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@jamesonthecrow
Created December 3, 2014 20:30
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{
"metadata": {
"name": "Trip Tables"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy\n",
"import matplotlib.pyplot as pyplot\n",
"import os\n",
"\n",
"import od_utils"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Load comparison ODs\n",
"od_lauren_person_all = od_utils.LoadLaurenPersonTrips('../data/ODTrips_byPurPer_FIPS.csv')\n",
"mhts = od_utils.LoadMHTSOD('../data/data_mass2010_trip.csv')\n",
"ctpp_transcad = od_utils.LoadCTPPTranscad('../data/CTPP3_TractPairHWFlows.csv')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 82
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Load calles ODs\n",
"ods_calles = {}\n",
"for filename in os.listdir('/home/DATA/calles_data/boston/person_trips/'):\n",
" if 'tractod' in filename:\n",
" purpose, window = od_utils.ParseODFilename(filename)\n",
" ods_calles[(purpose, window)] = od_utils.LoadOD(os.path.join('/home/DATA/calles_data/boston/person_trips/', filename))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Compare HBW to CTPP\n",
"reload(od_utils)\n",
"ax = od_utils.CompareODToCTPP(ods_calles[(1,1)], ctpp_transcad, kind='hist')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"CTPP: 1567432\n",
"Calles: 1059120\n"
]
},
{
"output_type": "display_data",
"png": 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FWdmlu4Y1rz110x9qlOqNy2sldvu+zrVa99Aa19f7MWw8i6bWUstaJl2tvFTT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\nAABJRU5ErkJggg==\n"
}
],
"prompt_number": 45
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Compare with Lauren\n",
"reload(od_utils)\n",
"od_calles_hbw = od_utils.ODToDict(ods_calles[(1, 0)])\n",
"od_calles_hbw = od_utils.MergeODDicts(od_calles_hbw, od_utils.ODToDict(ods_calles[(1, 1)]))\n",
"od_calles_hbw = od_utils.MergeODDicts(od_calles_hbw, od_utils.ODToDict(ods_calles[(1, 2)]))\n",
"od_calles_hbw = od_utils.MergeODDicts(od_calles_hbw, od_utils.ODToDict(ods_calles[(1, 3)]))\n",
"\n",
"od_calles_hbo = od_utils.ODToDict(ods_calles[(2, 0)])\n",
"od_calles_hbo = od_utils.MergeODDicts(od_calles_hbo, od_utils.ODToDict(ods_calles[(2, 1)]))\n",
"od_calles_hbo = od_utils.MergeODDicts(od_calles_hbo, od_utils.ODToDict(ods_calles[(2, 2)]))\n",
"od_calles_hbo = od_utils.MergeODDicts(od_calles_hbo, od_utils.ODToDict(ods_calles[(2, 3)]))\n",
"\n",
"od_calles_nhb = od_utils.ODToDict(ods_calles[(3, 0)])\n",
"od_calles_nhb = od_utils.MergeODDicts(od_calles_nhb, od_utils.ODToDict(ods_calles[(3, 1)]))\n",
"od_calles_nhb = od_utils.MergeODDicts(od_calles_nhb, od_utils.ODToDict(ods_calles[(3, 2)]))\n",
"od_calles_nhb = od_utils.MergeODDicts(od_calles_nhb, od_utils.ODToDict(ods_calles[(3, 3)]))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 29
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Make trip tables\n",
"hbw = numpy.sum(od_calles_hbw.values())\n",
"hbo = numpy.sum(od_calles_hbo.values())\n",
"nhb = numpy.sum(od_calles_nhb.values())\n",
"am = numpy.sum(ods_calles[(0,1)][:, 2])\n",
"md = numpy.sum(ods_calles[(0,2)][:, 2])\n",
"pm = numpy.sum(ods_calles[(0,3)][:, 2])\n",
"rd = numpy.sum(ods_calles[(0,0)][:, 2])\n",
"total = hbw+hbo+nhb\n",
"data = numpy.array([hbw, hbo, nhb, am, md, pm, rd, total])\n",
"norm_data = data.copy()\n",
"norm_data[:3] = norm_data[:3] / numpy.sum(norm_data[:3])\n",
"norm_data[3:-1] = norm_data[3:-1] / numpy.sum(norm_data[3:-1])\n",
"norm_data[-1] = 1.0\n",
"calles_data = data.copy()\n",
"calles_norm = norm_data.copy()\n",
"\n",
"data = numpy.sum(mhts[:, 2:], 0)\n",
"data = numpy.append(data, numpy.sum(data[:3]))\n",
"norm_data = data.copy()\n",
"norm_data[:3] = norm_data[:3] / numpy.sum(norm_data[:3])\n",
"norm_data[3:-1] = norm_data[3:-1] / numpy.sum(norm_data[3:-1])\n",
"norm_data[-1] = 1.0\n",
"mhts_data = data.copy()\n",
"mhts_norm = norm_data.copy()\n",
"\n",
"data = numpy.sum(od_lauren_person_all[:, 2:], 0)\n",
"data = numpy.append(data, numpy.sum(data[:3]))\n",
"norm_data = data.copy()\n",
"norm_data[:3] = norm_data[:3] / numpy.sum(norm_data[:3])\n",
"norm_data[3:-1] = norm_data[3:-1] / numpy.sum(norm_data[3:-1])\n",
"norm_data[-1] = 1.0\n",
"lauren_data = data.copy()\n",
"lauren_norm = norm_data.copy()\n",
"\n",
"headers = ['HBW', 'HBO', 'NHB', 'AM', 'MD', 'PM', 'RD', 'Total']\n",
"print '\\t'.join(headers)\n",
"print '%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f' % tuple(calles_data / 1e6)\n",
"print '%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f' % tuple(lauren_data / 1e6)\n",
"print '%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f' % tuple(mhts_data / 1e6)\n",
"\n",
"print '\\t'.join(headers)\n",
"print '%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f' % tuple(calles_norm)\n",
"print '%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f' % tuple(lauren_norm)\n",
"print '%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f\\t%0.2f' % tuple(mhts_norm)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"HBW\tHBO\tNHB\tAM\tMD\tPM\tRD\tTotal\n",
"4.21\t12.30\t6.68\t3.64\t8.99\t6.12\t4.44\t23.19\n",
"2.81\t7.83\t4.72\t2.45\t4.12\t4.14\t4.65\t15.36\n",
"3.22\t12.83\t9.49\t5.32\t8.87\t8.20\t3.15\t25.54\n",
"HBW\tHBO\tNHB\tAM\tMD\tPM\tRD\tTotal\n",
"0.18\t0.53\t0.29\t0.16\t0.39\t0.26\t0.19\t1.00\n",
"0.18\t0.51\t0.31\t0.16\t0.27\t0.27\t0.30\t1.00\n",
"0.13\t0.50\t0.37\t0.21\t0.35\t0.32\t0.12\t1.00\n"
]
}
],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Plot correlations to Lauren\n",
"reload(od_utils)\n",
"figure = pyplot.figure()\n",
"kind = 'hist'\n",
"# Plot correlation by trip purpose\n",
"ax1 = figure.add_subplot(2, 4, 1)\n",
"ax1 = od_utils.PlotODPairCorrelation(od_calles_hbw, od_utils.ODToDict(od_lauren_person_all[:,[0, 1, 2]]),\n",
" ax=ax1, xlabel='Calles', ylabel='Lauren', title='HBW', kind=kind)\n",
"ax2 = figure.add_subplot(2, 4, 2)\n",
"ax2 = od_utils.PlotODPairCorrelation(od_calles_hbo, od_utils.ODToDict(od_lauren_person_all[:,[0, 1, 3]]),\n",
" ax=ax2, xlabel='Calles', ylabel='Lauren', title='HB0', kind=kind)\n",
"ax3 = figure.add_subplot(2, 4, 3)\n",
"ax3 = od_utils.PlotODPairCorrelation(od_calles_nhb, od_utils.ODToDict(od_lauren_person_all[:,[0, 1, 4]]),\n",
" ax=ax3, xlabel='Calles', ylabel='Lauren', title='NHB', kind=kind)\n",
"\n",
"# Plot correlation by time\n",
"ax5 = figure.add_subplot(2, 4, 5)\n",
"ax5 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(ods_calles[(0,1)]), \n",
" od_utils.ODToDict(od_lauren_person_all[:,[0, 1, 5]]), ax=ax5, xlabel='Calles', ylabel='Lauren', title='AM', kind=kind)\n",
"ax6 = figure.add_subplot(2, 4, 6)\n",
"ax6 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(ods_calles[(0,2)]), \n",
" od_utils.ODToDict(od_lauren_person_all[:,[0, 1, 6]]), ax=ax6, xlabel='Calles', ylabel='Lauren', title='MD', kind=kind)\n",
"ax7 = figure.add_subplot(2, 4, 7)\n",
"ax7 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(ods_calles[(0,3)]), \n",
" od_utils.ODToDict(od_lauren_person_all[:,[0, 1, 7]]), ax=ax7, xlabel='Calles', ylabel='Lauren', title='PM', kind=kind)\n",
"ax8 = figure.add_subplot(2, 4, 8)\n",
"ax8 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(ods_calles[(0,0)]), \n",
" od_utils.ODToDict(od_lauren_person_all[:,[0, 1, 8]]), ax=ax8, xlabel='Calles', ylabel='Lauren', title='RD', kind=kind)\n",
"figure.set_size_inches(16, 7)\n",
"figure.tight_layout()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"0.0125 3994.87\n",
"0.003"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 18513.27\n",
"0.0029"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 61822.71\n",
"0.003"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 6958.94\n",
"0.0032"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 37889.76\n",
"0.0033"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 12670.93\n",
"0.0031"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 7262.877\n"
]
},
{
"output_type": "display_data",
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TjSjL9mCy4k5TKPZIa1zkHe94B/fcc4/TDSmpoZtYNmJPbnUqwzDw+/3s2LED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\nAAAANaPQAQAAAKgZhQ4AAABAzfwE14drr+IsY3YAAAAASUVORK5CYII=\n"
}
],
"prompt_number": 34
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Plot correlations to MHTS\n",
"reload(od_utils)\n",
"figure = pyplot.figure()\n",
"kind = 'hist'\n",
"# Plot correlation by trip purpose\n",
"ax1 = figure.add_subplot(2, 4, 1)\n",
"ax1 = od_utils.PlotODPairCorrelation(od_calles_hbw, od_utils.ODToDict(mhts[:,[0, 1, 2]]), ax=ax1, xlabel='Calles', ylabel='MHTS', title='HBW', kind=kind)\n",
"ax2 = figure.add_subplot(2, 4, 2)\n",
"ax2 = od_utils.PlotODPairCorrelation(od_calles_hbo, od_utils.ODToDict(mhts[:,[0, 1, 3]]), ax=ax2, xlabel='Calles', ylabel='MHTS', title='HB0', kind=kind)\n",
"ax3 = figure.add_subplot(2, 4, 3)\n",
"ax3 = od_utils.PlotODPairCorrelation(od_calles_nhb, od_utils.ODToDict(mhts[:,[0, 1, 4]]), ax=ax3, xlabel='Calles', ylabel='MHTS', title='NHB', kind=kind)\n",
"\n",
"# Plot correlation by time\n",
"ax5 = figure.add_subplot(2, 4, 5)\n",
"ax5 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(ods_calles[(0,1)]), \n",
" od_utils.ODToDict(mhts[:,[0, 1, 5]]), ax=ax5, xlabel='Calles', ylabel='MHTS', title='AM', kind=kind)\n",
"ax6 = figure.add_subplot(2, 4, 6)\n",
"ax6 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(ods_calles[(0,2)]), \n",
" od_utils.ODToDict(mhts[:,[0, 1, 6]]), ax=ax6, xlabel='Calles', ylabel='MHTS', title='MD', kind=kind)\n",
"ax7 = figure.add_subplot(2, 4, 7)\n",
"ax7 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(ods_calles[(0,3)]), \n",
" od_utils.ODToDict(mhts[:,[0, 1, 7]]), ax=ax7, xlabel='Calles', ylabel='MHTS', title='PM', kind=kind)\n",
"ax8 = figure.add_subplot(2, 4, 8)\n",
"ax8 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(ods_calles[(0,0)]), \n",
" od_utils.ODToDict(mhts[:,[0, 1, 8]]), ax=ax8, xlabel='Calles', ylabel='MHTS', title='RD', kind=kind)\n",
"figure.set_size_inches(16, 7)\n",
"figure.tight_layout()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"0.08 3994.87\n",
"0.03"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 19725.45\n",
"0.01"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 224657.627606\n",
"0.01"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 56193.2608224\n",
"0.01"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 70519.9409766\n",
"0.01"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 84266.2947397\n",
"0.01"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 17742.8507139\n"
]
},
{
"output_type": "display_data",
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6+vqQTqfnXa9WcPoV+Y2T06/sjDvxeBwA0NfXhwMHDiCZTJa8HhGRW3zdqcMb\nLDLnWQB/dbsS1m+uTjDxIiIPeRXAU25XojJlxpyJiQk0NTUBAILBoHpDVKx8YmJCXWK52DEg26nz\nxBNPYPny5QCyufmWLVsGABgeHlZz89UatnPILFEUPTE1ycm2jp1xJx6PIxgMAgDa2tqKxiciIrfx\nGb/HCMLdr28962o9akcKwHcAXArgTFOf8NywZX5LPcOr069K/c0ay83kVij3e2D1e+O571vFDgOY\nANAE4K0u18W56VfpdBrNzc3q/szMTMlys8cAIJVKQRRFJBIJDA8PY9++fRAEQX2iPjw8XF6FqaY4\nkTen3FjlxPVz1/jyl7+M667bBGAQhZ70aD/vZk6hgiy0deyMOy0tLUilUgCA2dlZpFKpktcjInKL\nr28XvXqDpaUo15h+71yHTj5nG/a1OXWM/6g0a7aLJU0GgOMKnBPQ598x5sUxJnnWnucFQ1mxPzM7\n8+38FdkOnffBbIeOkdmGj5n3MaeO/9Xa8sKebNj72lEAP0L2S3uxy3XJsry8sIW4U2qUQCWjCHK5\nKyYnJyGKIgRBwMKFC9He3o54PI5YLIa+vj7L5ydySrXj7ve+9z185StfAXA5fD1012Jbx66409/f\nj23btgEAZFlGW1sb0um0pXMREdnN17eLtXaDRdX0KoA7APwtgGUu1yXL8s2Vc6uuE1FF4gDSAK6A\n77+4hupPPZV9FRIIBHRPtVtaWgqWp9NptdzMsUgkgubmZvT19aGlpQWyLKOlpQWtra3qufft21eT\nnTp+eHhF7pmcnMRnPvMZiKKId74z5nZ1AFTwACtPyHQj7uTO09raioGBAUxPTyMQCCAYDGJmZqbo\n9YiI3OL7nDpMIEjzHQFwF4DTAXS7WxUNy8kDTzTxIkcw5lBhvwDwBIAPATje5brMqVbc6V4MbOie\nexkNDAxAlmUAQDKZRE9PDwCoT7a15bIso6enx9SxcDiMYDCIcDgMIDvdYdmyZejv71ffl06ncf75\n55f/M3rEunXrCpYxpw4V9jQ+/OEPIxqN4rzzznO7MirLOXXytG3ciDu580xPT0OSJLS3tyOdTqOv\nr6/g9YiI3MaROjYQBP3UJEU5TlO2V1OScqhG9aYB2RE67wQguFyXORyp439uxhwreXHKPSdV4o3I\nTn94g9sV0XEq7rS3t0OSJIiiiEAggKVLlwIAwuGwemOUr7zUsVwC5FgsOwph4cKF6vsCgQBisRhS\nqZQnc+pP4IMRAAAgAElEQVTklmHPybcUcm41HZqvWA4ZM7HLSnyzIyZWes7Cn/8bPP/8Rbjggp8B\n+FlF1/AEC20du+JO7pgsy4jFYmrHa6HzERG5TVC8kCrfAkEQPJHlPx/rnTpParaNTx2N7+3WbJ9k\nKNOOVT3VUPYnw762rsZrvKjZNubbMebU0ZYbc+po8+YYP2e2zDl25xkp529XEAQoN5l4382V5aug\n0tyOOWY7dczcQJRzY0TeYjU+VTvuMOYUNz4+jq1bt2L//v0Asp03yWQSfX19iEQi6OrqUlfR2bZt\nGzZv3jzvHG7HHLdV2qlTTCXx08lzVsLtnGls6xAROYfTr4gc4vT0q1gsBlEUEYlETJebPRaNRiGK\nom7aQKnrEZGPcMpnRYaGhtTlkIH8SyvLsox0Og1ZlpFMJt2qKpE3cKo5EZFlvu/U4Vxz8gvL88yP\nMfEyyA3pD4VCAIDp6emS5WaPiaIIURQRCoUgy3LB9xGRj5UZc6i4fEshh0IhtLa2Ip1OQxC8M1WY\nyBUW2jpERJTl65w6fiEIcc2ecaoUVS6J7DLujVU5m3aotNvDlwFY+pZOTEygt7cXwNxT4VxuikLl\nMzMzatK/YseGh4fVzptUKoX29naMjIzgwgsvLHi9WuGllWgE4YuavfKmKnLaVaVeBPAcgDa3K1KS\n5ZVo2DqounzTRgKBAHbt2uVCbfypWrHLfzHwKIBHAJwHs89j7cjDZivGHCIiyxhCbaDPoRPXF974\n7rntTXv1ZXhL4ZO+82L9/mOa7X8wvPfkt85tP2IoO2+Rfn9Ks73Q8N4/aneMeXIeM+xrbyqfNZS9\nUmDbuG/8czS+N9/1/gRgB7IrzlSnU8dzTij/I/meCpcqN3sMADKZDMbHx3HjjTeq+8WuVyvcTc5u\nNlwb3+dObqradRDAHQDOhh86dSwnSrYQd6iwUksv03zGTgj/dcRUiwJgF4CnAZwDnw+yL4wxh4jI\nMl936njpqTm54XkAdwK4FMAZLtelNKefmJdKJlhJssHGxkYMDw+jt7cXHR0dFZ/PCzKZDCRJQiKR\nwNDQEBoba7STkCpwGMBdAN4K4AKX62IzX7cOvGdgYACSJCEUCpW1FLK2I5ntnXq1F4AM4Cp4+Ytp\nuY2T490fjYjI83wdQr26pDk54UUA3wWwHMA7XK6LOZafmOf5lk79FzD1eOGPlHoqrC1Pp9NquZlj\nuXw57e3t6OjoQDQa9cVT6FLLC0uShK6uLsiyDFmWa3L6GFXiKIAfIJut8wMAajwHiq9bB+6LRqOQ\nJAnbt2/HmjVrKloKmZ059exhAPsAXA2vT9/P/Z1yyicRkfMYQi0Qfmc4cJ5hXzEuDU7VdQjZDp2O\n1181Ls+Q5O53ZV85G+/Rlxd6KpxOpxEIBHTlsiyjp6cHiqKUPBYOhxGPx9XROel0Gueffz7C4bCl\np9BOGR8fRywWUzt1tImdc8meQ6EQMpkM0um0Yx06grBdt68oazRlXzS+nVw1CeCvAC5HzU5/0OJU\niIr09/ejv79fd2xwcBDAXEL5elTLU6iqn8PmALJx56MAFlR4Lh9gzCEisoydOna7I6zfv0ybY8dQ\npp1BtMhwHmPH0efmNrsH7tMVHY/X1O1d37tU/7k/6nfxT5rtJw1l2r+OOw0NigN/p99XtHl0TjGc\n6EXN9hOGsmJPngrlAjkWwEUAFmPuabn1vCHahpcnG5wWvqWFngrnOl8KlZc61t7ejmAwiImJCciy\njKamJqxYsaLgZ71iaGgI0WhU3c+XKFqSJAwODqKjowNjY2MYHh52q7oFHKfbU5Qb1O3iSZOL/QEV\n+96Uys1zrMUyvzoH2SlXx5V6Y21g64CopFz7wZ62w6kALgPwRkuf9nxiZCPGHCIiyxhCyYcEAEvc\nroRzLH5L8z0VliSpaLmZY42NjeqxUtfzqnwJoHt6eiCKImRZxsqVK12sHXmT9/N2VRVbB57Aaeb1\n7OTXX/5SzanmRERkDkMokddxSLItjImdc6OL/NApRWQ7xh1P4IIQ5DeWc+ow5hARWebrTh0nGzsP\nQDvd6Fe2X4+c49SUKyYP9A63EjsLQrxE+fai5fr33lFpdciHtPHK1ukVjDueUAsjdTw5rblKvPyz\nVT/HjzkcqUNE5Dxfh1C3Gjv3n/N3uEDbsXNUXy40zE3r+MmH9XlzPoi5m7pvfPgyXdnVCc1N2vP6\nc17RG9Ht78didfu9eFBXdvMj/1vdvvDDP9KVnQX9kknP4k3q9pNo1ZX9+gHNkr3GtBj3GfafP3Vu\n+4+nGgq1nWDGm+cXNNuHkN9vALwFwMIC5f5guaFzjD31qWfeWV54sWZ7v6HMmLtFm6vKmDTzbzXb\nLxjKXimyb8xppf0OGr/0xu+ntrxaeWa8kn/nL6+/znG7IpZVvLww444ncKROvTgEQALwd6gkEbu9\nOX7MsRx7GHOIiCyrgyU8yN8eA/BjAEqpN9auE028qCjt8sIA1NWtrC4vnLvRolr0ArKr673qdkUq\nUvHfqYWYE4vFIIoiIpGI6XKzx3LGxsZMX68WMNbUg6MA7sb8lSz8KRd7ysa2DhGRZZ7t1EkmkxBF\nEWNjY0gmk25Xh1zxewA7AFwJq6s/1IRjTLyoqP7+fqRSKaxZM7dk+ODgIEKhUN6kz1SvXkG2Q6cL\ngDPL2ntWmTEnkUgAmMtJNT09XbLc7LGceDyOyclJ9XgwGEQoFEIwGJx3vVqxYcOGykZckccpAO5F\nNvasgIeb5aZNTU1Z69RhW4eIyDLXpl+NjIxgy5Yt6n4sFkMgEIAsyxgcHEQikUA4HEZzczOi0agH\nlxeecyl2GI5w5ZzKPQPg/wBYBeBtLtfFZb6eJFlbrDRUBeFezV6dLIftS4cAfB9AK4D3uFyX6nEq\nv8XExAR6e3sBAMFgEPF4XB0RV6g8t+pcqWO58wiCoJ5PURSMjo5i165dkGW5ZhOc2z3NvFjeFS/n\ni/EDc7+/BwD8AcBVqJV/7JlTh4jIea6E0PHxccRiMbVTR/tkTpZlTE9Po6+vD0D2yZwXlhe+oIzk\nyBuUuYbnB2/WTxsauunf1O2rhRFd2ZuUP6jb38THdGWP4yzd/j/iHnV75ffv0ZX98+o71e010Cde\nfVGXlwM4UuTRx+N/f6a6nTl4mr7QuMrmDzTb80YQG/N2FJK74T0I4OsA/hHAeZpyY24Q65xKGFgV\nbOh4RuX5LWYM+y9qtk9BcR2a7ccMZdp8N+cXuUa+z2ot0myXys1TLP+O9r3F/oDLyaFjd76de5AN\nbBcCEEq81z3lxi6nErSn02k0N8/lk5uZmSlZbvYYkB2ZEwqF1HZDR0cHWltb0dzcXNPTr6iWPQJg\nGsDVqPbcIl+1cXLY1iEissyVcZ5DQ0MIBoPq/sTEBJqamgDMPZkDsh064XAYixYtcqOa5JoTAVyD\n7BQIwgkmXuQI5reoZe8G8M+ohekPWpbzW1iIOYpSPPdZqfJicqvV5aTTaSxevBiRSASDg4M1O02b\n069qWRuAj6B0h76/WJ5+xbYOEZFlnmi95nsyJ4oitm7dim3btiEWi7lYO3LH292ugHcca+JFjuAN\nVi07FbX4ZbJ8g1VmzAkEAmrHy+zsLFpaWgqWp9NptLS0mD6WG6WjFYlEsHbtWvT19WHHjh2IRqPl\n/4w+wI7kWnYSgOaS7/Ibyx3JFts6diVoTyQSaGhowOLFi7F48WJcc801ALLpIwBwhCAReYpnWrDG\nJ3ihUKhm58gTlcUz31KyO78FUbVVK7/F1K+yr0IGBgYgSRJCoRCSyaSaFyedTiMQCOjKZVlGT08P\nFEUpeSwcDkOWZciyjJmZGaRSKTUp8oIFCwDMTd2uJ4Jwq25fUT5Z5L1fNLz3c7bUiagiFto6+dI3\naHN55SvP3W+UOjY7O4ujR48CyE7/zM0oiEQiuPvuu7Ft2zbLPyoRUbV54nax1BM+r7vnLn3On3uu\n0nRQPQko35zbFRr+19zOt/XnWYu5hlaLIffG03izbv+68f+Y23mr/jz/gN3q9v/GZ3VlD//47/Vv\n1j7cDOuL8F+a7fuKlAHZNDgqY8tfm1/DmKdDu2/M/WFkd04Nj+KQY8+wklNHUS5Wt4XTDYXPaPLS\nHGtIonzYkPtm4dlz2y916MuKpZsyRvnDmvPgKUOhNvY+aygrlmPH+N6TCrwP0OfiKZUnS/veeT9I\nic8SUEFOHUPc6b4g+8rZqO9TQHt7OyRJgiiKCAQCWLp0KQAgHA5DkqSC5aWOtbe3qzdpkUgEmUwG\ngiBgeHgYY2NjCAaDSKVSXMXOIl/mXqHaZKGtY2eCdu0CLZIkqTEmEomoeT+JiLzCE506hZ7wlaJ9\nal5Z8lJy188AnI352Zdrg+WbqhxPfEsJ4Eid2vEHACkAS92uiO2cXIkmd9OjHWUrSVLRcrPHcse1\nnTdeXhWTSO9lAD8HsBweyXzgPRZijt0J2gFAFEWsWrVK3U+lUhBFEYlEgjGIiDzDldvFaDQKSZKw\nfft2rFmzpuATPDPYmeN3DwKYQi0nRc79jTq1Cg0RFfMcgLuQTYpMBTHu2C6TyUCSJCQSCQwNDaGx\nsXHeeypfcY/cdwjAncgOq679Dp1qtnWm9mZfxdiZoB0AJicn83Y6T05OQhRFpoogIk9wpdnW39+P\n/v5+3bFCT+aK4VNzv5MA/F8AnwGwAKWnX/mb1Sfmhzn9yjOs3GAJgmbVnjfXXlJMf8kA+C6yy5Yv\ndrkuzrB6g8W4U7mRkRF1CXYgm4g1EAhAlmUMDg5CkiR0dXWpOYO000ZyzLZzKsmxQ3Y6guw89wAA\nc6PQ/a6abZ33LM++cjb+q77cSoJ2AEWPGc+Ty8sDZKdeNTc3o6+vDy0tLZBlmZ06ROQJvn4W55Un\nWMqA4YBxX/veo3Pbws36si8sn2tofeE0Q6Nrn+FE+zXbZ+iLfnH7++d2DPl2cJ7hicWTwtz2lYb3\nLtRsP/+kodD4p6PtkDHmungyT9l/A/gGgI8im3/jRejzZ+Q7j3VeyBtg9ebqiK+/pbWl4o7kWwz7\nP9Tk0dljKDv5bP3+Is32mOG912i2jd/5iwz7cU2+m4eXGK6p2X7K0AE1aziPLo/OAkOZNv9OylBW\nLI9OsTJjfNB+MczEipcBfAfA3wP4WxPv94ZKY5fVGyzGncqMj48jFoupnTr5EraGQiFkMhmk0+m8\nHTrFFctbpadNjFxZh85JRcqM30+zajk3lgJgJ7K/m5Woh1E6lbASc+xI0K49jzEBezAYRFdXdmS5\nNg8PEZHbfP0vDJf69KuXAGwDsAbz70Brl9VlPg8f01DylY9dy3wC2adVkUgEo6Oj6jEu80ne9kMA\nSwD8D7cr4gtWYg7NGRoaQjAYVPcnJibU1XNyiVgjkQgaGxvR0dGBsTFjTy3530MAnkH2SR97SUux\n0tbJdYbmS9BeqNzsMQAQBAFtbW3q9UKhEOLxOGKxGBYuXFhWuggiIjv5+l8Zr4zUoXL9DYAbkR0K\nZHyKX7usjtR57QQz8yD0T2rtXOYzlUohHA6jtbUVq1atUueU18Myn4w5fvYBzB9RVPvsizulVi4j\nrXyJWHt6eiCKImRZxsqVK4t8mvzpb5FdBIJzGc2w0tYB7E3Q3traittuu013Pa58RURe5PtOHa97\nAH8379gF85b8rkcLS7+ligRBP/XAjelYlqdB4Jiyr2XnMp/anBDBYBDJZBJAfSzz6YeYQ4UE3K6A\nJZXGLifjDhVnTNiae8pvd04OQdhq6/mpkONff5EZjDlERNb5vlPHz0/NlZsMB4z7JgmGtBi4RLtU\ngCEZ6Cmn6vd1Dz3u1Zc9v0izM1WiFtp58cXm1hufstgzn15742O8KXKL5YSlFho6di7zqV3CM5FI\nYPXq1QC4zGchilI4ObKg/crNvqAvfIdhVMn2uc2Gxpd0RZck/q+6/StDR3InJN3+vSeumNsxjhz/\no2bbmEf4ScP+fk0secUQVw4/odkxjo75k2a7VB6OcnLsUDVZiTtUWKmEruU7SbetKJdZPI/2i36c\nocw4krZYk/GVAtulGNsAZr/XtZyLpz4x5hARWef7Th0iv7D6xPw1i0O37V7mM5FIoLOzU33azGU+\niWqH1bhD+RVK6FqKtp3j54dYVPssL2X+OsYcIiLrfN2pQ36gALgHwDIAb3a5Lv6Ub0jyL6dexS+n\nXiv4GSeW+RRFEZs2bQLAZT7Jax4FcBBAp9sV8S1OhahMNBqFJEnYvn071qxZg/b2dkiSNC8Rqxns\nzPGDNIAHAXwQgFDivbUp93dqeaVPxhwiIst83anj9+lX9eFeADKAC92uiOuq2dBZ1v0GLOt+g7r/\n7xv/qiu3e5nP8fFxdYqVKIp1s8ynlZgjXKDZ6a96lWieJLLLCF/hdkU8gTdY7ujv70d/v/4Lny8R\nqx0EoX4WIPCGlwB8B9mHV/XZoVMNjDlERNYJSqVzMFwiCELF00fIPEH44rxjivK5guWK8jl87Wtf\nw6233oo9e/bgjW98o+119Ity/nYFQcBjyttLvu9s4ffzzhmJRBAMBtWkxgDQ1dWlrgqRr9zMsXg8\njlWrVqG5uRmpVArRaBTLly9HLBYDACSTSVx//fXmfhk+YjXmFOvUeeun9qvbTwmGnDr/2KHbDf14\np7p9IX6qK7vhx/+ubn/hUv3v/teGHDuzmoTBD73QpSt7ZU/T3E5cX515abVe1GwfMJTpfk3GxPDa\nfBtPFikz7hfLvZEr+zOA/4PsLzoIN1Urr1e1krpXO+7kizlUXcX+nwmCPgeeolysKTN26tyh2b7I\nUKb9Ihuf8xnPo83jY/yuanNn/clQ9rJm2/g9Np7nUJEys7n78l3HLq8B+DaARQDcf5jhxiIQhTjV\n1iEiIp+P1CHv2rFjBzZv3owHH3yQHToVsjrP3K5lPsPhsDolS8vvK18lk0nIsoxEIoH+/n60tra6\nXSUqyyyyN68fgNsdOrWA+S28gSOSvewIgB3IruYZdrku3mF1dCBjDhGRdQ1uV6ASGzZsqCgpG9nl\nRXzqU5/Czp07eWOsMTU1ZSm59xEcU/JFpY2MjOj2Y7EYRFFEJBIBkE383NXVhXA4jGg06kYVqSI/\nBPAeAOe5XZGawJhDVMovX//vpeC0q8qxrUNEZJ3vO3X49MqLTsGjjz6Kd73rXW5XxFO6u7stdeoc\nxjElX1Tc+Pi4Oj0MyHbgAHOjj6anp9HX14fGxkbE43GsXLnSlXpSJQYAw1Qzss5KzDF2lJopN3ss\nZ2xszPT1aoHZdo4g3Ku+yCl/B2AlwH+DddjWISJyHqdfkSna/DlWysk6Dkmu3NDQkG70zcTEBHp7\newEAwWAQ8Xgc7e3tiMfjCIfDWLRoUdWurTwwt73wqD7XxB//uETdFjCj/+DX9DkhxjCsbp/56uO6\nsu5Ld8+dE2foyp7Dqbr93S9fpW6fsuBFXdkr550yt5M2/POwX7+L5zXbzxrKXnxSs3OqofAxzfZJ\nKM6YU6OQY6HP6eFUPg09q/ksqpV/p5rKjTvajlJZljE9PY329vai5bncGKWO5c4Tj8cxOTmJ4eHh\nkterFYWmX+lz6Bg7cn5lKL9srijcrH/rXs32uYbTPGzY14SHeffX2rLkIkOhNqfO7w1lLxTZN37/\ni+X/KfadtyseuN+E9lIOnRxOvyIicp6vR+oQ1QMOSa6+dDqN5ua5m5uZmRmIooitW7di27ZtulE9\nRPWo3JgzMTGBpqZsou1cR2mp8omJCQQCgZLHcgRhborLXXfdVfR6tYIjkslvrI7UYVuHiMg69x8z\nVIAJBMlPuLSwtxhX0AiFQrYvNUzkF+XGnXwdpaXKzR4DslMkQ6EQtmzZAgDIZDJFr0dE/sK2DhGR\ndb7v1CF3HTp0CJdffjluuukmnHuucew2aeU6IDduLG96xascklx1gUBAXcFrdnYWLS0tpj6njTns\nUHbTntf/Wxs5dOyYcmW1EznHStwptdRwJUsR51txrx6WNrb68Ep4+lV7KlS3nkF2rlofvJQU2Rg7\nvDAdy2rsYVuHiMg6X3fqkLuOHj2Kq6++Gi+99BLOOusst6tTs/j0qvoGBgYgSRJCoRCSySR6enpM\nfa7SjuTnG96iP3CG5qbUmF7mav1uR+B3czvG+zVtfhvDJRAw7B+Y2/zrnw1lj01pdhYZCo0V/K1m\n25j7Qptg40+GMu3N+SFDmTH3hbEcAP4fgPsBfCzP++1n5aap2GfydehU48bM2BFQbmdyuXGnVEep\ntjydTqvlZo7lRumUc71aYSbmaPPnAHk6dE7R5NF5yPDhr2q236Ev6rxgr27/oZ+9e27nScN5fqHZ\n3mnI2wPN/jNvNZQZT6SND8bYcVyB9wHzY8FxKKzcuJEC8D0AF8FLHTpeZfUBFts6RETWFc2pMz09\nja6uLrzwwguYnp5Gc3MzFi9ejLvvvtup+pGHjY6O4oknnsDExASOPZb9g3apt3nmdsSdaDQKSZKw\nfft2AFATqoqiiEAggKVLl5o6z4YNGyoa/UCV2g9gJ4CPYH5vFeUzNTVVlfwWD09l8N0NSfVlNDAw\nAFmWAUDXUZpOp+eVy7KMnp4eU8fC4TBkWUYsFsP4+DhSqRSmp6cLXs8KtnWosL8C+C6ACzA/kzRV\nU721dYiIqqnonfjg4CB27NiBBQsWYGRkBKIoor29HV1dXVixYoVTdSQP+spXvoKf/OQnePDBB/GG\nN7zB7erUtHobkmxH3Onv70d/f/+86wBgHh3feBrADgCrAZwGt1a4qhfGuHNm95txZveb1f3vb5R1\n5e3t7ZAkaV5HaTgchiRJBctLHWtvb1c7YSORCDKZDARBwNKlS/N+1govt3WYO9BNryI7Quc8AMtc\nrot/cPoVEZHzBKXIpPSuri5IkgQAWLx4Mfbv3z/vuFsEQaiL+fRe9Ic//AHvf//7sXv3brztbW9z\nuzq+U87friAIuFP5p5Lv+5Dww5r5Png17liNORsF/XD99QXOIRj7Rt9t2NcOTKnS9Cv4ZvqVAmAc\nwHsBnFPgvc7ITY2q1rQpu6Zfzb9OdeMOY479tP/P+nGHrmwMw+r2x/BNXdnU0+/Xn+gdmptl46O8\nzdr36YusT79CYc8YDxhPVGz61QsF3gfMj0FapeJMIfcDyAD4R/hl2pUXcurkONXWicViCAQCkGVZ\nfVhTqtzssUQigWQyiVQqVfR9RERuMzVnRhRFhMNhu+tSNj7Bcsfb3vY2PProozjxxBPdroqvcPWr\n8ngx7tgZc5SXzb9XEBKGI4s128bOl/sN+9qwv8BQ9qxme6+hbJFhX3uDZbyhelGzbcyvob3BKpVD\nR1v+EWTzZFjrzCnWGZPvfU6x+3qMO+Z5MeZYcXLgRd3+iwNz/1aPRT6pK0tren2/+Lkv6E/0N/rd\nLy//uLodQFpX9i8fu0Xdfvk1fQzK7DltbudfDZV9YpF+/4BmXzHGMmMnj9YLhv1inTxmY8h7Xv+v\ndzt0vNSJUykrMSeRyP5bGAqFIMsypqen1ZF9hcpznUKljrW3t2Pz5s2YmJjA2NhY0fcREbmtaKfO\nqlWrsHjxYqRSKYiiiGQyibVr12JgYMCp+hXF1a/cww6d8nH1K3O8HHcYc9xULPEpFcK4U5qXYw65\nqf46Nt1kJeZMTEygt7cXABAMBhGPx3WdLPnKZ2Zm1BxcxY7Jsoxly7LT7oaHsyPjRkdHi16PiMgt\nRTt1brjhBoTDYQSDQQQCAbWh09fX51T9iOpevT0x93Lc4ehA8huO1CnNDzEH3W7XhMgcJ2NOOp1G\nc/PcaNCZmZmS5WaP5c41PT2NeDyO4eHhktcjInJL0U6dgYEB3HXXXep+a2srWltbba9UjizLSCaT\nTGTqMkVRIAjeHX5c6+rp5gpwP+4Uw5E6TlHg5SkPfsLlhUtzK+Ykk0nIsoxEIoH+/v6818zFnK8Z\ncuqQHfwXd4zTSb0wHcvpmFMqb08lub8WLlyI9vZ2xONxxGKxis9HRGSXop06Bw4cKFZckZGREWzZ\nskXdL5S0LBgM2lYHKu3FF1/EJZdcgkgkgrPOOsvt6tSlerq5AuyNO5WyMlKnUGLkSihKRxnvLidH\nSDnnNcdKIuDrr78ebW1t+PjHnyvrc2ZU66bHCzdPZnCkTml2xZxS7ZxEIoFwOIzm5mZEo1F1ikc+\nsf93mW4/+obL1e2pP1ykf7NxdrTmudhnXrhVV/TFRs2Ocd2D7+p3r93zdXX71RZ92QVveEDdXvJn\nw5L32oTsiwzXeMqwr/2zO2zMqaNNwP4szDPm6tI2fXP5dfYDkJBdXc+7tHGnVH4wv8kXc/576hk8\nMTUvu7YqEAgglcomzZ6dnUVLS0vB8nQ6rZabPZbraA0EAti3b1/J6xERuaVop44sy7jxxhvn9UoL\ngoBNmzZZvuj4+DhisZja2CmU6CwcDkOW5WKnIhu99tprWLFiBc4++2yceeaZblenblnNbWHnihCR\nSARA9mZo8+bNpq5nll1xpxo4Usd+//qv/4p7770XDz74ID7+8VtLf4CKYk6d0uyIOWbaObnpXfF4\nHCtXrqzgJ6DK/AnA3fB6h06tyxdz3t69CG/vXqTu37txWlc+MDAASZIQCoWQTCbVvDjpdBqBQEBX\nLssyenp6oCiKqWONjY2IRqPq+c4//3y0trbmvR4RkduKduo0NzfbMlJmaGhIDZRA4URnHOLonqNH\nj+KjH/0oTj75ZHz961/n9CsXeW1FiFQqhXA4jNbWVqxatQqiKKpzzKuxIoRdcacamFPHXt/5zndw\n6623Ys+ePbq8BWQdR+qUZkfMMdvOicfjCIfDWLRoUVWvT2bNALgTwKWYP1SJnGQl5rS3t0OSJIii\niEAggKVLlwIAwuEwJEkqWG72WCAQQCwWQyqVUkfS5XsfEZHbinbqBAKBip64m1Uo8ZgoiuoNZGNj\nY6GPU5UpioLrrrsOTz31FH7605/imGPqp3HvRVYaOnauCKEdjRMMBiHLMiYnJ+e9z2qnjlNxxwqO\n1G+4vzMAACAASURBVLHPfffdh+uvvx67d+/GGWec4XZ1agZz6pTmRMzJ184RRRFbt25FMBhET0+P\nJxIz15cXkZ1j9n4A73C5LmQ15uS+u9r8m5IkFS0v95j2u5nvfUREbivaqdPV1eVUPfKOyik2v5zs\ns3//fuzZswe7du3CSScZ57ST06xMg7BzRQjt9zKRSGBgYAAPPfSQbm55JStCOBl3yH5mcs8cPXoU\nt9xyC37wgx/gnHPOKeuzZI96mn7lVMwxtnNCoZDpG8OP/+2Xdfv/E1/Cf+Da7HkNyX2vWnyb/sOP\nzW1euiCmK3qD8oq6fTr+h67sLDyu25+SL5zb+a1h9O6/aLZfNVT+eW1dUoZC44i8Kc228b3F8ui8\naNg35tHRyuXR+QWAdwHoLPJe9xWKg7UWH+sp5hARVVvRTp3Ozk41d4YgCGqDRBAErFmzpmqVsJp4\nTPvUnFMiqmfJkiX41a9+hYaGBrerUhOsTn/I8eKKEEC2Q6ezs1MdkVOt6ZJOxR3yjoaGBjzwwAOM\nOR5STyN1nIg5lbZzfo1f4C3dbXhL9+Kq1IeA7DrxnFpeLW61dYiIqESnzv79+9UGTiQSwdDQkC2V\nKJTorBROhbAPb66qx9jhWI1pEL+fehK/n/p9wc/YsSKE8TyiKKpJRKu5IoRTcccK5tSxD2OOPZhT\npzQnYo7Vdg6Q/TfkL90Lql4nYsyppty/jYw5RETOK9qpo12KUxRFdZWbSkWjUUiShO3bt2PNmjUF\nE5mVwhss8hOrDZ1Xcfy8Y6d1n4nTuudWJNuz8QFduR0rQmjPMz4+rk7DEkWxohsWI7viTjWwI5n8\nxvrqV/PjTq2yI+ZUs50DADuQqLhORE5gzCEicl7RTh279Pf3o7+/X3eMicfcc+jQIRx33HFuV4MK\nOGLha2rnihDxeByjo6PYunUrUqkUotGo5RsWqk+HDh3Csccey1X1PMxK3KE51Wrn5B5e/Uf3tYXf\ntFg/9fU/DcVC6zrNjjHXjCbhzs5WXckzq/X7+Jxm+1/0RTg8pdk51VCo/Vt6zlBmzJOj3T9sKHtF\ns10sZ06+zwLAEaDKo0GqnddGEMrrCPEi6yN1GHOIiKzydQTlU/PKPfPMM1i+fDnuu+8+vP3tb3e7\nOjXN6VVo7FoRIhwOq1OtSl2PyOjo0aO4/PLL0dPTwxxJHsapEFRbHka2A+tDbleECmDMISKyzvTq\nV4lEQt0XBAH79u2zt2YmcPpVZTKZDC6++GJcccUV7NBxQDWnX9Uyr8cdsk5RFHz605/Gs88+i8sv\nv9zt6lARVuJOLBZDIBCALMt5lwjPV272WDQaRVNTE3bs2IHbb78dANTkxgcOHKhoypSXYw4fXlXD\nfwOYBPBRl+tRHzj9iojIeUU7dXbs2OFUPSxhY8e6gwcP4p/+6Z/w3ve+FzfeeKPb1akL1kfq+HpA\nXdm8HHfYkVyZzZs34/7778cDDzyAE0880e3q1AWnpkIkEtmcL7mcXNPT0+rKeIXKc6tMlTqWSqUg\niiJuu+02bNmyRT0WDofR2tqKVatWQRRFy6MEGXNq2VMAfojsCJ03ulyX+sDpV0REzhOUIusQr1u3\nTre8p/ohQcBtt91me+WKyVcvMufIkSNYvXo1BEHAnXfeiWOO4ZBXJ5XztysIAj6qlP6ufUu4pma+\nD16NO4w5lfnP//xP3Hzzzdi7dy9OP/10t6tTd6odd4wxZ3R0FL29vVi+fDlEUUQikVCTqRcqn5mZ\nQU9PD0KhUNFj2vN0dXVBkiR1lM7g4CBGR0fR1taWd3SQGYw5zhGELxqOzM/npyg3VOVajz/+ON73\nvvfh2WdDAM7UlVU7Fw7Nx7YOEZFzinaL33XXXWhpaUF/f7+6mo2iKJ5JbsknWNY8/vjjePXVVzEx\nMcEOHQdZfXr1Wp0NSXYz7siyjGQyybxAVXb48GF8//vfx3333ccOHZ8oN+6k02k0Nzer+zMzMyXL\nzR4DstOFx8fH1ZGl2g6cRCKB1atXl1VfLS+3ddjOse6OO+7Apk2b8LGP/cHtqtQVtnWIiJzXUKxw\ndnYWExMTmJ2dxcjICCYnJ7F48WLP3PDkGjtUnnPOOQc//vGPOf3BYd3d3ZamDB7GMSVftcSuuDMy\nMqLbj8ViEEVRfeKfO5ZOpyu6Ds137LHH4qc//SnOOusst6tCJlmJOaWeoFfyhL2xsRHDw8PYtm0b\nksmkejyRSKCzs7OiFfe83NZhO8e6m2++GVdddZXb1ag7bOsQETmvaKcOAHR0dGDbtm2QJAk9PT24\n4YYbsGTJEifqVtKGDRssPQ0gcsPU1JSlhs4RHFvyVWuqHXfGx8cRi8XUfW1+DwCYnp4GkF3Zi4jm\nx50/T/03frvhR+rLKBAIqKvizc7OoqWlpWB5Op1GS0uL6WPT09Pqd7SjowPRaFQ9ryiK2LRpU8U/\nr1fbOmznkN+wrUNE5DzTEVIURezYsQMHDhzA0NCQnXUyjYmSyU+sJkqu5yHJ1Yo7Q0NDuhvBiYkJ\n9Pb2AgCCwSDi8Tja29s5V5/odca409i9FI3dc6NhHtv4A135wMAAJElCKBRCMplUpzGl02kEAgFd\nuSzL6OnpgaIoJY+Fw2HE43F0dHSo5zv//PMBZDtrc/l2KkmUrOW1tk6ttXMU5XMuXJP5c5zEtg4R\nkfOKjtSZnp7GunXrsGzZMsTjcaxduxYPPfSQLmkhed+LL77odhWoAvU2JNmJuFMob4coipAkCZlM\npmrXqkd//etfcfToUberQRUoN+bkVroSRRGBQECdDpUb/Zav3Myx9vZ2DA0NQZZlRCIRNDU1YcWK\nFYjH4xgdHcXixYvR3NxcUf4btnX8T1EUtnV8rt7aOkRE1VR09auGhgYEg0H1CZn6IUHAXXfdZXvl\nihEEAevXr2cCwRJ+97vfoaenB5Ik4c1vfrPb1alrueSBGzduLGtFiF5l/lQHo13C/1czo0zsiju9\nvb3YtWsXgOxqN2vXrkV7eztEUcTk5CQ2b95c9PO1uBKNHV555RVceOGFGBoawuWXX+52deh15a5E\nUyruMObYj+0c877whS/gkUcecb1tSmzrEBG5oej0q9wNUO4JWC6QemFFCKD2hiVX21NPPYWLL74Y\nmzdvZoeOB1gdknykzp5OORF3SuX/KEQbc3ijNd+RI0dw2WWX4S1veQs+/OEPu12dumZ1BZqceoo7\nXm7rsJ1TWiQSwbe+9S3s3bvX7aoQ2NYhInJD0ZE6Xsan5sXNzs7ive99Lz7ykY/ghhtucLs6pFHu\nE/P3KLtKvm+P0MvvQwnakTrT09OQJAmDg4MYGxtDT09PydVzGHOKUxQF11xzDfbv34+dO3fihBNO\ncLtKpFHtuMOYYz/GnNJ+9KMfYd26dXjggQc8kdia5jjV1onFYggEApBlGYODg/M+k6/c7LGcsbEx\ndTrmyMgItmzZgkgkkvd6RERuKLn6FfnPK6+8gksvvRQ9PT3MCVADuCJE5aLRKCRJwvbt2wEUzv9R\nCleiKezmm2/Gr3/9a9x9993s0PEQu1aiIXLb3r17MTg4iHvuuYcdOjXASlun0EqWxcrNHsuJx+OY\nnJxU9yORCJYsWYK2trbKf2gioirxdctsw4YNnAKRx4EDB/DOd74TX/rSlzwxfJyyrE6H4JDkyvX3\n96O/v193LPeErRor5tS7V199Ff/1X/+Fe++9FwsWLHC7OlQFjDvewHZOYaIo4rvf/S66urrcrgpp\nONnWKbSSZbHymZkZdXW+Ysdy5zG2oyORCPr6+squKxGRnXw9UifX2CG98847D1//+tfR0ODr/701\np7u729IT89dwfMkXOYMxJ78TTjgBd955J0499VS3q0IGdsUdqg5ZliGKYsFyxpzCbrrpJvWGnbzD\nybZOoZUsi5WbPQZkR+wYH/ykUimIooixsbGyf0YiIrvwrp/I47jMp3dw+hX5jdXpV4w5lRsZGdHt\nx2IxiKKISCSiO5ZOp52uGpHnWG3rlMrbU0leqtyCClqDg4MIhUKYmZkp2iFLROQkduoQeZzVnDr5\nbiBKlZs9Bsy/YcntF7oeEfkHc+pUZnx8HLFYTN0vlLMjHA47XzkiD7LS1im1kqW2PJ1Oo6WlxfSx\nfKN0tN/rlpYWyLJc3V8CEZFF7NSpAU8//bTbVSAbWRmSbHfyQOMNC1AfyQM5FSLrueeew+HDh92u\nBpnA6VfuGBoaQjAYVPcnJibQ1NQEYC5nB1DZKIJ6cvjwYTz33HNuV4NslC/OZKYexp83RNSX0cDA\ngNqxkkwm1bw4udFv2nJZltHT02PqWDgchizLiMViGB8fRyqVwvT0NNra2tSO2JmZGSxbtszeXwoR\nkUns1PG5Bx54AO3t7Xj++efdrgrZxMqQ5EI3EMXKJyYmEAgESh4D5t+wANlOnSeeeALLly+v7i+A\nPCWVSqG7uxv33HOP21UhG3H6VXUVytkhiiIkSUImk3Grap6nKAquueYa3HjjjW5XhWyUL84c1/0P\nWLDhU+rLqNBKlrmOl3zlZo61t7ejr68PfX19EAQBmUwGgiAgFAohHo8jFoth4cKFplfOJCKym6/H\nUNf7qhC//e1vsXLlStxxxx1YuHCh29WhEqyvCFH+19Tu5IH55JIHJhIJDA8Pl11nP6j3mPPyyy/j\ngx/8IC655BL88z//s9vVIROcjDtUXL5RObUaK6tp/fr1ePjhh7F79263q0I2shpz8q1kKUlS0XKz\nx3LHc2UAuPIVEXmSr1ttVoaU14rf//73+MAHPoB/+7d/45x8n8h1BmzcuLGsz1md6mBn8sB8co2e\nyclJiKJYk0uF13PMOXz4MAYGBtDW1oYtW7a4XR0yyem4Q/mVyv1B+d1222248847sXfvXpx88slu\nV4dsxJhDRGSdrzt16tXMzAwuuugiXHfddVi9erXb1SGbHTk6f6rDoamf49D9vyj4GSvJAwEUPVbs\nRiQSiaC5uRl9fX1q8sBa7dSpx5E6iqJg7dq1OHToEL75zW+ioYEzd/3C8kidPHGHrBsYGIAkSQiF\nQrrcH6VoO5LrLfbEYjHccsstePDBB/GmN73J7epQCVZjTQ5jDhGRdZ7t1MlkMpAkCel0GuFwGI2N\njW5XyTP+/Oc/44orrsCnP/1pt6tCDjh8eH5DR3jPe3H8e96r7r9y81d05YVuINLpNAKBgK48lyhQ\nUZSix4rdiASDQXR1dQHIdjqavWHxm3odqXPw4EGccsopiEajOO6449yuDpXB6kidfHGnlFgshkAg\nAFmWddMVipWbPZZbVe/AgQPYvHmz7rxjY2Oem8YUjUYhSRK2b9+ONWvWoL29HZIkzcv9YUa9debk\nJJNJ/OQnP5mXv428Kfd3arVzx0rMISKiLNcetxqXQzYum7xp0yaEQiGEw2GMj4+7UUXPOvfcc/HZ\nz37W7WqQQ147eELJl5FdyQNz59HesABg8sAad9JJJ+GrX/0qpz/UkXJjjp0r7omiiHA4jMHBQciy\nDFEU1fPG43FMTk5W7eeulv7+fqRSKaxZs0Y9Njg4iFAolLfDi+a7/vrr1X+DqPZZaesQEVGWKyN1\ncssh5/IyaBtxsixjenpaXY6wsbERBw4ccKOaRJ5wxOLTKzuTB/b396O/v193PSYPJKod5cadiYkJ\n9Pb2AphbKU97Q56vXDuqr9gx7aidYDCom94pCELFPysRuc9qW4eIiFwaqWNcDjnf8spNTU3IZDJI\np9Noa2tzo5pEnnD40DElX+SMDRs2VJQzgMhpU1NTlqYNlhtz7FxxT7v6TCKRwLJlywBkR/HUYu4u\nrVweLyK/6O7utiXmsK1DRFSYJ3Lq5GvErV27FvF4HEC2E6ie/e53v8M555zjdjXIJUePeOJrSqif\nnDr79+/HGWecgRNO4HB3v7OaU8dK3LF7xb1EIoHOzk51emcuiXstq5fk7C+99BL+8pe/YNGiRW5X\nhSpkNacO2zpERNZ5JoIaG3utra1obW11qTbeMTExgWuvvRaPPvook0XXq4Nc5pOck0wm0d3djW9/\n+9s1PwqCiigz7jix4p4oiti0aROA+hilA9RHR/KhQ4ewatUqnHXWWfjyl7/sdnWoQlY7ktnWISKy\nzhOdOqUag/XqZz/7GT7xiU8g/v+zd+/hbVQH/vC/crgF2li2s20D9KktmxYo3TeKHUqXSw2SHAIU\nCr7RFyiFjS+07LN9aIOd0r5xaLdJ7HYXtpfEUtrSpfxKFAmWQgrYEphyeQtRpO3Tvu0WyJi224WW\nWh5vwyaE4Hn/EJpIsi6j0Vyl7+d55kk8I805iqVvjs6ccyYSYYdOLTvKNSPIGK+//jrWrVuH0dHR\nmvjCTEXk5s7zM8ALMwUfrvcd9/x+v3yHq2g0ClEUIQgC5ubmkEwmkUgkqnJR3WofqSNJkjy1Lr3O\nItmb6lubs61DRKSaJTp1CjUGS8m8glVtjZ5EIoFrr70WwWAQf/u3f2t2dagCqhs4aUc1qwpRQQcP\nHsTll1+O3t5e3HrrrWZXh8yWmzvtnakt7dvZV+EL3bLb6/UiFosVPK5kXyQSwejoKMbHx5FMJhEK\nheSF2QOBABYWFqp2weRqH6mzadMm/Od//iei0SiOP/54s6tDGlA9UodtHSIi1RxSpZPcVQiFQhgc\nHMT4+Lh8u89AICDf1ULJ7T4dDgc2b95cdZ05ACAIAi688ELcfffdS+4wRPaV7tzZsmWL4rUlHA4H\nsF/BY9sdFa9XQcVVc+a89dZb+MQnPoHTTjsNu3btqtovyLVIt9xh5uiumjMHAO6++27s2LEDzzzz\nDFauXGl2dUgjbOsQERnPlE4dLTgc1Rvsv/3tb/Hzn/8cN954o9lVIR2U8951OBzAzxU89rzq/TwY\nZWFhAbFYDKIowuv1LpnyWM2Zc+jQIdx1113YuHEjjjvOEgM4SWOa5w4zR3fVnDkAMDk5iUsvvRQf\n+MAHzK4K6YBtHSIi45hyS3OtVOvthT/0oQ+xQ6cKqb21MN5WsFFJIyMjWT+Hw2FEo1EEAgEAwNat\nW+HxeOD1euH3+82oommWL1+OTZs2sUOHjmHmkM6GhobYoUPHsK1DRKSa7Tt1qnFIMlWnzs5OdZ06\nhxVsVJTf70c4HJZ/jsfjACAvBpxIJCCKIgCgvr4eBw4cML6SRFbCzLGEar14RdVL9QUstnWIiFSz\nfacOGztkF6obOkcVbFTU4OAgXC6X/HMwGERDQwMAwOVyIRKJoKGhAQsLCxBFEa2trWZVlcgamDmW\nwItXZDeqL2CxrUNEpJrtO3WqobHz1FNPmV0FMgAbOtYhiiIaGxvln+fm5jA4OIhIJIJoNIrBwUET\na6e/ffv24Y033jC7GmRlzBzS0J///Gf85je/MbsaZGVs6xARqWbrBRTSnTp27tj553/+Z+zatQv7\n9u3DKaecYnZ1SEeqb23OIce6yF1ssaWlBS0tLSbVxjj79+/H5Zdfjr1792Lt2rVmV4esirlDGvnr\nX/+Kyy67DN3d3TjrrLPMrg5ZFTOHiEg123fq2Nl9992Hu+66C88++yw7dGpAugNyy5Yt5T3xLX3q\nU8ucTieSySQAYH5+Hk1NTSbXyBgHDhzAJz7xCfj9fnboUHHMHdLAkSNH0N3djfb2doyOjppdHbIy\nZg4RkWq27tSxs6mpKdx222144okn8P73v9/s6pCV8Y4Pmuvv70csFoPH48Hs7Cx8Pp+i52V2JNtt\nlOCf/vQnrFu3Dps3b8YnP/lJs6tDOlM9MjCNuaO7hYUFxGIxiKIIr9eL+vr6JY+x84jkxcVF3HTT\nTTj55JPxne98J3Xbaqp6qrNHZeaEw2E4nU4IgoCBgQFFx5XuC4VCaGhowJ49e7Bz505F5RERmcH2\na+rYcaHk/fv347rrrkM4HMaHP/xhs6tDBuEdIcwTCoUQi8Wwa9cuAIDb7QYARKNROJ1OrF69WvG5\n0msj2elLVnr6w/XXX4+hoSGzq0MGqPh9ysyp2MjISNbP4XAY0WgUgUAAALB161Z4PB54vV74/f68\n57Bb1mTauHEjfve73+HHP/4xjjuO1xBrhZF3+sx3J8tSx5Xui0ajiEaj8Hg8EASh4OOIiKzA9p06\ndmzsNDU14d5778UFF1xgdlXIQEYvlJz7BULJcaX7gNJfWKykp6cHyWQSGzZskPcNDAzA4/GUdaXN\nrplz4okn4tZbb8XmzZvNrgoZTLfcoaL8fj/C4bD8c74vg6IoAgDq6+tx4MAB4yups49+9KP4yU9+\nguXLl5tdFbIDFW2dfHeyLHU8GAzC6XSW3OfxeLBjxw4AQDKZhNvtxu7du4uWR0RkFlt36thVc3Mz\nLr30UrOrQXahoqGj59UrQNkXlmpk19GBJ5xwAm666SZOf6hBqkcIslOnIoODg3C5XPLP+b5cNjQ0\nYGFhAaIoorW11ayq6qavry/rLoNERalo6+S7k2Wp40r3AakpkhMTE9i0aZP8c7HyiIjMYutOHbt+\nwaLapNuXK4OvXgHKvrAQkY2xU0dT+b40Dg4OIhKJIBqNYnBw0MTaEVlAvpz5zQzw8NixLY/cO1mW\ne7yY+vp6bNy4EZOTk5idna34fEREerH1JGe73/2Kaovqu18dKr8sva9elVtetWDmkN0YmTtUXO6X\nwZaWFrS0tJhUGyKLyZc5p3emtrTHsnOs1J0sM4+LoigfV7IvPeLY7XZjzZo1CIVCNXvnTCKyPluP\n1LGDxcVFBINB9uyTem8r2PLQ8+qVEeezIruMDnz00Ufl9TqotqkeIagic4xexysejyMcDltyHa9c\n1f5l8MUXX8T+/fvNrgbZmYq2Tn9/PwRBAICsO1mm///LPC4IAnw+n6J9Xq8XkUgkq6OntbW1YHlE\nRGZjp46OJEnCbbfdhu985zs4cuSI2dUhu8o3JPmlGWB67NiWQ83Vq1L7in0RqfYvLGl2WCj5scce\nw0033YTXXnvN7KqQBRi1ULLR63gBwLZt29Dd3Q1RFC2/jpfaL4NjY2PyZtUO5VdffRWXXnopfvGL\nX5hdFTJRugM5vZVNxVTzQney9Hq9BY8r2ed2uzE4OAhBEBAIBNDQ0IBrrrmmojtnEhHpyfbTr9JD\ny61ofHwc0WgUTz/9NE488USzq0Mmm5mZUdcoz3f74FWdqU0+efaQ5P7+fsRiMXg8niVXr5xOZ9bx\n9JUqSZKK7iv2RaRQedXG6pnzwgsv4IYbbsBPfvITnHnmmWZXhyxA09wpIhgMoqurC8CxdbXSX4AK\nHZ+bm5Ozoti+9BesUCgkny8UCmHt2rUAUrfOtppQKIRYLIZdu3Zhw4YNcLvdiMViqr4MWjlzFhYW\nsH79etx88824+eabza4OmSj9PjUqc9LSd7BMdwQDQCwWK3pcyb76+vq8d8fM91wiIrPZeqSOla+a\n//CHP8SOHTvw2GOPyQvNUm1TfcX8LQVbDr2uXqXPk/mFpVh51cbKmfPiiy/iqquuwve//3187GMf\nM7s6ZBG65U4Oo9fxisVimJubQyKRwMTERNkvT289PT1IJpPYsGGDvG9gYAAejyfvF0U7evPNN3H1\n1VfjggsuwB133GF2dcjuVLR1iIgoxdYjdaxqenoaIyMjmJmZwWmnnWZ2dcjuCqxfUYpeV6+A1BeW\nnp6ekuWRMV5//XWsW7cOX/va1/CJT3zC7OpQNVCRO0av47Vy5Uq43W5EIhGEw2F0d3dren4rsPLi\n7J/5zGfQ2NiIu+++Gw6Hw+zqkEWoXpxdZVuHiIjYqaOLc845B4888ginP5A2VA5JJu1ZdfpVY2Mj\nvvvd72L9+vVmV4UsxqipEHrchabY+lxNTU3ynaOcTif27dtXtZ06VswcALj55ptx4YUXYtmyZWZX\nhSzE6OlXRERk8+lXVrVq1Sp0dHSYXQ2qFhySbBlWnX61bNkyduhQXppNv/rdDPDzsWNbDj3uQlNs\nfa6enh75caIo4txzzy3/NVJFfD4fTjrpJLOrQdWCbR0iItXYqUNkdSpvaU5EpFpuxry3E1g9dmzL\nYfQ6Xi0tLXA6nQiHw0gmk7jmmmt0+Ecwn1U7kokKUd2RzLYOEZFqDknrSe4GcTgc2Lx5s2WHJRPl\nSg9J3rJli+K1JRwOB/ApBY/9sUPz9Soom8PBf2Oyr3Lev4pyh5mjO7ZzyI7Y1iEiMp6tO3WsUPXD\nhw9j165d+OxnP4u6Og58otLK/nLVo+CxIWt8HqqZlb5g3XPPPbjsssvwnve8x9R6kPWp/oJVKneY\nObqzSjsHAH7+85/jyJEjuOiii8yuCtkE2zpERMZhL0QF3n77bVx33XV4+umnza4KVTMOSbYMK0yF\n+N73voc777wTb7/NXzyVpttUCKoZv/nNb/DJT34Sb7zxhtlVoWrGtg4RkWqWvfuVIAiYnZ217O2R\nJUnCP/zDP0AURfz0pz/lKB3SD+8IQe94+OGH8eUvfxlPPfUUVq1aZXZ1qJoxdyzB7Ltf/fGPf8T6\n9euxfft2LsZOivDuV0RExtN1+tXIyAi2b98u/xwOh+F0OiEIAgYGBoo+d2JiAi6Xq+AtSs0elvzV\nr34VDzzwAJ566imsWLHCtHqQ/ZQ9JNmr4LERDknWm9mZ89xzz+Gqq67C3r17eacfKpvmucPM0Z3Z\nmTM/P4+LLroI119/PUZGRkyrB9kT2zpERMbRbXiJ3+9HOByWf47H4wAgj7xJJBJFn5++Y4YV3X//\n/fjBD36ARx99lB06pD8OSa55f/jDH3D11Vfj3nvvZYcOGYOZU9MkSUJPTw88Hg9uv/12s6tDtYBt\nHSIi1XSbfjU4OIhQKCT/HAwG0dXVBQBwuVyIRCJwu91ZHT9AqjOnvr7e0j3xPp8Pa9euxfve9z6z\nq0K1gEOSLcOsqRCnnXYa9u7di46ODkPLJfvjVAh7MytzHA4Htm/fjjVr1qRGURApxMwhIjKertOv\nurq6MDU1BQAYHh7G8PAwVq9ejWg0iunpaWzbtq3gcycmJpBMJjE6Oor6+vqlFbfQXSGIylH2TEy4\nkwAAIABJREFUkOQOBY+N8fOghWJreTFzyM40zx1mju6YOWRnbOsQERnH0IWSywnijRs36lgTIhvh\nkOOyVLKWVzgchsvl0ruKRNbH3CEiIzFziIhUM6xTx+l0IplMAkgtvtfU1FTxOTNv02rm3SGIilE9\nFDntqGZVqXrptbzSnTqZa3kJgoBEIgG3213w+V6vF4IgGFJXIktj7hCRkZg5RESqGdap09/fj1gs\nBo/Hg9nZWfh8vorPmdmpo5dkMom7774bmzdv5m3LSZXcDsctW7aUd4JD2tanmlXDWl6SJOHrX/86\nbrrpJpx66qlmV4dqFXPHEoxaU+ehhx7C8uXL5bwkUkv1hSyVmVNqNG6+40r3AUtH/6Z/DgQCJUf/\nEhEZRbdeilAohFgshl27dgGAfHU8Go3C6XRi9erVFZcxNjZW2QiIEg4dOoQrr7wSBw8eZIcOVWxm\nZkZdRyTvCKGaKIpobGyUf56bmwMAdHd3Z23pdbui0ShisRgWFhZMqS+QyrUHH3wQ7373u02rAxEz\nxxiCICAajRY8nu7U0dPTTz+NgYEBTUZQE3V2dhrW1il1Z918x5XuA5beyRcAAoEAzjjjDLS2tpb/\nGomIdKJbT0VPTw+SySQ2bNgg7xsYGIDH47FFz/bRo0dx7bXXorm5GRMTE2ZXh2rZUQUbFVTuWl5b\nt27Nuzi7EXbu3In77rsPe/fuZacOmYuZo9jIyEjWz+FwGNFoFIFAoORzw+EwRFHUq2ol/epXv0JP\nTw/uu+8+tLe3m1YPIjVtnWAwiIaGBgDHRuOWOh4MBuF0OkvuA1Kjf3PX2QsEAnjppZdwySWXaPKy\niYi0YOvhJ3pdwZIkCbfccgsOHz6M73//+xylQ5pQffXqkIItj1JfLPIdr2Rf+ouNki8yRtFjLS+9\nPPDAA7jzzjvx+OOP473vfa/Z1aFapyJzalHulfxSIwdyeb1e/SpXwu9//3usX78ed911lyZT4okq\noqKtU2g0brHjSvcVkkwmEY1GecGXiCzF0LtfaU2vueY7d+5EIpHAk08+iRNOOEHTc1PtUj3PXMVU\nh1ILBOc7nh7Romaf2+1GIBDAAw88gMnJyfIrrBOt1/LSa3H2l156CUNDQ3j88cc5pJs0UfEC7Zxi\npYhd1/FaXFzEVVddhdtuuw2f+tSnTKkDURaVmVPqM6T1Zyw922B6ehrRaFTuwCUiMpPtO3X0cP31\n16Onp4fTH0hT6U6AshdKVjHVodAXi2LH5+bm5E6PcvelO3W6u7vLr6yGMtfy2rBhA9xuN2KxmKZr\neenRkdzW1obnn3+et1MnzaTfp6o7d1Tkjp4LlpazsKmZiq3jlU80GkUymZQ7eYxSV1eHcDjMzCHr\nUJE5pUbjZh4XRVE+XmxfsVG9gUAAjY2N6O7uRlNTEwRBYKcOEVmC7Tt19PiC9e53v5sdOqQ5I+8I\noeeQ5ELnTg9Jjsfj2LhxY/mV1kBPTw96enqy9qW/7GnR8NKrI9nhcPDLFelCdWdymblj9OhAINWp\nnC4jtzwzlbuOl1mYOWQp+TJncQaQZgo+pdBoXFEU4XQ6s44LggCfzwdJkoruKzaq1+VyoaOjAwCy\nLnAREZnN9p06RHah+ssVhyRbhlG3FybSilHTPo0eHej1ejEyMoKpqSlLXS3Xeh0vvaZ8EmlNnymf\nne9sadntp0Kjcb1eL2KxWMHjSvfljv71eDzyVMqVK1dqMvqXiEgLtu7UIaoJefteZt7Z8tNjSHKx\nfRySTFRlyuzzNXp0oNvtRktLCxobGy21OLue63gRWVlup2PZF7BUXmfKNxo3FosVPa50X77Rv2ZP\nMyciysfWt3UaGxur7KoAgN/97ne49dZbTVuskGrHzMyMhg30TgBjGVu2/v5+CIIAAEuGJOceTw8/\nVrvP6/XC5XLJd3GZm5vD2rVrNXqd1qLFHfeOHj2Kz33uc/jjH/+oTaWIilB91z0VjBwduLCwgLa2\nNgQCAQwMDGB2dlazc5cj80o+AHl0klbreGnRzgGAHTt2YO/evRWfh6gUbds6RESkhK1H6lT6n8Zf\n/vIXrFu3Dp/97GfhcDi0qRRRAaqnX6mg95DkzH3pLzG1MCS50ulXkiRhaGgIr776Kt7znvdoWzmi\nPCqeEnHsTLDS6EC/34+hoSGsWLECTqcToVDIlPVp9F7HSwt79uzB1772NTzzzDNmV4WIiIh04JBs\nOkTF4XBUdNXvjTfegMfjwcUXX4ytW7dqWDOi4sp576Y6G48oeOQJHG2ms0ozBwDuuOMORCIRPPHE\nEzjllFM0qhlRadrnTnbmJBIJxGIxDAwMYGJiAj6fD6tXr5YXLM13PL04abn7vF4vIpFIVidOesRO\nNXE4HNi8eXNFHckzMzPo6+vD1NRU1Xa2k7WkO5K3bNnCtg4RkUFsP1JHTWPnrbfeQl9fH84880x8\n/etf16dyRDnUXzFXcfsr0kUlI3W+9a1vIRQK4dlnn2WHDhnGqNwxenSg2+3GxMQEXC4Xkslk1XXo\npFUyIvkXv/gF+vr6sHv3bnbokGHUj0pmW4eISK2aHKmzfft2/OxnP8O///u/4/jjj9e4ZkTFlX/F\nfK7k44AmXr3SWSWZ88tf/hLr16/H008/jZaWFo1rRlSa9rnDzNFbJSN1jh49inPOOQd33nkn+vr6\n9KkgUR7qR+qwrUNEpFZNduocOnQIi4uLvFpOpij/y9VrCh75PjZ0dFbp9Ku//OUvWLlypYY1IlJO\n+9xh5uiNmUN2xrYOEZFxbD39Sq3ly5ebXQWiMrxldgXoHZVMv+KXKzKD+ulXzB0rYOaQ3TBziIiM\nZ+uROpUuIEhkJPVDkl9U8MgP8uqVzrRYKJnILOVfNS+VO8wcvTFzyM60zxyAuUNElJ+tO3VsWnWq\nceU3dH6t4JFn8/OgM2YO2Zn2ucPM0RsvXpEdqb+AxbYOEZFadWZXQG+JRAI33ngj/xMgG3tLwUZG\nGBsbKzms/ODBg7j66qvx2mtK1gcg0tfMzIzKOygxc6wgPf2qlDvuuAMPP/yw/hUiKqGzs1OnzGHu\nEBEVUtUjdQRBwIUXXoh//dd/RXd3t0E1Iyqu/CvmP1fwyPPYcakzJb+3I0eO4Morr8Tpp5+OQCDw\nzu+PyHza5w4zR29Kf2d33XUXJicn8cwzz6CpqcmAmhGVxrYOEZFxqnah5D//+c9Yt24dvvzlL7ND\nh2zuqNkVIAUWFxfx93//9zjhhBOwc+dOduiQzTF3rKDUQsk//vGP8c1vfhPPPvssO3TIEtQvlMzM\nISJSqypH6hw8eBCdnZ247LLLcOeddxpcM6Liyr969aSCR17Mq1c6K/V7u/322/HMM88gEong5JNP\nNrBmRKVpnzvMHL2V+p1FIhFcd911iEQi+MhHPmJgzYhKY1uHiMg4th6pU+gK1vj4ONasWYMtW7aY\nUzGiPNRfvTqkdVVIY/v27cPevXvx9NNPs0OHqgRzx8refPNNfO5zn8OePXvYoUNVgplDRKRWVY7U\nOXLkCOrq6nDccbbus6IqVf7Vq58oeOSVvHqls1J3ojl06BCWL19ufMWIilB/J5pSucPM0Vup/yuY\nOWRlbOsQERmnKjt1iKys/IZOWMEju/l50Bkzh+xM+9xh5uiNtzQnO1Lfkcy2DhGRWpbs1JmdnYUg\nCIjH4+jp6UFLS8uSx/ALFtlV+V+ufqTgkdfz81ChUrnDzCE70z53mDmVYuZQNWNbh4jIOHV6nnxk\nZCTr53A4jGg0ikAgUPR58XgcHR0d8Hq9CIVCJcthwFN1e0vBRmlG5A4zh6ofM0cpZg6RFtjWISJS\nS7dOHb/fj3D42FDKeDwOAPB4PACARCJR8Lnd3d2or69HJBJBb29v0XIee+wx9Pf3a1BjIqs6qmBb\nqtQXi3zHtd5nNCNy57XXXsPf/d3fYW5uTqNaE1kRM0cJIzJncXERN9xwAx555BGNak1kRWzrEBGp\npVunzuDgIFwul/xzMBhEQ0MDAMDlciESiQBIhWPmtrCwACB1q06v14vm5uaCZezbtw833HAD/vEf\n/1Gvl5FF3Z2LWKaVyzXrtZbnkIItW6kvFvmOa73PDHrnzv/8z/9g/fr1WL9+PZqamjSvvxHvR5Zh\nrTKMLKc8zBwl9M4cSZLwhS98Ab///e/l11opvd5vPC/PWxm2dYiI1NJ1+lUmURTR2Ngo/5y+yt3d\n3Z211dfXIxqNYnx8HJOTk1lXwHJdeeWV+N73vofzzz9f9/oDtdPpwE4dqyl/SHKhLxbFjgeDQTid\nTs32WYHWuXP11VfjvPPOw1e+8hVd6lstHRUsw5rllIeZo4bWmfONb3wDkUgEDz30kGZ3urJb5wDP\na8/zlo9tHSIitQzr1AGUzwn3eDyYmprCzp070d3dXfBxX/3qV3HllVfmPVboP6nM/fn+XurPUvI9\nLndfvnNm7tOzzHzl5yvbimUqKVfJ79cO/77Zyh+SXOiLRbHjWu+zCi1zx+l04tvf/vY7izoeo/R9\nWel7Q8n7rtB5WUbpMjLPX2kZhc5daRm5+7QoIz9mjlpaZs63v/1tPProo/IX07RS77X038t9P5h1\nXrXvX5536Xm1zAe9zpsf2zpERGoZ1qnjdDqRTCYBAPPz85pMXdiwYUPBY4X+Q1HzH1Sx8ykpt9R/\n4rn79CwzX/n5yrZimUrKVfL7tcO/b7byhyQDpb9Y1MLCm1rnzn333Ydly5Yt2a/0fVnpe0PJ+67Q\neVlG6TIyz19pGYXOXWkZufu0KCM/Zo4aWmfOY489htNPP33J/lLvtfTfy30/mHVete9fnnfpebXM\nB73Omx/bOkREaul6S/Ouri5MTU0BSM07jcViGBgYwMTEBHw+H1avXq363G1tbThw4IBWVSUyTGtr\nK15++WVFj80dEVLIu971Lvz1r3+Vfx4dHYXP54PH40EoFMLs7Cw2btyY93g4HIYgCJibm9NkX77y\njKRX7jBzyM60zh1mzjHMHKKl2NYhIjKObiN1QqEQYrEYdu3aBQBwu90AgGg0CqfTWVGHDgC8/PLL\nkCSJGzfbbUobOQAUnzOzkQMA/f39EAQBADA7OwufzwcgNRQ597ggCPD5fJrtyyzPaHrmDjOHm503\nrXOHmZPCzOHGLf/Gtg4RkXGWjY2Njelx4rPPPhsjIyNYs2aNvK+9vR0ulwvt7e16FAkgFbLxeBzh\ncBinnnrqknnoehEEAfF4POsuGFpbWFjAs88+i0QigdNOOw0nnXSSbmVlMuK15TLj95j+9w2Hwzjn\nnHMM+/cFgOHhYVxxxRWanW/VqlWIx+MQRRGHDh3C5ZdfDgC44IILMDg4mPe41vvMYEbuGPVe1eNz\naFSm6J0hRvwOjM4HrTMhkyAIGBoawsLCQtZnpRLMnOrIHK0+q3pmix55ote/qd65oXVO6JENaYFA\nAKIoYmFhAatWrdLknLWaO0RES0gWdfvtt2f9HAqFpEgkIvn9/qLPC4VCkiiKUjwel8bHxw0pU5Ik\naXx8XAqFQmWVV275IyMjkiRJkiiKZb82tWVKkjavrdxyK/k9qi0zEolIoihKfr9fisfjhpQpSZK0\nf/9+aWhoSJPySD0jMsfojDEiU4zIECPywqh8MCITSpUhCIIkiqLq85M29MocI3JGr2zRK0/0yhC9\nckOvnNArG0qdd3JyUhIEoezzEhGRMobe/Uopv9+fdXvPeDwOIHWnCCA1Z72Q9K1CI5EIent7DSkT\nALxer+Ky1JafHk5aX1+vyTx7pa+50temply1v8dKykz/XRRFeQi93mXOzs6ioaFBvkUmmcOIzDE6\nY4zIFCMyxIi8MCofjMgEJWW0tLQgmUwiEAhgYWFBVTlUGb0yx4ic0Stb9MoTvTJEr9zQKyf0ygYl\n543H4/JIqFLvQSIiKp8lO3UGBwezhtUGg0F5KKzL5UIkEgEAhMPhrC39H1AkEoHX60Vzc7NhZUpS\nZetNKym/oaEBCwsLEEURra2tFZWntExA+zsHKC1Xze+xkjIDgQDq6+uxZs0aTExMGFKmIAgQRRGC\nIGB2drbiMkkdIzLH6IwxIlOMyBAj8sKofDAiE5SUEQ6H0dLSgo6ODvj9flWvhSqjV+YYkTN6ZYte\neaJXhuiVG3rlhF7ZoPT94PV6sWbNGuzevVvReYmISLnjzK6AEqIoorGxUf55bm4OQOpqVa5oNIrx\n8XG4XC74fL68j9G6zHS5yWQSXq8X9fX1qsosVf7Q0JDc+BgcHKy4DCVlAtq/NiXlavV7LKdMn8+H\naDQKQRA0GR2kpEyPxwNRFCGKouK7P5D+jMgcozPGiEwxIkOMyAuj8sGITMhXRk9Pj65ZR+XTK3OM\nyBm9skWvPNErQ/TKDb1yQq9syHfeTZs2ye+H4eFhVeclIqLCbNGpAyi/MuPxeOQhn0aVCUCXWxrm\nlt/S0oKWlhbNyylWJqDPaytVrpa/R6Vlpu9Some5+f59nU6nfDtcsg4jMsfojDEiU4zIECPywqh8\nMCITCv3e9c5YKo9emWNEzuiVLXrliV4Zoldu6JUTemVD7nnr6+s1vzhHRETHWHL6VS6n04lkMgkA\nmJ+fR1NTU1WWaXb5Zr3mWnmtZr+nSDkjfldGvx+q5TVVSxlGlcPcsQe9fk92fo/xvDwvEREpY4tO\nnf7+fgiCACB120mfz1eVZZpdvlmvuVZeq9nvKVLOiN+V0e+HanlN1VKGUeUwd+xBr9+Tnd9jPC/P\nS0REyliyUycUCiEWi2HXrl0AIN8xIBqNwul0ysNZ7V6m2eWb9Zpr5bWa/Z4i5Yz4XRn9fqiW11Qt\nZRhVDnPHHvT6Pdn5Pcbz8rxERKSOQ9L61kZERERERERERKQ7S47UISIiIiIiIiKi4tipQ0RERERE\nRERkQ+zUISIiIiIiIiKyIXbqEBERERERERHZEDt1iIiIiIiIiIhsiJ06REREREREREQ2xE4dIiIi\nIiIiIiIbOs7sCpD+BEHA8PAwkskkAMDr9WLbtm0FHx8KhRCLxbB27Vrs27ev6GOJiHIxc4jISMwc\nIiKqZezUqQFdXV2IRCJobm6Wfw6Hw+ju7s77eIfDYWDtiKjaMHOIyEjMHCIiqmXs1KlyoVAIPp9P\nbugAwJ49e+S/+3w+uXEzNDRUsAE0NDSE/fv3AwACgQDcbjcEQcDQ0BAcDgecTicCgQDq6+v1ezFE\nZHnMHCIyEjOHiIhqHdfUqXKzs7NwuVxZ++rr61FfX4/Z2VkMDw9jamoK27Ztw+TkZN5z+P1+OBwO\nxGIxRCIR9Pb2AgDC4TA6OjowNTWFoaEhedgzEdUuZg4RGYmZQ0REtY4jdaqcy+XC9PR01r54PI79\n+/ejr68P09PT8vFCw5Hj8TgEQUBfXx8AoKGhAQAwODiIrVu3oqurCy6XC9u3b9fxlRCRHTBziMhI\nzBwiIqp1HKlT5bq7uxGJRJBIJOR9o6OjaGxsxNatW9He3o6dO3eip6cHkiQBgPxnWnt7O9asWYNg\nMIhgMCg3eoLBIPr7+zE1NQWXywW/32/cCyMiS2LmEJGRmDlERFTrOFKnBuzZswcjIyNIJpMQRRG9\nvb3o7u6Gy+XCyMgIpqen4XK5MDs7i0QikXUly+FwYGBgAH19fejq6kIymcSXvvQlAEBHRwd6e3vh\ndDrhcDiy5rATUe1i5hCRkZg5RERUyxxS7uUKIiIiIiIiIiKyPE6/IiIiIiIiIiKyIXbqEBERERER\nERHZEDt1iIiIiIiIiIhsiJ06REREREREREQ2xE4dIiIiIiIiIiIbYqcOEREREREREZENsVOHiIiI\niIiIiMiG2KlDRERERERERGRD7NQhIiIiIiIiIrIhduoQEREREREREdkQO3WIiIiIiIiIiGyInTpE\nRERERERERDbETh2TNTQ0oLGxMWufKIqoq6vD8PDwksf39vairs4+v7Z4PI729nY0NjbmfT1pIyMj\naGxsRF1dHbq6ujA7Oysf8/v9aGtrK3kOIsqvnEypq6vL2jo6OpBIJIysbsWU5k57e3vWa+3v71d0\njIiKa2hoyPr8tLW1IRwOA2Abh20cIn3k5k5dXR36+vqwsLAgP6aW2jjFcifzXLnfQ8me7PM/ZxWK\nx+NwOBxwOBx5A2XPnj1L9kUiETgcDiOqpwmPx4NbbrkFs7OziMViCAQCSx4TiUQQDocRj8cxPz8P\np9OJkZER+djo6ChCoZAcRqOjo4a+BqJqoTRT4vE4RFGEIAjo7+9He3t73saAVSnJHQCYnZ1FPB6H\nIAgQBCHrccWOEVFxDodDzhFRFDEyMoLe3l688sor8mPYxmEbh0hLDocDkUhEzp39+/dDEARs3bo1\n63G10MYpljuZBgYGsjq9yL7YqWOiyclJDA0NYWBgAJOTk0uO5/YeRyIR+Hw+SJJkZDVVi0QiaGpq\nwoYNG1BfX4/t27fnfZ2tra0IhUJobm6GJEloaWlBU1MTgFTw9vX1YfXq1aivr8ftt9+OUChk9Esh\nqgpKM8XpdGLFihVobm7Gxo0bMTg4iO3btxtdXVWU5g6QGjGwevVqNDc3o7m5GStWrFB0jIiUWbFi\nBVasWIGBgQG4XC4IgiAfYxuHbRwirTU2Nsq543a70d/fn5U7QG20cYrlTtr4+DhaW1ttk7lUHDt1\nTLRnzx4MDQ2hv78fwWBwyfHe3t6sD2ooFLLVFABBELBmzRr55/b29iXBCgAtLS1YvXo1QqEQGhsb\nsWvXLjlcW1tbEYlE5F7kycnJvOcgotLUZkpvby9isZieVdOM0twRBAFOpxNdXV1oa2vLGqJd7BgR\nKZP5RWF6ehqCIMDlcsn72MZhG4dIa5m5I4oipqen0dXVVfQ51djGyZc727ZtyzqP3++3TWcWlcZO\nHZNEIhG4XC40NzfD7XYDwJIpWL29vVmdPcFgEN3d3brVKR6PIxAIIBwOy3PfK7GwsJB3vaBCenp6\nsLi4iN7eXvT09AAAuru74fV65XmydhqWTWQ1ajOloaFBty8aZuXOwsICWltbMTo6iunpaQCpf5/0\n4wsdI6LSJEnKWpdq3bp1GB8fR3Nzs/wYtnHYxiHSUm7upD+fGzZsKPq8amzjpGXmTmY7pq+vD4FA\nAA0NDRXXiazhOLMrUKv27NmTtTiVKIqYnJzEzp075cfU19fLw5Pn5uawdu3avOcSRTHr6lcpTU1N\neOmll5acY9u2bXIDq6OjY0njamFhIe+IojSv14uWlhb5Z6fTiWQyWbI+s7OzaGxsRH19PQBg+/bt\nWefZuXOn/O+S7lkmovIpzZRcyWRyScYYkTvlZg6gPHfcbjf27dsn/5zZuFmzZk3BY0RUWnpti3RG\nZHbmpLGNk8I2DpE2HA4HQqGQPJJlfn4eHo8H0WgUHo+n4POqsY1TLHf8fj86Ojpw8cUXY35+XtkL\nJMuzbKeOIAgYHR1FV1dXyR5WO0p36qQDY9++fejt7c3q1AFSV7Luv/9+LCwsYGhoKO+5lH7Ai/H7\n/fIK6vF4fMm8SyDVABsYGFB8ztz587FYLGvIYFooFMLc3Jw8LHBubk4+Fo/HsXv3bnl4YCQSQWtr\nq+I6EClV7ZmTpiRTcu3Zs2fJFy4jcqfczAGU504ikYAkSfKxdMOn1DEirVR75jQ2NubtzMnENg7b\nOGSsas+d9CwIINWZ3NfXh3g8XrRTpxrbOMVyJxKJIBQKZXUoNTU1Yf/+/SUzm6zLIZm0OtLIyEjW\nPL5wOAyn0wlBEDAwMLCkh7GaRCIRDA8P4+WXX87a39jYiD179si3qVtcXIQoivLiVvF4HCtWrEBd\nXR0WFxc1rVNHR4c8nzQd9pdccknWY9T0KKdfk8fjgc/nw7p16/DFL34RQCpwfD4fBEGQe9JbWlow\nMDCAlStXYseOHRBFUT6H2+1GV1cXxsfHcc0112j6+qn61XLmpD9HSjKlrq4O+/fvR0tLC5LJJEKh\nEDZt2oQDBw5o/p99qdxRkzmAstw5cOAAvF6vnDsjIyMQRRG7d+9GPB4veIxIqVrOnMbGRjzxxBNY\nvXr1kmPl5JFW2MahWsHcyc6diYkJHDhwQL5oXittnGK5s7CwIE/1PHDgANrb2yGKIm8IYXeSCSYn\nJ6XW1lb55/3790uhUEiSJEny+/1SPB6XJEmSBEGQ/H6/JIqiGdXUTW9vrzQ6Opp3//DwsCSKolRX\nVyfvb29vl7q6uuSfM49pYX5+Xmpvb5cikYgUCoWkcDis2bnj8bjU2toqNTQ0SMPDw1nHHA6HFI1G\nJUlK/d7Tj+vr65MWFhbkx4VCIamhoUFqaGiQJiYmNKsb1Y5az5z5+XnFmeJwOLK2jo4OKZFI6FIn\nq+SOw+FYkjvFjhGVUuuZ09DQUDA3yskjLVgpa9jGIT0xd5bmTigUkhobG+Wfa7GNky93MuupdeaS\nOUwbqdPV1YWpqSkA2b2X0WhUnpbU3d2NRCKBSCSCjRs3mlHNmhAKhfDKK6/IvbxE1YiZYy3MHap2\nzBxrYNZQLWHuWANzh4xmibtfpYefps3NzWHNmjWIRqOIxWK864jOYrGYfCcGolrAzDEfc4dqCTPH\nPMwaqlXMHfMwd8hollkoOXfAUEtLC1paWooubEXaSC+iRdUldx61kuOFnpM7RzsUCqGhoQF79uyR\n5ymnHxMIBMpe+M0MzBxzMXeo1jBzzMGsoVrG3DEHc4eMZomROpkrjM/Pz+e9KwERKRePxwFA/k87\nkUiUPF7oOX6/H+FwWH5uNBqVbw8pCAL+4z/+A0Dqts9nnHGGLe7cwcwhIiMxc4jIaMwdotphiU6d\n/v5++fZss7Oz8Pl8JZ/T1tYGh8PBjZvttra2NsWfjeUKz5k5vBYAgsEgGhoaAKRufxiJREoeDwaD\ncDqdS54zODgIl8slP9fj8WDHjh0AgGQyKd9lIBAI4KWXXlpyRxErYuZwq7VN69zJzRwqjpnDrdY2\nI9o6VFy5ucPM4WbnrdYzx5ROnVAohFgshl27dgEA3G43gNQIAKfTmfcWmLkOHDiAzZtnWoZ8AAAg\nAElEQVQ348knn4QkSVnb5s2bi+5L/z3fn/n+nm9jGdnnL1ZGvnLylVHqNehRBvBxAGPv/Jna9Hod\nN954Iz7+8Y/jwIEDij8rhwF8TcE2Pz+f9bx886hLHS/1nEwLCwuYmJjApk2b5H3JZBLRaBQTExOK\nX59RrJw51fA5qpYycs9fSRnl/L61yOjsLEv9uXnzZtx4443YvHmz5rmTmzmUTe/M4eeoss+RmZ/V\nQmXk/t2OZUiSsW0dylZp7lSSOfwc2auMfL8XpeVY5f8aZk62ZWNjY2NGF3r22WdjZGQEa9askfe1\nt7fD5XKhvb1d0Tm2bNmCzs5ONDc3o7m5ecnxUvvSf8/3Z/rvr7zyCjo7OwvWgWUc+7NUGfnKyVdG\nodegVxk//OErABre2esEIGJs7DOalnHiiSdCkiQcOnQIhw8fxi9+8Qso/dht2bIFlwM4vsQ2BWSd\n85FHHkF7eztWrVqF2dlZCIIAr9db9Pjhw4fR0dGR9zn33nsvbrjhBvn5J510Es4//3x8/vOfxwUX\nXICGhgb5M/zwww/D4XBkje4xm9UzJ/2nXT9H1VRGZlmVllHo3JllNDc3Y2ZmpuKM3rJlBseybAWA\n/8bY2KcBAIcPH8ZTTz2lae7kZg5lMyJzAH6OKvkcmfVZLVYGYN924QsvvICOjg7813/9l2FtHcpW\nae5UmjmZP/NzZP0y0n/atc22uLgIp9OJhYUFZg4ASDZlRNU3b97MMqq8DGAsZ/u4puf/85//LJ1x\nxhnSjh07MspU/t4FIP2rgi33nCMjI1IkEpEkSZL27NkjjY+PFzweCoWk8fHxos/x+Xzy3/fv3y/F\n43H5POPj45Lf75dCoZAkSZL8c7Vh5rAMK5dzLMM2S8D/JQFnSIuLixnHtc2dfOcLhUJSJBIp+PnP\nd1zJvv3790sOh0NqbW2VWltbpeHhYUmSJMnv90t+v18aGRlR/NrshJljvXJYRn67d++WTjvtNOkP\nf/iDvM+Itg5py6h/Xzu+x1mGtcoQBEE69dRTpQceeEDeV+uZY5m7X6kxNjaGzs7Okj1/aul1XpZh\nnTIkaXPWzzMzH9fs3AcPHsTll1+O3t5eDA8PY2ZmBjMzM2WfJ9+H9MV3tkL6+/sRi8Xg8Xiy5lGL\nogin05l1XBAE+Hw+SJKU9zm5otGofBVIFEWce+65qK+vR0dHB4DUtC0l60XYETOHZVi1nHSWjY6O\nYmbmJESjz8LhcGiaO8VkLrQuCAISiYQ89L/QcUmSFO2bn5/H4uIigNQC7k6nE9FoFF6vFy0tLejr\n65MXb682zBxrlcMylnriiSdw6623IhKJ4PTTTzcsc0gfemcOYL/3OMuwVhmvv/461q1bh02bNuHq\nq69m5rzDIaVbUDbjcDhg06pTDXjrrbdw1VVXYdWqVdi1axccDod8rJz3rsPhwA8UPO4mLL1tZSAQ\ngMvlyro9eUdHB2KxWMHj+faFQiEMDg5ifHwcGzZswMLCAoLBIABAEARs3boVAOQ7ZM3OzuKLX/yi\notdnJ8wcsrq7774bO3bswDPPPIOVK1dmHdM6d3IzZ3R0FF1dXbjkkksQjUYRj8excePGosfTHcAe\nj6fovszzBAIBDAwMIBAIAAAGBgYwOjqK1tZWObOqBTOHrC6RSGDdunUIBoNLvrQZ1dYh7TBzyOoO\nHjyISy65BD6fD//0T/+UdcyozAmHw3A6nVnflUodz7cv3Y45cOAAtm3bVnDfyMgItm/fLrd/CrF1\nJ5URvclEagwMDGDZsmWYnJyUO3TU9iQfX0EdAGRdvU536BQ6nm9fT08Penp65J/r6+vzhkp3d7fK\nmtoHM4esKhgM4hvf+MaSDh2jckerxdmLnScajaKvrw8AsjIoHo/j2muvLbPG9sDMIat65ZVXcMUV\nV+C73/1u1vvT6LaOVl+wlO6rdswcsqq3334bvb29+MhHPoKvfe1r8n4jM0erUcnJZHLJaGMAeUcg\nBwIBPPDAA5icnCxaN0vc0lytdPAQWU1PTw92796N44471m/a2dmparGt4xRsZAxmDlnVOeecg5/+\n9Kf4wAc+kLVfr9zJp9QVskqvAE9PT6O+vj5rXzweR3t7u6K7SdkRM4es6m/+5m8wOTmZddEHMLat\nk/kFCkiNHCp1XOm+RCIBl8sFj8cDl8u15NzViplDVrVs2TIMDAxkXTAHjM2cYDCIhobUTSlcLhci\nkUjJ48FgEE6nM2ufIAjyc9MzJHL3zc7OAkiN3nnppZdwySWXlHw9tsXeZLKqK664Ysk+tT3JJ2tQ\nH9IGM4es6uyzz867X6vc+eU7WyFOpxPJZBJA6hagTU1NBY+LoigfL7Yv9zzpL16ZotGoPAW0GjFz\nyKpOOeUU09s6wWAQXV1dAI59Wcq8ap7veOa6f8X2eb1ejIyMYGpqCoIgVOWaXfkwc8jKrrnmmiX7\njMwcrUYlZ04rT482zrw4lTkCOZlM5p2OnosjdYgMwpE69sfMIbvRKnfcAD6dseXq7++HIAgAsGRx\n9tzj6cXZS+3LPE96Xya/3y83cNJDl6sNM4fsxsi2jp7TPt1uN1paWtDY2Jh1rNoxc8hujP5+peWo\n5HyjjXP3DQwMwOPxYG5urmhbx9adOkS14HgFGxGRlsrNnPTV8Wg0CqfTKTdGvF5vweNK9wGpRQ1b\nW1vl8iKRCEZHR9HW1obGxsasodhEZD9q2zp6TftcWFhAW1ubvDhpeioEEVWHfBnzawA/zthyqRmV\nXOw5+UYbZ+4LBALyjWiampryXuBKs/VFfg4RJCuIx+M4cuQIzjvvvKKPUzs8cLnKepH2mDlkJIdj\nS4EjbwL4T0jSAyXPYWTuaLU4e759LS0t2LFjh/yz1+uVG0nVjJljD/k+q5K02YSa5JdbPzV1u+ee\ne9DX14eTTy4+aUHLzIkDKLaSjR7TPtP7/H4/hoaGsGLFCjidToRCoaJTH6oFM4es4sknn8T73vc+\nnHXWWUUfp2XmnPfOlnZvzvH+/n7EYjF4PJ4lo5KdTmfW8fQIZEmS8j4nd7Sxx+NZss/lcqGjowMA\nsqaJ5mPrkTocIkhmO3DgAK644gq8+uqrJR/L6Vf2x8wh8x0FsBvA7xRdgTZyoWTSHjOHrOCb3/wm\nJiYmcPjw4ZKP1TJzzgUwlLHl0mPapyAI8gjDFStWAEh1MKcXOq12zByygv3796Ovrw9/+ctfSj7W\nyO9XWo1KzjfaON8+j8eDSCSCcDiMlStXFr0phEOq9HYUJinnXvREevjTn/6E888/Hxs3bsTQUL7m\nRn7lvHcdDgf2K3hcOyq/swwVx8whoy29+r8I4EEARwD0QZLuLONc2uYOM0d/zBz7qOaROj/60Y/w\npS99Cc8++yze//73l1GmMW2dQCAg3z0mPcqvo6NDHiWY77jSfRMTE3C5XEgmkzVxS3NmDlnByy+/\njIsuugjf/e538clPflLx82r9+5WtL7hxiCCZ5a9//Ssuu+wyXH/99Yo7dDj9yv6YOWSuaQAiUksV\nL1P0DOaOvTFzyEyPP/44vvCFL+CJJ55Q3KFjdOboOe2zFqZb5WLmkJlee+01rFu3DmNjY4o7dNjO\nSeFIHaIySZKE9evX4wMf+AB27txZ9gKd5fYkv6jgcR+EfXqS7YqZQ0oVXgsnRelV8uzzvABgH4Cb\nkL4RZzlX27XOHWaO/pg59mGFkTrFRuOoGanzq1/9ChdffDEefPBBXHDBBSrqw7aO3TBzSC0tMvCt\nt97CeeedhyuvvBKbN5efn7WeObYeqUNkBofDga985Ss477zzDLnjCu9uRUTAGQA+BEnabkhpzB0i\n5aw01SofNfU744wz8Mgjj+CjH/2oDjVaiplDVNuOP/543HXXXao6kVWVZ0gpxmGnDpEK559/vmFl\nVVvoEJEaDYaWxtwhqm0nnniiYR06ADOHiIALL7zQsLKqLXPYqUNkccuVfEqP6l4NIqohJXOHmUNE\nGmJbh4iMVG2ZY+tOHS7mZR4rzB9Xyip1VbuQ13EqQyccDsPpdGbdyaHU8ULPGRkZwfbtx6Z9BAIB\nAKlbum/btk1RedWAmWN/VsmDNL3ro1vu2KihY2fMHHswI1dKrd1V7LiedTO6rUPaYuaQ3TBzUrhQ\nMqlitS9GxVRa18cffxwnnHACLr74Yo3qU95CXv97SunHnfxG9kJe8Xgcs7Oz6O7uRiAQQEdHB9xu\nd9HjkiTlfY7f78f4+DhefvllAEA0GoXL5UJLSwv6+vowNDSExsZGCIJQsLxqwMypDkZkVzkLJed7\n7KuvDuH+++/H5z//eQ3rpG3u5GYOaY+ZYx9W6dRJl1nuYu2Li4vYvn07Pve5z2HFihUa1U//tg5p\ni5lDRrr//vvxoQ99SLPvC7WeOXVmV6CU4eFhs6tANeyFF17ADTfcgJNOOsm0Oiw/qfSWKxgMoqEh\ntQaHy+VCJBIpeTwYDMLpdC55zuDgIFwul/xcQRDkYy6XC4IgYPfu3Xmfa0fMHDLXYaxfvx4HDx40\ntRblZg6px8whM0mShNtuuw2PPfYYTjjhBNPqoaatQ+oxd8hMjz76KD7/+c/b7vuVlZnWqTMyMpL1\nczgcRjQalad1AKnRBERm+e1vf4urrroK3//+9/Gxj33MvIosU7DlEEURjY2N8s9zc3Mlj5d6TtrA\nwIA8vSoej6OjowOiKKKpqankc83EzCHrOwrgfpx//vm44447zK1KmZlDSzFzyA7Gx8fxxBNP4KGH\nHjL1C5aatg4txdwhq3v++efx6U9/Gg8++CDOOuss8ypSZZljypo6fr8f4XBYXqMjHS4ejweCICCR\nSMDpdKKhoUG++k/Wlznc1+y55JWW/9///d+49NJL8fWvfx1XXHFFReeqmMpPaanhgpUOJ4zH42hv\nb5eHTVp5eCIzh4oxMrtyyztmEcADAE7Gd77ThO98584l9cl9nq51VZE7Wq3jlW9fespoMplccu6J\niQls3Lix/ArriJljXWo/R2ZPOy/V7lHjnnvuwY4dO/Dcc8+Z/z609Sqf1sDcIbMozcf0BfMf/OAH\n5l4wB6ouc0wZqZM7nSPfVBBBECCKIgRBwOzsrBnVpCIkaXPWZmW5dS1V38XFRVx11VUYGBjATTfd\nZFAtizhJwZbD6XQimUwCAObn57NG0eQeT4+yKfWcXNFoFFu3blVUntmYOZRm3ez6GYA3AFwNS8yM\nLjNzMr88AEAikSh5XOk+ANi2bRu6u7shimLWuSORCKanpyt7rTpg5tSWctsZepVban+m559/HqOj\no3jsscdw6qmnGlLfolS0dSgbc4es7PDhw7jsssuwdetW8y+YA1WXOZboo8o37cPj8UAURYiiCIfD\nYWLtqNbU1dXh3/7t33DmmWeaXZWUPMP/Zv4XmDlU+Cn9/f2IxWLweDyYnZ2Fz+cDkPqsOZ3OrOOC\nIMDn80GSpLzPycfv98tXxqPRaMHyrIqZQ9azBsBHARxvdkVSyhx2HAwG0dXVBeDYl4fMxQ/zHZ+b\nm5Ozotg+QRCwdu1aAFgyIscun1VmDllNe3s7fvazn+GDH/yg2VVJsdlUBztg7pCVnHTSSXjkkUfM\nnXKVqcoyxwKXA1PyTd1wOp2YmppCc3Oz8RWimnbWWWdZ5z+745ZunSuAsfce23Klv0xFo1E4nU6s\nXr0aAOD1egseL/ScUCiEWCyGXbt2AUhdGR8dHUVbWxsaGxvhcDgKPtfKmDlkLSsALDe7EsfkyZ2s\nLYdW63jl27dv3z7Mzc0hkUhgYmJCPpZIJOQRPXbAzCErOe6446zToQOUzhxLXIa2H+YOWYllOnQA\n1ZmTb52qUsfz7QsEAggEAhgdHS37uYVejunUTt0YGxuT/97Z2YnOzk4damdNSueEVzIHXKv1G7Sc\nv662zFxGTruYmZnBzMyM+hOcqO5p6XUnMr/0xGKxosfz7evp6UFPT4/8s9frlT+vpcqzKmaONVnh\nduNm5JUe5zUjd/Rcx2vlypVwu92IRCIIh8Po7u7Om0NWxcypnKFrShUoU+3ztGo/lXvcSGa1dagw\nNbnDzKFCrJQ3gDmZk2+dqsxRyfmOp9s+mfuSySS8Xi9aWlrQ19eHaDQqX9Aq9dxCt4C3RKeO2qkb\nmcFDtafYAqJWkvuf4pYtZdbVEp/S6sLMoUzpLLFyjpTL6NxRs44XAMX7Wlpa5PPs27cPLpfLFh3I\nacwc67DWWlrVg20d61GTO8wcUsvobDUjc7Saap55MwiXywVBEDA9Pa1oSnqhTh1Tpl/lTudQO3Vj\nbGyssh46IqTu/vD444/rXs7MzIy6/yw5JLlizByyltcBzBhSkla5M/MGMPbqsS1Xf38/BEEAgCXr\neOUeT6/jpXRfT0+PvE8URaxduxaCICAcDsPv9yOZTC5ZmNlszByylrcAPArgsO4lGd3W0WoqRO6+\neDyOuro6tLW1oa2tDcPDw+W/JoNpkTvMHNLKv/zLv+CFF17QvRwjM0erqeYDAwNZd/fs6OjIupBV\n7LnFXo7hcqdzAPaaukHV4+GHH8amTZvw1FNPmV2VwjgkuWLMHLKO/wHwIwAXm12R4nJyp/M9qS1t\nyx+zj7vdbsRisbzreMVisYLHle5zOp0Ih8NIJpNZiyUHAgEsLCxYZw20dzBzyDoWATyA1HXcE0yu\nSxEmToXIt29+fh6Li4sAUut3pe8iZWXMHbKK733ve/jWt76Fa6+91uyqFJYnc2bE1FaMllPN4/E4\n2tvb5dyqZJq6ra/xc4hgfpXMwS42dE6rqQlGzTUv5bnnnsPNN9+MvXv3GrJYYHqYIIck2xczJz8j\n1sIpt3xrlnkIqQ6dtQCMWUzcyNzRah2vYvu6u7uXlJk+Vo2YOcqUk0Fa5kXmucppPxmXjxKAnyI1\nQuc6pAfo67nuoJGZo+dd9zI7j2OxWFXnTCZmTm3TIh8ffvhhbNjweQCfwamn+uX9euWelpnTuTK1\npW35XfbxSqea5z4nGo1i69atqp6r4OXYx9jYWM0u4lXOB0Pt2jN2WbNGjV//+te4+uqrce+99+Lc\nc881pEzVC3rZ+lNaXWo5c2qBvl+03gLwYwAuAOerPku5dWTu2Bsz5xg7rYWjVfup8vP8DMB/AfgM\njPpQG5k5et51Ly0ajaKvr6/8ytkUM4eKKZXD6QvmwKcArCz6WK0YmTmF1qkSRRFOpzPreHoKuSRJ\neZ/j9/vlzuNoNFrWc/OxzC3N1UgHD1F53kZ3dze+8Y1v4NJLLzWs1M7OTnVXQJYp2MgQzBxSL4rU\nbcu7ABg3VUi33CFDMHNIPQFAAqkROicZVqrRbR0977oHANPT06ivr6/oHHbCzCG1Dh48iL6+Ptx7\n770ATjOsXCMzp9A6VV6vt+DxfPsikQhGR0fR1taGxsZGOBwOxc8txNbX4tibTOoswxNPPIFVq1YZ\nWqrqnmTj2mJUAjOH1LsIqfUsjL2WwtyxN2YOqdcM4O8BvNvQUrXMnJnXU1shetx1L/c86XV5agUz\nh9R617vehX379r3z/ep5w8o1up2jxVRzr9crZ06pcytdF8shVdqFbRKHw1Fx73u1Mneor/oyjZzi\nZeYw7nLeuw6HA1KvgsftqfxqFBVX65lTbM2Kco/ZidWmoapfg0zb3GHm6I+Zo3zdFyt8NquJFm0k\nI9o6iURCXu9mYmICPp8Pq1evlqdC5Duens5Qat/q1ashCAKGh4cxNTWl9p/BVmo9c6zAjPW3jP6+\np5da/37FkTpVqFRDR+2HyohFlKsZ17awP2YOGa3SRhBzx96YOdXB6h1QWn7ZMjJz9L7rnsPhQGtr\na/kVszFmDmnFqAvobOekcKROlaukU6ec3mItRgdxpE6Bx35GwePusU9Psl3VeuZwpI45r0WrrNI6\nd5g5+mPmVM9IHavXVY82Eds69lPrmWMF1TRSx+jvWrWeObZfKFlVzxzVmKcAvGh2JTAzM6NuIa/j\nFGxkCGYOKfM7ANYYrq9b7pAhmDmkzP8C2APgTbMrwraOzTFzSBkJwGNI3V3PXMycFI7UMVE5o2is\neGXHHvYBeA6pxQLfJe+11UidYQWP22mfnmS7qobMKaXYFSJmkFJ/AvBvAK4BoP2wfcPW1CmRO8wc\n/VVL5uiVK8yntCMA7gVwOoB1qs5giZE6bOuYrloyJ5fa0S+VjEIuJ5+0emwlr6t8TyJ1wfwzAE7M\n+wjLj9SpssyxWR8UUTl+g9QonZuR2aFjO/mzksi2qmVq1lIigPuQ+mJl83UYmDtkAey4KeVtACEA\nTgA+k+tSIWYOkU0ybx+AXyL1/crGH1wbVz0fW0+/IirsFQAPA/i/ATSaW5VKqRweGA6HEY1GEQgE\nFB8v9JyRkZGSz00/plB5RNXtfwH8CMB5AP7W5LpooIqGJBNVJwnAI0h17FwF2zfpq2wqBFF1+jVS\nF8yvh60vmANVlzm2/h+A8z4pv6MAfgKgG8CpJtflGCPnfMbjcQCAx+MBkLrtZ6njhZ7j9/sRDodL\nnjsQCOCMM86o6jtFMHOosAiADwL4O7MrkoVr6tgbM4cK+y2A1wD0wUofSq5vYW/MHCrsEFLr6Fjr\ngjkzJ6Xq19RxOP4562dJuk2vKpXNusPqqsGbUDquzvJzPv8fBY+7M3vO5+joKLq6unDJJZcgGo0i\nHo9j48aNRY/Pzc3B5/PB4/EseU5XVxempqaKnjscDqO7u7uMfwl7qca55swgLb0J4Hjofa3EsDV1\nSuRObuaQ9szOHLV3vFNyHtKChNR6OpXPIbDEmjoq2jqkLa0yx+H4pyX7JOmOis+rvHzzM6eSaVTW\nnqKu7vuVEXf1qvXMsVkfVHXJfUNb88NrV1U0UVLFp1QURTQ2HutFn5ubK3m81HNKnTuZTObtQCKq\nDfpkjmmLurN1QBqxxxoRduRArbd1iJSydkeJnTBzrMrW06+IaoLK4YGlepYr6XnO99yBgQF4PB7M\nzc0hGo2qPjcRWYCJ63gpXbMrHo8jHA5zHS+ialBlUyGIyOIstmZpPB5HXV0d2tra0NbWhltuuSXr\nMaXaOuzUIbK6E5duM38AxmaObbmcTieSySQAYH5+Hk1NTQWPi6KIpqamks8p9txAICCvu9PU1ARB\nECp7zURkrjy5k7Xl0Godr3LW7Nq2bRu6u7shiuKS8ojIZkplThUNECAiC1CROXquWTo/P4/FxUW8\n/PLL2LNnT1ZnjpI1S23d7z02NobOzk50dnYaWm6pueTZc0mPFnwshwBqQULqLldnIrVIqXXNzMyo\nW3wuz6e088zUlrZlKvt4f38/YrEYPB4PZmdn4fOlbnUqiiKcTmfWcUEQ4PP5IElS3ufkyn2u1+tF\nMplER0cHAMhr81QjszInVyVrXTB3tPD/Afg9gPVmV6QkLXOnmGAwiK6uLgCAy+VCJBKB2+0uejwz\nK4rtc7vdCAQCWWt2hUIhrF27FgCqerqnVTJHiWNtn6XtHqrUPICHAFyH1Npd1mVU5pA+rJo5lbZd\njG77VFKeNdppbwMIATgfwOmqzmDU6zAyc7Rq67jdbgwODiIUCsnPTXf6AEAsFsPAwAAALGn/aPhy\njLGwsIBYLIZ4PI7BwUHU19cveYySla6ttDAy6SEK4E8ALjW7IiWl/5PcsqXMkFtWfllutxuxWAzR\naBROpxOrV68GAHi9XsRisYLH8+0LhUKIxWLYtWsXNmzYsOS56TBL9zavXLlSfq6daJU5VO1mAewF\ncIPZFVHEqNzRah0vpWt27du3Dw6HA4lEApFIxJYdO9bPnHKaiJZtTlaBNwD8CMBaaNWho+daXUa2\ndah8pXJHi8wxclFk0kP6gvlbAFZpd1adcsfIzNFzzdK0aDSKvr4++Wela5aaNv0qcw4ZsHSuWSwW\nQ0dHB5xOJ6dyUAHPA/gNUrfWO8HkuujoJAVbHuk1btI9vUDqc1XseL59PT09SCaT2LBhQ9HHdXd3\no7u7G1/84hcrebW6YeZQ5V4DsAdAL7Rs6FhSTsbMvAKMPX5sy0fPdbxy1+xyOBxYuXLlkk5lK2Hm\nUOWOAPg/AM4CcJ7JddGZyrYOZWPuUOWiAF4H0Ieq7m1VmTl6tnUAYHp6OquzVemapaZ06uTOIcs3\n1yz9d1EUs4Y1EaX8CsAzAK4HcIrJddHZMgUbFcXMocrNA7gPwOUAWkyuiwFyMqbzw8DYNce2XJWu\n41VsX741u5qamtDS0iKfe9++fdr/G1SAmUOVextAEMDfAPCUeGwVYFunYswdqlyNXDAHVGWOnmuW\npqU/twDKWrPUlPGyuXPI8s0/S88lW7NmDSYmJnQZWu1w/POSfenpWg7HeM6Rt0qcK3PIV/F/VmvM\nlbSzIwBmkJpb3mBuVYzAUe0VMzJzHI7dS/ZJUr+K8xTOp/yPL5wrzBwtPAngAgAfNrsixigzdypd\nx6vQvkJrdtXX18ufaVEUce6552r68itllXYOkJtJf8w5mr3+jSTdXuJc/1T0OGnpP5G6bfkn3vmz\nyrGtUzGr5E7x71dLM4TTtaziIIAXUBMXzIG8mTPzm9RWiJ5rlgJY0mnjcrkUr1lqiQjNN9fM5/Mh\nGo1CEAT09vaaWLt8cv/ZchcFzPy51GOpfCcAuAWVXLbRcz655izxKa0u9sucbLnv3+KdysUyh/mk\n3FWoqUvFZeaOlut4KV2zy+l0IhwOI5lMWn5NHTtmTu4XLeUdOsXePLkZUyyDaj2fPozUTSBqJHdU\ntnXC4bA8lShzSnix40r3xeNxzM7OIplM5j231dkxd8hM7wLwWdRy5nR+JLWlbXkw+7iea5YCgMPh\nyLrLlcfjUbxmqWW+LubOP0tXOnMlaKJjaiRwAN7GUyfMHCpPDWUOoCp30l96cu/gUOy40n357vyQ\nfpySu0JYATOHyldDuaMiczKnFwmCgEQikTWlKN/x9Oew1D63241t27YhGAxiYmJiybntgrlD5WHm\nlKJVW6enpwc9PT1Z525pacGOHTuy9ilt41iiU6fcuWZENcUSn9LqwswhKoG5ozSc8toAACAASURB\nVClmDlEJJt5eON8+QRCwdu1aALD8SMBCmDtERVRZO8cSL6fQ/LRS0rfd27JlDsBH39kASTpDn4qS\nSRZh4o3aKjYzM4OZmRn1J7DEp7S6VJo5wLFbKJbD4ZhZsk+SOt859rCC56enP7y3rHJJDeYOaUfP\nzHE4kkv2SVLjkn1KZOfQS6rOQWoxc8ql1e2F8+1LnyuRSCASidiyY0dN7lTazlEj3xo8ZARmTjUx\n5eXkziErNP9MidR96U9TVY9ii47mLha4dOHkTCtyfs5sYB2fc2x5xt8rWeui+MLNhdltTvpRAPcj\ndSvPNpProk76P0XV4cPpVxXTOnOKNXLULIqcXzmf+cxceU/OsT/n/JyZLbll5OZVsfKPL3JMLavk\n0/+L1N2uLjO7Iqoxd8xlZOaU9teMv+d+xo+HJP0DACUdy5mdybltlMycWZ5zrFjmFHMo5+dimZP7\nuoplklVyJtOrAH4CYAPsOv3BrMzR8/bCK1euhNvtRiQSQTgctvxUT61yp9LMKfb9aulnVelX0dxc\nyf2MZx7PzY5Mpdb1UvpYK+ZIOd4E8COk2jmrTK6LOmznZHNIld5M3SQOh0MOaocj+2qSHiN1infq\n5AZNssgxpYHATp1UD/K/IxU8fdCyoWPmQsmZ711Fj31KweM+XlnDhUor5/dW+BwzS/YVHqmTu/x+\n5mc+d6ROZuZU0qlTTK106vwSwDSAmwE4Ta6Ldlmlde4wc/Sn9HdWaqSOw7Er48jSLzuFO3VyR+pk\nXsAyo1MnUzV16iQB/ADAegBnG1KiEW0gLTJnJgHM/Mexn7fck507o6Oj8Pl88Hg8CIVCmJ2dzRpR\nk3k8HA5DEAR5qlWpfUBqKlZ3dzcCgQAOHDiAbdu2qfq3sAst2jmly8j9PqW0U6fU9yB26ih3FMCP\nAdTDyLvr6Z07tf79ytYDj8bGxt7pSVY3UoesLoLU1fIbYNcrV5lU9yTb/6VXjXTmGDEcmcxwAMBj\nAD4NK3ToaIG5Y2/MnGp3EMC9AC6CUR06etMyczo7Ulvalnuyj1d6e+Fi++rr6+Xbg4uiiHPPPbf8\n12RDzJxqtwjgIaS6AC6HUR06emI7J8XWnTqVcjjuydmT3bMrSbcYVhfK9RyAF5G6Wn6C5mf//9k7\n9/goqrv/fxa81QvZJFjrY7VkA+3PVi0J0VbFp5HdDaB4I4FgrdYqSWi18nhJE7XaUKtcUuuj+BST\nRa2WqoRdQdSiZEdXJLWWddfbUx9FJqiteMtmI4oggfn9se5kZrI7Ozs79/2+X695MXPOzJzvsjuf\nnPme7/ke4RLQll/e/BCzDSAKweUKC45GS+6IDlECQ3N5H0AIQCMoZxFId2yOy7Uhj3OXf7U3QRdb\niGzsAfAXACcBONlkWyyACs3RcnnhTGVutxuhUAiJRMKWOXX0RKwxn46q124qOqEtvQCScMqAeUE4\nrJ/jiOlX6u/xJ0lJdqeOOCx5u+S64yXHwpDlCZK6D7O2J0aa5FBuCkU+YYZShOGLVgkl3APgQQBz\nYMRoudFOnbzDA19WcN5k+4QH2hW1miN26gAc5xPU/UlQI502KpekVHruF1n2AWAA2ZE6koT6JO2k\nSXOH5TM1QohQZ/KZtqW3Pj2KlJZL9dx49NAkrXWHNEd/lE+/iklKPpQci52UHFctuHa5oMYHMW9L\njoXTG+TakGpOIst5wGgdEfZtduZRJ0WtPknRU3deQ6o/OQtGj5ZbcvoV9XVMJ7/vTJ1TZ3RSZOH7\njvS53ZnlPECsKwBwRMb2Rt8311RNtX2UbPewEkMA1gD4MYBDDW/dctOvHKY5to7UoRBBp3IwUskC\n7R8SKITCA+0PaY6TuQBO0xyAdMfukOY4mRMBnACn6Q5pjr0hzXEyJQAuB2nOVzhMcyhSRwRF6hQj\nlo/UUbCqrGuSfTzJdoUidZweqWMdLBGpk0N3SHP0hyJ1nB6pYx6WjNShvo7pUKQO4OxIHXOxXKSO\nwzTH1pE6ShCvjPXvPK9dITj6pib2EETeqPQkh0IhuN1usCyLpqYmRfVKyzo7O+HxeJBIJGTPI0bj\ncmm1UhRB6IjDRrCIEVxS/yxRdAjzCgIWyS1ImuMoXK7VomPKsUNYDodpjq2dOoWHCF4qOe4T7L8q\nqZsxslsq8fIOShMSzhbsSz3JtYL9FyV1Qo+0nMcZEHuapW3IvTTKjV7Jea/19DrvzdC281AdHqji\nKY3FUiO36ZUc4vE4qqqqZOvTnuhcZQMDqVHY+vp6tLe3o7+/H4ODg7LtOQV1miNcnW+ipO5SwX5E\nUieNxjlxZPdrkrey3YL9UQMK0qEIOee20D7pSLz0OumomRC5yCHhsfTHLbdkaT7LjuZi/1ebrf8E\nKsJI3dHTkZyms7OTT1haDI5kRZpzRrX4+HmZyJ0jZkrqBNE5MyVRx72SY2GgjjTdnfCxlgbqcEIt\nkfZXpMufbxfsS6N6hM+5NDJAeiy39LBcnbT/pOUSxtTXkcX5cmwLlPZzOE6qJSNIHTpipM+AUBOk\nbX6a5Txg9CyJfwn25SKLpc+4XNRfPlE8+eiDUZE85mqOUc5i0pwUY8w2oBBGljQn7MtuAPcC6Dfb\nEN2pra1FR0dH/hceomCT0NPTg9LSUgCAx+NBOBzOWd/T0wO3252zLBwOw+PxAAAqKyuznudESHOc\nAAdgIwDGbEMMQTfdkSB0FANAPB7PWa+0LE04HEZvby9f7vF44PV64fF4RrXnFEhznMJWACuRciY7\nGyP7OoT2kOY4hZ0AVgD42GxDdIc0J4XtnTqqPHOERRgGsBqpqW0TzDXFACKRiCrR4cbm3qQkk0mU\nlY1EUqSja+TqlZaVl5cjkUiNmAwODmLbtm0523MKpDlO4G8AWAD/abYhhqCX7kjR05GcxuUaSe7I\ncRza2toAACzLOjIyECDNcQb/BrAWwNmwebdbEUb2dQjtIc1xArsB/AXA9wEcabIt+mO05oRCITAM\ng0AgoLg+2zXpfoz0WMm1Umz914W8yXZmP1KdnEMAnAWnZWLPhFpP8r4DRm/PvAD8pnNky0SuxF5q\nE381NDRg27ZtAFIvU+Xl0mS7zkWJ5rjKxBthJV4B8A8AF2H0tA9noqXuCDcpejqSgVRkTjp6BwCq\nq6tRUVGBsrIy0flOg/o5ducTAA8DOBfAcSbbYgx6aU4m3SG0R43muOaIN8JMhAPm5g5euVyLRJte\nGKk5WkUlA0B3dzdCoZDo+kAggEmTJqGyslJRe0KKQCKleSnkEM77PklcdbRgTmKN5LLHJfNKhQtI\nRCRzwoVTQF+TzgcVvmRI54NK58jLIZznKc1nIX2Rkc5RVUoh80E5AE8jFRp4MczwLVoiKaBCMonK\n1DNTW5pblojr3W63KJpG6ngR1ieTSb5erix9n4qKCjQ2NiIej8PtdsPj8WBgYEC2veJmgmBfupqM\nMIdNraRuu/jwOoEmvCk59WDBflDavkQDzxQcRyWn7hTqgVSfpDl2Eln2AbEGSeuEmiTNgyG3Eo5c\nPjAlbEVq2tWlSC3rScih5gVKL0cyMKJDaZLJJCZOnIhAIICmpibeyVOUvCA5PqAanOARnI//4ffv\ndUmexyMEz7n0O39ScjxfsP+UuGpM+ef8/v7rDxNX7hT0g7ZJ+kRSSdwpzEEm7WdsF+xL8w5K+zZC\nbZFbUSfXSjiFsBPAKgBnAvh/Gt63cKzYByKnjYM4RyYp8gG/FB8PC/LvjJfkB/tcsP9DyX3+T3K8\n41/IjnAFYekP7Q3JsVATpHqgNF+gFD1zdQkpvgHzQlCjOT09PairqwMwEk0sjBTOVD8wMAC/3z/q\nmubmZgSD4k57IBBAfX294vaE2DpSh7ArXwAYBHAhiiFpYKHsOfignJuUxsZGsCwLAOjv7+fFJJlM\njqpnWRZ+vz9nWfo+8Xgc0WgUVVVVSCaTqK+vz9oeQViHNwA0ohhCkbUgX81R40hWWiaN0gFSHZ+W\nlhbU19djzZo1ozpGBGE+2wFUA5hish32QE1fhyAIIUNIOXZmg17xc6NGc7SKSs5GIpEAwzDo7OxU\n1J4QW/vFC1/9ijCHQwH82GwjDEdtdvZ9Y/OfSF5VVYVoNAqGYeB2uzF58mQAgM/n4x0ymeqVlrEs\ni1AohAULFsi25zRIc+zMuWYbYApa6c7myD5sjmRP8trY2IhoNAqv1zvKkex2u0X1aacxx3E5y3w+\nH1iWBcuyfERgOvx43LhU9Fr6XCdCmmNnTsx9igMxsq9DaA9pjp0pRWrwqrgwWnP0jEpOr+TZ29sL\nhmHyup/tnToA4FovLueKs+9OWJz0H8lFi/KbV7oP6kQnLQzCEe5oNCpbr7RMGBood57TUJVdnyBM\nRCvdObV2LE6tHTletugzUb1ejuSqqio+1DgQCGBoaAgulwutra3o7OyEx+NBIpFw9JLmanAtHdm/\nvC37eQShNUb3dQhtEWqOUEcAgBNoietQQcXZue/rcm1I7RyQfSl0glCDlprTFxlGX2Rf1msKTW8h\nl6IiEAigrKwM9fX1KC8vB8uyOdsT4uIKcSeZiMvl4j1Xck4d1zOSumkj+9+FONnQGy7BHDVJOolT\n/rmJ3//HekniKUnU99cffJff/+ivksR4zwr2/0dcJc7FI6n7THLMyc0XF05Sz5UzRxjGtVNSJ5wD\nKp3zKZ0fquWcUP0xcz658Ler5Nx/cbnz03zTNVCQZ5jIjdLvbZSulI3oyimJTaK6bfsr+f2Bu48R\n1V18lTjL/Sacwe+fjr+J6h7622X8/tdOGBTVHTvuPdHxW5cJ8oVJH/l/IzvSVTG3CfY5aW4c4bFU\ng/4tUyfVMuF9cmmQEHvpkRQ99Elr3SHN0R+l39mhn4qf+S9WlIpPaBfkw/pfSU4b4dDeZnHV7nni\nfAzHHfoOv38xHhTVrcMF/P4REmF5+UFBMoxPxG2Myusl1Blp7jChPHwiff6l4iXMASbVGWGdXL4d\nwKk6Y0QfiPo69kP6nSl26nwhecYaJMnrgxtG9k+VOHWEqXCukBgkSLcDaQD4e5JjYZ+kHzJI+yvb\nZc79SHIsfGeSPv9y72X55AS0r65IMfpdywjNSaegaGpqQmdnJ/x+PyZPnsxHJWeqT0cgS68BgLq6\nOmzcuBEAwDAMampqUFJSgvb2dsybN0/2Wik04Y4wgF1IJUcm1LAPY3NuBEEI2Qtgj9lG2BrSHILI\nl11mG2BrqK9DEPlCmlMIajQnHTmcKSo5W322a4LBIKLRKFauXAkgNdMhHA4jFAph/PjxstdmwtbT\nrwg78CmA+wA0ILW8HpEv1JEhiHxIr/4wHsC0HOcS2SDdIYh8iAN4EUALaMUZdZDmEEQ+fAzgAQCX\nASjLcS6RCbPTWzQ0NKChoUF070LSW9jaqZNO5jV6KWDCGnyB1HKeU0AOHfWJvPaAVnywCmnN2Vp7\n36i6Jsl0BMIMOKTWYd4FCKarFTOkO/YmrTmP1m4ZVXcXWk2wiBjNmwDCAH4GcugYrzmhUAhutxss\ny2bMrZWpXmlZW1sbli5dikAg4Ni8XVIoUbId+BTAXwB4YWWHjsslznGj13Qs6ueksGxOnf7+frAs\ni1gshoaGBlRUVIjqhfPmfgBxnooXMZLzxiVZZIl7aGR/kUv8x7ejQvBf8TvxdeXzRuZrLx5zvaju\nml1/EB3fd+hIfovLdolf/j77+/iRg8PEbYimeXdI6tyS478L9kdN1RTeSG6eOSCea15IPotM9asA\nHAVgJqzW0bFTTp3Xucqc553g2kbzzAskH80J4JJR16edOmskqyzNPVeQ9Gue+BruLyPPxQVPPiyq\nu9t1oej4Le5Ufv9ZnCmq+23fbfz+PadfKqqLSyaid/9z4cjBvyDmKcG+JPUGwpLjFwX70jQUIt6Q\nHAs1SHqhdKnGL7LsZzoGUsnIXgdwKYBD5IxSjFArpB0UvbBCTp1cukOaUzj5aM5V6Bx1fdqpcyNu\nFpXf8enVouNF40Z+T5WinHtA/V1/5ffrrhInKHz65+eJjuMrRpINVk0VP9fvbv46vx8WJQgErsdi\nfv+j9ZI8gxPFh1gn2Jfqk7DfI83N855UD4Q6s11SJzyWy4shrc/U73kPwMNIrehpn8ErK+bUUdPX\nicVi6O/vR319PQKBAGpqavjpCtnqOY5TVFZVVYWysjKUl5ejq6sL06Y5I/JTTnfy+c6EiPLrAMDp\no8/her86V7qYzeOCxDkPSFZuEj5+0veg1yXHEcG+NFeX8D67pYZJhUZ4slQPhO9UUs0Rvk/J6YiU\nfPN2fQHgfqRW17PX4JXeulPs71em5dRpaxMvxxAKhcAwDAKBVHLQWCyGmpoa+Hw+BIPBTLcgLMt+\nAI8COBzADFjNoWM3aJ65NpDmOJ2Xvtp+Cq0cOsUMaU7hkOY4nY8BPALgAtjJoWNV1PR1enp6UFqa\nSgzu8XgQDodz1vf09MDtducsA1Kr0WzdutVWDh3SHSezFynNmQBgqrmmOACnvV+Z4tTp7u5GKBTi\nj2OxGICRuWLxeBz19fUoKSlBOBzGnDlzzDCTUM0XAL6GVEeHcnEXyh4clHMj5CHNKQY+RMqhc4TZ\nhjgC0pzCIM0pBj4E4AcwyWxDHIGavk4ymURZ2cj0k4GBgZz1SsuA1DLEDMOgs3N0pJwVId1xOjsB\nfAM0YK4NTnu/MuWNu7m5GR6Phz/O5mkPh8Pw+XyYMGGCZm27fjyyEXpxGIBzYfOUTZZhHw7IuRHy\nmKk5hFGchVRyZG1xuRbxWzFBmlMYpDnFwAkYvc4yoRa1fZ1cUyMKmTrR1NQEr9eLgYEBMAyj+j5G\nobXuLHK5RFshuFanNqIQypBKaUED5lrgtPcrS1ibyUPOMAyWLVsGj8cDv9+fMRt0GmEOHSn/eOhE\nfv+UH78mqus4ViL0/YL9i7aKqtp+vJzfn46nRXV/OfQi0fERgjwRlxwqTp764rQf8PsvPSSZdDpB\nsF8OeYTnfiyp+2SczIVyeXOk8zoPFOzLzQcl9MRu4X92oFDNkUuKPOeWx0XHPetHJpD/0yWugyCF\nxTqXOH/F8/vE87w/+dlIeP8l94vbP+r0kfwR/8R3RXV/w2mi4+bv3snvd+9cKKrDDGGD4iocLTkW\npsMplakblibn+SLLiYBYczLVZztXbk669TEzx1c2SHe0pVDNkUuKfNu7N48q444b6d4d+umIQ1KY\nXwdAapb0Vzy9SqxBz644VXT8/QNfGLmPpEvwm76P+P0TT39VVPfhx98aqTv3H6K61/95svhGwoVA\nAuIqkf/kKUkdviY5FnZvpboiPJb2iXLlD9SHtAZkch7L1TmJTJoTi+xEPJL974Db7UYikcplMjg4\niPLy8qz1yWSSr1dSFggEUFZWhvr6epSXl4Nl2Zyrz1iNQnVHMTWS43Mkx8JuQERSd5Mgj470rVQ4\nq3G7pO4DyXGtYN8nqRO+3/1JUnegZOrkF8K+l1RXlCLVnHx0xTnvW1bs2whxWj/HEk4dYLQn3ev1\n2k48CUIPvrRZ+J9dIM0hiOyQ7mgPaQ5BZCeT5pxQW44TakccNfcv2iGqb2xsRDQahdfrRX9/P/x+\nP4CUM8PtdovqWZaF3+8Hx3E5y3w+HxKJBGpqUt6KgYEB/t52g3SHIDLjtH6OJZw6uTzthNVJIJXH\nguZ36sGwwzzJVoA0x+7sQmo0S7rkBqEVpDvaQppjdzgAg7Dy8sF2R43mVFVVIRqNgmEYuN1uTJ6c\nCufy+XyIRqNZ63OVpVfQSuenGT9+PH+enSDdsTuDGB0KTWiF0/o5lnDqZPO056Kjo4Pfr62tRW1t\nrT4GEjJ8COA+ABcjlbyLkBKJRBCJRFRfb7c5nXaANMfO7EVKc44H8COTbbEupDvWwnDNeUkwyDIp\nkf08QiHPAtgGYD70GMBywtQqszSnqakJAETRJ9FoVLZeaZkmU5NMRI3uCDVnO4CKbCcSOvMuUitd\nLQAgl1ajeKF+jhhTPk0wGEQ0GsXKlSsxf/78rJ50JeTq5JyMkTw63EPiukzJktPnuFzi1Qzux8/4\n/V+57hJf1CA+hHCFwHsldS8L9tdJ6r4j2A/nmse9XbD/jqROOEf8Q8gjPFfapnSuuZBhAEMAHgBQ\nh0IcOnrMF7fSPM70b1St+KgNDwyFQnC73WBZlu+s5KpXUpZeDjOdjM/v92PFihVoa2vD0qVLEQgE\nMrZnJkZqDm4ShzoL15ZwSfSgQ5gzQjIYUzlmm+jYdYHgvhLtunLqSoGBEntmiQ9fnyfIYbFYcq6w\n99Yv1Y5/S46PGdkd/IekTrgClTQfgvC+uTRHOLd8L4B9SHVyjkBqEr+cRqlDqB1y+S2kSM81W4PM\n0h0ihZGa88vj7hAd3/XSr0THX/x+RFzKfyteHejeyy7CZfgLAMD1n5I8gz3iw2/ufZvf/wFeFNW5\nbhbkFnxFYuA9gn1pf6lDciwMJPhE6owS5gCU6pFUS4Q6I9UJubxemfpeWwDEAVyGlAbpi1baYbQG\nkeaYj1a6w2uOwMEjB7dJfOySpjqVy5UFgPsqrY7rPyQVOwT5uY49SVwnTT0jmpm3QVJ5vGBfoivD\nUi0RamQ+uXC+yLKfiVx5cz4CsBrAbBjl0FHat7ESpDliZNNnx+Nx1NTU4NNPP0U8HkdZWRkmTpyI\nRx99tKBGGxoakEgkMH/+fL4snWE+n5fBjo4OGik3jS8ArALwAwDfN9kWe1BbWysaAVHKMMbm3KRk\nWsYyV73SssHBQezfvx9vv/021qxZg7a2NgBAIBDApEmTUFlZmfdnFKKH7pDmOAEOwOMAvkSqo0Or\nPyhBL93JRCgUAsMwCAQy9Nqz1CstSyNcWjhXe0ohzSGy808AzwC4FGJnNZENI/s6dsXK71ekOWYz\nhNT71XQAE022xR6Q5qSQ7RU3NTVhzZo1GDduHNra2sAwDN5++23cdtttRtknS0dHR0FhV4Ra9gJ4\nGCmxOT3HubkpluWCI5GIKtFRs+RetmUs5ep7enrgdrtzlklDnNNLYgYCAWzduhXTpk3L+zMKsbLu\nkOaYyTMA3kcqTEm/IFOnLWGul+5I0dORnCYcDqO3t1dRe/lAmkNkZjuAxwD8BLmXJLUeQi0zUs+M\n7OvYFdIcMS5XAi4XTRNN5QtcBeCHAE7Kca4+mKUbhWC05mg1gAWAHxhPEwgEEAgE0N7ePuqcXANY\nORWyoiIVj8+yLJ84zDHMk6k7Vnz4xnFV4N796oAbdbYIl3C69eX/ktQKw/zeEFe9JxcSfIzkWBha\nLF1yL58QQCFKl9HbhdQ8DXX5LOSmN5g9ZcGKqFlyL9MylrnqlZalYRgGc+fO5Y8TiQQYhkEsFkNr\na/bld5XgVN3hLpMUSI8FuMok8cuDgmf5aMkzv0WwfwfAbRXcp3+7+NzFMcGBpK5fuA5oTFyXczqm\nEKUhylLtkt4nfS4HYD9SDp2xGc4rDC2mgDpNu/LVnZ6eHtTV1QEYcQALn91M9cIVZeTK0vdxCf64\nrl69GtOnT8/aXr7YWXNGLXc+RXJ85Mjzcvm7D4iWOxcinUIhxeUamf70r1EJg/8i2JeuZyx45l/L\n8eL2iVB3pOcK28xnarkcclqyE6mowKNynJc/avQin2vs8jImxGnLC+fCzpqTi1xaIkTkzNmRAMcJ\nn/OTBOcJpmIBSE1REiJ+p+K4XwquXSaokfZPpMuPy70aC9/N5M5Tqxd7kJr9cJrK68Xo0S9xUl9H\njeYIB5RYlkU8Hhc9v5nq0yvQSa/p7u5GKBTC0qVLAaTeq3w+HyoqKjB37lwwDAOv14tAIIBHH30U\nXV1dsrYpil9PN2I1KETQLA4DcCZo+kN+qA0P3IODcm6ZkC5jmW99Lnp7e1FSUsIfp0N8BwYGwDBM\nQfcGrKk7pDlm4UJKcw432xDboZfuSNHbkRyPx0VRgkNDQ7LtqYE0hxBzPIDCphMXI0b3dewMaQ4h\nphTAVLONsB1Gao5WMyEAoLm5mc9PCqQcvOk6j8eD/v5+AMpnQshG6sydOxcTJ07kR+D7+/vR0tKC\nxsZG2ZsaRVp4SHwIO6A2kVem8L//i3yINyPZRypzLWMprE8mk3y9XJn0PmlvNJASnLKyMtTX16O8\nvBwsy4pewPLByrpDmkPYDS11Jxd6OpLTOqTV/YSQ5hCEdhipOXaFNIcgtMNIzdFqACsTwrxXsVgM\n8+alphQpnQkh+2l+9atfwefzwePxwO1286JjlSX+1HjlCMIs0n8kFy3KLyw6U3jgpNr/wKTakWUC\n1i96XVSfbRnLZDIJt9stqmdZFn6/HxzHyZYJ78OyrKg9j8eDmpoaABBNn1CDlXWHNIewG1rqjhx6\nOJLTZdIoHSXt5QNpDkFoh1GaY2dIcwhCO4zWHL1nQsRiMUyZMoVfrS7t7Ont7eWnZGVC1qnT2NiI\n1atX88cVFRX8HFArUKg3mTtXpu7d7HU57yv6Lr8pqRUe/0B1Gy7XrYKjL8BxN6q+Vy7i8ThOOukk\njB2r/R9cJ83NzIWRS+5lW8bS5/MhGo1mrVda5nK5RKtceb1ehEIhAMD48ePzWq5XipV1x8gRLG5U\nYII0/4zC+3ATJCXS42zIJ+kTaxA01aD33nsPBx10EI466ijN7qkEJ+qRVrrzVmQHtkZ2ZDlbH0cy\ny7Lw+XxgWRYsy2JgYACJRALxeDxre2pwuuZky6GT9324apVXCpfkzfVMH5+jvnAy5fIbHh7G66+/\nPupvl13z/plpJy0vnBuna04+iHPoyJ2XK3Fw9mlsHPerrHXSvgywV9d3KiEvvfQSqqurRfnizMYu\nGifESM0pdABLySAUwzBYvHgxgPxmQrg4GXdSTU0NotGoks9oOC6XS7PQazui5wuVkOeeew5z5sxB\nX18fJk2apEsbxUY+v12Xy4X/5ppznvdfrm7HPA9W1Z1i1xwpemnQwMAApk6dimuvvVa0LCtRGFrr\nTibNCQQC8Hg8YFmWH1kSPs+Z6pWWpcuXLVuGNWvWYPLkyVnPyxfSnOJCZnW8xAAAIABJREFU6qjZ\nv/9mzJ8/HwMDA1i3bp3suXZ84TEL6utkhzTHOox26uj3TiUkFArhqquuwssvv4wjjzxS9/aKAS00\nZ2vkfbwdeZ8/fnpRTHTPeDyOaDSKpqYmdHZ2wu/3Y/LkyfwAVqb69GCV9BoAqKurw8aNG/n7d3d3\no7k5ZVc6P2lNTQ1KSkrQ3t6OefPmZR04l3XqlJWVoaWlZdR/kMvl4j1IZlGMwiPECKfOa6+9Bq/X\ni4ceeshyidzsTL6iczv3i5znXev6o2OeB6vqTrFrjhQ9NGjXrl3wer0444wzsGzZstwXEIrRWndI\nc/SHNEcfpI6aG2/ci40bN+KZZ57B4YcfLnsuOXWUQ32d7JDmWAcznDrpAfOnn37acSufmYlRmqPV\nAFYwGERzczOWLVuG+fPnIxwOY+7cuSgrK0MikUAwGMS0adP4mRD9/f247rrrstoqG5NbVlYmysps\nNSiZl3688847OOuss3DXXXeRQ0cjKCRZGVbWHdIc/RgeHkZjYyMmTZqEJUuWmG2OYyDdyQ1pTjHz\nD/T0bEVfX98ohw6hDtKc3JDmFC+vvvoq5syZg0ceeYQcOhphtOaknTLCaVDCyLtM9ZnKGhoa0NDQ\nwB/7fL6Mi0IozbVF06+IUXzyySeYOnUqfv7zn2PhwoVmm+M48vUk38Jdm/O8m1y3O+Z5sKrukObo\nB8dxmD9/Pt5//32sX78eBx54oNkmOQ6tdYc0R39Ic/QlGAxi4cKF2Lx5s2XymTgJ6utkhzSnONm+\nfTumTp2K22+/3RIrnTmNYtcc2Uid9Go2RHExZswYXHPNNfycPsJcimmZT4B0p1iprq7GnXfeSQ4d\ni1BMukOaU5wcccQRePLJJ8mhYxFIcwinc8ABB2DJkiXk0LEITtMc2U8zZcoUBAIBAGLvl8vlogSW\nDqasrIwcOhaimEKSAdKdYsTlcuGKK64w2wxCQDHpDmlOcTJ9+nSzTSAEqNWcUCgEt9udNWF6pnql\nZWk6OzvR2tqqyr5MkOYUJ9/85jfxk5/8xGwziK9wWj9H1qnz9ttv82ITCAQs96JP8z4JO6F2zuc+\naL+UvJWxsu6Q5hB2g3QnN6Q5BKEdRmpOLBYDkMpTwbIs4vG4KE9Jpvq0AyVXWfo+4XAYvb29mjp1\nSHMIQjuon5NCNqeOEKvN/6R5n4RdyXfO57XcLTnPu911kyOfByvpDmkOYWe01h3SHP0hzSHsjBF9\nnfb2dtTV1WHatGlgGAaxWEzkfMlUPzAwAL/fD6/XK1uWvg/DMFi6dKlo2WEtIc0hCG0o9verMWYb\nQJjPxo0bsXfvXrPNILLwJQ7OuRGEnXj11Vfx3nvvmW0GIQNpDuEkPv/8czz33HNmm0HIoKavk0wm\nUVZWxh8PDAzkrFdaBgDxeFy0Wg1B5MOGDRuwf/9+s80gsuC09yty6hQ5q1evxmWXXYaPPvrIbFOI\nLOzD2JwbQdiF/v5+zJw5Ey+99JLZphAykOYQTmHv3r2YM2cOVq1aZbYphAxq+zq5RtELGWXPtLww\nQSjhzjvvxNVXX42dO3eabQqRBae9Xyle/SoWi/HHLpcLW7Zs0dcyBdC8z8JgGAa//OUvEQ6Hccwx\nx5htjuNRO+dz2GaiUihW1h3SnML4+OOPMX36dNxwww04//zzzTanKCDdyQ1pjnPhOA7z58/HmDFj\nsGLFCrPNKQqM1By32807XgYHB1FeXp61PplM8vVKyvSM0iHNcTaPPPIIOjs70dfXh5KSErPNcTzU\nz0khm1Onv78/64VmLwFJ8z4LIx6PY/r06VizZg1+9KMfmW1OUZHvnM/Lubtznnev60rHPA9W1R3S\nnML47LPPMG3aNNTV1eF3v/ud2eYUHVrrDmmO/pDmFE5bWxs2bdoEhmFw6KGHmm1OUaGF5uyIvIUd\nka38cXzRBtE94/E4otEompqa0NnZCb/fj8mTJyOZTMLtdmes5zguZ5nP5wPLsgBSU7G6u7sRCARE\nSZgLgTTHuTAMgwsvvBDhcBgnnXSS2eYUFcX+fiUbqbN06dKM/0Eul8uQEQ+WZdHf30/zWTVm+/bt\nmDVrFlasWEEOHRvgtCX3cmGm7pDm6MPw8DAaGhpw0kkn4ZZbciemI8ynmHSHNMeZ3HXXXVi/fj02\nb95MDh0bkElzymtPQHntCfxxfNEGUX1VVRWi0SgYhoHb7cbkyZMBAD6fD9FoNGt9rrKqqiregRMI\nBDA0NASXy6XZZ6X3K2fyyiuv4MILL8SaNWvIoWMDnNbPkY3UKS0tRXl5ORoaGuD3+wGkQlldLlfB\nQtDW1oalS5fyx6FQCG63GyzLoqmpCQDQ2dkJj8eD+vr60YaTN1k1O3fuxLPPPotzzz3XbFOKknw9\nyT/m7s153kOuy0fdM9MzlateaVksFkN/fz8SiYTseWrQS3dIc8yD4zisWbMGs2fPxgEHyI4lEDqh\nte5k0hy7QprjTDZv3oxjjz0W3/rWt8w2pSgxqq9jR6z6fkWaUxgff/wxXn75Zf47JYyl2DVHNlHy\n4OAgenp6MDg4iLa2NvT29mLixIkFC053dzdCoRB/HIvFAIC/bzweB5DytBPac8QRR5BDx0YMY2zO\nTUq2Z0quXmkZACxZsgT19fVIJpOy56lBD90hzTEXl8uFuXPnkkPHRuSrOXaGNMeZTJ06lRw6NkJN\nX8eu0PuVMznyyCPJoWMjnKY5OVe/qq6uRldXF6LRKPx+P371q19h0qRJBTXa3NwMj8fDH/f09KC0\ntBQA4PF4EA6HARSWsZ4gnIKaJfeyPVNy9T09PXC73TnLQqEQTj75ZABAa2srqqqqcraXL1rrDmkO\nQeSHmmU+Q6EQGIZBIBBQXK+0LBgMgmEYLFiwgC8LBAIIBAJob28v9OOS5hCEyThteeFc0PsVQZiL\nWs3Rqq8DpCLr1F4rRfGS5gzDYM2aNdi2bRuam5uVXqaIZDKJsrIy/nhgYIBvMxqNYmhoSNP2CMJO\nqFlyL9szJVevtGzLli0YGBhAPB5HZ2enovbUopfukOYQhDz5ao6e0YEMw4BhGHi9XrAsy5f5fD40\nNTWBZVkwDKPJ5ybNIQhzcNrywkqh9yuCMAc1mqNVXwdQFlmXz0wIWadOPB7HggULcPLJJyMcDqOl\npQUvvfQSWltb5S5TRSavcWtrKxYvXkzLwRXIgw8+iN27d5ttBqESteGBuUZiChmpGT9+PJ9EMC1I\nWo38GKU7pDn68eyzz2Lr1q25TyQsS76ao2d0oNfr5ZOHJhIJVFVVgWVZvg2Px8OvVKMG0hz78+GH\nH2L9+vVmm0EUgNOmQshB71f2Z//+/bj//vuxb98+s00hVKJGc7Tq6wDKIuuyXZsJ2QQHU6ZMgcfj\nQXV1NbZt24bFixcDSOVHWL16tdyleeF2u5FIJACk5pmWl5drdu9i5/bbb8e9996LWbNm4ZBDDjHb\nHEIFmcL/BiOvYjDyWtZrcj1TwvpkMsnXKy1LL7npdruxZcsWTZ9hI3SHNEc/otEo5s6di7Vr1xYc\nSk6YR75THfSMDgSAoaEhdHd34/rrrwcAUTL2WCyGefPm5WWvENIce7Nz506cddZZOOeccyhfoI1x\n2vQqOej9yv60trbixRdfxLx58/C1r33NbHMIFajRHK36Okrvnc9MCFmnzsaNGwGAX8Yv7e3Vclk/\nAGhsbEQ0GoXX60V/f7/iJFMdHR38fm1tLWprazW1y+6sWrUKd955J/r6+kQ/CMJYIpEIIpGI6usz\nhf+Nq63CuNoq/rh/0cOi+mzPVDKZhNvtFtWzLAu/3w+O4xSVlZSUIBgM8vc75ZRTUFFRoeoZzoQR\nukOaow9bt27Fueeei5UrV2Lq1Klmm1PU6KE7udAzOrCkpAStra2oq6tDdXU171iOxWKYMmUKvyyx\nGkhz7MuXX36J2bNno6amBr/5zW/MNqeoMUNz7IqV369Ic3Lz+9//Hk899RSef/55cuiYiFmao2df\np5BrZZ06emVHDwaDiEajWLlyJebPn4+qqipEo1EwDAO3251X54wEJzNPP/00rr32WjzzzDM49thj\nzTanqEn/RtWKj5qQ42zPlM/nQzQazVqvtMztdiMUCiGRSPDhwmqfYSl66A5pjv588MEHmDFjBhYt\nWoTzzjvPbHOKHq11Jxl5BUORV7Ker2d0YHoOeVVVFaqrqxEMBnndYRiGH+VWC2mOPdm/fz8uvfRS\nHH744fjjH/+o+QsxkR9m9HXsitXfr0hzsrNq1SosX74cmzdvpgFzk9FDc/Tu68hFzBVyLQC4OJum\nQM9nLfpi47XXXoPX68XatWtx+umnm20OISGf367L5cIp3HM5z/uH60f0POgMaU529uzZg1NPPRXn\nn38+br75ZrPNITKgte5INScejyMajaKpqQmdnZ3w+/2YPHkyHx2YqT4dCShX5vP5EA6HUV1dDa/X\niwULFqCurg6zZ89Gd3c3n1g0nUjZSZDmyHP99dejr68PTz/9NI2WWxDq69gP0hx5nnvuOcydOxfP\nPvssvvvd75ptDiHBCM3Rqq+TdrDW1dXxkXv5XitF8epXVqSjo6OgsCunMmnSJDz22GPk0LEYkUhE\nFNaqlGJdEcKKkOZk5uCDD8btt9+Om266yWxTCAl66Y6UdOL0TNGB2eqVlFVVVaG5uRksyyIQCKC0\ntBSzZ89GOBxGe3s7Jk6ciLKyMsdGaZDmZKexsRGPPfYYOXQsBvV17A1pTna+//3vY8OGDeTQsRhG\nao5WfR1AHFmX77WZkJ1+RdiTQw45BKeeeqrZZhAaQR0Zwg6ceeaZZptAaIga3UknLxZGzESjUdl6\nJWUlJSWixMhAqgOVDkkmipNCpvkS1oP6OoTVcbvdqK6uNtsMQiPUao5WfZ2GhgY0NDTkvHemskzQ\n9CuCMJh8wwOP52I5z3vDVU3Pg86Q5hB2RmvdIc3RH9Icws5QX8d+kOYQdqbYNcfWkTodHR2UzIuw\nDWoTedHolXUgzSHsBumOvSHNIewGaY69Ic0h7AZpTgqK1LE5+/fvR2dnJ6644gocfvjhZptDKCBf\nT3Il93rO87a5TqDnQWdIc0ZYvXo1vvvd7+LEE0802xRCIVrrDmmO/pDmjPDWW2/h73//Oy655BKz\nTSEUQn0d+0GaM8KePXtwxx134JprrsFBBx1ktjmEAopdcyhRso3hOA7/9V//hb/+9a844ABbB10V\nBWoTeQ1jbM6NMIZi1xwA2LBhAxYuXEiaYxP00h3CGEhzgB07dmD69OnYu3ev2aYQCqC+jr0hzUkN\nmF988cWIRqMYO5Z+d1aHNCcFRerYmCVLluChhx7Cpk2b4Ha7zTaHUEi+nuSjOTbneTtcnqJ/HvSG\nNAd48cUXcc4552D9+vX44Q9/aLY5RB5orTukOfpDmgMMDQ3hRz/6EebMmYMbb7zRbHOIPKC+jv0g\nzUkNmC9cuBCvvvoqnnrqKRxyyCFmm0QopNg1h4Zabcqf/vQndHV1oa+vjxw6Dsdpcz4Je/Lmm2/i\n/PPPx/33308OnSKAdIcwmz179uD888/H1KlTccMNN5htDqEzajUnFArB7XaDZdlRq+Rlq1daFgwG\nUVpaijVr1uCee+5R+ckIO7FkyRI899xz2LRpEzl0HI7T+jk0/cqGvPDCC7j++uvx1FNP4T/+4z/M\nNodQiNrwwH37x+bcCGMoVs3ZtWsXZs6cidtuuw1nn3222eYQeaCX7hDGUKyaAwBXXnklxo8fjzvv\nvBMul8tscwiFGNnXicVSq9ekl/qNx+M565WWMQwDhmHg9XrBsixefvnlvD+THSlmzVm3bh26u7ux\nYcMGlJSUmG0OoRB6v0pB069syN69e8GyLL7zne+YbQqhgnzDAw///OOc53122JFF+zwYRTFrDgC8\n/vrrOOGEE8w2g1CJ1rpDmqM/xa45W7duxbHHHkuj5TbFiL5Oe3s76urqMG3aNDAMg1gshtbWVtn6\ngYEB+P1+eL1e2TLhfWpqahCNRvP49Pak2DXn888/x0cffYSKigqzTSFUUOzvVzT9yoYceOCB5NAp\nIvYN28tTTDgTcugUF6Q7hNlMmjTJbBMIA1GjOclkEmVlZfzxwMBAznqlZUAqp1N3dzeuv/76vG0j\n7Mdhhx1GDp0iwmn9HJp+RRAGoTo8cHhszi0ToVAIDMMgEAgorldalqazs5Pfb2trA4Cs7TkB0hzC\nbuilO4QxkOYQdsPovk6uUfRCRtlLSkrQ2tqKrq4u9Pf3q76PnSDNIeyG0ZpjVWzv1KmtrTXbDIJQ\nRG1trSrR+XL3wTk3KXrOM08TDofR29vLHwcCAUyaNAmVlZV5f0a7QJpD2A29dIcwBtIcwm5oqjnP\n/B1f3rqM36S43W4kEgkAwODgIMrLy7PWJ5NJlJeXKy6Lx+N8n6e6uhrBYDDvz2RHSHMIu2Hk+5WV\nsbVTpxjYvXs3rr76auzcudNsUwizGB6be5PQ09OD0tJSAIDH40E4HM5Z39PTw6+kJleWRpq4MhAI\nYOvWrZg2bZp2n50whTvuuIN36BFFSp6aA+gbHRgIBBAIBNDe3j7qvsKIQcKevPDCC/jjH/9othmE\nmWTSmVOmAQs7RjYJjY2NYNnUssT9/f3w+/0AUo4ZaT3LsvD7/YrKfD4fwuGwyNHj5AGrYiSZTOKa\na67B3r17zTaFMAsV71dWhpw6Fmbfvn246KKLsGPHDhx22GFmm0OYhQrR0XueeTwe56N30iQSCTAM\nQy9YNmflypVYvnw5jj76aLNNIcwkT83RexUan8+HpqYmsCwLhmH4+0ojBgn78cYbb+CCCy6gXBbF\njoq+TlVVFQCAYRi43W5MnjwZAODz+bLWKymrqqpCc3MzWJZFIBBAaWkpZs+erft/AWEMu3fvxnnn\nnYd9+/bhgAMovWzRotKpo9cAViwWw5gxYzBx4kRMnDgRP//5zwEoT29Bv2SLwnEcrrzySgwNDeHJ\nJ5/EmDHkfytadqtbylXPeebp0SshTU1NAIDe3l5+GVDCXqxfvx433XQTnnvuOXLqFDt56k5PTw/q\n6uoAjET1pV+UstWnV5zJVeZ2u8GyLJqamuDxeMCyLK8vtNS1vfnXv/6FGTNmYNmyZZg5c6bZ5hBm\norKvk+57CPscwpWqMtUrKSspKeHLCOeQHjA/+uijcccdd9DfkGJGheYIB55YlkU8Hhf1dTLVp9+3\ncpUNDg5i//79AFIDWukZFYFAAI8++ii6urpkbbO1p8DJybxuueUWvPjii3j00Udx8MH2mtNHZEZt\nIi8MK9gk6D3PXOqw6e7uRigUAgCUl5fzYcxOw8ma09fXh8svvxzr16/Ht7/9bbPNITRCN92RoGd0\nYFNTE/9yFYvFcPLJJwPIHDHoNJysOYODg5gxYwauuOIKXHLJJWabQ2iEkX0dQnucrDnCAfMHHniA\nBswdgpGao2d6C6ljesKECQCUp7ewdaSOqi/QBmzcuBEPPPAA+vr6MG7cOLPNITSitrYWtbW1WLRo\nUX4XZurIRCPAS5GslzQ2NiIajcLr9Y6aZ+52u0X16TnlHMflLPP5fGBZFizLYmBgAIlEAvF4HJWV\nlaipqQEA0Ui703Cq5nz66aeYM2cOVq1axb8wE85AU93JgZ7RgUDKoTNlyhR+ikWmiEGn4VTNAVKR\nEX6/H62trWabQmiIkZpDaI+TNefBBx/Eiy++iEgkQgPmDsJIzdE7vQWQmgY6d+5c/jid3iIWi8n+\nvbSsU2doaAjRaBTJZBI+nw8lJSVmm2QYXq8Xmzdvxje+8Q2zTSGswO4MZSfUprY03WIhq6qqQjQa\nzTjPPBqNZq3PVVZVVcWHGQYCAQwNDcHlcsHr9fKROuPHj+evtRPFrDnjxo3Dli1bcMwxx5htCmEV\npLoTiwDxSNbT1UQHApAtk96HYRgsXrwYgDOidIpZcwBg+fLlOOqoo2j6A5EiU1+H0Jxi1p158+bh\n7LPPpgFzIoVKzdF7AKu3tzfj1NBc6S1MiztLJ/1JI00WtHjxYni9Xvh8PnR3d5thommMHTuW8lkQ\nI6gMSW5qaoLX6xXNCZfOM5fWKy1Ll2/dupV34NTX16O+vh7XXXddIZ9WN0hz5CGHDiFCqjEn1QI/\n7RjZJOixCo3wPt3d3fwIFcMwYFkWoVAI3d3dfMSg1SDNkefoo4+m6Q/ECDT9ShNId7Jz8MEHY/z4\n8WabQViFTBqzJQIEOkY2CXqkt5DeR7j6bCAQUJzewpS/psL8G0DmVTHSHcGSkhJs27bNeCMJwipQ\nR6dgSHMIIk/y1By9VqGZPHkywuEw2tvbMXHiRJSVlcHlcvFOZJfLxUcMWgnSHILIE+rrFAzpDkHk\nQSaNObEWuLhjZJOg9wCW1Gnj8Xj4ftTAwIBsigRTpl81NzcjGAzyx5lWxSgtLcXQ0BA4jkNlZaUZ\nZhKENaCQ5IIhzSGIPFGhO3qtQuPz+bLmzxEmUbYSpDkEkSfU1ykY0h2CyAMVmqNXeot0mcvlEj2X\n+aS3sEROnUzJglpaWviM0s3NzWaZpjuJRAJXXnklAoEADjvsMLPNIawIjU5pTjFrDsdxuPbaa/Hj\nH/+YT25NEKMg3dGUYtYcAFi7di22b9+Oq6++2mxTCKtCmqM5xaw77777Ln7961/j/vvvx9ixY802\nh7AiKjVHrwEsAKioqMCKFStE7dXX1yuyyxJOHWB0UqGKigpUVFSYZI0x7Nq1C7NmzcJpp51GDh0i\nO9TR0YVi1BwA+M1vfoNNmzblv0oAUVyQ7mhOsWrOpk2b0NLSgqeeespsUwgrQ5qjC8WoO4lEAjNm\nzMD8+fPJoUNkx2GaYwmnTq6kQ05keHgY8+bNg8fjwbJly8w2h7Aye802wHkUo+YAwIoVK/Dwww+j\nr68PRxxxhNnmEFaGdEdTilVzXnvtNcyZMwcPPfQQqqurzTaHsDKkOZpTjLqTHjA/++yzcc0115ht\nDmFlHKY5lnDqNDY2IhqNwuv1ipIF5aKjo4PfT69Rbwc4jsOCBQuwZ88e3HfffbT6g8OJRCKIRCLq\nb7BHM1OIryg2zQFSK2Dccsst2Lx5M77+9a+bbQ6hM6Q71qIYNeedd97BWWedhTvvvJNP9Eg4F9Ic\n66FGd+ysOcPDw2hsbERlZSWWLl1qtjmEzpDmiDHFmxAMBhGNRrFy5UoA2VfNUEJtbS06OjpsJTrr\n1q3DK6+8glAohIMOOshscwidKfg3SitCFEyxa87AwACuuuoqPPHEE/B4PGabQxiA7rpDyFLsmgMA\nLS0tuPbaazFv3jyzTSEMgPo65qOV7thVc7q6urB3714aMC8SSHPEmBKp09DQgIaGBlFZpmRBTuX8\n88+Hz+fD4YcfbrYphB2wmahYkWLXnPLycrzxxhsYN26c2aYQdoF0pyCKXXOA1Mo7pDmEYkhzCqbY\ndaelpQWXXnopDjzwQLNNIeyAwzTHxUkzaNkEl8s1KvkXQdiBfH67LpcLuFPBuQvpedAb0hzCzmiu\nO6Q5ukOaQ9gZ6uvYD9Icws4Uu+ZYIqeOWtIhV3YLDySKE9VzPx3mSbYzpDmE3SDdsTekOYTdIM2x\nN6Q5hN0gzUlBkToEYTB5e5KXKDi3nZ4HvSHNIeyM5rpDmqM7pDmEnTGqrxMKheB2u8GyLD/VKFe9\n0rJAIAAA2LZtG5YsWaLos9gZ0hzCzhT7+5Wts0h1dHQUlvXaALZv3w6/3489exyWYpvIm0gkIlpV\nQDF7FGyEIdhBc/bu3Yu5c+fipZdeMtsUwgLopjuEIdhBcwBg+fLl+P3vf2+2GYQFMLKvE4vFAIzk\ni4nH4znrlZYxDAOfz4empiawLAuGYfL/TDbELprzyiuv4LzzzrPNCzehH/R+lYIidXTk448/xtSp\nU3HllVfil7/8pdnmEBYhb0/yTQrOvcX6z4PdsYPmcByHn/3sZ/j444+xbt06ShZI8GiuO6Q5umMH\nzQFSCZGvueYabN68GRMmTDDbHMIiGNHXaW9vR11dHaZNmwaGYRCLxdDa2ipbPzAwAL/fD6/XK1vm\ndrsBpBINt7e3o7KyMmMkkJOwi+b09/dj6tSp+O///m/MmTPHbHMIi1Ds71eUU0cnPv/8c8yaNQv1\n9fXk0CEAGD/nU8+Q5GAwiNLSUqxZswb33HOPovacgJU1BwBuuOEG/N///R8YhiGHDgHAWN3RU3MA\noK2tDUuXLuWPY7EY+vv7kUgkSHNM4tlnn8WVV16J3t5ecugQAIzVnGQyibKyMv54YGAgZ73SMqFz\nKBaLYd68efkbaEOsrjkff/wxpk+fjuuvv54cOgQAyqmTxvbTr6woOnv37sWcOXPwve99D7feeqvZ\n5hAWoba2Vl144G4FmwS9Q5IZhoHX6wXLslnPcyJW1RwAuOuuu7B27Vo88cQTOOyww8w2h7AIuumO\nBD01BwC6u7sRCoVE91yyZAnq6+uRTCZJc0zg5ZdfRmNjI3p6evD973/fbHMIi2BkXwdAzlH0QkfZ\nY7EYpkyZgsmTJxd0H7tgZc357LPPcPbZZ2POnDm48sorzTaHsAhGa45VsbVTx6oEg0GMGTMG3d3d\nqfAugiiEYQWbhJ6eHpSWlgIAPB4PwuFwzvqenh4+3FiuzOv1YsWKFQCARCKBqqoqrF69WrY9Ql8+\n+OAD3H333Xj66acxfvx4s80hnICFNAcAmpub4fF4+PsFg0GcfPLJAIDW1lZUVVVp9MEJpVx77bX4\n4x//aNkXQMJmZNKZ7RGgr2Nkk+B2u5FIJAAAg4ODKC8vz1qfTCZRXl6es0x6H4ZhsHjxYi0/KaGS\nrq4unHjiifjd735ntimEE1DxfgWkookZhuETqSupV1rW1tYGADnPy4StnTpWTeY1b948rF27Fgcc\nYOvZbYTGqE7kpUJ09AxJBoChoSF0dnbi+uuv54/l2nMKVtWcb3zjG3j99dfxrW99y2xTCIuhm+5I\n0FtzpESjUQwMDCAej6OzszPvj2cXrKo5ALBhwwY0NDSYbQZhMTRsIs6ZAAAcWUlEQVTVnG/UAlM6\nRjYJjY2NYFkWQCrPit/vB5DSG2k9y7Lw+/05y4T36e7u5qdhUaJk87n66qvR1dVFA+aECCPfr/SO\nSg4EApg0aRIqKysVtSfE9k4dK44QuVwuymdBjMJJIcklJSVobW1FV1cX+vv7C76fXbCq5gDAQQcd\nZLYJhAUxavoVoP80CCnjx4/nI3SkU7OcAmkOYTeM7Oukn3+GYeB2u/kpUj6fL2u90rJwOIz29nZM\nnDgRZWVlReNIsLLmjBkzhgbMiVEYqTl6RyUHAgFs3boV06ZNU9SeEHoyCMLqZAr/+yACfBjJeoma\nkGQAisrSXuKqqipUV1cjGAzmbI8gCJuRZwJBPTRHTkvKy8tRUVHB33vLli2or6/Pz2iCIKyDyqSl\n6STp6ZFsIBXJJ1evpMzn8/FaRBCEA7FYcnYg1f8RruSnNHoZcECkjhVCBPfv32+2CYQN0DQ8cHwt\n8L2OkU2CHiHJLMvC5/MhHA6LXsQqKyuztuc0SHMIu6GZ7vw7AsQ7RjYJek+DkNLQ0MCfl0wmccop\np+T/GW2AVTSH47iiiMYkCsfIqRCE9lhFcwDq6xDK0FRzcvR1AH2jkpuamuD1ejEwMMBP+VR6P9s7\ndcwOEYzFYjjttNMwPEx/bQh5VIcH7lWwSdArJLmqqgrNzc1gWRaBQAClpaWYPXt21vachhU057PP\nPsMZZ5yBV1991VQ7CHugme6U1QL/r2Nkk6DnNAgglRg5Go1i5cqVAICKigq43W6EQiEkEgnMnj07\n/89oA6ygOUAqeePtt99uthmEDTCyr0Noj1U0JxwOY8aMGeRMJnKiqebk6OvokZw9XRYIBPip5OXl\n5WBZNq+ZEC7Opk+Ly+Uy/UHftm0bzjjjDNx9992O7VAS2pPPb9flcgHnKDj3cfOfB6djBc358ssv\ncc455+C4446j1fWIvNBcd0hzdMcKmgMAd9xxBwKBAJ5//nmaWksohvo69sMqmhOLxTBjxgwEg0H8\n53/+p9nmEDbBCM2Jx+OIRqNoampCZ2cn/H4/Jk+ejGQyCbfbnbGe47icZenpnjU1NSgpKUF7ezvm\nzZuX8dpsA+eUU0clH374IaZPn46bb76ZHDqEvlAQGIFUGPJll12GQw45BCtWrCCHDqEvpDsEgIce\negh/+MMf0NfXRw4dQl9IcwikBsxnzZqFe+65hxw6hL6o0JyqqipEo9GMUcnRaDRrfa4y6aIP48eP\nl702ExSpo4KdO3eitrYWs2bNwqJFi0yxgbAveXuSfQrODVtjdMXJmD2Cdd111+GFF15Ab28vDj30\nUNPsIOyJ5rpDmqM7ZmtOb28vfvKTn4BhGJxwwgmm2UHYE+rr2A+zNefDDz/E6aefjuuuuw4LFiww\nzQ7CnhS75tg6Uic979PouZ9r165FTU2Nuvl7RNESiUTUJZ/bo7kphErM0px3330Xmzdvxl//+ldy\n6BB5Qbpjb8zSHI7jsGzZMgSDQXLoEHlBmmNvzNIcAPjTn/6Eiy66iBw6RF6Q5qSgSB2VcBxH0x8I\nVeTtST5Vwbkv2MeTbFdIcwg7o7nukOboDmkOYWeor2M/rKA5aTsIIl+KXXMsu/oVy7L8Ul5WhASH\nMAxaEcIwrKw7pDmEoZDmGAJpDkF8BfV1DMHqmkO6QxiGwzRHV6dOW1ub6DgUCoFhGAQCgZzXhkIh\nJJNJvUwjCPuwR8FG8JDuEIQGkOYohjSHIDSA+jqKIc0hCA1wmObo5tTp7u7mMzgDqeXpAMDr9QJI\nLQkmh8/n08u0vNmzx2bfKuEshhVsBADn6A5pDmE6pDmKcIrmfPnll9i/f7/ZZhDFDPV1FOEUzQGo\nr0OYjMM0RzenTnNzMzweD3/c09OD0tJSAIDH40E4HAaQ8hgLt6GhIQCwzPy1p556Cqeeeip1dgjz\ncFh4oJ44QXc++OADnHjiiXjrrbfMNoUoZkhzFOEEzdm/fz8uueQSLF++3GxTiGKG+jqKcILmAMCf\n//xnnHPOOWabQRQzDtMcw1a/SiaTKCsr448HBgYAAPX19RnPZxgGiUQCPp8PJSUlhtgoZcuWLbj4\n4ovx2GOPYcwYy6YfIpwODWSoxm668+mnn2LmzJm4+OKL8e1vf9vw9gmCh3RHFXbTHI7jcM011+D9\n999HS0uL4e0TBA9pjirspjlAasC8tbUVzz77rCntEwQAx2mOoUua5+Mdbm1t1dGS3Lz11ls499xz\nce+99+K0004z1RaiyLFZ+J/VsIvu7NmzBxdccAFOPfVU/PrXvzbNDoIAQLpTAHbRHABYtmwZGIbB\n888/j0MOOcRUW4gihzRHNXbSnH/84x/8gPnxxx9vqi1EkeMwzTHMqeN2u5FIJAAAg4ODKC8vN6rp\nvNmxYwdmzJiBW265Beeee67Z5hDFjs3C/6yEXXQnPf3B7XZj+fLltPoDYT6kO6qwi+YAwAMPPIAV\nK1agr68PbrfbbHOIYkel5oRCIbjdbrAsi6amJkX1SsuAVFLipUuXqjPOAOykOW+99RbOO+883Hff\nfTRgTpiPw/o5hjl1GhsbEY1G4fV60d/fD7/fX/A9Ozo6+P3a2lrU1tYWfE8A6O3txeWXX4758+dr\ncj+iuIlEIohEIupv4LDwQCPRWnf00hyWZfHll1/i4YcfxtixYzW5J1HckO6Yg100Z//+/Vi3bh02\nbNiAY445RpN7EsWNGZojTBLMsizi8Tiqqqpk69NRLbnKqqqq+KTEVnbq2EVzAGDt2rX43e9+R7l0\nCE2gfo4Y3RLFBINBRKNRrFy5EgB4kWUYBm63G5MnT9akndraWnR0dGgqOpdccgluvPFGze5HFDcF\n/0ZVZmfPtcRlpnqlZcDoJTXTx0qW1NQLI3RHD82ZOHEi1q5dS9MfCM3QXXcIAPbVnDFjxmDt2rU0\n/YHQDDP6OtmSBMvV9/T08JFpcmXA6KTEVsCumgOk+omXX365pvckihez3q+sim6ROg0NDWhoaBCV\npcMZ08vuEQShABXhgWaMXgUCATz66KPo6upS+0kLhnSHIDRChe7oOQ0in+kSRkKaQxAaoUJzsiUJ\nlqtXWmZVSHMIQiMsOOUzPTC+bds2LFmyBMDIFNBAICDb17H1kk56eJEJQi/SHuW82adgk2DG6FUg\nEMDWrVsxbdq0/D+jTSDNIeyGbrojQegoBoB4PJ6zvpCyeDwOj8cDr9cLj8czqj2nQJpD2A0j+zpA\n7iTBVlnC2y6Q5hB2w0jN0bOvwzAMfD4fmpqawLIsGIYBkHq/mjRpEiorK2U/ju2dOgXNpfuKwcHB\nwo0hiBxEIhF1osMp2CSYMXqVSCTAMAw6Ozvz+XS2gjSHsBu66Y4EPR3J2ZzL6SmfLMuKIhGdhFaa\ns3PnTgwP2yyWnLAl2mpOBOA6RjYJuZIEC+uTySTKy8tzllk92bDeaKU5HMdRX4cwBCPfr/Ts67As\ny9/P4/Ggv78fgPJBc9s7dQr1Jt9///2oq6sjTz6hO6o9ySoxevSqqakJXq8XAwMDvHfZaWihOW++\n+Sa+973vYfv27ZrYRBByGKU7ejqSM5VVVVWhoqICZWVlojqnoYXm7N69G+eccw7uu+8+bYwiCBm0\n1ZxaAB2CTUxjYyNYlgUAUZLgZDI5qp5lWfj9/pxlWi3mYle0itRZvHgxfvrTnxZuEEHkwMj3Kz37\nOk1NTfz0qlgshpqaGgDKB81t79QpxJv8xBNP4IYbbsCqVatoCWFCd1R7kjPfDXIdHaNHrwKBAEKh\nEACgvLyc7xw5jUI15/3338eMGTNw2223YcKECZrZRRDZ0FZ35DHSkTw0NISJEyfyc8zTI1pOo1DN\n2bdvH37yk5/g61//OiUoJQzBSM3JliTY5/NlrVdaBoxOSlwMaBGpc99992HlypWm5lgkigcjNQfQ\nv68Ti8UwZcoUXoeUDpobtqS5HhTyBb7wwgu47LLL8Pjjj+M73/mOdkYRRBbSS0MuWrQozyu/yFD2\ng6+2NOJ7ZlviMplMwu12i+rTI1Ucx8mWyY1eeTwe3qM8MDDg2FGuQjQnmUxixowZaGlpwaWXXqqZ\nTQQhh3a6s+mrLTNqHMkAVJd1d3ejpaUF48aNg9vtRjAYRGtra56f0foUojkcx+Gqq65CIpHAhg0b\nMHbsWO0MI4gsaNvXyU2mJMHRaFS2XmlZpqTETqfQl+MnnngCN954I5577jkcffTR2hhFEDJoqznG\n93Wk92EYBosXLwaQGjQvKytDfX09P2ieLSF6UUbqvPHGG7jgggvwwAMP4Ac/+EHuCwhCA9R7kvcq\n2MQYPXrl9XoRDocRCoUwfvx4TZbUtCJqNWf37t0477zzcOaZZ45aCp4g9EQ73TkVQJtgE6PHNIhs\nZWkdGzduHICU/qTnpjuNQkbNb731VvT19WHt2rU4+OCDtTWMILJgZF+H0J5CNOdvf/sbfvazn+Gx\nxx7Dt7/9bW0NI4gsaKs5xvd1hPfp7u7mB6gYhoHH4+H7PAMDAzj55JOzfhoXZ9NkMi6XS3V406pV\nq7Bv3z6a60mYQj6/3dS0QCVLa5ZTXiidKURztm7dijvvvBN33XUXxoyxtS+dsCna685ozQkEAvB4\nPKLlOWtqavhR80z1hZR1dnbC4/EgkUiYtqS5nhSiOcPDw2hubsatt95Ko+WEKVBfx34UojkA8Ic/\n/AHHH388Zs6cqaFVBKEMozRHr75OOBzG3LlzUVZWhkQigWAwiGnTpvHpLfr7+3Hddddl/0zF6NQh\nCDPJX3TeU3DmsfQ86AxpDmFntNcd0hy9Ic0h7Az1dewHaQ5hZ4pdc2yfUyc9j44grE4kElEZ0krL\n0FoF0hzCbpDu2BvSHMJukObYG9Icwm6Q5qSgSB2CMJj8PclvKTjz2/Q86AxpDmFntNcd0hy9Ic0h\n7Az1dewHaQ5hZ4pdcxyf3IHjOLz77rtmm0EQBfCFgo2wEqQ5hP0hzbETH374Ifbs2WO2GQRRANTX\nsRP79u3Dv//9b7PNIIgCcJbm2NqpoyRD+29/+1v89Kc/tY2XjXAu6rOzDyvYCCNQojl9fX2oqanB\njh07jDGKIGTQT3cII1CiOYODg/B6vXj00UeNMYogZKC+jr1Rojkcx+GKK67gV+khCDMhzUnh6OlX\nXV1d6OzsRF9fH4466iiDLCMIefIPD/y7gjN/SI5LnVHyvf3v//4vpk2bhj//+c+oq6szyDKCyI32\nukOaozdKvrMvvvgCdXV1OOWUU3D77bcbZBlB5Ib6OvZD6Xe2aNEirF+/HpFIBEcccYQBlhFEbopd\nc2ydKFmOdevWYdGiRdi0aRM5dAibY6/wv2Llvffew8yZM/GHP/yBHDqEAyDdsTrDw8O48MILcdxx\nx6Gzs9NscwiiQEhz7EBXVxcefPBB/O1vfyOHDmFznKU5jnTqPP/882hubsaGDRswceJEs80hiAKx\nV/hfMZJIJDB9+nQsXLgQF110kdnmEIQGkO5YGY7j8Itf/AK7du1CT08Pxoyx9Wx6ggBpjvWhAXPC\nWThLcxzp1Hn//ffxl7/8BVOmTDHbFILQgL1mG0DkIJFI4JJLLsG1115rtikEoRGkO1Zm7969KC0t\nxe23346DDjrIbHMIQgNIc6zOjh078Pjjj9OAOeEQnKU5tnbqdHR0oLa2FrW1taLyxsZGcwwiCBki\nkUjO5HOZcVZ4oJ3JpjkTJ05Ee3u7OUYRhAykO/Ymm+YcdNBBWLp0qTlGEYQMpDn2JpvmAMDPf/5z\n4w0iiByQ5qRwdKJkgrAi+SfyekTBmfPoedAZ0hzCzmivO6Q5ekOaQ9gZ6uvYD9Icws4Uu+ZYMlKn\nv78fLMsiFouhoaEBFRUVZptEECbirDmfVoV0hyCEkO7oDWkOQQghzdEb0hyCEOIszdE1s15bW5vo\nOBQKgWEYBAIB2etisRhqamrg8/kQDAZlzx0eHsbrr79esK0EYV32KtiINEbozssvv2wbzz1BqIM0\nRylGaM5bb72Fzz//vGBbCcK6UF9HKUZozq5du/Dmm28WbCtBWBdnaY5uTp3u7m6EQiH+OBaLAQC8\nXi8AIB6PZ722vr4eJSUlCIfDmDNnTtbzOI5DS0sLbr75Zo2sFqNufh61QW1ozRcKttHk+iOfqV7r\nMqMxQneCwSDOPvtsJBIJjawewSm/cWrDmu3kB2mOEozQnHfeeQderxebN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}
],
"prompt_number": 35
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Plot correlations to MHTS\n",
"reload(od_utils)\n",
"figure = pyplot.figure()\n",
"kind='hist'\n",
"# Plot correlation by trip purpose\n",
"ax1 = figure.add_subplot(2, 4, 1)\n",
"ax1 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(od_lauren_person_all[:,[0, 1, 2]]), \n",
" od_utils.ODToDict(mhts[:,[0, 1, 2]]), ax=ax1, xlabel='Lauren', ylabel='MHTS', title='HBW', kind=kind)\n",
"ax2 = figure.add_subplot(2, 4, 2)\n",
"ax2 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(od_lauren_person_all[:,[0, 1, 3]]),\n",
" od_utils.ODToDict(mhts[:,[0, 1, 3]]), ax=ax2, xlabel='Lauren', ylabel='MHTS', title='HB0', kind=kind)\n",
"ax3 = figure.add_subplot(2, 4, 3)\n",
"ax3 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(od_lauren_person_all[:,[0, 1, 4]]),\n",
" od_utils.ODToDict(mhts[:,[0, 1, 4]]), ax=ax3, xlabel='Lauren', ylabel='MHTS', title='NHB', kind=kind)\n",
"\n",
"# Plot correlation by time\n",
"ax5 = figure.add_subplot(2, 4, 5)\n",
"ax5 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(od_lauren_person_all[:,[0, 1, 5]]), \n",
" od_utils.ODToDict(mhts[:,[0, 1, 5]]), ax=ax5, xlabel='Lauren', ylabel='MHTS', title='AM', kind=kind)\n",
"ax6 = figure.add_subplot(2, 4, 6)\n",
"ax6 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(od_lauren_person_all[:,[0, 1, 6]]), \n",
" od_utils.ODToDict(mhts[:,[0, 1, 6]]), ax=ax6, xlabel='Lauren', ylabel='MHTS', title='MD', kind=kind)\n",
"ax7 = figure.add_subplot(2, 4, 7)\n",
"ax7 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(od_lauren_person_all[:,[0, 1, 7]]), \n",
" od_utils.ODToDict(mhts[:,[0, 1, 7]]), ax=ax7, xlabel='Lauren', ylabel='MHTS', title='PM', kind=kind)\n",
"ax8 = figure.add_subplot(2, 4, 8)\n",
"ax8 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(od_lauren_person_all[:,[0, 1, 8]]), \n",
" od_utils.ODToDict(mhts[:,[0, 1, 8]]), ax=ax8, xlabel='Lauren', ylabel='MHTS', title='RD', kind=kind)\n",
"figure.set_size_inches(16, 7)\n",
"figure.tight_layout()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"0.3192 3460.74736735\n",
"0.0211"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 14845.3059201\n",
"0.0096"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 224657.627606\n",
"0.0033"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 56193.2608224\n",
"0.0046"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 70519.9409766\n",
"0.0096"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 84266.2947397\n",
"0.0044"
]
},
{
"output_type": "stream",
"stream": "stdout",
"text": [
" 17742.8507139\n"
]
},
{
"output_type": "display_data",
"png": 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59nUgC/FHmy9PlmVMTk7qcuSlK0891Mm1zefzqfn5UslfZ2ZmcOhQsuFscnIS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\niIgExY4dIiIiIiIiIiJB/X/hpmpBVU820wAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 36
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Load town ods\n",
"calles_town = {}\n",
"for filename in os.listdir('/home/DATA/calles_data/boston/person_trips/'):\n",
" if 'townod' in filename:\n",
" purpose, window = od_utils.ParseODFilename(filename)\n",
" calles_town[(purpose, window)] = od_utils.LoadOD(os.path.join('/home/DATA/calles_data/boston/person_trips/', filename))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 120
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Compare with Lauren\n",
"reload(od_utils)\n",
"calles_town_hbw = od_utils.ODToDict(calles_town[(1, 0)])\n",
"calles_town_hbw = od_utils.MergeODDicts(calles_town_hbw, od_utils.ODToDict(calles_town[(1, 1)]))\n",
"calles_town_hbw = od_utils.MergeODDicts(calles_town_hbw, od_utils.ODToDict(calles_town[(1, 2)]))\n",
"calles_town_hbw = od_utils.MergeODDicts(calles_town_hbw, od_utils.ODToDict(calles_town[(1, 3)]))\n",
"\n",
"calles_town_hbo = od_utils.ODToDict(ods_calles[(2, 0)])\n",
"calles_town_hbo = od_utils.MergeODDicts(calles_town_hbo, od_utils.ODToDict(calles_town[(2, 1)]))\n",
"calles_town_hbo = od_utils.MergeODDicts(calles_town_hbo, od_utils.ODToDict(calles_town[(2, 2)]))\n",
"calles_town_hbo = od_utils.MergeODDicts(calles_town_hbo, od_utils.ODToDict(calles_town[(2, 3)]))\n",
"\n",
"calles_town_nhb = od_utils.ODToDict(ods_calles[(3, 0)])\n",
"calles_town_nhb = od_utils.MergeODDicts(calles_town_nhb, od_utils.ODToDict(calles_town[(3, 1)]))\n",
"calles_town_nhb = od_utils.MergeODDicts(calles_town_nhb, od_utils.ODToDict(calles_town[(3, 2)]))\n",
"calles_town_nhb = od_utils.MergeODDicts(calles_town_nhb, od_utils.ODToDict(calles_town[(3, 3)]))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 121
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Convert lauren and MHTS od to town\n",
"import convert_od_area\n",
"area_map = convert_od_area.LoadAreaMapFromFile('/home/DATA/calles_data/boston/tract_to_town_map.txt')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 118
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"lauren_town_dict = {}\n",
"for i in xrange(len(od_lauren_person_all)):\n",
" tract_pair = (int(od_lauren_person_all[i,0]), int(od_lauren_person_all[i,1]))\n",
" if tract_pair[0] not in area_map or tract_pair[1] not in area_map:\n",
" continue\n",
" town_pair = (area_map[tract_pair[0]], area_map[tract_pair[1]])\n",
" if town_pair in lauren_town_dict:\n",
" lauren_town_dict[town_pair] += od_lauren_person_all[i, 2:]\n",
" else:\n",
" lauren_town_dict[town_pair] = od_lauren_person_all[i, 2:].copy()\n",
"\n",
"lauren_town = []\n",
"for key, value in lauren_town_dict.iteritems():\n",
" data = [key[0], key[1]]\n",
" data.extend(value)\n",
" lauren_town.append(data)\n",
"lauren_town = numpy.array(lauren_town)\n",
"\n",
"mhts_town_dict = {}\n",
"for i in xrange(len(mhts)):\n",
" tract_pair = (int(mhts[i,0]), int(mhts[i,1]))\n",
" if tract_pair[0] not in area_map or tract_pair[1] not in area_map:\n",
" continue\n",
" town_pair = (area_map[tract_pair[0]], area_map[tract_pair[1]])\n",
" if town_pair in mhts_town_dict:\n",
" mhts_town_dict[town_pair] += mhts[i, 2:]\n",
" else:\n",
" mhts_town_dict[town_pair] = mhts[i, 2:].copy()\n",
"\n",
"mhts_town = []\n",
"for key, value in mhts_town_dict.iteritems():\n",
" data = [key[0], key[1]]\n",
" data.extend(value)\n",
" mhts_town.append(data)\n",
"mhts_town = numpy.array(mhts_town)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 122
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Plot correlations to Lauren\n",
"reload(od_utils)\n",
"figure = pyplot.figure()\n",
"kind = 'hist'\n",
"# Plot correlation by trip purpose\n",
"ax1 = figure.add_subplot(2, 4, 1)\n",
"ax1 = od_utils.PlotODPairCorrelation(calles_town_hbw, od_utils.ODToDict(lauren_town[:,[0, 1, 2]]),\n",
" ax=ax1, xlabel='Calles', ylabel='Lauren', title='HBW', kind=kind)\n",
"ax2 = figure.add_subplot(2, 4, 2)\n",
"ax2 = od_utils.PlotODPairCorrelation(calles_town_hbo, od_utils.ODToDict(lauren_town[:,[0, 1, 3]]),\n",
" ax=ax2, xlabel='Calles', ylabel='Lauren', title='HB0', kind=kind)\n",
"ax3 = figure.add_subplot(2, 4, 3)\n",
"ax3 = od_utils.PlotODPairCorrelation(calles_town_nhb, od_utils.ODToDict(lauren_town[:,[0, 1, 4]]),\n",
" ax=ax3, xlabel='Calles', ylabel='Lauren', title='NHB', kind=kind)\n",
"\n",
"# Plot correlation by time\n",
"ax5 = figure.add_subplot(2, 4, 5)\n",
"ax5 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(calles_town[(0,1)]), \n",
" od_utils.ODToDict(lauren_town[:,[0, 1, 5]]), ax=ax5, xlabel='Calles', ylabel='Lauren', title='AM', kind=kind)\n",
"ax6 = figure.add_subplot(2, 4, 6)\n",
"ax6 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(calles_town[(0,2)]), \n",
" od_utils.ODToDict(lauren_town[:,[0, 1, 6]]), ax=ax6, xlabel='Calles', ylabel='Lauren', title='MD', kind=kind)\n",
"ax7 = figure.add_subplot(2, 4, 7)\n",
"ax7 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(calles_town[(0,3)]), \n",
" od_utils.ODToDict(lauren_town[:,[0, 1, 7]]), ax=ax7, xlabel='Calles', ylabel='Lauren', title='PM', kind=kind)\n",
"ax8 = figure.add_subplot(2, 4, 8)\n",
"ax8 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(calles_town[(0,0)]), \n",
" od_utils.ODToDict(lauren_town[:,[0, 1, 8]]), ax=ax8, xlabel='Calles', ylabel='Lauren', title='RD', kind=kind)\n",
"figure.set_size_inches(16, 7)\n",
"figure.tight_layout()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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qbjLFntWvFl/V1Ju7K5VKceLECbdqKSLSdoHv0JHuVP+0hx8A/xX4MfzYsGlq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\n27cDGMf6TTweJ51Oc+bMGaa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c8/PzxrZVx1QikSASiVS9hkYHuukLwDbgRq8r0lWayRvo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1xR/Zg7ra2erKncjnkQwMVnbo3R7G0eX+9yRWSXX//612d2LljdqFGUXWU3zzC56nomkwFwdg54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\nNmzYUH9vdHS0nhvHiPHx8YZzs9t25XI5BgYGiMVi9f8EJ+3l83kGBgZIJ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}
],
"prompt_number": 124
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Plot correlations to MHTS\n",
"reload(od_utils)\n",
"figure = pyplot.figure()\n",
"kind = 'hist'\n",
"# Plot correlation by trip purpose\n",
"ax1 = figure.add_subplot(2, 4, 1)\n",
"ax1 = od_utils.PlotODPairCorrelation(calles_town_hbw, od_utils.ODToDict(mhts_town[:,[0, 1, 2]]), ax=ax1, xlabel='Calles', ylabel='MHTS', title='HBW', kind=kind)\n",
"ax2 = figure.add_subplot(2, 4, 2)\n",
"ax2 = od_utils.PlotODPairCorrelation(calles_town_hbo, od_utils.ODToDict(mhts_town[:,[0, 1, 3]]), ax=ax2, xlabel='Calles', ylabel='MHTS', title='HB0', kind=kind)\n",
"ax3 = figure.add_subplot(2, 4, 3)\n",
"ax3 = od_utils.PlotODPairCorrelation(calles_town_nhb, od_utils.ODToDict(mhts_town[:,[0, 1, 4]]), ax=ax3, xlabel='Calles', ylabel='MHTS', title='NHB', kind=kind)\n",
"\n",
"# Plot correlation by time\n",
"ax5 = figure.add_subplot(2, 4, 5)\n",
"ax5 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(calles_town[(0,1)]), \n",
" od_utils.ODToDict(mhts_town[:,[0, 1, 5]]), ax=ax5, xlabel='Calles', ylabel='MHTS', title='AM', kind=kind)\n",
"ax6 = figure.add_subplot(2, 4, 6)\n",
"ax6 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(calles_town[(0,2)]), \n",
" od_utils.ODToDict(mhts_town[:,[0, 1, 6]]), ax=ax6, xlabel='Calles', ylabel='MHTS', title='MD', kind=kind)\n",
"ax7 = figure.add_subplot(2, 4, 7)\n",
"ax7 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(calles_town[(0,3)]), \n",
" od_utils.ODToDict(mhts_town[:,[0, 1, 7]]), ax=ax7, xlabel='Calles', ylabel='MHTS', title='PM', kind=kind)\n",
"ax8 = figure.add_subplot(2, 4, 8)\n",
"ax8 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(calles_town[(0,0)]), \n",
" od_utils.ODToDict(mhts_town[:,[0, 1, 8]]), ax=ax8, xlabel='Calles', ylabel='MHTS', title='RD', kind=kind)\n",
"figure.set_size_inches(16, 7)\n",
"figure.tight_layout()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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4oKRFUTapD9dzWSqoLMsVUzyLU0HdjPGHgNI4UCse6D1uyfMAbgfwXgBnWNRj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\ntoogSlPJdzYvLONlzwMamBUXr1KN9kiShOXLl2PZsmX48Ic/b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16+B6zaSb9x98cj/eEX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\n"
}
],
"prompt_number": 126
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"# Plot correlations to MHTS at the town level\n",
"reload(od_utils)\n",
"figure = pyplot.figure()\n",
"kind='hist'\n",
"# Plot correlation by trip purpose\n",
"ax1 = figure.add_subplot(2, 4, 1)\n",
"ax1 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(lauren_town[:,[0, 1, 2]]), \n",
" od_utils.ODToDict(mhts_town[:,[0, 1, 2]]), ax=ax1, xlabel='Lauren', ylabel='MHTS', title='HBW', kind=kind)\n",
"ax2 = figure.add_subplot(2, 4, 2)\n",
"ax2 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(lauren_town[:,[0, 1, 3]]),\n",
" od_utils.ODToDict(mhts_town[:,[0, 1, 3]]), ax=ax2, xlabel='Lauren', ylabel='MHTS', title='HB0', kind=kind)\n",
"ax3 = figure.add_subplot(2, 4, 3)\n",
"ax3 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(lauren_town[:,[0, 1, 4]]),\n",
" od_utils.ODToDict(mhts_town[:,[0, 1, 4]]), ax=ax3, xlabel='Lauren', ylabel='MHTS', title='NHB', kind=kind)\n",
"\n",
"# Plot correlation by time\n",
"ax5 = figure.add_subplot(2, 4, 5)\n",
"ax5 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(lauren_town[:,[0, 1, 5]]), \n",
" od_utils.ODToDict(mhts_town[:,[0, 1, 5]]), ax=ax5, xlabel='Lauren', ylabel='MHTS', title='AM', kind=kind)\n",
"ax6 = figure.add_subplot(2, 4, 6)\n",
"ax6 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(lauren_town[:,[0, 1, 6]]), \n",
" od_utils.ODToDict(mhts_town[:,[0, 1, 6]]), ax=ax6, xlabel='Lauren', ylabel='MHTS', title='MD', kind=kind)\n",
"ax7 = figure.add_subplot(2, 4, 7)\n",
"ax7 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(lauren_town[:,[0, 1, 7]]), \n",
" od_utils.ODToDict(mhts_town[:,[0, 1, 7]]), ax=ax7, xlabel='Lauren', ylabel='MHTS', title='PM', kind=kind)\n",
"ax8 = figure.add_subplot(2, 4, 8)\n",
"ax8 = od_utils.PlotODPairCorrelation(od_utils.ODToDict(lauren_town[:,[0, 1, 8]]), \n",
" od_utils.ODToDict(mhts_town[:,[0, 1, 8]]), ax=ax8, xlabel='Lauren', ylabel='MHTS', title='RD', kind=kind)\n",
"figure.set_size_inches(16, 7)\n",
"figure.tight_layout()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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FJd1000145ztnAbwDwNMBODNdojAVa25uruYhwYIgQNlTw3EHrc+ZQ5UJgsCf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mUP1WxkZATBYFB5HovFEAgEAADBYBDJZBKJRAJtbW3o7u5GJBKxq6jkYj7fVNHDVXTUedQaSKvt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\nIiIiIiIiIiKP4sAOEREREREREZFH/T/ICyPbX0KpzAAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 125
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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