KOL_List_PageRank.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "import pymongo\n",
    "import json\n",
    "from pymongo import MongoClient\n",
    "from datetime import datetime"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "result = reddit_comment_all.aggregate([\n",
    "  {\"$match\":{\"data.subreddit\": { \"$eq\": \"Monero\" }}},\n",
    "  {\n",
    "     \"$group\": { \n",
    "        \"_id\": \"$data.link_id\", \n",
    "        \"count\": { \"$sum\": 1}, \n",
    "        \"dist_authors\": { \"$push\": \"$data.author\" },\n",
    "     },\n",
    "  },\n",
    "  {\"$project\":{\"_id\":1,\"data.author\":1, \"count\":1, \"dist_authors\":1}},\n",
    "#   {\"$limit\": 1000}\n",
    "])\n",
    "\n",
    "with open('./data/comment_all_monero_comma.json', 'w') as outfile:\n",
    "    outfile.write('[')\n",
    "    for x in result:\n",
    "        x = str(x).replace(\"'\",'\"')\n",
    "        outfile.writelines(str (x) + \",\")\n",
    "    outfile.write(']')\n",
    "outfile.close()\n",
    "\n",
    "with open('./data/comment_all_monero_comma.json', 'r') as f:\n",
    "    data = f.read()\n",
    "    data_new = data.rstrip(',]') + ']'\n",
    "\n",
    "with open('./data/comment_all_monero_noComma.json', 'w') as fp:\n",
    "    fp.write(data_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "with open('./data/comment_all_monero_noComma.json', 'r') as f:\n",
    "    comment_data = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'_id': 't3_982nai',\n",
       " 'count': 9,\n",
       " 'dist_authors': ['Chakra_Scientist',\n",
       "  'Dnzo99',\n",
       "  'garyziasshole',\n",
       "  'garyziasshole',\n",
       "  'Dnzo99',\n",
       "  'codezilly',\n",
       "  'Dnzo99',\n",
       "  'codezilly',\n",
       "  'Dnzo99']}"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "comment_data[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "reddit_link_all_result = reddit_link_all.aggregate([\n",
    "    {\"$match\":{\"data.subreddit\": { \"$eq\": \"Monero\" }}},\n",
    "#     {\"$limit\": 1000},\n",
    "    {\"$project\":{\"_id\":1, \"data.author\":1, \"data.id\":1}},\n",
    "])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "with open('./data/link_all_monero_comma.json', 'w') as outfile:\n",
    "    outfile.write('[')\n",
    "    for x in reddit_link_all_result:\n",
    "        x = str(x).replace(\"'\",'\"')\n",
    "#         print(x)\n",
    "        outfile.writelines(str(x) + ',')\n",
    "    outfile.write(']')\n",
    "with open('./data/link_all_monero_comma.json', 'r') as f:\n",
    "    data = f.read()\n",
    "    data_new = data.rstrip(',]') + ']'\n",
    "\n",
    "with open('./data/link_all_monero_noComma.json', 'w') as fp:\n",
    "    fp.write(data_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "with open('./data/link_all_monero_noComma.json', 'r') as f:\n",
    "    link_data = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "link_dic = {}\n",
    "for i in range(len(link_data)):\n",
    "#     print(link_data[i][\"data\"][\"id\"])\n",
    "    t3id = 't3_'+ link_data[i][\"data\"][\"id\"]\n",
    "#     print (t3id)\n",
    "    for j in range(len(comment_data)):\n",
    "#         print(comment_data[j][\"_id\"])\n",
    "        comment_id = comment_data[j][\"_id\"]\n",
    "        if t3id == comment_id:\n",
    "#             print(t3id)\n",
    "            comment_data[j][\"_id\"] = link_data[i][\"data\"][\"author\"]          \n",
    "#         else:\n",
    "#             print('0')\n",
    "        \n",
    "# print(comment_data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'count': 4, '_id': 'absolute757', 'dist_authors': ['robodan918', 'needmoney90', 'dEBRUYNE_1', 'selsta']}\n"
     ]
    }
   ],
   "source": [
    "print(comment_data[10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": false,
    "deletable": true,
    "editable": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "加载入文件完成...\n"
     ]
    }
   ],
   "source": [
    "with open(\"./data/author_list_monero.json\",\"w\") as f:\n",
    "    json.dump(comment_data,f)\n",
    "    print(\"加载入文件完成...\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": true,
    "deletable": true,
    "editable": true
   },
   "outputs": [],
   "source": [
    "with open('./data/author_list_monero.json', 'r') as f:\n",
    "    author_list_monero = json.load(f)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'_id': 'absolute757',\n",
       " 'count': 4,\n",
       " 'dist_authors': ['robodan918', 'needmoney90', 'dEBRUYNE_1', 'selsta']}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "author_list_monero[10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.core.pylabtools import figsize # import figsize"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "PageRank Relationship\n",
      "['[deleted]', 'dEBRUYNE_1', 'AutoModerator', 'devlishro', 'czechrebel3', 'himynameisubik', 'bitfinexlove', 'Vespco', 'OsrsNeedsF2P', 'KnifeOfPi2', 'moneroguy463728', 'fluffyponyza', 'Rehrar', 'MrFussyVendor', 'americanpegasus', 'cslashm', 'kemonine', 'SamsungGalaxyPlayer', 'ParkerVFX', 'brighteye000', 'I-paint-things', 'hodl_donkey', 'e7zLnVMKqGdr8xfL', 'SecretApe', 'factfact', 'anythingtechpro', 'xmr-monk', 'ethos_io', 'jbuuuush', 'Stuxnut', 'crazyflashpie', 'Protectingcoin', 'fireice_uk', 'ButtMeUp', 'equismic', 'm2049r', 'Beemoe4', 'cryptocomicon', 'gingeropolous', 'Bitcoinfriend', 'htbridgedigital', 'changellystolemymone', 'ErCiccione', 'Blim_Blam_007', 'jwinterm', 'cazala2', 'EncryptionPrincess', 'andon_', 'john_alan', 'etix']\n",
      "[0.009155669761507078, 0.008359672974546142, 0.0077665719127893015, 0.004244532094394332, 0.002790061607616219, 0.0027313376269972977, 0.0023722869679683256, 0.0022785490549155846, 0.002161619364397211, 0.002034931815845783, 0.0019629880020479206, 0.0019378958437326994, 0.001915951427370004, 0.001910699099229476, 0.00188677193022558, 0.001872758940523257, 0.0018606568616968148, 0.0018445685909814476, 0.0017917040940030554, 0.0017399140706085905, 0.0016776799204557755, 0.0016538368950862927, 0.0016159461812756304, 0.0015151743675082031, 0.0014964000076377255, 0.0014362886582267214, 0.0013934789598807468, 0.0013593346867983175, 0.001302718249041582, 0.0012696093911748663, 0.0012416996856732293, 0.0012118981588578976, 0.001210546072145787, 0.0012060325009185387, 0.001204494514442522, 0.0011886387203558465, 0.001179262489832522, 0.0011673738052312209, 0.001150406430992682, 0.0011413456501873245, 0.0011384546255665967, 0.001136566222358644, 0.001111083576986854, 0.0011059390859540403, 0.0010798461384961516, 0.0010772954248441928, 0.0010394364227588788, 0.0010329772750822023, 0.001021547887167431, 0.001021407267271823]\n"
     ]
    },
    {
     "data": {
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+vZUmXDYeet5zVR0KvJHm+NNlNP9t/BJ4G7AX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\naSNQVVNH/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VNbMzVJBtSs7q7p4eM027y+AHghTWjxhFF6AaCq/pcmwEdb/7y2/stVtaRf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RVJ\nliW5MsmJSe49xvF3S/LeJL9pn2VR+/MxSWb3GTMnyYoky5PsnGR2kg8n+XOSpe27PCPJ/cf5TNsl\n+Um7xp+S3KfHPTsn+VBb681JFif5XXtupx73n9HO97VR1r53e9+KJLuOp35JkiRJkiRJkiRJkiRt\nPNZ6YEhaDVOSfBnYB7gNWALcFXgs8Ngk96mqozsHJNkMOA3YHyhgBXATMAN4GvD0JGcAB1XV8u4F\nkxwFvK0dC7AAeCDwbuDpwPmT/Ix9JXkE8B1g27aepTTP/yLgWcBLRxm/G/AlYJt2/BKa9/FAYBfg\n0CT7VNWgZ3oQcBIwsx1fwCzgAGDvJE+qql+vxjPNAb4F3B+4GNi7quZ13fMC4Hhg8/bULW3d92vH\nHZJk36r6TsewY9ua9kqyY1X9rU8Jh7XHy6rqvLHWPVaXXnopM2fOnOxpJUkDzJgxY9glSJIkSZIk\nSZIkSdqAGbDTuuxVQICDgLOq6pYkOwAfpwndvTXJ6VX1p44x76IJ160A3g58sKpuTjIdOAJ4C/Bc\n4K/AmzsXS7IPK8N1ZwJHVNVVSbYADgE+CDxkjT3tnWuZxspw3F+Bl1TVOe21R9ME0D45YPyO7fjp\nwG+Al1bVT9trTwA+BTwA+HKSh1TVNX2mOq0d/5qqujjJJsDuwKnA3YGPtr+P5ZkeTBOu2x74HvCs\nqlrUdc+ewCnAcuAY4NiquqK9dl+a73R/4MwkDx4J0lXVD5L8rn2mlwB3Cl624zelCScWcNxYal5d\nM2fOZNasWWtiakmSJEmSJEmSJEmSJA2BW8RqXRWacNkzq+r0qroFoKqupglYXU3z97v/HQOa8N2r\naQJU76qqo6vq5nbcTVX1X8AH2rlfl+RuXWu+qx17blU9r6quasfeUlXHtnOPdINb014B7ATcCuw1\nEq5r67kQ2HOUOt5CU+uNwFNGwnXt+PPb8TcD2wFvGjDPtcA/VdXF7dgVbS2H07zHJ7XvfaC2m94P\nacJ1ZwJP6xGuC/Cxdt5XVNWbR8J17dp/qKrnAmfTdPJ7Xdcyn2zHvridq9s+wN1o3umpo9UsSZIk\nSZIkSZIkSZIk2cFO67Lze23jWVW3Jvk2TVe5zo5yz6H5m15K0/2sl3cAr6TZfnRfmkDXSHe1B9KE\n1t7RZ+zxNB3uRg2UTYID2lrOqqrfd1+sqr8nOZb+4bj92vGfqKr5PcZf1Y5/A01Hv1f3med9I+HG\nLt+kCaptBjyYJvDYU5LnAKfTvPOPVtVr+ty6K3AfYH5VndBvPppw3D7AXl3nTwHeCexIsx3w17uu\nv5TmnXy+qm4YMP+4XXfddWtiWklSa8aMGWyyif/7EEmSJEmSJEmSJElrjwE7rasKuGDA9ZFA13Yd\n5x7VHi/q7o52x6RVC5L8DHh8x/2dY28HftRnbCU5F3jB4NInJslIaA3gnAG3nkOPgF2SuTTvpWi2\nYu3nOzQBuxlJ5lTVX3vcc2GvgVW1PMl8mrDhdr3uaWt5BfARms5yb66qfsFHgCe0x+lJ+m1ZC01Q\nD2BOV003JfkcTfDyMDoCdkl2Bp7a/vqpAXNPyC677LKmppYkAfPmzXMrbkmSJEmSJEmSJG0QFi9e\nvFbHafwM2GldtnDAtdvb42Yd52bThMquGmXev9EEvmZ3jQW4rqpuG2XsmrYdzb/N0Z6lXy2dzzXW\n8bOBXgG71f0Ouv0PzXN8bJRwHazsDLgZd36GXgrYssf5Y2kCdk9LcveqGgnqHUazpfBlvboiSpIk\nSZIkSZIkSZIkrU3Tpk0bdgkaI/fY0oaoJnDfWMeuLROtZyLvYjKcRhNmPCzJM0a5d0p7vKCqpozh\ns0pAuKouAn7RzvUSgCSbAAfTPONxk/RckiRJkiRJkiRJkiRJ2gjYwU4bknk0Ya6dRrlvR5qw1fyu\nsQCzkmw2oIvdPSZW4pjcACynCcDuOOC+frXM6/h5J+CPfe7rnHt+n3smpKpelGQF8CLgC0n2q6qz\n+9x+bXuc0+f6WB1LE6R7CfAO4Ok072oZcOoE55YkSZIkSZIkSZIkSZqwRYsWjWvc/PnzmTt37iRX\no0EM2GlD8jPgQOBRSbauqlW2N00yHXhU++tFXWOh+TfxROD7PcYG2J013OWuqm5L8ivgYcAewMl9\nbn1yn/GXJ7kB2BZ4Cj2epfXU9nh9VfXaHnayvBi4DTgUOCvJc6vqSz3uO789bp/k4VV18TjX+wzw\nPmDnJP/crgvwhaq6YZxzjsk+rz+e6XebaD5QkgSwbNECzjpqv2GXIUmSJEmSJEmSJK0RU6dOHde4\nJUuWTHIlGo0BO21IvgC8H9gSeCPw1h73vAXYAri1vR+Aqvp1kt8BD2zv6RVKewkru9+taZ8DHg7s\nl+QdVfWHzotJZgOHjzL+5cDLknykqjq72pFkB+BlNM/ymUmtvEtVFfDSJMvbNT+X5PlV9fmuW79P\n023vPsAHk+w5oJMgSbatqht7rLckyWnAK2n+Bh5D85yfmpwn6m+LqdPZautt1/QykiRJkiRJkiRJ\nkiRJWks2GXYB0mSpqquBD9NsE/umJEe1HetIMj3J24EjaMJW76+qv3dN8Zb2uEeSM5Lcox27RZLD\ngY8CqwS6usuYpMf5BPA3mrDgt5Pc0a0uyaOB79I8Zz/vBBYAM4DvJXlcx/gntOO3Aa4Hjpmkmgeq\nqpcDH6MJ9p6R5ICu68tpQoO3A7sC5yV5cpI7gsBJ5iY5PMmFNAHCfo5tj48DpgD/V1XnTd7TSJIk\nSZIkSZIkSZIkaWNgwE4bmjfTdG8DeBtwfZLraYJkb2Flx7a3dQ+sqi8D72h/PQC4sh27kCYY9lOa\n4NagYNuga2PWbm/7LJpA3xzgu0kWJbm5rWMnmm5w/cZfBTyTJmS3C3B+koVJFgI/BO4P3AA8s6qu\nmYyax6Kq/o0mBDkFOD3JC7uunwPsC9wMjAQJFyeZn2Qp8Cfg48AjGRBmrKrfAj+i+T4KOG7yn0aS\nJEmSJEmSJEmSJEkbOgN2Wp8VXSGrqrqtqp4HPAf4BnAdMK09fh14VlUd2HZLW3XCqrcBzwC+B9wE\nbA5cSrPl7FNptpZdZd1BNY1XVf0ceAhwPE03uyk0gbmTgEcAF3Ws2Wv8ecADaLbNvZSV4b9LgfcC\nu1TVjweVMJYyB5zvV9dr25o2AU5KclDX9bOBewNHARfQBBynA8uAX9Js9fqs9hkGOas93gKcOsq9\nkiRJkiRJkiRJkiRJ0ipSNVk7WkrSuiPJV4GnA5+uqgPXwPyzgHmd5/Y76iy2vfvcyV5KkjZKSxfe\nyGlH7Hmnc/PmzWPWrFlDqkiSJEmSJEmSJEkavvnz5zN79uzu07Orav4w6tkY2MFO0gYnyb2AvWm6\n6B075HIkSZIkSZIkSZIkSZK0njJgJ2mDkuSuwCdo/vv206o6f8glSZIkSZIkSZIkSZIkaT216bAL\nkKTJkOR9wL7A9sDmwG3Aa4ZalCRJkiRJkiRJkiRJktZrBuykNSTJ44Av0WxTOlY/rqrnrKGSNnQz\ngJ2ARcBFwH9V1UXDLUmSJEmSJEmSJEmSJEnrMwN20pqzOTBrNcdssyYK2RhU1SHAIcOuQ5IkSZIk\nSZIkSZIkSRsOA3bSGlJVPwCmDLsOSZIkSZIkSZIkSZIkSeOzybALkCRJkiRJkiRJkiRJkiRpXWTA\nTpIkSZIkSZIkSZIkSZKkHgzYSZIkSZIkSZIkSZIkSZLUgwE7SZIkSZIkSZIkSZIkSZJ6MGAnSZIk\nSZIkSZIkSZIkSVIPBuwkSZIkSZIkSZIkSZIkSerBgJ0kSZIkSZIkSZIkSZIkST0YsJMkSZIkSZIk\nSZIkSZIkqQcDdpIkSZIkSZIkSZIkSZIk9WDATpIkSZIkSZIkSZIkSZKkHgzYSZIkSZIkSZIkSZIk\nSZLUgwE7aSOS5C9JViQ5aNi1jFeSbZN8JMkfkyxrn2dFkrsOuzZJkiRJkiRJkiRJkiRtWDYddgEb\noyQnA6sTcJpTVVdOwror2h+Pqqr/nuh8o6z1eOBH7a/7VtUXxzjuv4CjgduAHatqfnt+Rcdtv6uq\nfxhlnkcBF3acOrmqXtx1z4uAk4AC5lbVFX3m2gv4IrAVcCmwZ1VdM5bnWR1JdgQOAXYH7gfMaC/d\nAPwO+Anwxaq6ZALLVPuZsCR7AocCjwHu1s57DU2dx1XVeZOxTteamwDnAA9t11tE834KWNHe8xdg\nZ3p852vaLYtvYunCG9fmkpK0wVq2aMGwS5AkSZIkSZIkSZIkA3ZDsgC4dpR7ZgJTaAJLV03i2pMS\nrhp1kaofJ7kMuD/wYpqA2li8iKbGr46E6zqnbY8PSPKYqrpgwDwv6RozLkn2B04FNgMuAPauqkn9\n//gn2Qx4D/CKdp2RmpcAtwLbA3cHngK8NckPgRdORuhyvJIcC7yUlbUua3++JzAXeH6SD1TVEZO8\n9J404bpbgT2q6ic97pm0EOHqOvu9hw5jWUmSJEmSJEmSJEmSJK0hbhE7BFX1mqraod8HeFjH7SdX\n1Yp+c63jTgQC/FOS7Ue7OcluwL06xvbyl/Z4yIB5tgAOoOlo1rMr3VgkOQz4DE3o7bvAU9ZAuG7z\ndu5/pwm8fgv4F2Cbqtq6qmYAmwP/CLwVuBJ4IvDAyaxjdSQ5hJXhurOA+1XV1KqaBjwA+HJ762uT\n/OskL//g9virPuE6SZIkSZIkSZIkSZIkadIYsFs3HUITtir6B83WB6cCt9N04nvRGO4f6Tp3DfDN\nAXMCHJBkyz73PAfYBvgBTSAvYym2U5I3Ap9sx34ReEZVLVndecbg48CTaL7rV1XV06rqG1W1cOSG\nqlpRVb+oqnfSdIf7T2DpGqhlrA5sj38Enl9Vfxq5UFV/APYH/tye2n+S175Le1w0yfNKkiRJkiRJ\nkiRJkiRJqzBgNwmS7JzkQ0l+k+TmJIuT/K49t9M4pjyEJnD1g6r6c+eFJLslWTHGz0GT8Gwj6y1v\nf79PkhOTXJFkWZIrkxyXZIfusVU1D/gaTUitb8e5dt6tgWe3z31yVfXb4vNymuDcXWmCdL28uJ3n\npJFSBj/lKrW8G3gXKwOO+1fVbQPu3ybJe5P8McnSJFcnOTPJI9rrI9/Hrl3jHsTK7/rjVfWJ0Wpr\nw3bvraof9qllyyRvTfLbJEuS/D3J15M8eZRnnjPyPbd/z/dqv9c/t9/z5R23372t+Ze9uitW1e3A\nJTTf+7Sudd7QrnNLkkf1qeVpHe/sue25k5OsAI5qb9u962/9bYOeT5IkSZIkSZIkSZIkSRqPTYdd\nwPouyQuA42m28QS4hWZr0vsB9wcOSbJvVX1njPM9sR1bwKd63HIrcO2AKTYFZoyt+tWTZHfgbGAq\nsJAmQLUDcCiwd5JHV9U1XcNOAJ4J3DfJ46vqx32mfy5Nd7LOYFw/JwG704TTPt1V407AHsDNwOdZ\n2RVvVEkCHAsc1tbxvqp64yhj7gmcC+zcjrkV2Iom/PcvSUY6uPUK+b2C5h3eBrxzrHUOqGVb4Hs0\nWwwXTffATYF/BvZK8qoxTvUEmu59U4ElNM/UGaT7M83f9kOTbNIdskuyaUcNF3Veq6r3JHkKsCdw\nRpKHVdXijrHb03y/BZxSVZ9tLy2g+buf1n5uBW7omHqd6Gh36aWXMnPmzGGXIUkbrBkz1sj/iSNJ\nkiRJkiRJkiRJfRmwm4AkewKnAMuBY4Bjq+qK9tp9gbfTbJF5ZpIHV9XfxjDtYe3xRpqtSe+kqn5C\nE2rrV9PpwPPb8eeP/WnG5AvAd4E3VtUf2iDVM2lCdDvQdH07uGvMN4GrabqevRjoF7Ab6XD3w84t\nR/v4PPBRmi5mc6rqrx3XXkwTWvtcVS1rMnNjsjnwWWA/mnDXW6rq3YMGJNkEOIsmXHcD8FLgy1W1\nIskDaMJ6pwyY4intWr/oEUwcjxNogm3LgFcDp1bVrW3o8IPAh2nCfKP5JPBrmi1rL4amc2HH9U8A\newP3AT6b5E0j31mS+9H8W5hLs4Xsh3rMfxDwS+BeC1S7ZQAAIABJREFUNO/owI5rpwGzgN8DdwQC\nq+o1wGuSHAkcCfy4qgZ25RuGmTNnMmvWrGGXIUmSJEmSJEmSJEmSpEniFrHj1HY7+xhNmOsVVfXm\nkXAdQFX9oaqeS9Px7a7A68Yw59Y0nc8KOL2qbl3Nmo6mCdfdBuw7hqDa6vpFVT27qv4AzVagVfV5\n4C0072HfNnR2h7a72Snt9f2S3KVH3fcHHkvz3MePVkRVLQXObOc8uOvyQYytC163kXDdcuDw0cJ1\nrecAj2zX27eqvjjSza2qLqMJoV3fa2CSKcB9218vWc1ae833jzRhxwJeXlXHj/z9VNWVNEHPC2i6\nBI7mOmDPkXBdO8cfO37+GvAami5y+wJ/aLdFXgxcBuxKE8J7TFWt0lmuqv7Oyu/t+UkObJ/hP2lC\nh7cCz6uqJWN/A5IkSZIkSZIkSZIkSdLks4Pd+O1K08FrflWdMOC+U4F9gL3GMOcLWLlN6omrU0yS\nFwL/1Y59ZVV9f3XGj1G/bUy/AnyEZmvU+wL/13X9ROBNNFt77seqXd1GtnFdSNOdbixOpNma9kXA\n0QBJ9qDpnHZZVV0wxnlGPILm3X2zqnptzdvLc9vj+VV1bvfFqlqa5D00HeG6de5xd0OP6wAkORb4\n1x6Xzq+qfXvUcmVVrdI1r+2q93bg2/3W6vDR0cJtVfWRJH+k+R5mAVuOXAK2ALYGtqHZ2rXX+G8l\n+SBN8PR/kqyg+R4LeFNnuG99ct111w27BElar82YMYNNNvF//yFJkiRJkiRJkiRp3WHAbvye0B6n\nJxm0vefm7XHOGOZ8cXv8eVX9aqyFJHkSTee3At5fVaN2gRunC/ucv7rj5+26L1bVn5KcRxNKfDEd\nAbu2k9sLaWo/o6qWjaWQqvppksuA+yd5clWdQxPUW+1wYut8mu/0GUneV1VHjGHMo9r1zhlwz6Br\nYzEdmN3jfPd7Hqnl3AFznQfcDkwZZc1+2/gCkGQr4GSasOSFNF0TL6bpKPhwmiDmgcDe7Xfzmz5T\nvQnYjSbceFpb/7er6oOj1LfO2mWXXYZdgiSt1+bNm+dW25IkSZIkSZIkSdooLF68eK2O0/gZsBu/\nHdrjZvQOQHUqVnb46inJg1kZkhprBzWS3Bf4YlvH2VX1hrGOXV1V1fNfaFUtb3bMhbaOXk6gCdg9\nMcm9O7avfRqwPeMLxp0EHAMckuQi4Fk0W7yetprzQLNl6THAs4HXJUlV/ccoY0a+96sG3PO3Puc7\nt45dJZQ4oqqeBzxv5PckJ9F07VvtWqrqliTXM/rf67xRrr+PJlx3GbBbVd3Sce17SXaj2fb2vjTb\nKO/Wp57bkhwM/Jrm+7+JVbf8lSRJkiRJkiRJkiRJ2uBMmzZt2CVojNyDa/xGuoBdUFVTxvAZLcx4\nWHtcApwxlgKSbAt8nWa70YtptphdV30euLn9+ZCO8yM//7aqLlrNOU+jCdQ9CzicZovab1bV38dR\n323AAcCZ7e+vbbcwHYta3WtVtRz4Q/vrw8a4zkRrGavl/S4kmUbzt1rAx7rCdU0BTRfC/6HpaPfE\nJDMHrPWykamBuzK570KSJEmSJEmSJEmSJEmaEAN243dtexzL1q8DJdmcZpvNAs6sqkVjGLMZ8CXg\nPjRdy/6lqpZMtJY1paqW0gQHAxyUxizg6TTPfcI45rwW+BZwF+Dt7TwnTaDG5TQhxc+1p/49yYcH\nDBnp9LbjgHsGXfsezft4RJK7j7nQcdbS/p3NmOA692Nl58s/DbjvDx0/z+1TzzOAV9F8b7+k+e/R\nKe3fhSRJkiRJkiRJkiRJ0gZr0aJF4/pcfvnlwy59o+MWseN3fnvcPsnDq+riCcz1bJptQldnm9Tj\nabZcXQLsU1XXTGD9teUEmo5l9wD2Anah2VL2VuD0cc55Ik1IbzPgOuBrEymw3e72+cAKmq1Z/y3J\nJlX1bz1u/xmwE7AHcFSfKZ8yYLmP07yPTYG30ITNxutnwJPosx1ra7d2rYl0uVvR8fOgcOndOn5e\n2H0xyfY0393I3/zraEJ2c4BTaLYOXu/s8/rjmX63CWduJWmjsGzRAs46ar9hlyFJkiRJkiRJkiQN\nxdSpU8c1bsmSdbb/1gbLgN34fR/4I00HuQ8m2bOqbut3c5Jtq+rGPpdf0h7/r6rO73NP51z/BRxI\nE3Z64QTDfWtNVf0sya+BBwEvBh5IE7D6SlVdP85pvwocQ7Nl78VVdfsk1FlJXkizVeoLgVcmSVV1\nB+A+R7M97ROT7FpV53VeTLIlcMSAdX6T5ESa7//lSS6tqo+Ps+zPAa8Fdk5yUFWd2lVLgLeOc+5O\nlwFLgS2BQ5N8qqo6Q3ck2QR4afvrjcD/9ajldGBme+3VVbW0DTaeB+yV5LVVNdYtetcZW0ydzlZb\nbzvsMiRJkiRJkiRJkiRJkjRJ3CJ2nNrtRA8HbqfpJHdekicnuSO0mGRuksOTXAi8vNc8Se4JPJkm\naHb8aOsm2ZemW1oBb66qL4+j/LskmTHKZ7NxzDsWJ9Bsi/ps4B/acxPZ1vX2qnpTVb2hqs6YjALb\neauqDgJOa0+9Ikl3+O0LwC9onueLSZ7dhstI8kCa7WtH2+70VcAP2p//J8m3kjwjyV1Hbmi3071v\nktfTdHZbpQNdVV0InN3WcmySQ9stYUmyM3Am8Bhg8RhfQU9VtYzm7zTAI4GvJXlQVnoI8E3g8W2d\nH6yq7nrfSPM3fyvwvHb7YKrqpzR/2wHemeRhE6kV2GIMf+dbTHANSZIkSZIkSZIkSZIkbcAM2E1A\nVZ0D7AvcDDwa+C6wOMn8JEuBP9FsA/pI+m/L+RKaQNFtwKl97un09Pb+AK9Ncs2AT6991wK8AZg/\nymfvMdQyHqfTBKtG/vauAr69htYakfEOrKoX0WxZCnB4kk92XFsO7AdcAWwLfJ7m+78R+C1NoO2g\nUea/BdgT+DDNe9mTJii3IMnCJPNoOsb9H02nvpk0Xd56dcZ7MXAJsAVwHLAwyQ3AX2g67b2GZhvd\niXojTYiuaLb6/RXNVsVL2vX3bK99Bnhn58AkjwaObq+/qaou6Zr7XcC57TN8NsldxlljaLb4He3v\n/GXjnF+SJEmSJEmSJEmSJEkbAQN2E1RVZwP3pum8dQGwEJgOLAN+CXyKJtz03u6x7VaZL6IJG51d\nVWMNP1X7mT3gMwvYqs+40T4r+owbS12Db6i6AfhSx5wn9+hwNu75B4zrN3bUZ6uqQ2i67BXNtqjH\ndVy7HHgY8AHgz+3ppTQd4x5XVV8btbimC9/raLYbPhI4hyZ4OAWYShOKO4cmrPbQqtqjqn7RY54b\naDrHHQn8jmaL29uAbwBPrapjO565bzljqHdZVT2dJlz4FeDKjrFX0AQNn15VB3Z+t0mm0YTuNgX+\nt9cWsO39BwLXA/cFPtqnxtHqHM/fuSRJkiRJkiRJkiRJknQnGXu2SdJ4JFlBE+jao6rOG3Y9mhxJ\nZgHzOs/td9RZbHv3uUOqSJLWL0sX3shpR+x5p3Pz5s1j1qzRdleXJEmSJEmSJEmSNl7z589n9uzZ\n3adnV9X8YdSzMbCDnSRJkiRJkiRJkiRJkiRJPRiwkyRJkiRJkiRJkiRJkiSpBwN2kiRJkiRJkiRJ\nkiRJkiT1YMBOWjtq2AVIkiRJkiRJkiRJkiRJWj2bDrsAaUNXVQZZJUmSJEmSJEmSJEmSpPWQwR9J\nkiRJkiRJkiRJkiRJknowYCdJkiRJkiRJkiRJkiRJUg8G7CRJkiRJkiRJkiRJkiRJ6sGAnSRJkiRJ\nkiRJkiRJkiRJPRiwkyRJkiRJkiRJkiRJkiSpBwN2kiRJkiRJkiRJkiRJkiT1YMBOkiRJkiRJkiRJ\nkiRJkqQeDNhJkiRJkiRJkiRJkiRJktSDATtJkiRJkiRJkiRJkiRJknowYCdJkiRJkiRJkiRJkiRJ\nUg8G7CRJkiRJkiRJkiRJkiRJ6sGAnSRJkiRJkiRJkiRJkiRJPRiwkyRJkiRJkiRJkiRJkiSph02H\nXYAkbShuWXwTSxfeOOwyJGm9sGzRgmGXIEmSJEmSJEmSJEmjMmAndUmyH/A84BHAbGA58HfgGuBC\n4IfA96pq4dCKXIuSHNn+eFJVXbEa494DHNH+enpVHTTpxa1jzn7vocMuQZIkSZIkSZIkSZIkSZMo\nVTXsGqR1QpLpwFeAXYGRfxi3AzcDd6UJpKY9f3BVnbrWixyCJCto3sceVXXeGMdMAa4E7taeWgbc\nvapuXjNVrn1JZgHzhl2HJG1I5s2bx6xZs4ZdhiTp/7N352F2lvX9x9+fsJNggGQiIBCjohY3tJS2\nFgVRXLDiUlDRgqBUrVpFW3erQVstbii2RQFZVVRqrag/URQobnVFEFIVZBOEzrAkZGVJvr8/nmfk\ncDhnZjLJ5GR5v67rXM+c57mX7/1kEv75cN+SJEmSJEmSpPXWyMgIc+bM6b49p6pGBlHPpmDaoAuQ\n1iNn0YTr7gE+DDy8qraqqiFgG+BxwFuAXwyuxA3GXwI7AQuAC4CtgZcMtCJJkiRJkiRJkiRJkiRp\nNXlErAQkeRhNKKyAd1bVhzqfV9Uq4PL28+EkW637Kjcor6B5l2fSHK/7VODlwCcHWZQkSZIkSZIk\nSZIkSZK0OgzYSY29On4+d7zGVXVnr/tJHgW8AdgfeBCwCrga+CpwfFXd2m/MJNsCrwYOBh4FbAeM\nAL9ta/pMVQ13tL+IZse9+cD723lfDDwMmAns33mka5ItgL8BDgEe3ba5DfgR8MmqOq+rntOBI2iC\ncgEuStLZ5NqqekiPdewEPLNd+2dojtj9N+CPkzymqn7ZZ/1zgWva+eYBWwLvognnDdEE9f4f8L6q\n+n2vMdpxQrNb3kuBJwA7AIuAS4DTqurz/fquqQULFjB79uypGl6SNnqzZs0adAmSJEmSJEmSJEmS\ndB8G7KT72xX49ep2SvIWmqDbaAptGc3fsUcDjwGOSvLsqrrfEbNJngD8Vzt30YTTFgKzgF2AJ9Ec\nXXtCR7dqP9sA/w38OXA3sLjt3zn+XODrwJ4d/e4A5gDPAQ5OcmJVvbaj20LgZpqjXgu4Hbir4/kw\nvR3ZrvubVXVTO/+XgMNpdrY7pk+/Tn8GnAJMB5a0a98VeBVwaJKn9XmPO9C8xye1NUMTrpsFPA04\nMMmLgEOr6p4J1LFaZs+ezdDQ0NoeVpIkSZIkSZIkSZIkSQMybdAFSOuJn3BvIOsjSfZYnc5JXgH8\nC7AUeAewc1VtB2wL7A18B9gZ+Eq7U11n312B82h2vLseeBGwXVUNVdW2NLvZzafZze5+UwOvpQnx\nvQx4QFXNptnx7bJ2/G3b8f8IuADYD9imqnYEtgfeRBPKe3WSvxsduKqOqapdOuZ6flXt0vH5sz6v\n4yjuPR521BltrS9td9Ibz6eAq4B9qmpmVc0AngFcB+wIfDnJ9Pu8iGQa8GWacN3PaY78nd6uc0b7\nfv6PZofA4yZQgyRJkiRJkiRJkiRJkjZxqarxW0mbgCSfAo6mCYIV8Avgh8DPgB9X1RV9+s0Afgc8\nAHhGVX27R5tpNEexPgF4Y1Wd0PHsLJrjTG8B9hrr+NOuMS+kCcsV8Jyq+n992v0jcCxwIXBgVa3q\n0ea5NOG0EZpw4KqOZ6vaOZ7SeeRsn7meRLOb3mLggVW1ouPZdTS70L24qs7p0bfziNhbgT/qPlI3\nySNp/ly2AN5SVR/peHY4TZBvAfBnVbWkxxyPB35KsxPfblV1y1jrGWetQ3Tt4ucRsZI2JbNmzWLa\nNP9fDUmSJEmSJEmSJGldGhkZYc6cOd2351RVr42btBZ4RKx0r78FbqLZ0W06sBfw+NGHSYaBzwLH\nVVVnsOqvgJnAz3uF6wCqalWSs4E/ptmJ7YR2zG2BF9KEyj4w0XBdlyv6hetaL2/HP75XuK6t7ytJ\n7gBmtzX+ZBJ1QBNQBDinM1zXOotmd79XAPcL2HU5sTtc19b5qyT/AbwEeDHwkY7Hr6BZ5yd7heva\n/pckuYJmV8CnTKCO1bLnnnuuzeEkab02PDzssdiSJEmSJEmSJEnSJC1dunSd9tPkGbCTWm34bH6S\njwDPodkd7k9ojlbdkubY1TcChyd5dlWNhtD+or3umeSmMabYpr3O7bi3N81ubAV8bTJlA9/v9zDJ\nLu18BZyaZOUYY83oqG+1A3ZJtqMJG3YfDzvqDJqA3VOT7FZVvxtjuAvHeHYBTcDusUk2q6qV7Q6B\nf9o+PzbJO8fov2N7nTtGG0mSJEmSJEmSJEmSpCkzY8aM8RtpvWDATupSVYuBz7UfkmwJ7Au8niZ4\nNwv4jyR7VNVdwC5t162A++3B2T089wbtAHbq+Pm6SZY8PMazXTp+njXB8badZB2HtX2v63WUbFVd\nmeR/aIJwRwLvG2OsGyfwbHOasNxIe92K5v1uP8F6J7tOSZIkSZIkSZIkSZIkbSIM2EnjaEN0FwAX\nJDkNeBmwK/BM4FxgM5pg1xeq6iUDKHGsXek26/j5kVV15RTW8fL2OjdJz6NoOxzF2AG7Ws25O9f5\nzKo6fzX7S5IkSZIkSZIkSZIkrTNLliyZVL+RkRHmzZu3lqvRWAzYSavnJJqAHcAj2uvNQJjckaOd\nR8rOBdZ2AO7mjp8fPAXjA5DkUcA+TDwYNzfJAVV1QZ/nuwJX9Xn2oPZ6D3Bb+/Ot7ffNaNY5EAe/\n+RRmPtCTZyVtfFYsWcg58w8ddBmSJEmSJEmSJEnSRmP69OmT6rds2bK1XInGY8BOWj2d8eE72+v3\naUJ3f5xkTlWNdWRrt58CdwFb0Bw/+9G1UmWrqq5LciPNUbF/CUxmZ7fR0FzGaHN0e/058ORx2n4G\neC7wCpqdAXt5CnDRGM8ALquqlQBVdU+SHwN/TrPOk8eYf8psNX0m22y3wyCmliRJkiRJkiRJkiRJ\n0hSYNugCpPVBkgcn2WMCTY/s+Pnn7fWLwEKakNzx48yTJDNHv1fVcuDzNIG0tyV5UN/Ok3dyO/7R\nSR43Tn290mF3tNft+/TZAngp9x6Tu7yqlvX7AF9o63l+57vo8uokO/aY6xHAIe1cn+96fFI77rOT\nPHMS65QkSZIkSZIkSZIkSZLuw4Cd1HgU8L9Jvpbk8CR/OOczyeZJ9kpyGvBGmnDXj6rqewBVdQdw\nDE2467AkX0+yT5K0/ZPkkUn+HrgCeHbX3O8EbgFmAz9IcmiSrTvmf3SSDyZ56STX9hHgl8A2wEVJ\nXtsZXksyM8kzk5wJfLdH/8vbtb00yTY9nj+3rR3gPyZQz1eB5cBWNMG8XrYAvp1k7446nwac1/a7\nHvhUV5/PAN+m+Xftv5K8M8nOHf23TbJfkn8Drp5AnZIkSZIkSZIkSZIkSdrEeUSs1LibJkT2LOAg\ngCR30RwJuwP3HnlawM+AF3R2rqoz21Dcx4FntuPcmWQJ8ACawNho/+rqe2OSpwPnArvS7PC2MslC\nYDqwddvnjZNZWFUtTfIM4EvAnwGfAE5IsogmjPaAjtqu7DHEJ4En0uwc99wkw8A9wA1V9STuPR72\nZ1V17QTqWZbkGzTv8BXAv/do9iqanfd+3L7DacC2bY23AS+oqs7jeqmqVUleAHyW5pjY9wHvS3IH\nsAqYyb1/jneNV6ckSZIkSZIkSZIkSZLkDnYSUFXfAvYA3kBz5OsCYAVNKGsp8Bua4NuLqmqfqrq5\nxxgnAY8APgz8oqP/YuAnwAnAgVV1do++vwD+CHgb8EOaY1lnAMPAhTThus+twfpuBvYFXgx8Bfg9\nzY52WwDX0IT73gDs16PvZ4HDaXa3WwrsBOwO7JJkV+BpNAG2L6xGSV+kCcs9LslePZ7/CNgbOIPm\n+N3NgBtojoF9bFVd0medS6rquTQhyc8D1wFbtmu9AfgmzTt+5GrUKkmSJEmSJEmSJEmSpE1Uqmr8\nVpI0xdpjea+hCd7Nq6rrB1zSmJIM0QQg/+DQ+eeww87zBlSRJE2d5Ytv56x/OPA+94aHhxkaGhpQ\nRZIkSZIkSZIkSdKmaWRkhDlz5nTfnlNVI4OoZ1PgDnaSJEmSJEmSJEmSJEmSJPVgwE6SJEmSJEmS\nJEmSJEmSpB4M2EmSJEmSJEmSJEmSJEmS1IMBO0nrmxp0AZIkSZIkSZIkSZIkSRLA5oMuQJIAquo6\nDP1KkiRJkiRJkiRJkiRpPWKYRZIkSZIkSZIkSZIkSZKkHgzYSZIkSZIkSZIkSZIkSZLUgwE7SZIk\nSZIkSZIkSZIkSZJ6MGAnSZIkSZIkSZIkSZIkSVIPBuwkSZIkSZIkSZIkSZIkSerBgJ0kSZIkSZIk\nSZIkSZIkST0YsJMkSZIkSZIkSZIkSZIkqQcDdpIkSZIkSZIkSZIkSZIk9WDATpIkSZIkSZIkSZIk\nSZKkHgzYSZIkSZIkSZIkSZIkSZLUgwE7SZIkSZIkSZIkSZIkSZJ6MGAnSZIkSZIkSZIkSZIkSVIP\nBuyk9VCSaUnelOTnSZYkWdV+Dh50beNJsluS05Jcl+TOtu7bB12XJEmSJEmSJEmSJEmStLo2H3QB\nknr6OPBaoIC7gJvbn1cMopgkbwC2B75cVZeN0e4BwA+AB9HUu4im5oXros4+Nc0FjgSoqmOncq47\nly5i+WKzhJI2PiuWDOyfcUmSJEmSJEmSJEkaqFTVoGuQ1CHJDOBWmgDsm6vqowMuiSTXALsDR1XV\nmWO0exVwInAb8OdVdeU6KrGvJPsBFwJVVZutxXGHgOG1NZ4kbWiGh4cZGhoadBmSJEmSJEmSJEnS\nJmVkZIQ5c+Z0355TVSODqGdT4BGx0vrnkcAW7c+fHGQhk/CY9nrB+hCukyRJkiRJkiRJkiRJktaE\nATtp/TN99IeqWjbIQiZh2/a6ZKBV3FcGXYAkSZIkSZIkSZIkSZI2TAbspPVEkpclWUVznGl7K6s6\nPhe0Nx+Y5O+S/FeSBUkWJlmW5MokJyfZcwJz7Zjk3Un+J8mtSZYnuSbJeUlelWS7tt172prm0gTV\nTu+qaWXb7qK23ZHtFEd2tTuiY+4/TXJckouTXNvOfXuSHyZ5S5LpjCPJPklOa9e8JMmiJFck+XSS\nAzvaXQtcAFSP97kqyanjzSVJkiRJkiRJkiRJkqRN1+aDLkDSHywHbga2BHakCYX9X8fzW9vrccAR\n7fN7gDuAbYCHAA8F/jrJS6rqy70mSfJ04Gxgh44xFgE7A7sDBwI3AefS7ER3MzBEE8i9o61zVHXU\ndjMws61leTvmaJvOPj/s6LcMWNrWsg/wp8ARSfavqlt61D4NOB74u44xlgJ3A4+gOV73+TTvD5r3\nN4Pe7xNgYa93NFkLFixg9uzZa3NISVpvzZo1a9AlSJIkSZIkSZIkSdKUS1WN30rSOpNkP5pd7Kqq\nNuvx/B3ACuA84FdVtaq9/0fA24G/pgnGPbyqbu7q+3jg+8BWwOXAm4HvVNXKJAH2Ag4DvlFVF3b0\nu4YmfHdUVZ05Ru2nAS8DTq+ql/dp81/AWcB3q2q4vbcV8EzgAzRBuS9X1SE9+h7X1lzAp4EPVtVV\n7bPtgP2Bw6rqJR19xnyfk5VkCBjuvDc8PMzQ0NDamkKSJEmSJEmSJEmSJOk+RkZGmDNnTvftOVU1\nMoh6NgXuYCdtYKrq/X3u/y/N7m87AAcBLwe6254AbA38Bti3qhZ39C/gkvYzZarqeT3u3Ql8JcmP\ngauB5yXZtapuGG2TZA/g72nCdcdV1Tu6xlgMfLX9DMQtt9xv0z1J2mjMmjWLadOmDboMSZIkSZIk\nSZIkSVqnDNhJG5+vA88G9u28meRhwF/QBNTe3hmuW19U1U1JLgX+BHgi8MWOxy+jOab2FmD+uq9u\nfHvuueegS5CkKeMunZIkSZIkSZIkSdLas3Tp0nXaT5NnwE7aACV5LPBqmsDcg4EZQLqa7dr1/Ynt\ndSXN8bID0R5FexjwIpojaYdodtXrVPSuv4Dzq+quqa5TkiRJkiRJkiRJkiRpqsyYMWPQJWiCDNhJ\nG5gkrwM+RrObW7WfhcCdbZNtgJnA9K6uO7XXW6pq+Too9X6SbEOzw97+NHUD3AXcCtzdft8R2IL+\n9V83tVVKkiRJkiRJkiRJkiRJDQN20gYkySOB42l2q/sC8GHg0qq6p6PNy4FTuP+OdqOqz/114V00\n4bplwNuBL1fVDZ0NklxMszPf+li/JEmSJEmSJEmSJEnSGluyZMmk+o2MjDBv3ry1XI3GYsBO2rAc\nAmwGLKiqw/q02anP/Zva61CSbQa0i92LaAJyx1bVJ/q0Gav+R9AcibteOvjNpzDzgXMHXYYkrbEV\nSxZyzvxDB12GJEmSJEmSJEmStNGaPr37YL+JWbZs2VquROMxYCdtWHZrr5eO0eZpfe7/oL1uBjwL\n+M/VmHdVe+23q9xEjdb/i14Pk8wFHkbvXep+ADwFODDJllV11wTnXDV+k7Vjq+kz2Wa7HdbVdJIk\nSZIkSZIkSZIkSZpi0wZdgKTVsqi9PqbXwyTPojmC9X4Btar6LXAxTUju/UlmrMa8d7TX7VejTy+j\n9T+uz/Pjxuh7OrASmAUcuxpzjtZOkpmr0U+SJEmSJEmSJEmSJEmbOAN20oblvPb6qCT/lmQHgCTb\nJnkVcA5wC/13mnsDsAJ4OPCDJM9Isnk7xrQkf5LkxCQHdPW7vB3zkCTjhex67T7XWX+AdyV5fpLN\n2rnnJfkczRG4t/UctAkIfqjt/9YkJyd52OjzJNsleVGS7p35fgOM7nZ39Di1S5IkSZIkSZIkSZIk\nSX9gwE7agFTVBcDZ7de/BW5NchvNznAnAlcA88fofylwMLAQeBTwDWBpkhFgOfAj4JVA9+52J9EE\n554IjCS5Mck1Sa7pMc1Yx8i+C7gZ2A74ErA8ye3Ab4EXAe8EfjnGGO8C/rWt5eXAb5LckeTWdk1n\n0+zg17nm5cBZ7dcPJVmS5Nq2/g+OUaskSZIkSZIkSZIkSZI2cQbspPVT0WcnuKp6KXAMcCnNbnTT\ngMuAtwL7AkvH6f9tYA/gn4GfA8uAbYEbaHabDDsIAAAgAElEQVSYeyVwQVef7wIHAd+mCbLNAXYH\ndlvN2q8H9gY+DdzYtlsOnAs8vaqO6xijV/9VVfX6dp2fBa4DNm8fXwGcDPxVj66voQke/rIde7e2\n/lm95pEkSZIkSZIkSZIkSZIAUjXWaY6SpF6SDAHDnfcOnX8OO+w8b0AVSdLas3zx7Zz1Dwfe597w\n8DBDQ0MDqkiSJEmSJEmSJEkSwMjICHPmzOm+PaeqRgZRz6bAHewkSZIkSZIkSZIkSZIkSerBgJ0k\nSZIkSZIkSZIkSZIkST0YsJMkSZIkSZIkSZIkSZIkqQcDdpIkSZIkSZIkSZIkSZIk9WDATpIkSZIk\nSZIkSZIkSZKkHgzYSZIkSZIkSZIkSZIkSZLUgwE7SZIkSZIkSZIkSZIkSZJ6MGAnSZIkSZIkSZIk\nSZIkSVIPBuwkSZIkSZIkSZIkSZIkSerBgJ0kSZIkSZIkSZIkSZIkST0YsJMkSZIkSZIkSZIkSZIk\nqQcDdpIkSZIkSZIkSZIkSZIk9WDATpIkSZIkSZIkSZIkSZKkHgzYSZIkSZIkSZIkSZIkSZLUgwE7\nSZIkSZIkSZIkSZIkSZJ6MGAnSZIkSZIkSZIkSZIkSVIPBuwkSZIkSZIkSZIkSZIkSerBgJ02GEnm\nJlmVZGWS3dd1/01VktPb93bqoGuRJEmSJEmSJEmSJEmS1qXNB12ABJDkDcD2wJer6rJB17OuJdkP\n2B+4tqrOGHA53ar9aBx3Ll3E8sW3D7oMSVpjK5YsHHQJkiRJkiRJkiRJkrReMGCn9cUxwO7ANcBU\nBezuBn5FExa7e4rmmKz9gfcAFwHrW8AOIIMuYENw7oeOHnQJkiRJkiRJkiRJkiRJWosM2GmTUVW/\nB/YcdB2SJEmSJEmSJEmSJEmSNgzTBl2AJEmSJEmSJEmSJEmSJEnrIwN2G6Ek2yd5RZIvJLksya1J\nlie5Nslnk/xpn37vSbIqyQXt96cm+XqS4bb/giTvTrJVV79pSW5o+/7DOLW9om23KMm2SeYnWQXM\npTmG9PT2+R8+Y4w1J8nHk1zd1ndzkrOTPKJP+7ntmCuT7N71bL/RZ+33hyU5Ncn1SVYk+V2Sk5Ls\nMs76Hp3k80luamv6bZITkgx1z9FZE83xsAD7d68/yRE95tk9yceSXJ7kjiRLk/xve2+3cWrcIsnR\nSb7RvrMVSX6f5AdJ/jHJg8fpf0iSi9rfq6VJLkny+iQ9j5Ft265qf3e2SPK29vdySZLbknwryTPH\nmO/a0feQZHqS97b972jvd/9ZPiTJiUl+k2RZ+7v2s3Zt2421NkmSJEmSJEmSJEmSJKmTR8RunN5A\nE9gqYCVwR/vzbsBhwIuTvKGq/rXfAG1Q7ri23yJgC+ARwHzgyUkOrKoCqKpVSU5u5zwa+PAYtR3d\njvm5qlqWZDFwMzBEE/i8A1je0b76jPNo4DRgNrCsbTcEvAh4VpInVdUvx6ijryT7A+cC04HFNMG/\nXdran5Vkn6q6qUe/5wOfp3lXBSwBdgJeC/wV8I4e062kWf+M9nMXcFvH8+K+74MkLwVOAbZsb90J\nrAIeTvNndFSSQ6rq/B41zmvX9qh27AIWAtsBf9p+dgDe1NW12v6faNcz+nu1NfBY4GPA44Gjeqxx\ndJ4tge8A+wJ3t+9ne+BpwNOSzK+q947Rfzbwc+Bh7Xta1q67c30vBM4Atmr7LG7n3aut7+gkT6+q\nX/eYZ40tWLCA2bNnT8XQkjRws2bNGnQJkiRJkiRJkiRJkrTOpc1IaSOS5GiaQNhXgV9W1T3t/bk0\n4bs30ASk/qSqLu3o9x6akNxo4OpfgOOr6rYkM4C/597g3iuq6vSOvrsA1wKbAQdU1X/3qOvRwGVt\n/72r6pKOZ9cAuwNHVdWZfdY1F7iGe0NhlwPHVNUlSaYB+wNnAjsD362q/cfoP6+qru94th9wYcfY\n/w28taquTLI58Dzg0zQhuLOq6siusecBvwS2AX4GvLKqftE+O4AmEDeTJrxWVbVZV//Rd39RVR3Q\na/1tuwOBb9D8+X0E+OToOpLsAbwPeCFNKPIxVXVDR9/t2toeRhPiewtwTlUtbp8/uF1nVdXHO/qd\nBrwMuB3YFngrcGpVLUmyA83vyd+07+6pVXVRV80XAk+mCeRtBbweOLOq7kryIOCjwKFt/+dW1de6\n+o/+biylCcz9LfD1qlrZ/t7dVlUrkjwB+CFNcPh7wGuq6op2jGcDn6L5e3EVsFdVLev3niciyRAw\n3HlveHiYoaGhNRlWkiRJkiRJkiRJkiSpr5GREebMmdN9e05VjQyink2BO9hthKrqlD73rwPelGQL\n4DU0O5G9skfTmcD8qnpfR98lwLFJHgO8gGYnvNM7nv8+ydeA57Zj3i9gB7yqvf6sM1w3STcDT6+q\nO9v5VwEXJHk1zQ5tT0qyS1X9fhJj/7yqXjD6pQ0o/keSnYATgEOSvLydc9Q7acJn/wccWFWLOvpf\n0B6BeilroD2C9d9odtR7TVV9uvN5VV1Jszvh1sBzaHah69yJ7i004boVNCHIy7r6X0uzE10/2wNH\nVtVZHX1uB17VhtueQPN7cVGv8oEHAC+vqjM6+t+Y5MXAA2lCeB8Avtan/9bAvp11d/35/jPN7oFX\nAs+oqhUd7b6e5C+BHwMPBV5NE+xbq2655Za1PaQkTYlZs2Yxbdq0QZchSZIkSZIkSZIkSes9A3ab\npq/ThOv27fP8Tprd0Xr5Ck3A7rE9np1IswPa85PsWFV/OOo0yVbAS2l2KfvUJOvu9OHRcF2Xb9Ac\nH7oF8BhgMgG79/e5/xWagN02wB5A5zGjL6BZ2793hutGVdVvknwROHwS9Yx6Mk1AbqQ7XNflTOBg\n4Bld949qazy5O1w3Qb/rDNd1ORf4Y3r/XnT2P6P7ZlVVkn8CvgXsmeRRozvPdTYDzutXd5KZwNPb\ndh/sDNd1zPOLJP9Js8PfYUxBwG7PPfdc20NK0pRwx01JkiRJkiRJkiRpsJYuXbpO+2nyDNhtpNoj\nS19Lc2zqQ2mOfO3eqmbXPt2vGOP4zNHA2o7dD6rq/CS/BR4CHMF9d0N7Ic0OaIuBsyewhPH8uNfN\n9tjQEZqjQO9X45qMzX3Den8YO8lDaNZWwMVjjHsRaxaw+4v2OjPJTWO027K9zu2ocXead1L03iFu\nIn4yxrO+vxetovfOdqMuBu6hOWJ4b6A7YAfw/TH6P4Fml7sCvjNGu/Npfhcfm2Szqlo5RltJkiRJ\nkiRJkiRJkqQpMWPGjEGXoAkyYLcRSvJ84HPAVjSBI4A7aI4GLZoA1o7A9D5DLB5j+Hvaa7/fnZOA\n44C/4b4Bu1e2c392jPDe6phIjVtMZuCq6hn1bcN7o187x+7cAmisHfNunEw9HXbpmPt+h2l3KZoj\nVUft1PHzdZOcf03fed/1V9VdSW6lWVe/tQ2PMXZnn7He8w3tdXOavwOePy5JkiRJkiRJkiRJkqS+\nDNhtZJLsCJxGE6L7NvBe4Cedx6kmOaB9NhVObed8ZJJ9q+p7SR5Bs/taASdP0byDlI6fq2+r+7ab\njM3a64+q6olrMM5YNU6lNZ13be82N6j3IEmSJEmSJEmSJEmSNnFLliyZVL+RkRHmzZu3lqvRWAzY\nbXwOAh4A3AYcXFUrerTZqce9taKqbk3yJeAlNLvYfY9m9zqAn1bVJVM19wB17qy2C3BVn3a79Lk/\nUTe317ljtuqt80jZBwNXrmEtk9HvSGKSbAnMar+OtVNdP519dgWuGaeGe4DbJzHPmA5+8ynMfOBk\n/ngkaeqsWLKQc+YfOugyJEmSJEmSJEmSJHWYPr3fwZNjW7ZsbRwcqdVhwG7js1t7/XWfcB3A06a4\nhhNpAnaHJHkLcDjNbmEnjdFnVXtd013e1rmqujrJQmAmsD9wcZ+m+48xzETW//32ulOSx69OWLGq\nfpfkBuBBwHOA8yfady0JsN8Yz59M8+9RAT+dxPg/p3mHAZ4KnNKn3ejv/qVVtbZ3xGOr6TPZZrsd\n1vawkiRJkiRJkiRJkiRJGpBpgy5Aa92i9vrwdlew+0iyF034bcpU1feBy4GtgS8As4ElwNljdLuj\nvW4/lbVNof+kCXe9OsnM7odJ9gBeOEb/iaz/Qprd8QIcn2SLsQpK0p30OrXte3SSx43Vd4rsnuSI\n7ptJAryj/bqgqq5Y3YGrahHwTZr1vTnJ1j3meRzwVzQhvs+t7hySJEmSJEmSJEmSJEna9Biw2/h8\ni2Ynrx2BzyXZBSDJFkleSBNCumOM/mvLp2jCTk+mCTR9tqrG2qPy8rb9IUk2xJDd+4HlNMfvnt8G\nGQFIcgBwHrB0jP6Xt9dHJfnzXg3aHddeTXO86ZOBi5MckOQPO1EmmZfk1Ul+DPxt1xAfpjkadmvg\ngiRHJ9muo+9Dkvxjkr/vNf0YtU9E0YQ/P9nOu1U7567A52l29yvgnWswxzuBu4E9gG8leXQ7R5Ic\nBHydZpe8qxh7N0VJkiRJkiRJkiRJkiQJMGC30amqq4APtV9fANyQ5HaaHeQ+TxOue/06KOVM7hso\nO3mc9ifRBKyeCIwkuTHJNUmumaoC16aquho4gibg9cfAz5MsSrIE+DZNsOtNbfM7ewxxEfBrYDPg\n+0luHV1/khd0zHMBcAjNn+M+7dhLk4wkWQ78Fvj3tob7hOKqagnwDOAKmp3yTgJuT3JLW+dVwHya\nY2S7rY2je/8d+Ek77x1JbgWuBw5ta31fVZ072cGr6hc0xxHfCfwFcFl7dO9S4GvAzsB1wHPGCXtK\nkiRJkiRJkiRJkiRJgAG7jVJVvZ0m7PUjYBlNuOtK4J+AJwA30QSaeu1K1u/+arWpqsU0u+kB/Kyq\nLhmn/XeBg2gCYwuBOcDuwG595h/PWG36PZvI2vv2r6ovAXsD5wDDwJbAzcDxNO99dOfAhT36rgQO\nAE4BrgG25d71z+hqey7wUJow3I+AxcBMYAVwKU2Y8fncG7Ts7Hst8HjgNTRHzt7Wjn878APgXW29\nvda8pr8XdwFPBd4O/Irm/SwEzgcOqqr544w9rqr6IvAomh0Ur2rnuBu4BHg38Jiq+s1ExpIkSZIk\nSZIkSZIkSZJStaYnP0r3l2RL4Eaao2pfWVWfHnBJA5fkn2nCZd+pqgMHXc+6kuRCmiNtj62q9w66\nnrUlyRBNkPIPDp1/DjvsPG9AFUlSb8sX385Z/3Df/+wMDw8zNDQ0oIokSZIkSZIkSZIkTdbIyAhz\n5szpvj2nqkYGUc+mwB3sNFVeAsyi2bXt7AHXMnBtGOsVNDuxfWPA5UiSJEmSJEmSJEmSJEmaAAN2\nWuuSPBR4L02Y7MSqWjbgktaJJH+X5K1JHppks/belkkOAi6mOfZ2GDhtkHVKkiRJkiRJkiRJkiRJ\nmpjNB12ANh5Jvgc8GNgJCPA74F8GWdM69hDgDcAHgJVJFgEPoPl7VsBC4IVVdfvgSpQkSZIkSZIk\nSZIkSZI0UQbstDY9CNgZuBX4b+CtVXXHYEtap04H7gGeTPMuZgHLgGuA84ATquqmgVUnSZIkSZIk\nSZIkSZIkabUYsNNaU1XzBl3DIFXVpcClg65jfVNVTxl0DZIkSZIkSZIkSZIkSdJkTBt0AZIkSZIk\nSZIkSZIkSZIkrY8M2EmSJEmSJEmSJEmSJEmS1IMBO0mSJEmSJEmSJEmSJEmSejBgJ0mSJEmSJEmS\nJEmSJElSDwbsJEmSJEmSJEmSJEmSJEnqwYCdJEmSJEmSJEmSJEmSJEk9GLCTJEmSJEmSJEmSJEmS\nJKkHA3aSJEmSJEmSJEmSJEmSJPVgwE6SJEmSJEmSJEmSJEmSpB4M2EmSJEmSJEmSJEmSJEmS1IMB\nO0mSJEmSJEmSJEmSJEmSejBgJ0mSJEmSJEmSJEmSJElSDwbsJG00knwmyaokJw26FkmSJEmSJEmS\nJEmSJG34Nh90AZK0FlX7GYg7ly5i+eLbBzW9JPW0YsnCQZcgSZIkSZIkSZIkSRssA3aStJac+6Gj\nB12CJEmSJEmSJEmSJEmS1iKPiJUkSZIkSZIkSZIkSZIkqQcDdpIkSZIkSZIkSZIkSZIk9WDATgKS\nvCXJqiR3Jtm7T5uD2jarkry44/7ovScn2THJR5NclWRZkmuTfCLJ7I72uyc5McnVSZYnuS7Jh5PM\n6DPv6e34p7bfj07yvSS3tPePWI11PrTtszLJLkkenOSUJNe39V6Z5Ngk23T0eWySzyb5XVvvb5K8\nPcmYR0wnOSDJl5LcmGRFkpEk5yc5Ikn69HlfW9+32u8HJvlGkuF27iuSvDPJVhNdc9f4z0qypJ3j\n5CT+GyhJkiRJkiRJkiRJkqS+xgzISJuKqvpgkqcCBwJnJ9mrqpaOPk+yE3AaUMAZVfX57iGAucBn\ngV2ApUCA3YDXAk9J8kTgEcDXgVnAHTQh112BNwH7JNmvqqrH2NWUkS8ChwArgUXAPWuw7D8BTgce\n0NayOfAQ4B+BfZMcCPwlcDawdTvfFsBDgX8G/gjoGe5L8nHg7zpqXwTMBA4Angq8NMnzq2pZj+7V\njvG2dp7R/lsCjwTeBzwJeObqLDbJy4CTgc2Af6qqd69O/4lYsGABs2fPHr+hJA3YrFmzBl2CJEmS\nJEmSJEmSJG0QDNhJ9zoCuJQmZPZJ4PCOZ2cBQ8BvgNf16f9x4Grg+VX10ySbAX8FnEoTRvsn4DnA\nL4DXV9WvkmwJHN32/QvgqLZ9t7RjbUUTxjulqpYk2RbYbpLrPQ34n7aWK9td4V4FfBTYH3g3cAzw\nn8DbqurGJNOBdwJvownJnVJVF9+n0OQY7g3XnQgcW1Ujba2vBD4IPI3mHfcK6AXYG3gKTZjuhKq6\nLcl2wJuBdwEHJvnrqvrMRBaa5K3AB2iCia+rqhMn9IZW0+zZsxkaGpqKoSVJkiRJkiRJkiRJkjQA\nHo8otarq/4Aj268vSXI4/GEntacCdwGH9dl1DWAF8LSq+mk73sqq+iLwEZrQ2OuAxcCzq+pXbZu7\nqurfgc+1bV7cc+TGdOCNVfWxqlrS9l/W1j0Z1wLPqaor27HurKoTgC+0tbwb+G5VHV5VN7ZtllbV\nO4AftmPcp942RPdumnDdmVX1uqoa6aj1YzQhudAE9B7bp7aZwLuran5V3db2X9zuOndu2/+w8RaY\nxsdpwnUrgBdOVbhOkiRJkiRJkiRJkiRJGx93sJM6VNV5SY6n2SXuX5OsAo6lCYy9vaouGaP7yVW1\nsMf9b9Icu1rAR6rq7j5tDgf6Bc4AbgdOmsAyJuqjVdXriNlv0oTXCjiuT99vAn/O/et9BrB92/fY\nPn3/FXg7zY6AhwGX9WizHDi+T/+vAAf3mHtUAJJsAXwGOJTm3T2vqr7bp89accstt0zl8JI0YbNm\nzWLaNP8/CkmSJEmSJEmSJElaUwbspPt7O7Af8ASao2EL+GZV9Qt8jfpxn/udO8z9dJw2O4wx/k/6\nBOIm6yfj1AKrX+/e7fWaqrq2V8eqWpnkQuBFHe27/bKqVvR59vv2umOf50WzA955NMfM3gg8q6ou\n79N+rdlzzz2negpJmpDh4WGPrJYkSZIkSZIkSZLWY0uXLl2n/TR5BuykLlV1d5IjgV/ShLUWce/R\nsWNZ3Of+PavRZqy/k8P9HiTZF/gPmnq7vaaqvtzj/ni1rBwj5DbaZouu+3Pa6439am3d0NV+orWN\nNfeoAIe011U0x+BOebhOkiRJkiRJkiRJkiRpombMmDHoEjRBnh0m9faq9hrgAcBeA6xl1Moxnm1F\nc+TqnK7PELDN1Jd2P72CfmvSbnXnvpAmxDcN+HSSfrvdSZIkSZIkSZIkSZIkSX25g53UJclfAq+j\nCWpdBjwOOCPJY6tqZKDF9VFV3wE2G3Qd3LvL3m7jtNu1vU7V+7waeCVN0O7xwHeSHFhVt0zRfJIk\nSZIkSZIkSZIkSRO2ZMmSSfUbGRlh3rx5a7kajcWAndQhyU7AqTThulOBNwGXAnOBM4CDBlfdBuGn\n7fXBSeZV1TXdDZJsBuxP845/MlWFVNXVSfYHvkMTkrwgyVOnMiR58JtPYeYD507V8JLU04olCzln\n/qGDLkOSJEmSJEmSJEnSapg+ffqk+i1btmwtV6LxGLCTWkkCfAaYDfwaeH1VLU/yEuBi4BlJ3lhV\nxw+yzvXcecBCYCbwHuDIHm1eCzyQJmB39lQWU1XXtCG7C4BHAxe2Ibv/m4r5tpo+k22222EqhpYk\nSZIkSZIkSZIkSdIATBt0AdJ65K3AAcBdwGFVtRygqv4HmA8EeH+SvQZQWw1gztXWvrNjad7VEUn+\nNckQQJJtkxwDfJhmPZ+pql+ug5quB54CXAXsSROye+BUzytJkiRJkiRJkiRJkqQNnwE7CUiyD00w\nrIC3V9Uvupp8ALgI2Ar4fJJt122FZB3PN2lV9XHgBJp3+Rrg5iS30uxs91FgM+B84G+nqIT7vauq\n+h1NyO43wCOBi5PsMkXzS5IkSZIkSZIkSZIkaSNhwE6bvCQzgM/RHJn8rV5HwFZVAYcDtwJ7AJ/o\nbjKBqcZrU2O0GevZZKxJLeO2qapjgAOB/wRuBqYDi2iOan1ZVT2zqvodCr5Gc/d7VlU30oTsfgU8\nDLgoyYPGmUeSJEmSJEmSJEmSJEmbsDS5IUnS6miPvh3uvHfo/HPYYed5A6pI0qZq+eLbOesfDrzP\nveHhYYaGhgZUkSRJkiRJkiRJkqSpMjIywpw5c7pvz6mqkUHUsylwBztJkiRJkiRJkiRJkiRJknow\nYCdJkiRJkiRJkiRJkiRJUg8G7CRJkiRJkiRJkiRJkiRJ6sGAnSRJkiRJkiRJkiRJkiRJPRiwkyRJ\nkiRJkiRJkiRJkiSpBwN2kiRJkiRJkiRJkiRJkiT1YMBOkiRJkiRJkiRJkiRJkqQeDNhJkiRJkiRJ\nkiRJkiRJktSDATtJkiRJkiRJkiRJkiRJknowYCdJkiRJkiRJkiRJkiRJUg8G7CRJkiRJkiRJkiRJ\nkiRJ6sGAnSRJkiRJkiRJkiRJkiRJPRiwkyRJkiRJkiRJkiRJkiSpBwN2kiRJkiRJkiRJkiRJkiT1\nYMBOkiRJkiRJkiRJkiRJkqQeDNhJkiRJkiRJkiRJkiRJktSDATtJkiRJkiRJkiRJkiRJknowYCdt\nJJKcnmRVklMHXctUSXJRu8Z3D7oWSZIkSZIkSZIkSZIkbfw2H3QBksaW5HHA84CFVfXxMZpW+9mY\nrddrvHPpIpYvvn3QZUjaxKxYsnDQJUiSJEmSJEmSJEnSRsuAnbT+2wt4D3AtMFbADiBTXs1gXQ/8\nGrhl0IX0cu6Hjh50CZIkSZIkSZIkSZIkSVqLDNhJ2mBU1csGXYMkSZIkSZIkSZIkSZI2HdMGXYCk\ncW3su9JJkiRJkiRJkiRJkiRJ6yUDdtI6lmT3JB9LcnmSO5IsTfK/7b3dutquAk5tvz44yaquz7vH\nmOeQJBclubWd45Ikr08yZmAvyf5JzklyQ5IVSUaSfDvJkUn6/puRZJ8kn01ydZLlSZYkubat4V1J\ndlmd99RnjosmsO4XJPlqkpuT3Nlev5rkeWs6vyRJkiRJkiRJkiRJkjYtHhErrUNJXgqcAmzZ3roT\nWAU8HHgEcFSSQ6rq/Pb5zcA2wExgJTDSNeSSru/VzvMJ4LVtnzuArYHHAh8DHg8c1ae+jwLHtOMU\nsKid+ynAAcBfJ3luVS3t6vcy7g0Cjq7rbmC39vMk4HrgzN5vZsJG6+pV+xbAWcAL2zar2vpnAQcB\nz05yNnBEVa1cwzp6WrBgAbNnz56KoSVptcyaNWvQJUiSJEmSJEmSJEnSRsGAnbSOJDkQOIMm9HYc\n8Mmqur59tgfwPppw2BeTPKaqbqiqXdrw2mnA76rqIeNNAzwX2JYmKHdqVS1JsgPwL8DfAEckOaOq\nLuqq73XcG677FDC/qoaTbNP2+xBN0O5k4CUd/bYBTmi/ngUcW1XXdDx7JPAiYHi1Xtjq+wDN+/v/\n7N15uF1leffx7y9hNIEAyQmCTFGsFrVVyqsFFXBArFXqABUHRC3Ob+uEtuJARKutijjUmSqCVSvi\nQKulKkMd8FUQtCriiIgMnhNNSE4GhuR+/1jrwOaw9z5DzslOyPdzXfvae6/13M+619on/PXjeTbQ\nPMvTqmplkgXAicBrgWOBq4GTZqOBRYsWMTQ0NBtTS5IkSZIkSZIkSZIkaQDcIlbaBNptWd9HE4B7\ncVWdNBauA6iqn1fVscC5wM7AKzbicrsAz6+q91TVaDv/8qp6AfC9dszTxvW3A7CUJlz3yap6cVUN\nt7Vrq+o9wCvb/p+a5MCO8vsDOwGrgeeOhes6ai+vqn+oqvM24p76aref/bu2/7dW1RuramXbw41V\n9XrgnW3/r0iy+2z1IkmSJEmSJEmSJEmSpLsOV7CTNo1Dgf2Bkar61z7jzgSOAo7ciGtdU1Vn9Th3\nLvBnNNvFdjoC2I0moPbGHrXvB14D3J0moHdZe3xF+74dzXas47ex3RSeQvPfs7U0qwN282aabXO3\nA46mCTzOqGXLls30lJLU1cKFC5kzx/9PQpIkSZIkSZIkSZJmmwE7adN4aPu+IMn1fcZt177vuxHX\nuqTPueva993GHT+ofb+mqn7RrbCqNiS5AHhGx3iAXwJX0mwF+90kHwD+G/hhVW2YavPTNNbPJWOr\n9o1XVSuSXAocwh37nzEHHHDAbEwrSXcyPDzsltSSJEmSJEmSJEnSFmz16tWbtE7TZ8BO2jT2bN+3\nBRZPMLaAHTbiWqv6nLu1o49OYz1dO8Hcvx03fix4dyzwOWAJ8E/ta02Si9vjH6+qtZPofboW0zy3\nyfQfJv4NJEmSJEmSJEmSJEmSZs38+fMH3YImyb3FpE1jbvv+naqaO4nXoMKvNZ1xVfW/NCvYPQX4\nEPBDmpDgo2i2lr0yyf1msM9J9TUD4yRJkiRJkiRJkiRJkrQVcwU7adO4oX3fmK1fZ9Nw+773BOP2\nat9Hxp+oqluBL7QvkuwKHA28pa37OEpF2LIAACAASURBVLO0NStN/2Fy/Rdd+pckSZIkSZIkSZIk\nSdpURkdHp1U3MjLCkiVLZrgb9WPATto0vtW+3z3Jg6rq8inUbmjfM8M9dbq0fd8ryf5V9YvxA5LM\nAR5BE1C7ZKIJq2o58JEkG4CPAA9Ksmt7fKZdChwHHJRkp6q60za5SRZwe8Bvwv6n46hXnc6C3TfX\nDKWkLdW60RWcvfSYQbchSZIkSZIkSZIkaQbNmzdvWnVr1qyZ4U40EQN20qZxIfALYH/gtCRHVNUt\nvQaPC6KtbN93mcX+vgr8HtgNWAo8s8uYFwJ70gTsPjV2MMl2VXVzn7nXdnxev9GddncOcCrNtrR/\nD7yuy5jXAtsDN7fjZ9z28xaw4067zsbUkiRJkiRJkiRJkiRJGoA5g25A2hpU1XqagNqtwKHA15M8\nMsltIdckS5K8MMl3gRd1lP+ofd85yURLGNU0+1tHE6wL8PQkH0iyuO1rxyR/C5zWzv/pcSvwHZvk\nm0men+S2NUiTzElyJPBP7aGLq2ols6CqrgPe3fb/miRL2xXrSLIgyZuAE9v+T62q381GH5IkSZIk\nSZIkSZIkSbprcQU7aROpqguSHA2cCTwY+BpwS5KVwHya1dWgCYF9vqPul0nOBx4J/HuS04E/tKdP\nq6r3dFxm2tvIVtX72oDcy4EXAM9PsgLYiea/FQVcADx/XGmAQ9oXSW4CRoFdaUK8BfwW+Jvp9jZJ\nJwF7AX8NvAF4XZIbgQUdfXyyPSdJkiRJkiRJkiRJkiRNyBXspE2oqs4F7kWzWtx3gFU0AbB1wA+A\njwBPAt4+rvQpNCvI/ZQm7LZP+xq/bWwx8Sp2PcdU1Yk0Qb7PAjcA82i2qL0AeA7wmKpaPa7si8Bx\nwEeB7wMrgJ3buu/QbNd6/6r62QR9bZSquqWqnkbzrL4MLKMJLi4DvgQ8qaqOa1cTlCRJkiRJkiRJ\nkiRJkiaUqmntKClJW7UkQ8Bw57Fjlp7Nrnss6VEhSdOzdtVyzjrxiDscGx4eZmhoaEAdSZIkSZIk\nSZIkSRqUkZERFi9ePP7w4qoaGUQ/WwNXsJMkSZIkSZIkSZIkSZIkqQsDdpIkSZIkSZIkSZIkSZIk\ndWHATpIkSZIkSZIkSZIkSZKkLrYZdAOSti5JLgH2mmLZQVV17Wz0I0mSJEmSJEmSJEmSJPViwE7S\nprYIWDyF8QXMnaVeJEmSJEmSJEmSJEmSpJ4M2EnapKpqyaB7kCRJkiRJkiRJkiRJkiZjzqAbkCRJ\nkiRJkiRJkiRJkiRpc2TATpIkSZIkSZIkSZIkSZKkLgzYSZIkSZIkSZIkSZIkSZLUhQE7SZIkSZIk\nSZIkSZIkSZK6MGAnSZIkSZIkSZIkSZIkSVIXBuwkSZI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SpYcAJ/W7eJJHAH9PszXsy6rq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\nwK+BY9ow5qRU1WrgSODbwM7Ae4GRJH9IsgJYDnwZeAZujy1JkiRJkiRJkiR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X7WZ47b2utWY6hr1HbdddfJGFbSAHjksyRJkiRJkiRJkqTJtHjx4tXa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      "text/plain": [
       "<matplotlib.figure.Figure at 0x11214aba8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = author_list_monero\n",
    "edgeList = []\n",
    "for i in range(len(data)):\n",
    "    for j in range(len(data[i]['dist_authors'])):\n",
    "        a = []\n",
    "        a.append(data[i]['dist_authors'][j])\n",
    "        a.append(data[i]['_id'])\n",
    "        b = tuple(a)\n",
    "        edgeList.append(b)\n",
    "\n",
    "def buildDiGraph(edges):\n",
    "    \"\"\"\n",
    "    初始化图\n",
    "    :param edges: 存储有向边的列表\n",
    "    :return: 使用有向边构造完毕的有向图\n",
    "    \"\"\"\n",
    "    G = nx.DiGraph()   # DiGraph()表示有向图\n",
    "    for edge in edges:\n",
    "        G.add_edge(edge[0], edge[1])   # 加入边\n",
    "    return G\n",
    "\n",
    "if __name__ == '__main__':\n",
    "    print('PageRank Relationship')\n",
    "    edges = edgeList\n",
    "    G = buildDiGraph(edges)\n",
    "\n",
    "    # pagerank计算，随机跳跃概率为15%，因此alpha=0.85\n",
    "    pr_value = nx.pagerank(G, alpha=0.85, max_iter=100)\n",
    "#     print(\"pagerank值是：\", pr_value)\n",
    "\n",
    "items=pr_value.items()\n",
    "backitems=[[v[1],v[0]] for v in items]\n",
    "backitems.sort(reverse=True)\n",
    "link_id = [ backitems[i][1] for i in range(0,50)]\n",
    "link_score = [ backitems[i][0] for i in range(0,50)]\n",
    "print(link_id)\n",
    "print(link_score)\n",
    "\n",
    "plt.rcParams['savefig.dpi'] = 300 #图片像素\n",
    "plt.rcParams['figure.dpi'] = 300 #分辨率\n",
    "plt.rcParams['figure.figsize'] = (9, 8)\n",
    "fig,ax=plt.subplots()\n",
    "ax.barh(np.arange(len(link_id)),link_score,color='#6699CC')\n",
    "ax.set_yticks(np.arange(len(link_id)))\n",
    "ax.set_yticklabels(link_id,fontsize =6)\n",
    "ax.invert_yaxis()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}