw2vrjri/T5+rhz\n7Z2U55bzlTe+wm8u/oatWVtJMaYQDAep2FfBS+dfwqg1olKpqOms4VcXfsWnSz+9LNdPYfm57oSw\nSqUqBM4Az8myfP+737sd+BcgD6gE/lKW5dbZ9pWmT+E7932C8nWzZ+KmE3lL7SAdzQKPDPSM/3LT\nBET6RJHyDXvY8VwFLq+IFQflG+xTtr3w0kOoErtxXYqQv/ebpG0onvWY0/W/xhN8a9aUccEpYFY5\nCSEjWQWcLmfcDHJFBVSec/KfrYdpbJbo8AgUyYfYkV2KK9JFijGF+7fez4HCA2Pb58KWB+/jqRce\n4abLiRRcyCN8Kcw7t7/Dt/u+zd78vWSbs/m7Pd/kxZoAP/jdBfJTE3nh47ewOcdKZfuh8SeLNrON\noy1HpwjeyecKcKL1ROx5u51oVBoyfZmsP7qeRl0jzv92jvf2zjWrHMXpcvJM9zNImRIN3Q0xv+ij\n+0o2JPNK8ysMB4Y52nJ0VnG9XITCIWq7a+nx9pCflM/mjM2olRs5BYUbnqVcm1cj4bAPt7uacNhL\nYuImjMY1yx2SwgpgsqCbjD41FdknIPsv0RgZxmAJsSPJwaaMTVd1ba6shOpqKCub3jcn6q/jckF9\nPRTscNKSc5jcPAm/T2Bzbj6SLJGekE5jXyOv9byG+5ibin0VAPztG3/Lpb5uOlq3YYjciaSWyUzu\np2n0YTxyMwCRMLh9o+MZZafLSWWzyHM/dmAYHTNvPfQlJ99rGPN90Wq0FKUXcfzt4/zTH/8JSZZo\ndbeyM3sn77S/w//5zcNogsnUe+oYGO0F4FvHv8X2rO1Kr/ANynUnhBlbVKujX6hUqjTgBeCTwC+B\nI8AvgJtn25E5Qc29ZdPMS5qBxfRUzsTELLBaHkWFjCYgIiOMlUfb4dG/syOK8UcU9YinUZk6iOgy\nUQ9LuNplmMFxOeac4vS/xhN8Y2XQT3O6+XVO+KsJu9/hzWM1McJtYhY5c51Isk/iYLqDpi6Rj+0I\nYs/+AkeOH8EoGKnprOFA4YHxY37gjtv495eeJqxx404aweJKIMOdQWtyK7Is4/Vr+fTTjZzvCvOh\n4hz+/oObMemFuHN+pzO3ip5rvLKYYDhI/0g/glrAOmxFE9agsWmQB+Tx3t75OkjPJJx1Gh39I/2I\nwyL/P3vvHeZWeeb9f4501Nv0rhm5Mza4zwiDsakOOECWQNomgf3BsmSv5bcv2U1yEfZNvKx3Nwns\nviEJ+6aTxSkka8qP7pgQXMAgj+u4jD3F1oymN/VRO9L5/SFLHk3zuBfOh4sLNJKOnqNynuf73Pf9\nvRGgtqg2x6zsUkibzhCOh9nZtZNwIozBb6C9sR3NfM0lVe+soKBw0Thnc/OVRjw+SDCY7q1utTrR\napXe6gqnZqxR60RleJbSPMoXfo0thzZhKLJx4+KbqcmrmfK4W192MXCkgeKr6lj9aWf2tVyu9P2Z\nziiTiXCXC+6//+S4NmzIFcMevwdXl4umJjg25GSkx044DLLVjT/mp/NDM+j8tG4rRnWdyKCvg7iQ\nJKlJsqd7D8+4ngFZ4P0WPwS+gEglMfVx/KoXGI62Eoz7QaWGlArUKSKNd9C3x4nHkl7TdXZLtJlF\nVpvW0dVkZ+MOF7vDu9GoNXQGOgnEArT72knJKUSViJSSaPY28/ifvkkqlQJkkDVoNSJWrRlJlhTT\nrI8xl5QQFgTh84AP2AFkCi0/DRySZXnjicf8MzAoCMJVsiwfOV9jOZOaylMx4HZno8BE3air78RU\nWJpjgJB1X3aTcxt6MZVGCLRqUA3LkDKfsj/wqcgIvubDzaR6UyQrklADSxY5CeXF2bK3bZy4m0hc\niioRb8pNflEMTH14AlBkLJq4J68dbr5uLq2eXeT5LUiqBCOFI6gEFcHgDJo9t6BC4h+vK+H/vXtx\ndqxjxeb7u97HPGxm9vzZ2Gsm/qBGR2P39u7liXefwG6zE5Wi1BbXEkvE0Gq1aPo1CNqTtb1TOUiP\nFq5j38exwjkj3g2igYgUyYrgzGNONwX7fOKL+9jesR0BgcJQIS//08vnxQX7UhL+CgoK0+NSmpsv\nPXoIBEKo1Was1jrUaqW3usL0mE4ZnjfuJSJGqF5cS11lHQWGgnHHGS1ojzW4KHffT5VRIukW2fry\nBmbWOfn612H37vTjly+Hxx6Dn/98YhHe0JD+e0YsNzScFMKvHXmNJ7c+SXegn2hQj1+zDM3AV0nq\n4uQPevHPaCReEUMUU0hHvoz8hw0kF/yS2Ozf0JpqQw6nONITpUB6EDF5E5LQzaD4NBFcpNQJQAY1\nIMhAEmRI2t/lt1tc5C+KI6UkassdHDnqZpPLjWHATuAjkGpBJg4ylBhLiEtxOvwdJFNJVCf+kUmB\noEoflwTxVIKwJFCmK5t2DbPClcclI4QFQbAC/wLcTHqHOcMCYH/mhizLYUEQWk/8/bKabIsdDvx7\nxWwU2LHMOc5Cf+wO4be/naKg4CBwjLKaWzDpn6WleQ/hfEie5aaz3WbnS2VfYuP3N6JJaXjzwzcp\nfaY0GxWNSTE+6vwIs8/MseAxkpVFHAwP0jPspyTPjD/qz9ZcuLpcvHj4Rd5ofoOoFEVAmDSiurb+\nWgbrZvPR7o/QFRVTrbmNdl8Jje0mrGE/K9r20tEQpWmWJSvARovNZG8S149ciLI4pVBz5DmISlHe\naH6DiBRBo9KwsHQh3qiX++bfR+l1pSRvSBJsD47r/ztRBH2scF2jXZN97ETCOSPEF5QswO1zc+fc\nOyk1lWYfs719+2mlYMP4fsWnSquaDse8x2gKNnGdeB11lXW8+/+9e15csM9U+CviWUHh4vFxmJvP\nBFlOEQ4fAI6j1d6K2bwU1RXWv1Xh/DJZ68oMrcOtNAWauF5zPfWV9Rg0hnHHGLtmXGZtoNIuEYxa\nqcjzcOTARtzFTvx+MJ3Yo/F6T4rdjAh/88307bo6qL7aQ7zcTeuAg5QWggVuPH4He3v28vDrD6fX\nfpKMECxHzj9C4ra/QyWoGSwQmZNfSVNPJ0kpRnjez7Bu/zHJwYVQZUUt68njc5iSq0jiI6x/joD6\nbVJykpQcP3lSggqQIZP5bRxGbd+MI++vsoGXWQ4Rqc3BUid0BpzoDctJGnpIySlkZIpMRdwy4xYO\n9h9kRv4MVIKKHZ4PkeUkAGrZhFmr5frqFXx79beVaPDHmEvpqr0e+KUsy51j+oOZgYExjw0AlokO\nIgjC3wB/A1BcXMyWLVvO/UjPgmD1ncSGhhixyew7+AplrWWU6Euy9zc22ujsLKesLEp3t4rNm99l\n9uwewuF89uwZoT+6i+c7nyfpSaI+8CseqHkAgN5oL2X63GNNh907dkMEKIOR3hHeevUt+gb66I/2\n09ffR6Qvgu0tG9v5iLfCDRy52kLLzJ1YrBJaUcVNuptI2pJ0+7rxDfoo05fhi/pYUbCCfPIp05bR\ntreNNtqyrxkKhSgyF1FffS8/e6GU9uoWEgYJW2wf8z88glhhZWSY7FgyrNGuoTfai7fPS3+4n0SB\nilhvgv/57WZWr+mb4OygNlXLMY4x1ziX/f79vHfkPQxqA/VCPUW2IgAsxRb6Bvro2zLxMbKfja+R\nlq4WjGojI8kR5hTMGff9auPkufZH+xnoG6C3txe1oCalT5HUJ7OPGXt/T1MPW45vGf/CJ+jydLHj\npztAAkS46rOr2fTHlSSTKtTqFA880E5JSWzKcxhNSk7RFmpjIDaAIWlAOi6x072TQDRAJB4hciQC\nIgSigSl/R/3R/ml9/xp9jXT2dlKmL6Mz2skr773CwryFU46xP9rP8+3Pk5STqAU1D9Q8cMrveCgU\nuuR+92fClXIecGWdy8eQj8XcfHrEgaNA8MTcHAbev8hjOnuulN/p5XQea9bo6O3VU1YWpa0tRlsb\nJOUkbaE2BmODGJNGpOMSLrdrwudn1owWS4JDhyw0C4u54+E488sPIgOLC/6HP320mFjsVgYHrYBM\nQUEIlaqTgYFyentVBAIq/vhHMyoVpCweKv7q79HfFqK304pG0PNfO0Re7/UxmGrHH/EjySlkOYls\n6gExgKwPkJRMDGsT6JOl5OUlIG4lvzJBv/ko8a6F5C/+EpbkSmSS+MXfExRfoVhvYaa2hogUoSPS\ngQYNceIIKpBTwInLjUqToszspW1vW3YdWF9UzZtJNU1NvajVau61fg7J1IGYL9IaauWFzhdQySpk\nZJx6J9cWXsu1+mt5zbOJjmg7ZtGIXq3hk+ZPEmmNsKV1y7Q/s8vp+3UqrqRzOVMuCSEsCMJi4FZg\nIuenEDDWG94GBCc6lizLPwN+BlBUdI189OiNrF174XoBT4ecyFhcZN2Kk5GxWbPSpgOCEGDp0p2s\nXFnCjBlr+PDDFm688Ua2t2+nOFqcjSKqqlXpNkKMP9Z0KC0u5bn3nkMOyGgsGtZ+ai21C2rZ3r6d\n6mg1ep+esBAmWawi1RFANLWiUgvMz7ueoiKZaxZfww01NzDLP4vGrY1IKYkqVRUPrn5w0nFs2bKF\nG2+8ke+80MmxOQdRq1Koku+zoCKGSiODF4wWI8tuXYa6VD0uEtg0p4mfbXmOoQ6ZlKCnpX0ND86q\nHfcZNx1qwuFxME87D3WZmmW2ZYTiIQoMBewR9rBs9jLiyfi0I42GTgP/5fkvpGS6YXvClyAojo8m\nj2aFf0XaFVGtnfC1MvdPZwyvb3wdg9aAeXY6UiuNGCgursju6JaXV3DDNEvio1KUXd27KIuUsbpo\nNV2NXdx0003Z+5cuXZoTeZ4Mj9/Db7b+Zlrfv7HfkXtW33PKcx77fS+vLeeGmqlPMvP9uty5Us4D\nrqxz+ThxvubmefPmyZfr90GS/AQCO5HlWZjNi/nww+Yr5rt9pfxOL+fziEpRGroaKI+Wc1PRTXQd\n6Jr0XFyutFFVMgn79sHQELQEV/Lyrs/xpev/m55ANTajn5l5Pp5/vow33/cwEHdTYXIQ6V3GI49A\nfj5s2QL//d/pdXKTcICOxDFsJhPJ0nYKxdnk+W4kqfmIAkMBA8kBAtFgOmqbNKEemUHS0IjJqEYl\nytw2/za6g90YRANmTT6qsnze7egD1Y1I0iEiBT9HVPspEa2sv2k9H3Z+SE+wh+H2YVSCCikuoRf1\nRJNR1KgRBIH6ynq+eudXx60X7lo1OiPuL7J/f3bnsxiHjNmewjPnzOSz9Z/ls3yWp3k6p6XTmUSC\nL+fv11iupHM5Uy4JIQzcCDiAjhM7zmZALQjCfOAnwAOZBwqCYAJmAYdOddDhYS3/8A/w1lvw7LOX\njhieylzJbod/+qduPJ59lJZqmDVrJaJoA1qA8fWoMHEboelirjKz9PGlxLvj1C+tH5eKHMgLoFar\nEYeSpNQpJE0NKtqQtUFs+spJ3ZonMtbK/K2jR8sXf7SPD7q6yEsWUOMt5UjeyyQqJPQPCNSb6qmZ\nV5N2Yu4en0Zbu6CW+r9+kFf+0ErVrNkMe2txHfHgTp18naZDTTz32HPISZlCoRDnE040czW80fwG\njjwHh/oPsX7beoqMRdNO040n4ywsXYhZa8bX4cO9wY3P4JsyPTtzzMlSgidKwZ6Msf2Kl9TP5lDr\n6bub+6I+GroaSKQS1FXWUWYuo1voznlM7YLaaaVDn47D9lS115NxusZlCgoK55QbOQ9z8+VKLNZF\nKLQPQdBhs61EFK1A88UelsIlyJmULXkjXhq6G0imktRX1lNqLmVv/yDbt09taBWJpO8rKUn//ZXd\nn2Ht4tex6PwkUyJFc+vA6mGX6Ul6QhLv/0kkb9869HE73/hGWkwnEukxq2eATpduh6RCQzSiJqx1\nU2PLx2DMA6BtuI3FhSs40NeExaahO6nHrNVi0ubz0JKHKDOX87udLbyyK0l/oBcMh0joXiUleHjq\n9nVEpEi2+4dNn+5r+unaT/Ov2/6VeCqOVWfFIltYVrGMu+fdzdo5aydcL0zm5TNRT+HROKucSiq0\nQpZLRQj/DPj9qNtfIz35/u2J208LgnAv8CawDtg/HTMOWRaIRqGl5fz0Aj5TJlvcy7LMyMhRLJYW\nFi0qwGJZjkqV2791ovZAE7URgpOtmkabccHJOlNLjSUtNlMSok3k5qqbJ3yd5PIk7UfbeX3wT5Qb\nYjiMy/ny8nvH9cMdK+oyke+RzhFSvSm+cudXkNRL+NedI8S1XmaOzOXvb51Np0fgoavXkT/DnVM/\n63f7MWvTtchjBdbKVbW8+14tw16I6jy8NPAkuvBJodl6uDWnztU8bGbx8sVsat3Eof5DdAW7yNfn\nk6/Pp2mwCVeX65TCzJHnwKa3IaUkdIM6RFmcVh3t6bZjmozaBbU8+MyDOZHaWXNOb7LtDHSyv3c/\nelHPyuqVWHVjAzqnx+kK1dMR/pnHn654VlBQOGecl7n5ciM9Nx8hEmlFo5l4blZQyHAqN+iJRLLH\n76GxrxGDxsCKqhVYdBY8Hnj++RqKi6c2tMqYbvX3pwXs4X4n3926gc/e2kD14jquXu3MepLIXgcp\n3OTPdNN7BP7xh25sKQeCYOeee2DVnU5eGFxOj89LQWEtawsfY25tHOdcBwCuLhcvHX4JnaijyLac\ne+ffi1alZX/ffkpMJXQNWnjypXYO90S5ptLGjYuO8FLbT3FY7bT0JolIER6tf3ScZ8jts29nfvF8\nAvEAoXiIfEP+GdfuOqucbLhnA5vbNlNiKqHCUnE2H6fCFc4lIYRlWR4BRjK3BUEIAVFZlgdO3L4X\neBb4DelehZ+f/rFBrT63vYDPlszi3tXsBp8DAnZSFolQaC/xeC96fTUm0zUIk/SIGysmJhIKo1s1\n+feKcM86KmbnRkojcoSRz4wwd/5cmg838+LvX+T2lbdnBV32dWqAerjZfzOurnSdirPSCQE72xsn\nF2Fun5uRzhF0v9ORiEs81dLAUUcYQdBwu+5aPJ4RnnrhfSpNDmz77KxbZ8ee3hxEq9bS2NeIJKfT\nkMc2jR/d4qpP7+aNrlyhOTZ6mnGEXl6xnI2HNpKvz+dA/wF29+zGIBp48fCL44T9ZJ+b2+cmWZFk\n4583jjv+RJzLqObYSO103c1lWaZpsIm24TaKjEUsq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J0+2Y5j5knBVFUlMzJyhEikFY2m\nEItlOSrVxP1bRzs9xyWRl992EJbTomzNGl32cadTjzyWTBrx6MgvkNNWKeMcfdeCu9L9jk9ETTPU\nzXYgbhPp72nGkprLtuZKBBLoxOconz1EzBfjM4FhDLKFZCjOoLsb+6KT44sNDZEU/MRKNKhUMqXe\nAgImNZ+58zM5InWiyHeoM8Se7+4hEo2wne3c/i+3c99N900qFE8nlXwywXsp1KZOlQng8Xto7GvE\noDGwomoF+3Zacs5jtNHG5cS57L+soKCgMBpZlhkZaSISaUOjKcJiWTbp3Kxw6XCmZUqZFOa8vLQB\nVEsLaLWwfj38+MenPtYvfwl///fp///Vr+DXv84Vww0NoNefaOl4oq62bF47B/sPYtAYqK+sx6w1\nn8kpT0imRrYnehyVNsWimursnCmZ3ZTN7eB4eAiVoGYg7uVbf/4Wd191d46QHBsM2OZ24TpaSCp4\nEwgiqPciRHuYZ/5mVgSPZte7diTJzs+3Q8WoTLkli5zABo4da2DOzDqWLHLi8cDOnQUcPw6bNsGi\nWRs49vpexENpGVI2UkZUF0U48U9Rsoh78u5h4W0LpyVqL3abSoXLlytaCJsLfDz2bQ/OWjsHt7oY\n+XA9Egb8e22nJR6ny1jBVFOTIBjcQzzej15fg8l0NcIU7sTJYghefzsmL0RHnISPnuzj1turzz5u\nuvXIkzG6rVCGnLZKY5yj39v3Ivqwn/dML/L4J5/GWWvnWyu/yI9ebaWvpILirmEWtu3FHxdoUg9Q\nm5/CkMqjXeOlCD+/b1hPkePH2QvTiE0mJTWi00kU3GHAaP0bVt5227gxTdRyqPVwK5FohGP6Y5iG\nTHzv5e9hn2PHWeWc8CJ4OhfHyQTvdDICLgRj3w9Zljk0cIjj3uMUm4pZVr4MjVpzSQj3c4EysSko\nKJwPUqkEweBuEokB9PoZmEzzp5ybFS4+Lhds3gy7dqXTmk+3TCmTwuzzpW+nUmlnZ4MhN8trsvKo\n738/HVDR6dKC+s9/PimERx/f4wG1mCL/qkM09rkpMZWwtHwpGrXm7N+DThcbD20EAVZVr+KvFv8V\nLx5+kTJzGa81v8aS8iXZOVOr1vLc3iYkOZ0d96fjf+Lw4GFMGlO21VAGKZnixd2dfO9tPanIHaDb\nR3/qeUqjixHURshzMzZ4dKpMuSWLnCcE8cnHJ5MqHA44+NEGun/ThDFhRJ1SE7aFEZICxogRZNCH\n9Egpia986isTGqdOxsVqU6lweXNFC+GoysvPW55EG3+YuGs9FcYDSCkd/dE5py0ep8NowVRdHcZi\n2Uk8HsZsXoheXzPlc8fWQz58tZPonzy4etzYdA7KyqLZx07WI3g0Y+t9T8VkkeLGQy5WDe1GnzIR\njbbSeMjFsN3CM3vCDBWXsaDzGPP+6Ea1UIVBVYbD4mDNtauQd/yMItyoUjb8BkNOWqvPNMJhFlKd\nNNNREOKLK5dQW3NyjFONffb82bzKq5iGTKg0KkYKRrK2+ZNdBKd7cZxK8J5OW4ILQTwZZ3f3bgZH\nBpmZP5P5xfOzxi6XinA/3e/gRCgTm4KCwrlEkkIEgztJpSKYzYvQ689/b/VTOfheqlxsk8gMmbTm\nYDCdevzZz6ZF2OmUKWVSmCdqc5RZQk1VHlVSko4iRyKgVqe9ZiY6/oc745jm7MJqH2JWwSxqi2rP\niemaq9PFZ/7nM/SEe5BlmZ/s+gnXlFxDIB5gVeEqvFEvri4XpaZSHHkOHlryEBsPbyQQDSAgIAsy\nBtGAJEvZNZMsy/z5SD/fffsILf0hSvLC2ErfokA4ihwMEc8fZMgQ56PhV7F3anPE8+luuDscaQds\ntxu0/U2QEogb4xhDRsx+MylSyIJM3BgHAQQUozqFC8MVLYQ1Kg1SSuLYsQaqZBmjNoRGPYxGHcWn\nOT8pUHY7lJYOEAzuRpYFbLYVaDSFp3ze2HpIj+xCWL0JOSAhWEWwrgFWACd7BLt3uya8VExU71u7\noDY7qWVSxMc6U08UKTZ5ISpDjwoKUwKbG0Ref+0DTEKKVY17KRj2gSCQDKcwWAw8eEf6tfYaSvlz\nw3r8BgOSJbdOuExfRqPKRnNKQlTl3jfZ2EePse6bdfz4jR8TKYxAEVnjhDNlrDPxpSR4JyIYC7Kz\naydRKcrissUTi/+LLNxP9TkqKCgoXGji8X6Cwd0IggqrdQUazfnvrT627+tEDr6XGt2tHpr3uNn4\ntoOwbL9oJpEZMmnN1dVw+HC6x+0115x+tpPTefK9X7NmvMifqjxq5sy0G/SBA2nx/ItfwKpVuZ9l\n7eIAoeIGolKURWVLqLJWnd2Jj6Khu4ERaQS1oCZFikQygV7UgwxNg03k6/N58fCL6EV91lzyP277\nD775p28iI+OL+vBFfVh1Vuoq6mjs9PHvbzXx0bFhCswSMfNP6NYcoCqi4iGq0apqGdQe5F98QX62\np5FXjrzC7+793cm06tPccLfb4YEH2lGpKthtrYXDTYgxEUklkRJTRPOjGIeMCLJAvCCOYBEmbaWp\noHAuuaKFcCKVQFSJzKypI96yiXDcgiwLBGJlhHo9QPoHfS53PSORY4TDhxFFCxZLHWq1cVrPG1sP\nCaAzSlxbkRbGvdHecc+ROjYhINHasSkn1Xuiel+ztZav/6uHJC7uzXuJ0jzdtOqL585zsvujRah9\nSZ4z3U4TGgp6+5jd2IhZTHH1Xy6iclYliWgiJ/K3ZJGTIsePJ0xrLdGXsG7FunEmDW6fm2N7jo0b\n+9i+xg1SA5XXV+KNenn8+sfPyhHQ1eRh/fYnMZgkbJbJ2xJdKvSGetnbsxe1Ss119uvIN+Rf7CFN\nyETfQWVCU1BQuFiMjLQyMtKEKNpOzM2GC/K6o/u+ZmpHL2UhnPEgSUQlVhWIHBHXcbzPfk5NIk93\nzZVJOx4YgKIiePBBWLv27MYz0Wbxqcqj/vM/YWgo/fexn2VPsIe9vXvRqDRcX309efq8aY1jbP/c\nsbez70FFHUbRiD/mJ5VKoVapGRwZRC/qqbZVs7R8KR91fpRjLvnQ0oe4uuRqNrdt5p22d4glY+Rr\nZvPzP0v86fAHFJq0PLjKxLMHvoA3NogYEVliNKNSJYiKc1CznxkaNQGMRJPRbCR5qvfwVGzaBJJ0\nP91rvol+8BDRgijzPpqHmBCJmqIki5IIhQKiVcwp0VNQOF9c0ULYprFlhc1B37cY2PkExfpjGMVB\nho+9RHerk6TOfk5a48hyilBoP7FYJ1ptORbLEgRhvLnAZIythwTY1LopK4zLtLlOe1PVCU9U7+s6\n4mG3+UmWmbtIGlsZlO6kDO+EKeKjexn7YyFealzIRzMXEE9pqOzqp3rvNhJikkBCjVgocvtdt096\nTpOJytH3uTpdrN+2HoNoQBfWkSfnEWmLoNVqx10IM5Hzuso63D73OCE42SQyER4PrP+RmyajhC3l\nYNayS9uZuGWohSODR8jT51FXWZfeDb5EmarmXEFBQeFCIcvJE3NzFzpdBWbz4tOam8+WsT1Z684u\ngem8M3ptIarcBHrciNrx3SvOlDNpRzg6rfl8ppefqjzqC1+At9/O/SxlWaZ5qJnmoWbyDfksr1g+\n7bl5dEnccGSYuYVzaR5qpsBQkI3qZnBWOdn42Y384KMf8Hbr2wgIHB44jFatpd3fznHvcQqNhePM\nJZ1VTuLJOEcGOvANXsvhY8UcU/t49KbZPLJ6Js83/hSNRoUmoSGRStCektHKZZikEBGdkXYpyog8\nQrGx+Kyz73p79Scj7sZlHL7+RYpsJoZmDrEyupJP3PUJambWnHVJlYLC6XBFC2GD2pAVNVevdvLH\nlr/F3/ELPP5azFov8h436nL7lAX/o0XhZJHTZDJKMNiAJPkwGudhNM49o/GOFY6jhXHb3racx05V\nJzy63rfQaiHeM0g0fgjUEv2Bq5CMrRRqm5CpGldffHCrixFX2lSsY4uBX4VWseeqpVjjEZzbdxJQ\nhynqs6JKqZDFFAEpkH3umdSEujpdfPWPX6Ur2EWhoZBySznDdw1j9prRVmoxV+W6LE7lJDy2zvpL\nZV8i2B6cdDxuNxhiDmwlIv6Qm0j40nQmTqaS7OvdR3ewmyprFQtLF6JWXbiF3JkwWc25goKCwoUi\nPTfvRJL8GI1XYTTOueBjuFAi7lyRWVuYcKMpELm53sHCa89dNPhM2xGOTms+n0wV5cypM57t4iP5\nI5r22Sg0FmK32VlYuhDVaZiuZTb2RUFki3sLOzw7iCfjfHb+Z5FSEm6fO/f1q5zUFteypX0LWrWW\nQCyARqVBrVITiAV4ZPkj2Rphu82Oq9PFh55dHO+qxrV3LVJSQ0VJO89+9g6WVs0E0pFms8YMRkhI\nCf7Xzd/hausaBtxu8oq1PJbYy0B4gDWz1lBhqWB7+/YzNq8sK4tmI+5lOie28uXEVF7yV+Xztdu+\nlj2msl5QuJBc0UJ4LJLNiS+8iTyjl2hcJCw4WOiYvOC/u9VD06vfICV4GdyfD596apwYTiS8BIO7\nkGUJi6UOnS43cnsqpopgjhbGbeQK4Uyd8GQivXZBLTadmdZXniSARLkqxqp5Ml0JL9s0y/hy2X3M\nnufMeV53q4ewaz2lhiaaBmbwnaFP0m0rxnGkm0U7mlHLScwFEqGiMAlbAjGmxnqi5+KZ1IR6/B7W\nb1tPd7CbUDwEgF7UU1lVyfyl83H73Li6XDnvTyZyPralE+TWWTcfbmbj9zdiEAyTjsfhAJtgZ5Zn\nHRGdm2/dcPIzOJ3I8vkkkoiws2snwXiQ+cXzmVUw66KN5XSZqOZcQUFB4UKQSAyfmJuTWK31aLWl\nF20sF0rEnQtOtbY4Wy73rgZOJ1Dp4ksvf4lwIoyAwI/u+BGLyxZP+byJ1hSZjf0DfQcAKDQU0u5v\n58POD1lhX5EOgoxa+7k6Xbx29DW8EW/2b5IsQQrKzGU4K53ZY3/o+Ygv/+6HSIE7IKlifqWGL11v\n5oZZd+esaZxVTjbcs4GG7oac1kqZz31JpoRwTKDhTMrISkpioyLudrA+dUmssxQ+3nyshPDCa+18\n96116JNuomoHj19rnzIVpvmoC59mFwOCiWK5jeajrpxJIRrtJBzej0qlx2pdiShaTms8Z3thqZht\nn3KSGp3ipI26+XLZnaivLp30ojPgdpPEwDuhFTwT+wsSJpHV/UfIa+oAE+gWG5F7ZFRREyldCo1F\nQ/3SepoONfHGr95ACkjYam3Trgl1+9wYRAMFhrRhSYWlgsevf5zXml/D7XMTk2I55g8PL32YeDKO\nVq1lU+smpJTEptZN2fdtdLQ41ZtCk9JgnjG+RnV0fVL6s7fjcJw0yToXF/wzYexEORwZpqGrARmZ\n+sp6Skwl530MCgoKCpc70WgH4fABVCoDVuuK056bP+6cam1xNlwqXQ3Ohvfc7xFKhCg2FhOIBegO\ndU/5+MnWFJmN/Tdb3mT91vUc8x1DlmUGwgPcPTctWDNC2OP38MS7T3B08ChatRZRJfK5xZ+j3FJO\niamEtXPWZtcpH7QO8tWN3Uj+L6LV9SLlPcta5yf5y6WPTjg+Z5XzlF4rYw1dz7SMLDfirnSFULj4\nXPFCeKwpw+P/Yj8hfE7+GCdLhQnngyRAeQqiqvRtSNeEjIwcJhI5hkZThMWyDJXq9F2oz9WFZTLG\npk/Pneekomb88TPp35JKwy/Cq/hzbCYzhD6u2X8EbTJFqliNLMsk/AlEi0j9V+vp9fWyZMkS9h3c\nx/v//j5qWY3YK+LHP22TA0eeA5vexqz8WVRYKvjWqm/hrHKypHwJbp+bvnAfbzS/gSPPwaH+Q6zf\ntp4iYxGDI4MYRAMLShbkvG+j66yTFUne/PDNcTWqE9Un3XBD7rjO9+cyEWMnyoeWPMRQZAijxkh9\nZT1mrfnUB7nEuVSi7AoKClcmuXNz8Ym5+ez7tyqcWy52V4Ozwe1zo1FpEAWRYDyITq2bsnbW5YIX\ndrg5ZvBTU2bGH/XnrCnsNjtfWf4VWoda+e/9/43daicQD9AR6ADgsP8wB3ceRFSJJOUkoloEGQwa\nAzfPvBlnpTObQn2kN8B33z7ClqMDFFsMyNZfMqzeikk0Ulfxz2d13lOVpSkoXM5c0UK4q8vAX/4l\nzJo13pTB7U7/d6qL8cIFTr7rXoY+7CdqsvH4AiepVIJgcDeJxAB6/QxMpvkIp1ETMppzeWGZqJZ5\nOilOGYfIbsnAf4VW4EnO5J4aLV9wzmfXyiiDxwdZ5VxFqamU1sOthFIhXj30KqoyFe/vfB/rf1mx\n9lmR9BKUgf0GO3f+P3dOGg32+D00+hqZ5Z81ziBs9MSQcU/MGIZFpAgG0YAjz0E4HiYiRSZ837Lp\n5DVQ+kx6zJYaC4PmwbQQc09dE36uP5fpkhHfNbYa9vXuY2v7Vm5y3MTS8qVo1Jf/Qu5iRdkVFBQ+\nHqRS8RNz8yAGw0yMxvnnpH+rggJASk5xsP8g7b52bqi5gWurrmVv796cdOKxZFpnhWxaBlY20hyQ\nMBlEtOrxgZPa4lpUqOgf6cesMVNXUYer08V3jn4HbbsWZJiZPxOrzoqUklhavhS71c6TW58kHBVp\n77yG3gEHZp3IE2uvorZ6gC++vJNELE4gKnGw/+BZddiYbL2moHC5c0UL4XBY5IMPID8fCgpOit/p\nOhbabXYe/+TT2R9+uSkfv387qVQEs3kRen31WY3vXF1YMmJWQBrXEulUKU79x4+zNWrn1yNL0JFg\n3WIjt94xm8d+/RjtR9qJFEY43HGYp297mtnM5tlHn0UMaRBUIt7aATQqDXqdHk1UQ0JOjBPBoyPy\nWNNiqLO3kx3v7OC++fdht04+ttHvj1at5ed7fo7b58amt/G1pV8jnoxP+b7VLqjFXGVOC7DutAB7\neM46RNE+ZX3SxbjgO/IcCAg0dDekXbEr6qivrD+jhdy5bAd2rrgYUXYFBYWPB5IUJBjcSSoVxWxe\njF6vXFsUzh0xKcau7l0MR4aZUziHeYXzEASB66uvn/J5mdZZxeVxfN6FVBWbKSzop6G7gQpLRU7n\njKc+eAqVoGIkMcJjzsdwVjl5duezpFIp7FY7noCHVTWreGT5IwyODFJkLOIjzz72tlThG1pKSobb\nF2r5zqdWk2fUsn7r7xiRRohJMSQ5ydc2PUGxfDV3L8sVw6eTqTVVJxAFhcuVK1oIC4KMLENjI9x6\n68ko4Ok4FmZ++PF4H37/dgRBjdW6Ao2m4JyM8UwvLKPFzvAUrZQmfO6JC1+R3s6Pjqt4N7ycBZo+\nHjHvZvnyx9m66320v9YyU5qJrJbxWr24fW6a32km1Qd+SwzdSIpAQEWePo6/0I86oWbe380bJ4JH\nbzrc/khaDFlEC7u7d9MT6qE32MvC0oXY9LYJo4Sj358KS8Vpi9OxAixudLNunf2UQvFCX/Btehu3\nzbqNTn8nNzpupL6q/oyOcyatKS4ESlqVgoLC+SAW6yUU2ntibr4OjebS7K2ucHnij/pp6G6gK9CF\nRWvBpDFNe4M60zrLe8yBaLVhyvfTOtzKVvdW9vXuy655GrobiCVjCIKAlJT4/cHfMyN/BtXWalQq\nFZ6AB1EQs87N6977F1o7y+joXgCpKgTDLhbP9vDE2nXkGbV4/B62tW8jEAuQSCVAVhOJyHx3QwNL\nSpxg9eQEGDKZWnfPvZuOQMeUUW4FhSuNK1oIy7KAIMDtt8M//dNJQXA6joUev4fjA+9Too1QZp2N\nxVKHWm0430PPkkl5Dg75To7phNgR4x5sajdr79IiMHErpdHnMfrC19VnpbX9WpJJE5+bqaG230/R\n4s9QMdtO/MM46pQaX74P87AZ45CRZF+S/f+zH02fyIzecvorhrCaP43vLzajDQ5jqjbxwBceyGmh\nNDhcm7PpgC8thjpGOkCAUmMpnYFOzFpztlXAVOJzInF6qt3MiQSY3Xb+xeHp7LL2BHvY27uXYmMx\na+esJU+fd8ave6atKc43SlqVgoLCuWZkpIWRkSOIYt6JufnS7a2ucPnRHexmX+8+vBEv7x5/F5Wg\n4q3WtyYt7XF1umjobqDaWk2+IR/HVQ42bLDT0GCn+up1dBhfZaubrL9JpitGtbWalJwiFA+hVqnp\nD/fziz2/oMpaxVdmfAVbjS2bJfb9997jw323EIlaQNvC/BlbkTVuvrjkIbqD3bx69FWCsSBuv5s8\nXR4DkQGQUyTUPpAMuI542BRJlymN9ltp6Grg0bcfRaNO1z9vuGeDIoYVPhZc0UJYEGRstnQ0eLQx\n1nQdCzt8bp59/zG0BIlj4dGVz5B3gUVwJuVZE4nT3bqMitkn0nrjHj5R8SQpSSJ6UKRy9cMkE/Fx\ntcAevwdXlyvrvjwQHmSwdzl9/cuACI7hMPGPGjgoyBza2k1+VSn1S+vZZ92HOWIGC3z+Lz5PsD1I\nUp1k6Govuk4z7bOjFJrn86371hI3nuh1vDvExm8/h0aQ2abfxie/+SCiWJvddHBeZcdpXcdz0ec4\nojqS7Z8Xioew6W2njBKOFZfTqTu9GAJsuvWwsizTPNRM81Az+YZ8llcsRy+e3ULuUm5NoaRVKSgo\nnAtkOUkotI9YrBudrhKzeRGCcGn3Vle4fJBlmaNDR2kZaqHAUIBOrUMlqCYt7fF44M39Lp5uuZ+k\nEMMb8bKyeiXllnLWrV7Ho047Hj/Eu8pQq9S4fW6iUpSXDr+ETtRl1wm/3PtLZFlmMDJIbVEt3qgX\ni8bCo/WPsrt9mHt/vIM9HRFMBpk5s/5Ee+QtTKaF2PSVaFVa7n/lfiRZIpKIoBbUaEQNKlRoksUI\nshrECOS5kcIS+fr8tP9KIu234o16UQmqbBp2Q3eDIoQVPhZc0UJYlgVCIWhuzjWTss9Ot8rxeGD7\n9okFcTIZYc+R1xnxBdHa5tOfDNLu91B9AVM6R7c/UkcOM3CiyDnZ46ZM00dKkhiMOigodJNMxFl0\na679cUaQdQY6aRtu41bHp/G0X0cgUEmKViz63dgGbiEekSm+6mSbobs+cxd/88O/yUZ2axfU0mRq\nQqPVoA2KSEUj5NcZ+NanHThr7YAdjwd+8sPX0XhlJKuZ0miI4FAr69bVjtl0sLO6ZDUPLnkwG6E+\nVa3v6HMZLS6nW3d6oQXYdMYlpST29uylN9SL3WZnYelCVGdoujaaK6E1hYKCgsJkJJMRgsGdSFIA\nk2k+BsPl01td4dJHSkns6dlDX6iPals115ReQ1egK5tZFpWi9IX78Pg96Q35Exl6BwwN9Fkkiqx5\nSKkhZFnOZroBfOOdb+CNetGpddzouJGB8ACNfY3My5uH2+dmbuFc/nDfH3B1uXjp8Et4o15ElYha\nKucrv97NpkO9lFh0fPfT1+CcA52BKrTqz2fXT68efRVJlig2FuP2uik0FWLWmglEA9hMOlQpPffc\nZKBpZAtdgS4+6PgABJhfNJ87596JVqXl6+98PZuGPZUTtoLClcQVLYQFQUajgWRgvJlUUmfP1lJG\no3DffelG6XY7JBLDHDu2iw822dgRKyOYDLJ88YWvaxzd/iiKiFqjpfWVJ1EjcdOsKFJSoKDQjVo8\nmQ49WvC7NWlBVltUS0uPms07l5FK6jDlv82Q9yDhcBmipQZ1zz58e3wIFgGNXsPrG19n9vzZ3PWZ\nu7JjqV1QyyM/fISde3airdCycvnKHHHndoNKNxtRtw0CIQko/pMAACAASURBVBL56ZZFE7VJ6I/2\no/apz6rWNxPhPdu609Gp3KfqezxdTjWukcQIO7t2EoqHWFCygJn5M8/J62a4nFtTKCgoKExGIjFM\nMNiALKewWp1otUpvdYVzRzge5s3mNznuO87K6pUsKlsEnMwsy4jUN5rfYFPrpvSG/IlOFDO0deyJ\nivTKPlIaFdGogGhNz/+uLhe7enZh0pjwR/2E4iH0op7GvkZGEiOUW8qz6yG7zY6z0sn+7mO8e0DH\nf+4dwqAZ4B9um8tf3zADoza9bJ+Rn2vWWm2tJpKIcLD/ICpBRZm5jEeWP4JWpaUj0IFBNPDUB09l\nI8bVtmpWVK2gy9VFw/YGbrrjJjbcs4GG7galRljhY8UVLYQhbWhQaBhvJhXQ2fH7QRDSzn4+H2za\nBE880YHNdoC+PgPezntYXXUTR3rc3Ft87tNqT1VHOrr9kW9oiGQijij7SQpmNGIS7azPYSwszaZD\nj3WPtqx5GBUadjdXkhy6hSKrhL7wt/TEdlNktFGoKuaWa3s48n+SJFJJVCMqNn9vMyqtim3qbdzy\n97eQiCayIjHz70Q4HJDKM9N99VKMoTgPPVqfa5w1qkb5+fbnKY4Wn1YbnYlrfU9OTmdC06Emnnvs\nOeSkzDb1Nh585sFzIobtNjsPL304O6GMPr/BkUF2de8CwFnppNhUfNavp6CgoHClE422EwodQK02\nYrXWI4qXf291hUuHgfAAm1o38dsDvyVPn0fLcAvVtuqcto5unxudqMvdkHfYEUXwHXJS6tvAnNUN\nCAPVfLoun0+tSq9TXF0uEskEITlERIoQToTxRr2oVWq8US/fXv3t7OtE4kle3R3lJ1ujRBJhbrSL\nfO/LN1Js0U06do/fw2vNr1Ftq6ZtuI1bZtyCXqOn1FTKDTXpTMFndz5LLBkjT59HTIqhElR0uboo\nf7acRCrB5hc3s+aXa3j0rkfP/5utoHAJcUULYZVKxmqFbbsdzFshoh1lJhUdSrtJB4MQCkFVVQqz\n+TCdnccpLCzG4VgGaPC6LVSKdpxXnduxTbeONNP+yLtlC2pBS6muEbVKIpkS6cz/MtIcSPm6GfiT\nm5Ghvqzg10YO0frBXjrD99ExJHHX4gI+tTzBT/fIjHht+GN+LPkRJO8APslH3BHH2GJGF4G8xYVE\nj/vZ9O1NiPni9ESi1YOw+kmEgITeKjJr2c0TnuvgyCAhKURdXt1ptdGZqtZ3U+smpJSU3aGd7oZF\n6+FW5KSMufpkWvi5EMIevyfrxLivd1+2TcJx73H+f/bOPDyq8773nzPnzCaNNNr3gwaQMELsWAhs\nbPBGHIPteEuu0yZO7Tptk5s2aevGTa6j69AkjdMmTpPbJHazuUlsJ9iulzgYb4CwQQgQIIRACxpp\ntGuk0UijWc/MuX+MR2jfWIzF+TyPHox05mwy7/t+39/yrempIV4fz/rc9cQb4s/7WhoaGhrzGVWN\nMDRUg99vx2DIwGJZi0730fdWv5wZmVk2lQPFfMDhdvC+431aB1ppcUcjp0vTlk64PoltyNe02ekb\nCFCT0oVtlYOyMpmKCti5sxRTVymSBHeuBtka/ZycKKMTdPgUHwbRgCiIuANuUswp5CbkEgwHCUdU\ndh5x8P036+gaCHDdkkRuXxuGzu4pRTCcy5jbmLeRXl8v7oAbi9ESjUZ/0MDLF/Lh8rno9faiE3Q8\ntOYh6o7UEYqEiKRHEJ0i1XurufX2Wy/m69bQuOyY10I4EoFQCAbDMv6CMtKSzw3sjR2wcmU0Inz0\naJBI5AhWq5Pc3EUkJi7DahUuaq3lXHxVw6EgXYGVhAULCN283vIU7h4zN/aeID24EkNEQkDF4Kvh\ndETg3xyZqPjYceNiPrN1BQ63A6vJyuLkxfgUH49d/xhnz5wlIkYwdccxJAYJqkaGTnqw6lQEU4Rw\nRhi1Q+X43kMEO5yTToz2fjvGOIUNOeOfZ+SzDgWH6A33XjAbndi5k03J1DprqWirmLEQLlhWwD5x\nH54WD4IYTeWeKyOj+2N/t2ddZ+nz9dHibiHTksna7LVIunn9T09DQ0PjvIlEggwOHiYU6sVsXkxc\nXNGcvNU1Zs7YzDLuKpu3Yri5v5kv7/oy3UPdtA60six9GWddZ5F00rgGnlHLSpk7Esv47luv02j+\nPY1Nz7O3dRdPbCvj3ntlSkvPrRlJdFDeHF0TBMNB1mWvw2Kw4Al6uHnRzbxa9ypmyUyi0UqHM4WP\nv7iPui4PaxYk8Y078njp7L/xul2hp6uHje6Nww1C7f12XD7XKJujmEB3+V1cnX019yy7h9LcUtoH\n24cbaIXCIYrTi0kyJSEIAktSl5D78Vx279yN6BRRdSorNq/4kH4TGhofHvN6NS6KKmZzVOyu3BBt\n6tRoh7AxOlBZrQCD3HnnIa6/3s/KlatZuPDcgH8xay3Hpvpa+g0cry+fcgc2WjNsRUAhKPgxBMMU\nRuIQBQW30UKqX0XJ286vm0LsGUhkkd7DF+P3UqC7f/gctxZEd/tKc0uRrTI5CTm8/sDrdJ4exOEz\nsSnuPlyNgyy5xsOZl1+Hs2DSRYjveJWBIcukE+PI5wkogVHNJEb+zGqyckP+DaxYvWJWNcKTRdBt\nSTYCSoDX6l8DFXae2jn8bNNRVFzEg08+eN41wmPv7eG1Dw8/r4BAr6+XgcAAhamFXJV6lbaQ09DQ\n0JgGRRlgYOAQqhrAYlmDyZT3Yd/SFcGoJp0flJLNByE8thQtoAR4re41BgIDZMZn0uHpIMuShcVg\nYbNtM3dedefwOiLWEEtRwDEAZxe+itd8mgFFx+nuQirq7Oyv8xAcamD9tQWQaBm1JtiYt5G2wTaS\nTclkJ2RzW+Ft3FZ4G+/WN/I/lQL/dMCOLTWO//yztXx8eRb7W/YPb6Z3dnYON9x6fO/jnOo+xdHO\noySZkrAarcM2RxNlzMUaaMmJ0bRuBMiwZJwrL7tdhp9D9d5qVmxeoUWDNa5I5rUQVlWBSAQ+//no\n32MDmSRFO+t+/eudOBxVZGaKLFp0DXp98iW7t+H61jo7vnoDfa8/jUGaegc2VjNsP1KB1PIMq5Va\n9IodQdAhdPdzzJ3B8/44WodUtpnquDfuBKIgkm6zjRNrpbmlw/fx7fu/TUWdnZ3/ZSPgkknMgKU3\nlXMqMUxifyJGoQmTUSCsXz7pxDiyXnfnqZ2jmkmMTWs+cODArN6VwwEvH7PjHlQozh0dcZatMvcs\nu4d+fz9L05bi8rtmnG4NTFn3POG9jJhMY4yNAAfDQco2l3Gy+yQuvwuTZGJ11mpyEnJmdN651qJf\njMZfGhoaGpeaQKADj6cKQdCTmHgtev3cvdU1ZsfIJp2xUrKPOmPXP18u/TIdng4sBguZlkxC4RB6\nnX7YynGkCIZolFdRogEUe5OdQMTLkOpEFSOcHuzjp//vFFlHGtCpKsee3cf6/7N2eE1Q2VbJ43sf\nJxgOElACfKHkC1S2nOVPVRJvnhoiJd7A/719GZ8uzccgRZ0jRgYPREEcbrhV013Dsc5jBMNBXL5o\njfHumkqCTaXYbDLX5Y9eO5TklCAJEo4BB0bRyKPXPhr1Nx6xzrj19ls1AaxxRTOvhbBOp2I0QjA4\nZiCzQ1NTHRkZZ4AkTKYS9Prz82+dEwMyu34mYw2WE5epEJ9hI56pd2DDRpkOl50UJYV403bEUC09\nXM9LtQJHFhaj7/fzL7fmc+PClZzYn0W/N0h6wIOz3zlpKrZslZFLZEqzRqb12NjVEYc/x4/oTUbX\nIYyaGGPCzdJvQNcTHLalsvfbMUmmcdeJfTncjlk1y4rtxLpVGydSJMCONWF0SnVpbim7GnYN2w3M\n1o94Joz1Y5Z0ElsNW4GJG3mJOhEVlYz4DEpySrCarFOeeyb14lNxsRp/aWhoaFwqVFXF56vD661D\nkpJJSLgaUfwQ5uYrmJFNOudLjfDIzeqanhper3+dtTlruavoLm5ceOMoK0eD14b9hAy2cxmBNls0\ngFLjcCAmdpGR58bjERBFPUYhjqC3HoMIXpOFoM9DsD2IZI2uCTo9nQwFhvCEPITDRn62p5sExQ2o\n3LRC5R9vLqYo0zbqfmWrzB1L7uAd+zsUphRS1VHFd8q/Q6OrkVAkBEBYDRMIhqj8nxIafecCPCOz\nGEvzSrVO0Boa0zCvhfBIYgNZc3OYjIwqJKmDn/88D6dzJaIojhtALgUxcZ6YbUNRPtiBNU2+AxsT\nhVLQxo0ZEum48OsW8ox3MacLLFg97RQdqyS8+lrcOet5+7dHUcMqR146ybZvbRsWa4Otg7xa+y4n\nssLccfOW4ecenQo+Ooor9jA8MYbToyk60qB7uD7ZXWWFu8qwpUdTlQ+2HiTZlDxOlNr77YTV8Ixr\no2PvqNgmg6OMzYn24U6Mw3c6i+7RcxGdY/2Yty/ZjsvvotPfOer69n47+dZ8hkJD1PfWk2JO4eqc\nqzFKM2t0MZt68bFcrMZflxItoq2hceUSiSh4PFUEg50YjTIWy0qEC+CtrjF7Yk065wu2JBuiIHKs\n8xjekJfC1EKuz78eg2jA7XcDkJOQQ3s77PiRHXMArIJ8bl2Y6KDksxX8vmYnKYkmBodEIkMKkQgo\nKGBJJxh2YvB4MKQLrF+7nhvzbqSirYK2gTZOdp3GGNyGVfkkOuLRW47hNT5PYyiNz/8xTKIxkbuL\n7uahtQ8BUNFawSNvPoKiKgwODSLYBbwhLwCSTiJOikMv6nlA/jbdp0uHAzx2+/h1bGleqSaANTSm\nYF4L4UhEQBDOCbzHHvPR3HyIjIxBuruX0dOzeMoB5GITE+dNXTLdQhn3ldopWDv5DmxMFOYtknnn\nbBlL8hr4vSdEdzCI7ewxFrY0EhKCDCUPsWv/Lnx+H/pcPWqHymDzIGVby3il/BX2//f7NPnqadTV\n88478OS3t0z47LEoLgBWhu+rvLkcJaKwKGwZUZ+s0GO3k5JuQ0VFQEBFBWJNJqLPG5uQZtosK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7FgBPHniSlLgUjKKRE10nAHD5XehIxDj4KYYGV9OkhtGpp/nYmgCDurOE1c18euFXqG/7Gj5D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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(1,2, figsize = (16,8))\n", "ax[0].plot(list_of_cs_ni[list_of_depths == 0], list_of_cs_si[list_of_depths == 0], \n", " 'b.', alpha = 0.5)\n", "ax[0].plot(list_of_cs_ni[list_of_depths == 18], list_of_cs_si[list_of_depths == 18], \n", " 'g.', alpha = 0.5)\n", "ax[0].plot(cb_cs_ni[cb_depths == 0], cb_cs_si[cb_depths == 0], \n", " '.', color = 'orange', alpha = 0.5)\n", "ax[0].plot(cb_cs_ni[cb_depths == 18], cb_cs_si[cb_depths == 18], \n", " '.', color = 'purple', alpha = 0.5)\n", "ax[0].plot(np.unique(list_of_cs_ni), \n", " np.poly1d(np.polyfit(list_of_cs_ni, list_of_cs_si, 1))(np.unique(list_of_cs_ni)))\n", "x = np.arange(0,50)\n", "#ax[0].plot(x,x, 'r-', alpha = 0.3)\n", "ax[0].plot(x, 2*x, 'g-', alpha = 0.3)\n", "ax[0].plot(x, 2*x+30, 'y-', alpha = 0.3)\n", "ax[1].plot(list_of_model_ni[list_of_depths == 0], \n", " list_of_model_si[list_of_depths == 0], 'b.', \n", " alpha = 0.5, label = 'surface')\n", "ax[1].plot(list_of_model_ni[list_of_depths == 18], \n", " list_of_model_si[list_of_depths == 18], 'g.', \n", " alpha = 0.5, label = '20m')\n", "ax[1].plot(cb_model_ni[cb_depths == 0], cb_model_si[cb_depths == 0], \n", " '.', color = 'orange', alpha = 0.5, label = 'surface CB')\n", "ax[1].plot(cb_model_ni[cb_depths == 18], cb_model_si[cb_depths == 18], \n", " '.', color = 'purple', alpha = 0.5, label = '20m CB')\n", "ax[1].plot(np.unique(list_of_model_ni), \n", " np.poly1d(np.polyfit(list_of_model_ni, \n", " list_of_model_si, 1))(np.unique(list_of_model_ni)))\n", "x = np.arange(0,53)\n", "#ax[1].plot(x,x, 'r-', alpha = 0.3, label = 'slope = 1')\n", "ax[1].plot(x, 2*x, 'g-', alpha = 0.3, label = 'slope = 2')\n", "ax[1].plot(x, 2*x+30, 'y-', alpha = 0.3, label = '2*N + 30')\n", "ax[0].set_title('Citizen Science', fontsize = 16)\n", "ax[1].set_title('Model', fontsize = 16)\n", "for ax in ax:\n", " ax.grid('on')\n", " ax.set_ylabel('Si', fontsize = 14)\n", " ax.set_xlabel('N', fontsize = 14)\n", " ax.set_ylim(0,105)\n", " ax.set_xlim(0,40)\n", "plt.legend();" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "CitSci slope = 1.7947469023628777\n", "CitSci y int = 20.939734016053333\n", "model slope = 1.3439012783413538\n", "model y int = 6.146051725781815\n" ] } ], "source": [ "m1, b1 = np.polyfit(list_of_cs_ni, list_of_cs_si, 1)\n", "print('CitSci slope = ' + str(m1))\n", "print('CitSci y int = ' + str(b1))\n", "m2, b2 = np.polyfit(list_of_model_ni, list_of_model_si, 1)\n", "print('model slope = ' + str(m2))\n", "print('model y int = ' + str(b2))" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pickle" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": true }, "outputs": [], "source": [ "output = open('model_si_2017.pkl', 'wb')\n", "pickle.dump(list_of_model_si, output)\n", "output.close()\n", "output = open('model_ni_2017.pkl', 'wb')\n", "pickle.dump(list_of_model_ni, output)\n", "output.close()\n", "output = open('cs_ni_2017.pkl', 'wb')\n", "pickle.dump(list_of_cs_ni, output)\n", "output.close()\n", "output = open('cs_si_2017.pkl', 'wb')\n", "pickle.dump(list_of_cs_si, output)\n", "output.close()\n", "output = open('cb_model_si_2017.pkl', 'wb')\n", "pickle.dump(cb_model_si, output)\n", "output.close()\n", "output = open('cb_model_ni_2017.pkl', 'wb')\n", "pickle.dump(cb_model_ni, output)\n", "output.close()\n", "output = open('cb_cs_ni_2017.pkl', 'wb')\n", "pickle.dump(cb_cs_ni, output)\n", "output.close()\n", "output = open('cb_cs_si_2017.pkl', 'wb')\n", "pickle.dump(cb_cs_si, output)\n", "output.close()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }