Exercises in Style Analysis

exercises-analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import spacy\n",
    "from collections import Counter\n",
    "import pandas as pd\n",
    "import altair as alt\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "nlp = spacy.load('en_core_web_lg')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "ex = open('exercises.txt').read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "parts = ex.split('#')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "100"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(parts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "exDict = {part[:part.find('\\n')].strip(): part[part.find('\\n'):] for part in parts[1:]}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "99"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(exDict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "labels = list(exDict.keys())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "texts = list(exDict.values())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "objs = [nlp(t) for t in texts]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 180,
   "metadata": {},
   "outputs": [],
   "source": [
    "def countPOS(text): \n",
    "    textLen = len(text)\n",
    "    posDict = {}\n",
    "    for w in text: \n",
    "        posDict[w.pos_] = posDict.get(w.pos_, 0) + 1\n",
    "    return pd.Series(posDict)/textLen"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdba6b5de90>"
      ]
     },
     "execution_count": 283,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "posSubset = ['ADJ', 'NOUN', 'VERB', 'PRON', 'ADV']\n",
    "df = pd.DataFrame([countPOS(obj) for obj in objs], index = labels).fillna(0)[posSubset]\n",
    "df[:50].plot(kind='bar', figsize=(20,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 245,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdba76dbf50>"
      ]
     },
     "execution_count": 245,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vdtlll1x99dWT7nfIIYeMTxd7xStekU9+8pO59957kyQf/ehHc/TRR89Yz0IgAAAAgK20atWq8QDn6KOPzqpVqybdr7U2fv2JT3xinvrUp+ayyy7Ltddem0c84hE54IADZqTfxJpAAAAAAFvl9ttvz+WXX54bbrghVZX77rsvVZWTTjrpQftec801WbJkyfjtsSlhP/dzPzejU8ESIRAAAADAVvnYxz6WY489Nh/4wAfGtz3nOc/Jhg0bNtlv/fr1edOb3pRTTjllfNtRRx2Vt771rXnUox6Vyy8f7oLWWyIEAgAAANgKq1atyhlnnLHJtqOOOipnnnlmvvGNb+Tggw/O3XffnZ133jmnnHJKjj/++PH9Hve4x+WXf/mX893vfjeLFy+e0b5r4ty0mbRs2bK2Zs2aWfneAAzZioX9f++Y3T4AAOiEdevWbTLFqqsmexyq6qrW2rLJ9rcwNAAAAEAHCIEAAAAAOkAIBAAAANABQiAAAABgzpmtNY63FdP5/wuBAAAAgDllp512yu23397ZIKi1lttvvz077bTTVn2dU8QDAAAAc8qiRYuyYcOGbNy4cbZbmTU77bRTFi1atFVfIwQCAAAA5pRHPOIRWbx48Wy3MeeYDgYAAADQAUIgAAAAgA4QAgEAAAB0gBAIAAAAoAOEQAAAAAAdIAQCAAAA6AAhEAAAAEAHCIEAAAAAOkAIBAAAANABQiAAAACADhACAQAAAHSAEAgAAACgA4RAAAAAAB0gBAIAAADoACEQAAAAQAdMKQSqqsOq6qaqurmqzpjk/kOr6o6qurZ/+f3htwoAAADAdM3f0g5VNS/JyiTPT7IhyZVVdXFr7eub7fqPrbXDR9AjAAAAAAOaykig5Ulubq3d0lq7J8nqJEeOti0AAAAAhmkqIdCTk9w24faG/rbNPbOqvlZVn62qp05WqKpOqKo1VbVm48aN02gXAAAAgOmYSghUk2xrm92+OsnPt9YOSnJOkk9OVqi1dl5rbVlrbdnuu+++dZ0CAAAAMG1TCYE2JNljwu1FSb4zcYfW2p2ttR/1r1+S5BFVtdvQugQAAABgIFMJga5Msk9VLa6qHZMcneTiiTtU1ROrqvrXl/fr3j7sZgEAAACYni2eHay1dm9VnZzk0iTzklzQWltbVSf27z83ycuT/D9VdW+Su5Ic3VrbfMoYAAAAALNkiyFQMj7F65LNtp074fqfJfmz4bYGAAAAwLBMZToYAAAAAHOcEAgAAACgA4RAAAAAAB0gBAIAAADoACEQAAAAQAcIgQAAAAA6QAgEAAAA0AFCIAAAAIAOEAIBAAAAdIAQCAAAAKADhEAAAAAAHSAEAgAAAOgAIRAAAABABwiBAAAAADpACAQAAADQAUIgAAAAgA4QAgEAAAB0gBAIAAAAoAOEQAAAAAAdIAQCAAAA6AAhEAAAAEAHCIEAAAAAOkAIBAAAANABQiAAAACADhACAQAAAHSAEAgAAACgA+bPdgMAwHZuxcIJ1++YvT4AADrOSCAAAGbXioWbhoUAwEgIgQAAAAA6QAgEAAAA0AFCIAAAAIAOEAIBAAAAdIAQCAAAAKADhEAAAAAAHSAEAgAAAOgAIRAAAABABwiBAAAAADpACAQAAADQAUIgAAAAgA4QAgEAAAB0gBAIAAAAoAOEQAAAAAAdIAQCAAAA6AAhEAAAAEAHCIEAAAAAOkAIBAAAANABQiAAAACADhACAQAAAHSAEAgAAACgA4RAAAAAAB0gBAIAAADoACEQAAAAQAcIgQAAAAA6QAgEAAAA0AFCIAAAAIAOEAIBAAAAdIAQCAAAAKADphQCVdVhVXVTVd1cVWc8zH7PqKr7qurlw2sRAAAAgEFtMQSqqnlJViZ5YZL9kxxTVfs/xH5nJbl02E0CAAAAMJipjARanuTm1totrbV7kqxOcuQk+52S5G+TfG+I/QEAAAAwBFMJgZ6c5LYJtzf0t42rqicneWmSc4fXGgAAAADDMpUQqCbZ1ja7/b4kb26t3fewhapOqKo1VbVm48aNU+0RAAAAgAHNn8I+G5LsMeH2oiTf2WyfZUlWV1WS7JbkRVV1b2vtkxN3aq2dl+S8JFm2bNnmQRIAAAAAIzKVEOjKJPtU1eIk305ydJJXTdyhtbZ47HpVXZjk05sHQAAAAADMni2GQK21e6vq5PTO+jUvyQWttbVVdWL/fusAAQAAAGzjpjISKK21S5Jcstm2ScOf1tprB28LAAAAgGGaysLQAAAAAMxxQiAAAACADhACAQAAAHSAEAgAAACgA4RAAAAAAB0gBAIAAADoACEQAAAAQAcIgQAAAAA6QAgEAAAA0AFCIAAAAIAOEAIBAAAAdIAQCAAAAKADhEAAAAAAHSAEAgAAAOgAIRAAAABABwiBAAAAADpACAQAAADQAUIgAAAAgA6YP9sNAADbgBULJ1y/Y/b6AABgZIwEAgAAAOgAIRAAAABABwiBgNm1YuGm01AAAAAYCSEQAAAAQAcIgQAAAAA6QAgEAAAA0AFCIAAAAIAOEAIBAAAAdIAQCNgyZ/ACAACY84RAAAAAAB0gBAIAAADoACEQAAAAQAcIgQAAAAA6QAgEAAAA0AFCIAAAAIAOEAIBAAAAdIAQCAAAAKADhEAAMJesWNi7AADAVhICAQAAgxNSA2zzhEAAAAAAHSAEAgAAAOgAIRAAAABABwiBAAAAADpACAQAAADQAUIgAAAAgA4QAgEAAAB0gBAIAAAAoAPmz3YDAAAw56xYOOH6HbPXBwBsBSOBAAAAADpACAQAAADQAUIgAAAAgA4QAgEAAAB0gBAIAAAAoAOEQAAAAAAdIAQCAAAA6AAhEAAAAEAHCIEAAAAAOkAIBAAAANABUwqBquqwqrqpqm6uqjMmuf/Iqrquqq6tqjVV9azhtwoAAADAdM3f0g5VNS/JyiTPT7IhyZVVdXFr7esTdrssycWttVZVT0vyv5LsN4qGAQAAANh6UxkJtDzJza21W1pr9yRZneTIiTu01n7UWmv9m49O0gIAAADANmMqIdCTk9w24faG/rZNVNVLq+rGJJ9J8rrhtAcAAADAMEwlBKpJtj1opE9r7ROttf2SvCTJOyYtVHVCf82gNRs3bty6TgEAAACYtqmEQBuS7DHh9qIk33monVtr/5Bk76rabZL7zmutLWutLdt99923ulkAgBmzYmHvAgCwnZhKCHRlkn2qanFV7Zjk6CQXT9yhqn6hqqp//ZAkOya5fdjNAgAAADA9Wzw7WGvt3qo6OcmlSeYluaC1traqTuzff26So5IcW1U/S3JXkldOWCgaAAAAgFm2xRAoSVprlyS5ZLNt5064flaSs4bbGgAAAADDMpXpYAAAAADMcUIgAAAAgA6Y0nQwgDln4hl9Vtwxe30AAABsI4wEAgAAAOgAIRAAAABABwiBAAAAADpACAQAAADQAUIgAAAAgA5wdjCYSc5YBQAAwCwxEggAAACgA4RAAAAAAB0gBAIAAADoACEQAAAAQAcIgQAAAAA6QAgEAAAA0AFCIAAAAIAOEAIBAAAAdIAQCAAAAKADhEAAAAAAHSAEAgAAAOgAIRAAAGxLVizsXQBgyIRAAAAAAB0gBAIAAADoACEQAAAAQAcIgQAAAAA6QAgEAAAA0AHzZ7sBAAAAYA6YeObCFXfMXh9Mm5FAAAAAAB0gBAIAAADoACEQAAAAQAcIgQAAAAA6QAgEAMO2YuGmCycCAMA2QAgEAAAA0AFCIAAAAIAOEAIBAAAAdIAQCAAAAKADhEAAAAAAHSAEAgAAAOgAIRAAAABAB8yf7QYAAAAe1oqF/X/vmN0+mL6xn2Hi5wizyEggAAAAgA4QAgEAAAB0gBAIAAAAoAOEQAAAAAAdIAQCAAAA6AAhEAAAAEAHCIEAAAAAOmD+bDcAAAAwK1YsnHD9jtnrA2CGGAkEk1mxcNODAgAAAJjjhEAAAAAAHSAEAgAAAOgAIRAAAFtmqjQAzHlCIAAAAIAOEAIBAAAAdIAQCAAAgB5TP2G7Nn+2G2CKJr4Qr7hj9voAAAAA5iQjgQAAAAA6QAjE3GWoKgAAAEzZlEKgqjqsqm6qqpur6oxJ7n91VV3Xv/xTVR00/FYBAAAAmK4thkBVNS/JyiQvTLJ/kmOqav/Ndvtmkue01p6W5B1Jzht2owAAAADblDk2Q2UqC0MvT3Jza+2WJKmq1UmOTPL1sR1aa/80Yf+vJFk0zCYBAADmogMvOnD8+vXHXT+LnQBMbTrYk5PcNuH2hv62h/L6JJ+d7I6qOqGq1lTVmo0bN069SwAAAAAGMpUQqCbZ1ibdseq56YVAb57s/tbaea21Za21ZbvvvvvUuwQAAABgIFOZDrYhyR4Tbi9K8p3Nd6qqpyX5yyQvbK3dPpz2AOi0ifOrV9wxe30AAMB2YCojga5Msk9VLa6qHZMcneTiiTtU1Z5JPp7kv7fW/s/w2wQAAABgEFscCdRau7eqTk5yaZJ5SS5ora2tqhP795+b5PeT7Jrkz6sqSe5trS0bXdsMlU/aAQAAYLs3lelgaa1dkuSSzbadO+H6byb5zeG2xnZhLGASLgEAAMCsmsp0MAAAAADmOCEQwLZkxcJNp2gCAAAMiRAIAAAAoAOmtCYQABNYTB0AAJiDhEAAAADwMA686MDx69cfd/0sdgKDMR0MAAAAmF3WxpwRQiAAAACADhACAQAAAHSAEAgAAIC5yzQimDILQwPQaRZ6hG4Ye657ngPQZUYCAQAAAHSAEAgAAABmmmlszAIhEAAAAEAHWBMIAABg2MZGeCzec3b7AJjASCAAAADYnphqxkMwEgi2F2Mv8ivumN0+2Hb5HQEAtmPO+AlbZiQQAMBM8wktADALhEAAAAAAHSAEAgAAAOgAIRAAAMBcYkopME0WhgYAYPvlNN0AMM5IIAAAAIAOEAIBAAAAdIAQCAAAAGbJgRcdmAMvOnDO1WZuEgIBAAAAbKOGGeZ1MwSymj4AAADQMc4Oto3b64zPJEnW7zTLjQCTGkvkrz/u+lnuBAAA4OF1cyQQTJE5tAAAAGwvhEAAALPEhw0AwEwSAgEAAJ0nlAW6QAg0Iv6IAAAAANsSC0MDADArnAADAGaWEAiAblqxsPfv4j1ntw8A2AY5Aypsn0wHAwAAAOiATo8Emrhmj4SbmebTlU2N8vHwWMPW8ZwBANg+GQkEAPAwnOwBANheCIEAAAAAOkAIBADMXSsWPrDINwDMgHX7Lcm6/ZbMdhswLZ1eE2gknG0GAAAApsXavaMlBAIAAIDJ+JCf7YzpYGzC4pcAAACwfTISCKBjnP4bGMQoh+l7fQKA0TISCAAAmBOMWt+UxwPYWkIgAAAAgA4QAgEAAAB0gBAIAAAAoAO2+YWhR7n4IAAAAEBXGAnEnGdBPAAAANgyIRAAAABAB2zz08EAushUWGBQY68jXkMAgDFGAgHAHGQqLADAtmOuHJsJgQAAoCtWLOxdAOgkIRAAAABAB1gTCAD61u23JEmy5MZ1s9wJwGiNcu0561EBbLuMBAIAAADoACEQAAAAQAcIgXhYK0+8PCtPvHy22wAAALYTc+UsSrA9mlIIVFWHVdVNVXVzVZ0xyf37VdU/V9VPq+pNw28TAAAAgEFscWHoqpqXZGWS5yfZkOTKqrq4tfb1Cbv9IMmpSV4yki4BAACAWbHXGZ9JkqzfaZYbYWBTOTvY8iQ3t9ZuSZKqWp3kyCTjIVBr7XtJvldV/20kXQLMEWPTJ99w7vNmuRMAAGAUxkKxZO4FY1MJgZ6c5LYJtzck+aXRtMP2QlIMAAAA25aphEA1ybY2nW9WVSckOSFJ9txzz63++nX7LUmSLLlx3XS+PbCNmMvJOQAAjJrR5T0ygOGbSgi0IckeE24vSvKd6Xyz1tp5Sc5LkmXLlk0rSAKAuWLszCfXH3f9LHcCzEUTz5409jrijSEAg5hKCHRlkn2qanGSbyc5OsmrRtoV253JDmIAAKBLjGoAZtsWQ6DW2r1VdXKSS5PMS3JBa21tVZ3Yv//cqnpikjVJHpvk/qp6Y5L9W2t3jrB3AACAzrDuJjCoqYwESmvtkiSXbLbt3AnX/z29aWLDs2Jh79/FW7920HQMkspb34RtiVFXAAAATMX8K5wAACAASURBVGZKIRAAzCSfdMLwWUsGANhhthsA4OGt22/J+GhFAACA6TISCACAzhkbGZUYHQVAdxgJBAAAANABRgIx51grBACAQTieBLrKSCAAAACADjASqMN8AgIAM2fs727iby8AMDuMBAIAAADoACOBAIA578CLDhy/fv1x189iJwAA2y4hEMB2ztRPHo7fD4Dty8oTL0+SvOHc581yJ8CwrdtvSZJkyY3rpl1DCAQwBGMvyDl05ew2AgAAzH0rFj5wffGeQytrTSAAsvLEy8c/OQQAALZPQiAAAOiwdfsteWBEK8ygmfjd80EXSXqjaiaOrOkw08EAtgHWZaErxhZwtngzAMDMEwIBnTH2SdPlE9btsWgiAADTYRFu5iIh0AzyIgHQTROHug9yNge2jr+7ozeMs5QAADPHmkDMGvNzAQCmxro9AAyDkUDAQ7JODV1lBAkAANsjI4HmoAMvOnB8YU0AAKbOiBoAusxIIGC7YvTS1G3yJmjCYtlTNfZYJx5vJuf5CACwbRECAcA2TuAGANsHf9OZbZ0KgXwiCYC/BQCMkr8zzJapBEwTT8wz6NqHY0uUXH/c9QPVYWZ1KgQCAIBBeIMPwFxmYWgAAACADjASaDNOCzx3TVzkdsmN62axEwAAmDmDnuyB7d/474jfj84TAgEAADASplDCtkUIBEyZxd+ALjPiFADYFgyywLcQaDswzBXeAQCAbnm4s0qNBeDCb9g+CIEAALYXKxY+cH3xnrPXR8dsLyNlrY0JD5iNaWzWdtq+bKuDNYRAzDiLkgEAU9WlYMLaKQCMmlPEAwAAAHSAkUAAAAB9Y6PWL++PWu/CKDSgO4RAbJemM3T84RbEAwAAgLlOCARz3FTWD+jSegqjZK0GYC6yFh/bI2esApgeIdCIWeGdqZpLQc3E32sHXwBsa4zunTke6+7YVs90BGwdIRAAc8JcOAXz9jpabJQH/nMpAAcAmOvmZAjkgBEAAKZuew2p6baH+702FXbmeZ/es63/7s3JEAgAAACY+6xxOrOEQAAAPCQjSABg+yEEAgCY4wQ1AMBUCIFgO7atz0cF2BYJVGDb4MxjAMMnBIKt4NSYozfx9POX98MrjzXbE3PamczYa9+SG9fNcifATPC3AJgtQqA5zCgPALrKaB0AgK0nBAIG4pOsmeOxBgC2R0bbw8zZYbYbAABgblt54uWbvIkDALZNQiAAYLuybr8lm6wvBgBAj+lgALCdMGUQAGBuG/W6h0YCAQAAAHSAEIhJGUoPAAAA25dtbjqYU74CAF3lDDkAwCgZCQQAzDgjTqFbnEEOYNsgBAIAJiWoAQDYvgiBAJiTfKoMAABbRwgEAAAA0AHb3MLQsC0anw5x6MrZbQSAbcLYKDSLN8Psspg6wNYxEggAAIbAOloAbOuMBAKAOWyTN5xGKwIAM8ysibllSiOBquqwqrqpqm6uqjMmub+q6uz+/ddV1SHDbxUAAACA6dpiCFRV85KsTPLCJPsnOaaq9t9stxcm2ad/OSHJ+4fcJwAAAAADmMpIoOVJbm6t3dJauyfJ6iRHbrbPkUk+2Hq+kuRxVfWkIfcKAAAAwDRNJQR6cpLbJtze0N+2tfsAAAAAMEuqtfbwO1T9RpJfb639Zv/2f0+yvLV2yoR9PpPkD1trV/RvX5bk9NbaVZvVOiG96WJJ8otJbtqKXndL8v2t2H+266o9c3XVntnac7HnuVp7Lvas9szVVXvm6qo9s7XnYs9ztfZc7Fntmaur9szVVXvm6nal9s+31naf7I6pnB1sQ5I9JtxelOQ709gnrbXzkpw3he/5IFW1prW2bDpfOxt11Z65umrPbO252PNcrT0Xe1Z75uqqPXN11Z7Z2nOx57laey72rPbM1VV75uqqPXN11Z7adLArk+xTVYurasckRye5eLN9Lk5ybP8sYb+c5I7W2r8N2hwAAAAAw7HFkUCttXur6uQklyaZl+SC1traqjqxf/+5SS5J8qIkNyf5SZLjR9cyAAAAAFtrKtPB0lq7JL2gZ+K2cydcb0neMNzWHmRa08hmsa7aM1dX7ZmtPRd7nqu152LPas9cXbVnrq7aM1t7LvY8V2vPxZ7Vnrm6as9cXbVnrm7na29xYWgAAAAA5r6prAkEAAAAwBwnBAIAAADoACEQI1NVu1fVB6rq0/3b+1fVa2e5rS2qqnkjrL1TVdWE21VVO43q+w1bVT2+qp42F2pX1d5V9cj+9UOr6tSqetyQav+Pqnps/+d3flVdXVUvGEZtHqyqFlTVL852HzAXzMXXp6r67Ukur6+qpbPd25ZU1byq+r+qas+xy5DqzrmfI2yvHIfMnKr6lap6VVUdO3aZ7Z62R0KgIauqD01l2zTqHl5VI/l5VdWaqnpDVT1+yKUvTPKlJHv0b/9rktMGKfgQB4rjlwH7HXNzVb27qvYfUr2JvpDkMRNuPybJ5cMoXFWPqqrfq6q/6N/ep6oOH0LdL/YPRHdJ8rUkf1VV7x207qhrJ/nbJPdV1S8kOT/J4iQfGVLt17XW7kzygiS7p3dGxD8aRuGqevTYc72q9q2qI6rqEUOqffIInucjVVUvTnJtks/1by+tqouHWL+q6jVV9fv923tW1fIh1B1lCPmrVfXo/vXXVNV7q+rnh1F7s+8z7GB26K9RVfWyqvrXqrqjqu6sqh9W1Z3D6Xg0qvdhwMur6k+r6m+q6oNVdXpVPXVI32KUr09nT3J5R1UdOWDpZUlOTPLk/uWEJIcm+YuqOn3Ann+jqnbuX//dqvp4VR0yYL9jtU9J8t0k/zvJZ/qXTw+jdkb0cxzlc6Z6H/69tarOq6oLxi7DqN2vPyOvfXPJ2OPBA6rq56vqv/avLxh7/g9Qb9THIb86lW3TrD3096VVdcjDXQas/aEk70nyrCTP6F+WDVJzs/qj/Hsw9NpVtcvDXQapPaWzg82kqvq7JA+5WnVr7YhtsfYEmxzEVW9UydOHUPfoJH9aVX+b5K9aa+uGUHNi7eOTXFlVa5L8VZK/b4OvGv6E1tpHqup3kqS19rOqum/AmgO9kE/R09J7TP6y/2b8giSr+wdjg1rQWvvh2I3W2g+r6lFDqJv0fm5XJXlm//aGJH+TwQ9IF7bW7qyq30zvd+/tVXXdgDVnovb9rbV7q+qlSd7XWjunqq4ZUu2x0VwvSq/vr1U9MMJrQP+Q5NnVC2suS7ImySuTvHoItZ+Y3vP86vR+ry8dwvM8SVJVX8gkr6+ttecNWHpFkuVJvtivd21V7TVgzYn+PMn9SZ6X5A+S/DC9APEZA9b92yTL6oEQ8uL0QsgXDVg3Sd6f5KCqOijJ6f36H0zynEELV9UXkxyR3vHBtUk2VtWXWmvDCNlH8Rr1x0lePOS/ieOq6o+TvDPJXem9ATgoyRtbax+eZr0VSV6c3u/zvyT5XpKdkuyb5I+qNzL0tNbaIK+Do3x92inJfun93JLkqCRrk7y+qp7bWnvjNOvumuSQ1tqPkqSq3p7kY0l+Lb3fmT8eoOffa639TVU9K8mvp/cG4/1JfmmAmmP+R5JfbK3dPoRamxvVz3GUz5lPJfnHJJ9PMujx3mSG/to34vcd52yh9qkD1P6VJH+Z3oeJe/Yfk/+7tXbSdGv2646k51E+Fpt9n99KL0TeJcneSRYlOTfJfxmg7IqM9jjknCSbhwWTbZuOUbwv/f8e5r6W3vHUdC1Lsv+wjk0nMcq/B6OofVV6j2kl2TPJf/SvPy7Jt9L7gHtatrkQKL0HbNS1X5bem6Gxg7hjkqwfpHBVvSXJW5Ms6H+iMvaH+p4M4VRurbXXVNVj0+v1r6qqpXdAvWpiqDDN2jcneVtV/V6Sw9N7c3h//9ObP22t/WCapX/cTylbklTVM9J7gzVIr/9zkK+f4vf4YZK/SO8TyF9LsirJn1TVx5K8o/94TddPquqg1trXkt6nCUnuHrjpnr1ba6+sqmOSpLV215AOGOdX1ZOSvCLJ24ZQb6Zq/6z/WByX3puuJBnKiJokV1XV36f34vuWfvJ//5BqV2vtJ1X1+iTntNb+eFjhVWvtd/vP8xekF/z+WVX9ryTnt9a+MWD5N024vlN6bw7vHbBmktzbWrtjeO9hH+SXWmuHjD3GrbX/qKodh1B3lCHkva21Vr3RF3/aWju/qo4bUu1RBrOjeI367qgCoL4XtNZO7/8cNyT5jfRGdE4rBEpyZWttxUPc996qekJ6B3qDGOXr0y8keV5r7d4kqar3J/n7JM9Pcv0AdfdM73hpzM+S/Hz/d+SnA9RNHggj/luS97fWPtUP44bhtiR3DKnW5kb1cxzlc+ZRrbU3j6h2MprXvlG+71gzwtp/kt4bzYuTpB8S/toQ6o6q51E+FhO9Ib3A5l+SpLX2r/3X1UGM5Dikqp6Z5FeS7F6bzmZ4bJKBlqaY5H1p0ntvOvD70tbacwf5+i24Ib336P82ovqj/Hsw9NqttcVJUlXnJrm4tXZJ//YLk/zXQWpvcyFQa+1Lo65dVe9orU18ofy7qvqHAWv/YZI/rKo/bK29ZZBaD/M97uyPBFqQ5I1JXprkd6rq7NbaOYPUrt6Q/+PT+8Tpb5P8dXpD8S5PMt05+W9K8ndJnlJVX0pviPfLB+lzTP/T0tenl3CPr6nTWnvdEGrPS+8JfHySvdJLvP86ybOTXJLeJ7bT9f8m+URV3dq/vWd6wd4w3FNVC/JA6LZ3kkEPnpPkfya5NMkVrbUrq+op6U3tG4ZR1j4+vekF72qtfbOqFmf6b9w29/r0nhe39AObXfvfbxiqf2Dw6v73SYb4Wt0/gP73JP+eXkjz+CQfq6r/3Vqb9rSL1tpVm236cv95P6gbqupVSeZV1T5JTk3yT0OoO+Zn/ef82PNm9wznjdYoQ8gf9g/wXpPk1/r9D6v2KIPZob1GVdXL+lfXVNVHk3xyYq3W2scH7HXM2OP6ovQ+dPnBIG8EWmufmXi7qh7dWvvxhPu/l97ooEGM8vXpyUkenQeCj0cn+b9aa/cNGNZ8JMlXqupT/dsvTrKqelNdvj5A3ST5dlV9IL0D5rOqN01zWNPrb0nyxar6TDb9/RvGtObNf467ZICf4ww9Zz5dVS8ae6MyAkN/7Rvx+46LRlW7X/+2zV6PBh59NaqeR/1YTPDT1to9Y49LVc3Pw4xAmqJRHYfsmN5IrvnZdKbDnRnw/dJMvC9Nkqo6IMn+2fS92AcHKLlbkq9X1Vez6evTMGbrJKP9ezDK2s9orZ04dqO19tmqescgBbe5EGhM/0n2h3nwL9ZThlB+96p6Smvtlv73WpzefOtheFtVvSbJ4tbaO6pqjyRPaq19dZCiVXVEen/8907yoSTLW2vfq95UonXpDRucbu2rkvxnesNqz2itjT3p/qUGmJPaWltTVc9NsiS99PnrrbV7tvBlU/WhJDem9ynIH6T3hnlYn2z9a3qf9L67tTbxRf5jg37K0lr7l6pakgcek7VDfEzent50hT2q6q+T/GqS1w5SsH+AtUdrbXxdkP7z5qhB6s5Q7be21l4zofY3M+B6CvXgub1PGcEIlTcmeUuST7TW1vaDsS8Mo3BVnZpeKPH99IaR/07rTdPcIb3f+2mHQLXp3OQd0htu/MQB2h1zSnphxE/TG5V3aZKB/vBt5uwkn0jyhKp6V3oHXr87hLqjDCFfmeRVSV7fWvv36i1E++4h1f6DjC6YHeZr1IsnXP9JeqPbxrQkwwqB/q6qbkxvOthJ/ZBw4NGbNaKpHH0tvWOnw9P7eT46E46jBvTHSa6t3rTBSm+61pn9sObz0y3aP176bHq/E5XkxNba2MiBQafCviLJYUne01r7z37I+TsD1hzzrf5lx/5lmJ6Z5NrW2o/7x5WHJPnTAeqN7DlTVT/MA1MW3toPBH/Wv91aa4+dbu3NjOy1b5TvO/qvG2+epPYg02Zu67+OtOqNXj01wzsOHlXPI6s7wZeqamwEzPOTnJTeB9KDGMlxSD+A/FJVXdhauzVJ+sdjj2kDLkFRVfu11m5M8jeTHLumtXb1IPX73+Pt6a3dtn96H5K/MMkV6U3RnK4Vg/a1BaP8ezDK2t+vqt9N7ziypReEDzQNudrIptwNpqquSO+A8U/S+8N1fHr9vn0ItQ9LbyjcLf1Ne6V38HXpEGq/P/31JVprS6q3rsfft9YGWl+iqi5Kb8rGg0YsVdV/aa1dNs26O6QX/Jw5SH+b1XzYtLa1NvBialV1TWvt4Kq6rrX2tOotnHvpEP44zUvyttbaHwza42Z1n9Na+9JDPTbDeEz632fXJL+c3oHXV1pr3x9CzS+MaujniGtfmt66B8MK2cbWvUl6By5PT3Jdeo/105L8S2vtWcP6XqNQVf8zyQVjBxub3bdkkCkCVfXNPPAm4N4k30zyB621K6Zbc5LvMS/Jowc9OJqk7n7prRdQSS4b8fSiThvFa9So9f+O39kf7fKoJI9trf37gDX/Jb3A8eLW2sH9bTe01g4YQr8jOQ6ZUP9J6U23qCRfba19Z0h15yX5uUz4gLK19q0B6j22P4J60sUz2/Snus+I6k3DPCi9vy8fSu+Dupe11gZe+2uuq97yCBN/Twb+WY74fcffJ/loeiPkT0zvw5iNbYCpc1W1W3qh4H9N77n490n+RxvS+lSj6HmUdSfU3yG9UXQvSO9xuTTJX7Zt9Q1vkqr6SHqPxX3prQGzMMl7W2vTDjir6rzW2gkTjlsnasMI3arq+vReo65prR1UVT+X3mP94i186awa9t+aCXUnnco9pNq7pPf69GvpHWv/Q3rH2NN+7duWQ6CrWmtPr6rrW2sH9rf9Y2vt2UOq/8j0FjdMkhsnjH4ZtO7Vrb++xIQDu6+11g4aoOa89AKOgeb+PUz9f2ibTo8btN7DrTrfWmsDn+qvqr7aWltevWl8J6U3teWrQ/rEZujBxP/P3nmHWVZVWfy3AMk22USGQRAYCZJhGILIKKigIlGSIihKEiMKEpQwMoqoCKJkQRBBECVIzkgOAgYEERRBCS1B0po/9rn9br1+Vd39zjnVr7TW99VX9V712/f2rXtP2HvttSQd4tBj6XVtsq5Jrwx/V/CsbH9iR8xFTNrttoUSVYSasY8lKqfndcXOpulLOoNgeNyVXi8P7Gt7xwKxVyH6uBdj6ASV5dKUFkZ3lthkDhNf3YssSbPkjq01Fkc9jlF8QaBwvToYWDTFza6IS7rG9jqtqvukXxWI/RmH/lRP8U4XEO0cZqx6GnjISWOmj5gnERufp9LreYAjndkaLGkD25ep00IzBM5snZF0o+3VS64VWrGLr0O64i9I574GoFeBahpjfpJY4D5GPOvNPd33uCfpZ7Y37UpQt065//WCpG/Y3kvDiAq7QOtC6++4P/CIQ//mVtu5bjNFxc67Yq/N5Oylb5TYBKX4uxLstufpXPesv2UrdrV9Ryv2nc09rRDczxG0XsD247nnNkL84udcM24NDPd8NyjxnKfj3G57RUnbEgXGzwK35K77aqO1F7sFWJ/Qfb3bdt9Ol5LWILpb3kKwK2cEns1Z33TFb881Tet/1lzTin0XnblmVmBx4P6c69HjGHM6GSjkYmDbwYAX0qblt5I+ATwC5Ap7AZAqefsQooO7KGxql7ZdwtazuL5Eqj4+J2ku2zUECC+RtC+Tb8T7yi7a/lCpExsBx6XF/peITf6cwP6FYl8n6VsUTEzY/mL6XuPaNCr9sxKq+nfQYqcQ2k45WCt9b7OjctX/RyP2o+lrBsq7yi3TJIAAbN+tEPkugdMI+uhdlBNzxfarku6QtEipBXkXvg9M2ngr2kPOI8+RA8Il4pm0OPo5aXFEuRaAnptP4vnJwTcIE4K7SlUgnZhmtmu4JDbsp5rind8hNoUNg2759PN8knazfXEfMd/aJIBgkrD3SgXO9b8JTbxeFc0S7WY1Wzlq6Vwh6XCiJeeeVsymKpmD4i5btjdN3/t2TxkBTUGnpqhwo3/zIcIxspT2V2mx8zZ6uXedQgHnwoR9geVch0FYbd9BtMYB/FnSJsTaZKHMmNelBOePgLPb42Ah1DjnanFbG/Ce6HOTX/P5buM1io6GzYBvOdr0i7E0VF63p8HNkuYmzHRuAf4BZMmfAN8iHJrPIvY02wNLZcZso5qjY5M8bpAKX7uWiK0KLeSDnATaC5idWBgdTGwKS7mf1LLShnr6Ei8Ad0m6hKGJiRKWis3GbffWewb6qqxI2tr26Qr9kclg+5v9xO2KcXz68Ur6PM8RUC0xkRb7mzE5y6PvdryGtZTYKR/tZqfknG87fg1Ujn0gRDLCLeHVQrhP0vEM7c0ttYF73IXaA3vgjcA9CsG99jhSopr1iKRjbH8sJWgvIBYGuai6OKLeguBhoiJWnG6rEFT+k+1/SlqPSFidnLMJsH1++j5JvFOFtAlaeJDQ8rgnxV+WSHgeTCRV+kkCzSBpHttPppjzUmBt49QCYruUoHI3diNaORYk1iAXM3QOzkGtdQjEc7h0LsOvB6q5bNVgp7gjhL+i7SE6PZL2JNYmuWj0b3Z2Wf2bomLnXajpXAjwe0LPqAa69x3rU27fcYikuYBPESyHCYRRSN+wvZSk1YgN836Sfg2cUYLRlVD8nCvH3bRAjCFwx1BoU+DntosV5rpwLDE/3gFcJWlRQhw6G6qj2wNAKwHxXUkXEq3S2W6itn8naUbbrxCO2CXNQGo6Og6B7VsVztglUNwNcGDbwWpC0s22V6lIlS6uLzHcJOrRU9ufakj6uO3vqLdquW1nM3YSPbpX8KJaPqWhcBB5gUhCTnJxsH14gdi3215xSu/1Eff1wFcJB5h3po3bmra/nxN3FGKvSVQh57RdVHhV4U73MaI3F6IKfoztEoKxGxKOcZdS2LlFUs9qrAu5oySWwFwEnfkw22cXiPlJ4HPE4mgTwlHv1BIU/RT/cmAj99mONELcVYmNxJUUdg2SdDtRIVuM0Ds4j9iYv6tA7GrtdyONUf2OVZK2J4TUf0wkZD9ItGqO1JY8LfH3JApHE4mk5sqEjl4/Casm5ozAHra/XuIchzlGFZ0rhXjzFqXo6K243weWJpLHpZ+Xato66tGe1V5bFoi/KLCU7V8mFvuMtidmxjyMSOY9T2g7zQ38zPbqBc73SqLFbCdifnycSMD954gfnPr4KxHP440MvU9KFETHLBT6QP8HbGs7y1p8HJND0qkEceBs4IRS4+kUjjlTiXWJKur2JDbhZU2XSmIFrWf73IyYVxE6V8cTUh9/BnYsuEevOdfs03o5A7FemM/2xgViF28hH1gmUFqY9+qzLtEmUstKu8FviQzuTCl+dvuF7ZMSi6SxJ7/f9ksjfWZqkars7Q3tFcCx/ca3/Z304wW2b+g61hr9nmcX2syOWYkKQKlF7lx0xLcgNnEHuUwr3qKupMlCPXbKicSiq7GL/g1BP85O1FSO/Q0KZ81h0gbueIfzWI1N3E6EXtlrGNpukZ0EKpXsaUNDNVNuIlo0byLaXN6Xk7xKTJTHbC/Yeu+PRIW2FGpZPH+FoEbPSnnXoFdtv5wWYN+wfbSk2wrFrtl+d79CtPiM9HpL4DcKjb5+55uTJd1MMDVFbO5zLcXb2Nn2UZI2JlpDdiLGrL6TQI4W7/dSZ/xo8BhwNbEOmU3Syi6gtUawMG6X1J2kzt2E13TZKs5OkbQ1wdJZXFKbuflaMh1bWsfYBfgoMC/hDLsg8F0yW2xtfy4l7Bux82eB9+aeb0JN50IIxsRlFG6XBlAw7bfwUH2xMwpt4IprlynEsTcnmEBLEuy/1XLPtRW/lt5arbjVNPNsb5eu99YEM8XEPHB6TlJW0na2T+1KHrSRnZgAnnfIAbyc/g9/pVwHxQG2z2leOByxDgD6TgIR7a8zAp8gGGILU8A1uIWac027Vf9lItGUXQxNKN5CPrBJIIa2scxK3AClKrXFrbQbqJK+hILyfxJBFxRx7js4U4wx4Rhiw9kkbz6U3vtIZtxG/6GNbxMsgSzYPrL9WtLXSJv9AvgBcDdRUYa4HicQ+h65uEHSsoU3KQ12Ip6b/Yh770JiwZiL+W2fqdAmIG0+X5nShwYgNrYf1lCae3bstGheQNLMLug81sIKpaqm3VAdwb3uatJtxHjybjKTV2nh8gngzNZ7ptxcAPUWBPPafseU/1lfeCltQnegc/1LaIVA3fa7HQkh/72IeewaYsx6ibzE3rzEfXxCejYXt/2H3JNNaAaQdxEV4DukIr0z16qw9lwDBQt3R6J1ZpJ4LmW01s6j3Fw7CU7tu5XQaOtsB6yrMto61xEV6vnp6PJBMMay2yESdic29TcC2P6tpL41atRD7LzrVi5RaPgLrY1rKoCW0B5p8LLt4TbMuZjfk+uLldIEqqFddgex2T7I9vWZsXqhlt5albiuq5lHKo6cDcxGzGGbA5+W9E3bR/cZdo70vco5J9TQ7WkwQ4/3snIL7rjXPg8UnxfckYp4bbwsx2qtGZveLeRZnQ0DmwRyp9+6wbWJZloi9iWSbqVjU7uny4nM1dKXOJIQ87sfQNKbgdMpkFABVu2ik10m6Y5+gyl6lNcEFtBQXaAJlNuodGN2ymW2l7TdzjofqGi/6BupSm/i/3+7pN8SVdSmQtG324ekmYiWqp2IXlcRmfO7KJD0AJ5V2Do3zLk1KNdPWzN2TeHVB4kxqbjzGHUThcUF91xPM6VBUeH6blTcfP5S0juc0TY0AnYiFgRfsf0HSYtTRtQVKmoT2H5e4T52MfHMtxmtfS2WUtVxFYLefQIxxp5KFHdK4BaFpfHiwOfT4q4EA6GmKP4HiXmseJLalVrQFeLVnwGWY6h4aYnrUZydkjYqD9HRlqyBf9p+sUnUpLk+JyFbW+y8YYYeTrDmRAEWRhcul/RR4HyGMtFKzAevtpn7aewrlQCvoV22RCqK1EIVvbWKcUnxTnGXCUuv96Yx5nuIeXdJoqV0Ndt/bPycggAAIABJREFUVbRo3ksU16YZto9N36usQ1LB4tCUdCuq25Nws6T/Iwr8Bj5JJJr6OdczbX9Qwwh8u5BTmkIv9RSieISkJ4DtnbQKK8TewfbdubGJ3MK2XcdbG7i234ADmwRKg0KDGYhkxxsKxW5EAi9QiAR+QdJRrexjDmoJTr2mSQAB2P5NqtaWwCuSlrT9ewBJS5CXPJiDqI7NBCzQen8i4UKRja5BYsZ0nFJ6QM9LWsf2NelYaxMZ6Rx8IP+0hsX/ElWEJRpaatqoHEk4G+yZGX8fovK7pKRriWtd5O9YOXbxrHkLNZ3H1gF2ULh+tBOFRSZAFxbcU31r8aLC9Q1U3+J5d+Azkv5JMF2KbYZs/1rSZwl9JBLr5bDcuCnWNwlh4QYPSSrSfleJ0bo5sBJwK4DtR9P4VwofBlYEHrD9XEpaZyc+XVEUn2Cyzk3Q/otC0lLAoUzuNJNbhDmNSPRuSozdOxB6MtmoyU6pxK5scKWkLxDtfBsR89f5/QZzfbFzgCOAd7ueZso26fvnW+9lzwcJ+wHXtArO6xLteCVwJOHm9eP0eguiZXia0cxdwHm9WJoF5q4Gxc55lOI2GGLHnZKnuQXzDwBf756r0pyQ09I3olFO7vrJtiWdS/r/234wJ14PfJKQAPgRMafnGBw0e5XiAt9dOA7Yx/blMGld8j06hZnSsY8rFPtoJu+u6fXeVGNgk0BEJtHETfUy8AdiMVYCbQvLTxPtPydTxsKylr7EzQoxq0bsclv6zLb2wKeJ6soDxPVelJbV87Qi3fyXSzrB9gOFzrEb7UHiZUI3pFSLyG7AyQptIIAnyXSIaBJsAJLeSmz0DVxbICO/KfDmdkXI9kRJHwPuIz8JdA/xbCxN3B/305sCOmixi2fNG1SmfP5PwVjdeC6xom6XdATRzjDHFD4zJVS1Fncde2eobPFci5IOIOndxHnPTGiSrEi0BGQv/jWMWDtldLpqMFpfTAvdhk2Yez93w0TCY1Oi0DAHreRHvxjuOruAKD6RpLlN0t0MXYeU2ByeQLS8f51o4duJTstcDuZzaPXs6dAuu7IU+3uYRM0/bM814genDr3Ylf9RIC6EIP6HCVbvroQ7Ud+OixpedwQoxmR9rGICqOZ8gO0LFZbOTZfA3qW6BFxWu6zq3NWg8DlXj6to+WySpg17VcCLxEY8B3/uTgBJOtz2Z21fmhG31D5uJNwgaVXbvyod2OG8+7lCsf6cvpcgZIyEOZokTTreFQXXDcVjK0xu1iK6a9pj+ARiLus/dl0m4WBCyc1B4TD1SFp4TObw0GfsA3q9n0v1Uwhn7k4kD0S4EX27BN07xYbORvw+AGdawCba4VYeKv52qu1NcuKmWMUtkluxF3e0WEyASX3ARTQmJO1HVLIa0bT3AqfZPjQj5m9sv3lafzcN8Xu5n5R6XsZq7CGUT6AknbTmvb0ooVc2MyG4NxfwHdu/y41dC4luvQ+wiO2PJibC0rZ/Np1PbUSogi11K/YtxAL6CndcIu5yAS0phfvTCcB+DieRmQhXkRKx7+xmtPV6bxpj7ku0NG5EJD92Bn7o/jUauuMfQ7R/bWD7LWkeu9h2lu1r5et8D9HWN0Q81wWE4SXdYvtt7ftN0tXOdOuTdIPtNSRdRDDRHgV+bHvJAud8Mz3aYG1/oURsh9vspPtY0nW2S1R+ex3vR7a37POzPdenDXLXqekYRxGs/XMp7G6Z4m8BXJgKXV8kxtWDbfctjC9pGdv3pQTQZHCGTpekCWkNOW+v37tQW3MalxYuUFSsds6jeC0Otf35Kf/LaYrZaz2ZNXeNFiT9mjAVeohoqc9ml6sCk1qTC3p3xyzSUirpHII53CRTtwNWsb3ZIMZWuPquRxAU2jqvE4Hzbf+239gDywQaZqA/JGcwbqGGSCBQVV9it1SlmVSpUVjXHlUg9vVpcJs0eSg0k3I3y6/35OJvb8qM2eBsYBVJ/0FUqM8DfkiId5aIvbLttg7Gjymjv7Qd8DbbzwFI+gpRCeg7CQT8WtL2tofQ29PG875+g0p6A9FKNZtCtK+p9k4gNJj6RuXY1bLmLdSkk1a7t1sVlhcoLLin0PT4LJO3ieRqepxAPCPNtf0TsZkrkgRKyZovEwzImegskHLbC9qM088Qf8tTKMM4fdn20xoq6lqqolNTrL04o9X21xStMs8QhYz9bV+Sd5pDsHoqGt2Wjvekgk2Xi5rX+QlHW18NvKBw7futQrT9EUL/JReHKNi3nyJYOxOIRHURuHAbbAs12JUjoW8Noorr0zYmEA5ybVH8InpDCV+yfZakdQj3z68RG6Mce/t9iLavI3v8Llen64cEi7DpbmjQmMb0Pc9IugJ4DzFv3Q48LulK5wtnd5+zur73e87VrkUXfqEeTrDdTJ6pgYJR/3FCsqCdYHstBVjlNZIpPfDOAjG6UZyN5sSelnQQYQ1/CnFvbEtZ2YWdifXvT+iQKkq1yBaP7Q4z9sTSLKmBTQLRe6A/hryBvkE1C0sFvX1fYDFa17fARmgHJk/47NjjvalGzY14wquSFrL9p3S8RQrEnBQ7LZrfRyGLZEnLEL3Ec2mo7fUECtD/Ex5i6HM3E9FCmIPdgZ8o+pKbyXVVwsFg84y4GxP32ELE4qi5P54hKLc5qBl7ZmBO4tq2J45nKKfNVJNOWvzebtAj4QEU0fOAjqbHJpTV9FjS9pYKN6xGXLhE+0mD7xObzVsoI6TeoLgtdQt3S9oGmDExo/Yg3IpKoKZY+8eI8WoPOguk74z4ianDb4jE3S8lzS7ptc6w7e3CS6lQ1FyPBSgjDF3zOt8i6VAigdxmY5Qoou1FrA/2AA4mNsjZ93WL2fc0eU5xvVAzUfMhooW5bWdcwkm0GtRbh+Rp4GbbP82J7fpGAc0YvQlwjO2fSvpyTkDbH03fi+t02d40fa/RxjZXYtZ8hHAuPKArUdEXap1z5WvRxqdbP89KOOw17NlpxQ+BXxCF2nbb08RCzKXRaO07xD2Esomxqy+4Y960ou0h+9BEUMhhnW5su73XP0bSjYTeWDYcguS5WpWjHhs4XtIWHtpdc4btjfsNOMhJoOIDfQPXtbA8i6hKHE+BDUXa+GxD6D60bVlfC+Q6kLU34u1e8Inkb8QB9icclC5Lr9cnNgEl0Fgkb085i+SliSrF3Ax1z5gI7JIZu8FzwD2J8m6iWnaNQl2ffio4th8BVpe0AZHEEvAL5/UpNy4wJykJ/7Z/p3AjGtTYTdb8+R6xtwD6pk628ICkLzGU8lnKkrrGvd2gVsID6ml6vChpNjqb5SVpbWwL4GnbvygYr0E1xikhxrgfcR1OBy4iNuQl0EusvUjy1NFiPITRmgtJuxBV/HkJ55YFiTl4w0KH+CZwDvC6xNz8APDFAnGrXWdCKBtC26RBEecxd3Ql/kGB6qmGEZRvHa/EgrpXoub9I35iKtGLXSnpR0SxsS9omLYkYm4vMYbMCixDrFchrsU9wIclre8QHe4LqRB6DMEEX16hgfge24fknnTCI5KOBd4OHK6QMyilI4jCUXQxhhZJ+t4fjPC3bGLnJGZnkvRGwg1wv4w4wyL9/RZj6PXIYnUNc02eBh5yAW1P20Pc7yQtTP8JhJcI2ZCtU6ylCVb2QxRgtzXJFNtXpkT1MjDJObOUu2O3UPaMlOlsgAoEBcKsaFvgDOJabE2Z/XQ11tUoMbrm79Fdk8XCHVhNIEk/I2jGbydu1ueBmzzUyrzf2NVEApX65XPjtOItCixOjyw0cGeJAVPS+22fnRtnmNivJ+jLIkSQi7iVKEQ0dyNa2U5PiYMtbWc75Eha0/b12SfZO/aI4uYuIwpaFOrdC13kPp8OsUtpAs1DLPgbja4rgQNTFSA3ds17+8auCksxqJKmh6LV54tEm9nFhPX3jravyDzlJv5hxBzwEwqyJhLTchvgV7avTkzI9XI2FKMFhT7NJLF2d2zcc+P2sn59mhAVP8T2NBc2JN1OVHpvdGF9pNYxliGSSgIudSHh21rXuQaGW9w26HeROyV2nDMt6dOG5yTb2+XEmcZj/tF238xnSZeP9PtcxkoqzL2jWT+m+/BiQlfrLtvLZsS+kmBiHNt6Hu+2vXzOObfiz06YJ9xl+7cpCfKfti8uEPsUIpF8O51Np3MSka2/5ayEHtUdxPP+VmLMWicj9haEM9M1tj+ucPb9X9tFEpySfpDO8x467Efb7ts4JsW9gZCbuJO4Fv9JXJf5COmL7L9l1/FE7JemeU6QdBXRNfJbRYv+TQTreVlibi8iiixpE6J48XvimiwO7JpToFJLKJsoQJNivwgc5wzdpBZBYR3g6tavXgu8YvvtGbEXI5JIa5MMdIC9nOlsJulttm9RaOxMBmdo5tWM3TrGLcDmibjS5AfOydnTDHISqOZAX1Mk8MuELes5DN1QZNEG0+D+qO0X0uvZiErLgzlxW/E3IbLFbS2PbMt1RY//kl1xS7UtFIXqW12PKajTHncEQ+m1E4BP216u5wenf+x3EpWaDxLtSe3Yy9perd/YrWMs4XrOd9VQK+GRYm9KLAYWpqPpcaDt80b84NTFno+OY8sNLuTYkmL32nDZ+S281aB6bcdN/KLV8FbcI4jN1Q/TW1sRf9OngXW6K7hTGfNG26tLus32SmlDe6sLCnamRMLrGXo9+hL4lrSB7cs0tOV4EnKr7K3jFJ3Th1vctmIXcfJKx5oHeMqFFqgpMf3ugpX1KR0vKwlUG5LuB1az/XR6PReRkFimeY4yYv/K9qrtOJJut71i5jlXFxWWdC+xRii+MZJ0BvAV23el18sD+9resfSxSkHSr3MSgiPEPYMQ874nvV6WWAceDPykwL3SXsPPAKwIPNhPIlhDBfAPBua1vXti7dxSqtgg6T5gUyeTDgXj+QLby2TGnQE4Pjdx1yNudYJCLSjY6pO1sHW/12fsOYDnbb+aXs8IzOKkA5sZ+38IPdJmrl0X+Kjti/qNObDtYOmC/UTS69TRkulb5LZH/FoigU1Vq72xLSF4diZDRWdfIZJYWQ4lAJK+S/T4r0+0sX2AyHbnxt2ZEHlckHApWRW4gVA57zfmmbY/OExFmcyFf1Wra5g0sH+FycVzsxy8KqFme1zN2I8Sf8P3MFR0diLlhEZPlLQg8CtC1+TqZnHXLyrf2w0aFtAq7dCUaRMpqumhcLQ4jeh5/j1wQW7MXsitqndD0jW219HkTheN4HQJh4uibcdtDFcNp0zL9Nq21269vkvStbbXVgjZ94MrJTW2wBsRIp7nZ59pgqRPEpbojxHXoxEx7fd5/G/gMoaOew2KCOjWmNO7kzySXgMsT7RK9M3wVbi0nulwZ5qF0N9YEXhZ0ja2f5lz3gkPEq3p5xHuOABZluiq37JVE0cQ+khXEOe7LvDVtIHJvd5PpHVO0777AUKDKRe9xIoblBIVvptwNitxvt1Ypr1GsH23pNxkxwn0XiuU2vBfL2lZF7Bv78Iybjmp2v61pJVsP6Aycn/tNfzLwOm2+xVxbl/fDUj6sbZflFRCG67BXz3UpfUBglCQBduvKswpisLRBvsQGUL1w0Ghu7cLkxeiSt3XNVrYGlxKdDD9I72ejWBZZpvG2L4wzTtNQXTv3ILoIDOB3kMIxr6JeBAWAe7LYQi0Yl9F/JGOJxTI/0y0FxR/UEqhVyVF0h0lzlnJ5rD1fU4iG/+OKX545Lh3ETT9622vKGk54ItOvbV9xvw+8AOiVbDX5FdUOb00JF0NHEKIwG1GaCq8anv/6XpiI0B12+Nqxn4NMYEsYvv+CvFnJhKb6wG7AnPa7lmlnMp4b7T951RhmQyDem8Px5xr0C+DLi1ctiIYXU8Q2jdn2n60n3g94m9n+1QNdZCbhJwNYm2ocNtxV+ya1fA7iMrVjen1asD3HBbpfTEQUqXzw4S+mgh9pOMLskh+RziE5WrwtWPOAHzA9pmlYnbFLz6np8TS0bbvScyR64mk2LwEo+H0PuPeAyxv25I+Sug/vJ2wND6pEHOzpzW6M9yyhmEQtmMXFxkuCQW7fjXimbmp4Li6BFGtXgt4ktDK27bE/KXIECzcLwtvKuJfTiQgb2IoUzZbz0PS6UQC8lRivtyOWDPkrIfbbV+zEkYgj/Y75/aIvy6RUP8LcT2yrcVT3B8Bfyc0XyD0s+YntLuusd1XcVvSIqXvDUmnEv//RwjGy+K2n5M0N3Bl7h6sxQjdiDDsOJO4P7YgWoQ/lRM/HePbwInu6LkVg3rLqzybU+xKpIyr6dKudKZsiSq2sLWO0Wuvns2ETHEap7QlbB+UCDJvsN13gWdgmUAELXAN4JcOivf6xOKgBD5E3KjFRQLTxvNjRGUF4AqiNzq31/9xSe9xaq1QOM6Uaol4Pn1/TmHh/jeC5peLFxxOPkiaOS0es6iNRA/x14A3Eq0+p9u+PftMAVXSPOjC7LYvkvS1xG74YkoMDTL+JulS6gg91oz9P8S9MjOweKq6HVRoQbcO8F/pa27Crjzr72j7z+l7tWRP2rwdQGd8upK4JjmuRO2q24EpfjZs30HoBHw+LTS2BG5Im/LTbX8v8xCNO1BJ69FJSOd8j5NLVdqIL9ckQPqM2SQZz5f0cQq3HSfUrIZ/BPhBuhYiHPs+khgIh/YTMFU6TwJupCOoWTKB9TDlXLuASef8CWLBXwM15vT/sr1b+nkn4De2N1NoX/2CSNL2gxdbf6+NCebfK8C9ita+bOQke0aIWTXJkxb8C9l+uNIhZiDcG2cC/kPSf7gPC+02UnJzFdtvT8/0DC7n0kdKFJ5DOVHbbny5UlyIZ+ZjwJ7p9VWEgHbf6N4Up0RTCeZcgx8Q+6W7KOOI2GBHgrG5FzEPXEO0N79EHov4XEJrCElnu4w20i7E32wxQkeraetZljKOXm1G6GMEUxTi2ZynQHyIa7qrpIeIRGSRZF7Ct5hcXuU/MmPObvuzuSfWA9cR65r5CZJJg4nE3rIEnpW0spPEgqRG07gEvkM8hxsABxHnfTYZHUGDzAS62fYqqXK4Ulo03VSiKlQTko4nqMCNmOGHiAzjRzLjLkm0RryJeIAfBrbvog/2G/tLRCZ3Q+DbxEL6eNtf6jPeTA6L6/OIAeFTROb174S19v8UOOdFiYFnK6ICcjqxePxNRsxm8H0fsQk6Nb3emugnLqEZdR0hdnYOcCFRXfia7aVzY9eCKgo9Vo7dWIJe0Yp9Z4mJT9IrRPLjUODnLqg1kSpDhwOvI571Ym1Eks4mNvnt8WkF20Usjftlc0xD/PWArxNMlVlqHacEJN0GrNxscNMG6WbniPhJf2DyVogGtt13S0QrCf5aKlXDW8eai1h/PDXFfzzlWMUFNVPchiG2HNG+egFDr0cWUyzNu88TxYx2i1IJbZOic3qK2dZ4uQA4y/aJ3b/rI+4NRHLwMeB+4G22/5B+d58zNTFSnKoaWrVQi/En6XAiqd4t+FuiQHKV7XWn/C/7jl+N1VAbCi3PKszkFH9pQkcmdxPexLus1jOiYFIvTSdxny2K3zVGVV2LjCWoIru8tVeftLaWdJ3tvtufJB0CXGf757nnN0z8ahq7klYlGG4Ns/KNhLHLLcN/aqpj32p75a77PKsjaJCZQE+lauFVwGmS/kr0dvYNjY7mxqpdf5DLUiIrC4k1skZTQS1ZXQGOcFj3nq1wZZuVsDvtFzcRm59mQfElSRsCc1FI1yMNXocTFqErERWLAwiGV78xrwSQdHDXIuZ8RQthCewNzAnsQWgDTQCKCrZVwOy2b9LQXu1Som81Y79s+2mV6THvxnxEMm9dYA9Fb/j1OZusFo4gREyLOBB1Ycmu6tiBCnelUqjRQrQqkYh9P6HtcRwda+MS8RcnLNcXY+gGMXdDpDYjJRUysuZc24sDSJq1WcBMOpg0a+9PTTVKVDWnCLUEi5tn03kmBEcC67tLUJNgp+SgYYj9MX3NnL6gzH3ejPu7t94rom1i++D046Q5PZPtB7Em25QoXKxNtOCR7unZMuLuCfwYWAD4eisB9C7gtqwz7qCahlZl3CBp1QoJj82ApdO6rzQukbQvFZKbCesDu0l6kMKsBlVobWnFfg+hJ1OMmayO7lyjU/YXoCSD4j5JPyRawtoJ8FyL+PWIQtSDxLkvLGmHXCYaQ8flwWQ4DIM0f3+YycX8s/cHth9StNf/V3rragfTugSeSwm92xXGD3+mw7LuF3sCX5D0T4IdVlJPESpq7Nr+laLjpXH9vK9EgjPhJYXQdFNYXIBMht7AJYEUFnyvB95LVMn2JnrgFiUW6jloaJibZsYZCa9IWjIlbZqMY5FFR4XFc4PrSRTKtCj4p6Rbm/f6OdXuN2xf2v/p9ThAtN39D8EE2pBk0V0o/AJquT+lTeICuUHTw7u5ox1kIsHCGAuoJfRYO/bdkrYBZpS0FJF4KyIAb/spSQ8QraQLERNKKTHQxyolgACel7SO7WsAJK1NOapqUUj6KlGtfpKorKxt+08VDnUu8H1ioVuS8v6ApD3oUP4/Tog9lsB1TD4+93pvqtFKgh/eTcVOzIESFqc1TAhqCWoeCCBpC9tDko4Ka+a+kVhh27l/sdLh4g7LwJBE5iZrV+CbBEt2L9t/Se9vSEZxJ82Hk7F9UhW4VCX4ZdtZrTfTCbXaOB4g5qsaSaBqyc2EdxaK0wu9WluWKhT7AEKD6QoA27crrLD7hu0qrcwtzEbcI20tsRLi9UcSrVX3wySm3unkt/mtIOkZ4jmZLf0M5ZMINXAKYX60MdHqsy0ds5osSNqTaGtr/m6nSjrO9tEFwheXVxmF+3qmNnvfIfI980gfmFoonM33ARa1vYukpSQt7Y5xSg6+SXSRvF7SV4j10xdzAg5cO1iqWn3B9p1d768CHOA+LGSncLz5gb+50IVIjJcT6Cz2FwN2sj2iiOBUxO25eLb94YyYbyCcu04lxLKa5M0E4Lv90rAl/QkYliqfQ6NXuL9sDWxCbB7OAM61/eyIH5y2YzQ2fO2/4a7OsOFrxa5Gr60F9RZ63K4QdbJm7NmB/RgqGHtwN4Oiz9i/J1oXrib62W90oZYwSUcRG61zKVh9S7FXJCpwcxHX5O+EKH7fVSENdcGaHWh65rMWXgox19Od0eI5lce50fbqU/6X0xz3dcSkvQFxfS4lNs85TkpVxuyuY9zqrpY1lWujrCFYfAw9BDWBa6FI1brX9ZjsvT7iXm+7qLOKoqWvGwZWIPRl+mbKjkWoo6G1B5EYLK6hpd4uYU8DDznTJlmV2jgUbcErEGNS+3pkCQqn5OaapZObPY6zDrCU7RNSNXzOhkGWGbd4a0sr9o22V9fQVo7scVXRPr4O8Zxfbfvc3HOtjV7/71JzzFhFc1+05sbXABeV2C9IupN4Lp9Nr+cgmOsDdb2HGUsnwUlnp8BxLiFMDtoau3vY3rBA7B8RgtbbO3ROZyOZI+XGTvGXIQovAJflFowHjgkELNadAAKwfXNu1jxRPQ8jNj4HE5nX+YEZJG1v+8KM2KsCD9u+NLEOdiUcLi4mxE1zsVZr8XygpCPJz8ZvTAi0LURk5psNxUQgR/9mRqLlqUYfzhcIq9B9C9KLh8Bhw7cUnerkfQVp07dK+glRaWpTpc8rFL84EiOqltBjzdjPEUmg/UrFbGEp2yVZI21MIBIppatvOETUV5A0Ib1+ZgofmZqYVao2riDmOgyOSgmnixm6IcpacKRkz1aZ59aNWmM2kj5GsJWWSIvGBq+lEIOOTptxScHiWZlcUHNeQnCz7+dG0juBdwELSvpm61cTKNOyerHC3ecnpYpQ3UWytFnej2BXfqLEMcYYuu3EP936XSl2yncIBt6d6TjLp5/nk7Sb7Yv7Dex6bRznpa+icLS8fo0KttEN0li9CtFucQLBaDqVaFHMRY3WlgbFmcmSvkOI8Dai7LtJ2sj27iN8bFriL0S0x61NPC/XAHsWYOTerHD6PSW93pZ4VgcWia30aaLgUENXrGkZekrS8kRr32KFYouhHSmvUGh/pmgRPpjOdckp/h05wu9MFNRKYDdCZqbRy/sTwforgSVtb6lwIsNhjlRyLzw7scc2eW3YwGAygX7nYUTNRvrdVMa+mVgoz0WwD95p+4aUWTvdGSJiivapt9v+e6Jkn0G0r60IvMX2B/qNneLfZHs1hYji+4jF8922s6mqkt7vTOu9rnjZVdLpCUk9BwPbJxeIfUqPt2271ABUDBrGOrtBJqOrZuzRcHkbU9AYtkOvDUmHEpTm3zNUJLWvBYekz9g+QtLR9Naey7bvLT1mp5hzEW4khxJWuA0mlkq4q7dg8fds718ifkmkzfeKBDW/fX4TgcttP5kZfyKxwXyFaMksKQC/IfAl4vp+1fYluTGnByTNUrAAUwWSziAYpvek18sSm8WDiQRf3xVgTd7GsTnQdxuHpAnDJf5VyF5b0oFEEqxYcrMr/u3ASsCtJRk1Kc6iREJ5ZqK1ZS7g207yDpmxizOTJd0DLN9c58TEusv2crnnm+JdQhRdm3XrdsC2tjfKjDsL0S64DnEtrgK+M8jPukLb9btMblteJHkl6SOE09NbieTmnMCXbB9bIPY+wA4EExJCE+xE298oEPt3xJ70rhrPe02ogsauwvxnQ+Bah4jzkkR+IdvUStL+BNP5bOK52YwwaOjbTXkQmUC/krSLu+x/JX2Y/EzxTE1VRtJBtm8AsH1fgUTdjK2F8pbERH02IcxYQnj1fElzE8Jyt5IWzwXiAiyUmAETU8yVgc9lVLCqKPGOItriYLMSD/StQHYSyPZY0QGCStbZoxB7VARuayFVnI4h3AqWl/RW4D05Az0j26GPqYm7AjYHlnA5h7eGnntzoXi9UHrMxiEc/DSwtUK/7PXEGmFOSXPmbhDTBuVShyNYMcHiVLE/hEikXEi0uexl+9QRPzgFJMbFHZJ+6HLCju34xcdAhW7gfsTfcT9XbsspCUmt8UQBAAAgAElEQVQ/cEsENS3Qf0qH+p4Te1aC5TapbYZon8xuDQaWaRJAALZ/LWkl2w8UWFd+GFi91cZxOKHh2K+WxxV0LLQv7Wp/mGSvnYl9iPnmZUkvUDC5mfCibUtqEh+lmDoAm9k+imAsNppgewJH5QauxEy+H1gEaNoDF6ac1TXAArZPaL0+UdJeuUFTsuf/GEE2YgBRVVfM9vHpxyspp5/VxP4/SVfQSbrtZLuU6P7DBCFhzKwjJb0e+CrwJtvvTIn7NW1/v0D4A4h1yMKSTiNYdDsWiAshhbKSO65mhxF703+pJNBewDmS2vTAVYjM/OaZsdvtG91iqLk38IxK1ujEouWjrd/1fZ3VEaU8tfTiuYWdbR8laWPClnonIhPd74Yie9E2PWF7iAB5qpD3YvBMMyT1mvSeJqyjizinlULNdpzKsbMFbKczvkdUko8FsH2nwqGj74G+VU36ZffGUCEOPbBIVNptiUTNQZIWAd5gO1dQuMEdwNwUEBMGsH1++n5SiXjDoPSYPQmSPgF8maiIT2JGERXKvpFaRY4ktYqkjUCJyu87bH9G0uYErXsL4HKiRaQEFktssWUZ6tqStVBv3deL2z5Y0sLAGzPv6/OJa/A34LPdSYgSLMhh2IRPA7c42k37xSOSjrH9MUnzEGLTpQpdJxMJ0yZ5sjUxp2cJfCfcr9ClOiO93hL4TWI75CYPS7dxtD877wi/6xs1kptdOFPSscDcknYhhKhL3Sc7MHnCZ8ce7001JI3YdtfPM9liO88F3CupGTNWJZKEpfCEpO3otJttTYwtfUHDODM3KMHmqojzJX2cCrpiAJLmI+bdpvXuaoIplnO9ZyVan/4DuItgW5Vy323wGeDnkq5k6HUZ5ATficR6qUnI/oZwM8xKAqU5/T6CGbUGMabuafuJnLgtPMhQ9+5ZCAZ73xi4JJDtx4C1JK1P9FYDXGD7sgLhR1KOz7XXPR24UtITRILpagCF21lOsubzhH7M2XQ5eGWd7VA0k/+7gBNs36GMElapQXGA8Bzw5kKxXktsJn6cXr8PuBv4uKQNbH+q0HHGMUqQdLLLtvPNbvumrkew1MR9NJNXe3u9N0j4DpGM2IBozZlIjIfZdp4JryescH/F0EVMXxvmUWpHLDpmd2Evwj6678XnCCiug0PHle9dBO367+UuBRCLxQOArxPGDDtRZsPcvq8PBv5BtMjl3NfrFzivKWGV9NWIUG8C/IrQIznL9hH9BLX9JUmHK0ww3gYc5nItj0vbXqH1+vLU3lECOxIso72I++IaYF8iAZT79zgBuFFSu40jZ6MykoV21vMo6RO2v5V+Xq7NjioJ219TGIQ8Q+gC7e/MdkeFfsc2wOJdSZsJZCQ9EtYk2BKnAzdSZuzoxXYWwfTYukD8BjsTjmlfJ+6P6+i4v/WDms7MtbFD+l5DVwwiiXwVHWetbYnExNszYp5EjENXE656byHGqZL4CjF3zUqQNcYC5rd9pqTPA9h+WVK2i3diKJ5r+21kOGaOgH8C96Q2TQMbAdcoaRa6D6mBgUsCNXC4aWU5avWIWc0Zw/ZXJF0KvBG4uLXAnYE8a/u/SbqcySen5rglNhS3SLqYEOj8vKTXUtYqeUyhaxM3IzFwnlko/JLAek17gaRvEdTBjQlGwngSaIDR4xkUsH5q1Sz1PD6R+ogbuvsHCIHKviFpTcKBbYGuSv4E4h4fZKyeeqtvA7D9pArZeSYcUDAWjE47Ys0x+2HyChcjoUaryPmS7iOKLx9XuAWVaPNpMJvD8EEOV6YvS7qa/Pum+H09SizI+YCVbf8DJgn1/hhYl2BvT1MSSOFu1OAmQsvoJsCS3ucCrojAbZLWaCQAJK1Oco/LhUP482iChWfg/lb74D8yY5du43hdGv/V+pn0eoGcc6WTMIBgWVUrLKSkT0mdq+uIOXZ+horTTiS/veoNxGatSTRdQCSr+06StZ9zhePnNsAHCXfV72ad7dDj/BEopqHolqtdaslpEt43OcM1szYUrczbVW6vndf2wa3Xh0jaLDPmsrb/E0AhxF2KPd3GvM5w9+yFHq2qPd/LwLOJedWssdeg3JrnBkmr2v5VoXhtnENH1wmivTcLA5sEGotoFhhd7+XaG29CTKanMLJyeg4+TAhgPmD7ufRw7FTpWGMB7U3cy8QCqVR1ZUFC0b1ZJM4GLJgy0QMrijeOSVgI+DVwPB3XmVUo+2zuTgjXLyPpEWJht11mzJkJocGZGKoL9AyQJVo/CnhJoVHTTNgLUDBJbftKhSDoUrZ/qRDw7DsxNkob8Zpj9gPAFZIuoDC9u0ariO3PKbRSnrH9iqTngPcWPMQLaRPw29Qq9wjRgpeLqvd1RSwCtPWzXgIWTcmQfuawd3e9vo1gd2W5u3VhdWB7SY2u1SJEG81dRBKy7zYUSesRFfcHiflgYUk72L4q75QDDpfCItbIRNvUa3v8DDGnlUI1XciUNDyceAZFgURySk48BKzZlZy4N7d9xvYrRKHvwtQiuDUxvh7k/gW+30w4TzbtWT8iBG6LMgHTmLQL4VLVdsTKYQMh6YOEvukVxN/vaEmftv3jET84neBRcL0j2Ilb0Sk4f4B8NsmkdtS0x8gM1xO/lPQOZ+gRNkjta7MD8ytagpsTngC8KTd+C/sQ7ohLSrqWSICXWgevT7BiHyQcoJvxqUSr4y+6k6WSlrZ9f78BB84dbBy9IWkB249Xir1ur/dLLWLGInpUV85uqM6ZcXcFPgtcSgwO6xGT4alE/++IrlnTEwq74dUIEbisAT9VvLcCHk0b720Ipsq9hKh631oKNdtx0mZwT6L15NO2b5f0QK4+yDDHmgOYwWWdCxZtV+PGAhT6cFsSLSInEpP1Fx1aaSXi70JouM1re0mFfe93+606aZR0DyS9h2BfAFzppEVUIG5PhosL6Xilxd1SDNXXGdi5RtKqxLg0N9G2NQE4wvaNmXGb+3plIolQ9L6uBYXD2+aEaDNEsuY8IhF+nO1tp9e5DYeU5B0WOWOipFuAbZqFeNqgn55aAv5tIOkBgsk8A8EGa7fNUIjR1bgRvdv2vVP8x9MeewuiCHgFsT77L2Kez0pOpOTPJkTSZjHiefmB7Uf6jPcq0eLzYdu/S+8VX4conI6uZnJHrKw2TUUr5kbNhjYlm37Z1bI5UFAl1zuFS2RTUJyDTiFgBuAfOcnN1OL0bPOSKDo/R0GxdnVcLl9MX33HVoiw70UkfB6hkwR6hnARzd6DtY41E9FOKoayN3Pj9pxrSqy7Jd1POMadmV5/ihgDlu075ngSaLBRc0PbdYwGsxIb/Vvcp0XyWMUw1ZV9bY+4gOzjOAsRlUkBN9p+uGT8UpB0k5OtYdoo705QEd8BnG/7sIzYpxGVpdmBpwiWyk8IUXHZ3mGEj08p9n+nH99HULEbgditgQdtf6Hf2K1jLET0yT9GOHctUiDmiAnAEkwMRS/xFg6R+WZDfobtjXNj14SkZUj3BuEwVWwDoHBvXI14FhvL4bsaGnUf8aptOFvHOIyoVp+W3tqaEJf/fG7s1jHmcHIlKhjzI0QSdSHgdkI88fpBnmvUMWcY8b0+Yxe/rxO76DDbn57iP+7/GKsQAqYCrrGd7YQn6SRCRLM9Nh2ZwzpQskSX1C2CDJTRL1QPe/Je7/2rQ9IJI/zaueyR1nGutV3FzKBGciLd18sDvyDm2rsLnOfmxFp1LYJldAZwvO3Fc2N3Hed22yuWjJniDplfU3Htjn7n3NFAK9nxCtF6XNr1bhwJkj7ZL0tuCnE3sH2ZhrYgNzDwd2I+m2Z9IE0uwv39XBZhj2O8kegSeIHQsrwX+JRTa3ZfMceTQION1oZ2duLmepVQA38e6rQeKFxKjrBdUmBu4DGK1ZWtgCUdOlILA6+zfcuUPjfakHRba1P8K+Bdth9PDJUbcibsZpGcsvGPEFaNryj4qneUWEBLusr2ulN6L/MYmwBrF0osjagxUoKJ0f6bjvTeoCGx0JayfUJamM9p+w+FYt9oe/XmOqR78tZB3sRJuhNY0far6fWMwG2Fnps1CfHZOW0vImkFYFfbHy8Q+y4ieXWD7RVTEuRA21v2EWtt29dKmsVhllAFkm61vfKU3puGeD0TEg0KJSYuAzYsWbHuij8jsQhtt4j8cfhPTFXM4mOTpJ/Z3lTSH+hU2xu4xNwu6QcpduMgui0wk+0i7Zka2qo6W4pdjB061iDpKKK4cy5D21WzmUY1khNpXdkk09vPY3YSIa3FNiOKABsQjMJzXKA1J8U/BLjO9s9LxGvF/V/CbbJxHdsSuNP2Z0seZ6yhi917he2fTc/zmRqkNXtRl8vEyLvQ9kRJXyTYsoc4WmNzzvVA2weMkLCej9AA3KiP2D9iqAj3Q7b37P9shz3O7oRh1KvA1s7UqRrXBBp8XEeor+8M/JGYOBYi2iKyN57D4E90nNn+nfB+orpyuaSmulK0iVYhBP0aYqD/CrE4+C7lnI5KYoZUjZ2BSBg/DmD7WUm5Ge4ZFC1hcxAJzrmILPwsdNx+crGApCVsPwAgaXHyxS+HwPYFFHIBKJHkmQq8KmmRZsOWNhgDXQlIybFVCOruCcT9cSrBRCiBKyV9gXCM3Ihw+slurVKIDR5NCMvPTOgMPVuwcjg38cxAPD+l8A1CqP48AIfzWKnE6Qu2X5BESt7cJ2npPmN9k2gRvJ4KIrSS3km0fS6o5L6RMIE8t75b6CQkFgGeTD/PTczxJar5twE/lXQWnQ1oqY3yJwlR7MfoWJab2NTlYAZJ89h+Mh1nXjLXqLY3Td+LMiS68DGCJbsHcS2uIpzfsqFWqyphKrEQsV4oJZA6FjGBaGlpi9GW0o66UNJFDE1OZCVAbM+QfVbDx36WYIOelp6XLYDPESLlJbAn8AVJL9LRl8lmv9j+dGJjNILnx9k+Zwofm66okezoit/N7t1T0jq2P1cifkXUcLn8ku2zUvFvY6JF8xiig6JvpATQDIS2Tk+zH4WAdj+oLsKtYPL/mdifLwT8IBW29+035ngSaPBxBNEqs3hT/ZE0gXgo/pcCdn8KZ4u2m9lKhFPVvxXSJHROq7qyN/B6ScdQrrqyloc6wvxdZZ2OSmIuYsMiwqnlDbb/ImlO8pNj3wfuIzbG+wFnKTQF1iCSbyWwNyHA+EB6vRiwa6HYxdG10ZwM7sP+sQf2IywlGwbhusQmY5CxOTEm3Qpg+1GFG1YpfI4QWr6LuD9+ThmR1G8RSeWziCTW9gSbswQOJRyPLieexXWJ6lAR2H5YQ0Uks+1TE/6kcNI7F7hE0pPAo33GeilV9LqTNECR5+VR4GbCHafN1JxIjC19oUlIKKzQz2uq7CnplGMH3Ma8REtzu82u1EZ5T8JyPdc6uxtHAtdJavRXtiAKJdlQRbcZ2/+UdApwisvrNu5OalVNx/qtpBKi5A2LdTmGanMdVCJ2TZRiWA0Te8wlJxokBuGx6atUzOJC/i1cSySWTB3XqtKokexo410MZfeeRCTzBz0JVMO9tVlvbAIcY/unkr6cGROYJPL9CYZxfLb94T5Dj4YI97dtn5t+fkrSWmSu+8aTQIOPTYE3t2ndjh73jxGb6OwkELHQhRiMXwZ+aPu6AnHHJCpXV15KmejGEWY+BtQRxvZiw/zqVWJjnhP764k+2WzqTyY2QN8rVVmxfaFC5HeZ9NZ9NdtGCqB6S2C6JisTyTYBe9t+ovZxM/GibUtqnpk5SgRtGFFp0fW99FUUtn8naUZHj/kJCqHNLKSK5DXE33BV4u/4Wdt/yY2d8HBaXDgt5vYges+zYbsZN76cElhzEZoW/WBTYszYgArPju07gDsk/ZBYKy3iDBeOHljV9m6t4/1C0sEjfWBqUXOjDDxMOTvdSbB9skJkeX3inn6f7V/nxFRFt5n0HB4AfCLFlUKI9eiCyZR/2n6x2VAoWlWzmZspATk7ca2PJ0TJx8JGvNHjO5pggpoYC/e0/acS8RNb7ieS5icSqf/WqNGipDHmDpZQI9nRjVrs3pqo4XL5iKRjifn9cIWweklG3SWS9iV0X9tM2ZxW7BUkPZN+FsEsf4aC2lG2z1WrPZhgxX8jJ+Z4Emjw4XYCqPXmK82mqF9Iei+wkO1vp9c3Ee0ylvSZAR+QRwUVqivfBs4mWpUOJNzHRqMNqBhsP0c4puXGebT181NAjfvtbXTsTVeQhO2TKxwnG7ZPar9WBWHehFeAvxIV4GXTNRlYdybgzLQgmDu1R+xMmYTNuaQ2Ikln235/gZhtPJcWiXdIOoKg8WYnsFJC7FyH+9B5ufF6YDfgKGBBQq/rIoKR0DfUWzQxS88uJS/PkHRvStjUwv8QzNuZgcUVzpEHOd+U4QmF3sGpxAJ6OwptOhUmB8cAr7e9vKS3EgL2hxQI/wDBsLyAoZos2cL1tu+R9DiJnaJW62qf2JWO20zDaoVwm/l2zrmmuGsTybw/AEhaAjhG0t62v54ZHyq1qhKM5LcqtPkOlHQkZVhiSJqdcAlbxPYuqRCzdInkQcIJwA+J4hzEc3MCMM06Hg0UrbuHERvwgwl9p/mJFsXtbfebqB7TqNiitB/x3AwR4KbOGrAUaiQ72qjK7q2IbxKGMa+T9BWSy2VmzA+S5l3bTykEkUsaHTQi9e11jYG+NeJsz5h1RlMBVWgPHheGHnBIOpewJDy56/3tgA/mLEQlXQts5eROpXDJ2YBoPzuhBFV6HJND0nJEhluE80S2W8Q4Jkei6C9JuBA19FLntImoY+fZEyWy/aorzDvm3JkA0gboHcQzc5HtSwrEbAufFxfHThWbx4jkwd4E++AYJ9H5zNjfBk60/avcWKMBVRRNrM0MSOyUDYgqeHO/ZLs/JZbpAcRi34SWzEGZ1cgm9pXEovnY1jnfbTtb60/DCNg7U9MsMQ6OJBI2fwUWBe61vVxO3BS7uNtMYgRs1M2kTJvDi0uMJ4k1/GFaYx/hApVbALzJ9mqSbiBcNP8G3G17qQLn/CMi4bZ9SkDORswxRVym1MOxqtd70xjzZkJjcy7Cfeedtm9QCNefXnpuGCtQJQMCjU13sG0JjaiVCQHuDwBfdBmXyEbr9WU67N4bC7J7q0J1XC6rmYGMVaiwky2MM4HGAnYnqKk70xGUXBWYjcyWHGBmD7UnvyYtQP+uQi0X4wgodJwaPExUrib9zvYzk39qHJlYhRBrK5bpduqRl3QQ8BeiYtgIBpbqn68pzLsnHXem9dPkPbBMtLTovMj224HsxE8XPMzPWejBsLwSeF06xvVAdhKIaOPYTdKDBJ25oRyXcAdbgmACrUHnnPd2EljvEzVFE4szA7rwsu2nVbjHP821xd1DEma3fVPXORexq81N9oyAg4l77pcOl771CdejbNg+WtHiuBhDHc1yWKGv6U4ApZiPS8o2N0hj30m2t6N8q+r5Cm2u/yW01lzwGEva3lLS1gC2n1fZh+eJVARtxJu3Jp9BN5OT5qOkg2zfAOAQrs8MPeZRo0WpuAB3bdg+LRUEmmTHZiWSHSl2bXZvbfyWYFfOBPkMTlU2A0lsxX0ItuJHK7AVa6F4e/B4EmjAYfsRYHVJGxAifiKUzS8tEH6ermN9ovWyqIvSOLiHHha1dJxVFpkeJ/UvjrsJK9k/V4i9se22U8Exkm4khNyz4XrCvCXdmarD0fb6nKS5bJfWIWl6uNv925Dfw/0ZQhC6wSxEW+KcxIKmBOX9nQViDIcfEq0yTZFhK2KxnuPMUVM08XW225avJ0oqoZXX4G5J2wAzpsXiHoRr5yDjCUlL0mld+ACZ46Ckb9jeS9L59Fh4FmiPe8n23yTNIGkG25dLOjwzJjA8KxTISQK92Ofvpgpp7FtA0sy2s+M1SKyLSx0t2GdL+hkwa8Hx9cXE/mnuvSVptQ0WwM6E6H7TbnctnfaOftFu63m+63f/zu0SRVuUJG1s+yL3EOBmQPejibHZ4K90EldImrcEczPhBkmrjhV2bwPVcYusbQZyAkGqWCu9/hNh4DHoSaArVbg9eCAfunFMDtuXAZcVDnujpF1sD6kASdqVMSISOFZge+HpfQ7TipqtT6PRVkX09P9aoXXV1q7I3awAvJLowWcQ/4+tKZeoqSbMS1l3ptHCC8BdCnvMtohflvtTxR7uagxL9dbWKcLwaB/G9imt16cq3DRyUFM08fEKzIA2PkloWPwzHeMigrUyyNid2FgtI+kRQsNt28yYzT3xtcw4w+EphfPkVYQpw18pxF6iAiuUofd0G6LluJWJB4FrJZ3H0LGvb/0lhzvOkcCa6fU/KZuk+TIh9r6wpNOI6v2OpYInhkGJObyNkQoCpf6WYwqJvVXagODnkq4CtnMS4G4d71ZiIz5oaDowRBRrn0w/zw38EVi80HGqsXsro4ZbZBUzkBZqsxVrobiT7bgm0L8xFFaj5xILgFvT228jKteb2X5sep3bvzIkbQUsYfurCj2L19uu7gzVL4ZrfbKdzXqpHPu/e73vTEHaFHsxomWm0SG5FtjL9oMFYs+fYje6URcTGidFnUrS9ZkLuLBkpbk0JO3Q6313CWkPCiT9znZPK3hJv7e9ZEbsato6rWMcBjxFJ8G5JTEnfBuyHTSKQ9IiBDNgTeJ8ryOel4em64mNgNTqs4fLiAePdJw5gBlsT6x5nBJI5/o84QKzLTE2nVZi3JN0FnG9a7BCq0H19JcOBO4k9CaLbwIUrqeNA+UNvdrmMmJX1QAbRweSbkktSqXi3UZYre8P7NPW01EFXb6SUDjqnWf75+n1O4G32/5UofiL9np/kOcxgMQS26hkMUrh3LUU0dJ9KMH0+6EL6bopXFo3BK51OL4tSWh/rVYi/ljCeBJoHLRazQDuSayjcVSApG8R/a3r2n5LoppeZHvV6Xxqw0LSjV2tTz3fG7TY4+gNjRHBvdy+8umFVP2+YhiG5Xq2+9Y5UUsEMPWD32R75awTnvwYI90Ltt23g8ZYQmJfDItcRqGkK2yvlxNjhNjzERT9dehslA8qlFDZlGBCLUqwyYtZ4LaOMT/wt1IJirRRWZFgODesF9t+b4n4tZFaIWz7H4XiTSScCl8hEm/F/oaSLgWObDbL6b3jbH80N3aKdQnRstow07YDtrVdSgNsHAkqbEAg6da06X4z4Th2N7C77eea35U4Tg30SohJutn2KplxR4PdWxyS9kk/Lkdo9xR1i1QFM5BW7HcQ7N5liSLr2sBOti8vdYwakLQ2wbTsnnv7XpONt4ONo1ar2Th6Y600Cd4GUVVPLT+DjJqtT9ViK2xfjwbeQjg0zQg8W2ihuwCwC5MLjfatTSDpaEZukctqf0rHqCq4Vxi1LdxrYW/gXIWOzGQMy8zYNbV1mril6O1jHWsSIv6nAzcyVM+tBK5NRYEfMbTV59bhPzLVOINoq2qemW3Tcd5eIPY3CEepu0okaTQ69txfbh+SSI4VEZ2uCUnLE9dj3vT6CcJ1656cuE4GB5WwOPDZpG/SMJayNspdWMB1NcDG0cH6wK6SHqJgi5Lt3yhcUA8hNIe2zz/V6nhC0heJ9ZKJ5GMJdvZJDGX3Lks9w4CSaMaQP6avmdMX9KmjlZ7jawkHuksobwYCgO2LFSLfDVtxz5JsxYr4PrG+vIVC+6TxJNA4xjG6eEkhzNj0us7HUFHCQcQ2RHvSUXRan7YZA7G/RYjankUsQrcnKKYl8FNi0v4l5RJiN7d+PpCo5JdGbcG9kmhvuscM+8T2X4G1uhiWFxRiWFbT1pH0maYNU9IWXVT9r9r+Qs6Jj0G8gaCjb02MSRcQlPGsDXgLjSjlQa33TNjR52Je223dokMk5SYgGzxM2ImXopF/i44992V02XMT+jJZsH2lpBWJv+MHCY2k7+bGHQUcR7TNXA4gaT3CxWutkT40JST9i22BxW0fLGlh4I22S2hBPkW0WnxTISK+XYGYbdRwBxtHb5Q2IJg0pye2y+ckXUj8LQfdjGZrYk12Tnp9FWUSyTWdM6uhSfB2rxWa9/oMuxCxF1hG0p1Ea/e1wPUl29AlXWp7Q2JO735vkPG07V+UDDjeDjaOcYwCJM2UKvfbExvxVYAfEAvSA22fMV1P8F8QDVVX0p1N5UrSdbazFtApzu22V8w/y2HjV+mPl3ST7dVatOw5iAl24MQH2/TwQaeK/ytgpOv97379Jc1CLPj/l2irKqJNUAuSvkYklc9Mb30AWM52dmJZ0qoEY+dKCtD/22OppHttv6X1u6xxMLWdbEUnUfAjYF/bPfU3Bg2S7rC9wpTe6yPuMUTxaYPUlj4PcHGJtvT230zSjsCngHlsL5QbO8Vsa4BBbBIHWgNsrELSKbY/NKX3piHeZrbP7fH+PMCutg/r81RHDZImAK8WbM0c03Ntr/PN/T+k7ohViGT3munrKdvLZp7rrMDswOXAenSSkhMI1+23DPPRgYBCr3FGQlC9Pff2zR4eZwKNYxyjg5uAlW2fnGiIjejvFrbvnr6nNjJqtD6NRmzguTSZ3C7pCMIiuZTLwM8kvaute1AYtbLzZ0o6Fphb0i6E4F6Wu0BF1LJwH0dvaJife70eGEjak2htnEjcyysBn7N9cYHYswCbEEmExYBv0nK0KRB/E4ItNsmByPZBw39iqrErsA/RugAhtvxs0nHIfXa+AvyDOOcSrcw17bnvIxib77b9OwBJe2fGHE08IOlLDNW/KaHftnpXW/qTBdvSJzGsbJ8o6S7Cra4IXMcdbBy9sVz7hULQvm+h6F4JoPT+k0RL6MBC0n8CJzO0NXOHAuv3ms6Z1aAQxn4XsKCkb7Z+NYF8V8fZUpy50tejhF5SLnYF9gLeRLRUNeuaZ0jGFwOORiu1eQZFJnt4PAk0jnGMDto02HuAUi0Fo4EarU+jEftDxObnE0Qf7cJ0NDJysSfwBUn/JPq5B3rCbmD7a0lw7xlCF2j/koJ7JeF6Fu7j6A0P83Ov14OEnW0fJV6V1tkAACAASURBVGljoqVgJyIplJUEknQSsDzwC4KtWTRZr3CbmZ3Q3TieYOsUaQWorPkyr+13FIxX0577/QQT6PLUdnIGA5zQ7IGdidbgnxDnfRVxf+fipbShb9rSF6BQW7rtY7te30L8P4pA0hJEy8gaxPlfD+xt+4FSx/h3h6TPEy2a3c/ji0SL4r8jjmXy1szjyGzNHMPrnEcJtul7iIRKg4nEenuaIek4IvE4kdDhuw74v5QkzIbto4CjJH1y0Nm8bagjwv2z9N3A48A1zjR1GW8HG8c4RgGS/gQMS5fvl0o/GqjZ+lS7rWosQeHY0gzIswPPNb+iUoIpbQS2sn1a6djjGFuQ9Aod8c/ZGHr/zWr7NdPr3EZC0+4p6SjCle2cEu2Ukl6lI9jcXigVeR5b5918n5Ow7C6SYJH0HmDd9PIK2z8b6d9PQ9zDgMtKMK1GC6ntdTOC0bUBIcZ6zlj6P5SEwoxhS6KifCKRgPxit7bHIELSDUTVvtEE2gr4pMcdRYtD0qG2Pz+9z2MQUKs1c6xD0mtsvzTlfzlVsS4kTAHuJhJA11NWf659rLWYvAPh5NLHKQGFoUs35gU2Br6cIycyngQaxzhGAZL+DBzDMFVId1w0Bg6SDgGuq9H6VDN2baQ+9qUY2spx1fQ7o+GR+th3BxYEziNcF3YHPg3c7jFilTyOcXRD0gnEfb04sALRM3+Fu+x8Bw2SbrS9etrUvo/QrLnbdrZ4fUrUrErYMEMkP26x/bkCsRt78THFgmwgaV5gC2BL2yVEuItD0nkj/d52djuUQni7EUK9zPa9uTFHA81z0/XeDbbXmF7n9K8KhSX17bafVYhxrwwc9e+ovyTpHMJQo92auYrtUoL7YxKSlgIOJVzN2mvhvsw8JIlgA62VvpYnnCOvL6Fpl45xCrAkcDudDgS7gAPvaCLNZb/M0l8aTwKNYxz1MdbE3tqouegfqxsKSR8hWsIWIiaSNYhJalA3FT8FniQqKxsC8xB6Hnvavn16nts4xpEDhdviisADtp9SOC4uaPvO6XxqIyJpvRxNPI/fJthG37O9f4HYdwIr2n41vZ6RsN0dOAH4cUwOSY8TLmynE20RQ4pHtq8scIyVgXVIrpw54qKtmDMCF9l+e26sEY5xGOFAdgZx7lsCs5A0PVzQRejfHWkcWQF4K5H8+D7wPtv/PV1PbDogFf0OJJ6ZpjXzy6ValcYqJF1DuKZ9HXg30a6q3ISNpIWAtYlE0KbAfLbnzjzdJva9hCvbmE+A5LKex5NA4xjHKKBEe8I4BgdJ7HJV4AbbK6aq6oG2t5zOp9YTku5yx4Z0RuAJYBHbE6fvmY1jHHlQD2vXXu8NMpIA9ay2ny4U705gvWZDnCqGV5RIAkn6MeFseWGTZBpHWaQxeiOCwfVWwsr49KQnWCL+/gQb6mxiQ7sZcJbtQwrEPg/4UKl7uUf8RgOj2by0E2Tul4Ewjsmhjovo/sAjtr8/lgua4ygPSbfYflvXGvNq2//VR6w9iKTP2kRR+FqicHktcFep+UbSWcAetv9cIt70gqQNiDbecWHocYxjwDFmNiS9ULP1aTTbqiQdZ/ujBUK9YPsFSUiaxfZ9kpYuELcWJvVs235F0h/GE0DjGMtQx+51/jSGtO1e3zTdTmwqkc7/43TYGNdIOsb2CwXCHwrcJuly4rqsC5TS9vguUe09Oi2mT7R9X6HY4yDGaOBC4MKUINwauELSQYUETbcGVmrutcSuuRXITgIBLwB3SbqEjqYWua0WklYFHra9eHq9AyH8/SDByBhnAJXHxCQSvR2wbkpODqQ2XC2MRmvmGMcLiY37W0mfAB4BXtdnrMWAHxNC7zUTNPMDv5Z0E0Ot1gfyb5mKzt2MnXkJce7ts2KPM4HGMY5xjISarU81Yqeqd89fAXfYXqjf2K1jnENshPYihEafBF5j+125sWugJfoLQ4V/x0T73TjG0Q2FNXxj9/oIDLF7/Z7tb02vc5saSDqTcEFpbNy3BuaxvUVmXBHj6csEW1HAjbb/khO3x3HmIs55P6J16XvAqaVEQv/dkZI/mxDXeDFCy+0H/9/enYdZWpZ3Hv/+mkWURRFxQxERTXBrQFDUJBpRMyS4QhTHTtySEUeFxMRJxqBxSZzEGGMETIJDOiRRhpgBl0lUFBUFBWQHJW4R1ERUEGUTpOGeP963oCirT3VzzlNv1Tnfz3Wdi3rf032/N1dr0XWf5/c8VfUfE6j9EeAFVfXD/voedH92B02g9osWu19Vx49Z9zzgqVX1gyS/QBcHezVdFHTPqjpknPr6aUnuC/xX4AtV9dkku9KtMFyRG+i2sBzRzNWsH85eCtwDeAvdke5vq6ozB21shCSLxhlX6p9lkgctuFXAVVV1/WK/frNqOwSSNErL6FOL2v3A43IWLBPvr3epqq3H6XmR5z2J7j98H62qn0yytqSN6z+Zfl1VvWXoXjZXy9Nm5pboj1tnRP2d6FYH/Brdp5HvpVvR9KiqenKr586KJMfTbYj6EeD/VNUlE67/Abr/7n6c7r+NTwNOB74HE1m1szXwsP7yy5MYDM7//0aSY4DvV9Ub+2tPGVUTraOZ0pCMg0laSsvoU4va/w4cUFXfXPhGkm+NWfunrNRPD6Rp10cbf5nuE8jV5vwk+899YprkcXR7H0zCmUn2q6ovTKjebZKcBPws3Uaxz5i3bP/EJOdM+nkz6tfoVm4+DDi8W9wFTG7l5sn9a86nx6x3myRPBo6ni2kFeGCSF00g4r1Fki2ragNdvH5+rNufZRpIsj/d5vV70h0ksQVwXVXdfdDGltEyRDNXpdUYk0t3EM1iK19mdkW83zglLeXb/XLxDwAfT3I13ae/K7X2O+lOv/qpIRDwtjFrS1pZTklyMHDSKjvt43HAryeZ+z61K3DpXP5/zE2cfxE4LMlldMOEub/kTuJ0sKOr6pOLvVFV+06g/syrqjWNH3EisAfdD0Rfn9A+VHP+HHh6VX0ZIMnD6KI0465MOwE4LcmVwI+Bz/b19wCabEItjgYOBd4P7Eu3/8hDB+1oAItEM98FnDRkTyvA4xkRk1uJqmr7oXtYaYyDSdpkLaNPxqokba7+071t6fbAuZFV8qneIjn/O6iqyydde5yaC+o/ge6Hods+SJylfUJWqyRbAm8FXkoXmV5Dt3/UeuAPJhTbumjhsHGxe3ey9v7A/YBT5vbD6IdM29UEjrjXHSU5p6r2nf/nl+RzVfWEoXtbLq2jmauVMbnp4BBI0sxI8rSq+vjQfUjSpPUnjh1Gt8rjYuC4Pj4zyWf8A/AQuo38b+lv17j7yKi9JH8BbE93+s61/b0dgLcDP66qIybwjL+lW2H0D/2tFwJbVtVLxq2t5ZXkM8BTgeOA7/SvF09i37LVIsmt3H6oxvwfmFfFhw3LYV5M7s+AmY7JrTYOgSTNjCTfrKpdx/j9Pwv8BXArcDjweuDZwFeAF1XVpRNpVNIm64+Ifyiwzdy9CexBsuokORG4mS4qcyBw+SR+sF/wjEuBh6+y6J2AJF8FHrbwz67/VP/fqmrsqE//A+Er6TYKD/AZ4N1VddPI36gVp19R+F26/YB+G9gB+Kuq+tqgjWlFaHmCoZaHewJJmiojNqwLsNOY5Y+l+7RjO+CTwO/RHRV/EF1+/oAx60vaDEl+AziCLtZyAbA/8HngKUP2NZCHV9WjAJIcB5zd4BmXAPelWxWg1aUWG971G6yPNdRLsmtVfbMf9ryjf2kVSvIs4AFVdUx/fRpwb7qVMJ8HHALNuAUxuTcZk1udXAkkaZMl2WelZ+/7zaXXAdctfAs4saruM0bt86tq7/7rr1XVHvPeO6+q9rmztSVtvn4j5f2AM6tqr3613puq6vkDtzZSkj+tqt9b6t5m1rzD96BJfk9K8mG6HwK3B/aiGzDdtrpjJZ4Gozvqj4Y/aeH+TUnWAc8b589w/v/Wkvzfqjp4vG41lCRnAIdW1bf66wvohurbAeuryg+7ZpwxuengSiBJi0qy8IeHAB9M8gy6AfKdHgYl+QHd6QonAJ+ccLTgTOCGxY5uT/LlMWtvMe/rhZ90bj1mbUmb78aqujEJSe5SVf+W5GeGbmoTPI1uJeF8By5yb3OsTXJN/3WAu/bXk/iL+dvH+L1aGV4JnJTkpcC5dD+87QfcFXjOmLXnnw60+5i1NKyt5wZAvdOr6gfAD5JsO1RTWjmW4QRDLQOHQJI25hy6gcr8LP9OdMOPYry4xffpohtvBv4+yT/TnSxw5hg1AaiqA0e89wtjlj8myXZVdV1VvXvuZn9M7SfGrC1p8307yT2ADwAf71cC/ufAPW1UklcA/x3YPclF897aHjhjnNpVtcXSv+pO1/6poTrctp/Moa2eq8np9+p4XJKnAI+gG9x8pKpOnUT5jXyt1WfH+RdV9ap5lzsvcy+SGjEOJmlRSQ4BXg38aVX9a3/vG1X14AnUnr90fFe6HyIOBe5Bdwzn68Z9hqTZkuRJwN2Bj1bVT4buZzFJ7k73Q9b/An5/3lvX9p+2r0j9KVKvBHah2wD04/31a4ELqupZA7angSW5hS4eErqVRTfMvYXxkFUlyXuBT1fVexbcfznw5Kp6wTCdSZokh0CSNirJdsBb6DZd/R26vxiMvdR7/t46C+7/DF0W/U3jPkPS9FqO49Bb61fR3Id5q7Kr6pvDdbRxST4IXE23MewBdIOsrYEjquqCIXuTNDlJ7k23svImYC72/xjgLsCzq+q7Q/UmaXIcAklaUpK96I5Gf0RV3XsC9d5RVa8ZvzNJs2g5jkNvKcmrgDfSHcF8a3+7qurRgzU1QpKL5508tgVwJbBrVV07bGeSWpgXGwT4YlV9csh+JE2WQyBJmyRJgO2r6polf7EkNbRgKLElcPZqOp0vydeAx1XVVUP3silanjwmSZKWlxtDS9ok/Qleq3YAlOR4un0KjqmqSyZc+1nAFVV11iTrStqom+e+qKoN3Yx6VfkW8KOhm9gMLU8ekyRJy8iVQJJmQpL9gF2Bx1bVOMcwL1b7rcCjgC1HnU4maTLmbUQLd9yMdlUMJZIcB/wM8C/MO4Gxqt4xWFOSJGkmOASSJElaRkn+cLH7boovSZJacwgkabO0jD5Nona/P8jLgOcA9wcK+E/gg3QnCN084rdvSv0dgJ2r6usL7j+6qi4ap7YkSZIkteQQSNJmaRl9mkTtJCcAPwSOB77d334A8CLgnlX1/DH6ex7wTuB7wFbAi6vqC/17bpQqaZMk2Rn4H3Sn72wzd7+qnjJYU5IkaSY4BJI0VZJ8uap+ZiPvfaWqHjZG7QuAA6vqO0keC/w98LqqOinJ+VW1952tLWl2JDkFOBH4XeAwuiH19ye9X5kkSdJCa4ZuQNLKleS+Se7bf71zkucmecQE6u6aZJv+6yR5SZKjkryij3ON4+okv5rktu9vSdYkeT5w9Zi1t6iq7wBU1dnALwJ/kORwutiZJG2KnarqOODmqjqtql4K7D90U5Ikafo5BJK0qCQvBz4PnJnkFcD/Aw4CTkrysjHL/yu3f//5E+BXgLOA/YBjx6x9KHAI8N0kX0nyFeAK4Ln9e+O4NslD5i76gdCTgWfRxTokaVPM7U32nSS/kmRvutiqJElSU8bBJC0qycXA4+iOXr4c2KOqrkiyI/CpqtprjNpfqqqH91+fC+xXVbf21xdW1drx/w0gyU503+eunFC9tcD1VfW1Bfe3Ap5XVe+dxHMkTbckBwGfBR4IHAXsALypqj40aGOSJGnqjRu7kDS9bq6qG4Abkny9qq4AqKqrk4w7Pf5WkqdU1SeBy+h+ELq8H9pMTFVdNf86ydOq6uNj1LtwI/dvBhwASdpUZ1XVj4Af0cVKJUmSloVxMEkbc2u/wgW6uBYA/V4+437v+A3g9Uk+A2wNXJDkk8AngNeMWXuU4xrWlqRN9bkkpyR5Wb+6UpIkaVkYB5O0qCS7Av9ZVRsW3N8F2LOqPjGBZ+wJPIxuVeK3gS/MxcLGqLmxOEWAp1TVtuPUl6RJ6E8YPBR4NvAl4P9U1T8O25UkSZp2DoEkTZUkVwPrgOsWvgWcWFX3Wf6uJGlxSe4FvAN4YVVtMXQ/kiRpurknkKRpcyZwQ1WdtvCNJF9u8cAkxwM3AMdU1SUtniFpeiTZAXgO3UqghwAnA48dtClJkjQTXAkkSWNKsh+wK/DYqvq9ofuRtLIl+QbwAeCfqurzQ/cjSZJmh0MgSZKkZZQkVVVJtq2q64fuR5IkzQ5PB5O0WZIcn+SvkjxyNdVuLcmxQ/cgadXYP8mXgEsBkqxN8u6Be5IkSTPAlUCSNkvL6NNKj1UluefG3gIurKoHLGc/klanJGcBhwAfqqq9+3uXVNWqG4BLkqTVxSGQJG2iJLcAl9MNfeZUf71LVW09SGOSVpUkZ1XV45KcP28IdGFVrR26N0mSNN2Mg0laVJItkrw8yVuSPHHBe0eOWfvR877eKsmRST6U5K1J7jZO7RHPnETU7N+BJ1fVg+e9dq+qBwPfnVCrkqbft5I8AagkWyf5XfpomCRJUksOgSRtzN8ATwKuAt6V5B3z3nvumLX/bt7XfwLsAfw5cFfgr8esvTFHA58Afm2MGu8EdtzIe28bo66k2XIY8EpgF+DbwF79tSRJUlPGwSQtKslFVfXo/ustgXcD9wJeAJw5F2G4k7XnRyAuAParqpuTzO2t8+jRFSRJkiRJm2vLoRuQtGLdtr9NVW0A/luSNwCfBLYbs/bdkzyHbjXiXarq5v45lWSsyXSSNcCLgYOBBwAbgK8Cf11Vnx6ntiSNI8lRdPuILaqqDl/GdiRJ0gwyDiZpY85J8l/m36iqNwPrgd3GrH0a8EzgIODMJPcBSHJf4Moxax9Hd8LY/wI+BfxLf+/IJK8es7YkjeMc4FxgG2AfugH1V+niYLcM2JckSZoRxsEkTZX5Mbb++syq2j/JXYALqmrPMWo/sarOSHKXqrppIg1LmjlJPgU8fW4VZJKtgFOq6heH7UySJE07VwJJmjY3J3kIQJJ9gJ8A9EObcafe7+r/+fkx60iabfcHtp93vV1/T5IkqSn3BJI0bV4LfCrJjcBWwKEASXYG/t+YtW9Osh7YJcm7Fr7pfh6SNtGfAOf3K4KgO4nxjcO1I0mSZoVxMEmLahl9ah2r6k8Z26mqxt1faGHdewFPBf4UeMPC96vq+Ek+T9L06vdAe1x/eVZVXTFkP5IkaTY4BJK0qCTnVtVjkpxXVfusltrLIcnaqrpw6D4kSZIkaXMYB5O0MS2jT6s9VnVVkpOBJ9LtM3Q6cERVfXvYtiRJkiRp4xwCSdqYg+iiT0+hO9J4VdRephO81gPvA361v17X33tao+dJkiRJ0tiMg0kaqWX0qUXt5YiaJbmwqtYuuHdBVe3V4nmSpkeSNcBFVfXIoXuRJEmzx5VAkpbSMvrUovZyRM2+n2QdcEJ//QLgqgnUlTTlqurWJBcm2bWqvjl0P5IkabasGboBSSveeuBDwP2BXYAP9/dWau2DgI8BN9JFzRa+JuGlwPOAK4DvAIf09yRpU9wP+GKSU5N8aO41dFOSJGn6GQeTNFLL6FPj2p7gJWlFSvKkxe5X1WnL3YskSZotxsEkLaVl9KllbU/wkrQiOeyRJElDMQ4maSkto08ta7eMsUnSnZZk/yRfSHJdkp8kuSXJNUP3JUmSpp9xMElTyRO8JK1USc4BDgXeD+wL/Drw0Kp63aCNSZKkqedKIEnT6vtJ1iXZon+tY0JRsyRHJNkhneOSnJfk6ZOoLWk2VNXXgC2q6paqWg88eeCWJEnSDHAIJGlaNY2xVdU1wNOBnYGXAH8yodqSpt8NSbYGLkjytiS/DWw7dFOSJGn6uTG0pKlUVd8EntmofPp//jKwvqouTJJRv0GS5vk1ug/iXgX8NvBA4OBBO5IkSTPBlUCSRmoZfVrFsapzk5xCNwT6WJLtgVsH7knSKpBkb2A/4MFVdU1VvamqXtPHwyRJkppyCCRpKS2jT6s1VvUy4PeB/arqBmBrut4laaOSvAE4kW7Vz78k+c2BW5IkSTPGOJikpbSMPq3KWFVV3ZpkN2BdkgJOr6qTh+1K0irwfGCvqrohyU7AR4H3DNyTJEmaIa4EkrSUltGnZrUbx9jeDRwGXAxcArw8yTGTqC1pqt3Yrx6kqq7Cv4dJkqRllqoaugdJK1iSNcBewL9X1Q/7T693qaqLVnjtC6tqbZJfAl4JvJ5utdE+E6j9ReCR1X8D7f89Lq6qR4xbW9L0SvJD4DNzl8DPz7umqlptZi9JkgQYB5O0hJbRp8axqpZRsy8DuwKX99cPBMYeXEmaes9acP32QbqQJEkzy5VAkkbqo097ACf0t54PfL2qXrnCa68HdgEeDKwFtgA+XVWPmUDt0+hO9zm7v7Uf8HlgLubhp/mSJEmSVhyHQJJGahl9aly7ZdTsSaPer6rTxn2GpOmT5MPAscBHq+rmBe/tDrwYuKyq/naA9iRJ0gwwDiZpKS2jT81qN46xOeSRdGf8JvAa4J1JfgB8H9gG2A34OnB0VX1wuPYkSdK0cyWQpJFaRp8a124ZNbsWmPvmuTWwFXB9Ve0wbm1Js6EfUt8P+DHwlblTwyRJklpyCCRppJbRp8a1l+0EryTPBh5bVa+bdG1JkiRJmhTjYJJGahl9ahyrWrYTvKrqA0l+v0VtSZIkSZoUh0CSRmoZfWocq9oJuDTJHaJmST4EY0fNnjvvcg2wL7f/e0iSJEnSiuQQSNJIVbX9/Ou56NNKrw28YUJ1FvOMeV9vAC4DntXweZKmVJIdgQdO4uRCSZKkpbgnkKTNluTMqtp/tdWWpJUgyaeBZ9J9GHcB3Slhp1XVa4bsS5IkTT9XAkkaqWX0qXHtljG2BwBHAU/sn3E6cERVfXvc2pJmwt2r6pokvwGsr6o/TOJKIEmS1JxDIElLaRl9ala7cdRsPfA+4Ff763X9vadNqL6k6bZlkvsBzwP+YOhmJEnS7DAOJmlmTCpqluSCqtprqXuStJgkvwq8Hjijql6RZHfgz6rq4IFbkyRJU86VQJJGahl9aly75QleVyZZB5zQX78AuGpCtSVNuap6P/D+edf/DjgAkiRJza0ZugFJK9564EPA/YFdgA/391Z67WfMe/0ScC2Ti7G9lC7GcQXwHeCQ/p4kLSnJw5KcmuSS/vrRSY4cui9JkjT9jINJGqll9Gk1xqqSbAEcXlV/MXQvklanJKcBrwX+pqr27u9dUlWPHLYzSZI07VwJJGkpVyZZl2SL/rWOyUWfmtVO8oAkJyf5XpLvJvm/ffxsLFV1C5NbUSRpNt2tqs5ecG/DIJ1IkqSZ4hBI0lJaRp9a1m4ZNTsjydFJfj7JPnOvCdWWNP2uTPIQ+n3KkhxC9z1QkiSpKeNgkjaqZfSpdayqcYztU4vcrqp6yri1JU2//jSwY4EnAFcD3wDWVdVlQ/YlSZKmn0MgSSMl+XRVPXkV1v4E8Hfc8QSvl1TVAS2eJ0mbK8m2wJqqunboXiRJ0mxwCCRppCR/DNwdOBG4fu5+VZ23wmvvChwNPJ4ucvE5uuPnL59A7dcscvtHwLlVdcG49SVNtyRvBd5WVT/sr3cEfqeqPCFMkiQ15RBI0kgto0+tai9D1Ox9wL50+wwB/ArwBeBngfdX1dtaPFfSdEhy/typYPPunVdV7i0mSZKacggkaSo1jpp9DDi4qq7rr7cD/hl4Dt1qoIe3eK6k6ZDkImC/qrqpv74rcE5VPWLYziRJ0rTbcugGJK1sLaNPjWNVZyQ5mgZRM2BX4Cfzrm8GHlRVP05y0wTqS5pu/wicmmQ9XVz1pcDxw7YkSZJmgSuBJI3UMvrUuHbLGNvr6Vb9fLC/9Qy64+j/HDi2ql447jMkTbckBwIHAAFOqaqPDdySJEmaAQ6BJI3UMvq0mmNVSR4D/BzdD3CnV9U5A7ckSZIkSSMZB5O0lJbRp2a1W5/gVVXnAueOW0fS7EnyXOBPgXvTDZJDt1Jxh0EbkyRJU88hkKSlvA84M8n86NMJSbYFvrSCa+/L4lGzw5J4gpekIb0NeEZVXTp0I5IkabYYB5O0pJbRp1a1V3PUTNJ0S3JGVT1x6D4kSdLscSWQpCW1jD41rN0yavYq4L1VdfU4dSTNrHOSnAh8ALjt+1FVnTRcS5IkaRY4BJI0rVpGze4LfCHJecDfAh8rl1VK2nQ7ADcAT593rwCHQJIkqSnjYJKmVuMYW+h+gHsJ3d5D/wQcV1Vfn9QzJEmSJGmS1gzdgKSVLcmrkuy42mpDFzWrqr+sqndO+gj3fuXPFf1rA7Aj8M9J3HBa0khJHpbk1CSX9NePTnLk0H1JkqTp5xBI0lLmok//lOS/9CtgVkPtZpIcnuRcuhN+zgAeVVWvAB4DHDxoc5JWg/cA/5NurzKq6iLg0EE7kiRJM8EhkKSRqupI4KHAccCLga8meWuSh6zk2o3dC3huVf1SVb2/quZ+kLsVOGjY1iStAnerqrMX3NswSCeSJGmmOASStKSW0adWtVtGzarqDcBO/YqgVyfZZ957l7Z4pqSpcmU/7C6AJIcA3xm2JUmSNAvcGFrSSEkOB14EXAn8b+ADVXVzkjXAV6vqTq/aaVz7j+jiFRM/wSvJ64HncftJPs8G3l9VfzSJ+pKmW5LdgWOBJwBXA98A1lXVZUP2JUmSpp9DIEkjJXkz3alXly/y3p7jrHxpWbuv0eQErySXAntX1Y399V2B86pqz3HqSpotSbYF1lTVtUP3IkmSZsOWQzcgaWWrqjck2SfJs+iiC2dU1Xn9e2MNaVrW7mtUksWiZh+vqv8xRunLgG2AG/vruwAeDS9pkyR5w4JrAKrqzYM0JEmSZoZ7AkkaqY8+HQ/sRLch8vpJHWXcuPbET/BKclSSdwE3AV9M8ndJ1gOXANdNom9JM+H6ea9bgAOB3YZsSJIkzQbjdiFN+gAADGJJREFUYJJGahl9alx74lGzJC8a9X5VHb+5NSUpyV2AD1XVLw3diyRJmm7GwSQt5TLaRZ+a1W4RNXPII6mRuwG7D92EJEmafg6BJC0qyVF0w5O56NPH++unAaev1NrznrHwBK/1STzBS9LgklxMfzw8sAWwM+B+QJIkqTnjYJIW1TL6tByxKk/wkrRSJXnQvMsNwHerasNQ/UiSpNnhSiBJi2oZfVqmWNVlLMMJXknWANtV1TWTri1pai08En6HuRPCAKrqB8vbjiRJmhUOgSRNlWWKmr0POIzuVJ9zgbsneUdV/dkk6kuaeucBDwSuBgLcA/hm/17h/kCSJKkR42CSpsoyRc0uqKq9kryQ7sj53wPOrapHj1tb0vRL8td0p4H9a399IPDUqvqdYTuTJEnTzpVAkjZZy+jTpGovU9RsqyRbAc8Gjq6qm5M4UZe0qfarqsPmLqrqI0neMmRDkiRpNqwZugFJK1uS9yXZIcm2wJeALyd57Uqv3djf0O05tC3wmX6TV/cEkrSprkxyZJLdkjwoyR8AVw3dlCRJmn7GwSSN1DL6NE2xqiRberqPpE2R5J7AHwK/QLcH0GeAN7shtCRJas04mKSltIw+LUusatIxtiR3AQ4GduOO30ffPIn6kqZbP+w5Isl2VXXd0P1IkqTZYRxM0lJaRp+a1W4cNfsg8CxgA3D9vJckLSnJE5J8ie57E0nWJnn3wG1JkqQZYBxM0mZrGX2aVO3GMbZLquqR49aRNJuSnAUcQndC2N79Pb+vSJKk5oyDSRqpZfSpcayqZdTsc0keVVUXT6iepBlTVd9KMv/WLUP1IkmSZodDIElL+SDwI+Bc4KZVVHsuanYhk4+x/Rzw4iTfoOs7QK3GDa0lDeJbSZ4AVJKtgcOBSwfuSZIkzQDjYJJGahlRWO74wwSjZg9a7H5VXT5ubUnTL8m9gL8Enko3RD4FOKKqPCZekiQ15UogSUtpGX1qVrtl1KyqLk+yFvj5/tZnq+rCcetKmg1VdSXwwqH7kCRJs8fTwSQt5eeAc5N8OclFSS5OctEqqN3sBK8kRwDvBe7dv/4xyasnUVvS9Evytv70wq2SnJrkyiTrhu5LkiRNP+NgkkZqGX1qXLtljO0i4PFVdX1/vS3wefcEkrQp5p1e+By6zet/G/hUVa0duDVJkjTlXAkkaaR+IHMP4Bn96x6T2vumZW36qNmEai0U7niSzy39PUnaFFv1//xl4ISq+sGQzUiSpNnhEEjSSC2jT41jVS2jZuuBs5K8MckbgTOB4yZUW9L0+3CSfwP2BU5NsjNw48A9SZKkGWAcTNJILaNPjWs3PcEryT50g6YAn6mq8ydRV9JsSLIjcE1V3ZLkbsAOVXXF0H1JkqTp5ulgkpbSMvrUrHaLE7yS7FBV1yS5J3BZ/5p7755GOiRthj2B3ZLM/7vY3w/VjCRJmg0OgSQtZS76dHJ//WwmF31qVruPmv0mcFJ/6x+THFtVR41R9n3AQcC5wPxllOmvdx+jtqQZkeQfgIcAF3D7ILxwCCRJkhozDiZpSS2jT61qe4KXpJUqyaXAw8u/hEmSpGXmSiBJi2oZfVqmWFWzqFmSU6vqgKXuSdJGXALcF/jO0I1IkqTZ4hBI0sa0jD4tR6xq4lGzJNsAdwPu1W/qOjdU2gG4/zi1Jc2UewFfSnI2cNPczap65nAtSZKkWWAcTNLUmnTUrN9n6LfoBj7/we1DoGuA91TV0ePUlzQbkjxpsftVddpy9yJJkmaLQyBJI7WMPrWovSBq9lMmETVL8uoxN5iWNOOS3AfYr788u6q+N2Q/kiRpNhgHk7SoltGnxrGq5lGzqjoqySOBhwPbzLvvyT6SlpTkecCfAZ+m+950VJLXVtU/D9qYJEmaeq4EkrSoltGn1R6rSvKHwJPphkD/ChwInF5VhwzZl6TVIcmFwNPmVv8k2Rn4RFWtHbYzSZI07RwCSRqpZfSpce2WMbaLgbXA+VW1to91/O+qesa4tSVNvyQXV9Wj5l2vAS6cf0+SJKkF42CSRmoZfWpRe5lO8PpxVd2aZEOSHYDvMZkTzSTNho8m+RhwQn/9fOAjA/YjSZJmhEMgSSNtLPoEjD0EalT75dweNTuXO0bNjhmj7nznJLkH8J7+GdcBZ0+otqQpV1WvTfJcbj+98NiqOnngtiRJ0gwwDiZppJbRp8a1l+UEryS7ATtU1UWtnyVpdUuyB3Cfqjpjwf1fAP6jqr4+TGeSJGlWrBm6AUkr3o+r6lagRfSpWe25qFmS5yX59bnXJGonOXXecy6rqovm35OkjXgncO0i92/o35MkSWrKOJikpbSMPjWr3SJqtkz7DUmaXrsttmqwqs7pVxVKkiQ1ZRxM0iZrGX2adO0WUbMFR9v/57y3VsXR9pKGleRrVbXH5r4nSZI0KcbBJI3UMvrUOFY18ahZVf1lVT0Y+N2qevC811oHQJI2wReS/ObCm0leRrcaUpIkqSnjYJIW1TL6tEyxqpYxth8ttr/QOEfbS5oJvwWcnOSF3D702RfYGnjOYF1JkqSZYRxM0qJaRp+WO1bVIGo2/9SxbYADgPOq6pBJ1Jc03ZL8IvDI/vKLVfXJIfuRJEmzwyGQpJFaHrXeuPapVXXAUvcm9Ky7A/9QVc+cdG1JkiRJmhTjYJKW0jL6NPHaA53gdQPw0Ea1JUmSJGkiHAJJWsp+876+LfrEGEetN679cm6Pmp037/41wDFj1L1Nkg8Dc8so19AdQ/9Pk6gtSZIkSa0YB5O0WVpGnyZZu3HU7EnzLjcAl1fVt1s8S5IkSZImxZVAkjZXy+jTJGs3i7FV1WkA/dHzW/Zf37OqfjBubUmSJElqxSGQpJFaRp8ax6qaxdiS/DfgLcCPgVvp9h0qYPdxa0uSJElSK8bBJI3UMvq0nLGqCUfNvgo8vqquHL8zSZIkSVoergSSNFLL6NMyx6omGTX7el9PkiRJklYNh0CSRmoZfWpcu2XU7H8Cn0tyFnDT3M2qOnxC9SVJkiRp4oyDSRqpZfSpce2WMbazgdOBi+mGVwBU1fGTqC9JkiRJLbgSSNJSWkafmtVuHDXbUFWvmUAdSZIkSVo2rgSSNFKSvYH1wMSjT41rLxo1q6pJRM3+GLgc+DB37Nsj4iVJkiStWA6BJI3UMvrUuHbLqNk3Frk9kQGTJEmSJLViHEzSUlpGn1rWbhI1S7IGWFdVZ0y6tiRJkiS15EogSSO1jD41rt0yavb5qnr8uHUkSZIkaTk5BJI0UsvoU+PaLaNmbwIuAk4qv4lKkiRJWiUcAknaqD769PgW0aeWtfv6n6uqJzSqfS2wLXAL3cbTc5tO79DieZIkSZI0CQ6BJI3UMvrUuLYneEmSJEnSPA6BJI3UMvrUuHbLqFmAFwIPrqq3JHkgcL+qOnvc2pIkSZLUikMgSSO1jD61qr0MUbO/ottn6ClVtWeSHYFTqmq/Fs+TJEmSpEnwiHhJI1XV9qutdlXdmuTtQKsTvB5XVfskOb9/3tVJtm70LEmSJEmaiDVDNyBpZUtnXZLX99cPTPLYlV4bOCXJwX10a9JuTrIFUABJdmbeCWSSJEmStBIZB5M0UsvoU+PaLWNsLwSeD+wDHA8cAhxZVe8ft7YkSZIktWIcTNJSWkafmtVuHGN7b5JzgQPohkvPrqpLWz1PkiRJkibBIZCkpbSMPjWr3eIEryTbAIcBewAXA39TVRsm0a8kSZIkteaeQJKW8i7gZODeSf4YOB146yqo/W66jaH/a399HXDMmDWPB/alGwAdCLx9zHqSJEmStGzcE0jSkpL8LLdHn06dZPSpVe0k581Fzapq7/7ehVW1doyaF1fVo/qvtwTOrqp9JtGvJEmSJLVmHEzSolpGn5YpVtUianbz3BdVtaHNwWOSJEmS1IZDIEkbczzd0OOzdNGnPYHfWgW15yyMmh0CHDlmzbVJrum/DnDX/npiJ49JkiRJUivGwSQtqmX0abliVS1jbJIkSZK02rgSSNLGtIw+NavtCV6SJEmStDhXAklaVJJbgOvnLoG7AjcwgehT49oncseo2WVVNemomSRJkiStOg6BJE0VT/CSJEmSpMWtGboBSZqwO0TNhmxEkiRJklYSVwJJmioto2aSJEmStJo5BJIkSZIkSZoBxsEkSZIkSZJmgEMgSZIkSZKkGeAQSJIkSZIkaQY4BJIkSZIkSZoBDoEkSZIkSZJmgEMgSZIkSZKkGfD/AdptIaVMYJROAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "df[50:].plot(kind='bar', figsize=(20,8))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 251,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot(pos): \n",
    "    posDF = df.sort_values(by=pos, ascending=False)\n",
    "    # Cut out middle ones\n",
    "    posDF['Genre'] = posDF.index\n",
    "    separator = pd.DataFrame(data=[[0, 0, 0, 0, 0,'[...]']], columns=posDF.columns)\n",
    "    #print(separator)\n",
    "    posDF['snippet'] = posDF['Genre'].apply(getSnippet)\n",
    "    truncatedDF = pd.concat([posDF.head(15), separator, posDF.tail(15)], ignore_index=True, sort=True)\n",
    "    #print(truncatedDF)\n",
    "    #print(posDF)\n",
    "    expandAbbr = {\"ADJ\": \"adjectives\", \"NOUN\": \"nouns\", \"VERB\": \"verbs\", \"PRON\": \"pronouns\", \"ADV\": \"adverbs\"}\n",
    "    x=alt.X('Genre', sort=list(truncatedDF['Genre']), title='Style')\n",
    "    y=alt.Y(pos + ':Q', title='Proportion of {}'.format(expandAbbr[pos]))\n",
    "    return alt.Chart(truncatedDF).mark_bar().encode(x, y, tooltip='snippet').configure_axisX(labelLimit=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 288,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotAll(df): \n",
    "    # Cut out middle ones\n",
    "    df['Genre'] = df.index\n",
    "    df.columns = ['Adjectives', 'Nouns', 'Verbs', 'Pronouns', 'Adverbs', 'Genre']\n",
    "    df = df.melt(id_vars='Genre', var_name='POS', value_name='Proportion')\n",
    "    x=alt.X('Genre', sort=list(df['Genre']), title='Style')\n",
    "    y=alt.Y('Proportion:Q', title='Proportion of POS')\n",
    "    return alt.Chart(df).mark_bar().encode(x, y, color='POS').configure_axisX(labelLimit=100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 268,
   "metadata": {},
   "outputs": [],
   "source": [
    "def getSnippet(genre): \n",
    "    return exDict[genre][:50]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 269,
   "metadata": {},
   "outputs": [],
   "source": [
    "def scaffold(spec, name): \n",
    "    return \"\"\"<script type=\"text/javascript\">\n",
    "  var spec = %s;\n",
    "  var opt = {\"renderer\": \"canvas\", \"actions\": false};\n",
    "  vegaEmbed(\"#%s\", spec, opt);\n",
    "</script>\"\"\" % (spec, name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plotAndScaffold(pos, name='viz'):\n",
    "    return scaffold(plot(pos).to_json(), name=name)\n",
    "\n",
    "charts = '\\n'.join([plotAndScaffold(pos, name=pos) for pos in posSubset])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {},
   "outputs": [],
   "source": [
    "charts += '\\n' + scaffold(plotAll(df).to_json(), name='all')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 289,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.vegalite.v3+json": {
       "$schema": "https://vega.github.io/schema/vega-lite/v3.4.0.json",
       "config": {
        "axisX": {
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          "Noble",
          "Cockney",
          "Cross-Examination",
          "Comedy",
          "Asides",
          "Parechesis",
          "Spectral",
          "Philosophic",
          "Apostrophe",
          "Awkward",
          "Casual",
          "Biased",
          "Sonnet",
          "Olfactory",
          "Gustatory",
          "Tactile",
          "Visual",
          "Auditory",
          "Telegraphic",
          "Ode",
          "Permutations by groups of 2, 3, 4 and 5 letters",
          "Permutations by groups of 5, 6, 7 and 8 letters",
          "Permutations by groups of 9, 10, 11 and letters",
          "Permutations by groups of 1, 2, 3 and 4 words",
          "Hellenisms",
          "Reactionary",
          "Haiku",
          "Free Verse",
          "Feminine",
          "Gallicisms",
          "Prosthesis",
          "Epenthesis",
          "Paragoge",
          "Parts of speech",
          "Metathesis",
          "Consequences (Par devant par derriere)",
          "Proper Names",
          "Rhyming Slang",
          "Back Slang",
          "Antiphrasis",
          "Dog Latin",
          "More or Less",
          "Opera English",
          "For ze Frrensh",
          "Spoonerisms",
          "Botanical",
          "Medical",
          "Abusive",
          "Gastronomical",
          "Zoological",
          "Futile",
          "Modern Style",
          "Probabilist",
          "Portrait",
          "Mathematical",
          "West Indian",
          "Interjections",
          "Precious",
          "Unexpected",
          "Notation",
          "Double Entry",
          "Litotes",
          "Metaphorically",
          "Retrograde",
          "Surprises",
          "Dream",
          "Prognostication",
          "Synchesis",
          "The Rainbow",
          "Word Game",
          "Hesitation",
          "Precision",
          "The Subjective Side",
          "Another Subjectivity",
          "Narrative",
          "Word-composition",
          "Negativities",
          "Animism",
          "Anagrams",
          "Distinguo",
          "Homeoptotes",
          "Official Letter",
          "Blurb",
          "Onomatopeia",
          "Logical Analysis",
          "Insistence",
          "Ignorance",
          "Past",
          "Present",
          "Reported Speech",
          "Passive",
          "Alexandrines",
          "Polyptotes",
          "Apheresis",
          "Apocope",
          "Syncope",
          "Speaking Personally",
          "Exclamations",
          "You Know",
          "Noble",
          "Cockney",
          "Cross-Examination",
          "Comedy",
          "Asides",
          "Parechesis",
          "Spectral",
          "Philosophic",
          "Apostrophe",
          "Awkward",
          "Casual",
          "Biased",
          "Sonnet",
          "Olfactory",
          "Gustatory",
          "Tactile",
          "Visual",
          "Auditory",
          "Telegraphic",
          "Ode",
          "Permutations by groups of 2, 3, 4 and 5 letters",
          "Permutations by groups of 5, 6, 7 and 8 letters",
          "Permutations by groups of 9, 10, 11 and letters",
          "Permutations by groups of 1, 2, 3 and 4 words",
          "Hellenisms",
          "Reactionary",
          "Haiku",
          "Free Verse",
          "Feminine",
          "Gallicisms",
          "Prosthesis",
          "Epenthesis",
          "Paragoge",
          "Parts of speech",
          "Metathesis",
          "Consequences (Par devant par derriere)",
          "Proper Names",
          "Rhyming Slang",
          "Back Slang",
          "Antiphrasis",
          "Dog Latin",
          "More or Less",
          "Opera English",
          "For ze Frrensh",
          "Spoonerisms",
          "Botanical",
          "Medical",
          "Abusive",
          "Gastronomical",
          "Zoological",
          "Futile",
          "Modern Style",
          "Probabilist",
          "Portrait",
          "Mathematical",
          "West Indian",
          "Interjections",
          "Precious",
          "Unexpected",
          "Notation",
          "Double Entry",
          "Litotes",
          "Metaphorically",
          "Retrograde",
          "Surprises",
          "Dream",
          "Prognostication",
          "Synchesis",
          "The Rainbow",
          "Word Game",
          "Hesitation",
          "Precision",
          "The Subjective Side",
          "Another Subjectivity",
          "Narrative",
          "Word-composition",
          "Negativities",
          "Animism",
          "Anagrams",
          "Distinguo",
          "Homeoptotes",
          "Official Letter",
          "Blurb",
          "Onomatopeia",
          "Logical Analysis",
          "Insistence",
          "Ignorance",
          "Past",
          "Present",
          "Reported Speech",
          "Passive",
          "Alexandrines",
          "Polyptotes",
          "Apheresis",
          "Apocope",
          "Syncope",
          "Speaking Personally",
          "Exclamations",
          "You Know",
          "Noble",
          "Cockney",
          "Cross-Examination",
          "Comedy",
          "Asides",
          "Parechesis",
          "Spectral",
          "Philosophic",
          "Apostrophe",
          "Awkward",
          "Casual",
          "Biased",
          "Sonnet",
          "Olfactory",
          "Gustatory",
          "Tactile",
          "Visual",
          "Auditory",
          "Telegraphic",
          "Ode",
          "Permutations by groups of 2, 3, 4 and 5 letters",
          "Permutations by groups of 5, 6, 7 and 8 letters",
          "Permutations by groups of 9, 10, 11 and letters",
          "Permutations by groups of 1, 2, 3 and 4 words",
          "Hellenisms",
          "Reactionary",
          "Haiku",
          "Free Verse",
          "Feminine",
          "Gallicisms",
          "Prosthesis",
          "Epenthesis",
          "Paragoge",
          "Parts of speech",
          "Metathesis",
          "Consequences (Par devant par derriere)",
          "Proper Names",
          "Rhyming Slang",
          "Back Slang",
          "Antiphrasis",
          "Dog Latin",
          "More or Less",
          "Opera English",
          "For ze Frrensh",
          "Spoonerisms",
          "Botanical",
          "Medical",
          "Abusive",
          "Gastronomical",
          "Zoological",
          "Futile",
          "Modern Style",
          "Probabilist",
          "Portrait",
          "Mathematical",
          "West Indian",
          "Interjections",
          "Precious",
          "Unexpected",
          "Notation",
          "Double Entry",
          "Litotes",
          "Metaphorically",
          "Retrograde",
          "Surprises",
          "Dream",
          "Prognostication",
          "Synchesis",
          "The Rainbow",
          "Word Game",
          "Hesitation",
          "Precision",
          "The Subjective Side",
          "Another Subjectivity",
          "Narrative",
          "Word-composition",
          "Negativities",
          "Animism",
          "Anagrams",
          "Distinguo",
          "Homeoptotes",
          "Official Letter",
          "Blurb",
          "Onomatopeia",
          "Logical Analysis",
          "Insistence",
          "Ignorance",
          "Past",
          "Present",
          "Reported Speech",
          "Passive",
          "Alexandrines",
          "Polyptotes",
          "Apheresis",
          "Apocope",
          "Syncope",
          "Speaking Personally",
          "Exclamations",
          "You Know",
          "Noble",
          "Cockney",
          "Cross-Examination",
          "Comedy",
          "Asides",
          "Parechesis",
          "Spectral",
          "Philosophic",
          "Apostrophe",
          "Awkward",
          "Casual",
          "Biased",
          "Sonnet",
          "Olfactory",
          "Gustatory",
          "Tactile",
          "Visual",
          "Auditory",
          "Telegraphic",
          "Ode",
          "Permutations by groups of 2, 3, 4 and 5 letters",
          "Permutations by groups of 5, 6, 7 and 8 letters",
          "Permutations by groups of 9, 10, 11 and letters",
          "Permutations by groups of 1, 2, 3 and 4 words",
          "Hellenisms",
          "Reactionary",
          "Haiku",
          "Free Verse",
          "Feminine",
          "Gallicisms",
          "Prosthesis",
          "Epenthesis",
          "Paragoge",
          "Parts of speech",
          "Metathesis",
          "Consequences (Par devant par derriere)",
          "Proper Names",
          "Rhyming Slang",
          "Back Slang",
          "Antiphrasis",
          "Dog Latin",
          "More or Less",
          "Opera English",
          "For ze Frrensh",
          "Spoonerisms",
          "Botanical",
          "Medical",
          "Abusive",
          "Gastronomical",
          "Zoological",
          "Futile",
          "Modern Style",
          "Probabilist",
          "Portrait",
          "Mathematical",
          "West Indian",
          "Interjections",
          "Precious",
          "Unexpected"
         ],
         "title": "Style",
         "type": "nominal"
        },
        "y": {
         "field": "Proportion",
         "title": "Proportion of POS",
         "type": "quantitative"
        }
       },
       "mark": "bar"
      },
      "image/png": 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",
      "text/plain": [
       "<VegaLite 3 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 289,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plotAll(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 262,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "123175"
      ]
     },
     "execution_count": 262,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Append to my blog post. \n",
    "open('/home/jon/Code/jonreeve.com/src/posts/2019-09-07-exercises-in-style.md', 'a').write(charts)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Calculate Variance"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 265,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.0008908181836766105"
      ]
     },
     "execution_count": 265,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Adjectives'].var()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 281,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x7fdba6bcee50>"
      ]
     },
     "execution_count": 281,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.DataFrame([(pos, df[pos].var()) for pos in posSubset], index=posSubset).plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}