{ "cells": [ { "cell_type": "code", "execution_count": 162, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "import lzma,json" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "f=lzma.open(\"ep/ep_meps_current.json.xz\")\n", "#http://parltrack.euwiki.org/dumps/ep_meps_current.json.xz\n", "members=json.loads(f.read())" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "f=lzma.open(\"ep/ep_votes.json.xz\")\n", "#http://parltrack.euwiki.org/dumps/ep_votes.json.xz\n", "votes=json.loads(f.read())" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "hu={}\n", "ro={}\n", "for j in members:\n", " z='Constituencies'\n", " w='Groups' \n", " if z in j:\n", " if j[z][0]['country']=='Hungary':\n", " hu[j['UserID']]=j\n", " elif j[z][0]['country']=='Romania':\n", " ro[j['UserID']]=j\n", " elif w in j:\n", " if j[w][0]['country']=='Hungary':\n", " hu[j['UserID']]=j\n", " elif j[w][0]['country']=='Romania':\n", " ro[j['UserID']]=j" ] }, { "cell_type": "code", "execution_count": 201, "metadata": {}, "outputs": [], "source": [ "hu_allegiance_people={}\n", "ro_allegiance_people={}\n", "hu_allegiance_group={}\n", "ro_allegiance_group={}\n", "hu_allegiance_party={}\n", "ro_allegiance_party={}\n", "hu_vt=[]\n", "ro_vt=[]" ] }, { "cell_type": "code", "execution_count": 202, "metadata": {}, "outputs": [], "source": [ "def get_allegiance(allegiance,voteid,outcome,name):\n", " if voteid not in allegiance:\n", " allegiance[voteid]={'title':j['title'],'url':j['url'],'ts':j['ts']}\n", " if outcome not in allegiance[voteid]:\n", " allegiance[voteid][outcome]=[]\n", " allegiance[voteid][outcome].append(name)\n", " return allegiance" ] }, { "cell_type": "code", "execution_count": 243, "metadata": {}, "outputs": [], "source": [ "for j in votes:\n", " ts=j['ts']\n", " for outcome in ['Abstain','For','Against']:\n", " if outcome in j:\n", " for group in j[outcome]['groups']:\n", " for i in group['votes']:\n", " if i['ep_id'] in ro:\n", " dummy={}\n", " dummy['vote']=j['voteid']\n", " dummy['party']='Independent'\n", " for k in ro[i['ep_id']]['Constituencies']:\n", " if k['start']" ] }, "execution_count": 250, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "(pd.DataFrame(ro_allegiance_matrix_people_by_people['Csaba SÓGOR']).T['Same_perc']-0.6).\\\n", " sort_values(ascending=False).plot(kind='bar',figsize=(15,9))" ] }, { "cell_type": "code", "execution_count": 252, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 252, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "(pd.DataFrame(ro_allegiance_matrix_people_by_people['George BECALI']).T['Same_perc']-0.6).\\\n", " sort_values(ascending=False).plot(kind='bar',figsize=(15,9))" ] }, { "cell_type": "code", "execution_count": 253, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 253, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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\n", "text/plain": [ "
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\n", 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\n", 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\n", 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "(pd.DataFrame(ro_allegiance_matrix_people_by_party['Csaba SÓGOR']).T['Same_perc']-0.6).\\\n", " sort_values(ascending=False).plot(kind='bar',figsize=(15,9))" ] }, { "cell_type": "code", "execution_count": 259, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 259, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "(pd.DataFrame(ro_allegiance_matrix_people_by_group['Csaba SÓGOR']).T['Same_perc']-0.6).\\\n", " sort_values(ascending=False).plot(kind='bar',figsize=(15,9))" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 260, "metadata": {}, "outputs": [], "source": [ "ro_allegiance_matrix_party_by_people=get_allegiance_matrix('party',ro_vt,ro_allegiance_people)\n", "hu_allegiance_matrix_party_by_people=get_allegiance_matrix('party',hu_vt,hu_allegiance_people)\n", "ro_allegiance_matrix_party_by_group=get_allegiance_matrix('party',ro_vt,ro_allegiance_group)\n", "hu_allegiance_matrix_party_by_group=get_allegiance_matrix('party',hu_vt,hu_allegiance_group)\n", "ro_allegiance_matrix_party_by_party=get_allegiance_matrix('party',ro_vt,ro_allegiance_party)\n", "hu_allegiance_matrix_party_by_party=get_allegiance_matrix('party',hu_vt,hu_allegiance_party)" ] }, { "cell_type": "code", "execution_count": 261, "metadata": {}, "outputs": [], "source": [ "ro_allegiance_matrix_group_by_people=get_allegiance_matrix('group',ro_vt,ro_allegiance_people)\n", "hu_allegiance_matrix_group_by_people=get_allegiance_matrix('group',hu_vt,hu_allegiance_people)\n", "ro_allegiance_matrix_group_by_group=get_allegiance_matrix('group',ro_vt,ro_allegiance_group)\n", "hu_allegiance_matrix_group_by_group=get_allegiance_matrix('group',hu_vt,hu_allegiance_group)\n", "ro_allegiance_matrix_group_by_party=get_allegiance_matrix('group',ro_vt,ro_allegiance_party)\n", "hu_allegiance_matrix_group_by_party=get_allegiance_matrix('group',hu_vt,hu_allegiance_party)" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": 262, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 262, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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SPD7JF9dwbAAAgLPeOsLuliQXVNXTqurcJFckuX7HPtcnedVq+RVJ/kPv9T2gAAAAJEn27fUJuvu+qroqyU1Jzknyju6+o6relOTW7r4+yW8m+ddVdTRbV+qu2OtxAQAA2LLnsEuS7r4xyY07tr1x2/LXk1y+jmMBAADwYGv5gnIAAACWI+wAAACGE3YAAADDCTsAAIDhhB0AAMBwwg4AAGA4YQcAADCcsAMAABhO2AEAAAwn7AAAAIYTdgAAAMMJOwAAgOGEHQAAwHDCDgAAYDhhBwAAMJywAwAAGE7YAQAADCfsAAAAhhN2AAAAwwk7AACA4YQdAADAcMIOAABgOGEHAAAwnLADAAAYTtgBAAAMJ+wAAACGE3YAAADDCTsAAIDhhB0AAMBwwg4AAGA4YQcAADCcsAMAABhO2AEAAAwn7AAAAIYTdgAAAMMJOwAAgOGEHQAAwHDCDgAAYDhhBwAAMJywAwAAGE7YAQAADCfsAAAAhhN2AAAAwwk7AACA4YQdAADAcMIOAABgOGEHAAAwnLADAAAYTtgBAAAMJ+wAAACGE3YAAADDCTsAAIDhhB0AAMBwwg4AAGA4YQcAADCcsAMAABhO2AEAAAwn7AAAAIYTdgAAAMMJOwAAgOGEHQAAwHDCDgAAYDhhBwAAMJywAwAAGE7YAQAADCfsAAAAhhN2AAAAwwk7AACA4YQdAADAcMIOAABgOGEHAAAwnLADAAAYTtgBAAAMJ+wAAACGE3YAAADD7Vt6AAAAYBnHrrl06RFYE1fsAAAAhhN2AAAAwwk7AACA4YQdAADAcMIOAABgOGEHAAAwnLADAAAYTtgBAAAMJ+wAAACGE3YAAADDCTsAAIDhhB0AAMBwwg4AAGC4PYVdVT2hqn6vqj61+u/3nWC/f1dVf1JVH9jL8QAAAHiovV6xO5zkQ919QZIPrdZ389YkP7fHYwEAALCLvYbdZUneuVp+Z5KX7rZTd38oyVf2eCwAAAB2sdew+8Hu/kySrP77A3sfCQAAgFOx7zvtUFX/PsmTdnno9esepqquTHJlkhw4cGDdTw8AAHBG+o5h190vPtFjVfW5qnpyd3+mqp6c5PN7Gaa7jyQ5kiSHDh3qvTwXAADA2WKvb8W8PsmrVsuvSvJv9/h8AAAAnKK9ht01SX6iqj6V5CdW66mqQ1X1G8d3qqqPJHlPkouq6u6q+sk9HhcAAICV6t7MdzxW1b1J7lp6jg30xCRfWHoIxnC+cLKcK5wK5wsny7nCqXC+PNRTu3v/yey4sWHH7qrq1u4+tPQczOB84WQ5VzgVzhdOlnOFU+F82Zu9vhUTAACAhQk7AACA4YTdPEeWHoBRnC+cLOcKp8L5wslyrnAqnC974DN2AAAAw7liBwAAMJywAwAAGE7YAQAADCfsAAAAhhN2G6yqXrdt+fIdj7359E/ERFX156vq9UvPwWaoql/btnz1jsd+67QPxAir15HnrH4ev/Q8bKaqeu3D/Sw9H5ulqj64bfmXlpzlTCHsNtsV25Z3nvAXn85B2HxVdX5VHamqD1TVL1TVY6rqV5L8zyQ/sPR8bIwXbFt+1Y7Hnnk6B2HzVdW5q+A/lq3bkL89ybGqekdVnbvkbGykx32HH9hu/7bly0+4Fydt39ID8LDqBMu7rcO/SvLhJO/LVvh/NMkdSZ7Z3Z9dcjA2ysO9rsBOb0jy3UnO7+6vJElVPS7JtUl+efUDSZLu/odLz8AovnNtzYTdZusTLO+2Dk/o7n+wWr6pqj6X5Dnd/Y0FZ2LzfFdVfV+23rFxfPl44J2z3FhsqJcleW53/+nxDd39lar6W9n645Gw4wFV9caHebi7+x+dtmGY4OlVdX22/h90fPkB3f2SZcaaS9httmdV1ZezdcI/erWc1fqjlhuLTbXjl/TPJnlMVT02Sbr7i4sNxiZ5fJLb8u3z5PZtj/mDETvdvz3qjuvur1aV84WdvrbLtscmeXWS708i7Njusm3L/3yxKc4g1e11Gc4EVXUsyf3Z/e113d1PP70TAdNV1X9L8sLs/rpyc3c/6/ROxBSrt+xena2oe3eSX+nuzy87FZzZXLHbYFX1qCS/mOQZSf4wyTu6+75lp2JTdffBpWdghqral+SSJH9ptekTSW7y+sIudl7h3c5fhnmIqnpCktcm+RtJ3pnkx7r7S8tOxSaqqptz4teR7u6LTuc8ZwJX7DZYVb0rybeSfCRbv4Td1d1XP/y/4mxVVT+Z5HHd/d4d2382yb3d/XvLTMYmqaq/kOTmJJ9J8gfZ+oX9R5M8Kclf6+57FhwPGKyq3pqtz2UeSXJtd3914ZHYYFX17F02Pz/J65J8vrufc5pHGk/YbbCq+nh3//BqeV+S3+/uH1t4LDZUVX00yU939707tj8pyfu7+y8vMxmbZHXr+o9196/t2P63kzy7u3d+BQI8oKouSfIfu/vPqupl3f07S8/E5qiq+5N8I8l9efCVmMrWFZg/t8hgbLyq+vFs3Yzpe5K8ubt/d+GRRvJWzM32reML3X1flTuT87AeszPqkqS7P3v8BiqQ5Pnd/fM7N3b3r1fVJxeYh1l+Ksnfr6rbs/WXdWHHA7rb9yNzSlbvNvrlJF9P8k+6++aFRxpN2G227XfFTL59Z0x/+WI3j6qqfTs/J1VV353k0QvNxOb5s4d57CF3P+TsVlXPS3Ln8T8adfdrVre0vzrJaxYdDhitqm7J1peUvzXJf1lte+Cdad19+wn+KScg7DZYd/tOKU7F7yR5e1Vd1d1fS5LVlbpfj7+q822Pr6qX7bK9kvhjETsdSfK84ytV9atJDmbrxjvvT3LdMmMBZ4CvJflqklesfrbrJC867RMNJ+w2mLticorekOQfJ7mrqu5abTuQ5DfjS4T5tg8n+ekTPPafTucgjLCvu7+++pz3b2Xrqu4ruvv+qnrMsqMBk3X3C5ee4Uzj5ikbzF0xeSSq6tHZ+mNAkhzt7od76x08oKpe3t3vW3oONkdVvS1brydPSvK4JBd196eq6oXZ+jzMX1lyPmCuqnpdd79ltXx5d79n22Nv7u6/t9x0Mwm7DeaumJwKL5DsVVX9cXcfWHoONktV/dUk30zyuSTvTfL92Xrr7st9BgZ4pKrq9uO/125f3m2dk+PuRZvtQXfFXHIQRrhi2/Iv7Xjs4tM5CGO59S4PUlXPydaV/9/v7ruS/Msk/yPJB5IcW3I2YLw6wfJu65wEYbfZnlVVX179fCXJM48vr+6OCdt5gWSvvIWDnd6Wrat1qaoXJPmn2frc7p9k68YqAI9Un2B5t3VOgpunbDB3xeQUeYHkO6qqj2f386GS/OBpHofNd053f3G1/DNJjqw+h/m+qvrYgnMB823/Wq9Hb7toUUketdxYcwk7OHN4geRk/NQu2yrJeUl8DpOdztn2/ZgXJbly22N+hwAeMRcw1s+LMpwhvEByMlafk0qSVNWPJPnZJH89yf9O4o6Y7PRvkny4qr6QrS+3/0iSVNUzkvzfJQcD4MHcFRPgLFJVP5StG+28Msn/SfKuJH+nu5+66GBsrKp6fpInJ/lgd39tte2Hknyvu2ICbA5hB3AWqar7s3XV5dXdfXS17c7ufvqykwEAe+GumABnl5cn+WySm6vq7VV1Udw1FQDGc8UO4CxUVY9N8tJsvSXzRUnemeT93f3BRQcDAB4RYQdwlquqJyS5PMnPdPeLlp4HADh1wg4AAGA4n7EDAAAYTtgBAAAMJ+wAAACGE3YAAADDCTsAAIDh/h9DfQ5Selu5EQAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "(pd.DataFrame(ro_allegiance_matrix_group_by_group['PPE']).T['Same_perc']-0.6).\\\n", " sort_values(ascending=False).plot(kind='bar',figsize=(15,9))" ] }, { "cell_type": "code", "execution_count": 263, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['Partidul Naţional Liberal', 'Independent', 'Partidul Mișcarea Populară', 'Uniunea Democrată Maghiară din România', 'Partidul Social Democrat', 'Uniunea Națională pentru Progresul României', 'Partidul Puterii Umaniste', 'None'])" ] }, "execution_count": 263, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ro_allegiance_matrix_party_by_party.keys()" ] }, { "cell_type": "code", "execution_count": 267, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 267, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "(pd.DataFrame(ro_allegiance_matrix_party_by_party['Partidul Social Democrat']).T['Same_perc']-0.6).\\\n", " sort_values(ascending=False).plot(kind='bar',figsize=(15,9))" ] }, { "cell_type": "code", "execution_count": 264, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 264, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "(pd.DataFrame(ro_allegiance_matrix_party_by_party['Uniunea Democrată Maghiară din România']).T['Same_perc']-0.6).\\\n", " sort_values(ascending=False).plot(kind='bar',figsize=(15,9))" ] }, { "cell_type": "code", "execution_count": 265, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "dict_keys(['Jobbik Magyarországért Mozgalom', 'Magyar Szocialista Párt', 'Fidesz-Magyar Polgári Szövetség-Kereszténydemokrata Néppárt', 'Kereszténydemokrata Néppárt', 'Demokratikus Koalíció', 'Együtt 2014 - Párbeszéd Magyarországért', 'None', 'Lehet Más A Politika'])" ] }, "execution_count": 265, "metadata": {}, "output_type": "execute_result" } ], "source": [ "hu_allegiance_matrix_party_by_party.keys()" ] }, { "cell_type": "code", "execution_count": 266, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 266, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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VtW+SlyY5IslhSR5RVYdtt9njkvxbd/9Ykhcned7u7hcAAIDJetyxu1OSs7r7i919UZK3JTlqu22OSvL6xev/neS+VVXrsG8AAIBNr7p7996g6mFJHtDdj18sPzrJnbv7yau2+fvFNuculv9xsc3Xt3uvY5McmyQHH3zwHc4555zdqg0AYD0ccty75i5hXZ19/JFzl7Cu9rbjkzhGy25PHZ+qOr27D9+Vbdfjjt1ad962T4u7sk26+1XdfXh3H75ly5Z1KA0AAGDvtx7B7twkN1y1fFCSL+9om6raL8k1knxjHfYNAACw6a1HsDstyaFVdeOq2j/J0UlO2m6bk5Ics3j9sCTv7d3tAwoAAECSZL/dfYPuvriqnpzklCT7Jnldd3+mqp6TZGt3n5TktUneWFVnZbpTd/Tu7hcAAIDJbge7JOnuk5OcvF3bs1e9/o8kD1+PfQEAALCtdZmgHAAAgPkIdgAAAIMT7AAAAAYn2AEAAAxOsAMAABicYAcAADA4wQ4AAGBwgh0AAMDgBDsAAIDBCXYAAACDE+wAAAAGJ9gBAAAMTrADAAAYnGAHAAAwOMEOAABgcIIdAADA4AQ7AACAwQl2AAAAgxPsAAAABifYAQAADE6wAwAAGJxgBwAAMDjBDgAAYHCCHQAAwOAEOwAAgMEJdgAAAIMT7AAAAAYn2AEAAAxOsAMAABicYAcAADA4wQ4AAGBwgh0AAMDgBDsAAIDBCXYAAACDE+wAAAAGJ9gBAAAMTrADAAAYnGAHAAAwOMEOAABgcIIdAADA4AQ7AACAwQl2AAAAgxPsAAAABifYAQAADE6wAwAAGJxgBwAAMDjBDgAAYHCCHQAAwOAEOwAAgMEJdgAAAIMT7AAAAAYn2AEAAAxOsAMAABicYAcAADA4wQ4AAGBwgh0AAMDgBDsAAIDBCXYAAACDE+wAAAAGJ9gBAAAMTrADAAAYnGAHAAAwOMEOAABgcIIdAADA4PabuwAAgGV39vFHzl0CwE4JdgAADE3wBl0xAQAAhifYAQAADE6wAwAAGJxgBwAAMDjBDgAAYHCCHQAAwOAEOwAAgMEJdgAAAIMT7AAAAAYn2AEAAAxOsAMAABicYAcAADC43Qp2VXXtqvrrqvrC4ve1drDdX1bVN6vqnbuzPwAAAC5vd+/YHZfkPd19aJL3LJbX8oIkj97NfQEAALCG3Q12RyV5/eL165M8ZK2Nuvs9SS7czX0BAACwht0Ndj/S3V9JksXvH96dN6uqY6tqa1VtPe+883azNAAAgM1hvyvaoKr+Jsn11lj1rPUuprtfleRVSXL44Yf3er8/AADA3ugKg113329H66rqX6rqR7v7K1X1o0m+tq7VAQAAcIV2tyvmSUmOWbw+Jsk7dvP9AAAA+AHtbrA7Psn9q+oLSe6/WE5VHV5Vr1nZqKo+lOTtSe5bVedW1U/u5n4BAABYuMKumDvT3f+a5L5rtG9N8vhVy/9td/YDAADAju3uHTsAAABmJtgBAAAMTrADAAAYnGAHAAAwOMEOAABgcIIdAADA4AQ7AACAwQl2AAAAgxPsAAAABifYAQAADE6wAwAAGNx+cxcAAADs3c4+/si5S9jruWMHAAAwOMEOAABgcIIdAADA4AQ7AACAwQl2AAAAgxPsAAAABifYAQAADE6wAwAAGJxgBwAAMDjBDgAAYHCCHQAAwOAEOwAAgMEJdgAAAIMT7AAAAAYn2AEAAAxOsAMAABicYAcAADA4wQ4AAGBwgh0AAMDgBDsAAIDBCXYAAACDq+6eu4Y1VdV5Sc6Zu451dt0kX5+7CHbI8Vl+jtHyc4yWm+Oz/Byj5ecYLbe97fjcqLu37MqGSxvs9kZVtbW7D5+7Dtbm+Cw/x2j5OUbLzfFZfo7R8nOMlttmPj66YgIAAAxOsAMAABicYLdnvWruAtgpx2f5OUbLzzFabo7P8nOMlp9jtNw27fHxjB0AAMDg3LEDAAAYnGAHAAAwOMEOgP+0qrrbrrQBABtLsNtAVfXwXWljPlX1xl1pA3boJbvYxgyq6qCq+vOqOq+q/qWq/k9VHTR3XVymqp63K23A2qrqmlX1lKp6UVX9r5Wfueuaw35zF7CXe2aSt+9CG/O5xeqFqto3yR1mqoUdqKq7Jzm0u0+oqi1Jrtbd/zR3XZtZVd01yY8n2VJVT1u16sAk+85TFUlSVU9M8qHu/kySE5K8JcnKRcVHLdruP1N5XN79kzxju7Yj1mhjJovvnWckOSzJASvt3X2f2YpitZOTfCzJp5N8f+ZaZiXYbYCqOiLJf09yg+2uGByY5OJ5qmK1qnpmkt9McpWqumClOclF2cTD5C6jqvqdJIcnuXmmE9IrJXlTEt395rV/kqtl+h65+qr2C5I8bJaKWPGGTHdNH5fkh7v7hFXr/qSqfnWeslitqn4xyS8luWlVfWrVqqsn+cg8VbEDb07yp0mOTPLEJMckOW/WiljtgO5+2hVvtvcz3cEGqKrbJLltkuckefaqVRcmeV93/9sshbGNqtonyWu6+7Fz18KOVdUZSW6X5OPdfbtF26e6+9bzVsbiDvefdrcgt2Sqat/uvqSq/ibJnyR562LVI5I8prvvO1txJEmq6hpJrpXkD5Mct2rVhd39jXmqYi1VdXp332H1d09VfaC77zl3bSRV9dQk/57knUm+u9K+Gf+O3LHbAN39yar6+yQ/0d2vn7se1tbd31+EcJbbRd3dVdVJUlVXnbsgJovgcO256+DyuvuSxcvHJvnjJC9O0kk+umhjZt19flVdmORW3X3O3PWwU99b/P5KVR2Z5MtJPKu6PC5K8oIkz8r0OZfF75vMVtFMBLsNsjjhuU5V7d/dF81dDzv0saq6Y3efNnch7NCJVfXKJNesqidkOil99cw1cZlPVNVJmZ4d/tZKY3f/2XwlsaK7/znJg+eug7UtLjB+sqoOXhwrltNzF3dYfy1TN+cDkzx13pJY5WlJfqy7vz53IXPTFXMDLU5Gb5/kpGx7wvOi2YpiG1X12SQ3S3JOpmNUSVo3v+VSVfdP8hOZjs8p3f3XM5fEQlWdsEZz6+I8r6p6enc/v6peksuuYF+qu58yQ1msoarem+SOSU7NtucKAvmSqKprb9+tr6pubBCv5bC4uHh0d3977lrm5o7dxvry4mefbDu4AMvjiLkL4Iotgpwwt4S6+zFz18CaPrf4vXXWKtgVvzd3AVyhv6iqI7r7giSpqv+aqZfCLecti4VLkpxRVe/Lts/YbboLWO7YQZKq+uFsO4SxLjFLoqoemuR5SX440x27lbuqB85aGEmSqjog0+iLt8i2f0Pu2MEuqqobZZrS5W+q6oeS7NvdF85dF5PFc3VPzzQq5s0zjTz7yO4+Y9bCSJJU1TFrtW/GcS7csdtAi3lPnp7Ln/CY92RGVXX97v7y4vWDk7woyY8k+dckB2e60n2LHb8De9jzkzyouz93hVuyR1TVI5N8srv/Pskbk3whyX9L8sIkj0zy2RnLY5Wq+uskD+/uby6Wr5Xkbd39k/NWtrlV1UHdfe7i9ROSHJvk2klumuQGSV6RxMilS6K731VVV0ryV5l6YD2ku78wc1ksdPfrq2r/TI/WJMmZ3f29nf2bvdU+cxewt6mqX6qq+y0W35zphGdLpqkPzklikI753auqXldVV0ny3CR3TbK1uw/J9EVq/qDl8i9C3dJ5X5LfWjz7eGh3/2aSf+vuP8k0h+et5iyObWxZCXVJsphu54dnrIfJPapqpZvYkzLNy3lBkiwCg2O0BKrqJVX1vxZzEt8n06Ap/5Tkl7ebp5gZVdW9Mp1vvzTJy5J8vqruMWtRM3HHbv29PskfVNU1k1y3u19VVY/q7vcneX9VfWDe8ujut1TVWUkemGko/fMWV+LS3e+rqufNWyHb2VpVf5rk/8u2feeNujiTxR3vo6vqernsmHynqm6W5BtJDpmrNi7nktUjLi66/HkGY2aL76GV7soXdfdFVZUkqar94hgti+2fUT19liq4Ii/MNMXYmUmy+C56a5I7zFrVDAS7ddbd30ryK4u7Qb++aP7m4sr215PccLbiuFR3n5rk1Kr6haq6WpK/q6o3Zjop/f681bGdA5N8O9OomCs6iWA3s+7+alW9etG97zlJ3p3peD173spY5VlJPrzqouI9MnX7Y2bd/brFy/dX1W8mucriXOGXkvzFfJWxYjM+ozWoK62EuiTp7s+vXLDfbAyesoGq6oFJPpSpv/wfJ7lmkt/v7j+ftTAutZjs+juZBuR4ZJJrJXmzuVCAUVXV9br7q6uWr5vkLpk+5/7W59tyqap9Mg1AdOmULkle007QZldVJ3b3T1fVp7P2tCGmRloCVfW6TMfnjYumRybZbzOO2izYsektupPdKdOHwmmrT4iYX1UdlGlC2LtlOkYfTvIrKwMPMI+qunOSV2Ua7OHTSR7X3QZNWQKLEeLumORXktxmrW26++N7tCgYUFX9aHd/ZdGF+XK6+5w9XROXV1VXzvSs6t0zXRz5YJKXdfd3d/oP90KC3Qaqqpsk+aNMg3N8P8nfJnlqd39x1sK4VFU9PlO3sfdm+jC4Z5LnrOoiw8wWo/q9JZddiXtUpmGm7z9fVVTV1iTPzPQF+uAkjzfS4vKoqgdkGu3359dY3UZnXh47uBt0fqbnu57b3f+656titap6Xnc/44raYG6C3Qaqqo9lGqHnrYumo5P8cnffeb6qWK2qzkzy4ytfnFV1nSQf7e6bz1sZK6rqjO6+7RW1sWdV1ce7+/Y7WgZ2TVU9P9MEy29ZNB29+H1Bkrt394NmKYxLrfX5VlWf0hVzXjvqIrtiMx4fg6dsrOruN65aflNVPXm2aljLuUlWTwJ7YZIvzVQLa/t6VT0ql10geUSmOQeZ1zUXk8evuWzU0nltd2wux/FZKnfr7rutWv50VX2ku++2+OxjJlX1i5kGs7lJVX1q1aqrx9RIy+CBcxewbNyx20BVdXySbyZ5W6YrCj+T5MqZ7uKlu78xX3UkSVW9IdOcW+/IdIyOSnJqks8nSXe/aL7qSJKqOjjT4EN3zXSMPprpGTvPNsyoqk7Yyeru7sfuZD0bzPEZR1V9Msmx3f13i+U7JXl1d9+mqj7R3bebt8LNq6qukWlQtT9MctyqVRc6h2MZCXYbqKr+aSeru7tvsseKYU1V9Ts7W9/dv7enagFg86mqOyZ5XZKrZXrW+4Ikj0/ymSRHdveJM5a3qVXVgd19QVVde631wt1yqKq7ZBpk7b8m2T/Jvkm+1d0HzlrYDAQ7yPThnSlsX3iFG7NHVNXO5kLr7v79PVYMDKyqjkxyiyQHrLR193Pmq4i1LO4OVXd/c+5amFTVO7v7gYsL9Z0peK9wgX5JLAbzOjrJ25McnuTnkvxYdz9r1sJm4Bm7DVRVB2Tqm333TB8IH0ryiu7+j1kL41JVdXiSEzL1l09VnZ/ksd19+qyFkSTfWqPtqpnme7pOEsEOrkBVvSLJDyW5d5LXJHlYpu7mLJHV4btqyg7C9/y6+4GL3zeeuxZ2rrvPqqp9u/uSJCdU1UfnrmkO7thtoKo6MdNgHG9aND0iybW6++HzVcVqi4ehn9TdH1os3z3T3CebbiSlZVZVV880J9fjkpyY5IXd/bV5q4LltzJy36rfV0vyZ939E3PXtplV1X9P8vHu/uoifF8903yqb07yU0lO7e7HzVkjSVXtdKRf80Euh6r6YJL7Zbp49dUkX0ny89295jyeezN37DbWzbf7T/W+xUPSLI8LV0JdknT3h6tKd8wlsXiu4WlJHpnk9Ulu393/Nm9VbK+qbpnksGzb1e8N81XEKt9Z/P52VV0/04iy7j7M7+wkr1s85/3ji9D9we7+3ar6n0mMWrocXriTdZ3EfJDL4dGZnqt7cpKnJrlhpgskm45gt7E+UVV36e6PJUlV3TmGx102p1bVKzMNpb8ycun7V67SuRo3n6p6QZKHJnlVklt197/PXBJrWJyY3itTsDs5yRFJPpxEsFsO76yqayZ5QZKPZ/qce/W8JdHdn62qByU5NJeF74urakumwVOE7yXQ3feeuwau2KpRsr+TZFMPeqcr5gaqqs8luXmSf140HZzkc0m+n+mhW939ZlZV79vJ6u4SKQEwAAAgAElEQVRuV+NmUlXfT/LdJBdn2wlIK9Ox2XSjXS2jxQSxt0nyicXw7D+S5DUmVV4+VXXlJAd09/lz18Jlquq3M43od88kr8j0Gfe67v7NWQvjUlV1pSS/mOQei6b3J3lld39vtqK41A4mKj8/ydYkz+3uTTP3rWC3garqRjtbbx4uYHRVdWp336mqTs80QMeFSf6+u28xc2nECeloqmr/JFcRvpdLVb0myZUyPRKQTF3/Lunux89XFSuq6vlJLknylkXT0ZkukJyf5O6b6UKjrpgbqLvPWQzGcWh3n1BV101y9e7e2fx27EGLuwt/kOT63X1EVR2W5K7d/dqZS4NRbF109Xt1ktOT/HuMurhMXp7phPRli+VHL9qckC6JqvrHJC/o7ld090VJLloZZn/u2rjUHbcbM+G9xkxYKnfr7rutWv50VX2ku+9WVY+araoZ7DN3AXubqrrFqte/k+QZSZ65aNo/l42QyUyq6lFVdb3F4p8kOSXJ9RfLn0/yq3PUBSPq7l/q7m929yuS3D/JMd39mLnr4lJ37O5juvu9i5/HJLnj3EWxje8luXdVnbC4Y5ckN5izIC7nkqq66cpCVd0k0x0ilsPVFuNYJEmq6k5JrrZYvHiekuYh2K2/G1XV8YvX/0+SB2cxH1d3fzmL+dKY1XuTvHjx+rrdfWKm5x7T3RfHhzXssqp6z8rr7j67uz+1uo3ZOSFdft/u7p/J9Az+hxaPcXhOZrn8RqaRzd9fVR/IdB7xazPXxGUen+Q1VfVPi8nkX5PkCVV11SR/OG9pe5aumOusu0+uqpUvzYu6u6uqk2TxH4yZdfeXq+qJi8VvVdV1svgSraq7ZOqTDexEVR2QaeLr61bVtTI9z5AkB+ayO+DMb+WE9IuZjtGNkrijulwqSbr7+YtnVU9Jcu15S2K17n5PVR2aaUC8SvIP3f3dmctiobtPS3KrqrpGpvFDvrlq9YkzlTULwW4DdPcpi5cnLobSv2ZVPSHJY2OY6aWw6sH0pyU5KclNq+ojSbYkedhshcE4fiFTt+XrZ3q2biXYXZDkpXMVxaSqrtTd31vrhDSC97J59sqLxfH6iSQ/P185rFj87fzPJDdN8ukkv97d/3feqtje4obKC5I8sxejQlbVx7t7pxPM742MirnBqur+SX4i0xfqKd391zOXxHaqar9cdtJzptHiYNdV1S9390vmroNtVdW7kxy1GIxjdfutk5zU3YfMUhiXU1V3S3JGd39rMdDD7ZP8kZGz51dVH8o0J+cHMz1ac9fufui8VbG9qvpUkr9McrskP9Pd36iqT3T37WYubY9zx26DLYKcMLdkquoeO1h116pKd39wjxYE4/pqVV29uy+sqt/KdFL63O7++NyFbXKnJ3l3VT2ou7+dJFV1r0wDeOmKuVxenuQ2VXWbJE9P8tpMYeKes1ZFMo1kvtLT6gVV5XNtOV3c3U+vqp/O9Jzqz2WTPqcq2G2AxYObO/oP1d190x2sY8/5jTXaOtNEywcl2XfPlgPD+u3ufvtiapefzNRt6eVJ7rzzf8ZG6u7fqqpnJTmlqo7IdGxenOQh3b113urYzsWL5/GPynSn7rVVdczcRZEkOaCqbpfLuppfZfWyC1hLY+V4nFhVn0ny1iQHz1vSPAS7jXH4dsv7JPnpJL+e5BN7vhy2t/1klYuT0mcl+UqSJ89SFIxpZbCoI5O8vLvfUVW/O2M9LHT3/6iq7+SyZyDv091nzVwWl3dhVT0zyaOS3KOq9s009yDz+0qSF61a/uqq5U5ynz1eEWu5dF7O7v7M4pzuITPWMxvP2G2gqton02Swv5HkjCR/0N2fnbcqVquq+yb57Uwf0H/gGUj4wVTVO5P83yT3S3KHJN9Jcup2k/myh1XVX2T6XKskd0tyVqaT0iRJdz94ptLYzmJe1Z9Nclp3f6iqDk5yr+5+w8ylwRCq6kpJfjHJymM2H0jyis04ZoJgtwEW/8Eem+SpST6c5A+7+x/nrYrVqurITHfozs/0PNBHZi4JhlRVP5TkAUk+3d1fqKofTXKr7v6rmUvb1Kpqp89ndfcH9lQt7Nji7twp3X2/uWuBUVXVazLd5X79ounRSS7p7sfv+F/tnQS7DVBV52aa6f7/TfLP26/v7j/b40Wxjar6fpJzk3wyazwP6Wo27FxVHdjdF1TVmvNtdfc39nRNMKKqOinJo1dNwwP8AKrqk9v3ElmrbTPwjN3G+JtcNhDH9v+pOolgN797z10ADO4tSR6Y6fmtlS5/KzrJTeYoCgb0H0k+XVV/neRbK43d/ZT5SoKhXFJVN13pHVdVN8llz39vKu7YAQDMZEcjYHb369dqZ15VddMkj0hydHffcu56uHS8hBOSfDHTRcYbJXlMd79v1sJmINgB8AOrqtvvbL1hwJfPYkCvq3X3BXPXwraqav8kN1ssnrkZB31YZotnh38m0yA3t07yh0n+rLs/PWthXKqqrpzk5pmC3T9093dnLmkWgh0AP7Cq2tmV0O5uw4Avgap6S5InZuqWdHqSayR5UXe/YNbCuNRi4vjXJzk700npDZMc090fnLEsklTVEzLdnTsoyYmLn3d0941nLYwkSVU9dGfrN+OYFoIdAOylquqM7r5tVT0y03QUz0hyenffeubSWKiq05P8bHefuVi+WZK3dvcd5q2Mqrooyd8m+bXu3rpo+2J3e4Z4CSwGwjtj8ZNs96x3dz92z1c1L4OnbLCqumWSw5IcsNJmbprlUVVbMp3obH+M3G2AXeRzbqldaTEFz0OS/HF3f6+qXNFdLldaCXVJ0t2fXxwz5nf9JA9P8qKq+pFMd+wcm+XxU5m6yN46yTsyXRA5a96S5rXP3AXszarqd5K8ZPFz7yTPT2IY/eXy5iSfS3LjJL+XqSvMaXMWBCPxObf0Xpnpc+2qST5YVTdK4hm75bK1ql5bVfda/Lw6U7dZZtbdX+/ul3f3PZLcN9Pct1+rqs9V1R/MXN6m191/3t1HJ7lnkn9M8sKq+vAVzeO5N9MVcwNV1aczTXfwie6+zeJqz2u6+0Ezl8ZCVZ3e3Xeoqk+tdE2qqg9096b9UIAfhM+58VTVft198dx1MFkM+vCkJHfP1JXsg0letlkHfxhBVd0806iYvzd3LSRVtW+SByQ5OsktkxzX3afMW9U8dMXcWN/p7u9X1cVVdWCSr8XcTstmZeSxr1TVkUm+nOkhaWDX+JxbYlX17B2ses4eLYQ1LU5IX9vdj0ryornrYdcsus4KdTOrqntnGtzmTpnmkP6jlWchNyvBbmNtraprJlnpVvHvSU6dtyS289yqukaSX8vUlezAJL86b0kwFJ9zy+1bq14fkGlS+c/NVAvb6e5LqmpLVe3f3RfNXQ8M5j1JPpXkw0munOTnqurnVlZ291PmKmwuumLuIVV1SJIDu/tTM5fCKlV1t+7+yBW1AVfM59zyW3T7O6m7f3LuWphU1SuT3D7JSVkVxLvbHTzYiao6Zmfru/v1e6qWZSHYbaCqek933/eK2phPVX28u29/RW3Atqrqv3T3P+xoonITlC+nqrpWklO7+9C5a2GyGIDocjy/tTyq6m5Jzujub1XVozIF8T/q7nNmLg22oSvmBqiqA5L8UJLrLr5EV+bVODDT0LnMrKrumuTHk2ypqqetWnVgkn3nqQqG8rQkxyZ54RrrOokpQ5bAYnCblSu4+ybZkuT356uI7QlwQ3h5kttU1W2SPD3Ja5O8IdNojLA0BLuN8QuZntO6fqZnTlaC3QVJXjpXUWxj/yRXy/Q3cPVV7RckedgsFcFAuvvYxe97z10LO/XAVa8vTvIvRsRcLov5VJ+e5BYxn+qyuri7u6qOynSn7rVX1A0Q5qAr5gaqql/u7pfMXQc7VlU30pUC/vOq6klJ3tzd31wsXyvJI7r7ZfNWRpJU1eO6+7XbtR3f3cfNVRPbqqq/SvKnSX49yROTHJPkvO5+xqyFcamq+kCSv0zymCT3SHJepq6Zt5q1MJIYL2E1wW6DVdUtkxyWba/CvWG+iljNlVLYPVV1Rnffdru2T3T37eaqictU1buTvKm737xYflmSK3f34+atjBXmU11+VXW9JD+b5LTu/lBVHZzkXs7nloPxEi6jK+YGWjwQfa9Mwe7kJEdkGpLVB8HyeHOmK6UPzKorpbNWBGPZp6qqF1cJF/Ny7T9zTVzmoUlOqqrvZ/oO+kZ3/9LMNbEt86kuue7+albNM9jd/xzncrMzXsLl7TN3AXu5hyW5b5Kvdvdjktwm0zwbLI/rLLopfa+7P9Ddj01yl7mLgoGckuTEqrpvVd0nyVszdVliRlV17aq6dpKrJHl8pp4JFyR5zqKd5bF6PtVfT/KaJE+dtySq6mqrXt+lqrZW1YVVdVFVXVJV589ZH0kuP17Cys+mHS/BHbuN9Z3u/n5VXVxVByb5WpKbzF0U23ClFHbPMzINGPWLmQaK+qtMJ6bM6/RMo2HWqt9HLn46vouWyUe7+/wk5ycxGNHyeFRV/WiS303yx0kemeQVSe6X5OeSmDJkZt39gar6cJJbGV12IthtrK1Vdc0kr870JfvvSU6dtyS2s/pK6Usy3b53pRR20eLi1WszdTPvJGd29yUzl7XpdfeN566BXfZ3VXVGkhOSvLsNfrAUuvsVVfVTmQJduvvMqrrS4vPthKr66LwVkiTdfYleCJcxeMoGqapKclB3f2mxfEiSA7v7U3PWxWUWzwI9pbtfPHctMKqquleS1yc5O9NdoRsmOaa7PzhjWZteVd2nu99bVQ9da313/9merom1Lc4X7pfksUnulOm57z/p7s/PWhiXqqoPZjpGL8vU++q8JI9ZGeyGeVXVCzPdQX17km+ttG/GzznBbgOtjHQ1dx3sWFW9zzxc8J9XVacn+dnuPnOxfLMkb/XZN6+q+r3u/p2qOmGN1b14npglU1X3TvKmJFdN8skkx3X3385bFVV1o0yBbr9MvXquleTlwvdy8Dl3GcFuA1XVSzNddTtt7lpYW1X9jyTXyHSFdPVVno/PVhQMZPUQ7TtrYx5VdePu/qcramM+VXWdJI9K8ugk/5LktUlOSnLbJG/XrRbYVYLdBqqqzya5WZJzMoWGynQFwQnPkqiq963R3Oaxg11TVa/L9GzdGxdNj0yy32IkYGa2g/md9CZZIlX1+Ux/Pyd097nbrXtGdz9vnsqoqp0+PuN8bjkseoq8PMmPdPctq+rWSR7c3c+dubQ9TrDbQItb95fT3efs6VpYW1Ud0N3/sV3bdbr7X+eqCUZSVVdO8qQkd8908eqDSV7W3d+dtbBNrqr+S5JbJHl+kt9YterAJL/R3beYpTAuZ/U8kCyXxaA2neQtSf4iyXdWr3c+N5+qemKS93f3P1TVBzJ9zr2yu2+3WP/33X3LWYucgVExN9b9FnOkXaqqjk9y3Ez1cHn/p6qO6u6Lk6SqrpfkXUlczYZd89NJXt3dl07eW1UPTPLO+Uoiyc2TPDDJNZM8aFX7hUmeMEtF7Mg7pvFTtnF+kq2ZTlT/4/L/hD2hu2+7uEjyiEzh7rOL33+1ct7AbN6U5KVJjknyQ9196nZ/R5vy+Lhjt4Gq6t1J3tTdb14svyzJlbv7cfNWxoqqekKmeZ1+KtNofif9/+3deZRlVXn///enAZVZGVQckCEiEhRBUFCCA6jRBKJAGARUFDVfB1SMXzXqF8HEMT8N0YiCCoKKAg4BJ1BkEAwgMzJEVFBwQgZlEASa5/fHOUUXRdM02qf2vbfer7Vq1T37dK/1Wdym6j5n7/1s4J+r6vimwaQxkeT3dB0xd62qS/qxeyz/UxtJtrD5xmhLcgCwOnBEP7Qz8Bu6w+VXqqo9WmXT3SXZma6Y+EBVfah1nrmuP37i9v7z9uvo9qRukmRH4BVV9fzGEWedM3bD2h44JsmdwPOB66rqNY0zaZqqOjjJA4CvAWsBr64qz6aRFt/lwCuAo5O8u6qOoluSqdFwbpLX0i3LfNDU4FzsFjfCNq6qraZdH5vklKraKslFzVIJgCSPBHYBXgRcT9cV86tNQwmAqrq9f/la4CBg/SS/pPu9tHuzYA1Z2A1gxkGJe9EVDacB+ydZpaqua5NMU5LsM/2SbrbuPGDzJJtPX1YmaZGqqs5J8gzgiCRPBZZqHUp3ORy4FHgesD9dc5tLmibSTKsnWbOqfgGQZE1gtf7ebe1iqd+7tSJwJPAyYOrz2wP8PDc6qupnwDZJlgfmVdWNrTO14lLMASS5nG6zbaZ9n1JVtU6TYLpLkn0Xdb+q9putLNI4S/KNqvq7/vU84APAm6tqXttkAkhyblVtPHUERZJlgOPs/Ds6krwA+ATwU7rPC2sDrwFOAl5ZVf/RLt3cluQKus9xTPsOC7qc+3luBMx4WD/lD8DZVXXebOdpycJOApKsSPdD+qbWWaRxleQhwO/t8Dc6kpxZVU9JcgpdsfAb4Ew/kI6Wvrvs+nQFw6U2TJEWX5IvAJvSdS6FrnfCD+n+nzqqqj7YKtts84nqgJIsk2TvJEf3X6/rn5ZqRCTZMMm5wI+Ai5KcncQ24NJ9SPL/+m5xJHlgfybkT4HfJtmmbTpNc1BfcL+TrjnUxXSzqhotj6XrZPpEYKckL2mcRxonqwKbVNWbq+rNdEXe6sBWdEto5wz32A3rQGAZ4OP99R792F7NEmmmg4B9qupEgCTPBA4GntYylDQGdgbe079+af99dWA94LPAd1uE0gL90tgbqup6uvMFnaUbQf3WgGcCGwDfpGu2dipwWMNY0jhZk7vvR70deExV3ZJkTp2pamE3rM2qaqNp199Lcn6zNFqY5aeKOoCqOqnffCtp0W6btuTyecAXq2o+cEkSf7eMgKq6M8nr6Bo/aHTtCGwEnFtVeyZ5GPCpxpmkcfIF4PQk/91fb0vXzGt5ulUKc4ZLMYc1P8m6UxdJ1gHmN8yje/pZknclWav/eiddm1xJi/anfinz6sCzgOlnPy7XKJPu6TtJ/jnJo5OsMvXVOpTu5paquhO4I8lKwNU4uzpSkhy+OGNqo6reA7wK+D1d05R/qqr9q+rmqtqtbbrZ5VPVYb0FODHJz+g2RD8G2LNtJM3wcmA/4Ct079Ep+B5Ji+MNwNF0yy8/UlWXw10d/s5tGUx3M3Ve3WunjRUWDqPkrCQPptsGcDZwE3Bm20ia4W5775MsBTy5URYtRFWdleQX9Od1Tj9CZC6xK+bA+k5Xj2NBp6s5tdZXktROkszsUprkQXZdHE1J1gJWqqoLGkcRkOTtwL8AywJ/ZMHxVbcBB1XV21tlm+uSPKKqftW/3g74MPAw4Fq6s4kvrao51wzPwm5A/ROdvwPWYtrsqIdfj44km9L90F6Lu79HT2yVSZKWlCSfqaqXT7teHjimqrZuGEtAkk0Wdb+qzpmtLFq0JO+ziBstSV4MbEO3GuEMYGvgyKp6VpJnAbtW1ataZmzBpZjDOha4FbgQuLNxFi3c5+mWzPoeSZpEv0xyYFX9n/7Yg2/QLflTe2cBFwG/668z7V4BHiI/Ot6RZHdg7ap6T5JHA2tUlUtmG6mqLyT5CfD3dM28fjd1pFhVnZhkTh7r4ozdgJJc4MzPaEtyalVt2TqHNI76dvqbV9UPWmfRves/4KxMtyfo/VX15caRBCR5E7ADXbOHLwJfraqb2qbSwiQ5kO7h77Or6vH9Q5Ljq2qzxtEEJPku8EK6ngkPBa4DnlpVmzcN1oCF3YD6X6YnVNXx9/mH1USSrYFdgROAu/Y/VtVXmoWSxkiS/6mqLVrn0N0l2X76JfAuuoYc3wZ/xo2SJGvT/R76B+DnwHur6ry2qTRdknOqapMk51bVxv3Y+TOOtFIj/RLzW+h+1u0GPAT4fFVd0zRYAy7FHNbpwFf7p9q30/2Dq6paqW0sTbMnsD7dQfJTSzGLrkumpPt2fJIdgK/MbNKhpradcX0u3c+5bfFn3Eipqsv787eWBfYA1gMs7EbL7X3fhALoj3lx+8bo2Ac4tKquBA4DSPIq4KCmqRpwxm5A/TEHLwQu9APPaEpyYVU9oXUOaVwluRFYHriDbk+xD7CkxdCfbbsL3UzdlXTLMb9ux9LRk2Q3YGdgE+CzdIfKv7OqjmoaTAAkuRq4BnhtVZ3Yj51TVYtsUDSJnLEb1mXAjyzqRtrpSTaoqotbB5HGUVWt2DqD7l2SRwEfBZ5ON9twKvCGqrqqaTAB/AS4APhv4AZgTeA1SddDxQ7ao6OqPp/kbLrOiwFeWFWXNI6lBX5J94DkqCRHV9WHuHszojnDwm5YvwZOSvIt7r5/yx/Wo2NL4KVJLqd7j6ZmG2x6Iy2mvpHAY+kPhgWoqlPaJdI0hwBfAP6xv969H3tOs0Sasj/90j5ghZZBtFguoyvAl4a5ewD2qKqqXyR5BnBgkqPoljbPORZ2w7q8/3pA/6XR87etA0jjLMlewBuAR9HtC9oc+B9s1T4qVq+qQ6ZdH5rkjc3S6C5V9e7WGbR4krwe2Bf4LTCf/iEw4EPg0XAWQL+Mec8kr6XrAjznuMduFiRZvqpubp1DC5dkS+CxVXVIvyF6haq6vHUuaRwkuRDYDDi9qp6UZH1gv6rauXE0cVcb8EOBI/qhXYE9PaBcWnz9eWlPraprW2fRovUrSB5dVRe0ztLCvNYBJlmSLZJcDFzSX2+U5OONY2maJPsCbwXe3g8tA3yuXSJp7Nw61ewhyQOr6lLgcY0zaYGXAzsBv6HbHrBjPyZp8V1Jd96gRlCSk5KslGQV4HzgkCRzctuTSzGH9R/A84BjAKrq/CRbtY2kGV4EbAycA1BVv0piMwhp8V2V5MHA14DvJLke+FXjTOr1e4C2a51DGkdJ9ulf/oyuZ8I3sGfCKFq5qm7otwYcUlX7JpmTM3YWdgOrqiunOlz15rfKooW6raoqydTZNMu3DiSNk6p6Uf/y3UlOBFamPwRb7fWHX78eWItpv/OrymKvsWlFw0JZNIyEqQe9v+i/7JkwmpZOsgbd6oR3tA7TkoXdsK5M8jSgkjwA2Jt+WaZGxpFJPgk8OMkr6ZYoHdw4kzQ2kvw78JmquriqTm6dR/fwNeDTwLF4oPKomSoaHke3T/WY/npbwK6yI6Cq9pt+bc+EkbUfcBxwalX9sD8j8rLGmZqwecqAkqwGHABsQ9dB6Xi684PcfDtCkjwHeC7de3RcVX2ncSRpbPRLX/ake1B4CHBEVbkXZUQkOaOqnto6h+5dkuOBHarqxv56ReCoqrJr84hIsgXdA5IVqmrNJBsBr66q1zSONuclWQrYu6o+0jrLKLCwkyT9xZI8jq7A2xU4DTi4qk5sm0pJXkx3xuDx3H1v0DnNQuluklwKbFRVf+qvHwicX1Xrt02mKUnOoGs8dExVbdyP/aiqNmybTABJTqyqZ7XOMQpcijmAJB9lwaGj91BVe89iHC1EkhtZ9Hu00izGkcZa/8R0/f7rGrquZPskeXVV7dI0nJ4A7EF3ruDUUszCcwZHyeHAmUm+SvfevAg4rG0kzWTPhJH2gyQfA74E3LVUdi4+wLKwG8ZZ/fenAxvQ/UMD+Efg7CaJdDdVtSJAkv3p2oAfTrcUczcW7HuQdB/6ltLbAScA762qM/tbH0jyv+2SqfciYJ2quq11EC1cVf1bkm8Bf9MP7VlV57bMpHuwZ8Joe1r/ff9pY3PyAZZLMQfUd4h7blXd3l8vAxzvdPHoWNj+E/ekSIsvycuBL1bVHxdyb2X327WV5EvA66vq6tZZdO+SbAk8tqoOSbI63V6uy1vnUudeeibsXVXXNQ0mzeCM3bAeQTf7M/U//gr9mEbH/CS7AV+ke7qzKy6vkO6P84D1ZyxR+gPwc4u6kfAw4NIkP+Tue+w87qChJH9dVRf1r/cFNqXrjnkIsAzwObpVPxoBVXUN3YqeuyR5I915xWosycrAvsDUWdEnA/vPxd9BztgNKMmewLuBqQYCzwDeXVWfbRZKd5NkLbqncE+nK+xOA95YVVe0SyWNjySnA5sAF9A9yd6wf70q8E9VdXzDeHNekmcsbNyjKdpK8gJgq6p6W5LzgI2Bc6Y15rigqp7YNKQWKckvqmrN1jkESb4M/AiY+ny9B11Dou3bpWrDGbsB9UsqvgVMLet7W1X9pmUm3cMNVfUPrUNIY+wK4BXTZh82AN4CvAf4Ct2SJTVSVScneQzdMr/vJlkOWKp1rrmuqr6ZZGp1yG1VVUkKurPSGkbT4st9/xHNknWraodp1/v1D0zmnHmtA0yyJEfTPck+tqr+26JuJJ2R5Kgkz8+MtWSSFsv6U0UdQFVdDGxcVT9rmEm9JK8EjgY+2Q89ku7QcjVWVcf1L49M8kngwf379V3gU+2SaTG55G103NLvUwUgydOBWxrmacalmANKsg3duU6bA0cBh1bVpW1Tabq+mNsGeDnwFLoOpodW1Y+bBpPGRN+c4zq6faoAOwOr0S2FObWqNmuVTdA/tX4KcMa0ZX4XVtUT2ibTdEmeAzyXbhbouKr6TuNIYpFHIwVYtqpc+TYC+gPjDwNW7oeuB15aVRe0S9WGhd0s6Dd17gq8A7gSOBj43FS3TI2GJM+i27C+PN05XG+rqv9pm0oabUmWBV4DbEn3YedU4OPArcByVXVTw3hz3lSX3yTnVtXGSZam28vl/q0RkeRddA8Ur5w29qqqOqhhLGksJJkH7FhVRyZZCaCqbmgcqxkLu4ElWRXYne7p9a+Az9N9AHpCVT2zYTRxj/fnt8CngWOAJwFHVdXaDeNJ0l8kyQeB3wMvAV5PV4RfXFXvaBpMd0lyNXAN8NqqOrEfO6eqNmmbTBoPSU6pqq3u+09OPgu7ASX5CrA+3eHXh1bVr6fdO6uqNm0WTgAk+THd+3NIVV01495bq+oDbZJJ4yHJY4H3ARsAD5oar6p1moXSXfqn2a9g2jI/4FPlL/+RkeRc4B/otmwcXVUfmpphbRxNGlBJt9cAAB/sSURBVAv9rPctdNtpbp4an4vnDFrYDSjJs6vqe61z6N4liR9wpD9fklPpzg/6CLAt3b7iVNW+TYPpLv2B11TV71pn0T1NWyb7IOBAujNvn1BV6zeOJo2FJJcvZLjm4gNGC7uBJXkasBbTjpaoqsOaBdLdJFkP+Gfu+R49u1UmaZwkObuqnjy9IUeS71fV37TONpf1jaH2BV5HN1MXYD7w0arav2U23V2Sg6vqldOuXwu8eS5+KJX0l7Gbz4CSHA6sC5xH9wsVuu5KFnaj4yjgE3Stpeffx5+VdE+39sv9LkvyOuCXwEMbZxK8EXg6sFlVXQ6QZB3gwCRvqqqPNE2nu8wo6h4CfL+q/qthJGnsJNmQe24JmHOft52xG1CSS4ANXOo3uqZmG1rnkMZVks2AS4AH0x1KvjLwwao6vWmwOa7ft/WcqrpmxvjqwPHu3xodSU4CtqN72H4e8Dvg5Krap2UuaVwk2Rd4Jl1h903g+XTH7ezYMlcLHlA+rB8BD28dQot0bJLXJFkjySpTX61DSeOiqn5YVTdV1VVVtWdVbW9RNxKWmVnUwV377JZpkEf3buW+Pfv2dI28nkx3vqqkxbMjsDXwm6raE9gIeGDbSG24FHNYqwEXJzkT+NPUYFVt1y6SZnhp//0t08YKcG+DtAhJjlnUfX/ONXfbn3lPs2/pJGsAO9Gddyvp/rmlqu5Mckd/lt3VzNHPcRZ2w3p36wBaNM+pk/5sWwBXAkcAZ9A159Do2CjJwg7pDdP2oGgk7E93DMVpVfXDfi/kZY0zSePkrCQPBg4GzgZuAs5sG6kN99gNLMljgMdW1XeTLAcsVVU3ts6lTv+e7AOsWVWv6s/kelxVfb1xNGmkJVkKeA6wK/BE4BvAEVV1UdNgkqQ5K8lawEpVdUHjKE24x24JS/Koaa9fCRwNfLIfeiTwtRa5tECSv0uyQn95CN2ypKf111cB/9okmDRGqmp+VX27ql4KbA78BDgpyesbR5PGSpL1kpyQ5Ef99ROTvLN1LmlcJDm6/2w3r6qumKtFHVjYDWGrJHv3r19L1276BoCqugzbgI+Cy+mOOABYt6o+CNwOUFW34JIyabEkeWCS7YHP0f28+0/gK21TSWPnYODtLPg9dAGwS9NE0nj5BPBiumN33p9k/daBWrGwW8Kq6gt0a3sBbququzapJ1marjGHGqqqi+l+iQLclmRZ+vclybpMa3QjaeGSfBb4AbAJsF9VbVZV76mqXzaOJo2b5apq5n6gO5okkcZQVX23qnaj+310BfCdJD9IsmeSOdUF2OYpA6iqz/QvT0ryL8CySZ4DvAY4tl0yTamqK/uX7wa+DTw6yefpZlj3bJVLGiN7ADcD6wF7J3dNdAeoqlqpVTBpzFzTP1ScesC4I/DrtpGk8ZJkVWB3ut9N5wKfB7ak637+zHbJZpfNUwaUZB7wCuC5dB92jquqg9um0kz9D4PN6d6j0xd29pMkSUPou2AeRLfX+3q67QK7VdXPmwaTxkSSrwDrA4cDh1bVr6fdO6uqNm0WbpZZ2A0oyRuq6oD7GlM7SU6oqq3va0ySpCElWR6YZ+ds6f5J8uyq+l7rHKPAwm5ASc6pqk1mjJ1bVRu3yqROkgcBywEn0k3RT60jWwn4VlU9vlE0SdIc0q8a2Zdu2VgBpwL7V9W1TYNJY6Jv4jXTH4ALq+rq2c7TknvsBpBkV7ruPGsnOWbarRUBf1CPhlcDbwQeAZwzbfwG4L+aJJIkzUVfBE4BduivdwO+BGzTLJE0Xl4BbEH3sB66B/anA+sl2b+qDm8VbLY5YzeA/lDytYH3AW+bdutG4IKqstvViEjy+qr6aOsckqS5KcnZVfXkGWNzal+Q9JdIciywV1X9tr9+GHAgsBdwSlVt2DLfbPK4gwFU1c+r6iTgm8DPqurk/usc4OVt02mGNyb5p+kDSb7eKowkac45MckuSeb1XzsB32gdShoja00Vdb2rgfWq6jr68yHnCmfsBpTkauAa4LVVdWI/do99d2onyaXA+cAfgVdX1W3ug5QkDS3JjXR76gIsD8zvby0F3OSRIdLiSfJxYE3gqH5oB+Aq4C3A16vqWa2yzTZn7Ib1S+BvgfcneUs/lkX8ec2+P1bVzsAlwPf7ZbQ+7ZAkDaqqVgRWBv66quZV1TL91zyLOul+eS1wKPAkYGPgMLpJlZvnUlEHztgNamrmp+/AeCCwAvCEqlq/cTT1ps/OJdmarnHKKlX10LbJJElzwcL22EnSn8MZu2GdBVBVt1bVnsBJwAOaJtJM/2/qRVWdQHeY/MfaxZEkzTGnJ9msdQhpXCXZPMkPk9yU5LYk85Pc0DpXC87YzZIkDwEeXVUXtM6iBZI8HTivqm5OsjuwCXBAVf28cTRJ0hyQ5GJgPeDnwM10Wzaqqp7YNJg0JpKcBexCt8duU+AlwF9V1TuaBmvAc+wGlOQkYDu6/87nAb9LcnJV7dM0mKY7ENgoyUbA/wU+Tbc2+xlNU0mS5orntw4gjbuq+kmSpapqPnBIkh+0ztSCSzGHtXJV3QBsDxzSr6H3wNHRckd109b/QDdTdwDdQfKSJA2uPyLp58AtdM27pr4kLZ4/JnkAcF6SDyZ5E12n2TnHwm5YSydZA9gJ8Gy00XRjkrcDewDfSLIUsEzjTJKkCZbkEdNeb5fkJ8BPgVOAK4BvNYomjaM96I4JeR3dcuZH0x15MOdY2A1rf+A44KdV9cMk6wCXNc6ku9sZ+BPw8qr6DfBI4ENtI0mSJtwzk3wmybLAvwJbAGdV1VrA1sBpLcNJ46Sf9b6lqm6oqv2qap+q+knrXC3YPEVzXn923WOr6rtJlgOWqqobW+eSJE2uJE8BHgO8tao2TXJqVW3Z3zuzqp7SNqE02pIssiHhXGxAZPOUASVZj645x8OqasMkTwS2q6p/bRxNvSSvBF4FrAKsSzdj9wm6J6aSJA2iqs4Ezkzy6iQrAGckORy4DrizbTppLNxJtx/1C8CxdPtU5zRn7AaU5GTgLcAnpx2C/aOq2rBtMk1Jch7wFOCMae/RhVX1hLbJJElzQZLl6T6QBtgNeAjw+aq6pmkwaQwkWR/YFdgWuJiuyDu+qu5oGqwR99gNa7n+idx0c/If2gj7U1XdNnWRZGnsRiZJmgVJXgj8H+A5VTW/qg6rqgMs6qTFU1WXVtW+VbUJ3azdYcCbGsdqxqWYw7omybr0hUKSHYFft42kGU5O8i/AskmeA7yG7geDJEmDSfJx4K+BHwDvSfKUqnpP41jSWEnySLrDyV8EXE9X1H21aaiGXIo5oL4L5kHA0+j+sV0O7NafV6MRkGQe8ArguXTLYI4DPlX+jyFJGlCSHwEbVdX8vnHX9/vzbiUthn7L04rAkcDRdPtT71JV1y3s700yC7uB9AXDjlV1ZL9+fp6dFkdLf2bdZ6tq99ZZJElzS5Jz+uVjC72WtGhJrmDB9pnpBU2Aqqp1Zj1UYxZ2A0pySlVt1TqH7l2S44Btp++zkyRpaEn+CEydtRW6zsw/YcGH0jnXql3SX8Y9dsP6TpJ/Br4E3Dw1OBenhkfYFcBpSY7h7u/Rh5slkiTNBY9vHUDSZHHGbkBJLl/I8JycGh5VSfZd2HhV7TfbWSRJkqQ/l4WdRHeOUFXdfN9/UpIkSRo9nmM3oCTLJXlnkoP668cm+fvWubRAki2SXAxc0l9v1LegliRJ0ohL8oqFjL2/RZbWLOyGdQhwG91xBwBXAf/aLo4W4j+A5wHXAlTV+YANbyRJsy6JXTGl+2/HJLtNXfQP6FdvmKcZC7thrVtVHwRuB6iqW+i6XWmEVNWVM4bmNwkiSZrrPtU6gDSGtgdelmTXJIcBt1XVPWbx5gK7Yg7rtiTL0p+tkWRd4E9tI2mGK5M8DagkDwD2pl+WKUnSLPPhr7SYkqwy7XIv4GvAacD+SVaZi13obZ4yoCTPAd4JbAAcDzwdeFlVndQylxZIshpwALAN3S/U44G95+IPA0lSW0leWFVfa51DGgd99/miP/uRuz8YmZNd6C3sBpZkVWBzun9spwPzq+r6tqmU5FFVddW93Nu2qo6d7UySJEnSn8vCbgBJPlVVey1k/FHAt6tqwwaxNE2S/wWeV1VXzBjfE3hnVa3bJJgkSZLuU5JnV9X3kmy/sPtV9ZXZztSae+yGsXSSzwEvqao7AZI8Hvgm4MHXo+FNwHeSvKCqLgNI8nbgxcAzmiaTJEnSfXkG8D1g24XcK2DOFXbO2A0gSYBPAg8BdgGeCnwJ+Keq+kbLbFogydZ079ML6Tbdbgb8vUtlJUktJHlNVXmWqqQ/i4XdgJIcAGwCPAbYqapObxxJMyTZkq6L0g/o3qNbG0eSJM0BSfaZOQS8HXgvQFV9eNZDSWOo72exL7Al3UzdqcD+VXVt02ANuBRzAEk+yoLuPBsA5wAvTvJigKrau2E8AUluZMF79EBga+Dqfra1qmqllvkkSRNvP7otGhexoJvfUsCKzRJJ4+mLwCnADv31bnQr5bZplqgRZ+wGkOSli7pfVZ+drSySJGn0JFkT+DDwU2C/qvpjkp/NxRbt0l8iydlV9eQZY2dV1aatMrXijN0AFla4JXl4Vf2mRR5JkjRaquoXwI5J/oGumddHWmeSxtSJSXYBjuyvdwTmZE8LZ+xmSZJzqmqT1jkkSdJoSbIc3dLMp1bVVq3zSONgxraa5YE7+1vzgJvm4rYaC7tZkuTcqtq4dQ5JkiRJk8elmLPn4NYBJEnS6Evyrap6fusc0rjoDymf6or5/ar6WuNITThjN6Akqyxk+Maqun3Ww0iSpJGR5N62ZwT4elWtMZt5pHGV5OPAXwFH9EM7Az+tqte2S9WGhd2AklwBPBq4nu4H9YOBXwNXA6+sqrPbpZMkSa0kmQ+czIKjDqbbvKqWneVI0lhKchGwYfVFTZJ5wIVV9ddtk80+l2IO69vAV6vqOIAkzwX+lq5rz8eBpzbMJkmS2rkEeHVVXTbzRpIrG+SRxtX/AmsCP++vHw1c0C5OO/NaB5hwm04VdQBVdTywVVWdTncotiRJmpvezb1/Dnv9LOaQxlKSY5McA6wKXJLkpCQn0T00Wb1puEacsRvWdUneCnyxv94ZuD7JUixoySpJkuaYqjp6EffmZOMH6X7699YBRo177AaUZDVgX7ouPQCnAvsDfwDWrKqftMomSZLaSvI84IXAI+m6+f0K+O+q+nbTYNKYSfIwYLP+8syqurplnlYs7GZBkhWq6qbWOSRJ0mhI8h/AesBhwFX98KOAlwCXVdUbWmWTxkmSnYAPASfRNSP6G+Ati5oVn1QWdktYkmWmjjNI8jTgU8AKVbVmko3oNkq/pmlISZLUVJIfV9V6CxkP8OOqemyDWNLYSXI+8JypWbokqwPfraqN2iabfTZPWfJelWRq6eVHgOcB1wJU1fnAVq2CSZKkkXFrkqcsZHwz4NbZDiONsXkzll5eyxytcWyesuR9gq6gOxWgqq7sHr7dZX6LUJIkaaS8DDgwyYosWIr5aOCG/p6kxfPtJMex4IDyXYBvNczTjEsxB5TkaODDwMeAzYG96Y5A2KVpMEmSNBKSPJyueUqAq6rqN40jSWMnyfbA0+n+PzplrnaWtbAbUN8V8wBgG7p/aMcDb6iqa5sGkyRJI2H63vxpY6tV1TWtMknjIMmNdN1kofucPd2twE+Bd1TVCbMarCELO0mSpFmW5FnA4cADgXOBV1XVFf29c6pqk4bxpLHWnxm9IfD5qtqwdZ7ZMic3Fs6WJB9MslKSZZKckOSaJLu3ziVJkpr7IPC8qlodOAj4TpLN+3szZx8k3Q9VNb9vWvjR1llmk4XdsJ5bVTcAf0+3MXo94C1tI0mSpBHwgKq6CKA/b+uFwGeTvIgFy8sk/QWq6pOtM8wmu2IOa5n++wuAI6rquhkdMiVJ0tx0e5KHTzVLqaqLkmwNfB1Yt200SePIGbthHZvkUmBT4IT+wETPppEkSW8DHjZ9oKquAp4BvL9JIkljzeYpA0ryQGA54Iaqmp9keWCFqvpt42iSJEmSJogzdsP6n6q6vqrmA1TVzczRAxMlSZIkDcc9dgOYdtjoskk2ZkF3q5XoZvAkSZIkaYmxsBvG84CXAY8CPjxt/AbgX1oEkiRJoyfJP1bVUfc1Jkn3xT12A0qyQ1V9uXUOSZI0mhZ2GLkHlEv6czhjN6zTknwaeERVPT/JBsAWVfXp1sEkSVI7SZ5PdxzSI5P857RbKwF3tEklaZzZPGVYhwDHAY/or38MvLFdHEmSNCJ+BZxFdwzS2dO+jqHb0iFJ94szdsNaraqOTPJ2gKq6I8n81qEkSVJbVXU+cH6Sh1XVZ6ffS/IG4IA2ySSNK2fshnVzklWBAkiyOfCHtpEkSdII2WUhYy+b7RCSxp8zdsN6M92SinWTnAasDuzYNpIkSWotya7Ai4G1kxwz7daKwLVtUkkaZ3bFHFiSpYHH0Z1l979VdXvjSJIkqbEkjwHWBt4HvG3arRuBC6rKBiqS7hcLuwElOR/4EvClqvpp6zySJEmSJpN77Ia1HV3L4iOT/DDJPydZs3UoSZLUVpKV+u83Jrmh/7o1yfwkN7TOJ2n8OGM3S5I8FngXsFtVLdU6jyRJaifJN6rq7xYy/kLgKVX1Lw1iSRpjFnYDS7IWsBOwMzCfblnm/9cykyRJaivJGlX163u5d3pVbT7bmSSNN7tiDijJGcAywFHAP1bVzxpHkiRJo+EAYKck208bmwdsSn9MkiTdH87YDSjJ+lV1aesckiRpNCU5ZNrlHcAVwMFVdXWbRJLGlYXdgJKsDOwLbNUPnQzsX1UeUi5JkkiySlVd1zqHpPFnV8wBJDmyf/kZuvNoduq/bgAOube/J0mS5pwzkhyV5AVJ0jqMpPHljN0Akjy8qn6T5LyqetKMe/cYkyRJc1NfzG0DvBx4Ct35t4dW1Y+bBpM0dpyxG8an+u+3JNlyajDJ04Fb2kSSJEmjpjrfqapdgb2AlwJnJjk5yRaN40kaI87YDSDJylX1hyRPAj4LrNzfuh54WVWd3y6dJEkaFUlWBXYH9gB+C3waOAZ4EnBUVa3dMJ6kMWJhNwuSrARQVTe0ziJJkkZHkh8DhwOHVNVVM+69tao+0CaZpHFjYTegJPOBDwFvr/4/dJJzqmqTtskkSdIoSJLyw5ikJcADyod1Ed0+xuOT7Ny3M7bjlSRJmvLfC2mG+QfgLOCTVXXr7EeSNI5snjKsO6rq/wIHA99P8mTAp3KSJGnK5cBNdJ8VDqY7Gum3wHr9tSQtFmfshhWAqjoyyUXAEcCabSNJkqQRsnFVbTXt+tgkp1TVVv1nB0laLM7YDWuvqRdVdRGwJbB3uziSJGnErJ7kroe+/evV+svb2kSSNI6csRtAks2AK6vq7P76JcAOwM+BdzeMJkmSRsubgVOT/JRupc/awGuSLE93ZJIkLRa7Yg4gyTnANlV1XZKtgC8Cr6c7k+bxVbVj04CSJGlkJHkgsD5dYXepDVMk/TlcijmMpfoOmAA7AwdV1Zer6l3AXzXMJUmSRkCS/zvtcruqOr+qzquqW5O8t1kwSWPLwm4YSyWZWua6NfC9afdc/ipJknaZ9vrtM+797WwGkTQZLDKGcQRwcpJrgFuA7wMk+Su6s2kkSdLclnt5vbBrSbpPFnYDqKp/S3ICsAZwfC3YyDiPbq+dJEma2+peXi/sWpLuk81TJEmSZlmS+cDNdLNzywJ/nLoFPKiqlmmVTdJ4srCTJEmSpDFn8xRJkiRJGnMWdpIkSZI05myeMoAkp1bVlklu5O4boANUVa3UKJokSZKkCeQeO0mSJEkacy7FHEiSeUl+1DqHJEmSpMlnYTeQqroTOD/Jmq2zSJIkSZps7rEb1hrARUnOpDurBoCq2q5dJEmSJEmTxsJuWPu1DiBJkiRp8tk8RZIkSZLGnHvslrAkK0x7vXmSs5LcmOS2JPOT3NAynyRJkqTJY2G35O2eZL8kAT4G7AacBSwL7NWPSZIkSdISY2G3hFXVJ4AL6Ao6qup/gWWqan5VHQI8s2E8SZIkSRPI5ikDqKovAyR5VZIHAJcmeS/wO2CFRf5lSZIkSbqfnLEb1h7AUsCbgFuBNYEdmyaSJEmSNHHsiilJkiRJY86lmANKciEws3L+A10zlX+tqmtnP5UkSZKkSWNhN6xvAfOBL/TXuwChK+4OBbZtE0uSJEnSJHEp5oCSnFZVT1/YWJILq+oJrbJJkiRJmhw2TxnWCkmeOnWR5Cks6Ip5R5tIkiRJkiaNSzGHtRfwmSQr0C3BvAHYK8nywPuaJpMkSZI0MVyKOQuSrEz33/r3rbNIkiRJmjwWdgNIss+i7lfVh2criyRJkqTJ51LMYazYOoAkSZKkucMZO0mSJEkac3bFHFCSRyX5apKrk/w2yZeTPKp1LkmSJEmTxcJuWIcAxwCPAB4JHNuPSZIkSdIS41LMASU5r6qedF9jkiRJkvSXcMZuWNck2T3JUv3X7sC1rUNJkiRJmizO2A0oyZrAx4AtgAJ+ALyhqn7eNJgkSZKkiWJhN6Akq1XVNa1zSJIkSZpsLsUcQJJtk/wOuDDJVUme1jqTJEmSpMllYTeMfwP+pqrWAHYA3tc4jyRJkqQJZmE3jDuq6lKAqjoDWLFxHkmSJEkTbOnWASbUQ5Psc2/XVfXhBpkkSZIkTSgLu2EczN1n6WZeS5IkSdISY1dMSZIkSRpz7rGTJEmSpDFnYSdJkiRJY87CbiBJ5iXZqXUOSZIkSZPPwm4gVXUn8LrWOSRJkiRNPpunDCjJu4BbgC8BN0+NV9V1zUJJkiRJmjgWdgNKcvlChquq1pn1MJIkSZImloWdJEmSJI05DygfWJINgQ2AB02NVdVh7RJJkiRJmjTO2A0oyb7AM+kKu28CzwdOraodW+aSJEmSNFnsijmsHYGtgd9U1Z7ARsAD20aSJEmSNGks7IZ1S3/swR1JVgKuBmycIkmSJGmJco/dsM5K8mDgYOBs4CbgzLaRJEmSJE0a99jNkiRrAStV1QWNo0iSJEmaMC7FHFCSo5P8XZJ5VXWFRZ0kSZKkIVjYDesTwIuBy5K8P8n6rQNJkiRJmjwuxZwFSVYGdgXeAVxJt+fuc1V1e9NgkiRJkiaCM3YDS7Iq8DJgL+Bc4ABgE+A7DWNJkiRJmiDO2A0oyVeA9YHDgUOr6tfT7p1VVZs2CydJkiRpYljYDSjJs6vqe61zSJIkSZpsFnYDSrL9Qob/AFxYVVfPdh5JkiRJk8nCbkBJvgFsAZzYDz0TOB1YD9i/qg5vFE2SJEnSBFm6dYAJdyfw+Kr6LUCShwEHAk8FTqHbeydJkiRJfxG7Yg5rramirnc1sF5VXQd41IEkSZKkJcIZu2F9P8nXgaP66x2AU5IsD/y+XSxJkiRJk8Q9dgNKErpi7ulAgFOBL5f/0SVJkiQtQRZ2kiRJkjTm3GM3oCSbJ/lhkpuS3JZkfpIbWueSJEmSNFks7Ib1MWBX4DJgWWAv4KNNE0mSJEmaODZPGVhV/STJUlU1HzgkyQ9aZ5IkSZI0WSzshvXHJA8AzkvyQeDXwPKNM0mSJEmaMC7FHNYewFLA64CbgUfTdcmUJEmSpCXGrpiSJEmSNOZcijmAJBcs6n5VPXG2skiSJEmafBZ2w7gTKOALwLHALW3jSJIkSZpkLsUcSJL16Y462Ba4mK7IO76q7mgaTJIkSdLEsbCbBUl2Bv4L+EBVfah1HkmSJEmTxcJuIEkeCewCvAi4HjgS+GpV3dQ0mCRJkqSJY2E3gCQnAyvSFXNHA9dNv19V1y3s70mSJEnSn8PCbgBJrqBrnsK075m6rqp1Zj2UJEmSpIllYSdJkiRJY25e6wBzRZJ3t84gSZIkaTJZ2M2e7VoHkCRJkjSZLOxmT+77j0iSJEnS/WdhN6Akj552+eR+7OGN4kiSJEmaUBZ2w7o8yRFJlquqO/uxbzZNJEmSJGniWNgN60Lg+8D3k6zbj7kkU5IkSdIStXTrABOuqurjSc4Hjk3yVhacaydJkiRJS4SF3bACUFWnJdkaOBJYv20kSZIkSZPGA8oHlGSNqvr1tOulgadV1SkNY0mSJEmaMO6xG9ZOSVZK59PAmcCDWoeSJEmSNFks7Ib18qq6AXgusDqwJ/D+tpEkSZIkTRoLu2FNdcB8AXBIVZ2PXTElSZIkLWEWdsM6O8nxdIXdcUlWBO68j78jSZIkSfeLzVMGlGQe8CTgZ1X1+ySrAo+sqgsaR5MkSZI0QZyxG1YBGwB799fLY/MUSZIkSUuYM3YDSnIg3dLLZ1fV45M8BDi+qjZrHE2SJEnSBPGA8mE9tao2SXIuQFVdn+QBrUNJkiRJmiwuxRzW7UmWoluSSZLVsXmKJEmSpCXMwm5Y/wl8FXhokn8DTgXe2zaSJEmSpEnjHruBJVkf2Jru/LoTquqSxpEkSZIkTRgLuwEkWWVR96vqutnKIkmSJGnyWdgNIMnldPvqAqwJXN+/fjDwi6pau2E8SZIkSRPGPXYDqKq1q2od4Dhg26parapWBf4e+ErbdJIkSZImjTN2A0pydlU9ecbYWVW1aatMkiRJkiaP59gN65ok7wQ+R7c0c3fg2raRJEmSJE0al2IOa1dgdbojD74GPLQfkyRJkqQlxqWYkiRJkjTmXIo5gCT/UVVvTHIs3RLMu6mq7RrEkiRJkjShLOyGcXj//d+bppAkSZI0J7gUcwBJ1qyqX7TOIUmSJGlusHnKML429SLJl1sGkSRJkjT5LOyGkWmv12mWQpIkSdKcYGE3jLqX15IkSZK0xLnHbgBJ5gM3083cLQv8ceoWUFW1UqtskiRJkiaPhZ0kSZIkjTmXYkqSJEnSmLOwkyRJkqQxZ2EnSZIkSWPOwk6SJEmSxpyFnSRJkiSNuf8flfLyceRCRG0AAAAASUVORK5CYII=\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "(pd.DataFrame(hu_allegiance_matrix_party_by_party['Fidesz-Magyar Polgári Szövetség-Kereszténydemokrata Néppárt']).T['Same_perc']-0.6).\\\n", " sort_values(ascending=False).plot(kind='bar',figsize=(15,9))" ] }, { "cell_type": "code", "execution_count": 270, "metadata": {}, "outputs": [], "source": [ "from scipy.cluster.hierarchy import dendrogram, linkage \n", "import numpy as np" ] }, { "cell_type": "code", "execution_count": 325, "metadata": {}, "outputs": [], "source": [ "def dict_2_matrix(matrix,key):\n", " labels=sorted(matrix)\n", " #extend to square matrix\n", " inner_keys=matrix[sorted(matrix)[0]]\n", " inner_keys=sorted(inner_keys[sorted(inner_keys)[0]])\n", " for name1 in labels:\n", " for name2 in labels:\n", " if name2 not in matrix[name1]:\n", " matrix[name1][name2]={i:0 for i in inner_keys}\n", " return np.array([[matrix[name1][name2][key] for name2 in sorted(matrix[name1])] for name1 in labels]),labels" ] }, { "cell_type": "code", "execution_count": 358, "metadata": { "scrolled": false }, "outputs": [], "source": [ "def dendro(matrix,key='Same_perc'):\n", " X,labelList=dict_2_matrix(matrix,key)\n", " linked = linkage(X, 'ward')\n", " plt.figure(figsize=(14, 7)) \n", " dendrogram(linked, \n", " orientation='top',\n", " labels=labelList,\n", " distance_sort='descending',\n", " show_leaf_counts=True)\n", " ax=plt.gca()\n", " plt.setp(ax.get_xticklabels(), rotation=90, fontsize=9)\n", " plt.show() " ] }, { "cell_type": "code", "execution_count": 359, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dendro(hu_allegiance_matrix_party_by_party)" ] }, { "cell_type": "code", "execution_count": 360, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dendro(ro_allegiance_matrix_party_by_party)" ] }, { "cell_type": "code", "execution_count": 361, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dendro(ro_allegiance_matrix_people_by_people)" ] }, { "cell_type": "code", "execution_count": 363, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dendro(hu_allegiance_matrix_people_by_people)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "multicountry" ] }, { "cell_type": "code", "execution_count": 367, "metadata": {}, "outputs": [], "source": [ "ro_allegiance_matrix_party_by_party.update(hu_allegiance_matrix_party_by_party)" ] }, { "cell_type": "code", "execution_count": 368, "metadata": {}, "outputs": [ { "data": { "image/png": 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AAACAahFYAAAAAFSLwAIAAACgWgQWAAAAANWa13cBAAD0ZskSaenSvqvYNKx4Z7ld9NJ+69iU7LeftHhx31UAEyOwAAA2XUuXSitWSAsW9F3J4C1bQFDZqFasKLcEFgwAgQUAsGlbsEBatqzvKoDZtWhR3xUAs4Y9LAAAAACqRWABAAAAUC0CCwAAAIBqEVgAAAAAVIvAAgAAAKBaBBYAAAAA1SKwAAAAAKgWgQUAAABAtQgsAAAAAKpFYAEAAABQLQILAAAAgGoRWAAAAABUi8ACAAAAoFoEFgAAAADVIrAAAAAAqBaBBQAAAEC15q3vAbY/IOlxkq5Mcs+5LwkAAGCGliyRli7tu4r+rVhRbhct6rWM3u23n7R4cd9VYELTmWE5TtKec1wHAADA5JYuXX2xvilbsKB8bMpWrCC8DsR6Z1iSnG17p7kvBQAAYBYsWCAtW9Z3Fejbpj67NCDsYQEAAABQrVkLLLYX215ue/nKlStn6z8LAAAAYBM2a4ElyZIkC5MsnD9//mz9ZwEAAABswlgSBgAAAKBa6w0stk+SdK6kXWxfavuguS8LAAAAAKbXJWzfjVEIAAAAAEzFkjAAAAAA1SKwAAAAAKjWepeEYcMtOX+Jln6Hk1UnseLyd0qSFh330p4radt+99pPi++3uO8yAAAAZozAMgeWfmepVly+Qgu2W9B3Kc1acARBZVIrLl8hSQQWAADQNALLHFmw3QItO3BZ32VgE7bouEV9lwAAaMmSJdLSAa0QWVEG7rRoUa9lzKr99pMWb3oDkexhAQAAQAkro4v8IViwoHwMxYoVwwqUG4AZFgAAABQLFkjLlvVdBdZmSDNFG4gZFgAAAADVIrAAAAAAqBaBBQAAAEC1CCwAAAAAqkVgAQAAAFAtAgsAAACAahFYAAAAAFSLwAIAAACgWgQWAAAAANUisAAAAACoFoEFAAAAQLUILAAAAACqRWABAAAAUC0CCwAAAIBqEVgAAAAAVIvAAgAAAKBaBBYAAAAA1SKwAAAAAKgWgQUAAABAteb1XQDQgiXnL9HS7yztu4wNsuLyFZKkRcct6reQGdjvXvtp8f0W910GAACoADMswDQs/c7S6wNAKxZst0ALtlvQdxkbbMXlK5oLhwAAYO4wwwJM04LtFmjZgcv6LmPwWpwRAgAAc4cZFgAAAADVYoYFADC3liyRlla6zG9Ft9Rz0aJey1in/faTFrOfC8CmjRkWAMDcWrp0dTCozYIF5aNGK1bUG/QAYCNihgUAMPcWLJCWLeu7irbUOusDABsZMywAAAAAqtXsDEvN52LUfv4FZ1wAwAQ21p6cjbm/hr0yACo2rcBie09J75K0maRjk7x5TquahtG5GDWeM1FjTSOjMEVg2bQR+GeOwI/r9+TM9d6XjbW3ZhSMCCzAzDCIMefWG1hsbybpvZIeIelSSd+wfWqS7811ceszpHMxNuYF5IrLV2yUi0Eu7Oo1tMD/y2t+qSt+d8UcVLOm3/zpNxvtYEv+fio3pD057JUBJsMgxpybzgzLbpJ+lOQSSbL9EUlPlNR7YBmSjXUBubEuUJnJqd+QAv+i4xbpit9dUWUAmwn+fgBcb2O2Bd+ER/AnxiDGnJpOYNlB0s/H7l8q6f5zU86mbWgXkMDGxN8PgEFaulQ66yzpIQ+Z+/+tjTWCf9ZZ5XZIgQVzyklu+AH2XpIeleS53f0DJO2W5EVTHrdY0ug3bxdJF89+uQAAAAAG4o5J5q/vQdOZYblU0u3H7u8o6RdTH5RkiaQl0y4PAAAAANZjOuewfEPSXWzfyfYWkvaRdOrclgUAAAAA05hhSXKt7UMknabS1vgDSS6c88oAAAAAbPLWu4cFAAAAAPoynSVhAAAAANALAgsAAACAahFYAAAAAFSrqcBie/sp92/bVy2zwfaNbf+j7X+xPc/2w/quaSZs36a7vd3Uj75rw2q2t7C9v+0jbb/K9qv6rmk22N7M9vb8zmGu2X70lPt79FXLbLB9nyn3d+2rltlie+uuq+mdbd+573omMcSfz5DYvo3tt9n+bHe7Td81TcL2s6fcf3pftaxNU5vubX85yUPH7n8sSVX/h24I2x+RdI6kfZI80PbpSR7ed10byvbbkxxq+8wp38r4z6tFth+d5PNj9/dIMvV5NsH2J1UOdH2CpM9Imp/kOf1WNTPdheLZkp4j6ZWStpT0B0l/SnKPPmubCdvHSFrri3GSQRwFbfvWSX7Vdx2TWMt70MeT7NVnTZMY4HvquyXtrnJ+nFXeg57Qb1UzN8Cfz20kvUDlbD9L7b2+2T5I0k+TnG77s5I+qnIdt7vKtdxjei1wAmv5fTslyVP7rGncdA6O7J3tf5D0YEl3HBsV3lzSDv1VNSu2SfIftp/U3Xev1cxQkkO726ZHG9fhFZI+P3b/hZKaDCySbp3kCNv3T3K47VP6LmgCW0s6UdJdJN1L0vtUwssb+yxqAif0XcBcsf0YlZ/L5rbvLen9SZ7Vc1kbxPYBkp4paYHtL3Zf3lzS7/urauZsP15l4OJutkcHPm8uabv+qpoVf5fkvn0XMakB/3w+IukUSU+RdIyke/ZbzoycIOlw27eStGWSD3df/58uzDTH9oskvVjSDrZ/0H35Oknn9lfVX2sisEi6WmXE5LeSLuu+tkrSB3uraHbE9o6SZHtbSX/uuZ6JdNPvb5F0C0mPlfSiJO/ot6qZuYELlD/0V9XE/tLdrrJ9f0l367OYCf1a0o0l/SbJH23fOMl1tm/Zd2EzkeSs0ee2N5N0WzU6gLEWr5b095I+153rdfu+C5qBUyX9t6QjtToUr5J0eW8VTebbKu+rt1UJ/lJ5Pt/praLZca7teye5oO9CJjTUn8+8JO+zvXeSo21/qu+CNlSSP0n6F9uW9Gzb+2v1DEuT1wdJ3m37vZIOS3JU3/WsSxOBpXvxuUDS8X3XMstepvJitKvKyMM/9lvOxJZIOlTSO7sLk8dJajKwqFygnK3yfN7efa3lCxSpvMjeVNJrJL1K0r/2XM8kbi3pGZJea3tLSV+2fYGk7/Vb1mRsP1dlVm++ygXLVZIW9lrU5FYl+YPt0ZK35oJYkt/YvlrSzkl+2nc9k0ryU9s/l/Ty8bA8AD+WtMz2Sq1eEnbXnmvaYAP++VzX3V5je29JO/dZzCSSxPaBKoMY+6kst25q5nhcN+D3UEkEltnQXQC/SdIdVH7xf53kTv1WNZHNkzxkdGcAG+qS5Ntl4KFtSX4j6TeSXmL7HpJuo/IGeBeVINOcJMu6T8+T9KQbeGj1kpxi+0aSvpnkd5KO6fYT/Lrv2iZ0sMoSty9KepSk/+y3nFlxru3/lLSd7XeozFQ0p7tA+Zrt3ZKc13c9k+ouUH5qe4ckl63/XzThWZK2TbKq70ImNdCfzyG2b6wyEHiIGh+kTXKlysDzUFzYBclz1K3ISPKLfktaranAIul1kh6isgbyaSojxS17m6TxTemvldTshjpJv+q6StzY9hMlXdF3QZOyfZLKaP7Pui9FjQUW2x9OcoDtH2r1xu5mRx9Hujf0fVU2PWoAYUWSrk6yqgtjq9T2sj1JUpJX2X6UpEskXTjexKJBT5e0n+2/qPwtNf03JOlxkp5r+zKVQcDWn89XJG0l6X/7LmSWPE7S82xfqmH8fG6f5CJJP5L00m5GubkZpKG+p0q6X/dxcHc/WvMatVetBZark/zK9mZJ/rfbwNmcAW+oe57K9Oj/qaxZP/iGH96E7ZMs6ruISSQ5oLu9S9+1zIH/s3201hwRWtpvSRM5r1u2d6qk73YfQ/BzlQ3qtv3gJE2F/pGh/Q0l2anvGmbZE1UC2GhUuOkLyAH+fF5o+6ok37T9TEn/IOnYvovaUEN9T629cVJrgeVn3Zv5ubY/L+navguaoUFuqEtytUpgGZIzbd8rSdM/G0myvbmkR2j18jYl+VCvRU3uJ91t0+ctSFI3q/KtJH+Q9Fbbxw5h1qibpbyVSmiRGpylHLG9hcosy3hb1lY700mSbD9Iaz6fZgP/0C7wu+VTB0naVmXP4UOSnNFvVRM5QNLJts+Q9Lfd/WZ1zXlO6JaLWtL+Y13DmlN72+lmzmHp3swflOTs7hfj3pIu7t7cm2R75yQ/6job7S/psy1u6Bzw9Ki65zRPq8Nxs8/J9pdUluWMlrcpyRv6qwhT2f5Ukqb3F01le1nrs5S2909ygstZRj+SdH9J31BpFf7sG/7X9bH90CRf7mb4byXpb1ReG65r/JyPG6vM9N9NZRP0kq6rUzNs7yXpu0ku8nDOattv7O72Ki10XyPp2pYDsu0zkjxs7H6rP58jk7zJ9umSPqmyFPFzku6WpJp9Rs3MsHTr1V8u6eyUlLWi75pmwRKV9YGvU+kGdLykRT3WMyNDnR6VBvecrkvy/L6LmE1de+Y3StpRq0eEmgyUnaEtcZOGMUt5G9tPkHSbJE+2/cEkh7nds4we1XVtu2d3IXxckgNtf6zvwiZ0nEqnwE9KeqCkD6u9faFnS3pD97s1iLPaVJrVjPuApJYbJo1sadvdDMuNJN2874Jm6Pvd/uPNkrzX9sKu1fGn+y5sXDOBpXOZ7cO15pv5Of2WNJHRi882SV5mu7lkPm6IS466KdIjVDbeP1/S0xu+gPxmt3/qm+pmwmrqADJD75J0oKSjVQ713LvXaib3k+62+SVuY/aXdKDtZmcpk7yrW458aPelzWzfV6UlfXNSDo69rVaf/TWve61r8vmM2S7Jvt3nZ9he1mcxM5HkCpV9OFtJOtQDOKstyev7rmGOnKTSUv8rKgH5pJ7rmZEkn+wC1wu7FUzX2X6KpKpep1sLLDdRmeoddc6JSnhp1R9snyDp/O5+az+PqT6nKUuOBuA4lRN5X55ytsxzJLUaWB7QfYxU1QFkhn6f5Pu2b9QtoXhg3wVNYvTGbvvWSX7Vdz2zYSizlClnybzO9s0k/bukf1PDZxkludL2+1zOMTpG0ukqr3dNs727ygndu/ddyySSXGN76llth/Rb1czYPirJK7plyWvsQ0jyyJ7KmjHbN0vy+24g40sqP5+TkjR7Dli3iukFKgcyv07SYaqs7XQze1iGqBuxu1uSb3WbOXdN8q2+65op26cleVTfdcym0ZpU219O8tCpa1bRL9tfkPRkSf+hss/ovknu329VM2f7MSpL3DZX2af3/iTNHkYmXT9LeaRW7yt4U5Kr+q1q5mxvo7Kc5cctP49xtudLuiqNXxDYvotKmLyryu/akUku7rcq2N42yRW27zj1e43u2/2Iyl6pe039XourfmzfQqWr6x0lXSjp2FR4llFTI/q2T1TpwjDqyHBCkmf0XdeGsv2wrtPHk7v7dx/7drOBRcNccvRH27tJUtdG+7c91zNjtXcAmYkke0qS7RdJ2lNlZKhlr1ZpCf65bkbv9n0XNAuOVzkr52iVUe8PSXpMrxXNUPd79hyVdtO7dns//qPnsmbM9lNVAvKVkm5r+9VJTu65rBlL8kN176tDYPsDU760StIPJB2T5JoeSpqRbpmbJB2a5CWjr9t+vcr5c615qcp+46dM+Xqrq35OlPRVlXb6j5T0DlU2uyI1FlhUzsQYXQjH9vZ9FzRDO3a3g1gqMWaIS44OlnSUSgvqI1XhH/H62L6npJ0kvUTl0NWnqjR8uGePZU1kHUu/rlTpdtTygaWruqVH4932WnfzsVaf/2P7oF6rmcwBkv6uC5PzVC5Omg0sKgF5Ybf8aCuVQ/yaCyxrW2o00uKSozGrVJZYf13S36lcM9xEZXnYY3usa4PYvrmkW0pa2F23WeX6s8klvEkul/SZ7mMIbp7kzd3np9k+s9dq1qG1wGLbuyS52PYukm7Ud0EzkeT47nZQG9FS+aFDM5HkUkn7rveBdftPSXtIOizJ+2zvneRo25/qu7AJPG8dX291hGvk3K5L2Ha23yHpv/suaBb83vb+Kj+X3SU124peZZnRFirLD7eQ9MN+y5nYJZJ+133+O61u+tCa5/ZdwBy5Q5LRAcxn2P58koNst/a68FSV5ij3UBnNt6Q/qcFwLEm2j9G6A3KLqxZuOWUQ8Baj+zUtcWtqD4vtv5X0PknbqIymvjDJt/utaua66fgjVEYemj+3ZEhLjrpcNkKmAAAgAElEQVQRhnW9IDU1a9S1/t1e0iHdfpxTVd40XpOk2VmWobL9KJW10d9N8oW+65lU143qSK3eV/DmJFf2W9XM2D5PZZ339yXdXeUC/9dSmyP53R6w26ksRV4g6ZfqmqY0/Nq9o9Z8D6rmgmtD2T5L0nskLVeZYfnHJA+xfXaSB/db3YazvUeSKkfvN4Tth6zre0nO2pi1zAbbH1zHt5LkORu1mBvQVGAZGtsXSNozyS/7rmUSa1ly9Hx1S45qOnRoQ9jeofv0UJUubl+XtJvKcpBD1/kPK9btlbpE5c38EEmfSrKs16Im1L3QTu06U80L7Ex0533sorJW/dRWN0L7rw+SVXc/SXbpp6rJrG3T8Eijm4eHduH1WpU1+HdSCZPXtNwIxvbtJB2ushTsR5LeohIqt23pusH2M5KcaPvV+uvX6zf2VNassL2ZypLxUUBufd9utZpaEmZ7oaT3StpaZVTrRUnO67eqiVzY0ovODRjckqMkl0mSy4F3h3Vf/h/bzZ1qPdK1/d1a5Qyjltfdjzu2u7Wk+6nsYWmW7Q+pLJk6T9KjJe2lco5Jc6a2M3Y5/O5wldHiJiX56VACpVRCSbdyYRdJP0zS+oHMj1HZR3mmynvSCf2WM5nu4vcla/lWa9cNo256l/ZaxSyz/VxJr5A0X9LVKs9zYa9FDVhTgUXSOyXtk+THtu+scopty73Wt7b9DUkrtLqrVovT8K+Q9Hh1h3lKusb23pJ27q+kWbPK5bDS81Sm5K9dz+OrZfvdKn8vl6pbgijpCb0WNaEkXx27+xXbrW+CvEOSRd3n73eDB99N1V3gH6kSVJ42Ggxo0ZACpSTZfrPKUrBvSHqO7e8keWXPZU3it2NdRLdQCWLNsb1V1wjh8ZLepLKkd56kXyVp7oT4JKd1t8f3XcssO1hl+e4XJT1KZfAWc6S1wJIkP+4+ucT2dX0XNKG39F3AbEjydUmyfbHtG6ssozpEjR5yNcXeKhu891LZYPv0fsuZyN8luW/fRcwm2/uN3b29ykhXy87p2mh/Q2Wk7ms91zNj3cXWkSptzp86kKUSQwuUD05y/WZb283u9+h8tjvf7P0q+6VO6bmemTrW9sEqLX8XqXSqfKWkf+qzqJmasjz0+i+r8X27kn6TZJXLKfGrtPpQc8yB1gLLhbaP1epuMxf1XM9Euun4NdY/tmyIS46S/K77nbuVys/o1mr3LJZzbd87yQV9FzKLRsuOIulXanTGaOwN3Spd6Uaf/1mlMUeLPq2yOX0XSceVQe/rL1Ka26DeGUyg7KywvUOSy7r9Es02sZGkJO/oPv1Q99GqF6j8fl2T5Crb85KstL2g78JmYury0AH5RheQT1U5m+m7Pdczka5BzxtVjt4Y7cmpJlA2t+ne9hNV3gAvVuPrh9e2/jFJs+sf17bkKEmTF5Ajto9S6Xc//pyavNiy/WJJr5e0UsMY3ZI0zJPHh2BoG9Sl64PlPK0OlKMlok3+Ldn+iUqXsMslbauyN+LPavf5DOKgxRHbx0t6oaQXq5xZcvOWjw/oVmA8T2Um4mJJS5L8qd+qZoftrZP8uu86JmH7ayrtp49W+b3bO8nr+qxpXGszLFLp/HG1ypvFHpK+3Gs1kxna+sfBLTmS9KAk9+i7iFnyLJXuMqv6LmS2uJw8/mxJF6rhk8dtPyzJGVOWuEmSkizto6ZJtRpKbsjQRoqT7NR3DbNsEActjiR5Vvfpm7rZlYv7rGcWHCfpe5I+qRLAPqyGl1l3e6mPUjeIbvvwJD/quaxJ/D7J923fqFsxU9XBnk0FFtufVBnZGm3ajNoOLENb/zjEJUdfsz0/ycq+C5kFX5G0laT/7buQWXSApN3S/snjO3a3Uy+Im51BHqLurKkjVJaGPl/S01sNlNL1I94Hqcyu/KukhyQ5o9+qJjKUgxYlSV1TnsOSnJ1khe0lklpszDOyXZLRQcxnDGAP2DGSXqfV2xSOURlIb9WqbonbD1wOML5l3wWNayqwSLp1knX2jW/Q1PWPF/Zcz6R+LGmZ7SEtOXqypINtj9oxtvycnijpubZHm59bfi4jgzh5fNQ9J8nrx7/eLRtFj2wfJOmS7sC741QuSl7eheTnSGoqsNjeS+VQ0oskHa9ysfWIJK+1faSklgPLlt3zGx20eLPu660Gf0t6he1tk3xcfz2g0Rzbu0s6V213eB3ZLMkoDJ/dDT43K8me0vUrF/ZUafpQjdYCy2ndHpbxNsA/67ekmUsy2kz7VtvHtr7+UQNccjSkJRNDei5jdpH0Y9vXnzxu+4tSmyePr8XTtfqsGfTjREmv7mZXbprkVNsv7b7XYrOUsyW9wfYpkrZJ8h/dGTlSm89n3L4qZ/08W2XwYr/uInLvXquauaslPUWlI90Oajd4jSyW9O+S7qoy2PT8fsuZ2JW2/0mrZ1iaXolh+6NJ9k7yR0mf6mZZXtB3XSOtBZatVXqSj58j0exFie1dVTag3arctZI8s+eyJjG4JUdDWjIx0A2Pe/VdAIate/N+TdfR8cCuS5hs31sNdgxMcoXKTOtWkg61vaMk2d5WZcN9y+4j6WVJrpMk2w/szv1p7aDFESf5s6Rndg1gqtpTsCG6v5s7SvqnJK2vJhl5lkoIe5rKe+oB/ZYzM91rwB0l7Ty2b2WepKr27zbVJcz2OeM941tn+wJJ/6yx01+TnN9fRZPpOs7MlzSYJUe2P6IyerJPkgfaPj3Jw/uuayZsn6Sy4fEclTe+eyVpdsPjiO3HqQthSZo8OHJtm+1VBmUOT/K3G7serF33xn6USrOU76osDWv29G7b95T0Xkm7SvqOpENavpi0fZWk/5a0b5I/2v5ykof2XddMdZufR+Hr5pK2bvH3zfbbVH7HviXpwZJOSvKefquaOdtPSfKJtXz9XUle0kdNk+hWLj1JZRnY51Xee1ZJ+mxN76mtzbCcbnvXll9Qp7gsyaf7LmK2DHTJ0ZCWTAxtw6Nsv1elC9A5kp5k+zFJqpnC3gDrWpve6sF3g9RdLO673gc2Isl3JQ1pX+h3VFqyftb2Pmr79Voq+6UO6vZKHSHpNEkv6rekGXlAkt0lyfYWKs+j2cAi6cW2neQUqQRLSR9UgzOuktRdh37a9t27vW2yffMkVT2f1gLLvpIOsN107/sx7+k6n43vyfmXfkuauYEuOcqQlkwMbMOjVGaJHtx9/n7bZ/dazQxN3WyPutj+kta+fyBJHrWx65mU7WO07ufT9L6CJF+0/b8qrXO36bueCe3U3e6R5K6tdjuTdP11QNcZtZ2lPWv3eEmnuhyG+xlJH5N0YZJX91rV5F6usYBs+7Qk1QTkpgLL0Hrgqxzid7LGloQ17jgNqMd652Uqm253Venlf0i/5UxkaBseJWkz23dM8lPbO6mx1zQ0Y2q3tvuoLOe9bC2PbcEJU+5vr7JZvfUZiQ9LZWm17QMk/VPP9Uzq5rYfLmnUkOe6PouZwE62f9B9bpXX7R+q0UHnJNd0S5E/K+lVkk5M8vaey5oNO3W3VQbkpt7ch9YDX9Ivkryl7yJm0eCWHA1pyUSSH6q0aZYk2d65x3Jmy6GSTrZ9S5U39ebWD6N+o0Mwu432r5O0maTFSZb3WddMJTlLun7W+EhJfy/pDUlO7rWwCSX5wJQ9ba23BX+lSpewN3dHIHyx53pmJMmd+65hNo3NuN5E0p0l7Wl7T6n57pRVB+SmAosG0AN/il/ZfqvKRrTRkrCWn8/glhx1z+edkm6h0mLy0LG+602wvaWk/VVGtj4k6XaS3qDSFeQBPZY2EdvbqbygPirJr/quB8PVBZV/Vjnr5/WtBpWRLqgcrvI6fVSSl67nnzRhLXvaHp3khT2XNSPdvojDkjxh7Mtv6KserKH1ILwuh6sMalYZkFvrEnZ6koePOn/YPiPJw/qua6ZsTz2UJ43vYbmL1lxydGSSi/utajK2z5f0lG7J0R0kfTLJ/fqua0PYPlXSN1RmJhdK+p3KaGpTwWuc7cNUWkpeKOnekl7bHazWpNHyiNHd7vOhHL7aPNt/kfRtlQMJ13jTTNLcyeO2f6fyGv0JTRlFTfLGXoqaBbbPHtvT9lf3W2P7PZLe1LVmBjZprc2w/LH1HvjjhrbRdqBLji4bLQdJ8jPbLfbz3yrJv0qS7Usk3X0AzRD2knTfbqb1FpI+JanZwDLA/XlD02xr3HVoctZhGoa2p+1xkp5n+1KVYDmoAQzbOyf5Ud91bOpsfzjJAWsbOKvp9621P+aDVXrg31Zl3e0/9lvOzEz5pZBKv+tvqcxINLcBf6hLjjp/tP05lRmK+0n6ve1XSU2NRG5he3uVn88vJd3aXXuTJL+4wX9Zr98nuVaSklzdPZ1BsP0gSbdXtwG69WWiQzDa8zEUSY7vu4Y5cpgGtKdtiEcF2J4vaR+VQac/SGquy97QJDmgu6164KypJWGSZHubJFf1Xcdssj1P0h6SXprksX3Xs6GGuORoxPaz1vW9Vt70bZ+p1UuMxqXVQ9Vs/16ru+tZ0g4qHZuqGhHaULaXqOyX2k3SeZJuNITDPQFsuKEcFWD7ZiqrL/aR9BeVAZkHJflDr4VNyPZeST5u+x4qXV/fn+QLfde1odZxcLGkugbMmggs3ZKPd0l6kKSVKqepf1XSi5Nc3Wdts6nVPTm2z0yyR/f5UJYcXc/2rSTdPsm3x08eBmab7a8m2d32siSLbH+MwALcMNsfWNf3kjxnY9Yym2yfpHJUwDkqRwXcq8XXA9vXSDpWZT/OlbY/n+TRfdc1qdE1W/f7936VBhYP7LuuDbWW/dTXq2nrQitLwt4s6YIkzx59wfaLVZaHDeEsCdneWqUDTYuGuORIktR1ojtIpd3f/VT2Sjyu36owYKOg/5euk9Pd+ywGf607SHZ8yd45/VY0GdubqSyzbvk1+8GSLlfpGrpC7Z8nMzKUowKerzK78gHbS9XOtef63KTr5rZZkq/abnKgtqZQckNa+aW5z9TWhEn+w/a5fRU0ibWcmnxTleVU1ZwouoFWqRyu6O7z0RRi1P5m1YMk/YOkM7oN3jfruyAM2jFdO8m3SjpN0gd7rgdjupHIR0q6k6SfSLpGDa/Bt/08ldOt56u0bb9KZVlvU5LsbPv+kp4h6amSzpB0QpKf9VvZ5IZwVEC3rGip7W0k7a0yyPlRSaclWefsWAPOlXSByqnwN+m7mEl1f0NvlLSjVg9gVLPEupUlYV9e21r7dX29drbvOOVLf0hyZS/F4AaN2mKOtdI+K8kgDpIEsGFsf12lkciZKvsOT0jyjH6rmjnby1WWGn1RJXj9Z5KD+q1qMl0H0SWSvp3keX3XM4khHhUwYvvOkp4x6mA5BLbnjZrBtMj21yQdKOlolU6Ceyd5XZ81jWtlhmWnUWemMVbpQtWcUZtcNOFjtj+r8jt4sqSP9F3QTHUjdS9Vmc27kRredD9iewtJT9eaS3Ra6d72V2w/VdIRkm45+lpNI1zQb5OkW/K6hcpm6Jb9JsmqblnLKjX6fLplevuqzH5drHLA71f7rWoy3c/k2UmevN4HNyjJJZKaDiu2P6gp5zJJanbPlEr3ze93e3Uvsl3VfpxWAsu61tc1e8gi2pDkPbZPl3RPSRclubDvmiZwtMpa4uaXSYz5qMoFyhMkfUZlaUvL/lnSnklaPO9nU/DZbsne+1V+707puZ5JfaN7PqdK+m730aKfSPq6ykzRtZIeYvshUrsDGEmus/03NHqp2rHdrVWOPfibHmuZDau614Mf2D5aYwNnNWhiSRiwsdle5+nISc7emLXMFtsnJ3la33XMptESvVGnOtunJHlq33XNlO2lSdbZYhL9sn2fJN8au79ry4MYtrcfheOu8cuNk1zRc1kbbAjt59fG9hckbS9puUo7YCVZ3GtRWCfbn0ny+L7rmFS3H2dPSefW9HrQygzLoNh+WJIz1tb7uqae19Nl+xj99bSopKZfXA/obneUdAdJ35S0QOXsjyYDi6RrbX9C0vnqfl6tjj6O+Ut3u6rbMNjkkpYxW9v+hkqno9HPqNW/oSF6m9ZsJPJalSWJrTpR3fNJ8mvbH1ODz6flULIeb+q7gNlk+w1JXm37CZLeLenoJG/uu66ZmnINd3s1OsM/GniZsgTsSpUZIwLLJm7H7rbqU0U3wAl9FzDbRps1bX9c0r27DmHzVJYgterzfRcwB/6lm8L+J0mvVuNroiW9pe8C8NdsP15l2eEu3eGekrS5pO36q2rmbP+DSivgO47tD91c5QBWVCLJWVPbTjfuAd3tXirXP2eqHFvRqtE1XCT9SuU1okWPk3ShyiGl46JyBlAVCCw9GI0GtdL7en2SnNV3DXNoZ5XNtdd2t3fut5yZG+IoZJJl3cGef0rypG6jarO6C5R7SdpF0sVJvtN3TZAkfVul7e9tVWYlpLJJvdWfz9Uqs8W/lXRZ97VVoo12VWw/V9Ir1Hjb6TE3t72zyubuVbab7ajVOXXKEtHHSPpcj/XMSJK3dLfPXt9j+9TEHhbbP9TqJUfjowxpsYOO7aOSvGIt57EoySN7KmtiYz8nq8wi/TJJsxf4kmR7L0n/pjIteltJr03S1CyL7Q8nOWAtf0dN/v2MGz/YU9J9JX06SbMHe9p+taRFkr6mMhp5VpJ/67UorGEgBy0Oku0jk7xp7P4hSd7TZ02TGFrbadv7qHRzO0KlUcJRSQ7ptagJ2D5N0vOT/MT2IyW9uPH3nxMl7T/WCbGqtu1NBJahsb1tkits313S78e/N5SWx7a3U+kZ/5K+a5lUN2q/jaSr6NZSF9tf1eqDPfdo9WymEdtfTbJ797klfTVJVa0lN2VrG/FO0uyIt+3HqeyTuIOk6yT9Osmd+q1q5qb+/dv+rySP7bOmSdg+I8nDbJ8t6SGSvjJ6fUD/bG8v6XiVbmEHSnpKkj/2WtQE1vL3U9X7aVNLwoZy5kIXVizpPUke1nc9cyHJ5bb/ru86JmX7rpKeK+k26q4hkzTVZ32IHc/G/KVr/zkaedms12omt5ntrZJcI2krtf98huZgSffS2Ih3v+VM7HUqF8KnSHqapNf0Ws0M2X6RpBdL2sH2D1SuD/4s6eReC5vcINpOj17TuoD8ZpXOZ5urBP7mVmFM2Zz+UUlHqez/uK8q2vMxA7a9S5KLbe+icl5bNZoKLBrQmQvdlNvXbO+W5Ly+65kNY0vcLOl2kr7Qb0Wz4iMqL0Ytn10yxI5nI4M52LPzBknn2x4tQXxlz/VgTVcP4aDFMVcn+ZXtzZL8r8sp8c1J8m7b71U5mfukvuuZLUmO6D59q+1jk/y614Jm7ljbB6sE5EUq76mvVGmW0qKpm9O/rLLUrapN6jPwEkkftL2NSpewF/ZczxpaCyy3TnKE7fsnOdx264d2PV3Sfrb/ovKL3vqegud2t5H0f90ocet+3vob4EA7no2WTH1B0lAO9lSSz3QBbL6klWHNbm3OG8KI95ifdc/nXNufV2ku0qRupnVfSU2/Xo+zfb7K6/RxSa7su54JvEClWcA1Sa6yPS/JStsL+i5sJmrfnD5TSb6tsmeqSq0FlkGduZBkKG2NR3ZL8nHb95D0tm5E6LS+i5rQSttv15pnlzR3Vk5nMB3PpOtnKd+d5NGSvt93PZOw/YwkJ3ab7jP29SaXvQ5RN6vyrSR/UPsj3qPn84Ekf7B9hKR7q6xgaNlltg9XGeUeHbTY8oj3P6i0AD7J9v+p7JU4rbWBjCS/kvQl2/vb3lLS92x/RmXfVHNsH5bkbV7LGXQtn5tle6Gk90raWtKvJb2ophVArQWW0ZkLr5H0KjV+5oLt26h0y7i1pOdLenrDF8NSWd/9cUkvl/ROlWnf1gPLz1VekP6m70JmwRslfcv25ZK2lfTPPdczGy60vbfWvEBpsWvTVd3tpVO+3tSFyZCNjeB/tLvfbFiRrn8+L5d0dncBvKLvmmbBTVQGMkeDmU0v0Unye0nHd8ut36Cywfsntt/V4rVCkmd1n76pm135QZ/1TOD07nZoZ9C9U9I+SX5s+86SPiypmiYPTQWWJMu6T8+T9KQeS5ktx0k6RtLLu2U6z5HU3IvQmJt0o3abJfmq7T/1XdBMTdmPM67ZC8hu9usUDavj2f26j4O7+9GaJ5E3YWwm8toko3M+ZPvJ3e2WSX7XS3EY93+2j9aaAbnl1+xBzUgMbamO7SdJeo7KBvUPSFqsshH6dDV0rWD7mev41t9K+tDGrGU2JLmg+/SBU9toS2r5XLok+XH3ySW2q7pGaCKwrOMcCUlS43s+bprkVNsv7e63fpLtuZIukHSE7Zv0XcyEnrv+h7SnCyktr4VeQ5I9+q5hlh2k1QcTStJoCcW+kpptzzogP+luR8spmx3A6DQ/I2H7xkn+1H2+UGWUeCuVgYw3JDm8z/om9ABJL0vyP+Nf7C6MW/IBlbOlvqiyJHl0rdP6388jVNqCjzxaUrPn/qisWDhW5TVgd0kX9VzPGpoILEkO6G6Htufjj7Z3k6SuO8tve65nIklerrIcTJJk+xE9ljORoZyHM3TdssoXaM1W502uIe4GZMbbsl4n6ZwkJ5T+AqjA8Ul+Mrpj+3491jIbDuv2F0iSbLd4BssBtm+ncsDv2yU9RdJHu1ULrbfW/09Jsn2H7v4qSVeMjfC34k6S9pP0SJWL4KUtz+TdQBvtphtBJTnY9hMl7SLp1CSf7rumcVX1WF4f2wd0nYHk4oD1/ZvKHSzpZSrtS49UZS3kNpTthba/YvuCrgvVG/quCYP3EZX9H7tJ+pbKm0aTugGZVye5a5K7JNlltMQlydDWSrdqie1bS9cPMh3Vcz2T+rDtG0uS7dur7JFoSpJjVWb3nyrpz103rdZH7kdOlrRcZdZ1uaT/kvSDbt9eM5L8PMlbunPnjpX0jm7DepOSvLt7vT5o7PX6HkmaPMdoxPZRkr6W5N+TfNp2VdekTZ107+7U17H7pyd5eJ81TcL2o5N8fuz+HknO7LOmSbicxvs0ldGtPVzZKambOts7qwTjHbV6NuKRvRY1Idtndr9ro9tPJWl6f5vtB2nNGaNm1qoPne27S3qbpNdL+ndJT01y1Q3/q3p1v2svlvQKlQ3EB05dftSS7iL4h5L2VtkbcbckL+i3qpmzfYKkF6QcuriVpPepDHQuS9LU7F432/UMlYNXz5T04dZXMnggh5mP2P6RpF9Kek6SH9Z2DdfEkrAxW9p21870RpJu3ndBE3qFpM+P3X+hyh9yq/6c5EqvPnUcFbD9HpW9Rc9SWW97oMpSgyf0WNZsGW0KvKYbddy5z2ImZXuJpFuozBidpzILTmDpWbfkSJJ+I+mDKp3CnqLSHrxZSb7ickjc6ZIe23JY6bxAZR/YuSrLp17UbzkT20XSqNnG7yTdtQsvV/dY0wbrlk2tVHkt+7jKDNgOtndoeWmYBnSYeednkp4paWnXjKMqrQWWkyR92fZXVA63afKNvFvK9kxJC2x/sfvy5pL+0F9Vs+IS26+UdEvbL1H7Pf2H4sUqJ/H+Ocl/2d47yZm2m55d6RzSLWk5VNIh3UfLdk2yu+1lSfax/bG+C4KksiRnvGvgj1VmWprsSjelgY27j//qxgObbWST5FpJ/6/vOmbRSZKW2/6OpF1VLiTnSTqj37I22Dkqv28Lu4+R5po8TDG0w8yd5NJuH8tJku7ed0HjmloSJkkuhxLuKunCJN/ru56ZsH1LlYN5DlXZJCiV0aDLWzsQalz3QnqQypTvdyUd272BoEe23ynp0yrnF/3/9u47WtKqTP/+92qCEoygSBJEwEZEJQgKShAJYk4oCj8yDuYwiqijwqiozCgwjsxLRlDAMDKgIAISVBBFUAQVEESCCiIqURrs6/1jP9Un0OH0qere9Tx1fdY6q0L3WeuqdbpP1X72ve97B+AIStnETm0uqQSQtAFwdbPrKmADl2m9rdTbgpd0PuWQ6nm2N6idK6INJN0ErAzcTpk1dRtlAN6/2v5+xWjTJulJlEPrN7nd0+47Z9zv63Moc82Os71+7VzTJWkj21c095emzAYcmvOTrVqwNFdS96W0YLwWOKrXzrCNxnX+mMP2zTWy9Ksp0TvddhfKjDqpOVT7R2A5YE/Kh+Gr66bqTwfPte0CnA5sTSnf+7Ltz8/3m2KxURmmdiilVOda4INtLqNquuwdyNh76iEtP5NzJOU13Ny8v36U0j3sm7Zb1zGsa2ckukbS1sBlwLOAjwCn2j61aqhpkLQlcGVTbrg6ZSi7gIOH6fdbq7qEUQYtPh74VnN7UtU0/TuW0jHjOErNbWvLP5r5HjdLWrV2lnikZvfhBNsP2/677cPavlhpLDXp8aOqpBgQ26fYfsD22bafm8XK0DmaMufjOcDhlN/fbXYi5Xzbu5vb1g3xm+TZvYt+ze36zW1bh66eRvkwvBvwOFp+Rq9Lmou0uza/r39q+9VtXKw0PsPYWI1jKCXkJ1OaPAyNtp1heYrtXZr750u6sGaYftmeM6dE0rK0e+AQwMuBfSTdRjkM3ep66C5pSqZ+LGlT2z+pnWeArpf0SUqzim0opW6tI+lc5t6K1bZ3WNx5Yp6WsP2D5v7FzYeWNlvedu/C3w2S9q6apn8/lnQW8FPKWYnLmlLltl6c6dQZiS51RrU9W9JSkpaz3dYFcc+DzWeE5YG1bH8ZQNKBlXNN0LYFC5K2oOxGbFE7y4A9RLlq11q216ydIeZrZ+DNknrnirqwoPwXYB9Kx6ZfUtrNttE+kx5vSKmJvq1Clpi3OyR9lLFJ0H+unKdf90valbHX0+rGL7bfL2lDYB3g/3r1+LS3Gcc/m9tZkjajlO61Wdc6o65HaTZ0NWMXadvYzGYpSasBO1J2V3qWqZRnrtq2YNmP0vt+XUq97VvrxunPuE4tvS4trd5haeogx5sF3JiDgsOhGXTVNWtQtq0fC+wKrAK0rrd/bx5BM4zwE8ASwH62L6+ZK+UCZbQAACAASURBVB5hd8r70Osp70H/r26cvu1BOcPyZuA3lNfXdstR/v/MlDSz5XOMDpa0DKVhyocpZwtap8OdUd9QO8CAHEAZUnov5Xwrkp4B/KxmqMladei+pzl8b9uzameJMZK+SxlKeCXwXEqnlhWBE21/oWa26OYBznFdWr5AmXi/ne2tJT3WdmtmFTQLlY9R5noclIXK8JL0eOAJjP0furFuov41Z9x6r2f2Av760JH0Ytvfb+YYPQF4OnAjMNv2znXTRYc7o+5u+8Rxjw+y/fGambqsFfW3kj7XvEnQDIf7DXCVpFZeDZK0raSrJN3QnCvoStvSe4Dn2t6NUtLyd0od8VuqpoqeLh7g7M3FWNH2pxgbJPllSStVyjQdVwBrAX8C9pN0VO+rcq4YpxnCej7lwP3hlAP4rSXpQyrTrX/RfP28cqTp2kHSNsCzbL8BuMr262uHmi5JN0q6btzX9c3XdbWzTUfT6OX3tt9NGUuxA3BHc7/Ntpa0I4Ckf+ORTWBigNpSEvYC239r7h8EbEb5MHwBpctJ23yKMlX4FknPBT4L7FQ50yCsQ7lC/HBz+zTbD0u6p26saHTqAGfjAUknM7Z1vRSA7VfXizQtrRs+OKI2sb1x7RAD9HrgGbb/ucC/OcSa32dPppwFBViyadnc1g/EF1CqFc4CTrP9p8p5BkLSl4B/AC+0fVSzM77dAr5tmO0LfF3SK4H7bH+gdqAua8uC5Z8AktYE7uqdiZDU1pKw+23fAmD7502JWxccAlwp6XbgycAnmg4tX6kbKxpdO8AJ8Dpgpu0rm5K3d9UONB22L6qdIabkUknPsf2L2kEG5GrgibS/eQC275D0P5KWA44CzgOOrxxrWmzv3fw+ezlwWNNF9Eu2v1s5Wr9mNiW8vYP2S1RNM02SPsJYV8drKWfA/kfSh9taZt10PPyk7Q/XzjIvbVmw/Ln5B/I84Osw5xxLWz/ozxxX6iFgvd5j2/vVi9Uf26dJ+jrl3Mqd42qh2z6roCs6cYATSlml7fOB1zSP1xv3x1fWSRUj4HfAhZL+TPnd3fZOe9+jzM+6tXnc9tdzVdNi9mJgw2bQZyvZniXpYmBlYBfgmUDbFywzJD0GcLMIa+v5lVvH3b+N8p7aak2b5qdLmjGs59hacei++Ye9O6WDwclNv+g1KPWq36mbbuFJ2mpef9bmK6165BToA2z/tm6q6KLeYUdJjzjgaLutrY1jyEn6GaVEua27+xNIuorSqOL22lkGQdK9lOGXb28+J3zfduvKLSW9mVKu9zDlIu0Zth+sm6p/TSfRw4A1gRuA99u+uGqoPjWlh08Dfmf7L7Xz9KNpnLQycDlNRcYwXURvxYIl2kHS+ZSWrL2e/gfZ3qZqqEDSSbZ3G9dGG7pxdbgzJK0yrz+z/YfFmSXmTdLhwMFt/2DSI+k44K22H1rgX26BptToJMqZ0F2Bs9v4HiRpNqURx1+bp+Z8UGvpnI8JJK1o+87aOfolaQ/gPZQZYM8C/sv2cVVD9WFuF9OH6SJ6FiwxMJIutL31uMcX2Z7nblLEdEn6/rz+rKVXVC9gbCbTeG7j6+kqSTcBTwJ6i8hWL/olXUaZXfSb5qm2Dr4Dyv8j29tI2onSQncF2xvWzrWwmgqSuerNbGojSetShuSuwFgb7b2qhuqDpEuBLW0/1Jw5utj282vn6oekJShnkHs/n6G5YNaWMyzRDl2bAt0pkpaidGQZ/2bx5aqhps+UjmCnUjrptPoKcRuvAo8i22vWzjBgXZtRci6A7bMk3QF8pnKeaWnzomQBTqWUjd9cO8iAiLFW+rN55AWnVpG0D/ABykWZuymzzTapGmqcVixYulYu0bXXM07XpkB3zVmUYWqtf7Owva2k3mHUoyiHoY+yPVSTeReWpI9Nfs72wTWyxCM1zV72BlaiNK3Yqmn+0Eq2f9/sRqwGHAust4BvGXZfA5D0WMr4g73rxolJbrF9Su0QA3Qs8LPmLNizgSMr5+nXvwAbUJpx7AB8qW6ciVpREta1comuvR6Y0xLvdNuvrJ0l5k7SObZ3qJ1jkJrt6x0pXVousH1g5Uh9kdQbsipgY+AxtvepGCnGkXQqZQf5TbY3l3Se7ZfUzjVdk+ZibCrpXNutnYvRO2TfzPe4k9JQYOvKsUZe00QAyrypuylzswxg+6u1cg2CpBUpQ39/Z7vVVSWSzm8uBl4MbAX80PYWtXP1tGKHpWvlEl17PTCnJd7Nkla1fVvtPDFm3I7eFc2Aq/FvFq3c0ZO0OfAWYF3K1aDX2751/t81/GyPn1l0sqTTq4WJuVnR9hGSeoNJW10CQkfmYozT+3msaPu9klq5mGy6ac1VS7tqrdPc3tLcrl0ryCBJegrwRsosI0nC9iN2yVvkp83ogzMoM5qurpxnglYsWHq6Vi7RtdcDvALYt+npP5uWH0jtkK8wtqM3/kCgae+E9R9SrnT/mrJo+ZhUPqsMUxvGhdUsxHpWA+Z5+DaqsKTVACStRMvPTtGduRg9D0g6mXJRBlr2GWec3Zrb1YCnUjqGPZcy/6N1C5bJreYlPdH2XbXyDNCZwMnAVbWDDILtDzV3/0PSMbb/VjXQJG37z3xDczunXKJilkHo1OuxnQ9XQ6iLO3pAF18TwL7NrYG7KGd0Yni8l3IBYH3KAeJ31I3Tt48DF1HmYlwEvL9qmj40Zcn/BfzJ9pXNeaN3VY41Lbb3BWgGMT/H9sOSlgROq5usP815qU8DS0l6DnCs7d0rx+rHXbYPrx1iUJo5U6cBJ9i+o3aeyVpxhmVeJJ1u+9UL/pvt0NbXI+nZwGcpV4KuAf7VdusPdnfNXHb0ZgHXUc4eDeVk24hY9Do0F+OMLp2jlHQlsIXt+5sdsB+1sU1zj6QfAS8BzmraT7dysGePpDcAmwM/Z6zMuq2dN3tD2t9AaZj0V+AY4BwPyUKhVTssXSuX6NDr+RKlFd4VlM4ShwGvrZoo5ubpwIPAZcDzgMdSDgu+jnIeJCoZ14jjEdr8ht4Vko5n3j+f1s2RkPRxJr2ecSWVbS5Lvk3SAZRy0d6k7kvqRurLp4ErJd1OmY3x8cp5+jXL9gOSxg8wbrP9KR1RV6sdZBBs3w+cKOlc4FPAicBNkg4fhuYIrVqw0L1yia68nlm2L23unyHpPVXTxLw80fYrmvvHSvqO7TdLavMbelfs2ty+j1J/fxmwKWVhGfUd09zuRmkL3lv0r1krUJ9+29xuz8SLGMtUSzQYjwZmNl9Q3ltb+/vN9tclfRNYEbizAzvhlzad6Z7SdHL7Qe1AffqH7f1rhxiUppnIXpQZZ8dRxlTMAM4Dqi9YWl0SFsNB0o2MvaFDmWR7DIDtT1cJFY/QTLV+B3A55cPJf9neTNLFtufZlWYYdXWWkaTvjZ80Pvlx1CXpLNs7jXt8tu2X1szUD0lnjruIQXMR42U1M8UYSWtRyq0fC7wMeKftL9RN1R9JO1BmfVxj++zaefoh6b8pjV+uZKwkrLULZEmfAY62fcOk559j+xeVYs3Rih2WrpVLdO31AAct4HEMhz2BQygtJX8L7N0c5Hx31VTTM77z2Xht7nwGMKspafkJZVH5cOU8MdGyknYGfkr5+SxbOU+/nixpU8Zez4qV8/RF0ibAfwOPB/4GvMP2T+umWjiS9gfut30iZSju+4DDmoP3LwdavWCxfQ5wDpSmArbfUDlSP5alNEzauHnc6h09mkGRkp7aPJ4F3D4MixVoyQ6LpFWbu48ol7D9vmrBpqlrryciBkPScpRS0XWB6ylXu+6tmyp6mrkLH6L8fK4DPtfyHb31KBcx1qH8e/uI7Wvqppo+ST8EdrP9u2Z34qRhGnw3VZL2owxY3Nv2duMGYp5ve9va+Qal7YNKu0bSTyhlrtcCz6DMzXks8FHb1TvUtWKHpTeIUNIGtnttF2+QtGfFWNPWtdcT7SBpM8ohztVodibaPiena7OMbN9HaVoRw+nptrt0Ru/eNnamnA/b/l1z50ZJrTzzYfsoAEmvaXb0HiXpVcDtdZMN3PBfMZ+PZkfvMMpIio2BT9k+oG6qvlwHbGv7nmY+0/8A/wJcyBC01G7FgmWcrpVLdO31xHA7HNgDOBJ4G2VCb9t1YpaRpJNs7ybpesbexEWGrw6bvSR9nvLmfaLtv9QO1KdjJc2iHLD9P9v/rB2oT9dIOoZSlrMF5XxBm+0LHEhpMfsCyofH1mm6Tk1enIgyDLPNPk/piHpaU7LX9iYpzwDua+7fB6zbLF7urphpjrYtWN5I+Q/8Bsr29c514/Sta68nhtv9tn8jaYbtX09qq91Ktr8y7uHJkk6vFqYPtnuTrZ8xvhOQer1mYyjY3rsp29sZ+JqkO4GjbJ9fOdq02N5e0pqU820fas5XHm37t/P9xuH1PmA7ygevM5qvNnsRpUxvNswZhdDGMxL71A6wiDxk+45xbZrb7hTgckm/pAzH/WpzznUofr+14gxLtMO4q8MzgFUpE4efVjdV9Ej6LvAa4AjKbt5Gtjerm6o/c5lldGDLB6tNGKQm6Wu2cyFjiEh6MuUD/muAH1N+561u+/VVg02TpKUoV4n3Ah4AZgN/sP2OqsEWUrO4P69jZzzupLT+3cX2P9o+aLFrJB1Nudj8JsrMkpltb3Ms6UnA04Cbhm3afSt2WLpWLtG119Nje53e/eZw6oEV48QktncEkPROYEfgE1UDDUYnZhlJehbwHMp8gjc3Ty8FzLN9cyx+kr5FKTs8HtjK9oPN8yfUzDVdkg6jlE6dDuxh+4/N89+pGmwabFvSjyVtavsntfMMyC8pJbzflvQm2j9osWv2B/am7HrNAt5ZN05/JC1NGf69Os01gGEaTdGqHZamlGVCuYTb9AIm6drrmUzSJbZbX3bUdpLmOWPF9sWLM0vMnaStgK0pZ4yOp3wwmQWca/vyesliPEkzbf+mdo5BkbQjcM7k9x1JS9pu3ZnK5iLgkpQp96blFwElXWB7G0kbUw53r2h7vdq5Ys7O5CaUapLbgMttP1Q3VX+aCzLXAq8EzgSeZHuvuqnGtGKHZZzzmDhj4TTafe6jU69n3ME6ASsD362bKBoXUq4A/ap53LtKZ6CVC5auzTKyfZGkHwCrtLnL2QiYLelzwAqMddobmjf0abgc2F/S+NdzcBsXKzBxl78jTgKw/TNJuwEfrZwnAEnPAL4GXAXcCrwaeJakXWy3udHDE21/SNJmtg+Q9M3agcZrxYKla+USXXs9MKd++G2Uq8IG/mr7nrqporE1pVRqHcoi8pRea+0W27W5fcQso2qJ+mR7tqTHT955jaFyKnAocHPtIANyBuVK6o21gwxCU9KyM01JCzBUJS3TcB3Mmd32dprBflHdZ4G32v5x74lmAOtngFdVS9W/XpfAWc0YhJk1w0zWigUL5WrW2sAyzW2vXKKt/fC79np69cNH2H5p7SwxUVP2dXHT7WNH4BuSLrTd2jNGHZ5l9DjgSkmX07x52N6vbqQY5xbbp9QOMUB32T6kdogBOo1JJS114/TtIGBb4N8oh++PAF5YNVEArDR+sQJg+yfNgfU2O1jSMpR/bx8G/r1ynglasWDpWrlE117PONdIeiOl/Kj3Yau1U6C7pGmCsAuwE3A1MFRbvX3o2iyjLn147KI/N3NYfkZTkmj7q3Uj9eV3kt7FxNfTxra5PUNd0jINvc9oy9n+iqSutgdum/vn8fwDizXFgNm+sLn7E0qZ21BpxYIFulcu0bXX09i4+eoNtzITz+hEBZLOoezmnQbsB/Q6G63SgQVlp2YZNRczlgCeTDoCDaNbmtu1q6YYnOWBDZsvKL+z27xgGeqSlmm4tbm4eXTze2GJ2oECgA0lfW/Sc60dhCnpRiZe7JtzznWYmla0rUvYdymHuTtRLtHB1zPhA7CklWzfXjNTgKQLGTugPrmNdhaUQ6S5gvoBSinL3cCdtjepmyomk/RE23fVzhETSdqacp7tWcBHgFNtn1o1VJ96/9aakt4nd+AiU+tJWmNef2b794szyyBIOpYyx+ws4DTbf6ocaa7atmDZavJzti+qkWUQOvh6MvQuFouuzjJqzq5sDnyP0g//S7b3rptqtEla0fadzf2dgE9TmqQ8BzjW9u418y0sSY8aNz9mE0q73MdQdsc/ZfuAmvn6IWkL2z+qnWNQJK1FOeD9WOBlwDttf6FuquiipmHFyylVCstS3nuGqtNra0rCoHvlEl15PZJeBGwJrCHpw83TS1H6k0cMnO3dmrvPmDzLqFKkQfm77VmSZlAacbS9pKULXixpW0pHuo8ALwDOsv2wpNXrRpuW3SStAnwS+Dxlyv1pzetpbZe9xl7NGaPTgBNt/6V2oD4dRfl3d1jz83k5kAVLDFzzvnMxpepnF+CZDNloilYtWOZWLkEZ3NNKHXo9d1N6kd9LGaAE5cPW8dUSxajo1Cwj4KdNl5YzKM0Rrq6cZ+TZ/pqkqyntwWfZfkDS+F29VrF9jKTtgNcBD9m+Y9zraTXbe0tajvI74GuS7gSOsn1+5WjTZdtXtf86TAyzZrzG6ynnWL4ObNvbhR0mrVqwUA5zb8C4com6cfrWiddj+xfAL4ATa2eJ0dDRWUYzgP+0/QDwH5KOsf232rkCbP8K+JWkLSR9ifLv7guUVrOtY/tcAEnbS/og8DhJ76a0BG675ShVC8sBvwReLml/26+vG2ta7pK0M/AoSa8CciY0FoWTgSuAv1Ia8+zbWyTb3r5irgnatmDpWrlEp15P0x7zPZRVeuvPE3SNpLWBAymH63pD1Ybml9FC6tQsI0m7UM5G/LHp5b/vuBaTMSRsf1jSDpRBi9fYPrt2pj7tD+wNXErpHviOunH6I+lblPM4xwNbjTurc0LNXH3Yl/I7+6+UUsR/mf9fj5iWp9UOMBVtW7B0rVyia69nd2C9YdxKHGWSvkjZAdudMudjD8pu3isrxupLB2cZvRd4tu17mqnWJwIX1o0Uk0k63Pa7gXOaxwfZ/njlWP34wPjBkZLeAXyxYp5+HWj7N5OftL1HhSx9s323pP+kfKD8ne27a2eK7mlLZ7PWLFi6Vi7RtdfTuLJ2gJirdwHfp9Srf0fSG21fIKmtuytA52YZ3Wv7HgDbt3WgeUCnSFoeeBywiaSVKTt6SwJbVA3Wv+2YOKz0pbR7wbLzpP86s4DrgNPb+DuiqVrYA7gGWF/SCbaPqJsqoo5WLFi6Vi7RtdczzgbADZJ+3Tx2i0uOuuTzwEHAv0laCrhP0vsok+Hb7nHAlU074DbPMnruuEFkYtxgsvwfGgqvo3xwfCbwFcrP6EHKAdXWkfROyoWMVSVdR3k9DwFtnwz/dMrP5TLK77fHAmtRfn5vqZhrunYFNm06hC1JGeqZBUuMpFbMYZH0E0rXgjnlErZfUjvXdHXt9fTMbZhSW7YaR4GkFYC/Uw6j7gmca/uauqn605VZRl0bRNZVkraxfUHtHIMiaRfbp9TOMSiSzrT9inGPv2P7ZZIusb15zWzTIelkYD/b90taFjjadhsXXhF9m1E7wBRNKJegha0kJ+na6wHmfLBan9Lx7FbK4ccYHh+z/bDtv9s+jHa3/wXmLE5+SCn7uL75ah3bv5/XV+1sMcHXJL2p90DSGTXDDMD7JG3ZeyDpqJphBuDJkp6nYlNgxeb5h2uGWliSzm12WNcFfifpIuAmSoORiJHUipIwulcu0bXXA0DT7vMfwAttH9W0/dyucqyRN5/6+9ZdcZysQ7OMoh2uBXaQtJrt/6D9F2UEfEDSSra/DqxTO1Cf9qScyVkb+C2wd1NK9e6qqRbePs3tssD9NYNEDIu2LFg2rB1gwLr2enpm2n6xpF7JxBJV00TP3OrvZwHfqJhpUDoxyyhaY5btPSV9WtJhtH93/G7KpPtjm/Lk4a8Rn49mXs6r5vJHrWoIY/v3TeON82xvWztPxDBoxYKla2URXXs948yQ9BjATb1tq9/8usL2icCJXau/b3RqllEMvTthzjyWtwFvr5ynX7L9EPD/JB1Ky3ddJW1GaWgzftZUK2eB2bakH0va1PZPaueJqK0Vh+6jHZpa6MOANYEbgPfbvrhqqJijOXS/P7A6Y2/mbeyoNYekz1A6oL2dUg5yte031k0Vo0DS+sB1zQf+VhrfErwpHX287Vsrx5o2ST+m7CYfCbwNeKPtT9TM1A9J11MuLP+TcgEww5hjZLXl0H20gO2LbW8ErGv7eVmsDJ1TKVeIN6WUSLT2gxZMnGXUnCfYIouVWJQkfae5/SDl4syX6ybq29EAkvYCrgAOqBunb/c3gyNn2P41Ld8xsr2O7afZXru5n8VKjKwsWGJgJM2U9C3gQknfkrRe7UwxwZK2/wf4m+0jgVVrB5quZpbRDcD/Sbpe0tYdGLwaw+/Rze0GtrcDVqkZZgDWbG63aT4MP7dilkGYJWkZ4DpJR1KajbSWpKUl7SrpQEkflvTh2pkiasmCJQbpeOBQ4DnA54ATqqaJyXqTnu+R9Eba3SLzvcCzm9kKWwMfrRsnRsQyTWe6PzWP237ofnlJLwF6i/3WTYMfz/aOth8A3gmcA7yycqRpkbRrc/c0yvvpS4EVaH8Xt4hpa8Wh+2iNu2xf0ty/VNJfqqaJyd4h6VHA+4B3NF9tNWGWUdNRJ2JR24fSje6TzZX8E+rG6dsHKV3CPtO8nu8t4O8PpfGzZMa5C3gGcPtijjMIK0h6JbCC7ddIOt72+yV9s3awiFpy6D4GRtKJlJ7xP6HMwliecpUL21+tGG3kNec9TrfdyiuOk0m6C7i89xDYuPe4zbOMYvhJehmlnPJYYD3bV1eO1BdJzwKeCpwNPMn2HZUjLTRJs4FLgF/1nmpu3dbGIs0C8mzbW0v6MuXM1FdtpxNijKTssMQg3djcPhW4o/lah7Q3rs72bEk3S1rV9m218wxAV2cZxRDr2nBcSR8FNqKcZTmb0kRgx5qZpmlrYBfK+813gVPa/nvO9gOSPtGMCPgc8Eng3yvHiqgmC5YYGNsH1c4Q8/VyYB9Jt1Fq1VvbIrPDs4xiuHVtOO72treUdEEz92Pp2oGmo+lIeXEz1X5H4BuSLrR9YOVo09LsiL8eWANY1vZZwKvrpoqoKwuWiBFhe83aGSJarnPDcSUtQXk9M2jxAkzSUyi7LDsBVwNtPu/xZeBeSvv5PSVtbjuNRWKkZcESMSIk7Qac3FxJFbCr7ZNq54pokY8BF1FKqC6iNLBosyOAH1Ku5F8AHF43zvRIOgdYhtJVaz/gweb5VWz/oWa2aVrd9lYAko4Cvl85T0R1WbBEjI49eguUZtGyO5AFS8QUNDsQK9veSNKKtu+snakfzeu5g9Iyd23gRtt31U01bY+iTIN/PfC65jlRdsBeXCtUH5aUtDJjzQOW7j1u6QIsom/pEhZ9k/Q027+T9ArgEGBlSmnBvbZXq5sueiT9GHhBs1iZAVxi+/m1c0W0haTTbXfmLIGkM7rSObBLmjNS5pFzfmy7jQuwiL5lhyUG4dWS1gE2pXRrOZQy4yNTeYfLKcD3Jf0Q2BxIq+mIhfPXZoL6JZQr+m1v2X6bpAOY+Houmf+3xKJme5vaGSKGTRYsMQinA0cC99i+U9KjbN8nafnawWKM7cMlnQusT2n7+asFfU9ETHBTc7tWzRAD9GhgZvMF5ap+FiwRMXSyYIlBeA2wJ2Va8nLALyWdySO3s6OiZsr9iykfTp4i6QbbD1aOFdEavdbtkp7Y4vMec9jes3aGQZr8c+mVK9fMFBGDMaN2gGg/25+3/Ufbu9u+z/YhwL8BO9fOFhOcADwe+FZzmwP3EQtB0k6Sfg78QNKSkk6snakfkjaR9ENJv2hez2drZ+rTSZIeDSDpqUCrfz49TQvtiJGWHZbom6Q3z+OPnknOSQyTp9jepbl/vqQLa4aJaKGPAC8AzrL9sKTVawfq0+eB1wKnNa/nebUD9ekQ4MuSPgCcDOxRN87AfJt2djuLGJgsWGIQ1qkdIKZG0hbApcAWtbNEtNAs2w9I6rXXbHvZ60O27xj3elrN9g8lrQicB7zM9g21Mw1I2/+dRfQtbY0jRkTTye1zwLrAtcCBtq+tmyqiPSR9mlJOuTVwDqXRyMeqhuqDpKOB64E3Uqarz7S9f91UC0/S9ZSGAVA+3PdmsNj2utWCDYikLWz/qHaOiJqyYImBkbQZ8GlgNZorQl14s4iI6JG0A7ABcA1wju3ZlSNNm6Qlgb0Zez1H2f5n3VQREY+UBUsMTDOYcA9Ki+O3AW+0/YmamWKMpLcA76e0MgXA9jPrJYpoB0nvsn3EpOeWBk61/dpKsaZN0mtt/+9cnj/c9rtrZOqHpG1tnz+385Qtn5MTEY2cYYlBut/2byTNsP1rSZvXDhQTfBDY2vZfaweJaJktJcn24TCna9PplLMSbfSu5vV8E0DSDOB44N66saZtteY25ykjOioLlhikWZKWAa5rpkE/rnagmOBa4P7aISJa6E3AKeM+2J8FHG/76Lqxpu0VwBmSAM4EvgZcY/sjVVNNk+0Tm9venJwnAXe6QyUkkk4Z1+UxYuSkJCwGrumDvyNwqe3ba+eJQtIrgf+hLFygHEhNq8yIKZC0BHAqsDHwQdvfqBypL82Q328DjwW+YvvzlSP1TdLrKOcobwdWAj7Sxp+TpFnAzcBsxjqErQz8IedCY1RlwRIDI2kpYDtgBcYO3X+5aqiYQ9I1wF7Arb3nbN9WL1FEO4zrQrUU8CTgj80ftbILlaRzKa/nMcBM4Ke9P7O9fa1c/ZJ0BbCV7XskPQa4yPZGtXMtLEl7Aa8BjrR9VvPc2bZfWjdZRD0pCYtBOgu4kXJlCMbaTMZwuMr2ZbVDRLSN7a6djdindoBF5Ebgvub+fcBN9aJMn+3jJH2FctboXyjt6PN+GiMtC5YYpNm231o7RMzT4yVdBlxF8+Zne7+6kSLaR9LBbZ6/Yvv3tTMMUjNPH4nF0QAAFaVJREFUxsDywM8lXQlsCLR2B9n2g8ChzWs7EHiwcqSIqrJgiUG6QtIrgCsY+0D8h7qRYpzP1A4Q0REvqh0gJji5doBFxfbfgANq54ioLQuWGKTnN189BnKoe0jYvkjS+sAawNmUWvyIWHg/rB0gxti+qHdf0rOBZwDX2/55vVSDJ+l/2zj3J2IQcug+YkRI+iiwEbAmpdPR2bZ3rBoqImJAJH0GeC6licAmwC9tf7BuqoUn6cNzexrYvY1NHiIGITssMTCS1gIOpVzdupbS+vOGuqlinO1tbynpAttuJnVHxBRJuonSXrbXNvc24G/Av9r+fsVoUWxpe87AYkmX1AzTh/cA/8pYS+OenGOJkZUFSwzS0cAngEuALYBjgG1qBoqJmlkSbgbgLVE7T0TLnA0cYvtmSU8FPgp8Evgm8LyqyQLKgftVbd8maRVKg5E2ugI4b/IZUElbVMoTUV0WLDFIS9j+QXP/4uZDcQyP/6LU3q8BXAAcXjdOROs82/bNAM2iZf3m9r4FfWMsOuPm5CwN7CPpT5QdsFY2fZlXqW66OsYoy4IlBumO5pxEb4flz5XzxDi2v94MjFsbuNH2XbUzRbTMjyWdxdgZicskLQlcXTfWaOvgnBwkPY6ya7cCcBfwE9t/r5sqop4cuo+BkbQMsB9jZ1iOtn1/3VQBIGkr4M3AqpS6+1NsX1g1VEQLSdoQWAf4re0raueJMZIeBewLzKS8Bx3VzDNpFUm7A+8CLgb+DjyOchHwS7ZPqBgtoposWCI6rnnz2wP4FHALsDplENlXbB9XMVpEqzQfiPehlBsdDGxl+/y6qaJH0inAryi7/JsDG9jeuW6qhSfph8A2th8a99xSwAW2X1gvWUQ9OWMQfZN0UnN7vaTrmq/rJV1XO1sA5QPWq22fZ/ta2+cBrwX2qpwrYuhJeoOk9ZqHJ1KaVbzE9sOUhX8Mj6fY/nfb59v+d+DJtQP1YeVJj1eqkiJiSOQMS/TN9m7N3WfYnt17XtLkloxRyeTaZ9t/l5Tt1YgFuxj4lKRvAivaPkLSa5o/y++4IdN00rqUUkLVVu8EvippWUrb7McD9wHvrpoqoqIsWGKQzmPiZPvTgJ0lbZuyiapmSFqZiR+uRHZYIxbI9u2UzlOPAd4naTVKa/CVgIfm/92xmO0HfI5yxui65nHr2L4SeGEzK2sF4K42nsWJGKQsWKJvkp4FPAdYSdKbm6eXAlZp7r9A0tXNG38sfrOAr5AhZBHTZvseSe+l/F9aHzgVeEfdVAHQdD/s7RgL+CPwGOBwSbcBR9hu1UwWSdsAD48bFYCkl9o+u2KsiGpy6D761nSg2ppysPuE5ulZwLm2L6+TKiJi0ZG0vO17a+cIkLTGvP4IeBrwGdubLcZIfZF0OPAUyvvoU4Cdbf9V0vdtv3j+3x3RTdlhib7Zvgi4SNIRtv9aO09ExKIg6Vjbe0vaC/iQpHNsv7N2rlFn+/fz+eObJB222MIMxka2XwQgaWvg25LeVDdSRF2pYY9BWlfS+ZKu7XULqx0oImKA1mxut7G9LvDcilliimyfUjvDQlqqd6eZl7U/8L/AarUCRdSWBUsM0uHA24E/AK8Cvlo3TkTEQC0v6SWUzk0As+f3lyOm6ZuSnt570Jy/2YUyDDNiJKUkLAbpftu/kTTD9q8lbV47UIyRtDZlbsRqNAfwbW9fNVREu3yQMsPoM5KWAb5XOU90kO1D5/Lcb4FXVIgTMRSywxKDNKt5E79O0pHA42oHigmOB74OPBb4AvCLunEiWmdz2++2fZvtB4C/L/A7IiKib1mwxMDY3rF5E38ncA7wysqRYqKHbH8XeLBpjbnegr4hIibYbtLjl1ZJERExYlISFn2bR+nXHcDTgcxeGR6zJS0J3C7pAHKAM2JKJL0TeBewatNMRJShkd+sGiw6TdKeto8f93hn21+rmSmilsxhib5JOn7SUwY2AjawvUSFSDEXklagHBZ+ArAr8D3bv6qbKqI9JO3Swo5T0VKT565I+qbt19XMFFFLdliib7b37N2X9Fzg48AtwD7VQsUj2P6LpJ0oOytfBGZWjhTRNt+TdCjwROCtlIF+6YYYAzWXHT0oHel+XC9VRF3ZYYmBkPQc4BOURfBBmXA/fCR9CfgH8ELbm0o61/bkmvyImAdJZwJHA/9qe0tJ59l+Se1c0U2S3mv7C7VzRAyDHLqPvkn6X+A44ETKVcc/SFpF0ip1k8UkM22/D7iveZxyvYiFs4ztM4CHm8eqGSY67/njHzTdNyNGUkrCYhCeANwNvJtyfqX3Jm7gxfP6pljsZkh6DGBJy1J+PhExdf+QtCnM2VW+t3Ke6CBJqwFrAGuPa2qzFPDMeqki6kpJWMSIkLQlcBiwJnAD8H7bF1cNFdEizQfJQ4ENgKsppWG31k0VXSPpVcCrgR2B7zZPzwK+bfvMasEiKsqCJWLESFrR9p21c0S0jaQ1bP++do4YDZLWs/3r2jkihkEWLBEjQtK6lM5tK9CU7dneq2qoiBaRdA6llPpk4Ou2UxIWi0wzMmDCh7T8zo5RlTMsEaPjVEo5y821g0S0ke0dJK0MvAU4V9INtnetnSu6RdKRtvcHjuk9BWxMGcYcMZKyYImBkbQ2cCBlzkfvCv72VUPFeLdk6F1E324HfgVsQg5Bx6LxBQDbPxr33A+bttoRIykLlhik44FPUQZHHkw6hA2bP0v6PPAzmjKDDL2LmDpJ/wlsB5wHfNb2lZUjRTftC3xA0pvHPbc68KRKeSKqy4IlBukh29+V9CHbZ0t6e+1AMcEtze3aVVNEtNcFwAdt/7N2kOgu2x9o7q7Tewq4C3hlnUQR9WXBEoM0W9KSwO2SDqCUhsWQsH1Q7QwRLfdj4LOSZgLXAoek414sQudNKguLGFnpEhYDI2kF4G+UQZK7At+z/au6qaJH0gU8suNMyvYiFqB3CFrSt4HTgEuALYA32d6pbrroKknHAs+i/Js70fZfKkeKqCYLlhgoSTtRdlaOA2bavrpypGhIWrV3l3JgeDPbB1aMFNEKktayfaOkC21vPe75i2xvVTFadJyk5YCdKRcB7wSOsn1+3VQRi9+M2gGiOyR9CXgJsI/th2k6ncRwsH1b83Wr7dOBDWtnimiJ3pmC+yXtKmktSbsBD9QMFSNhOeDJze0fgZdL+kbdSBGLX86wxCDNtP3ipvQIYImqaWICSR9hrCRsdWDpinEiWqOZiQGwB6V1+5uB3wC718oU3SfpW8BjKB04t7L9YPP8CTVzRdSQBUsM0gxJjwEsaVkmnZeI6m5tbg1cBbynYpaINnoe8H7bswEkbU6ZyxKxKBxo+zeTn7S9R4UsEVXlDEsMjKQtgcOANYEbKG/sF1cNFRExIJLuBH4A7GL7H5K+n8YVsahI+tikp2YB1wGn9xbNEaMiOywxMM3iZCNJK6bV5/CQdJLt3SRdz9iulwDbXrditIi2+SVwJPBtSW+i/D+KWFSeDjwIXEbZ3XsssBbwOuAtFXNFLHZZsMTASFoX2AdYQZIAbO9VN1XY3q25XWdBfzci5s/29yT9BfgWsGLtPNFpT7T9iub+sZK+Y/vNki6pmiqigixYYpBOBQ4Fbq4dJB5J0oqU9pgr0FwZtn1w1VAR7XISgO2fNV3CPlo5T3TbkyU9D7icssPSWyA/XC9SRB1ZsMQg3WL7lNohYp7OAM4EbqwdJKJNJD0euNf2cZKWonQJmwG8rW6y6Lg9gUOAtYHfAntLWhJ4d9VUERXk0H0MjKRjgLuBn9GclbD91aqhYg5J37b98to5ItpG0g+AHW3fJ+koyg7lHcAatnetmy5GhaRlbd9fO0dEDdlhiUG6pbldu2qKmJffSXoXExeUqYWOWLB/NouVJYHtba8JZdJ93VjRRZLOtb1dc/+k3jlE4NtAutLFSMqCJQbG9kG1M8R8LU+Zbt+bcG8gC5aIBXt000jk+ZQFf8+MSnmi28Z/Nltt3P10pYuRlQVLDEwz4X5CjWFmFAwP23vWzhDRUscDV1Payr4JQNIawAM1Q0VneQr3I0ZKzrDEwEhatXcX2ATYzPaBFSMFc11IPgBcARxq++46qSLaRdJylNKwfzSPHwUsZfveusmiayTdRekMJmDjcfc3sr1CzWwRtWTBEouMpO/a3rF2jlE3biHZ82hgG2AH22+oECkiIuah2b2bK9u/X5xZIoZFSsJiYCR9hLEr+asDS1eMEw3bt83l6Rsk7bLYw0RExHxlURLxSFmwxCDd2twauAp4T8UsMR/NLIlH184RERERsSApCYvoOElHM/EMyzLABsAhtk+rkyqiPSS9xfZXJu0iA2D705ViRUSMjOywRN96feIlXc/Ym7kA2163YrQoTp70+AHgWtt/rxEmooXubG5vne/fioiIRSI7LBEREQsgaQZwlO19ameJiBg12WGJgZG0IrAzsALNgCvbB1cNFRExALZnS1pK0nK276udJyJilGTBEoN0BnAmcGPtIBERi8B6wI2SrgZmU8pet6+cKSKi87JgiUG6y/YhtUNERCwimVsUEVFBFiwxSL+T9C7gZzSH721fUjdSRMRg2P69pNUoc6bUPJ2ZGRERi1gWLDFIywMbNl9QFi1ZsEREq0l6lu2rJX0ceCnwROCvwN+AHaqGi4gYAVmwxMDY3rN2hoiIReC9kr4IvAzYDDge2BP4StVUEREjIguW6JukC5g4TO0B4ArgUNt310kVETEYtveWtC5wr21LWhqYAcysHC0iYiRkwRKDsOukx48GtgGOJYdUI6IDbF8n6UxJywHfAH5L6YwYERGLWAZHxiIj6Xzb29bOERERERHtlR2WWCQkLUXZaYmI6ARJx016ahZwHXC07XsqRIqIGAlZsETfJB3NxDMsywAbAJnJEhFdMgu4GbgMeB6wDuXCzKmUA/kREbEIpCQs+iZpq0lPPQBca/vvNfJERCwKks6yvdO4x2fbfqmkH9h+Uc1sERFdlh2W6Jvti2pniIhYDJaT9AbgcsoOy7LN87nyFxGxCGWHJSIiYgokrQIcQCkFux74HPBHYCXbf6yZLSKiy7JgiYiIiIiIoZWSsIiIiPmQdD2PLPsSYNvrVogUETFSssMSERERERFDKzssERERUyDpUcC+wEzgWuAo2w/WTRUR0X0zageIiIhoiROAJwDfAh4PnFQ1TUTEiMgOS0RExNQ8xfYuzf3zJV1YM0xExKjIDktERMQUSdpC0gxJGRQZEbGYZIclIiJiavajzF5Zl3KG5a1140REjIZ0CYuIiFgASZsCawC/sn1N7TwREaMkC5aIiIj5kPSfwPrAlcCWwCm2v1g3VUTE6MiCJSIiYj4k/cj2Fs39pYFzbG9TOVZExMjIofuIiIj5mzNrxfYsHjn1PiIiFqHssERERMyHpBuBh3sPgSWAfwK2vW61YBERIyILloiIiIiIGFopCYuIiIiIiKGVBUtERERERAytLFgiIiIWoJlu/8baOSIiRlEWLBEREQtgezawS+0cERGjKIfuIyIipkDS8cA/gEsoXcKw/dWqoSIiRsCStQNERES0xE3N7Vo1Q0REjJrssERERERExNDKDktERMQUSNoM+DSwGmWAJBkcGRGx6OXQfURExNQcDrwd+APwKiDnVyIiFoMsWCIiIqbmftu/AWbY/jWwee1AERGjIAuWiIiIqZklaRngOklHAo+rHSgiYhTk0H1ERMRCkPRoYEfgUtu3184TEdF1WbBERERMgaSjgaNt/6R2loiIUZKSsIiIiKn5MrC/pEslvVPS42sHiogYBVmwRERETIHtH9jeE9ge2Aj4g6STJM2sHC0iotMyhyUiImIKJK0I7A68HrgSeAFlHsuJwGYVo0VEdFoWLBEREVPzLeA4YFvb9/eelHR4vUgREd2XQ/cRERERETG0ssMSERExBZKuB5YATCkFexC4HviI7V/WzBYR0WVZsEREREzNN4AzgcuATYHXUsrE/j8y9T4iYpFJl7CIiIipeb7tS2z/0/alwCa2LwFm1Q4WEdFl2WGJiIiYmj9I+hLwU+B5wJ8kLQncWTdWRES35dB9RETEFEiaAbwKWAf4LXC67dl1U0VEdF8WLBEREVMkaTVgdcqhe5qSsIiIWIRSEhYRETEFkj5OmXL/NOAm4B5gh5qZIiJGQQ7dR0RETM1OwAuB64AtyNmViIjFIguWiIiIqbnXpY5awNLAMyrniYgYCVmwRERETM23JS0DHAtcC1xUOU9ExEjIofuIiIiIiBhaOXQfERExH5KOm9ef2d5rcWaJiBhFWbBERETM35bAn4CvAj+naWkcERGLR0rCIiIiFkDSZsBbgPWB84GTbd9cN1VExGjIgiUiImKKJD0HOAq4yva+tfNERIyCLFgiIiLmo5luvwtlaOS1wCm2f1Q3VUTE6MiCJSIiYj4kPQxcBnwPeBiY88Zp+9O1ckVEjIocuo+IiJi/vWsHiIgYZdlhiYiIWAiSNrd9Se0cERGjIpPuIyIiFs4naweIiBglWbBEREQsnMxhiYhYjFISFhERMQWSlrd9r6TlbN8naVnb99fOFRHRddlhiYiImJq/SDrA9n3N429XTRMRMSKyYImIiJiaS4DlJH2xeZzSsIiIxSALloiIiKmx7Y8Bv5D0deDRtQNFRIyCLFgiIiKm5moA20cDXwaeVDdORMRoyIIlIiJiaj4MIGlJYDawcd04ERGjIQuWiIiIqTmjuT0YeDVwasUsEREjIwuWiIiIqenNAVjN9r7kDEtExGKRBUtERMTULCnpk8ANvcc1w0REjIoMjoyIiJgCSSsBm1PmrywJbG377LqpIiK6LzssERERU/M3YBXg34CHgFl140REjIYsWCIiIqbmRGAJ4CW2HwYOrJwnImIkZMESERExNSvaPgL4R/M4k+4jIhaDLFgiIiKmxpJWgznnWR6qnCciYiTk0H1ERMQUSHoW8N/A+sAvgXfYvqZuqoiI7suCJSIiIiIihlZ6yEdERMyHpOMZGxo5ge29FnOciIiRkwVLRETE/B3T3O4G3AxcBjwPWLNWoIiIUZKSsIiIiCmQdJbtncY9Ptv2S2tmiogYBdlhiYiImJplJe0M/JSyw7Js5TwRESMhOywRERFTIOkpwIeAdYHrgM/Z/kPdVBER3ZcFS0REREREDK2UhEVERMyHpJNs7ybpesa6hQmw7XUrRouIGAnZYYmIiIiIiKE1o3aAiIiIYSbp/ePuv6hmloiIUZQFS0RExPy9bNz9g6qliIgYUVmwRERERETE0MoZloiIiPmQdBdwOeWg/cbj7tv29jWzRUSMgnQJi4iImL8NaweIiBhl2WGJiIiIiIihlTMsERERERExtLJgiYiIiIiIoZUFS0REREREDK0sWCIiIiIiYmhlwRIREREREUPr/wdKu8TgUOlc5gAAAABJRU5ErkJggg==\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "dendro(ro_allegiance_matrix_party_by_party)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Matrix 2 adjacency list" ] }, { "cell_type": "code", "execution_count": 370, "metadata": {}, "outputs": [], "source": [ "matrix,labels=dict_2_matrix(hu_allegiance_matrix_party_by_party,'Same_perc')" ] }, { "cell_type": "code", "execution_count": 371, "metadata": {}, "outputs": [], "source": [ "from scipy import sparse" ] }, { "cell_type": "code", "execution_count": 387, "metadata": {}, "outputs": [], "source": [ "row, col = np.where(matrix)\n", "coo = np.rec.fromarrays([row, col, matrix[row, col]], names='row col value'.split())\n", "#coo = coo.tolist()" ] }, { "cell_type": "code", "execution_count": 388, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "array([0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2,\n", " 2, 2, 3, 3, 3, 3, 3, 3, 3, 3, 4, 4, 4, 4, 4, 4, 4, 4, 5, 5, 5, 5,\n", " 5, 5, 5, 5, 6, 6, 6, 6, 6, 6, 6, 6, 7, 7, 7, 7, 7, 7, 7, 7],\n", " dtype=int64)" ] }, "execution_count": 388, "metadata": {}, "output_type": "execute_result" } ], "source": [ "row" ] }, { "cell_type": "code", "execution_count": 380, "metadata": {}, "outputs": [ { "ename": "IndexError", "evalue": "list index out of range", "output_type": "error", "traceback": [ "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[1;31mIndexError\u001b[0m Traceback (most recent call last)", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m()\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcoo\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;32m\u001b[0m in \u001b[0;36m\u001b[1;34m(.0)\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[1;33m[\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;36m2\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0mi\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mcoo\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m", "\u001b[1;31mIndexError\u001b[0m: list index out of range" ] } ], "source": [ "[[labels[i[0]],labels[i[1]],i[2]] for i in coo if [labels[i[0]],labels[i[1]]]" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.6" } }, "nbformat": 4, "nbformat_minor": 2 }