{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "certain-xerox",
   "metadata": {},
   "source": [
    "# Descriptive statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "inside-council",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-08T18:18:03.909356Z",
     "start_time": "2021-03-08T18:18:02.959Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A data.frame: 6 × 2</caption>\n",
       "<thead>\n",
       "\t<tr><th></th><th scope=col>WORD</th><th scope=col>FREQUENCY</th></tr>\n",
       "\t<tr><th></th><th scope=col>&lt;fct&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>1</th><td>said </td><td>12704</td></tr>\n",
       "\t<tr><th scope=row>2</th><td>know </td><td>10202</td></tr>\n",
       "\t<tr><th scope=row>3</th><td>got  </td><td> 8825</td></tr>\n",
       "\t<tr><th scope=row>4</th><td>get  </td><td> 6756</td></tr>\n",
       "\t<tr><th scope=row>5</th><td>go   </td><td> 6427</td></tr>\n",
       "\t<tr><th scope=row>6</th><td>think</td><td> 5961</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A data.frame: 6 × 2\n",
       "\\begin{tabular}{r|ll}\n",
       "  & WORD & FREQUENCY\\\\\n",
       "  & <fct> & <int>\\\\\n",
       "\\hline\n",
       "\t1 & said  & 12704\\\\\n",
       "\t2 & know  & 10202\\\\\n",
       "\t3 & got   &  8825\\\\\n",
       "\t4 & get   &  6756\\\\\n",
       "\t5 & go    &  6427\\\\\n",
       "\t6 & think &  5961\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A data.frame: 6 × 2\n",
       "\n",
       "| <!--/--> | WORD &lt;fct&gt; | FREQUENCY &lt;int&gt; |\n",
       "|---|---|---|\n",
       "| 1 | said  | 12704 |\n",
       "| 2 | know  | 10202 |\n",
       "| 3 | got   |  8825 |\n",
       "| 4 | get   |  6756 |\n",
       "| 5 | go    |  6427 |\n",
       "| 6 | think |  5961 |\n",
       "\n"
      ],
      "text/plain": [
       "  WORD  FREQUENCY\n",
       "1 said  12704    \n",
       "2 know  10202    \n",
       "3 got    8825    \n",
       "4 get    6756    \n",
       "5 go     6427    \n",
       "6 think  5961    "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "freqlist <- read.table(\"https://bit.ly/35xnbuF\", header=TRUE)\n",
    "head(freqlist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "adjacent-malta",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-08T18:18:27.204449Z",
     "start_time": "2021-03-08T18:18:25.898Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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r60tU7/MdY67YLionzerCb2tfa5/F3f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MF1rXKQska28qs1/R9ljuLX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\nRU5ErkJggg==",
      "text/plain": [
       "Plot with title “plot of a frequency list”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot\n",
    "plot(freqlist$FREQUENCY, \n",
    "     xlab=\"index of word types\", \n",
    "     ylab=\"frequency\", \n",
    "     main=\"plot of a frequency list\", \n",
    "     cex=0.6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "favorite-enemy",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-08T18:19:11.155432Z",
     "start_time": "2021-03-08T18:19:11.052Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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0VVTeCgESBAgAABAgQIECDQmUDrBdJ1\nGc/TkxuTcyaMbd2DtD25JTk6uSnRCBAgQIAAAQIECBDoTKD1WexqNroTk6uSC5K9SU3t/WDy\nSLI5qVnsTk1OSp5IrkhuSzQCBAgQIECAAAECBAg0KXBaenVDUgVSTcgwnnpI7J3J1ckpyXo0\ns9ith7p9EiBAgAABAgQIrIRAU7PYtX4GaRjwmsnuktGbOmtUzz86KqkHx+5PNAIECBAgQIAA\nAQIECBzW+j1ICw3xEVlZqb4fmxyTaAQIECBAgAABAgQIEOimQDozY31tUmeMHkruSWqmurof\n6bHkruSaZEuiESBAgAABAgQIECDQqUAPl9hdmbHdORrfPVnWc5GqSKrCqC61q0katiaXJRcl\nlyc1uYNGgAABAgQIECBAgACBpgQuTm9qQoabk7Mm9Kym+T4v2ZXU9tuStWwmaVhLbfsiQIAA\nAQIECBBYSYGmJmlo/R6kCzPyNUFDLW+f8FdQRdGtyfnJo8mliUaAAAECBAgQIECAQGcCrRdI\nZ2Q865K6A1OO675stzs5ecrtbUaAAAECBAgQIECAQEMCrRdI92eszk42TTlmx2e7KqpqAgeN\nAAECBAgQIECAAIHOBFovkK7LeJ6e3JicM2Fs6x6k7cktydHJTYlGgAABAgQIECBAgEBnAq3P\nYlez0Z2YXJVckOxNamrvB5NHks1JzWJ3anJS8kRyRXJbohEgQIAAAQIECBAgQKBJgdPSqxuS\nKpBqQobxPJ73dyZXJ6ck69HMYrce6vZJgAABAgQIECCwEgJNzWLX+hmkYcBrJrtLRm/qrFE9\n/+iopB4cuz/RCBAgQIAAAQIECBAgcFjr9yAtNMRHZGWl+n5sckyiESBAgAABAgQIECBAoJsC\n6cyM9bVJnTF6KLknqZnq6n6kx5K7kmuSLYlGgAABAgQIECBAgECnAj1cYndlxnbnaHz3ZFnP\nRaoiqQqjutSuJmnYmlyWXJRcntTkDhoBAgQIECBAgAABAgSaErg4vakJGW5OzprQs5rm+7xk\nV1Lbb0vWspmkYS217YsAAQIECBAgQGAlBUzSsJKaq/xbF+b3a4KGWh6YsK8qim5Nzk/uTS5N\n3pcst9W9TT+W1B/LNO3UaTayDQECBAgQIECAAAECqyvQ+iV2Z4SvLqmbVByNC+/Lm93JyeMr\nl/G6CqR6MO20BdJzRvvYlOVnRq8tCBAgQIAAAQIECBBYY4HWC6T743l2UoXHZ6ewPT7bVFFV\nEzYcSvtEvvzqJfzAjmz7liVsb1MCBAgQIECAAAECBFZBoPVpvq+L2enJjUmd0TlYq3uQtie3\nJEcnNyUaAQIECBAgQIAAAQKdCbR+Bun6jOeJyVXJBcne5L7kweSRZHNyQlL3AJ2UPJFckdyW\naAQIECBAgAABAgQIEGhS4LT06oakCqSakGE8j+f9ncnVySnJerS6xK6OaTUfWluz9A39fsV6\ndNI+CRAgQIAAAQIEmhSo++7r35nnttC71s8gDWNUM9ldMnpTZ43q+UdHJfXg2P2JRoAAAQIE\nCBAgQIAAgcN6KZCGoa57rurSuspC7YisrALqU8mnF9rAOgIECBAgQIAAAQIE2hVofZKGGrln\nJ29LHkqqMHpP8vXJQu2FWVnbvW6hD60jQIAAAQIECBAgQKBtgdYLpHoe0a7kO5M6O1QTNLw8\nuTV5Q6IRIECAAAECBAgQIEDgvwu0XiD92/S0Jl7YmXxZUlN+vyT56+THkzcnGgECBAgQIECA\nAAECBL4g0HqBtC29rIkYrkoe/UKPDzvsA1nWjG5/lvxoUkWURoAAAQIECBAgQIAAgcNaL5BO\nzhhXIVTPNxpvNXPdtyW7kzcmdQmeRoAAAQIECBAgQIBA5wKtF0j3Zny/Kakpvee3mrDhW5O6\nL+m65GATN+QjjQABAgQIECBAgACBHgRaL5D+KINYzzz6qeQ5CwxoPTj2VUldfvfO5NWJRoAA\nAQIECBAgQIBApwKtF0i/kHH9SFL3Gn0s+e5kfvtoVpyfPJnUvUrVDn9q4b8ECBAgQIAAAQIE\nCPQk0HqBVA97PSf5uWRP8plkofahrHxxcstCH1pHgAABAgQIECBAgEAfAk/roJuPpY//epRJ\nBeFd2eZbkpoGvAorjQABAgQIECBAgACBzgR6KJDGh7Quo1us1YNlNQIECBAgQIAAAQIEOhSY\ndEalQw5dJkCAAAECBAgQIECgZwEFUs+jr+8ECBAgQIAAAQIECMwRaP0Sux3p7eY5PZ7uzfuy\n2fun29RWBAgQIECAAAECBAi0ItB6gfSDGagXLWOwfjLfUSAtA85XCBAgQIAAAQIECGxkgdYL\npJqV7neTc5O3J7+cTNPq2UgaAQIECBAgQIAAAQKdCbReIH0i4/mK5E+TKpZ2Jh9MNAIECBAg\nQIAAAQIECHyRQA+TNBxIr//lqOc//0UCVhAgQIAAAQIECBAgQGAk0EOBVF39cPLjSU3Y8MJE\nI0CAAAECBAgQIECAwBcJ9FIgVcfflJyR/FW90QgQIECAAAECBAgQIDBfoKcCaX7fvSdAgAAB\nAgQIECBAgMAcAQXSHA5vCBAgQIAAAQIECBDoWUCB1PPo6zsBAgQIECBAgAABAnMEFEhzOLwh\nQIAAAQIECBAgQKBnAQVSz6Ov7wQIECBAgAABAgQIzBFQIM3h8IYAAQIECBAgQIAAgZ4FFEg9\nj76+EyBAgAABAgQIECAwR0CBNIfDGwIECBAgQIAAAQIEehZQIPU8+vpOgAABAgQIECBAgMAc\nAQXSHA5vCBAgQIAAAQIECBDoWUCB1PPo6zsBAgQIECBAgAABAnMEFEhzOLwhQIAAAQIECBAg\nQKBnAQVSz6Ov7wQIECBAgAABAgQIzBFQIM3h8IYAAQIECBAgQIAAgZ4FFEg9j76+EyBAgAAB\nAgQIECAwR0CBNIfDGwIECBAgQIAAAQIEehZQIPU8+vpOgAABAgQIECBAgMAcAQXSHA5vCBAg\nQIAAAQIECBDoWUCB1PPo6zsBAgQIECBAgAABAnMEFEhzOLwhQIAAAQIECBAgQKBnAQVSz6Ov\n7wQIECBAgAABAgQIzBFQIM3h8IYAAQIECBAgQIAAgZ4FFEg9j76+EyBAgAABAgQIECAwR0CB\nNIfDGwIECBAgQIAAAQIEehZQIPU8+vpOgAABAgQIECBAgMAcAQXSHA5vCBAgQIAAAQIECBDo\nWUCB1PPo6zsBAgQIECBAgAABAnMEFEhzOLwhQIAAAQIECBAgQKBnAQVSz6Ov7wQIECBAgAAB\nAgQIzBFQIM3h8IYAAQIECBAgQIAAgZ4FFEg9j76+EyBAgAABAgQIECAwR0CBNIfDGwIECBAg\nQIAAAQIEehZQIPU8+vpOgAABAgQIECBAgMAcAQXSHA5vCBAgQIAAAQIECBDoWUCB1PPo6zsB\nAgQIECBAgAABAnMEFEhzOLwhQIAAAQIECBAgQKBngad12Pnj0+fjkqcnjyUPJ48nGgECBAgQ\nIECAAAECnQv0cgbpzIzztckDyUPJPckdyX1JFUl3JdckWxKNAAECBAgQIECAAIFOBXo4g3Rl\nxnbnaHz3ZPn+pIqkKozqTNIJydbksuSi5PLk+kQjQIAAAQIECBAgQIBAUwIXpzefT25OzprQ\ns8Pz2XnJrqS235asZduRndV+j1nFnVb/ah+VV6zifvw0AQIECBAgQIBAXwJHprv1b8xzW+h2\n65fYXZhBujup5e0TBqwG9Nbk/OTR5NJEI0CAAAECBAgQIECgM4HWC6QzMp51Sd2BKcd1X7bb\nnZw85fY2I0CAAAECBAgQIECgIYHWC6T7M1ZnJ5umHLOa4a6KqprAQSNAgAABAgQIECBAoDOB\n1guk6zKepyc3JudMGNu6B2l7cktydHJTohEgQIAAAQIECBAg0JlA67PY1Wx0JyZXJRcke5Oa\n2vvB5JFkc1Kz2J2anJQ8kVyR3JZoBAgQIECAAAECBAgQaFLgtPTqhqQKpJqQYTz1kNg7k6uT\nU5L1aDuy0zoms9ith759EiBAgAABAgQIHIpAU7PYtX4GaRjomsnuktGbOmtUzz86KqkHx+5P\nNAIECBAgQIAAAQIECBzW+j1ICw3xEVlZqb4fm6zmWZv8vEaAAAECBAgQIECAwEYR6KVAOjMD\ncm1SZ4weSu5Jaqa6uh/pseSu5JpkS6IRIECAAAECBAgQINCpQA+X2F2Zsd05Gt89WdZzkapI\nqsKoLrWrSRq2JpclFyWXJzW5g0aAAAECBAgQIECAAIGmBC5Ob2ryg5uTsyb0rKb5Pi/ZldT2\n25K1bCZpWEtt+yJAgAABAgQIEFhJgaYmaWj9ErsLM/I1QUMtb5/wV1BF0a3J+cmjyaWJRoAA\nAQIECBAgQIBAZwKtF0hnZDzrkroDU47rvmy3Ozl5yu1tRoAAAQIECBAgQIBAQwKtF0j3Z6zO\nTjZNOWbHZ7sqqmoCB40AAQIECBAgQIAAgc4EWi+Qrst4np7cmJwzYWzrHqTtyS3J0clNSWut\nLiMcWvVXI0CAAAECBAgQIEBgnkDrs9jVbHQnJlclFyR7k5ra+8HkkWRzUrPYnZqclDyRXJHc\nlrTWFEitjaj+ECBAgAABAgQIEFimwGn53g1JFUhVKIzn8by/M7k6OSVZj7YjO61jWs2H1r5s\ntI/azysTjQABAgQIECBAgMBKCDQ1i13rZ5CGAa+Z7C4ZvamzRvX8o6OSenDs/kQjQIAAAQIE\nCBAgQIDAYa3fg7TQEB+RlZXq+7HJap61yc9rBAgQIECAAAECBAhsFIFeCqQzMyDXJnXG6KHk\nnqRmqqv7kR5L7kquSbYkGgECBAgQIECAAAECnQr0cIndlRnbnaPx3ZNlPRepiqQqjOpSu5qk\nYWtyWXJRcnlSkztoBAgQIECAAAECBAgQaErg4vSmJiW4OTlrQs9q2uvzkl1Jbb8tWctmkoa1\n1LYvAgQIECBAgACBlRQwScNKaq7yb12Y368JGmp5YMK+qii6NTk/uTe5NHlfstxWBde5Sf2x\nTNNeMM1GtiFAgAABAgQIECBAYHUFWr/E7ozw1SV1k4qjceF9ebM7OXl85TJen5bv/EmyaRnf\n9RUCBAgQIECAAAECBNZJoPVJGu6P69nJtIXK8dm2iqqawOFQWk36UGeP6kzSNLnsUHbmuwQI\nECBAgAABAgQIrIxA6wXSdWE6PbkxOWcCWRUx25NbkqOTmxKNAAECBAgQIECAAIHOBFq/xO76\njOeJyVXJBcne5L7kweSRZHNSs9idmpyUPJFckdyWaAQIECBAgAABAgQIEGhSoO4JuiGpAqkm\nZBjP43l/Z3J1ckqyHm1HdlrHtJoPrX3ZaB+1n1cmGgECBAgQIECAAIGVEKhbS+rfmDVJ2YZv\nrZ9BGgaoZrK7ZPSmzhrV84+OSurBsfsTjQABAgQIECBAgAABAof1UiCND3VdWlfRCBAgQIAA\nAQIECBAgMEegxwKpZqqrM0hPTx5LHk7qMjuNAAECBAgQIECAAIHOBVqfxW4Y3jPz4tqkLql7\nKLknqam8a8KGKpJqWu5rki2JRoAAAQIECBAgQIBApwI9nEG6MmO7czS+e7KsB8dWkVSFUZ1J\nqlnstib1LKKLksuTmv1OI0CAAAECBAgQIECAQFMCF6c3NaPGzclZE3pWz0E6L9mV1PbbkrVs\nZrFbS237IkCAAAECBAgQWEmBpmaxa/0Suwsz8jWDXS1vn/BXUEXRrcn5yaPJpYlGgAABAgQI\nECBAgEBnAq0XSGdkPOuSugNTjuu+bLc7OXnK7W1GgAABAgQIECBAgEBDAq0XSPdnrM5ONk05\nZjXDXRVVNYGDRoAAAQIECBAgQIBAZwKtF0jXZTxPT25MzpkwtnUP0vbkluTo5KZEI0CAAAEC\nBAgQIECgM4HWZ7Gr2ehOTK5KLkj2JjW194NJPSx2c1Kz2J2anJQ8kVyR3JZoBAgQIECAAAEC\nBAgQaFLgtPTqhqQKpJqQYTz1kNg7k6uTU5L1aDuy0zqmY1Zx5y8b7aP288pV3I+fJkCAAAEC\nBAgQ6EugqVnsWj+DNPxp1kx2l4ze1Fmjev7RUUk9OHZ/ohEgQIAAAQIECBAgQOCwXgqk8aGu\nS+sqGgECBAgQIECAAAECBOYItD5Jw5zOekOAAAECBAgQIECAAIFJAgqkSTo+I0CAAAECBAgQ\nIECgK4HWL7GryQ/qnqOltvflC/WAWY0AAQIECBAgQIAAgY4EWi+QfjBj+aJljOdP5jsKpGXA\n+QoBAgQIECBAgACBjSzQeoH0LRmc303OTd6e/HIyTfvoNBvZhgABAgQIECBAgACBtgRaL5A+\nkeF6RfKnSRVLO5MPJhoBAgQIECBAgAABAgS+SKCHSRoOpNf/ctTzn/8iASsIECBAgAABAgQI\nECAwEuihQKqufjj58aQmbHhhohEgQIAAAQIECBAgQOCLBHopkKrjb0rOSP6q3mgECBAgQIAA\nAQIECBCYL9BTgTS/794TIECAAAECBAgQIEBgjoACaQ6HNwQIECBAgAABAgQI9CygQOp59PWd\nAAECBAgQIECAAIE5AgqkORzeECBAgAABAgQIECDQs4ACqefR13cCBAgQIECAAAECBOYIKJDm\ncHhDgAABAgQIECBAgEDPAgqknkdf3wkQIECAAAECBAgQmCOgQJrD4Q0BAgQIECBAgAABAj0L\nKJB6Hn19J0CAAAECBAgQIEBgjoACaQ6HNwQIECBAgAABAgQI9CygQOp59PWdAAECBAgQIECA\nAIE5AgqkORzeECBAgAABAgQIECDQs4ACqefR13cCBAgQIECAAAECBOYIKJDmcHhDgAABAgQI\nECBAgEDPAgqknkdf3wkQIECAAAECBAgQmCOgQJrD4Q0BAgQIECBAgAABAj0LKJB6Hn19J0CA\nAAECBAgQIEBgjoACaQ6HNwQIECBAgAABAgQI9CygQOp59PWdAAECBAgQIECAAIE5AgqkORze\nECBAgAABAgQIECDQs4ACqefR13cCBAgQIECAAAECBOYIKJDmcHhDgAABAgQIECBAgEDPAgqk\nnkdf3wkQIECAAAECBAgQmCOgQJrD4Q0BAgQIECBAgAABAj0LKJB6Hn19J0CAAAECBAgQIEBg\njoACaQ5H028+P9a7w8dee0mAAAECBAgQIECAwEhAgdTPn4ICqZ+x1lMCBAgQIECAAIFlCiiQ\nlgnnawQIECBAgAABAgQItCegQGpvTPWIAAECBAgQIECAAIFlCiiQlgnnawQIECBAgAABAgQI\ntCegQGpvTPWIAAECBAgQIECAAIFlCiiQlgnnawQIECBAgAABAgQItCegQGpvTPWIAAECBAgQ\nIECAAIFlCiiQlgnnawQIECBAgAABAgQItCegQGpvTPWIAAECBAgQIECAAIFlCiiQlgnnawQI\nECBAgAABAgQItCegQGpvTPWIAAECBAgQIECAAIFlCiiQlgnnawQIECBAgAABAgQItCegQGpv\nTPWIAAECBAgQIECAAIFlCiiQlgnnawQIECBAgAABAgQItCegQGpvTPWIAAECBAgQIECAAIFl\nCjxtmd/byF87Pgd/XPL05LHk4eTxRCNAgAABAgQIECBAoHOBXs4gnZlxvjZ5IHkouSe5I7kv\nqSLpruSaZEuiESBAgAABAgQIECDQqUAPZ5CuzNjuHI3vnizfn1SRVIVRnUk6IdmaXJZclFye\nXJ9oBAgQIECAAAECBAgQaErg4vTm88nNyVkTenZ4Pjsv2ZXU9tuStWw7srPa7zGruNPqU+2j\n8qpV3I+fJkCAAAECBAgQ6EvgyHS3/o15bgvdbv0SuwszSHcntbx9woDVgN6anJ88mlyaaAQI\nECBAgAABAgQIdCbQeoF0RsazLqk7MOW47st2u5OTp9zeZgQIECBAgAABAgQINCTQeoF0f8bq\n7GTTlGNWM9xVUVUTOGgECBAgQIAAAQIECHQm0HqBdF3G8/TkxuScCWNb9yBtT25Jjk5uSjQC\nBAgQIECAAAECBDoTaH0Wu5qN7sTkquSCZG9SU3s/mDySbE5qFrtTk5OSJ5IrktsSjQABAgQI\nECBAgAABAk0KnJZe3ZBUgVQTMoynHhJ7Z3J1ckqyHm1HdlrHZBa79dC3TwIECBAgQIAAgUMR\naGoWu9bPIA0DXTPZXTJ6U2eN6vlHRyX14Nj9iUaAAAECBAgQIECAAIHDWr8HaaEhPiIrK9X3\nY5PVPGuTn9cIECBAgAABAgQIENgoAr0USGdmQK5N6ozRQ8k9Sc1UV/cjPZbclVyTbEk0AgQI\nECBAgAABAgQ6FejhErsrM7Y7R+O7J8t6LlIVSVUY1aV2NUnD1uSy5KLk8qQmd9AIECBAgAAB\nAgQIECDQlMDF6U1NfnBzctaEntU03+clu5Lafluyls0kDWupbV8ECBAgQIAAAQIrKdDUJA2t\nX2J3YUa+Jmio5e0T/gqqKLo1OT95NLk00QgQIECAAAECBAgQ6Eyg9QLpjIxnXVJ3YMpx3Zft\ndicnT7m9zQgQIECAAAECBAgQaEig9QLp/ozV2cmmKcfs+GxXRVVN4KARIECAAAECBAgQINCZ\nQOsF0nUZz9OTG5NzJoxt3YO0PbklOTq5KdEIECBAgAABAgQIEOhMoPVZ7Go2uhOTq5ILkr1J\nTe39YPJIsjmpWexOTU5KnkiuSG5LNAIECBAgQIAAAQIECDQpcFp6dUNSBVJNyDCex/P+zuTq\n5JRkPdqO7LSOaTUfWlsz8w39ftV6dNI+CRAgQIAAAQIEmhRoaha71s8gDX+BNZPdJaM3ddao\nnn90VFIPjt2frHSrguyvk00r/cN+jwABAgQIECBAgACB1RPopUAaFzwibyp1/9WxSV1WV2eR\nVrLdkx/75qSq6Wnat2SjH5tmQ9sQIECAAAECBAgQILB6Ar0USGeG8IeS1yRbFuCsM0zvTl6f\n/MMCny91VV3KdusSvvTlS9jWpgQIECBAgAABAgQIrJJADwXSlbHbOfLbk2U9F+mh5LGkLrWr\nSRq2JpclFyWXJzW5g0aAAAECBAgQIECAAIGmBC5Ob+pszs3JWRN6VtN8n5fsSmr7mtBgLZtJ\nGtZS274IECBAgAABAgRWUqCpSRrqPpyW24XpXF0+V8vbJ3R0uCTu/GzzaHLphG19RIAAAQIE\nCBAgQIBAowKtF0hnZNzqkroDU47fvmy3Ozl5yu1tRoAAAQIECBAgQIBAQwKtF0j3Z6zOTqad\nbvv4bFtF1R2JRoAAAQIECBAgQIBAZwKtF0jXZTxPT25MzpkwtnUP0vbkluTo5KZEI0CAAAEC\nBAgQIECgM4HWZ7Gr2ehOTK5KLkj2JvclDyaPJJuTmsXu1OSkpJ6JdEVyW6IRIECAAAECBAgQ\nIECgSYHT0qsbkiqQakKG8dRDYu9Mrk5OSdaj7chO65iOWcWd18x8Q79ftYr78dMECBAgQIAA\nAQJ9CTQ1i13rZ5CGP82aye6S0Zs6a1TPPzoqeSDZn2gECBAgQIAAAQIECBA4rJcCaXyo69K6\nytCq4v2q5L8ldTZJI0CAAAECBAgQIECgU4HWJ2kYhvW78uIXktclXzFaeWyWb0v+MflQUkXT\nryV1dkkjQIAAAQIECBAgQIBAcwJVAL49Ge69qWU962hr8p9G6/8oy2uSvxi9/7Msa1a7tWzu\nQVpLbfsiQIAAAQIECBBYSYGm7kFaSZhZ/K3/NQdVRdG7kprF7geTuh+pJmV4Mvmfk/H2+ryp\n7Yf7lcY/W83XCqTV1PXbBAgQIECAAAECqymgQFpN3RX+7Xfm92pK75qQYWivyYsqgv7LsGJs\nWWec9iS/OLZuLV4qkNZC2T4IECBAgAABAgRWQ6CpAqkKgpbbqencHyefHutkXVJXZ48+MrZu\neFnr70m2DissCRAgQIAAAQIECBDoR6D1AqnOBr0yGT+D9C15X/3+6mR+q1n9zkr+bv4H3hMg\nQIAAAQIECBAg0L5A6wVSTdBwfFKX2n1H8n8mP5PUrHVVKL02GVpZ1MQNNbvdnyQaAQIECBAg\nQIAAAQIEmhKoouempO45GlIPh3128pbRuj/P8sZk7+j9H2a51s09SGstbn8ECBAgQIAAAQIr\nJdDUPUitPyi27im6MKmzR9uSu5N3JH+f/LukBvPVyUuTTyU/n9SzkjQCBAgQIECAAAECBDoU\naL1AGob09/KiMt4ezpvvT+osU03msCf5XKIRIECAAAECBAgQINCpQC8F0qThHWaum7SNzwgQ\nIECAAAECBAgQ6ECgzp5oBAgQIECAAAECBAgQIBABBZI/AwIECBAgQIAAAQIECIwEFEj+FAgQ\nIECAAAECBAgQIDASUCD5UyBAgAABAgQIECBAgMBIQIHkT4EAAQIECBAgQIAAAQIjAQWSPwUC\nBAgQIECAAAECBAiMBBRI/hQIECBAgAABAgQIECAwElAg+VMgQIAAAQIECBAgQIDASGCpBdLP\n53vfnmwiSIAAAQIECBAgQIAAgdYEllogfWsAbkr2Jj+TvCjRCBAgQIAAAQIECBAg0ITAUguk\nc9Prf5N8LPnXyQeTDyW17sREI0CAAAECBAgQIECAQJcCX5NevzG5L/l88tnk7cl3JC7BC8IS\n2o5sW4bHLOE7S91022gftZ9XLfXLtidAgAABAgQIECBwEIEjs77+jVknUzZ8W+oZpPEOfzhv\nXpdsTb4hqfuTvi753eTjyZuT5ycaAQIECBAgQIAAAQIENoTAoRRIQweflxfnJS9P6jK7qh4f\nSOqyuzuSKxONAAECBAgQIECAAAECzQpsSc9+JPnzpAqiyt8lO5PTkmpfntyU1Gffn2gHF3CJ\n3cFtfEKAAAECBAgQIDDbAk1dYrdU6ovyhf+S1P1GVfh8Mvn15JXJ4cn89uysqO3eOv8D7+cI\nKJDmcHhDgAABAgQIECCwgQSaKpCetkT4/5jt68zQ/5f8SvK2ZH9ysPZEPrg3uf1gG1hPgAAB\nAgQIECBAgACBWRFYaoH0CznwdyZ1b9E07cFs9NxpNrQNAQIECBAgQIAAAQIE1ltgqZM01Mx0\nVRzVJXXPGzv45+T1r43Wj632kgABAgQIECBAgAABAhtHYKkFUhVC70jenZwz1s2amOF7R+v/\n/dh6LwkQIECAAAECBAgQINCswA3pWU3QUM88+tJ5vayHj96a1KQM9VBSbXoBkzRMb2VLAgQI\nECBAgACB2RJoapKGpZxBqlnqvj35vaSm+P7HZLy9K2++K/lc8t3jH3hNgAABAgQIECBAgACB\njSCwlALpS9KhZyR/NKFj9+ez/5psnbCNjwgQIECAAAECBAgQIDCTAkspkB5JD/42edGEnmzK\nZ6cld03YxkcECBAgQIAAAQIECBCYSYGlFEjVgfckdb/MJfVmXjs2769JtiQ1iYNGgAABAgQI\nECBAgACBDSWw1OcgXZnenZ1cn/zfyUeSh5Oa3e6lyfHJW5ObE40AAQIECBAgQIAAAQLNC9SZ\nol9O7k6eTGrWusrHkh9Ijki0pQmYxW5pXrYmQIAAAQIECBCYHYGmZrFb6hmkGobHkn8xGo/j\nstya3JvUPUoaAQIECBAgQIAAAQIENqzAcgqk8c7uz5u/Gl/hNQECBAgQIECAAAECBDaqwHIK\npG9MZ783OTGpab/r+Ujz269mxXXzV3pPgAABAgQIECBAgACBWRZYaoH0nenM26bo0J9OsY1N\nCBAgQIAAAQIECBAgMFMCSy2Q/kOO/vHksqSm/H4gWajV5A0aAQIECBAgQIAAAQIENpTAUgqk\nY9Kz5yf1rKOa5lsjQIAAAQIECBAgQIBAUwJLeVDsp9LzmqmuziBpG0+gpmIf2kL3jQ2fWRIg\nQIAAAQIECBDoVmApBVJdNlf3Fl2SLOV73eLqOAECBAgQIECAAAECG0tgqYVOPdD0k8nvJOcl\n9QykZy2Qmt1Om10BZ5Bmd2wcGQECBAgQIECAwDoKLLVAekeOtab3/o6kzibdm/zjAnld1mmz\nJTB+id1sHZmjIUCAAAECBAgQIDAjAkuZpKEO+YPJx6c49r+ZYhubECBAgAABAgQIECBAYKYE\nllog/W8zdfQOhgABAgQIECBAgAABAisosNRL7MZ3XfcZvTA5Z7SypgHXCBAgQIAAAQIECBAg\nsGEFllMg1cQMv5XUdN+7k6uTar+eXJU8vd5oBAgQIECAAAECBAgQ2GgCS73E7qR08PakZq6r\n+4yOToZWM6P9RHJh8uLk04lGgAABAgQIECBAgACBDSOw1DNIP5ee1aV125OvTqpYGtpFefGG\n5GuS7xtWWhIgQIAAAQIECBAgQGCjCCy1QHplOvaLyXsX6ODnsm5nsj/5ugU+t2p2BOpsn0aA\nAAECBAgQIECAwDyBpRRIm/Pd45OPzvuN8befzZsPJ7WdNlsCnoM0W+PhaAgQIECAAAECBGZQ\nYCkF0iM5/k8kL5nQjyqi6hK7OyZss94fVfH23OQrk5MTs+8FQSNAgAABAgQIECBA4LDDllIg\nldfNyb9Kfjg5Nhlvz8ybX0uOS941/sEMvD4zx3Bt8kDyUHJPUkXcfcljyV3JNcmWRCNAgAAB\nAgQIECBAgMBUAlUE7Unqcq39SZ1R2pvclDyY1PpfSWapXZmDqeOq3Ju8L/n95DeTKvj+PLk/\nqc//MXltstZtR3ZY+1/Ns1n1vKrB4ZvXuoP2R4AAAQIECBAg0KzAkelZ/Tvz3GZ7uEjHvjSf\n/1JyIBn+wV3LKpB+JDkimZV2cQ6kjq0KobMmHFRNWnBesiup7bcla9nWokB6aTo0jNe3rGXn\n7IsAAQIECBAgQKBpge4LpGF0qxA6Lali4jnDyhlb/kaOpy6fm/bhtXV/Ut1rVQXgWjYF0lpq\n2xcBAgQIECBAgMBKCjRVIC31QbHjkDWt992jjK+fpddn5GDen9TZrmnavmy0O6nJGzQCBAgQ\nIECAAAECBDoTWGqBVBMZPHsKo7q/p7Lere4tOjvZlNQU5Iu1OoNURVX1UyNAgAABAgQIECBA\ngMBEgTpjNNzHcrDlx7LNj078lbX78HtGx/uOLGuSgoO1ugdpe1ITNjyRfH2yls0ldmupbV8E\nCBAgQIAAAQIrKdD1JXZnRnL+1OD1/suSr01+OqkzR7WchXZ9DuLE5KrkgmRvUlN714QSda9R\nPbfphOTU5KSkiqMrktsSjQABAgQIECBAgAABAock8KJ8u84sveaQfmXlv1yTSdyQVIE0/8zX\n41l3Z3J1ckqyHs0ZpPVQt08CBAgQIECAAIGVEOj6DNJigB/KBvWsoVcldVnbrLS6NPCS0cHU\nWaN6mO1RST04dn+iESBAgAABAgQIECBA4IsulztUkppO+1lJXdY2q62mJ6/UpYHHJqv5cNb8\nvEaAAAECBAgQIECAwEYRmH8/0WLHXWddnrFAviTr6jK2X0mq6PivySy1unfq2qTOGD2U3JPc\nkdT9SI8l9aykmrluS6IRIECAAAECBAgQINCpwFKn+f5InL58Eau6nO0ti2yzlh9fmZ3tHO1w\nT5b1XKQqkqowqkvtapKGrcllyUXJ5UlN7tBaq3uvhlaz9mkECBAgQIAAAQIECMwTWGqBdGu+\n/7fzfqPePpnUrHC7kzpTMyv39VycY6ni6JbkJ5Lbk4VaFQw1zfebkt9I/i55X6IRIECAAAEC\nBAgQIECgGYEqduryubo3app2fDaqQu+Xptl4BbdZi1nsXpLjHWbw+9YVPHY/RYAAAQIECBAg\n0LdAU7PYLfUepI029GfkgOuSugNTHvi+bFdnwU6ecnubESBAgAABAgQIECDQkMBSL7GriQye\nvYz+vzXfuXEZ3zvUr9yfHzg72ZR8doofqzNIVVRVPzUCBAgQIECAAAECBDoTWGqBVMXD1yY1\nU121zyUPJyckk278//N8vh7tuuz015Mqzt6QHOw46thfllydHJ3clGgECBAgQIAAAQIECHQm\nsNQC6Xvj897kj5OdSV2O9kRS1x1+Y/LmpO7heU1S64f2yeHFGi9rNrp6JtNVyQXJ3uS+5MGk\njnNzUsXdqclJSR3zFcltiUaAAAECBAgQIECAAIGJAn+aT29ODnbv0pfls8eTH0hmqZ2Wg7kh\nqQJpmKhgWNbx3pnU2aNTkvVoO7LTOp7VfGitSRrWY2TtkwABAgQIECDQvkBTkzQs5QxSzQT3\ndcm/SGpa74VanZ35UPLyZK1nglvoeIZ1d+fFJaM3ddaonn9UD72tB8euxpTkdZ9WPQuq/lim\naVVYagQIECBAgAABAgQIrLPAUgqkuvysHq46aYa3Tfn8eckHk1ltdWldZTVbXVK4OymPaVqd\nPap7uzQCBAgQIECAAAECBDaQwG/mWGtShpcucMw1ucEvJ/WP/W9b4PNZWVUz1T03+cqkir3V\nvKwtPz9Vc4ndVEw2IkCAAAECBAgQmEGBbi+xq7H4qeRlSc0Gd2vyN8mjSV0i9o1JTYjwn5Pf\nT2apnZmD+aGkJo/YssCB1SV4705en/zDAp+3sKoK16HVrH0aAQIECBAgQIAAAQIrIFCzvdVE\nDXW5Xf2je8gn8vqy5J8ks9SuzMEMx3hvXr8vqQKuzoZVP6rYq+cl1Tb/mLw2Weu2FmeQXpxO\nDQ6vXusO2h8BAgQIECBAgECzAk2dQTqUUapC6PTk5UmdQZrFsxIX57iqKKhC6KzkYK2O/bxk\nV1Lbb0vWsimQ1lLbvggQIECAAAECBFZSoKkC6VDO9tSsdjUJwaeTmr2u7kGatXZhDqgun6vl\n7RMOroqiW5Pzk7pk8NKktVZ9HNosFrPDsVkSIECAAAECBAgQWDeB5RRIW3O0v5XU84NqprZ6\nflC1X0+uSqpwmpV2Rg7k/cmBKQ9oX7arPk2aqW/Kn7IZAQIECBAgQIAAAQIbTWCpBVLdf1Rn\nYurStTuSuqdnaHVW4ieSDyRHDSvXeVn3Fp2d1JmuaVrNcFdFVfVNI0CAAAECBAgQIECgM4Gl\nFkg/F59nJNuTr07GL1u7KO/fkHxN8n3JLLTrchB1n9SNyTkTDqiKu+rTLUldKnhT0lpziV1r\nI6o/BAgQIECAAAECKy6wlAfF1s5fmfxi8t56M699Lu93Jj+cfF1yTbLe7focQE09Xpf+XZDs\nTe5LHkweSTYnJySnJnV27InkiuS2RCNAgAABAgQIECBAoDOBpRRIVUzUJWgfnWD02Xz24dF2\nEzZbs4/qrMlPJ29P6uxWzVQ3/0zSJ7Pu48mbkp9NPpZoBAgQIECAAAECBAh0KLCUAqnOuHwi\neUlSD4NdqFURVZfY/dJCH67juprJ7pLR/usYj0vqPqkHkv2JRoAAAQIECBAgQIAAgcOWUiAV\nVz1P6F8lf538ajLenpk3v5pU8fGuZFZbFXqVakckX5HUA2IfTjQCBAgQIECAAAECBAhMLVBF\n0J6kLl2rMy91RmlvUpMa1H09tf5XkllqdQ9SndEaP64q4v7f5NNJHXPdP7U7qfuP1qPtyE7r\nOI5ZxZ2fOdpH7ec1q7gfP02AAAECBAgQINCXQFMPil3O0H1pvlQFx4Gk/rE9pAqkH0nqrMys\ntDrW+5I6xj8dHdSmLD8wWleF0XuS307uHa2rwmmps/vlK4fUFEiHxOfLBAgQIECAAAEC6yjQ\nfYE02FchdFqyLXnOsHLGlm/O8VRx9H8kwwNsf3S07i1Z/k/J0Gpgfzap7V81rFyjpQJpjaDt\nhgABAgQIECBAYMUFui6Qaorvq5Ol3ru04qMw5Q++P9vVBA3jZ4R+N+/3JXUmaX6r7fYkb5z/\nwSq/VyCtMrCfJ0CAAAECBAgQWDWBpgqk8cJhMbE6A/N9ybcl9bygjdCqkPtg8uTYwdZldVUE\n1ZTk81tt9/Hk+fM/8J4AAQIECBAgQIAAgfYFllIgfSYcjyZHJ4dvEJq61+hVybPGjvfWvH5B\nsmVs3fCyLrl7cfKXwwpLAgQIECBAgAABAgT6EVhKgVT35nzHiOYdWf6z5HlJPVdofob7ffLR\nurZrs/c6lg8l20dH8p+zrMLpt5Lxe6delPdVPNXZsboMTyNAgAABAgQIECBAgMBEgffm03pm\nUBVLk/KT+XxW2v+SA/lUUpfP1ZmhX07+0+h9nRX7SPL3SfWntqn7gda6rcU9SFUADmP27Wvd\nQfsjQIAAAQIECBBoVqCpe5AWm2zh9AzjPUlN6V3tjqQmOFisfXSxDdbw81/Jvt6Z/Jvke5JL\nk2Eq8k15/VXJ48lvJm9I6iG4GgECBAgQIECAAAECBL5I4JNZU9NhD+1H8+IbhjcbdFnF0cnJ\nS5OvTZ6ZrHdbizNI/zSdHM4gXbjeHbZ/AgQIECBAgACBZgSaOoM06R6kOrtSnR2fzKAeBPvy\nDT6UNYvd3uQvkjpb9HCiESBAgAABAgQIECBAYOLzjGoa7A8l35q8Lalios62nJe8PpnUarKD\nijY7AnX2aGgbZRbC4XgtCRAgQIAAAQIECMyEwDfnKPYnw6VZ0y5/ciaOfuMcxFpcYvfCsXH8\n5xuHxpESIECAAAECBAjMuEBTl9gtNknDLRmMrUlN511nj34j+YPkrcmkdvekD31GgAABAgQI\nECBAgACBWRRYrECqY64zSLePDr6W70/+aPTeggABAgQIECBAgAABAs0ITFMgjXf21eNvvCZA\ngAABAgQIECBAgEBLApNmsWupn/pCgAABAgQIECBAgACBRQUUSIsS2YAAAQIECBAgQIAAgV4E\nFEi9jLR+EiBAgAABAgQIECCwqIACaVEiGxAgQIAAAQIECBAg0IuAAqmXkdZPAgQIECBAgAAB\nAgQWFVAgLUpkAwIECBAgQIAAAQIEehFQIPUy0vpJgAABAgQIECBAgMCiAgqkRYlsQIAAAQIE\nCBAgQIBALwIKpF5GWj8JECBAgAABAgQIEFhUQIG0KJENCBAgQIAAAQIECBDoRUCB1MtI6ycB\nAgQIECBAgAABAosKKJAWJbIBAQIECBAgQIAAAQK9CCiQehlp/SRAgAABAgQIECBAYFEBBdKi\nRDYgQIAAAQIECBAgQKAXAQVSLyOtnwQIECBAgAABAgQILCqgQFqUyAYECBAgQIAAAQIECPQi\noEDqZaT1kwABAgQIECBAgACBRQUUSIsS2YAAAQIECBAgQIAAgV4EFEi9jLR+EiBAgAABAgQI\nECCwqIACaVEiGxAgQIAAAQIECBAg0IuAAqmXkdZPAgQIECBAgAABAgQWFVAgLUpkAwIECBAg\nQIAAAQIEehFQIPUy0vpJgAABAgQIECBAgMCiAgqkRYlsQIAAAQIECBAgQIBALwIKpF5GWj8J\nECBAgAABAgQIEFhUQIG0KJENCBAgQIAAAQIECBDoRUCB1MtI6ycBAgQIECBAgAABAosKKJAW\nJbIBAQIECBAgQIAAAQK9CCiQehlp/SRAgAABAgQIECBAYFEBBdKiRDYgQIAAAQIECBAgQKAX\nAQVSLyOtnwQIECBAgAABAgQILCqgQFqUyAYECBAgQIAAAQIECPQioEDqZaT1kwABAgQIECBA\ngACBRQUUSIsS2YAAAQIECBAgQIAAgV4EFEi9jLR+EiBAgAABAgQIECCwqIACaVEiGxAgQIAA\nAQIECBAg0IuAAqmXkdZPAgQIECBAgAABAgQWFVAgLUpkAwIECBAgQIAAAQIEehFQIPUy0vpJ\ngAABAgQIECBAgMCiAgqkRYlsQIAAAQIECBAgQIBALwJP66WjY/08Pq+PS56ePJY8nDyeaAQI\nECBAgAABAgQIdC7QyxmkMzPO1yYPJA8l9yR3JPclVSTdlVyTbEk0AgQIECBAgAABAgQ6Fejh\nDNKVGdudo/Hdk+X7kyqSqjCqM0knJFuTy5KLksuT6xONAAECBAgQIECAAAECTQlcnN58Prk5\nOWtCzw7PZ+clu5Lafluylm1Hdlb7PWYVd/rC0T5qP/98FffjpwkQIECAAAECBPoSODLdrX9j\nnttCt1u/xO7CDNLdSS1vnzBgNaC3JucnjyaXJhoBAgQIECBAgAABAp0JtF4gnZHxrEvqDkw5\nrvuy3e7k5Cm3txkBAgQIECBAgAABAg0JtF4g3Z+xOjvZNOWY1Qx3VVTVBA4aAQIECBAgQIAA\nAQKdCbReIF2X8Tw9uTE5Z8LY1j1I25NbkqOTmxKNAAECBAgQIECAAIHOBFqfxa5mozsxuSq5\nINmb1NTeDyaPJJuTE5JTk5OSJ5IrktuSllsVhBoBAgQIECBAgAABAp0KnJZ+35BUgVQTMoyn\nHhJ7Z3J1ckqyHm1HdlrHtJqz2H3taB+1n5rOXCNAgAABAgQIECCwEgJNzWLX+hmkYcBrJrtL\nRm/qrFE9/+iopB4cuz/RCBAgQIAAAQIECBAgcFjr9yAtNMRHZGWl+n5ssppnbfLzM9PqzNHQ\nXGI3SFgSIECAAAECBAgQGBPopUA6M32+NqkzRg8l9yQ1U13dj/RYcldyTbIl0QgQIECAAAEC\nBAgQ6FSgh0vsrszY7hyN754s67lIVSRVYVSX2tUkDVuTy5K6N+fypCZ30AgQIECAAAECBAgQ\nINCUwMXpTV1adnNy1oSe1SVn5yW7ktp+W7KWbS0mafjqdKj6VikXjQABAgQIECBAgMBKCDQ1\nSUPrl9hdmBGvCRpqefuE0a+i4dbk/OTR5NJEI0CAAAECBAgQIECgM4HWC6QzMp51Sd2BKcd1\nX7bbnX+CrSgAADorSURBVJw85fYbdTOTNGzUkXPcBAgQIECAAAECqyrQeoF0f/TOTjZNqXh8\ntquiqiZwaK3VWTKNAAECBAgQIECAAIEJAq0XSNel76cnNybnTHCoMyrbk1uSo5ObEo0AAQIE\nCBAgQIAAgc4EWp/FrmajOzG5Krkg2ZvU1N4PJo8km5Oaxe7U5KTkieSK5LZEI0CAAAECBAgQ\nIECgM4HWC6S6rOynk7cnb0hqprr5Z5I+mXUfT96U/GzyseRQ21H5gR3Jpil/aP4xTfm1ZW/m\nHqRl0/kiAQIECBAgQIBAywKtF0jD2NVMdpeM3tRZo3r+URUx9eDY/clKt2flB1+b1JSH07Ta\nfrWbe5BWW9jvEyBAgAABAgQIbHiBXgqk8YE6Im8qdf/VsUldVvd4spJtb37s3CX8YJ1tessS\ntrcpAQIECBAgQIAAAQKrIND6JA0D2Zl5cW1SZ4weSu5Jaqa6uh/pseSu5JpkS9JqGz+D5BK7\nVkdZvwgQIECAAAECBA5JoIczSFdGaOdIaU+W9VykKpKqMKpL7WqShq3JZclFyeVJTe6gESBA\ngAABAgQIECBAoCmBi9ObOnNyc3LWhJ7VGZWawGFXUttvS9ay1SV2td9jVnGnXznaR+3nu1dx\nP36aAAECBAgQIECgL4G6777+jbmUW0xmVqj1S+wujHxN0FDL2yeMQg3orcn5yaPJpUlrrfo4\nNJfYDRKWBAgQIECAAAECBMYEWi+Qzkhf65K6A2N9nvRyXz7cnZw8aSOfESBAgAABAgQIECDQ\npkDrBdL9Gbazk2mfR3R8tq2iqiZwaLk5g9Ty6OobAQIECBAgQIDAsgVaL5Cui8zpyY3JpIex\nVsGwPbklOTq5KdEIECBAgAABAgQIEOhMoPVZ7Go2uhOTq5ILkno+UU3t/WDySLI5qVnsTk1O\nSuqZSFcktyWttfF7kFrrm/4QIECAAAECBAgQILAEgdOy7Q1JFUhVKIynHhJ7Z3J1ckqyHm1H\ndlrHtJqz2D1/tI/az2sTjQABAgQIECBAgMBKCDQ1i13rZ5CGAa+Z7C4ZvamzRvX8o6OSenDs\n/kQjQIAAAQIECBAgQIDAYb0USONDXZfWVYa2JS+elfxt8uSw0pIAAQIECBAgQIAAgf4EWp+k\nYZoR/d+z0d8kz5xm40a2MYtdIwOpGwQIECBAgAABAisr0PoZpJqye7H7eoZnHr0k2w5nlj6W\n1zWZg0aAAAECBAgQIECAQEcCrRdIv5ax/KdTjmdN8T20n8yLncObRpY1OYNGgAABAgQIECBA\ngMAEgdYLpF9K3386qQkZ3pHUpXTz2yuy4qXJzyWfGn3Y4jTfo65ZECBAgAABAgQIECDQs8DX\npPN/mXwy+ZFk/v03b8y6OrtyQrJebS2m+f6KdK76Wfme9eqo/RIgQIAAAQIECDQn0NQ03z1M\n0vDh/AnWGaL/J/nZ5A+S4b6jvNQIECBAgAABAgQIECDwlEAPBVL19EBSs9V9U/JVyV8l3530\n1ManMO9l3HsaX30lQIAAAQIECBBYAYHe/qH8xzGrme3eldyQXJ8cn/TQxidpmH+ZYQ/910cC\nBAgQIECAAAECiwq0PknDQgD7svK7kt9PfiHZnGgECBAgQIAAAQIECBA4rLczSOND/ta8qSnA\nfyf5k+SzScvNGaSWR1ffCBAgQIAAAQIEVkSgxzNI43B/lzcXj6/wmgABAgQIECBAgACBfgV6\nPoPU26g7g9TbiOsvAQIECBAgQIDAkgUUSEsm27BfUCBt2KFz4AQIECBAgAABAmsloEBaK+n1\n348Caf3HwBEQIECAAAECBAjMuIACacYHaAUPz3OQVhDTTxEgQIAAAQIECLQpoEBqc1z1igAB\nAgQIECBAgACBZQgokJaB5isECBAgQIAAAQIECLQpoEBqc1wX6pV7kBZSsY4AAQIECBAgQIDA\nmIACaQzDSwIECBAgQIAAAQIE+hZQIPU9/npPgAABAgQIECBAgMCYgAJpDMNLAgQIECBAgAAB\nAgT6FlAg9T3+ek+AAAECBAgQIECAwJiAAmkMw0sCBAgQIECAAAECBPoWUCD1M/5msetnrPWU\nAAECBAgQIEBgmQIKpGXC+RoBAgQIECBAgAABAu0JKJDaG1M9IkCAAAECBAgQIEBgmQIKpGXC\n+RoBAgQIECBAgAABAu0JKJDaG9OD9cg9SAeTsZ4AAQIECBAgQIDASECB5E+BAAECBAgQIECA\nAAECIwEFkj8FAgQIECBAgAABAgQIjAQUSP4UCBAgQIAAAQIECBAgMBJQIPXzp+AepH7GWk8J\nECBAgAABAgSWKaBAWiacrxEgQIAAAQIECBAg0J6AAqm9MT1Yj54c+8C4j2F4SYAAAQIECBAg\nQGAQ8A/lQaL9pQKp/THWQwIECBAgQIAAgUMUUCAdIuAG+roCaQMNlkMlQIAAAQIECBBYHwEF\n0vq4r8deTdKwHur2SYAAAQIECBAgsKEEFEgbargcLAECBAgQIECAAAECqymgQFpN3dn6bWeQ\nZms8HA0BAgQIECBAgMAMCiiQZnBQVumQFEirBOtnCRAgQIAAAQIE2hFQILUzlov15HNjGxj3\nMQwvCRAgQIAAAQIECAwC/qE8SFgSIECAAAECBAgQINC9gAKpzz+Bw/vstl4TIECAAAECBAgQ\nmCygQJrs41MCBAgQIECAAAECBDoSUCD1M9gmaehnrPWUAAECBAgQIEBgmQIKpGXCbcCvPTl2\nzMZ9DMNLAgQIECBAgAABAoOAfygPEu0vx88gtd9bPSRAgAABAgQIECCwDAEF0jLQGviKSRoa\nGERdIECAAAECBAgQWHkBBdLKm/pFAgQIECBAgAABAgQ2qIACaYMOnMMmQIAAAQIECBAgQGDl\nBRRIK2/qFwkQIECAAAECBAgQ2KACCqQNOnAOmwABAgQIECBAgACBlRdQIK286az+4vgsdiZp\nmNVRclwECBAgQIAAAQLrKqBAWld+OydAgAABAgQIECBAYJYEFEizNBqreyzOIK2ur18nQIAA\nAQIECBBoQECB1MAgTtmFJ8e2M+5jGF4SIECAAAECBAgQGASeNrzoaHl8+npc8vTkseTh5PFE\nI0CAAAECBAgQIECgc4FeziScmXG+NnkgeSi5J7kjuS+pIumu5JpkS6IRIECAAAECBAgQINCp\nQA9nkK7M2O4cje+eLN+fVJFUhVGdSToh2ZpcllyUXJ5cn7TW3IPU2ojqDwECBAgQIECAAIEl\nClyc7aswuDk5a8J3a9rr85JdSW2/LVnLtiM7q/0es4o7rbOFtY/K/7WK+/HTBAgQIECAAAEC\nfQkcme7WvzHPbaHbrV9id2EG6e6klrdPGLAa0FuT85NHk0sTjQABAgQIECBAgACBzgRaL5DO\nyHjWJXUHphzXfdlud3LylNtvpM2eHDvY1sd9rKteEiBAgAABAgQIEJheoPV/KN8firOTTVOS\n1Ax3VVTVBA4tt7qkUCNAgAABAgQIECBAYJ5A6wXSdenv6cmNyTnz+j7+tgqG7cktydHJTUmL\nbTiL1Pq4tzh2+kSAAAECBAgQILAGAq3PYlez0Z2YXJVckOxNamrvB5NHks1JzWJ3anJS8kRy\nRXJb0mKre62qKZCecvBfAgQIECBAgAABAl0KnJZe35BUgVRFwnjqIbF3JlcnpyTr0XZkp3VM\nqzmLXfXrM6P9vKHeaAQIECBAgAABAgRWQKCpWexaP4M0jHfNZHfJ6E2dNarnHx2V1INj9ye9\nNJfY9TLS+kmAAAECBAgQILAsgR4vtToiUpXq+7HJap+1yS5mpg2X2JmkYWaGxIEQIECAAAEC\nBAjMkkAvBdKZQb82qTNGDyX3JDVTXd2P9FhyV3JNsiXRCBAgQIAAAQIECBDoVKCHS+yuzNju\nHI3vnizruUhVJFVhVJfa1SQNW5PLkouSy5Oa3KHF5gxSi6OqTwQIECBAgAABAgSmFLg421VR\ncHNy1oTv1CVn5yW7ktp+W7KWba0mafhkOlX9e+Nads6+CBAgQIAAAQIEmhZoapKG1i+xuzB/\nincntbx9wp9lFQ23JucnjyaXJhoBAgQIECBAgAABAp0JtF4gnZHxrEvqDkw5rvuy3e7k5Cm3\ntxkBAgQIECBAgAABAg0JtF4g3Z+xOjvZNOWYHZ/tqqiqCRxabHWmrJpZ7J5y8F8CBAgQIECA\nAAECcwRaL5CuS29PT25MzpnT87lvqmDYntySHJ3clGgECBAgQIAAAQIECHQm0PosdjUb3YnJ\nVckFyd6kpvZ+MHkk2ZzULHanJiclTyRXJLclGgECBAgQIECAAAECnQm0XiDVJWU/nbw9eUNS\nM9XNP5NUM7t9PHlT8rPJx5KVaHXmqmb0mKat1T1PLrGbZjRsQ4AAAQIECBAg0K1A6wXSMLA1\nk90lozd11qief3RUUg+O3Z+sdPuK/OBHklm712cokFq/tHKlx9PvESBAgAABAgQIdCLQS4E0\nPpxH5E2lioRjk7qs7vFkJdt/y49VETatb00r/jMreQAH+a3qa7Xqv0aAAAECBAgQIECAwDyB\naf8BP+9rG+7tmTniH0pek2xZ4OjrDNO7k9cn/7DA58tZVc9TmrbVZX5r0Z4c7cQZpLXQtg8C\nBAgQIECAAIENJ9BDgXRlRmXnaGT2ZFnPRXooeSypszw1ScPW5LLkouTypCZ3aLF9btSpHsa9\nxfHTJwIECBAgQIAAAQKHJHBxvl333dycnDXhl+peofOSXUltvy1Zy7YjO6v9HrPKO63JKGo/\nb1nl/fh5AgQIECBAgACBfgRqYrL6N+a5LXS59UutLswg3Z3U8vYJA1YDemtyflKXxl2atNg+\nM+qUM0gtjq4+ESBAgAABAgQIHLJA6wXSGRGqS+oOTCm1L9vtTtZq2u0pD2vFNqtCsFrr4/5U\nL/2XAAECBAgQIECAwBIFWv+H8v3xODvZNKXL8dmuiqo7ptx+o2325OiAWx/3jTYujpcAAQIE\nCBAgQGBGBFr/h/J1ca4Htt6YzH9A7PgQ1D1I25NbkqOTm5IWm0kaWhxVfSJAgAABAgQIEFgx\ngdbvRanZ6E5MrkouSPYm9yUPJo8km5Oaxe7U5KSknhN0RXJb0mLzHKQWR1WfCBAgQIAAAQIE\nCCxR4LRsf0NSBVLdhzOeekjsncnVySnJerQd2Wkd02rPYvfXo/38znp00j4JECBAgAABAgSa\nFGhqFrvWzyANf4E1k90lozd11qief3RU8kCyP+mlOYPUy0jrJwECBAgQIECAwLIEeimQBpy6\n56ourass1I7IyiqgPpV8eqENNvg69yBt8AF0+AQIECBAgAABAqsr0PokDaX37ORtyUNJFUbv\nSb4+Wai9MCtru9ct9GED6z476kNvhXEDQ6cLBAgQIECAAAECayHQeoF0bBB3Jd+Z1NmhmqDh\n5cmtyRuS3lrd51StZu3TCBAgQIAAAQIECBCYJ9B6gfRv09+aeGFn8mVJTfn9kqQmK/jx5M1J\nT81zkHoabX0lQIAAAQIECBBYskDrBdK2iNREDFclj450PpDlecmfJT+aVBHVSxvuQaqzaRoB\nAgQIECBAgAABAvMEWi+QTk5/qxAaZm8bul8z131bsjt5Y1KX4PXQFEg9jLI+EiBAgAABAgQI\nLFug9QLp3sh8U1JTes9vNWHDtyZ1X9J1ycEmbshHzTSX2DUzlDpCgAABAgQIECCwGgKtF0h/\nFLR65tFPJc9ZALAeHPuqpC6/e2fy6qTl9plR557ecif1jQABAgQIECBAgMByBVovkH4hMB9J\n6l6jjyXfncxvH82K85M6u1L3KlVrdZa34VJD9yA9Nc7+S4AAAQIECBAgQGCOQOsFUj3s9Zzk\n55I9yXAGJS/ntA/l3YuTW+asbe+Ne5DaG1M9IkCAAAECBAgQILBsgWkKwpoGvB4Yu5ZtR3ZW\nzyg6ZpV3+tuj/dQ05xoBAgQIECBAgACBlRA4Mj9S/5Y9dyV+bL1/42nrfQBrvP9hkoJJu60H\ny7banEFqdWT1iwABAgQIECBAYEUEpjmjsiI78iMzITDcg9RbYTwT+A6CAAECBAgQIEBg9gUU\nSLM/Rit5hM4graSm3yJAgAABAgQIEGhOQIHU3JBO7NCB0afPmLiVDwkQIECAAAECBAh0KqBA\n6mvghwJpU1/d1lsCBAgQIECAAAEC0wkokKZzamWrYZIKz0FqZUT1gwABAgQIECBAYEUFFEgr\nyjnzP2aShpkfIgdIgAABAgQIECCwngIKpPXUX/t9f3a0S7PYrb29PRIgQIAAAQIECGwAAQXS\nBhikFTzEoUByD9IKovopAgQIECBAgACBdgQUSO2M5TQ9Mc33NEq2IUCAAAECBAgQ6FZAgdTX\n0A+TNFSvTdTQ19jrLQECBAgQIECAwBQCCqQpkBra5Oixvhwz9tpLAgQIECBAgAABAgQioEDq\n689gy1h3jx177SUBAgQIECBAgAABAhFQIPX1Z/AXY939/NhrLwkQIECAAAECBAgQiIACqa8/\ng2EWu+q1mez6Gnu9JUCAAAECBAgQmEJAgTQFUkObjBdInoXU0MDqCgECBAgQIECAwMoIKJBW\nxnGj/MrjYwe6eey1lwQIECBAgAABAgQIRECB1NefwafGuvv0sddeEiBAgAABAgQIECAQAQVS\nX38GB8a6e+TYay8JECBAgAABAgQIEIiAAqmvP4PxAukZfXVdbwkQIECAAAECBAgsLqBAWtyo\npS0eHuvMM8dee0mAAAECBAgQIECAQAQUSH39GYxP0nBMX13XWwIECBAgQIAAAQKLCyiQFjdq\naYtHxjpz3NhrLwkQIECAAAECBAgQiIACqa8/g/EC6Uv66rreEiBAgAABAgQIEFhcQIG0uFFL\nWzyRzgwTNSiQWhpZfSFAgAABAgQIEFgRAQXSijBuqB/ZNzpakzRsqGFzsAQIECBAgAABAmsh\noEBaC+XZ2sfwsNijZuuwHA0BAgQIECBAgACB9RdQIK3/GKz1EQwz2bnEbq3l7Y8AAQIECBAg\nQGDmBRRIMz9EK36AwyV2x6/4L/tBAgQIECBAgAABAhtcQIG0wQdwGYf/+dF3vnIZ3/UVAgQI\nECBAgAABAk0LKJCaHt4FOzdcWvelC35qJQECBAgQIECAAIGOBRRI/Q3+rlGXa8pvjQABAgQI\nECBAgACBMQEF0hhGJy/vHfWzZrEzk10ng66bBAgQIECAAAEC0wkokKZzammrx8Y6c9zYay8J\nECBAgAABAgQIdC+gQOrvT+D+sS6fMvbaSwIECBAgQIAAAQLdCyiQ+vsT+MRYl58z9tpLAgQI\nECBAgAABAt0LKJD6+xP42FiXTx577SUBAgQIECBAgACB7gUUSP39CdyXLn9u1O2t/XVfjwkQ\nIECAAAECBAgcXECBdHCbVj+p6b0/Nerct7XaSf0iQIAAAQIECBAgsBwBBdJy1Db+dx4ddeGk\njd8VPSBAgAABAgQIECCwcgIKpJWz3Ei/9O6NdLCOlQABAgQIECBAgMBaCSiQ1kp6tvbz0dHh\nPCtLEzXM1tg4GgIECBAgQIAAgXUUUCCtI/467vpvx/b93LHXXhIgQIAAAQIECBDoWkCB1Ofw\n/+VYt1839tpLAgQIECBAgAABAl0LKJD6HP46g3Rg1PXn90mg1wQIECBAgAABAgS+WECB9MUm\nvaz53VFHn5dl3YukESBAgAABAgQIEOheQIHU75/Ab426vinLHf0y6DkBAgQIECBAgACB/yGg\nQPofFr292pUOf37U6Zf21nn9JUCAAAECBAgQILCQgAJpIZU+1u1NN/eMuvo1fXRZLwkQIECA\nAAECBAhMFlAgTfZp/dP3jjr4gixf23pn9Y8AAQIECBAgQIDAYgIKpMWE2v78renecJndlW13\nVe8IECBAgAABAgQILC6gQFrcqOUt/iCdG56JVGeRXtVyZ/WNAAECBAgQIECAwGICCqTFhNr/\nvB4UW2eRDk9+O3laohEgQIAAAQIECBDoUkCB1OWwz+n0H+bdB0Zrjsvy9+Z86g0BAgQIECBA\ngACBjgQUSB0N9oSufnM+OzD6/NVZ/uCEbX1EgAABAgQIECBAoFkBBVKzQ7ukjj2Yrb8/GS61\n+/m8/meJRoAAAQIECBAgQKArAQVSV8M9sbO/mU9/dbRF/V28M/mx0XsLAgQIECBAgAABAgQI\nrJnAjuypzt4cs2Z7PPiO3jM6ljqeJ5O/TU5ONAIECBAgQIAAAQILCRyZlfVvx3MX+nCjrXMG\naaON2Oof7yuyi99J6o+8ZrZ7fnJv8htJ/fFrBAgQIECAAAECBAgQWFWBWTqDNHT0VXnxaFKF\n0pDP5fVtyXMTjQABAgQIECBAgEAJOIPk76ALgXell5uTtyZ1qV21OuO4Lbk7eSips0rPTzQC\nBAgQIECAAAECBAismMCO/FKdpZmFe5AW6tSxWVnF0GeS4WzSsKziqc40/XHynckRiUaAAAEC\nBAgQINCPQFNnkPoZttnu6awXSON6r8+bjydVGA1F0viy1n8yuTOph87+u+SMxP1uQdAIECBA\ngAABAg0KKJA2+KAen+N/bvKVSc3ONgtnbTZSgRSyL7Sn5781DXhN4FD3Jo0XSQu9rsLps0md\nbbov2ZXckPxUcknygqT+j0sjQIAAAQIECBDYWAJNFUhP21j2yz7aM/PNH0pek2xZ4Ffuzrp3\nJ3V25B8W+NyqLxY4kFVvHqU+/YbkB5LtSRnX39bhydDqda2ry/UqVZy+OJnfqriqYqqKrkpd\n1vfp5PFR9mVZqYfb1n1Qf5/cP3pd62v8att6XQVZ/ZZGgAABAgQIECBAYCqBHgqkKyOxc6Sx\nJ8v3J/UP68eS45ITkq3JZclFyeXJ9Ym2NIE/yeaVodW9SFUAvSJ5WfKC5MTk6GR+8ZRV/71V\nIVXfHe5lekZe1zgtp1WxNbTh9VCAjS+rEKv2RFIFVRVW9Xkta10ta5taV8XaULx9Kq9r+yoW\nK/V5bV8FWi2rL7XNsF1efuH7dQlifa9a/d7wvtbVpYj1/pGkvl+tlvXbVRTWsVQrn1pX3xmK\n+vrusK6+U3/jdVzVht8YlrWu9q0RIECAAAECBAiMCbReIF2cvu5Mbkl+Irk9WajVPxq3J29K\najKCv0vel2jLF6gi4s9HWehX6izSVyUvTM5Inpc8J6mC9ZikCqNNSRUC9Q//GqNqw/Kpd5P/\nO77t+Ouh+Jr87bY+rcKp2rjDsO6pTw7tv0v9raVuP350Q3E5vm65r+u3DuVYFtvv8Pu1j3H7\nxb5Xnw/HNf97C/3WYuvq8yraF/rNxb5bx1JtVrar/5Fg/G+gfMb7NRznsK6Ovdr4dk+tWfq6\nlfiNYd9LOabx70z7ernHWt+r//9dZ+/H23J/r35jKd+t7Yexq+8Nbdp1tf3wNzB8d6nravvl\n7Hs4xvHvr9S64TfHf+9g6w62fhiHYTm+3XLX1W+MH9PgNmndsM34d4f9D8tpjq22GVrtb/x3\na/2hrBt+dynLYX/DcvwYplk37GswGJa1fng9LJe6rv7//83JD9cXtcUFCrrlVsXO1yVfnQz/\nS/qk/tb9SfcmdQapLhdbbntuvvjepP6BP007KhttTursSp1t0BYWqMLmS5JTkzqr9Oykiqpa\nll+te2ZSjmVay6HQenpe1/ePHC2r6BqKr3pdrf7voTL+fvz/qQ3b1Lrh9eilBQECBAgQIEBg\npgVelKP7y1U6wvr3Vf1be1tSV2tt6Nb6GaQ6M1GDNE1xVAO5L9mdnFxvDqF9LN+tKr3+WKZp\nL8hG/yGp/9VOO7hA+Tw8ysG3Wt1PhuKpit8qwKqgqqKtCrBqtf5ZX3j11H/qjNhQiNX/6l1F\neBVvw5mF+o36fv3OsK7OoFWGdbW+fqMKwPq/2WG7vPzC39j4tvWdarVdFYfD+zruobCrZX0+\nFI1DETgs89EXtq2/39pu+I1av1CrPtd2462+M+xvfH29rmMZfnfSdvO/N3y3LMaPadjPctZN\nc9zTHONC29S6IQv1Zbnrhn0Ny/qd4fWwHNYN+6j1lRba0I9hWX06lL+B4bv1O8NvLnfd+PeG\n39uI6+rYh1Ym1YdhWeuH18PyYOtqfbXx7Z5as3HWDcc+LMf7Y93ccRw8huVgNYz58H8L9fnQ\n1mJd7Wv4Gx722+O6j6fTd44DeN2vwB+m63+TTHsmp/7xWvd+/MdkLdu52Vn9H++0BdVaHpt9\nESBAgAABAgQIEJgkUP+GrX/L1r9pN3wb/tfwDd+Rg3Tguqw/PbkxOecg29Tq+l8ztid1r1L9\nL/o3JRoBAgQIECBAgAABAp0JzL+8pLXuX58O1cxpVyUXJHuT+5IHkzpTVPet1CVQpyYnJXUT\n2xXJbYlGgAABAgQIECBAgACBJgVOS69uSKpAqtN/46kpmeuazKuTU5L1aC6xWw91+yRAgAAB\nAgQIEFgJgaYusWv9DNIw4HfnxSWjN8NsZ3Wj/APJ/tF6CwIECBAgQIAAAQIEOhfopUAaH+a6\ntK6iESBAgAABAgQIECBAYI5A65M0zOmsNwQIECBA4P9v726grSrrPI6jIAgKglri2zgDvhAE\niphpS4V8Kc3MkcysTHqR3sYKNV25FjOaZVHOqnHKpjWTuTQ1LSFfJzQHkNJUMrMwUhzxFcF3\nRVEBYX6/e5/HHrb77Hs33H3n7HO+z1o/9t7Pfs4+z/6c7eH87z4XEUAAAQQQQKBIgAKpSId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      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# change type and line width lwd\n",
    "plot(freqlist$FREQUENCY, \n",
    "     type=\"l\", \n",
    "     lwd=2, \n",
    "     xlab=\"index of word types\", \n",
    "     ylab=\"frequency\",\n",
    "     cex=0.6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "constitutional-thriller",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-08T18:19:47.446102Z",
     "start_time": "2021-03-08T18:19:47.378Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AgQIECAAAEC7QsokNq3siYBAgQIECBAgAABAg0XUCA1/AQ7PAIECBAgQIAAAQIE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ABrLLgEeACgtPs0v490+/f+SRpVOVEHXR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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# show first 20 and plot label\n",
    "plot(freqlist$FREQUENCY[1:20],\n",
    "     xlab=\"index of word types\",\n",
    "     ylab=\"frequency\",\n",
    "     col=\"white\")\n",
    "text(freqlist$FREQUENCY[1:20], \n",
    "     labels = freqlist$WORD[1:20],\n",
    "     cex=0.7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "solar-craft",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-08T18:20:15.090443Z",
     "start_time": "2021-03-08T18:20:15.020Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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rHK74urBNCg0BBBBAAAEEEEAAAQSyJDBJ2/EQLyZpyBy4zwjdqbyv\nvKX8u2LjoxS3PgMGDHhRZ5A8McMGZaGSeGHhNXrt2e8eVWgIIIAAAggggAACbQuEapKGtrvJ\nJ9kUoEDKvPbZWqWn6o63wXriYuij9+bNm3fYM88803z99dePjC/U4tH3TvI/eBoCCCCAAAII\nIIBA2wIUSG3b8Ek7BSiQ2gmX5GtV+uxBZYhSpsxRHlZ2aXV1da/X19dftcubvEAAAQQQQAAB\nBBBIRyBUBRKTNKRz6Fk2nwS+oJ31LHb3KLcrLyi+3qhle1JvjG35Jq8RQAABBBBAAAEEoilA\ngRTN4x6FXrs4+rZytOJ7In1L8WQNu7Tm5uaZemPMjBkzfE8kGgIIIIAAAggggEDEBSiQIv4D\nEPXuNzY2PiOD4n333Xd01C3oPwIIIIAAAggggECnThRI/BREWmDUqFGewa5Gs9mNizQEnUcA\nAQQQQAABBBDYKUCBxA8CAp06cR0SPwUIIIAAAggggAACOwUokPhBiLyAr0PSGaTBlZWVH4s8\nBgAIIIAAAggggEDEBSiQIv4DQPc7dXriiSc8w92q7t27M5sdPxAIIIAAAggggEDEBSiQIv4D\nQPc7dZoyZUqTziLNkgXXIfEDgQACCCCAAAIIRFyAAiniPwB0/x8CHmannKZXnTFBAAEEEEAA\nAQQQiK5AugXSz0V1rlIcXTJ6HkYBTfc9S9ch9a2trR0Wxv7RJwQQQAABBBBAAIHUBNItkM7S\naqcrK5WfKr4BJw2BvBfQdN/v6AzSS0z3nfeHkg4ggAACCCCAAAJ7JJBugTRCW/uWskK5UvHF\n7S8qfq+vQkMgnwWY7jufjx77jgACCCCAAAIIZEAg3QLpA23zNuU45Wjlf5X9lVsVn1V6SDlf\nYQieEGh5J+DpvstmzpzZI+/2nB1GAAEEEEAAAQQQyIhAugVS4kYX6sV3lYOVkxVfn1Sq/EV5\nR/mJcoRCQyAvBLZs2TJPw+yaevbsWZ4XO8xOIoAAAggggAACCGRcYE8KpPjOHK4nY5STFA+z\na1Z8psnD7hYp1yo0BAIvUF5evlVnkOZwHVLgDxU7iAACCCCAAAIIdJhAewukPtqjbyj1yuvK\n9cp+sceP6/FTigunR5TrlC8qNATyQcDD7LgfUj4cKfYRAQQQQAABBBAIgMDntA+PKTsUnyna\nrPxJOVVp7f4xB+h9L/dHhda2wCR9ZCeufWnbKCufVFVVfaq+vr65urp6YFY2yEYQQAABBBBA\nAIH8F+iiLvh3WU/olvct3TNIN6nHnur7eWWy0k/5vPKUYpSWrUFvLFPmt/yA1wgEUUDTfS/U\ndUgri4qKzgji/rFPCCCAAAIIIIAAAh0rUJTm6n+h5WcovrYolbZKCx2SyoIsg0CABJ5UkTRW\n+zM1QPvEriCAAAIIIIAAAghkQSDdM0iemc7FkYfUHZ6wfwfq+R9i7ye8zVME8k9AxZGvQzql\noqKiMP/2nj1GAAEEEEAAAQQQ2BOBdAskF0IPK7OV4QkbPkzPvxB7//qE93mKQN4JbNq0yT/f\nvQ466KDEn/G86wc7jAACCCCAAAIIIJC+QLoF0i3axJmKh9o9mbC5Kj33kKR5yn8pZUpQ277a\nsUOUo5T+ChMjCIH2T4HTTjvNQ0P/WlBQwGx2/2ThGQIIIIAAAgggEAmBdAokz1J3rvKg4im+\nP1QS2yy9uEBpVC5M/CAAz4dpH6Ypvj/TamWp4qGCbysblcWKrzfx9OU0BDp5mJ0YXPTTEEAA\nAQQQQAABBCIkkE6B1FMu3ZSnkvi8q888w93BSZbJ9ke+Ua1n0btM2aLUKp6q/H7lCeVZpbty\nufKqMlGhRVxA1yD5DOkJlZWV+0Scgu4jgAACCCCAAAKREkinQFovmdeVY5IIFeuzwxSfkQlC\nG6+duE5xIXSc4nvbePjfZxSf5fJwQV9ncqBykuIzS3crXoYWYYEXX3yxTt3f3L1799MjzEDX\nEUAAAQQQQAABBHYjcIc+972NLmplub303m+VZsWFRxCaix0XayUp7oyvT3Ih6H5ms03SxuzG\n9VDZVN/Nturq6qbrprG/3s1ifIwAAggggAACCERdoIsA/LvsiDBApHsfJA9X85mYe5QfKK8o\naxWfgTlRcYHxR+VxJQhtiHbCQ+q2pbgza7TcAsWTN9AiLhC7Dum7EWeg+wgggAACCCCAQKQE\n0hliZxhPclCu/E5xpXie8iVlnLJJ+WrstR4C0d7VXrigK05xb1zguahalOLyLBZigaampid1\nLdLAmpqaQSHuJl1DAAEEEEAAAQQQyKDA3lrXYKVXBteZyVVdrJX5dJ/v3eRrjdpqnqFvtFKv\neAjhSCWbjSF22dROY1saYvemhtpdmcZXWBQBBBBAAAEEEIiaQKSH2LU82Ov0xkst3wzQaw8F\n7KvcqJytrFQ8tfcqxdcaubDrrQxU+ikujq5WqhUaAhZ4Uhmr3OYXNAQQQAABBBBAAIFwC6R7\nDZI1TlG+oLjw6Kb47EvL9nu9cVfLN3Pw2mePblUeUn6ojFFanknarPfeUW5R/EvwCoWGwE4B\nX4ekYXZ3V1RUdJkwYcJ2WBBAAAEEEEAAAQTCLZBugTRBHPenQDInhWWyucgSbSw+857PGnlo\nYFfF11T5LBgNgbYEKlUklRx00EEegvlUWwvxPgIIIIAAAggggEA4BNKdpOEGdduTMfjaHs9c\n5wKrtVyn94PaPLTOZ4neUCiOgnqUArJfpaWl/nmp1VkkD7OjIYAAAggggAACCIRcIJ0Cyffo\nOULxNN6+tsczxDW2EQ9tC2rbVzt2iHKU0l/h3kNCoLUtEBtm55kaaQgggAACCCCAAAIhF0in\nQNoiC/813WeQ8q0N0w5PUzykbrWyVPFU3m8rG5XFylSlj0JDYBeB2HTfQzSb3QG7fMALBBBA\nAAEEEEAAgdAJpFMgNan3vrbI1/Kk871co/nmtvOVyxQXebXKY4qvpXpCeVbprlyuvKpMVGgI\nfCQwa9asv+qFC2uG2X2kwhMEEEAAAQQQQAABC3jmOl+78xfFM8IdrOzXSjy7XRDaeO2Eh/s9\nrhybZIc66zP35znFy5cp2WyTtDFvl+F+2VRPY1s6e3Sf4uGlNAQQQAABBBBAAIFdBbropX+X\nHbHr29F4VaduemIDAyTLFH0ehHa3dsLD50pS3Blfn+RhhHekuHymFqNAypRkB61HxdGXlPe0\nehfTNAQQQAABBBBAAIF/CoSqQEp3mu8X5PDOPy3afOahakFoQ7QTHlK3LcWdWaPlFiievIGG\nwEcCvg6psLDwt9XV1UNHjhz54kcf8AQBBBBAAAEEEEAgVALpFkhfzbPev6v9PU4pVnaksO8+\ng+SiyhM20BD4SKCsrGxlfX39woKCgnF6kwLpIxmeIIAAAggggAAC4RLYk8kWfJ3RYGV4jCSI\n18/cpX0bpDyQsJ+x3d3lwcOmRiuetMETNkxXaAi0FJip+yG5QKIhgAACCCCAAAIIIPCRgCdm\nqFCaFF+HNE9xe1C5USnxi4A0Fz5XKZ6a3Pvqab19HZVnsbs39lirRw8b9Oc+y3Slku3GNUjZ\nFm/H9mpqasbpLNLWRx55xEU0DQEEEEAAAQQQQOAfApG+BqmfDOYrnrnO1xkl/qLoYuQa5Tzl\neGWrkuvmoudW5SHlh4pnqouf8dLTnW2z/tcF0i3KbcoKZU9bT63gu4p/WFJpHtZHC77AXN00\ntrlv377l2lUX2TQEEEAAAQQQQACBkAmkew3Sz9R/D63zcLQq5S9KH8Xtc8p1ioukS5UgXcez\nRPtzkeLWS9lb6ap8oKxTMt1cOH5KSbVAcuFJC7iArkPaopns5qlGGqtdpUAK+PFi9xBAAAEE\nEEAAgfYIpFsgnaqN/FJxcdSyNeoNF0hfV0qVIBVI2p2PWqGeOb7+ai+lQdmkZLK9r5Wdn8YK\nPcTuzhelclMAAEAASURBVDSWZ9HcCfg6JB8vGgIIIIAAAggggEAIBdKZpMFnXvZVXkvi4Gt4\nFsaWS7JY1j8api1OU3zGaLWyVFmkvK1sVHyvJBd0fRQaAm0KeLpvfXhUVVWVr8WjIYAAAggg\ngAACCIRMIJ0CyTdQ9Y0yT0hi4CLKQ8tcfASlXasdma9cpmxRPCnDY8r9yhPKs4qHxF2u+Lqq\niQoNgVYFNMzuJX3wru6JNK7VBXgTAQQQQAABBBBAIK8F0h1i97h6+xXlZeX3SmLbRy9+r/j6\nnllKENp47YSH/bkQ8rVRLpRaa531pq+r8kQNdytvKTUKDYF/EdA1SPHpvn/9Lx/yBgIIIIAA\nAggggECkBFwELVc8O5wnN/AZpZWK7xu0SvH7v1OC0lzsePhcSYo75CGEPlN2R4rLZ2qxSVqR\n7YJ4L6lM9TE069FU3xdpsobVFRUVvpaNhgACCCCAAAIIRF3AE5P5d9kRYYBIZ4id+7tWOVbx\n9TqeBe4A5UDlXMXtm4rPMAWlDdGOeEjdthR3aI2WW6D0T3F5FougwLZt22ZrooZ9+vfvf2IE\nu0+XEUAAAQQQQACBUAukWyAZ40PlCsXX7RyujFRcUPjeSD9XPJtdUNq72pHjlOIUd8hnkFxU\nBekaqhR3ncWyJTBmzJi/a5jd/KKiIk/3TUMAAQQQQAABBBAIkUB7CqR4910I+f5Cvlbnnfib\nAXu8S/szSHlAGZ5k3+LXIPlaJRd+HjJIQ6BNAV+HpA/HtbkAHyCAAAIIIIAAAgjkpUC6kzR4\naJ2H1e2u3acFnFy3e7QDfZUblbMVXy/1tuLrpXytUS+ltzJQ6af4nkhXK9UKDYE2BVQgPal8\nd9asWXuffvrpvh6PhgACCCCAAAIIIBACgXQLpNPV50N3028XIHN2s0y2PvbFYrcqDyk/VMYo\nLc8kbdZ7PgN2i3KbskKhIZBU4KWXXqoZOnTolp49e56mBX2GkoYAAggggAACCCAQQQFP4e3r\ndBLja4+GKhcrHyg3KUFuPms0QDlCcX+C0CZpJ5jFLghHIo190Ex2Dyk+q0pDAAEEEEAAAQSi\nLNBFnQ/NLHbpnkFa18aR95C1vykLlReUecrDShCbh9Y58eYD+gnlTWVT/E0eEUhB4Ekt850U\nlmMRBBBAAAEEEEAAgTwR2JNJGlrr4ot6c5nioXhBahdoZ36hfFf5eGzH9tLj/Ypn5fN+u2j6\ngxKUs0raFVqQBZqamnzD2EOqqqqOCvJ+sm8IIIAAAggggAACuRMo0aY3KC48gtBcAD6k+JRf\nPGv0/GDl17H3ntKjh0k9G3vts1+dlWw2hthlUzuD29IQuyW1tbXfyOAqWRUCCCCAAAIIIJBv\nAqEaYpfuGaSuOlrdWklPvXeY8jvFZ2aeV4LQXHico8yOPX5Njy6QXBRdpoxXTlUmK77p538p\no5QLFRoCuxXQGSSfRWK6791KsQACCCCAAAIIIBBOAd/3KH4mpq3HxVomKMPUZmhffH2UC7t4\nc8HkfX8s/kbCowvG5covE97LxlPOIGVDuQO2UVNTc77OIm2oqKjwX05oCCCAAAIIIIBAFAVC\ndQYp3Uka5uqIv97KUW/Se76GZ4EyTWlrMgd9lNU2UFt7WtmasFWfPfL+vpLwXvyp31+qHBx/\ng0cEkgls2rTpaU313fXggw8eqeUqky3LZwgggAACCCCAAALBF0i3QPpi8Lu0yx76bJCH0PkM\nUrxIOlPPfabok0rLZo9jld+3/IDXCLQm4JvE6gxSvT4bq1AgtYbEewgggAACCCCAQB4JuFAI\nc/MEDfsqHmp3vvIfyk8Vz1rnQmmiEm+28MQNvobqGYWGQKoCXIeUqhTLIYAAAggggAACARdI\n9wySZ3s7oB19+qO+80A7vrenX7lTKzhDOVcpj63s77H3btDj3cqVyttKqXKgMkvJxb5qs7R8\nFPB034WFhdfNnTu3z5gxY/zzRUMAAQQQQAABBBDIU4F0C6Qh6ufRis+yuDUqa5XeSrKpsT0E\nKRfN1xSdp/jsUZmyRHlYeV/5d8UXlH1aOVHZovxc8b2SaAikLPDkk08+f8YZZ6wpLi72MDsX\n3TQEEEAAAQQQQACBiAh8XP18T/HQNV+rEy+wXGj4TI0nPqhT+ioumuLpqudBbR5ad6hSmMMd\nZBa7HOJnYtP19fX361qkP2RiXawDAQQQQAABBBDIMwHXAs3KiDzb71Z3N91rkH6jtbyg+IzM\nfKVBcduuPKH4L+iDlc8qqxMSnyBBbwWuxWeu89kwGgLtFXhS90M6vb1f5nsIIIAAAggggAAC\nwRBIp0Aq0S77Op0/KS4qWmtv601PgHBSax/yHgJhFdi6deuT6tvHdCZpaFj7SL8QQAABBBBA\nAIEoCKRTIPls0UalfxKYYn12uOKbs9IQiIzASSedtKK5uflVddhnUWkIIIAAAggggAACeSqQ\nToHkIWie4e37iic1aNm66434LHcebkdDIGoCM9XhcVHrNP1FAAEEEEAAAQTCJJBOgeR+/7fi\ns0ielW6Ocodyk3KvslT5kuLrlB5VaAhESsDTfavDox555BH/sYCGAAIIIIAAAgggkIcC8Vno\nUt31BVrwBOW3ymhljBJvnjp7sjIt/gaPCERJYNWqVXP79u3baf/99/c1eI9Hqe/0FQEEEEAA\nAQQQCItAumeQ3O93lTOVXsonlJOVAUo/5U6lrQkc9BENgfAKnH322Zt1HdI8zWbHMLvwHmZ6\nhgACCCCAAAIhF2hPgRQnKdETT8rgKbw9ex3DioRAi7aAiiPPZsdEDdH+MaD3CCCAAAIIIJDH\nAu0pkA5WfyuUTYqH3N2suHn67xsVF040BCIpoDNIM1UkfWLOnDk+q0pDAAEEEEAAAQQQyDOB\ndAskD6PzDWLHK4uUZUq8ddaTa5S/Kl3jb/KIQJQESktL/UeD97p27cpZpCgdePqKAAIIIIAA\nAqERSLdA+pl63k3xBA2fVFwsxdvn9OSHyqeUS+Nv8ohA1AR0FsnD7LgOKWoHnv4igAACCCCA\nQCgE0i2QTlWvf6lUtdL7Rr13nbJOKW3lc95CIBICLpCUU6dMmZLuv69I+NBJBBBAAAEEEEAg\nyALp/ALnWev2VV5L0qEd+mxhbLkki/ERAuEV0P2QZuk6pH3HjRt3Qnh7Sc8QQAABBBBAAIFw\nCqRTIK0XwXtKsl/6XER5iJ2vT6IhEEmBkSNHfqAzSC8w3XckDz+dRgABBBBAAIE8F0inQHJX\nffPLryhfV/ZSEts+evEHZW9lVuIHPEcgggJM9x3Bg06XEUAAAQQQQCD/BdItkL6tLr+j/FxZ\nqZQphynTlcXKucrvlacUGgKRFdAZpJnq/PC6ujqfVaUhgAACCCCAAAII5IlAugXSWvXrWGWq\n4qm8D1AOVFwYuX1T8RkmGgKRFlixYkWNhtht0/VIntiEhgACCCCAAAIIIJAnAukWSO7Wh8oV\nSnflcGWk0l/ZT/GZJc9mR0Mg0gITJkzYLoDKgoICpvuO9E8CnUcAAQQQQACBfBNIt0DyFN83\nK0WKC6ElSo3iYXc0BBBIENDZI65DSvDgKQIIIIAAAgggkA8C6RRIJeqQbwD7GaUhHzrHPiKQ\nS4GGhoaZGmZ3qK5DOiKX+8G2EUAAAQQQQAABBFIXSKdA8pChDYqH1nVOfRMsiUA0BUaPHv26\nJmtYpt6PjaYAvUYAAQQQQAABBPJPIJ0CqVndOz/WxYf16GsrfA2SZ+lqGZ9toiGAQKdOPovE\ndUj8JCCAAAIIIIAAAnkikE6B5C75+iOfQfIwuyeUN5V1reQ/9B4NgcgLeLpvpXzq1KnFkccA\nAAEEEEAAAQQQyAMBT7aQrA3Sh0uVbbGFFulxTex5sofXkn3IZwhERWDr1q1Pd1MbPHhwmfo8\nJyr9pp8IIIAAAggggEBYBTarY3cmdO4qPT854TVPMyMwSavxEMYemVkdawmSQH19fbUmavjv\nIO0T+4IAAggggAACCGRQoIvW5d9lR2RwnTlbVbIhdh4S5M72Sdi7b+j5SQmveYoAArsXYLrv\n3RuxBAIIIIAAAgggEAiBZEPsdmgPX1TOUu5XXlb2UcYo/6kka3P1oUNDIPICvg5JEzX8oLKy\ncv/y8vIPIw8CAAIIIIAAAgggkMcCZ2jfPQmDT5mlkylanpa6AEPsUrfKuyUrKioKNcRutYba\nXZR3O88OI4AAAggggAACuxcI1RC7ZGeQTOGZ6g5WPJ23zx7drcxU/qgka0uSfchnCERJYMKE\nCY0qkJ5Snz3d971R6jt9RQABBBBAAAEE8k1gdwWS++MzSPNjHfNjreJf9mgIIJCiQGyY3fUp\nLs5iCCCAAAIIIIAAAjkSSDZJQ2u79Gm9ObW1D3gPAQTaFmhsbPREDf1qamoGt70UnyCAAAII\nIIAAAgjkWiDdAinX+8v2EchLgVGjRi3XWaRFBQUFHmZHQwABBBBAAAEEEAioAAVSQA8MuxVK\nAab7DuVhpVMIIIAAAgggECYBCqQwHU36EnQBT3AyWsPsugV9R9k/BBBAAAEEEEAgqgIUSFE9\n8vQ76wLr1q2bo/sh+d+c7yVGQwABBBBAAAEEEAigAAVSAA8KuxROgXHjxm3SdUhVKpK4Dimc\nh5heIYAAAggggEAIBCiQQnAQ6UL+CKg4mqmJGsbmzx6zpwgggAACCCCAQLQEKJCidbzpbY4F\nGhoaPFHDp3QdUv8c7wqbRwABBBBAAAEEEGhFgAKpFRTeQqCjBEaOHPk3DbN7n+m+O0qY9SKA\nAAIIIIAAAnsmQIG0Z358G4F0BZr1hVkKw+zSlWN5BBBAAAEEEEAgCwIUSFlAZhMItBCYqWuR\nTpsyZQr//lrA8BIBBBBAAAEEEMi1AL+g5foIsP0oCvgMUu/TTz/9uCh2nj4jgAACCCCAAAJB\nFqBACvLRYd9CKVBaWvq+OvY3rkMK5eGlUwgggAACCCCQ5wIUSHl+ANn9/BRoamp6UsPsuA4p\nPw8fe40AAggggAACIRagQArxwaVrwRXQ2aOZ2rsRdXV1vZLsZbE++55SkmQZPkIAAQQQQAAB\nBBDIoAAFUgYxWRUCqQosW7asSmeQtiunJPnOJ/XZjxT+nSZB4iMEEEAAAQQQQCCTAvzilUlN\n1oVA6wIH6e2JyglKb6V0woQJ23U/pGf03MPsDlYuVM5V9lXcfPboxJ3POnU6WY/+Hg0BBBBA\nAAEEEECggwWKOnj9rB6BqAt8SwC3KE8pxyuvKvsrR6lAmvmXv/zlGj3/kvKs8jHFQ+7OVt5Q\nLlbcvq68p6z2CxoCCCCAAAIIIIAAAmEXmKQO+gaiPcLe0Yj17yj1t0E5I9bvvfT4ivKaX195\n5ZVjSkpKmg8//PDv+LWaz+jeqrzgF2pDFf9cdPMLGgIIIIAAAgggEFCBLtov/84yIqD7l9Zu\nMcQuLS4WRiAtgZFaeo3yZOxbG/X4UOx5p9tuu+2gxsbG5uOPP97XGn1OOV/xmaJjFJ9loiGA\nAAIIIIAAAghkWYAhdlkGZ3OREhio3i5XmhJ67aFz8dZPkzQ0rFix4sL+/fsfvVIt9sF0PfaM\nL8QjAggggAACCCCAQPYEKJCyZ82Woifwprrss0GeeMFnktxO+cfDzv9dtmPHjoKvfe1rd2qY\n3WQVSztqamr+66qrruqsT99WfGaJhgACCCCAAAIIIJBFAYbYZRGbTUVO4AH1+APlNsXXI31Z\n+YwSbx569/eLL754r+nTp5dt2LDhfT3OPvLII++qrKzcT5/Fi6pP6LnH9tIQQAABBBBAAAEE\nEIiEAJM0hPcwu7iZo6xXapRfKAuUePNU3p64Yauyunfv3nV//vOfF+oGsuufeeaZ/9BZpXq9\n74seL1VoCCCAAAIIIIBAEAWYpCGIR4V9QiCAAv20T/2VkxRP312meKru95V48/TeHko3QDlo\n9erVpQsXLhys59/p1q3bVSqU9quoqPA9kv6g0BBAAAEEEEAAAQQQiIQAZ5DCeZg9ScMO5Srl\ncMUz1a1TvqDsts2aNWvv2tran9TX129XZldXVx+92y+xAAIIIIAAAgggkH2BUJ1Byj4fW2xN\ngAKpNZVwvOd7IN2tLFN8s1jfFDatNm/evCN1JukxpUH5xezZs319Eg0BBBBAAAEEEAiKQKgK\nJM+WRcu9gAukOxXfSHRT7neHPQiigGa4O6OgoOBW7dsBzc3NP9i6deuvysvLfSNaGgIIIIAA\nAgggkEsBF0jbFF9OUJvLHcnEtpnFLhOKrAOBLAiUlZU9sWXLFl+fdL0Kpet1jdLfdEZpbBY2\nzSYQQAABBBBAAIHICFAgReZQ09EwCPiMUWlp6U83b958hGa4m6s+zdD1SQ+rUDoiDP2jDwgg\ngAACCCCAQK4FKJByfQTYPgLtEFCh9OHw4cO/qq8eq+F2e6lYellF0k2KZ8ujIYAAAggggAAC\nCLRTgAKpnXB8DYEgCOhs0gLllKampou0P54l7w3NfPeVKVOm8G87CAeIfUAAAQQQQACBvBPg\nl6i8O2TsMAL/KjBixIi/6B5KvintT3U26dYzzzzzeQ29G/2vS/IOAggggAACCCCAQDIBCqRk\nOnyGQB4JnHXWWdt0NulH27dvP1K7vUB5RkXS/bp/ku/HREMAAQQQQAABBBBIQYACKQUkFkEg\nnwTGjBnzrq5P+mJDQ0Op9ntAYWHhq7o26fpHHnmkez71g31FAAEEEEAAAQRyIcB9kHKh/q/b\n5D5I/2rCO5kR6KxrkiZq2N2PtbpmFU3fHTVq1Ot67rNMcxRP6uD7FixR4m2UnnhWPL83T2lS\naAgggAACCCCAQFsCoboPUlud5P3sCrhAalZ6ZHezbC0qAjNnzuwxb968G4YOHdqo+yft6NWr\nl2/itkZ5Sbkx5lCsx1nKVuUxxTctnqv0VGgIIIAAAggggEBbAi6Q/LvsiLYW4H0E0hWgQEpX\njOXbI/A93WD2nSeeeOJBXZvU+OMf/9hFkP9jFi+Qvqfnq5QDFLf9lOXK//oFDQEEEEAAAQQQ\naEMgVAUS1yC1cZR5G4EQCpys6cAfPuOMM87XULvyk08+ud+BBx7YNHr06BEzZswoUX9PUWYq\n78f67mLpYWVs7DUPCCCAAAIIIIBA6AUokEJ/iOkgAh8JHKxnb/nVyJEj5z7++OPH69qkVwYO\nHDh8v/32e0VD7z6ujzzkLrEt1It9Et/gOQIIIIAAAggggAACHS3AELuOFmb9FvDZIJ8hijdf\nc7RBhdFNmuXuDt1LqVFnlFwQJbYKvfD3aAgggAACCCCAQFsCoRpi11YneT+7AhRI2fWO6tbG\nqeNblK8pPlv0C+Wja5AuuOCCO4qLi5uuvPLKx8aPH+//0J2prFP880lDAAEEEEAAAQTaEqBA\nakuG99stQIHUbjq+mKbAF7X8ImW18hulTvlPZWcbNGjQHSUlJU3KDg2/+7ve/I/YRzwggAAC\nCCCAAAJtCYSqQCpqq5e8jwACoRM4QT1yQTQooWev6nl8UoZOixYtuuLBBx/8n+bm5kf69eu3\nl4qkx0pLfb9ZGgIIIIAAAgggEA2BKE7SsK8O7SHKUUp/hXsPCYEWCYEy9fIp5XTFRdKPlP2V\nx5WP2vnnn/+WhtoNV3FUr9ToRrOf/ehDniCAAAIIIIAAAgiEQmCYejFN+UDxNRcts1jvTVX6\nKLloDLHLhXr0tlmoLn9HcZG0VPEEDEOUNpuKo2s0gUOD7pv0Ay3Uuc0F+QABBBBAAAEEoiwQ\nqiF2UTiQ16qT8YJomZ7XKI8q9yn+y3m98q7iZT5UJirZbhRI2RZneykLqEg6W0XSeuWBmTNn\ncsY1ZTkWRAABBBBAIDICFEh5dKjHa19d+LgQOjbJfvsv42OU5xQv76FI2WwUSNnUZltpC6g4\n+qTOIr2pxwUqmA5JewV8AQEEEEAAAQTCLBCqAins1yCdp5/EJYof5yf5qXRRNFcZq2xQLlFo\nCCAQE9BEDa9s377dkzy8X1BQ8JyKpJPBQQABBBBAAAEEwigQ9gLJ11fUKttSPHhrtNwCxZM3\n0BBAIEFg9OjRa5YvX36GZri7R5M3zFKR9NWEj3mKAAIIIIAAAgggkAcCT2ofPY1xcYr76hnu\n1is3pbh8phZjiF2mJFlPVgQ01O5LGnK3TY9T1VL995WVfWMjCCCAAAIIIJB1AYbYZZ28/Ru8\nS1/1dMYPKMOTrMbXII1WnlC6K9MVGgIItCGgIXe/a2hoOFlnks4ZOnToU3Pnzs3VDJBt7CFv\nI4AAAggggAAC7RMI+xC7e8TybeVUpU55O/b4mB7vVfzoIXgrFV+D5IkcrlaqFRoCCCQRGDly\nZG1jY+PxKpK6lZSUPF9dXX1MksX5CAEEEEAAAQQQQCBAAodpX1wQuRDyhAyJ2aTXbyg3KwOU\nXLRJ2qj3iSmUc6HPNvdIoLKysquG292tbNJ1SRP2aGV8GQEEEEAAAQTyUSBUQ+zy8QDs6T73\n0gpcCB2h7L2nK8vQ9ymQMgTJanInoOLou7omqUG5QXvhYas0BBBAAAEEEIiGQKgKpLAPsWvt\nR7JQbzru+14KZ22EQENgTwVGjBjxY63jHA25+4aKpOlVVVU993SdfB8BBBBAAAEEEMi2QFQK\npGGCnaZ8oKxWliqLFF+TtFFZrExVuNBcCDQE2iugyRtm6LqkUhVJg4qLi2t1XdLh7V0X30MA\nAQQQQAABBHIhEIUC6VrB+iaxlylbFE/K4MkZ7lc8a92zimeuu1zxlOATFRoCCLRToKysbNHm\nzZs9a+TbhYWFz9bU1JzazlXxNQQQQAABBBBAAIEMC4zX+jz5weOKZ6hrq/l6iTHKc4qXL1Oy\n2bgGKZvabCsrAhUVFYUaanezskPXJ30zKxtlIwgggAACCCCQC4FQXYOUC8BsbvNubczD50pS\n3Gj8RrF3pLh8phajQMqUJOsJnIAKpC8oW5TfqGjyf0BpCCCAAAIIIBAugVAVSGEfYjdEP3se\nUrctxZ/BNVpugdI/xeVZDAEEdiOg65L+2NTUdJIWO2PgwIGVKpQO2M1X+BgBBBBAAAEEEMiZ\nQNgLpHcle5xSnKKwzyC5qPIEDjQEEMiQgK5Lenb79u3HNzc3ewbJ51Uk+d8lDQEEEEAAAQQQ\nCJxA2AukuyQ+SHlA8UXjbTVfgzRa8aQNnrBhukJDAIHMCRSNGTPm/dWrV/tM0tPKPN1Y9qKE\n1af6Rwx/JZ1lEzbBUwQQQAABBBBAAAEXPlcpmxRPvuBpvesUz2J3b+zRQ/DeUfz5DuVKJduN\na5CyLc72OlrgIG3gqwkbcVH0n/HXOoN0teKbyv5I7/VW/O/Pf8zYXfNZ3lSX3d26+BwBBBBA\nAAEEMiMQqmuQijJjEti1+BepW5WHlB8qnqmu5ZmkzXrPBdItym3KCmVPW1etwEWPf1hSaS33\nKZXvsAwCQRa4Qjt3jPKr1nZS1yXdoum/X9Y04Pc988wzQ88555xvrF+//r3WluU9BBBAAAEE\nEEAgmwJhL5Dilkv0JD6cp5ee7624iPGNY9cpmW77aYW+n1KqQ4G8PA2BsAh4kpNDlP0V/1Fi\nrhJvH9eTEcoSXZc0W2eQTtQNZR+eMmXKv/Xo0WPO5MmT1+qzYYqvH+yheFn/AaNS8R88Wjb/\nN8zDY5crnrGShgACCCCAAAIIIJCmwL5a/hDlKMW/yPmXsFw3htjl+giw/UwKfFore115X7kv\ntmIPsZuvLFVmKluV3yudxo8ff7Aemu+99951KpjO0nMv+5DyofK4sl65R3Hzv18XSoMUT/jg\nGz57vfyRQQg0BBBAAAEEciTgUVP+/2f/YZOWJwL+i/Q0xWeMfPBaxn95nqr0UXLRKJByoc42\nO1LgRq380YQNuOh5VekZe883cW5Uuik7i55f/vKXd2rihuahQ4duO+CAA9Y9/vjj/1ZVVXV8\nSUnJZ7RMk+IzUvEC6Wg9d9FUr+yj0BBAAAEEEEAgdwIUSLmzb9eWr9W34gXRMj2vUfyLm/+y\n7b9O+xcsD+fxMv6LtYfGZbtRIGVbnO11tEBrBdJtCRv1HyP8b85nguJFzyAVSIf26dPnlVNO\nOWWBni9ywfToo49u8rK/+MUvfvbrX//63Nj35umxQfFkEDQEEEAAAQQQyK1AqAqksE/z7b9S\nX6d4+m7fd2WgUqb4L9IXKmcqw5UDlZOUpcrdipehIYBAZgX+nrC67bHnHib3URs+fPjSv//9\n7+89/fTTFXo+aPPmzX30+gov0KtXrzGHHHLIn/180KBBQ/v27bv6sMMO+62G5R3g92gIIIAA\nAggggEAmBHyBc5jbeercEsWP25J01H/J9oXkYxWfZbpE8ZkmGgII5FCgvLzcZ3VneBcuueSS\nC0aOHLlBT1dOmjTp9127dj3hG9/4xmk6y/SeiqQ39X6VMm/Hjh1Vo0ePfl3P22r+w5DjM1A0\nBBBAAAEEEEBgF4GwF0hD1NtaJVlxlAiyRi8WKJ68gYYAAu0X8Gx0/nfk64Zc5GSkVVdXb/GK\nrr766tv1sEi5Sc8/X1FRcWf//v2Pb25uvqFLly4Hqmjy2aqqpqamqrVr19Z++tOfLtdzT+Xv\n/xZ4SOvXlcEKDQEEEEAAAQQQ2EUg7AWSry3y0LpiZccuPW/9ha+FcFHlCRtoCCDQfoGn9dVr\nFE+MEp+Yof1ra/ub1zY0NJz32c9+1rNSXuDFVBwdqofRKpZGde7c+SurVq26WcVRZw3bG9u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5OXeroHWrVKlyWkoUmEJCAAIQgAAEikEA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\n/w9x9yQcwtjFDQAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# together\n",
    "plot(freqlist$FREQUENCY[1:20], \n",
    "     xlab=\"index of word types\", \n",
    "     ylab=\"frequency\", \n",
    "     type=\"l\",\n",
    "     col=\"lightgrey\")\n",
    "text(freqlist$FREQUENCY[1:20], \n",
    "     labels = freqlist$WORD[1:20], \n",
    "     cex=0.7)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "statistical-alfred",
   "metadata": {},
   "source": [
    "The distribution at work is known as Zipfian. It is named after Zipf’s law many rare events coexist with very few large events. The resulting curve continually decreases from its peak (although, strictly speaking, this is not a peak)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "dense-personal",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-08T18:22:51.427427Z",
     "start_time": "2021-03-08T18:22:51.404Z"
    }
   },
   "outputs": [],
   "source": [
    "# now with tidyverse\n",
    "options(warn=-1)\n",
    "options(messages=-1)\n",
    "options(tidyverse.quiet = TRUE)\n",
    "library(tidyverse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "traditional-candy",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-08T18:23:14.231969Z",
     "start_time": "2021-03-08T18:23:13.889Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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WgkcAAQQQQAABBBDwpwAJkj/7LbBRO4M1cE+kwHYxDUMAAQQQQAAB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\nECBAgAABAr3AAAQukE7ABjbvAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "ggplot(freqlist[1:20,], aes(x = reorder(WORD, -FREQUENCY), y = FREQUENCY, group=1, label=WORD)) +\n",
    "    geom_line() + # declare labels + use geom_text()\n",
    "    xlab(\"with ggplot\") + # we get rid of the xlab tags\n",
    "    theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "improved-ladder",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-08T18:24:02.385483Z",
     "start_time": "2021-03-08T18:24:02.087Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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UCCVDVqCyJAgAABAgQIECBAIHcBCVLuLSQ+AgQIECBAgAABAgSqJiBBqhq1BREg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\nSJkiSTwQgAAEIAABCEAAAhCAQN4TqJr3KchxAr777js79dRTM6rFihUrrKi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rpn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\nQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# no line but with text label\n",
    "ggplot(freqlist[1:20,], aes(x = reorder(WORD, -FREQUENCY), y = FREQUENCY, group=1, label=WORD)) +\n",
    "    geom_text(check_overlap = TRUE) + # declare labels + use geom_text()\n",
    "    xlab(\"\") +\n",
    "    theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "detected-consultation",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-08T18:25:04.508377Z",
     "start_time": "2021-03-08T18:25:04.460Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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RPHarduX5eoj+SNy8nZ6aLuuH1bAgQI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3WPZNUwkzCKkmRN73V8J+sAr0wwyAqq8SWg/rcA88DlW92rfXckzthsWWpSGOxbbT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\n/h9h29Fj9BAodwAAAABJRU5ErkJggg==",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# bar plot, the las argument allows you to decide if the labels are parallel (las=0) or perpendic- ular (las=2) to the x-axis.\n",
    "barplot(freqlist$FREQUENCY[1:20],names.arg = freqlist$WORD[1:20], las=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "recovered-cleaning",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-08T18:25:37.344297Z",
     "start_time": "2021-03-08T18:25:37.001Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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hsoAQIECBAgQIAAAQJlAgJSmZD5BAgQ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j6YZGKLSccNZvo3y3HXTNOcN+72Oeq3W1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\nIBAIBEog8P8Ajqp30lvW4GYAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ggplot\n",
    "ggplot(freqlist[1:20,], aes(x = reorder(WORD, -FREQUENCY), y = FREQUENCY)) +\n",
    "  geom_col() +\n",
    "  xlab(\"WORD\") +\n",
    "  theme(axis.text.x = element_text(angle = 90, vjust = 0.5, hjust=1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "amber-jerusalem",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-08T18:27:07.174492Z",
     "start_time": "2021-03-08T18:27:06.973Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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GLf9PHw5Ibka8nFyai2bSYekeyXnJWc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      "text/plain": [
       "Plot with title “”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ECAAAEC+QoISPn2VmUECBAgQIAAAQIECCQKCEiJYIYTIECAAAECBAgQIJCvgICU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\nQAABBBBIXuA/zMvE1Zoe6tsAAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist(freqlist$FREQUENCY[1:100], xlab=\"frequency bins\", las=2, main=\"\")\n",
    "ggplot(freqlist[1:100,], aes(x=FREQUENCY)) + \n",
    "  stat_bin(binwidth = 400) + \n",
    "  theme_bw()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "nonprofit-thirty",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-08T18:28:54.593199Z",
     "start_time": "2021-03-08T18:28:54.101Z"
    }
   },
   "outputs": [],
   "source": [
    "data <- readRDS(url(\"https://bit.ly/2TRdVuM\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "spatial-spiritual",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-08T18:28:54.876110Z",
     "start_time": "2021-03-08T18:28:54.428Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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XqPkj8z/Nnh+0YoCDRDgHuQmqHIMqoJPKQJl1eZ6Mvv/NMG1e5RqvIyRqdEgPoo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\ngg==",
      "text/plain": [
       "Plot with title “unsplit infinitive”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# To visualize where the mean stands in your dat\n",
    "par(mfrow=c(1,2))\n",
    "\n",
    "# first plot\n",
    "plot(data$SPLIT_INFINITIVE, xlab=\"decades\", ylab=\"frequency counts\", main=\"split infinitive\")\n",
    "abline(h = mean(data$SPLIT_INFINITIVE), col=\"blue\")\n",
    "text(5, mean(data$SPLIT_INFINITIVE)+15, \"mean\", col=\"blue\")\n",
    "\n",
    "# second plot\n",
    "plot(data$UNSPLIT_INFINITIVE, xlab=\"decades\", ylab=\"frequency counts\", main=\"unsplit infinitive\")\n",
    "abline(h = mean(data$UNSPLIT_INFINITIVE), col=\"green\")\n",
    "text(5, mean(data$UNSPLIT_INFINITIVE)+20, \"mean\", col=\"green\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "specialized-prairie",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-08T18:29:42.823016Z",
     "start_time": "2021-03-08T18:29:42.755Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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o0Q4B6kRiiyjEoCd2rCuRUm+vI7/7RBpXuUKryM0QkRoD5KyIHI0mZQIWXpaLIv\nCAxMwH8U+PHeX1U6S4vwWf69lJeV40rjoh0qpKgG/Y0QoD5qhCLLqCTgB9L4d49OVVaMzLSJ\n+n0PphtQwyPj6U2PAPVReo5VaraUCik1h4oNRaCpAn4E7iuKG0T3K/4dJP8xcbhS7vI7KiTB\nUBoqQH3UUE4WVkbggxr3qOL7kdwoelzxmfCLleUVSjoFMlUf+ZGLFAQQQACBZAj8Tpvhy098\nSd0aim9Y9o/HuqFEQQABBLIgMFU78W5lG+U9ir8E+qfyX4WCQCIEaCAl4jCwEQgggMAigVfV\n5x+NpSCAAAJZFejWjt1USlb3kf1KsQBPsUvxwWPTEUAAAQQQQAABBBBAoLECNJAa68nSEEAA\nAQQQQAABBBBAIMUCNJBSfPDYdAQQQAABBBBAAAEEEGisAPcgNdaTpSGAAAIIIIAAAnkT2EA7\nPF7xA2XuUroUCgKpFeAMUmoPHRuOAAIIIIAAAgi0VWB7rf0hxT9L4Cdw+gl185SDFAoCqRWg\ngZTaQ8eGI4AAAggggAACbRP4qNZ8nXKj4p8lWE5ZQfmpcqLi32+jIIAAAgMW4If5BkzHCxHI\ntUCmfpgv10cyOTtPfZScY5HkLRmhjXtKOabCRn5c4xcq61WYzujsCWSqPuIMUvbeoOwRAggg\ngAACCCDQTIGPaOEjlaMrrOQKjb9d2a/CdEYjkGgBGkiJPjxsHAIIIIAAAgggkDiBdbVF05W3\nqmzZvzTN81EQSJ0ADaTUHTI2GAEEEEAAAQQQaKvAm1q77zmqVjzd81EQSJ0ADaTUHTI2GAEE\nEEAAAQQQaKvArVq77y+qdIZoaU3zQxw8HwWB1AnQQErdIWODEUAAAQQQQACBtgrcrbVfq/jR\n3qNjW+Lf2Py90q2cGZvGIAKpEOCHYlNxmNhIBBBAAAEEEEAgUQJ+AMPflAcVN4j8e0irKfsr\nKyl+kMMbCgWB1AnQQErdIWODEUAAAQQQQACBtgs8ry3YUvmy8mnlC4rHXakcrzynNLr4yXnr\nK74Cyg2zVxQKAghkVIDfncjogWW3EGiyQKZ+d6LJViy+NgHqo9qcmKu1Av7dpZMUPzWvqPQo\nC5Q/KMsrlPYLZKo+4h6k9r+h2AIEEEAAAQQQQACB8gLDNfp65WPKZxU3lvwQiE8omyn/UPp7\nop5moSBQuwANpNqtmBMBBBBAAAEEEECgtQLf1uomKr6c71LFZ5HmK9coHucG1E8UCgINE6CB\n1DBKFoQAAggggAACCCDQYIEvank/U54us1zfg3SE8jmF++qFQGmMAA2kxjiyFAQQQAABBBBA\nAIHGCvihDOOVqVUW62mjlDWqzMMkBOoSoIFUFxczI4AAAggggAACCLRIoEvr8UMZfN9RpeJG\nlIsvu6Mg0BABGkgNYWQhCCCAAAIIIIAAAg0W8JPqpimfrLLc3TVtpvJUlXmYhAACKRTgsaop\nPGhsMgIJEMjUY1UT4MkmBAH1Ee+CpAnspg1yQ+nDZTZsc43zj9EeWGYao1orkKn6iBvaWvvm\nYW0IIIAAAggggAACtQtcplmPVfwDtOcofnrdQmUH5QDlDOX3CgUBBDImwDd2GTug7A4CLRLI\n1Dd2LTJjNdUFqI+q+zC1fQI7adVXK88pLyg3KL68jpIMgUzVR5xBSsabiq1AAAEEEEAAAQQQ\nqCzgH4t1KAg0XYCHNDSdmBUggAACCCCAAAIIIIBAWgRoIKXlSLGdCCCAAAIIIIAAAggg0HQB\nGkhNJ2YFCCCAAAIIIIAAAgggkBYBGkhpOVJsJwIIIIAAAggggAACCDRdgIc0NJ2YFSCAAAII\nIIAAAokXWEpb+EXlI8pKymzlQuUSpahQEMiNAGeQcnOo2VEEEEAAAQQQQKCswCSNvV/5ofKY\ncqniH2A9S/HvDo1UKAgggEBLBfjdiZZyszIEMiOQqd+dyMxRSfeOUB+l+/gNZOs79aIHleuU\nZWMLcMPJDSb/QCsFgWoCmaqPOINU7VAzDQEEEEAAAQQQyLbAZ7V7Y5XPKK/FdnWmhvcp5d2x\naQwikFkBGkiZPbTsGAIIIIAAAggg0K/AjprjCuXlCnPeqfGPKJ6PgkAuBGgg5eIws5MIIIAA\nAggggEBZgeU19rmyU94Z6emj3hmkD4FsC9BAyvbxZe8QQAABBBBAAIFqAjM0cYMqMwzVNF9e\n58vtKAjkQoAGUi4OMzuJAAIIIIAAAgiUFThPY3353AfLTg2Cb2j8EOWqCtMZjQACCDRFgKcG\nNYWVhSKQeYFMPTUo80crHTtIfZSO49TorfytFviisqcSfnm+tPq/p3Qpn1MoCFQToD6qpsO0\nAQlQIQ2IjRchkHsBKqTcvwUaDkB91HDSVCzQjaKjlLcVN5T+o/h3kHzvkZ9iR0GgP4FM1Ue+\nrpSCAAIIIIAAAgggkF+BHu364cpJyoeUlZTZys3KWwoFgVwJ0EDK1eFmZxFAAAEEEEAAgYoC\nz2vKRRWn5meCH1qxq7KqMle5XHlIoeREILzONCe7y24igAACCCCAAAIIIFBWYLjGnqHcp+yu\njFX8A7r/Vk5WOLEghDwUDnQejjL7iAACCCCAAAIIINCfwGmaYQfFT/S7PTKzLzu8oDTsp/pR\nEECgBQLcFNsCZFaBQAYFMnVTbAaPTxp3ifoojUeNbW6EwPu1kIWKu+WKG0me7t+EoiwpkKn6\niEvsljzAjEEAAQQQQAABBBDIl8Bu2t2pyrQKu+0HVjygfKLCdEZnSIAGUoYOJruCAAIIIIAA\nAg0QKAadk4tDdp9Y7PxAuDT3e1xQDPxNeauLb4lYS5mk8Ldbc/RX12Jn9LNoT1+tn3myNnl5\n7ZDPmo3O2o5V2x/+J6umwzQEEEAAAQQQyJ3AuCBYJgiGXFoICt8Nd1793/Y4PdZsVDiuBd2l\ntI5jlWeVRxX/gf608gOF+8iF0MBi1wn9LG+8pnu+PBQ/ye9vyguKfxfLTzi8TdlayXyhgZT5\nQ8wOIoAAAggggMDgBXruKQbBVSOCYMHgl1XTEpbSXDco+yjfUtZUJig/Vg5RLlOGKJWKG1Dv\nUzZXVqg0E+MXCVyhPv/x74ZBueL78zZW/lpuYsbGbaP98UMq/GPB7l9F8b1ZftT5TcqnFAoC\nTRfgptimE7MCBDIpkKmbYjN5hNK3U9RHOmbjisEKk4vDipOKwy5p4yE8Rut+UvFv8cTLZI3w\nN/uHxido2F9+f0/xdLXpetOtrn/fKG+Xh2mX6yoXau5ZSryR5Est/XtIpytZL0trB/2++3WF\nHfV761Vl5dj0TNVHnJ6NHV0GEUAAAQQQQKA9Am6YdAadHy8GXbfpL/rnO4NhH+7p+9Z++lvB\nguueLgTPTSgGSxWCIVN08mSrQtDzUnfQfcEThWBmfIsnFYO1C0Hn9mohvKsQBI/3BIVbZhUW\nTI/P52HNu04QdO4SBIXli0HPTQuDbt+Mv1iZUBy67ZCgMGFh0HXB44Xg7XDiasVgpWHBsB06\ngp53+fUa/1gxKPwzuq7Ift3+si7RGqX90nz6Rr7nGbVnro/OW1quzwx9SfElfuUu6fKldr9Q\nvqr8SomWszSgfQn+n+IG3uuKG74/Vf6lbK74j33KkgL7a9SflHuUfyizFTdGt1TOVr6mZL3s\nqh1cVll0eWlsh3+u4S8q+yrHx6YxiEBDBfjGrqGcLAyB3Ahk6hu73By1ZO9oW+ujicVhG/jM\njXK08lhff2eXuzqb88gaxWD1ycXOm0vjF/SN73xjfLFzoyjrxOLQwzTf/EnFzh7N86S63cpC\n9R+j8ylqL71TNP437yyv87nSMk/v675zBknrv8jjVi0GY8JXTygO+YTW0/sadV9R3i69Xusa\n+p1wvnC/1D1K0x/0PJq3d/vV1f51HhTOW+qOV9dnfybGxkcHfVbD84yIjPyM+t9U4mdAPIs/\nL6Yql3uAUlXADaJjlT8qxyibKkkpfv9ur/xQOUrZU/FZn0YVN6T/1s/CztB0N8SjJVP1UUd0\nz+hHAAEEEEAAAQTaLVAMit9X7lgQLFi9J+haQ+2As/VX4drDgs5H1L55qzvo+eCMoGuZnqDn\n23p4wghdDuPLfnrLxOKQXTuCjuPUcrijS6+dUViw5qtBl+/BuUD5/uSgc7++OdX6KHZ+Ua//\nqtZ1zltB1/IzCl1jdAZpR03fPZynUnfFYrDckKDjbK2nQ69/v7ZnxdeDrtELg4W7a1u7tZ1H\n6MzUYg90KARF/1H7oLZ/S80/QvPupuEeLeNYnYmKNnQWltbbWWn9Gh9OC+f1rG5o+Y/XcmfK\nFmj8txWfIVhVoVQWuE2T/J76vOIHYtylJKFM0Eb4LOC1is8SbqWcrjym+H3biOL3k/6Xqlr8\n3ou+76rOzEQEBirQ1m/sBrrRvA4BBNoukKlv7NquyQZYoK31UXimRWdYntS5keHhIdFZnk1L\nZ11ec8MkHO+zQT4To+n3h+N0pufh0rybhOPcXaUYjNR8b2r6PL/O47wejXtaZ6YW+wZeyzzY\ny9C8l3g+l/gZpAnFzs01z7VqZB3QN8c7/2rev/Ztw7D1PDbcL41/XOv2/7eLiua70PN6nkUj\nda2e+ucoh0bGxXt/qhH3xUY+o2GfRapU/MV4l7J9pRkyON6Wayt+wMLyKd4/N/JnKdcrq0f2\nww1rX+r2tuKzioMtbkD7LGSlx3r7/8t5yleUaMlUfdRfCzG64/QjgAACCCCAAAKtEHhQTYT5\n4YpmBl0PTO5rV/z3xULvDeJ9k3RKJigW3ChY1iMmFIPl9dfwu3RG5lG1gbpijQ7NUZym6dus\noYcVFIu9f1CuoeGz5xSCt/z6sOis1QUdwbATw+Fy3ccLXXdo/M6Lpum3kyaozTUkGLahNmoV\nt3F6gmL0rJBnvVujfSZnUdE9Vo+71aK532n49V0690uNPly5TnlIiZbNNODG05ejI9Vvs8Ua\ne7Hp/iN2iLLYNsTmydKgG69HKDrkvcVnPfwUOtvN7h2Tnn++q0318f248lZks92YOUxZWfF7\ndgtlMOUavfhx5VRlL6VbiZbjNOD30DnRkVnrp4GUtSPK/iCAAAIIIJB6gWL8j9fey3nU8Hk5\nvmsat+hSn46g02cK1NjwAxqCRWeV3nmNxqoMDYaupU7vgBpSc3tHRv7R1/TPTg6K+mO0b/7I\npMV6deZpLV32pz9OC9upraZlFoaqcaQ2T/CaZ9S2xRZQfHqxBfQN+Jt/zxu/7cENpM0VN8Tc\nf4PiP0x9adU3lLNKUWdRuU19n1D+tGjM4j3+49rru3fx0Zkc+rn26uvKUcr5yovKJsqRyjTF\nDYkZSlqK7zXy+yDaOIpuu/fXl1a6MTgnOqHOfjeIvK6bFL+f3Oh6VBmnuEHus1QfU3rf4+pm\nstBAyuRhZacQQAABBBBItcAAz3AUehsb2vPrdC+Rn/JWtnQF3f8eHgxbzRPVsBlZZiY3bOIN\nlsVm09mqddUgu00zLqvGzXU6W6T7pHruezNYOG1E0HmEZv7qYi/QgOZ146nW4nk/rXxJ8dPT\nDle0qt7GzYHqnqvEi7/dd4Nqf+VPSrRM1MAJym+UN6ITMti/rfZJDddgJ+WmyP7dov4dlCuV\nPyrbKGkpa2pDH6myseG0wTaQvIoHFV+S+GPlJGVFxQ0iu7mR6QZTpgsNpEwfXnYOAQQQQACB\n/AjooQ6P6YxOUQ2RlWYWum+M77nuG9pMrZ6Fc3v/2Fvwn0lBp7+NXzc+3/gg0H+Fzvj46LAa\nRwfrAQ8rqM2y/8zCgjOj0/oeG+7WTNFnfOLlfRqxtuI/OG+PT4wNFzV8SineHg/7G/5K5S5N\ncGPqdOUjyiVK+Jhvn035l/IDJevFjcpLlWjjKNxn+x2iPKy8W3lIaUTR2y7YSJms+Eynj63t\nG1We1YLc+KlUwmnPVZqhzvH636T3oR8HqevLNiuduapzsemYveq3I+nYBbYSAQQQQAABBBDQ\ndUW6l0iNlr+pcbPJpOKQXaIm44rD3qvWyq0ad4bixzQsVHeqsqMeE+5vyxeVIWr8LBqo0KP1\n+IyM7zOaFZ2l9Mjx3vtA9BezGzWLymtn9uylgfuU3ymXKc+8cVHPh9StpXRpJv9x31/xvSNb\nKcOV3yoXKTsr31c+qixQsl7W1w7+vcpO/lfT3ODYoMo89Uyyt8+6uIHqM3R/VZ5RfqQ06m/t\nq7SsA6ssz41C79cMpdElV40j4+XxDJK+7el97KY/ONyydyv/DYWCAAIIIIAAAikX6AkWHKIf\niFUjpOOSScXCsTrlcpv+QvU3+wep32d0DlDjyI0N3YzT9YWlgmF3DgmK1+tpdj/SGZ/H1PD5\nhCZ9Xv1qQKmJU7H06OxEx84dQeGXejrdcQuDntla+NZ6xf9qPfP1spFari9NCl7+ycL1VvyR\nHgq+XOEFDfoSpScUN552655Z/KO6jS6+zG63Ri80Rcvz8V2qn+31Ayt63wf9zNff5O00gxrl\nvZfs7ajuPMV/Y/ryyBOVcYobNoMtx2gBel/3PjzB96CFl5N6uT7L8y1ldw9QBi/QqFbt4Lek\nuUvwB+Ppir8teFGZpfjU6hzFjSS3tv2NyxiFggACCCCAQG4Flv9ORzCpp/M2/djq/0YR1AjY\nW42Iacq/4mdcNO4MT9Pjqq+JvkYPMfAPu97mafUsT8vYvtzyNH54f8tT4+gsNVY+q3mnqYFz\nuH4TSX+8dvxMJ43W1LgHZxa6/C1/b9EfQT0a778N/IXxSZr3OnX30Fmhj6irP56LH9J2lN1f\nnYL6tBpCTyjvU6PovKFBx1Q1rg7T615RnlZ0mqrjw+oU3ryy5wgPj9i9sLyWd1HJz3+cXzTy\nUx1ne1rPa8G5jfLTOhp6PFK4vNtFumuV9982y+zdMWri/M7DKx1fja/l/ez3zRnKafr/4xa9\n5vLS8t6rcT6uPnP3+TUfG3p1jcvT7H2lzP9vblT7rOhHVz57yAta5nNr3Ns5W8MPKCcpX9H+\n3lPx/4/uYftMfKPzgQmvdD445vKh3q5FRdvW0PfLogWnuMcHNuvlcO3gkaWd9JvL/9O4keSG\n0SjF3+64de/W9x6KT6ufp1AQQAABBBDIncD8u/R4g67iRcVhvZefLdr/7mDB/UOCoReoMdCj\nhxy4Pl1U9HCCK3uCwkOa9vyikX09rm//rLMxw9QSmRqdVm55swoLpmse/bbRkN3VAJm8aHmF\noHtGsKCgPwCXHh50Hhhdnu7/meDljisG73ln+xbeOruw8FL/+KruSVpH26cnbxVG6WzPc543\nUvTU8OAMNYiG6XTRfUODrtkzC303oGt5m2h5u4T7O7vQ+2Sv3pdOLvbtrxpYz78UdF26XNA5\naWHQ9awaSy+F27cwKE6dXej23xybzL+zuNYrf17woWX3GrppuLxwG55cq+srow4urD1kXGGV\nFQ4rXBCOL3Xr8gtf26jjkeLl+czNA/PGBHtNfG6J999Kmva7rid7rgyGddyq/sG8n31pnRve\nh+v9vOo7779F/3/cqWl/efXEhaNXPGmI/98Z1P8fWtYdyjrdc4vHLbwq2HThMz7L2Xs531nq\n+v/JpZVy/7/t/+TGC44dMaVjFX8l8NpZPf4i45/K15X7G/1+0TIpCRfYU9unz6vAb4SNq2yr\n3rO9TzLRt029829ZZd5mTNqitN5hzVg4y0QAgcwK+DPDn3H+DKEg0AgB6qNGKC6+jL01OG/x\nUUsMfVVjHlxiLCMGI+CziAsUP6jiU8r2yreVuYr/3ltOGWz5khbgK5Kqle9qohs27So/1op9\nOd73lFUVX2a6gXKx8oaymdKIQn3UCMUWLeNcrWeGMrzG9a2g+V5VTqlx/kbNRoXUKEmWg0C+\nBKiQ8nW8W7G31EeNV95Vi3xN8R+mlcr3NeFflSYyfsACm+iVf1F8v3m38pBi66WURhQ3wp7u\nZ0HHavoN/czTrMm+xcRnmT5WYQV/0Pj/KtXemxVeusRo6qMlSJI7wtdlnlPn5vmU41/rfM1g\nZ6dCGqwgr0cgnwJUSPk87s3ca+qjxuuO1iJ9JuPjFRbtq1h88/3PKkxndGME7Nzo4svr3ADZ\nrsKCfSvLo8oPK0xv9uhfawXVGmfhe/NDDdiQTNVHHQ0ASfIintLGbaJ01riRPoPk044P1zg/\nsyGAAAIIIIAAAtUE/OQ6/6H6O2Wd2Iz+o/14ZYLi+2YozRPw5ciNLk9qgX9UfCZmghItPivj\nx6z7fnd321H8sAh/8V+p+L3pM0jrVZohr+Pdss1yOVM7d45yiXKMUun0tT+gtlKOU0YolykU\nBBBAAAEEEECgEQK+/2OS4jNF/tvkbsUPidpL8fhPKvMUSvoEvqFNvlx5QHFjaboyRtlHGavs\nqryotKPM10pH9rNi/937dj/zMDljAm74fFPxTWj+5mCO4hvlrlLOL3VvV9cfSp7epRyitLpw\nSUOrxVkfAtkQyNQlDdk4JKnfC+qj5h1C/03yGcV/g/iyq3sUfzG7ukJJt4CvyNpPuVbxsb1L\n+T9lFaWd5Uda+cNKpXuMfNWU//59jzLYQn00WME2vN7fzrhB5CeX+I0QjRtPfjP7Q8rXkraj\nUCG1Q511IpB+ASqk9B/DpO0B9VHSjgjbg8DABcbopS8p/hs3Xnxbic9kXhGfMMDhTNVHWb/E\nLjzGM9Wzd2lgOXV9PaifYPKs8opCQQABBBBAAAEEEEAgSwLPaWf8iHPfOqLfAuu9vPMZdddT\nvq48r3xeocQEfEowb8WnGR3v+zJKf9dmahYKAggggAACCCCAAAKpE7hRW7yh8ojyY8VXVPn+\nqN8oWyovKJScCmyk/T5d8Rmj6OV1Yf8MjT9V8anIdhQuaWiHOutEIP0CmbqkIf2HIxN7QH2U\nicPITiDQcoFM1Ud5uMTucL1Fjiy9TZ5Q1w9l8NNEXld8qZ2fIjNOOUjZQzlYOU+hIIAAAggg\ngAACCCCAAAKZEthTe+OzRNcoG1fZMz9ZZhtlmuL5fcqxlYVv7FqpzboQyI5Apr6xy85hSfWe\nUB+l+vCx8Qi0TSBT9VHW70HaTW8TP6DB3XuqvGXcKLpVmaK8puynUBBAAAEEEEAAAQQQQCBn\nAllvIG2g4+lL6ubXeFz9KET/wBe/SVAjGLMhgAACCCCAAAIIIJAlgaw3kJ7SwdpE6azxoPmZ\n8G5U+Ue1KAgggAACCCCAAAIIIJAzgaw3kM7U8VxXuUTZrMqx9T1IWyv+BeQRip8XT0EAAQQQ\nQAABBBBAoFkCo7Vg/x7RaYofu72v4t/ppLRZIOtPsfPT6FZWjlZ2VeYqcxQ/8/1VZTnFT7Eb\nr4xVupXDlKkKBQEEEEAAAQQQQACBZgjsoYX+QXlZ+acyXPmV8hPF0+5WKAg0VWCSln6+4gaS\nH8gQzRsaflQ5TllTaUfhqUHtUGedCKRfIFNPDUr/4cjEHlAfZeIwshMJF/CTk7uU7ytDItu6\njPp99dPzSrv+Jo1sTl29maqPfGlZ3orPGvn3j3wK0z8c+4rS6OKHPFyk+M1SS/H2rKX424MF\ntbyAeRBAAAEJ+DPGD6HxTxPcrlAQGKyAG0i3KdRHg5Xk9QhUFvDPytyrHFRmFt/+4v8HH1AO\nLDM9qaMyVR8NTapyE7fLl9Y5Lm61u2HilrpPcTaqvKgF/VnprHGBvj/K2+H5aSDViMZsCCCA\nAAIIIIBAygTGans3VQ6osN09Gv9b5RdKmhpIFXaH0UkV8D1Ipyh/jGygz9j8Tnlb8eV2C5Xp\niu8/akfx/wDejpHtWDnrRACB1Ar4Gzt/dvhbfwoCjRDwe8nvKb+3KAgg0HiBjbRI/z/mK5oq\nFV+C53nS9DC1TNVHWT+DtJLeXPcovuTtVsXFZ2luUjZW3Eq/RfEZpA8oxyk+k/M1xdMoCCCA\nAAIIIIAAAgg0SmBeaUGT1fVlduWKpz2t8LdoOR3GDVrgBC3BLfDvKb6e2uWbisedpqyqhMUt\n3xMVT9spHNmiLmeQWgTNahDImECmvrHL2LFJ6+5wBimtR47tTpPAbdpYP4yhXPHJCz/BzpfZ\npalQH6XoaPmm5ZlK9BTlpRp+SfGZpHjxfE8oP4tPaPIwDaQmA7N4BDIqQIWU0QPbxt2igdRG\nfFadG4HNtafzlWMUf46HZXn1XKg8o4wNR6akm6n6KOuX2Hn/fPoyeorS9xu5EeTHK8aL55un\nrB2fwDACCCCAAAIIIIAAAg0QuEPL2F3xWaQvKv5C31c6baX479AdlKcUSpsEomdW2rQJTV2t\nT1HupIyOrOVW9a+jjImMC3t9yZ2fLHJ/OIIuAggggAACCCCAAAINFrhay/O9Rr4NZJbyb2V/\nZb1SvzoUBJoj4MaOT2E+qWxdWsUIdf+p3KysVhrnzobKI8rbyvpKKwuX2LVSm3UhkB2BTF3S\nkJ3Dkuo94RK7VB8+Nh6Btglkqj7K+iV2d+lt8mXFN7r9XfGPbvms0kPKAcrjymOKzzCtrPgB\nDV9SPB8FAQQQQAABBBBAAAEEEMikwCraq/9TfO9Rt+KGUDSva/h8xac121E4g9QOddaJQPoF\nMvWNXfoPRyb2gDNImTiM7AQCLRfIVH2U9TNI4bvDTwP5f6UMUdf3Gvm3kd5U5igvKxQEEEAA\nAQQQQAABBBDIuUBeGkjRw+yn2M0tJTqefgQQQAABBBBAAAEEEMi5QNafYhc/vP3tr88uraAs\nFX8hwwgggAACCCCAAAIIIJB9gf4aDFkQ8P1HFygvKq8qfnrdB5VyxU+v83zfLTeRcQgggAAC\nCCCAAAIIIJBtgaw3kJbR4ZumfFrx2SHfb7StcqtyjEJBAAEEEEAAAQQQQAABBBYJZL2B9G3t\n6ZrKkcoayrrK+xX/GNf3lRMUCgIIIIAAAggggAACCCDQK5D1BtKW2stnlaOV13r3uO93kLZR\n/z+UbypuRFEQQAABBBBAAAEEEEAAgSDrDSQ/ytsNIf/2UbS8ooGPKdOVnym+BI+CAAIIIIAA\nAggggAACORfIegNpto7vjkq5p9L5gQ27KL4v6Uyl0oMbNImCAAIIIIAAAggggAACeRDIegPp\nRh3EUcpPldXKHFD/HtJOii+/u1r5qEJBAAEEEEAAAQQQQACBnApkvYH0ax3X/yi+1+hJZS8l\nXv6rEVOUHsX3KrkU+jr8iwACCCCAAAIIIIAAAnkSyHoD6W0dzM2Uk5QnlAVKuXKfRm6qXFtu\nIuMQQAABBBBogoB/mHyC8i7F98yOVCgIIIAAAm0WGNrm9bdi9a9rJYeUUq1BOEPzfETxY8Dd\nsKIggAACCCDQaIGNtMCvKR9XxpRZ+EyNu0H5ofJcmem5HjWhOHS7QlBcaVZh4cWTip2qr4s7\n6JIP/y1z84xC91TjTCwG7yoEnTtrvH7mo3DXjGDBBboupLgYXDEYOiEY8tGOoLBhEHQM18T7\nuoIFf51TCN5abL7SwOTi0A/2aF4tcy0t6sWFQccj+s718scL7/y90LdtHWNmFRZcNL7YufGQ\noLidlu0fq79vZrDgUm3D/HLLZhwCCCRPIA8NpKi6L6Prr0zrbwamI4AAAgggMACBw/WaI0uv\n81UNtysvKv4iz/fLrqiMUw5S9lAOVs5TKCWBjqDjYDVS3j+5WHi3Gj9HaXSXup2erAbTVwtB\nz9NqlPxZg5qtND7o/MTMoGtvz+MyrhhMGhp0nl8ICh9QA0sPbCp2qX/08GDYQ2pc7aUGzvS+\nOb3MYFQhGPZ7De+phlFRC31By1/JvzxfDIY9smZxwYeeLATzPL+3TZ3NJxWHqmEWHKdlLlS3\n9++syUHnvfOLXTuqAebjTUEAgYQLVDujkvBNZ/MQQAABBBBIjcCe2lI3jnwp9ybKeMW/1eef\nnNhL8RUMviTcDxTaVpmlnKt4HkpEoBgUdTli4TsLg56dZwRdI3uCng+7oaPGy6+KQccZ+ib0\nfxcGXSsvDBaovRM8qobKXuOLgRpUKsWgoMbRBerbVPPtq9cvP6PQtZKWMUXLXUXLuMgtn955\ne/8Z5nuY99S0E9/WMjXvmO5gwXu03Is17zrDgmE+GxgpxVW1vu9pxFe7+rZhrOa9Stu70bBg\n6JciM9KLAAIJFqCBlOCDw6YhgAACCGRGYDftyUzF3Xuq7JX+ng5uVaYofsLqfgolIqAGSEGN\nm+89Xui+TueJumYVuv+mdo9+87AwTN1fzyp0naxL315W9F/PWX7p0GDIuu5ODoZ9Rq/XPceF\nq3Wm6By93t6BlnG9XvsbN3p0tufzHtdXisurcXS9Gkffn1cInve42YXgIb3sWPfrxb5/bFHx\ntmngRzMLXac8UQhe0gY8rQbVd/pm6NAlgRQEEEiDQN4usUvDMWEbEUAAAQSyJ7CBdsmX1NV6\nH8pLmteXevnhDZSYgBomd8dGPaDhjxaChXdGx+u+oaf8TXBP0LFsECxUg6a4uRoxGlO8aWJx\nmI/JoqL5/NRbFz+06VT3qKFzqLthWa0YrLRUMHRdLWf7vuUEI8JpYVcNrdvCfnf1S/WP914D\nGBSXi46nHwEEkitAAym5x4YtQwABBBDIjsBT2hVfWue/lXXfTL/FT7jzH/C9f6j3O3fOZigG\nXbOju6wmj+/3USm83Nft+1eNntL4cGxhbfepcXOCm0kVylqLxuuaPZ1R2lfD+yvr65WjPU0N\nJDdg3dRaYjFvBgt0H9Q7RTcovT25b1631SgIIJACARpIKThIbCICCCCAQOoFztQenKNcohyj\n/EspV/wH91bKcYrPTlymUGICOiuzIDaq1sHep9TqDNRndV7pmfIvKujBDX1lUtD5a7WBvqKh\nmWoUXaim0TS1uO7XlX3zhgTD3OhdougBDroCkIIAAmkWoIGU5qPHtiOAAAIIpEXgPG3oysrR\nyq7KXGWO8oLiP8h9+dWKynhlrKI2QHCYMlWhNE7gkb5FLXx1ZmHhjdHFTigGy3cEQzfV/Ua9\nZ4AmF328ehtH/5kfLNhUT6Bb9AhwP/bbr1WjSe0hCgIIZE2A071ZO6LsDwIIIIBAEgV00iL4\npaLLtII/Kz5T5KfW7aL4KXbu+pK6N5TjlUnKiQqlgQJ68t0VatTocd0d31frZrHGTYfOFmn8\n9Xrc9xZe5cKgc2LfqovPRBtHel1B//mskg9iZ988/IsAAlkS4AxSlo4m+4IAAgggkHQBP8lu\n79JG+qyRf/9oKeVZ5RWF0kSB2YXu2/V7SX9S0+bzunzu7z3FwslDgoW6XK9DTxcs6LK74Ao9\n3U6X0vkavq4Hlg469WO9hQ9NLg47ujvouUoNqHFqVe2lRpYfC+7L9XzWj4IAAhkT4AxSxg4o\nu4MAAgggkBoBn8FwXBcvo4xUKE0W0I/GflG3CfnR2+sJX2fzhlyq03v7Kpfot5O+FK5ej/V+\nU42gT2r4MeUHQ4OO2zqC4rmab2hP0PVeNZxu8DLWLPb+dlX4MroIIIAAAg0SOFDL0WculWOD\nPFkMAnkRGKYd9WdH7yVBednplO/nRtr+0xWfMfKxi2eGxp2qjFHaUfxe8jb5vZX5MqkYjJtY\n7HzfisXee8DK76+eZDehGEzwY8HV9dk+CgIILCmQqfqIS+yWPMCMQQABBBoh4MrCjweeoviR\nzbOU85VbFEo+BQ7Xbh9Z2vUn1L1deVF5XfGldr5ca5xykLKHcrByntLSMnStIFjzrqHbdYzq\nfVBES9fdjpX5t2JXCIaOXsHNwqrFD6cbupIe3kBBAIGYQM8rwdAnN+0Oun2+NQOFBlIGDiK7\ngAACiRqTFf4AAEAASURBVBPwDfZXKn5qmR/T7CpjPcWX5JyrHKB0K5T8COypXXXj6FrlB8o9\nSrmi+/6DrRU/qMHvlceV25SWleUPHRIURhWuoR3QMnJWhEDqBQr6isefHc9/fWHq94UdSI4A\nl9gl51iwJQgMVmC4FvCw8jfFZwWixT8U6t9e8R+/jSjDtBD/Hcsldo3QbO4y3Njx5XN+f9RS\nfNbxVeWUWmZu4Dy5usSugW4sCoG8C2SqPuIhDXl/O7P/CCDQaIHPa4G+VOpTSvypZHdr3BcU\nXzq1mkLJj8AG2lVfUje/xl1+SfNNV1avcX5mQwABBBBokAANpAZBshgEEECgJPBhdS9W/O1/\nuXKVRj6v7FBuIuMyK/CU9sxnEDtr3EOfQXKjymcjKQgggAACLRSggdRCbFaFAAK5EBitvfQf\nw9WKL7PzWSZKfgTO1K6uq1yi+AdiK5XwHiTfqzRC8T1sFAQQQACBFgrwkIYWYrMqBBDIhcDj\n2sv3VNnT4Zo2WXm8yjxMyp6An0bnh3YcreyqzFXmKC8oPtu4nOJG83hlrOKHeBymTFUoCCCA\nAAItFKCB1EJsVoUAArkQuEB7eanybuWhMnt8sMb5PhQ/0Y6SHwE/TOOXyuXKMco2SvxM0psa\nN085XjlReVJpRFlLC/EN1LWUCbXMxDwIIIAAAgg0W+BArcCVJ7+i3mxplo9AawTcQHpC2Tay\nuk71+4xAl/I/kfGD6c3UU4MGA5HS1/qs0ZrK2kr8iYeN2iU3jly/1Bt+ELVRR4DlIJAPgUzV\nR5xByseblr1EAIHWCuyj1fkMwE2KG0q+5+hdiv9I9W8gnaNQEBgiAsf3Ay+j+LK6N5RGlse0\nMD/wwQ30Woob7yco3i4KAgggkEsBGki5POzsNAIINFngbS3/S8rPlB0V/4E6U7lOqfR0O02i\n5EBgI+3j15SPK2PK7K/fJzcoP1SeKzN9IKNeruNFr9cxL7MigAACmRSggZTJw8pOIYBAQgT8\nx+5pCdkWNqP9AodrE44sbYbPLN6uvKi4UeJL7PyQhnHKQcoeysHKeQoFAQQQQACB3AlwD1Lu\nDjk7jEBDBDJ1zXdDRJK7kD21ab7E8hpl4yqb6cd8b6NMUzz/lkorC/VRK7VZFwLZEchUfeTr\nnikIIIAAAggg0FyB3bR4n1F0954qq3Kj6FZlivKasp9CQQABBBBooQANpBZisyoEEEAAgdwK\nbKA99yV1fsR7LeUlzTRdWb2WmZkHAQQQQKBxAjSQGmfJkhBAAAEEEKgk8JQmbKLU+jQ5P9jD\njaqHFQoCCCCAQAsFaCC1EJtVIYAAAgjkVuBM7fm6yiVK/Adioyi+B2lr5VplhHKZQkEAAQQQ\naKEAT7FrITarQgABBBDIrYCfRreycrSyqzJXmaO8oPjR78spfordeGWs0q34h4WnKhQEEEAA\nAQRyJ8BTg3J3yNlhBBoikKmnBjVEJPkLmaRNPF9xA8kPZIjGPxL7qHKcsqbSjkJ91A511olA\n+gUyVR9xBin9b0j2AAEEEEAgPQJ+kt3epc31WSP//tFSyrPKKwoFAQQQQKDNAjSQ2nwAWD0C\nCCCAQG4FfGmdE5bh6vEldjOUheFIuggggAACrRXgIQ2t9WZtCCCAAAL5Fpio3f+ysruyTInC\n9xxdrDyv/Fdxo+kYpVOhIIAAAgggkEsBrvnO5WFnpxEYtECmrvketEbyF/BNbWL0nqNZGh6j\nXFAa798+ulqZVxr2+FYX6qNWi7M+BLIhQH2UjeOYqL2gQkrU4WBjEEiNABVSag5VsLM2tUf5\nt3Kw8i3FT7DzGSM3mr6jLK24+J6ksxSP/7DSykJ91Ept1oVAdgSoj7JzLBOzJ1RIiTkUbAgC\nqRKgQkrP4TpVm/qaMjKyybup342gJ5UhkfHudWPpOeVXHmhhoT5qITarQiBDApmqj7gHKUPv\nTHYFAQQQQCCxAv5xWP/4qx/lHZa/qedt5Uol/lCGtzTuYWVthYIAAggg0EIBGkgtxGZVCCCA\nAAK5FfD9RW4kRevdNzX8Q+UhJV6W14j3K/PiExhGAAEEEGiuQPSDurlrYukIIIAAAgjkV+A6\n7bp//PUEZdUIw/HqPyky7N5O5aeKH/t9k0JBAAEEEEAgdwJc8527Q84OI9AQgUxd890QkeQu\nxA9euFvxPUe+rG4FpVzZQyOfUTyfG0cFpZWF+qiV2qwLgewIZKo+4gxSdt6Y7AkCCCCAQHIF\n3CjaSjlGma74krtyxQ9x8B8aPqu0i+KGEgUBBBBAAIHcCfCNXe4OOTuMQEMEMvWNXUNE0r8Q\nP70u/kS7Vu5VHuujdwn4LGWe4vvCHlC+p4SPXVcvBQEE+hHIVH3EGaR+jjaTEUAAAQQQaKGA\nn14Xf6JdC1efu1V9VHt8rzJWcaPIlzieq3xDmapUuhRSkygIIIAAAs0UyOM3ds30ZNkI5EUg\nU9/Y5eWgJXw/81QfraZj4d+m+kmZYzJa4+5XLi4zjVEIILCkQKbqI84gLXmAGYMAAggggAAC\n2Rf4mnZxpnJ4mV19QeMOUHxGaa0y0xmFAAIZFqCBlOGDy64hgAACCCCAQEWBD2rKFUqlB2Hc\npWlzlS0VCgII5EiABlKODja7igACCCCAAAKLBHxJkB/KUK14un+PioIAAjkSoIGUo4PNriKA\nAAIIIIDAIoF/q8+PXq9U/OCGyYrnoyCAQI4EaCDl6GCzqwgggAACCCCwSOB09X1E+fCiMe/0\n+Ad6T1AeVO54ZzR9CCCQBwEaSHk4yuwjAggggAACCMQF7tSInyqXKd9VfMaoU9lE8b1JfgT4\nfkqle5Q0iYIAAlkUGJrFnWKfEEAAAQQQQACBGgR+qHlmKUcpx0bmv0n9myv/iYyL9+6oEbsr\nflz404obVdcoFAQQSLkAZ5BSfgDZfAQQQAABBBAYlMAZevWaynqK70lyg2cHpVLjaKSm+azT\n1co4ZbayqvIX5TpllEJBAIEUC3AGKcUHj01HAAEEEEAAgYYI9Ggpvt+oluJ7l9ZX3qc8FHmB\nH+hwpXKe4svzKAggkFIBziCl9MCx2QgggAACCCDQcgHfn/Rp5VNKtHHkDZmhfEKZomynUBBA\nIKUCNJBSeuDYbAQQQAABBBBoucAuWuM05d4Ka35E429ROINUAYjRCKRBgAZSGo4S24gAAggg\ngAACSRAYo42Y28+GzNF0z0dBAIGUCtBASumBY7MRQAABBBBAoOUCT2qN7+pnretq+hP9zMNk\nBBBIsAANpAQfHDYNAQQQQAABBBIl8BdtjRtAlS6h20bTNlMuUSgIIJBSARpIKT1wbDYCCCCA\nAAIItFzgMa3xF8q5ym6xte+sYTeMfqfcH5vGIAIIpEiAx3yn6GCxqQgggAACCCDQdoEfaAu6\nlQsV34/kp9dNKOVEdb+jUBBAIMUCNJBSfPDYdAQQQAABBBBouYB/M+lHymmKL7VbXfGld/7h\n2FkKBQEEUi5AAynlB5DNRwABBBBAAIG2CPiBDae0Zc2sFAEEmipAA6mpvCwcAQQQQAABBFos\nMFrr21TpVKYrPFFOCBQEEKhdgIc01G7FnAgggAACCCCQXIGR2rTfK88olynnK7MVX/q2hkJB\nAAEEahKggVQTEzMhgAACCCCAQIIFhmvbrle2U3xfkBtLyyo+k7SMcocyVqEggAAC/QrQQOqX\niBkQQAABBBBAIOECh2r7JipbKdcpfpCCy93KjoqfNneCQkEAAQT6FaCB1C8RMyCAAAIIIIBA\nwgX21/b9UvHldfGyQCP81Lk9FJ9VoiCAAAJVBWggVeVhIgIIIIAAAggkXMB/y6yj3FllOz3N\nD22YVGUeJiGAAAK9AjSQeCMggAACCCCAQJoFfDndW8qoKjsRTnujyjxMQgABBHoFaCDxRkAA\nAQQQQACBtAv8XTvw6So74Wm+D2lGlXmYhAACCPQK0EDijYAAAggggAACaRf4qXbgM8rny+zI\nBzXuCOVopahQEEAAgaoC/FBsVR4mIoAAAggggEAKBKZqG7+qnKbsqfxVma9sq+yj/E45RaEg\ngAAC/QrQQOqXiBkQQAABBBBAIAUCbhz5YQzfVPzYbz+UYbqyq3KtQkEAAQRqEqCBVBMTMyGA\nAAIIIIBACgTu0zZ+LgXbySYigECCBbgHKcEHh01DAAEEEEAAAQQQQACB1grQQGqtN2tDAAEE\nEEAAAQQQQACBBAvQQErwwWHTEEAAAQQQQAABBBBAoLUCNJBa683aEEAAAQQQQAABBBBAIMEC\nNJASfHDYNAQQQAABBBBAAAEEEGitQB6fYreCiEcpw5XXlZeVNxQKAggggAACCCCAAAII5Fwg\nL2eQNtJxPl15VnlRmaU8rMxR3EiaoZyqjFEoCCCAAAIIIIAAAgggkFOBPJxBOlzH9sjS8X1C\n3dsVN5LcMPKZpBWVccpByh7Kwcp5CgUBBBBAAAEEEEAAAQQQyJTAntqbonKNsnGVPSto2jbK\nNMXzb6m0shyolXm9I1u5UtaFAAKpFximPfBnxxap3xN2ICkC1EdJORJsBwLpEshUfZT1S+x2\n03trpuLuPVXeZ/4D41ZlivKasp9CQQABBBBAAAEEEEAAgZwJZL2BtIGOpy+pm1/jcX1J801X\nVq9xfmZDAAEEEEAAAQQQQACBDAlkvYH0lI7VJkpnjcfMT7hzo8oPcKAggAACCCCAAAIIIIBA\nzgSy3kA6U8dzXeUSZbMqx9b3IG2tXKuMUC5TKAgggAACCCCAAAIIIJAzgaw/xc5Po1tZOVrZ\nVZmr+NHeLyivKsspfordeGWs0q0cpkxVKAgggAACCCCAAAIIIIBAJgUmaa/OV9xA8gMZovGP\nxD6qHKesqbSjHKiVept4il079FknAukVyNRTg9J7GDK15dRHmTqc7AwCLRPIVH2U9TNI4bvC\nT7LbuzTgs0b+/aOlFP9w7CsKBQEEEEAAAQQQQAABBBAIsn4PUrlDPEQjHe/7MgpnbYRAQQAB\nBBBAAAEEEEAAgb5GQh4cNtJOnq74jNGLyizFT6rz/UivKzOUU5UxCgUBBBBAAAEEEEAAAQRy\nKpCHS+wO17E9snR8n1DXv4vkRpIbRr7Uzg9pGKccpOyhHKz44Q4UBBBAAAEEEEAAAQQQQCBT\nAntqb/zwg2uUjavsmR/zvY0yTfH8WyqtLNwU20pt1oVAdgQydVNsdg5LqveE+ijVh4+NR6Bt\nApmqj7J+D9Juepv4AQ3u3lPlLeNG0a3KFOU1ZT+FggACCCCAAAIIIIAAAjkTyHoDaQMdT19S\nN7/G4/qS5puurF7j/MyGAAIIIIAAAggggAACGRLIegPpKR2rTZTOGo/ZCprPjSo/wIGCAAII\nIIAAAggggAACORPIegPpTB3PdZVLlM2qHFvfg7S1cq0yQrlMoSCAAAIIIIAAAggggEDOBLL+\nFDs/jW5l5WhlV2Wu4kd7v6C8qiyn+Cl245WxSrdymDJVoSCAAAIIIIAAAggggEDOBLLeQPLD\nF36pXK4co/hJdfEzSW9q3DzleOVE5UmlEeUDWkitl/ZNbsQKWQYCCCCAAAIIIIAAAggMTiDr\nDaRQx0+y27s04LNG/v2jpRT/cOwrSqOLGzw+C5UX30b7sTwEEEAAAQQQQAABBNoi0Kh7kNwQ\neJfie3mSXnxpnc8SPaq4cTRG8X1KjbLQooIZynDFZ5BqyZc1HwUBBBBAYPACaaqPBr+3LAEB\nBBBAoOECA2kU7KGtODWyJb63x/f0+Mlvc5WPKGkq/6uNfUhZvsEb3aPl+Z6mWuJ5KQgggAAC\n9QlkrT6qb++ZGwEEEECgKQL1XgLmH1y9WHlb8VkPX652trKs8jdlc+V8xY/W9lmUdhc/sntk\nPxsR/ubR+zWfzy65+AzTnN4+/kEAAQQQSKJA2uqjJBqyTQgggAACDRC4V8vw/TxueLjsp/hB\nCD/3gMokxcN+ElwSyn3aCG9Pvflxizf+wNI29teYa/FmsToEEEi4wDBtnz/ftkj4djZj89JW\nHzXDoBnLpD5qhirLRCD7Apmqj+o5g+TL8XyvzgnK9NJx3qXUvaTUdePJl6ttXBpud+cUbYCf\nYreUcoXibYuXD2mEnzh3kvJWaeLUUpcOAggggEDyBNJYHyVPkS1CAAEEECgrUE8DyZfRuaHx\ndGlJQ9SdoryoTCuNc8fzuBWZhOIG0j+U85SdlBuUXyv+xjUsP1OPG0hHKt4XCgIIIIBAsgXS\nWB8lW5StQwABBBBYJFDPQxr8xDc3ILYuvdoNjhWUa5XwIQMbqX+i4jNJSSkPakPcAPqtcqJy\nnRLed6ReCgIIIIBAygTSWh+ljJnNRQABBBCoRcANDJ99uUV5XnHDaFvF5UfKG8pC5d1KEsv2\n2ig/gMENvb1KG+gzSN6nFUvD7ehwzXc71FknAukX8Nl6f37l8R6ktNdHSX33UR8l9ciwXQgk\nWyDP9VHv5XNn6fj4Xh3/yOrXIsfKl6+9qfxPZFwSe1fQRl2g+I8KX3p3WqmfBpIgKAggkCqB\nPFdIvpw77fVREt9sNJCSeFTYJgSSL5Dn+mjR0TFC/EdhN9A4XxeelrKvNtSXabihxBmktBw1\nthMBBKICVEh997ymvT6KHtN299NAavcRYP0IpFMgU/VRPfcg+XBNUkYrCxQ3KqJlugZ8id22\nyobRCQntP1vb9T7Fv+t0i9KlUBBAAAEE0iGQpfooHeJsJQIIIJATgXobSL6M7utVbIZr2i3K\nQVXmaeek+P4+ro3ZU/mQ8priJ/P5EjxfukFBAAEEEEiuQNrro+TKsmUIIIBAzgX6e8z32vLZ\nJmLkS+g2Vg6IjAt73fgIzxwl6XHZq2i7TlJ2Unz6z48k/6EyVYmX9TXCPz54hHKkQkEAAQQQ\nSIZAFuqjZEiyFQgggAACgxJYTq+ep4T36dTSfV3zbzKotTbuxctoUU8o3m7fb/Sw4ifv+Ul7\nxyjx4gae5/1xfEKThw8srXdkk9fD4hFAIFsC/tLHn1l5eIpd2uujtLzzqI/ScqTYTgSSJZCp\n+qi/M0ivyv5jyntKx+AEdf+h/KU0HO244eGn2N2juFGShPJtbcSais8GHa/4Mjo33v6gfF9Z\nWvmWQkEAAQQQSLZA2uujZOuydQgggAACAxb4lV75yQG/uvUvvF6rfEaJNwRHadytir95dSMq\nLJxBCiXoIoBAGgQy9Y1dneBpq4/q3L22zc4ZpLbRs2IEUi2Qqfoo3nDo78gc2t8MCZu+urbH\nZ7y6Y9vly+18ZszT/EOxs5ULFQoCCCCAQDoE0lYfpUOVrUQAAQQQWOLMSi0k22sm/4bQyoov\nUSso8fInjTgzPrINw2747Kj4qXRvx9bvyzV2UW5XvK1zFT+mnIIAAgggkA6BNNVH6RBlKxFA\nAAEE6m4gfVpmF9Tg9vca5mnFLDdqJTsrP1WOU+Yp0eJG0U6KzyRdrfxcoSCAAAIIJF8gbfVR\n8kXZQgQQQACBAQn8V6/yU+r2UcYqQyqkoPFJKD5z9KDie4385Lq9lHLF9x69pHg+5willYVr\nvlupzboQyI5Apq75rvOwpK0+qnP32jZ7kuqjtaRwjHKFcrHyLWV5hYIAAskTyFR91FGHrx9B\nvbZytnKe8pTiRke5uJGRhOLL6jZTTlKeUBYo5cp9Grmpcm25iYxDAAEEEEiUQBrro0QBpmBj\nvqFtfEjZSXlUeVY5uNQf/X1GjaIggAAC7RNwY+plxZeqpbXU0iB8v3bOPxjbypKkb+xaud+s\nCwEEBieQqW/s6qDIQn1Ux+62dNYk1Eef1B53KfvG9rxTwycrftDSxNg0BhFAoL0Cea2PetUv\n179zlVoaGu09TOlaexIqpHSJsbUIIGCBPFdI1EfN+X8gCfWRzxgdU2H3fAm/7xs+o8J0RiOA\nQHsEMlUf1dvQ8Qfnm4qvBfYp7nHK6DLx0+0oCCCAAAIINEuA+qhZsu1d7tpave89Or3CZvgS\nfjeOPlJhOqMRQACBlgvcoTX61Hb4MINK3SNavmXpXqErelv6unoKAgggUKtApr6xq3WnS/NR\nH9UJVuPs7a6PNtd2uj4cXmV7p2ja/CrTmYQAAq0XyFR9NLROv3s1/7waXuMbKykIIIAAAgg0\nS4D6qFmy7V3uE6XVv1tdP0CpXPG02eUmMA4BBBBAIDsC7f7GLjuS7AkC+RLI1Dd2+Tp0id3b\nJNRHvsfoggpCvtLiMeXoCtMZjQAC7RHIVH1U7z1I7SFnrQgggAACCCCQF4FDtKO7Kr9Vlovs\ntJ9c5x9171F+ERlPLwIIINBQgXovsTtVa1+lhi34s+ZxKAgggAACCDRDgPqoGarJWOY92owP\nK/7dxf0VX2q3tLKBMlXZXvH90BQEEECgKQL1NpB20lb099sDczTP35uytSwUAQQQQACBPgHq\no2y/E3yZ3TrKFMW/Tegfer9NuV2hIIAAAk0VqLeBtJG2Jn5ZnofXUNZTfqn4zJG7FAQQQAAB\nBJolQH3ULNnkLNeNoitLSc5WsSUIIIBAnQIban4/nvPjdb4u77Mn4abYvB8D9h+BNApk6qbY\nBh8A6qOBgVIfDcyNVyGQd4FM1Ufxs0GDPbi+TtiP3vSlDxQEEEAAAQTaJUB91C551osAAgik\nXKDRDST/sNtoZeWUu7D5CCCAAALpFqA+SvfxY+sRQACBtgnUew/SUtrSQpmt9XLGKEcryyh3\nKRQEEEAAAQSaJUB91CxZlosAAgjkXKDeBtJ/5NXfU+xmap7Tcu7K7iOAAAIINFeA+qi5viwd\nAQQQyK1AvQ2kWyX1SBkt/2jbq8p05XSF3ycQAgUBBBBAoGkC1EdNo2XBCCCAQL4F6m0g7Z9v\nLvYeAQQQQCAhAvsnZDvYDAQQQACBjAnU20CK7v54DayrrKg8p/iXr19UKAgggAACCLRSgPqo\nldqsCwEEEEBgCYH3aMzfFf/eUTT+QbcTlXIPcdBoShUBfneiCg6TEECgokCmfnei4l5WnkB9\nVNlmoFOojwYqx+sQyLdApuqjes8graljf7uynHKtcq/ysuLxuygHK36KnT9gfV8SBQEEEEAA\ngWYIUB81Q5VlIoAAAgjULXCpXjFf2aHMKzs17teKzyptVWY6oyoL8I1dZRumIIBAZYFMfWNX\neTfLTqE+Kssy6JHUR4MmZAEI5FIgU/VRvT8Uu60O+anKjWUOfZfGHar4fqTtFAoCCCCAAALN\nEqA+apYsy0UAAQRyLlBPA2mUrPxAhn9XMevWtP8qG1eZh0kIIIAAAggMRoD6aDB6vBYBBBBA\noKpAPQ0k/7aRs2GVJfr02ruVWVXmYRICCCCAAAKDEaA+Gower0UAAQQQqCpQTwPJC/KDGXx9\n8sc8ECtLafh3ymjl5tg0BhFAAAEEEGikAPVRIzVZFgIIIIDAIoF6n2L3Xb3yw8pflX8qford\nS4qfJrSTsoZysXKlQkEAAQQQQKBZAtRHzZJluQgggAACdQusrldcoxRjeUPDP1J8JolSnwBP\nDarPi7kRQKBPIFNPDRrAQaU+GgBaPy+hPuoHiMkIIFBWIFP1Ub1nkCwyV/mI4t87WldZRfE9\nRzMUPwKcggACCCCAQCsEqI9aocw6EEAAgZwJ1HsPUsjj30Fyw+gu5SrFPxb7e6Xc7yNpNAUB\nBBBAAIGmCFAfNYWVhSKAAAL5Fai3gbSaqK5QblA2i7BNUv++pfFHRcbTiwACCCCAQDMEqI+a\nocoyEUAAAQTqFjhfr/APwp6srBR79U4avlXxvUlbxqYxWF2Aa76r+zAVAQTKC2Tqmu/yu1hx\nLPVRRZpBTaA+GhQfL0YgtwK5rY8KOuRvKhdWOfRjNc0/FntSlXmYtKQAFdKSJoxBAIH+BfJa\nIVEf9f/eGOgc1EcDleN1CORbIFP1UT2X2C2r4760cmOV4/+Upvm+pHFV5mESAggggAACgxGg\nPhqMHq9FAAEEEKgqUE8D6VUt6RFlwypL7NS0SYqfaEdBAAEEEECgGQLUR81QZZkIIIAAAr0C\n9TSQ/IKbFZ9+39sDseLHfp+qjFH8EAcKAggggAACzRKgPmqWLMtFAAEEEKhLYGXNPU3xgxge\nVi5V/qBcq7yoePxZCqU+Aa75rs+LuRFAoE8gU9d813lQqY/qBKtxduqjGqGYDQEEFhPIc33U\nC+EzRW4UzVR6FDeKnCeVLytDFEp9AlRI9XkxNwII9AnkvUKiPmr8/wnUR403ZYkI5EEgU/XR\n0AEcsdf1mi+UXjdK3XHKbMXXhFMQQAABBBBolQD1UaukWQ8CCCCQI4GBNJCiPK9o4IHoCPoR\nQAABBBBogwD1URvQWSUCCCCQRYF6H9KQRQP2CQEEEEAAAQQQQAABBBDoFaCBxBsBAQQQQAAB\nBBBAAAEEECgJ0EDirYAAAggggAACCCCAAAIIlARoIPFWQAABBBBAAAEEEEAAAQRKAjSQeCsg\ngAACCCCAAAIIIIAAAiWBehtIJ+t1n1A6EUQAAQQQQKCNAtRHbcRn1QgggECWBeptIO0ijMuU\nucqvlA0VCgIIIIAAAq0WoD5qtTjrQwABBHIiUG8DaQu5HKo8qRyi3Kvcp3jcygoFAQQQQACB\nVghQH7VCmXUggAACCNQl8F7N/TNljlJUupTLld0VLsETQh3lQM1rw5F1vIZZEUAAgWEi8GeH\nGwt5LtRHjTv61EeNs2RJCORJgPoodrR9Fmpb5QTlGcWV9XOl4bXVpfQvQIXUvxFzIIDAkgJU\nSIubUB8t7jGQIeqjgajxGgQQyFR9VO8lduUO/2SN3EZxI8mX2bmB9Kziy+4eVg5XKAgggAAC\nCDRbgPqo2cIsHwEEEECgosAYTfmG8i/FDSLnceVIZZLiMlG5TPG0/RVKZQG+satswxQEEKgs\nkKlv7CrvZtUp1EdVeeqeSH1UNxkvQAABCeS6PtpDAFcpvt/IDZ83lXOUHZSCEi+raITnOzs+\ngeHFBKiQFuNgAAEEahTIc4VEfVTjm6TO2aiP6gRjdgQQ6BXIVH00tM6D+gvN7zNDdyh/VC5Q\nXlEqlW5NmK3cU2kGxiOAAAIIIDAAAeqjAaDxEgQQQACB/gXqbSD9Wou8WvG9RbWUFzTThFpm\nZB4EEEAAAQTqEKA+qgOLWRFAAAEEaheo9yENflKdG0e+pG5yZDWrqf+s0vjIaHoRQAABBBBo\nigD1UVNYWSgCCCCAQL0NJDeErlBuUDaL8PnBDPuWxh8VGU8vAggggAACzRCgPmqGKstEAAEE\nEKhb4Hy9wg9oOFlZKfbqnTR8q+KHMmwZm8ZgdQFuiq3uw1QEECgvkKmbYsvvYsWx1EcVaQY1\ngfpoUHy8GIHcCuS2PvJT6vzUugurHPqxmuYHM5xUZR4mLSlAhbSkCWMQQKB/gbxWSNRH/b83\nBjoH9dFA5XgdAvkWyFR9VM8ldsvquC+t3Fjl+D+laXcp46rMwyQEEEAAAQQGI0B9NBg9XosA\nAgggUFWgngbSq1rSI8qGVZbYqWmTlBlV5mESAggggAACgxGgPhqMHq9FAAEEEKgqUE8DyQu6\nWfHp9709ECvLaPhUxb9q7oc4UBBAAAEEEGiWAPVRs2RZLgIIIIBAXQIra+5pih/E4Md9X6r8\nQblWeVHx+LMUSn0CXPNdnxdzI4BAn0Cmrvmu86BSH9UJVuPs1Ec1QjEbAggsJpDn+qgXwmeK\n3CiaqfQobhQ5TypfVoYolPoEqJDq82JuBBDoE8h7hUR91Pj/E6iPGm/KEhHIg0Cm6qOhAzhi\nr+s1Xyi9bpS645TZiq8JpyCAAAIIINAqAeqjVkmzHgQQQCBHAgNpIEV5XtHAA9ER9COAAAII\nINAGAeqjNqCzSgQQQCCLAgNpIG0viH0VX//tx3779yji5U8acWZ8JMMIIIAAAgg0UID6qIGY\nLAoBBBBAoE+g3gbSp/WyC2rA+3sN8zALAggggAACAxWgPhqoHK9DAAEEEKgqUG8D6Sda2hvK\nQcrNyrNKueKHN1AQQAABBBBolgD1UbNkWS4CCCCQc4F6GkgjZbW24t86Oi/nbuw+AggggED7\nBKiP2mfPmhFAAIHMC9TTQHpLGn5Snc8gURBAAAEEEGiXQFbqoxUE6KfBDlf8RL6XFepYIVAQ\nQACBdgp01LFyXzbne4v2Vup5XR2rYFYEEEAAAQT6FUhzfbSR9u50xZeo+wfWZyn+4fU5ihtJ\nMxRfqTFGoSCAAAIItEGg3oaOf0DuTeViZRtlnDK6TPx0OwoCCCCAAALNEkhjfXS4MO5RDlB8\nFux25SrFDz+6VrlTGaH4Pt+HlH0UCgIIIIBAwgXu0Pb5tyaK/eQITafULsAvl9duxZwIIPCO\nQKZ+ufyd3aqpL2310Z7aK9ed1ygbV9lD/3SGv4Ccpnj+LZVWFuqjVmqzLgSyI5Cp+qiee5B8\nCO9V5tVwLP3NFwUBBBBAAIFmCaStPtpNEDMVd+dXQXGj6FZlijJb2U+5TaEggAACCLRIoN4G\n0ldatF2sBgEEEEAAgWoCaauPNtDO+JK6ao2j6P6+pIHpyurRkfQjgAACCDRfoN57kKJb5PuM\n1lc2K430Y1cpCCCAAAIItFogDfXRU0LZROmsEcdPuHOjyg9woCCAAAIItFBgIA2kcdq+CxU/\nitTfbh2nuJyjHK34caUUBBBAAAEEmi2QpvroTGGsq1yihF8slvPxPUhbK35ogx/YcJlCQQAB\nBBBooUC9l9iN1bb5CTx+cp3vM/KHd1j8of4DxddXb6q8rVAQQACBLAj4m//DFN8w7xtR/62c\npviJnpT2CKStPjpPTCsr/iJxV2WuMkd5QfFvDC6nrKiMV7xv3Yrfc1MVCgIIIIBAggUu0rb5\nzNFWpW28VN1/lPqHqOsPft9g+qXSODq1CfDUoNqcmAuBdgj488x/rF6ufEHZW/mt8pbiswL+\ncqhdxY01f+Zu0a4NaON601ofTZLZ+YobSD520bh+fVTxlRlrKu0o1EftUGedCKRfIM/1Ue+P\n2v08cgyjDSSP7lReVv7oAUrNAlRINVMxIwItFXDDw42j/cus1T/46Rvp/7fMtFaNynOF9KKQ\n014f+ayRG0JrK6OUJBTqoyQcBbbh/7d3HmDSVGXang/4yFlJIlFAFGEVRJIEETAghkXMIqui\noiuu8psVQcGwZlddcXEVJYiKixhAEFAkCAgqCIJIzkjOef77menm62m6e7rn6+murrrf63qm\nqs45VXXOfWr69NsnlARGj0Cp2qNe5iDlgzyTRi/uUGcPEXdBLV2HZEONShnWRE9FWR3IxSWA\noElAAi0JfIjQDKP7XovYLDOdYcVJkx50bXAEytIe5bmJ0hYviWyPgKBJQAISGDaBXhykjJG+\nAW3aIdNptDZAF3VIM4yo/NJ7MLoJ3YouR8ljxn/fjS5FB6EVkCYBCUigTiCT5TOpvp3Fecqc\nzKe3S2D4rBCwPZoVrF5UAhKQgARCYKEeMRxL+reiTFD+Hmq0ZTn4HsowgRNQUWxfMrJ/LTNX\nsT0DxUmKY5S8ZlJsVkJ6G9oV7Y0OR5oEJCCBLB99VwcM9bik0wZLwPZosLy9mwQkIAEJtCEQ\nJyhORiaV3oHSo3QtOhplJZ6EF2n+0W61PKUh3Ri1s0yy3gadjVKGrFQ1SNuTm+W+Dq8YJHXv\nJYHpCZxLkv06JNueuAwtztDdYVipxnz3CND2qEdgXSa3PeoSlMkkIIEpBKrcHk2AeCJ/v4Ue\nQPlSX1ccpHejIo3FP4z8ZPjcIqgby5ecDN1I+QZpNkiDpO29JNA9gXeRND3Oa7Q4JY1BeqR/\n1CJuUEFVb5Bsj/r/pNke9Z+pV5RAFQhUvT16rI7jCK2N0tvypMdCi7VzPtk5tMcsnUr6n/d4\nzvwmt0GaX4KeL4HZIbAQl82Q4fSc74rSAKTHeXOUz4qr0TA//2yQqADM9miSQz/+2h71g6LX\nkED1CJSqPVpgPurvEc69DJ2OrpuP68zmqddz8U3Q3C5vkh6kjVAWcNAkIAEJZInvl6AsxnAY\nyruP7kf53EvPUhylon7+kbXKmO1RZaragkpAAhKYfQL5dbQXy0pvK3Vxwg9JEw3bDiEDh6Ks\nQnUgOhO1svwi/Fz0BbQ4ypwqTQISkEAIZDjx+1AWfMlcxoVRXmeQH2C04RGwPRoee+8sAQlI\noNQEenWQdoTGWtMQuYb4302TZlDRh3OjFdEBaBd0LUr+Ml8qc42WRsujzC9YBeXX4n3QaUiT\ngAQk0EggK1+e0hjg/lAJ2B4NFb83l4AEJCCBOoEsi51haI16Asf/gl6P8p6hz6OiWeZKHYHi\nINUXlahv7yHsEpTeo9XQMGxPbpr8uIrdMOh7TwmMLoH0ZuWzY4vRLcKMc257NGN0HU+0PeqI\nx0gJSKANgVK1R732IN3RBkp6ZP6CMuzkT+j36BhUFMtcqdfWMpNeozSsi6I4dO3KRJQmAQlI\nQAIFJdDus9v2aGqFrc7hr1G+vHRjS3WTyDQSkIAEykygVwdpOhZ/JsGVKEMfiuQgNeY7qx1F\nWaBiSZRhdelF0iQgAQlIoDwERqE9ylDvKLYG2gzlh7uLURYE6YflfYWfRnO7vNg2pHtTl2lN\nJgEJSEACXRBYhDR3oSO7SDvIJM/iZgejNDwZjtKsvCvpILQCGoY5pGEY1L2nBEafQKmGNPS5\nOorWHr2d8h2OFmsq54Ycn40a26XbOf4gyo95gzbbo0ET934SKAeBUrVHvfYgZVhaVnxrtlwn\nzsUBKL0yf0RFsaw8tX8tM1exPQNled5MuM5Qu+VRhiC8De2K9kZpxDQJSEACEigugVFrj9I7\nlKHee6F671DmvWZIetqitJvnoAwDTy/OZ9FK6H1Ik4AEJCCBAhO4jLw1/srVaj+9MfmwL4Lt\nRiaSx2PRxh0yFKcvDVL9V7y8/HaQ5i92g6TtvSRQHgKl+sWux2oZtfbofylf2qPG9vGwWti/\nN5V9cY7rcTs0xc32oe3RbBP2+hIoJ4FStUe99iBlidu/t6jXRwnLOOrzUIaytZs8S9RA7eXc\nLY1otg90uHMarZRtJ5Q5VLuj05EmAQlIQALFJDBq7VErivkx7iz09abIezl+K3oB2h79BmkS\nkIAEJDAgAr06SHsMKF/9us1GXChD6jo5R433uo2DOHmrNga6LwEJSEAChSOwR+Fy1HuGMpzu\nxDanZRjeRegZbeINloAEJCCBWSKwwCxdtyiXvZ6MbILmdpmh5UgXpyqNkiYBCUhAAhKYTQKZ\nc5RFGlpZ3jG4KUo7pklAAhKQwAAJ9NqDlJXeMmm0V/sBJxzV60l9SH8I1zi0du8D2Z7Z5pqZ\ng/Rc9AWUsd9HI00CEpCABIpLYNTaozrJDKmrL8iQodwfRy9Fx6C6rc7O51DG9P+uHuhWAhKQ\ngASKSSDD1bKMd31xhofZvxllDlI9rNX2w8QPw+L4vBfdg5Kva9Af0C/REbVtynQdSvxD6D1o\n0Oak2EET934SKAeBfIHOZ9cW5ShOT6UYtfbolZTupyjzYpvbyasaSr4z+2mLkuY0lHZskGZ7\nNEja3ksC5SFQ5fZobB3q8Qb0M7QxqvdABcoL0YUoDsiKaPkGLcr+MG1tbh6H6FrU3DDFeboE\npfcoS64Ow2yQhkHde0pg9AlUuUEa1fYoT11WstsW5Qe576LvobqlN+lOlB6yjGgYtNkeDZq4\n95NAOQiUqj3q9ZepdPVndZ38wpVeo2Z7MgEXo33Qt5ojC3K8NPlI4xSn7SY0GyvuPZHrfg3N\nRd3YmiR6NloSxWHTJCABCXRDIA3SAyiroaVHpUpWhvaoVX3lRbIZnZFepGFYHKRvI9ujYdD3\nnhIYXQKlao/qPUDdVMciJNocvRm1co5yjWvQn1F+GSuqg5Rf5qLZtDRsN6A8LN3Y8t0kMo0E\nJCABCUwQKEt71Ko6s3qdJgEJSEACQyTQi4OUX7TuRqt2yG96TJ6C/tQhzTCjsmpfO+cu+VoQ\npYcpDdT9aKaWXqn39XByfrHbvof0JpWABCRQZQK2R1WufcsuAQlIYJYJxGHo1h4h4QnoI+g5\nLU7KWOmMmc4qd8e1iB9WUPJzJLoVpefoZLQVamVZbjXpPtgq0jAJSEACEigEAdujQlSDmZCA\nBCRQTgK99CCFwKfRc1GWyz4F/Q1lVbsno/SAZHGG76BfoCJYxlCfjbL4QpyjDAHM8L/k/bPo\no0iTgAQkIIHRI2B7NHp1Zo4lIAEJlJbAKpTsWJThduMNypybt6FeeqVIPqu2P1dPHvdDS6HY\nJugvKOFfQo32TA4S/onGwAHsZ4hd7rvEAO7lLSQggfIQyDzHfHZsUZ4i9VQS26OecHWV2Pao\nK0wmkoAEmghUvT16DEccofXRtig9SL2uiMcps24ZEngjau4pyyp26UXKF4v3o7rpINVJuJWA\nBEaBgA3SZC3ZHvXvadVB6h9LrySBKhEoVXs0P709WUVoLspiBhm6Noz3NXDbjrYqsb9HmdDb\naFlE4SXoPPQ59CqkSUACEpDAaBKwPRrNejPXEpCABApJYCYO0uqU5Eco7+uJg/EFFDsUHYDS\nUBXFriQjO6BFW2Qoc5JejOLcHYLaLdxAlCYBCUhAAgUkYHtUwEoxSxKQgARGnUCvDlLGe5+L\ndkMXoTggdcsQuyx6cA5q5ZDU0w1yeyI3y3C6T6MntbjxtYTtiLLQxK9QXoCrSUACEpBA8QnY\nHhW/jsyhBCQggUoQ+DGlTM9RVrKL/RRlCFss7xBKD1Lm9bwdFcHiqF2AkqcsC/sa1Moy9+g2\nlHTRfmiQ5pjvQdL2XhIoD4FSjfnusVpsj3oE1mVy26MuQZlMAhKYQqBU7VGvPUjPB8U30KlT\nkEwexAHZH2V+z+aTQUP/m/lRm6GvoavQg6iV/ZnAZ6PjWkUaJgEJSEAChSNge1S4KjFDEpCA\nBMpBYKEeirE0aZdDF3c45yHi0mOTdEWxLEf+npo6OYSXkuZFaFMUx0qTgAQkIIFiErA9Kma9\nmCsJSEACpSDQyWFoLmAWNbgBxYFoZ2m0NkAXtUtQ8PAME/wHuqTg+TR7EpCABKpMoAzt0aNd\nVODZpDm/i3QmkYAEJCCBPhLoxUHKbfOC2Leif0dLokZbloPvoyyKcEJjxJD3V+L+R6JbURrV\nk9FWqJVtSGDSfbBVpGESkIAEJFAYAqPYHhUGnhmRgAQkIIH+EYgTdBXKQgaZa5QepawEdzS6\nBSX8u6goFieuMb/p2cqvdpkvdSBqtmcSkDJ8ojlilo+dFDvLgL28BGoEstpmfuT5I3oA3YNO\nRC9Eo2ilmhTbYwWMWnvUY/GGltz2aGjovbEERppAldujiYp7In+/hfLlIs5EXXGQ3o0yTK0o\nlkUjkr/90FIotgn6C0r4l1Cj6SA10nBfAuUikM+mn6D0JOcHkp3QLujbKPMn90OjZlVvkEap\nPRqVZ0sHaVRqynxKoFgEqt4ePVYb+bKxNtoStXrH0GMJh7iToX43ooWa8pBhgKegOEnvb4jT\nQWqA4a4ESkbgw5TnZrR+i3JlgZY4SXl59CiZDdJkbY1CezQqz5UO0qjUlPmUQLEIVLo9+gZ1\n8QXU7HAUq4rm5eZCdvOLcSvLghLpScqQu1fVEugg1UC4kUDJCOQLdJyjd3QoV3rGT+4QX8So\nKjdIo9YeFfH5aZUnHaRWVAyTgASmI1Cq9miB6UrbEL8I+29CL0EPN4QXefdKMrcDWrRFJjPM\nJr8WX4MOQe0WbiBKk4AERpzAuuT/CeiYDuVI3OYd4o0qDoFRbI+KQ8+cSEACEpBARwK9OEh5\nyepdaHGUic6jYJl8neF0n0athgFeS/iOKOX6FdoZaRKQQPkIzK0V6f4ORUtcesdH5fOtQ1FK\nHzWK7VHpK8UCSkACEigLgV4cpMzXeUWt4Pml9QXoKShD1ZqVX/eKYF8nExlm9150NXoNara8\n+HYnlKF2B9Qi/YJUA+FGAiUhkPeb3Ye27VCexF2A8lmnFZvAKLZHxSZq7iQgAQlIYMYETuXM\njONP49RJ+xFfFFuSjHwVXY7+tUOm4uzlvRop135okLYnN8t9lxjkTb2XBCpG4CDKmx9M8oNO\ns61DwO1or+aIgh+Xasx3j6xHsT3qsYhDSW57NBTs3lQCI0+gVO3RQj1Wx0Wkv62Lc9IrUxS7\nm4y8p6ZOPWaXkiYrWW2KOg3DIVqTgARGkMAHyPNp6A8oK9r9FqW3O0t9fxqdguJEaaNBYBTb\no9Egay4lIAEJSKAjgSyHW5Thch0zOuKR/mI34hVo9keGwLLk9Nsow+3qveC3sv8J1OsPRpwy\ndCvVL3bT0LQ9mgZQn6Jtj/oE0stIoGIEqtQejd1L5ebLRN0yl2e7+oHbvhGwQeobSi8kga4I\nZDhrlvXfAI2iY1QvZJUaJNujeq3P7tb2aHb5enUJlJVAqdqjTkPO5lKDKewKDTX5bva3bTh2\nVwISkMAoEriHTP8ZZVGGUXltwShy7leebY/6RdLrSEACEpDAtAQ6/XKat8rnC0TeFXQk+ivK\n8JRt0MdQJ8tY/kiTgAQkIAEJzC8B26P5Jej5EpCABCTQNwIv5Ep3oPpY/W63+/UtB9W4kEMa\nqlHPllIC/SZQqiEN08CxPZoGUJ+ibY/6BNLLSKBiBErVHnXqQUq9HodWR1kCO71Hh6Ffox+g\nTnZZp0jjJCABCUhAAj0SsD3qEZjJJSABCUhgZgSmc5By1fQgnVu7fLZnoBNrx24kIAEJSEAC\ngyJgezQo0t5HAhKQQIUJdOMgNeLZufHAfQlIQAISkMCQCNgeDQm8t5WABCRQdgKdVrEre9kt\nnwQkIAEJSEACEpCABCQggSkEdJCm4PBAAhKQgAQkIAEJSEACEqgyAR2kKte+ZZeABCQgAQlI\nQAISkIAEphDQQZqCwwMJSEACEpCABCQgAQlIoMoEdJCqXPuWXQISkIAEJCABCUhAAhKYQkAH\naQoODyQgAQlIQAISkIAEJCCBKhPQQapy7Vt2CUhAAhKQgAQkIAEJSGAKAR2kKTg8kIAEJCAB\nCUhAAhKQgASqTEAHqcq1b9klIAEJSEACEpCABCQggSkEdJCm4PBAAhKQgAQkIAEJSEACEqgy\nAR2kKte+ZZeABCQgAQlIQAISkIAEphDQQZqCwwMJSEACEpCABCQgAQlIoMoEdJCqXPuWXQIS\nkIAEJCABCUhAAhKYQkAHaQoODyQgAQlIQAISkIAEJCCBKhPQQapy7Vt2CUhAAhKQgAQkIAEJ\nSGAKAR2kKTg8kIAEJCABCUhAAhKQgASqTEAHqcq1b9klIAEJSEACEpCABCQggSkEdJCm4PBA\nAhKQgAQkIAEJSEACEqgyAR2kKte+ZZeABCQgAQlIQAISkIAEphDQQZqCwwMJSEACEpCABCQg\nAQlIoMoEdJCqXPuWXQISkIAEJCABCUhAAhKYQkAHaQoODyQgAQlIQAISkIAEJCCBKhPQQapy\n7Vt2CUhAAhKQgAQkIAEJSGAKAR2kKTg8kIAEJCABCUhAAhKQgASqTEAHqcq1b9klIAEJSEAC\nEpCABCQggSkEdJCm4PBAAhKQgAQkIAEJSEACEqgyAR2kKte+ZZeABCQgAQlIQAISkIAEphDQ\nQZqCwwMJSEACEpCABCQgAQlIoMoEFqpy4S27BCRQCgJrU4qnoNvRn9DDSJOABCQgAQlIQAIz\nImAP0oyweZIEJFAAAs8iD2egS9Ev0VnoBvRupElAAhKQgAQkIIEZEdBBmhE2T5KABIZM4Dnc\n/1R0FXoaWhgth/ZHn0FfRJoEJCABCUhAAhKQwIgS2JN8j6MlRjT/ZlsCgySQH3YuRN9tc9Pt\nCH8EbdUmvkzBcQzz2bFFmQplWYZKYDbbo/zvroAWGWoJvbkEJDAbBErVHtmDNBuPiNeUgARm\nk8CWXHw99ME2N/kt4b9Ab24Tb7AEJDBYAitxu2+j29BN6B50IqrCjxgUU5OABEaNgA7SqNWY\n+ZWABJ4Ogsw7yhetdpa5SUmnSUACwyWwFrc/Bz0bvQ1tgHZE16DfojcgTQISkEChCLiKXaGq\nw8xIQAJdELiPNEtNky7xSadJQALDJXAYt78A7YIerGUlQ2RPRnGcDkaZT3gF0iQgAQkUgoA9\nSIWoBjMhAQn0QCBfplZG7ebd5HPt5ej3SJOABIZHIIupbI7ejurOUWNuvsbBX9E7GgPdl4AE\nJDBsAjpIw64B7y8BCfRK4HJO+CH6Doqj1GhzOPhPtCr6ZmOE+xKQwMAJbMIdL0ZXdLjzr4lL\nOk0CEpBAYQg4xK4wVWFGJCCBHgjkF+fj0Pnov9F5KKtjZT7DhugV6EakSUACwyOQHyyyymIn\nS3zSaRKQgAQKQ0AHqTBVYUYkIIEeCNxJ2u1QHKXXob3QHegE9Hp0BdIkIIHhEjiX2z8VrY6u\napOVLNjwuzZxBktAAhKQQIUJzOZ7JyqM1aJLoPQESvXeidLX1mgUsJ/tUXqGzkK/RHNbFD9z\nkx5AT2kRZ5AEJDBaBErVHjkHabQePnMrAQlIQAISGBUCGT6XHt3MMcqiKS9DcYa2RN9G30Dp\n/c2y/ZoEJCCBwhBwiF1hqsKMSEACEpCABEpH4BJKFAfpM+hwtDiK43QGyvC6k5EmAQlIoFAE\ndJAKVR1mRgISkIAEJFA6AtdSot3RW9BKKPMF70KaBCQggUIS0EEqZLWYKQlIQAISkEDpCDxE\nia4pXakskAQkUDoCzkEqXZVaIAlIQAISkIAEJCABCUhgpgR0kGZKzvMkIAEJSEACEpCABCQg\ngdIR0EEqXZVaIAlIQAISkIAEJCABCUhgpgScgzRTcpU6b3w7ivtEXnb+ExYf2pT956M8O6w+\nNOc0tth4Xgb4QrQa+iM6krisVNRg4zlnZ/RMtAj6M/o56e5j28LGtyIwaddBt6K/o5+R/n62\nNZvI2wqE/Zg8bEzgdiiTgHPtnxKed2xoEpCABCQgAQlIQAISkMAIEdiTvMaZWKKYeR7H0Ri/\nGn0ckc/xB2vb7PMOi/FXIByRKeFHTC3L+NrEn4lyDisYjd9c27+Q7UZNaZch7Ee1+EfZ/rO2\nn3MvRk+al34ib9cR9j6UtEwCnrhH0p6Llp+X1j0JlI5AqV7MV7raGc0CFbw9Gk2o5loCFSBg\ne1SBSh50EQveIE04IXE+WJZ1/AVoLtoJxdGJY3QrejdaFq2J6OmZcFKeNglynLepj5+NHkFv\nQHm7Oja+I7oFxenJP1bNxvfjOA7OVxA9V7FxrjWeXqKEHzgZNhEe5y15uwm9Ay2HVka/QEn7\n4Xlp3ZNA6QjYIJWuSodeoIK3R0PnYwYkIIHWBGyPWnMxdD4IFLxBmnCQ4my8a2oZH3NCPtkU\n/rGac0LPUmz8NbVjhtM12zjnTjgyb58XM+EYHU94XijYYOOb1NIy1K9uj+Wt4fzEjT+9lhYH\nSpNAaQnYIJW2aodWsIK3R0Pj4o0lIIHOBErVHjkHqXNlGzuVwDlTD8fO53hndFZT+PW146Vq\n281r25NwWjZqSssQuwl7Nn8Pmtyd8x+T2/rfiV6k9TnavhbS5DhNhJ5eT13bXlHbLt0U7qEE\nJCABCUhAAhKQgATaEtBBaovGiBYErmwKY8jchN3eJrwevG5t50v1gBbbLMRQs/EF2Hkj2gNt\niJ6AYrdNbsZqQ/RqR5ObG6YcjY3VF3LItTQJSEACEpCABCQgAQl0RUAHqStMJqoRYHGGGVnd\nWXk9Z9/Y5gp3NoR/nf290GXoR4j5S2N/Qdeheu8Uu1OMeUiaBCQgAQlIQAISkIAE5o+ADtL8\n8fPs7giwaMOE4QTNOXHqKVnYYSzD62o9QOMrsh/nKEPvCG9cAnxi2W+CxxbMH00CEpCABCQg\nAQlIQAL9JuDwo34T9XqtCBxDIIs8jH2ETbNzk96iE9AWKLbW5CY9TVOcowyri+MUmzu58a8E\nJCABCUhAAhKQgAT6S8AepP7y9GotCcw5A8foe0T9G/od+//FNsP1Xo4y7A4Hak6G0sWy8MM/\n0fNIdwDbX6LVESvhje2EMlxveaRJQAISkIAEJCABCUig7wTsQepaqPKlAABAAElEQVQ7Ui/Y\nhsBbCf8Aegb6Icry21mI4SjUsET3nHs5/lf0D/RRlNXpDkNx5jdAv0Fco/FlsYRoEpCABCQg\nAQlIQAISkEBpCFTsvRPj9AiN/wvqsAR3VrIbXxNthBYtTU13LkiGEWoS6IXAwiTO8NX6ENVe\nzjWtBFoRqFh71AqBYRKQwAwIlKo9sgdpBk+Ap8wvgTlXMaSOVenm3Nn+SnNYlW7OFeg8VF8F\nr33y0Y1Zl6z/AN2Msmz6lejzyGGEQNAkIAEJSEACEpDAoAnoIA2auPeTwDwC27N7LnoS2hsx\n72rsM+glKC/lXQNVxbJ4x+7oJ+hUdCTKvDM/o4CgSUACEpCABCQwOAKZ16EVgkCm4xx80NjY\nwg8XIjtmYpYJ3EdX9P8x12pV5lptezU322neDR/649jYsc8fG3v0LNaxOHZeeFn37mYI5QmU\n916GXK58xdjYEnePjd39LFZ+f8XY2FJfAc1JY2OLZVEP7XEEHsGB/DdCf/C4GAMkIAEJSEAC\nEpgZAR2kmXGbhbMYUTY5lyDzCbTSEzh/HV7nxJf+rXGGJuaQNJR4Lk7yNvSi/GxXRtytQEfS\nTQ2RJdz9zXaTCF7207GxJRuGU97xp7Gx43ccGztxazrVsjiH9ngCfF5MfHY8PsYQCUhAAhKQ\ngAQkMMIEnBQ7wpU3w6xnKNk3pzk3w+z+3zRpRj36RRQgTtHqbQryVMLTq7pVm/iqB5dqUmzV\nK7Mg5bc9KkhFmA0JjBiBUrVH9iCN2NNndgdGICvKZWUwhnpN/ER/Ntv09vTL5nKhB6a5WOKT\nrsy2I4U7CV3VppAXE/4HlCGIp7VJY7AEJCABCUhAAhLoGwEnQPcNpRcqEYGnUZb03vwevRO9\nBzEfaOK4XU8H0T0Zq/ONbdvhjGWIeyZKujLbchRuuiGEiU86TQISkIAEJCABCcw6AR2kWUfs\nDUaMwBrk9xSUHo04Q3k57fqIOUNjWSggTtMT0fzad7lArv2WNhfKUt83oBPaxJcl+HIKsuE0\nhXkG8ZdNk8ZoCUhAAhKQgAQkIIESEdiTsoyjJUpUplEtSpaXjoO0YIsCsNra2Pno6y3iZhL0\ndk7K/JovoMy1WQo9B7FYwdg9KEP8ym71OUY7tynoawnPUMPV2sRXPbhUY76rXpkFKb/tUUEq\nwmxIYMQI2B6NWIWNQnZtkIpRS4uRjSwY8MIO2cl67Dd3iO816iWccAGKgxw9ik5EG6Gq2IEU\n9E70BlR3TDM/Mv8X96IPIa01ARuk1lwMnTkB26OZs/NMCVSZgO1RlWt/lspugzRLYHu87FNI\nHyflyR3Oy6INScM7e/pqGc63MWJZ78pZFsSIExRn6Bb0F3Qbugtl/pfWnoANUns2xsyMgO3R\nzLh5lgSqTqBU7ZGr2FX9cbb8jQTypTy2ErpmYu/xfxL3EMoQuH5a5jxFVbQ4nJ9F/4N2QGF8\nHfoNuh1pEpCABCQgAQlIYGAEquggZTWsrBC2CLob5QtYv7/sckltBAncSp6zet0etS2bx9ke\nhOSL+yOPizFgfgmk9yhzwDQJSEACEpCABCQggVkmkGFRB6MsF5xfq5t1KWEHoWENb3JIA/AL\nYi8gHw+jN7fIz/sJy0p2m7aIM0gCwyBQqiENwwDoPR9HwPbocUgMkIAEuiBQqvaoCj1I+1Kp\n+9cqNkOYzkDpKUjvUXqSlkeZ//E2tCvaGx2OtGoS+DXFfhf6FsoXhSyYkIUDsnBDVlx7Azob\naRKQgAQkIAEJSEACEhg5AruR4/QWHYsyAb6dZZL4NihffJN+SzRI8xe7QdLu7l7rkuzzKMPp\njkcHotWQJoEiESjVL3ZFAlvhvNgeVbjyLboE5oOA7dF8wBv0qYdxwwyfy3yjbizzk7LccHoP\nBmk2SIOk7b0kUB4CNkjlqcuilMT2qCg1YT4kMFoEStUeLTBa7HvO7UackSF1edFkN5ZVzM5D\nq3aT2DQSkIAEJCABCUhAAhKQQLkIlH0O0vVU1yZoLsrSzNNZepDiVGXBBm3gBMZTT3lx6rVj\nY3POmrz9+HPYxmH9JWFZIEGbJLAsm8yLWgPlxbUnoKouE07RNQlIQAISkIAEJCCBbgi8nkSZ\nU3QM2qzDCZmDtDU6E2UFs63QIM0hDRO0x3FQx6mv8aPmwR//cS1shXlhld97BwQyFDTLYv8B\nxTHKc/sVFCdTqw6BUg1pqE61FbqktkeFrh4zJ4HCEihVe1T2HqTDeYxWRAegXRA9ExMvAM0X\ny3zBXBotj/Ir/CooXzL3QachrRgEziUbiyF7jybr451svozei9LT+QiKvQAdgtIL+iakSUAC\nEpCABCQgAQlIoC2BtYk5AsVBSo9So+7h+BL0BTSsVcr8xQ74VEuLHqSJCP9MEogzfxdKD1Ir\ny3DSOEzpDdWqQaBUv9hVo8oKX0rbo8JXkRmUQCEJlKo9KnsPUv0Juoyd19YO0muU9x8tivLi\n2DtQxS2OydhL0eko81nSG7ExOg/9mrk//8R5Ca+d0HNRFrM4kvBwbbLxdQnYHj0VXYF+S7pc\np4WNr0fgi1Hm05yEzkdNNr4tAWui3O/+eZHjT2T/+Sj3yfn/QKdOvddj5TqDuBvQC9Cm6EbE\nnJ12+SK2mLYz2boXfbtN9s4h/Dj0avT7NmkMloAEJCABCUhAAhKQwBQCcQbWRPlivSpaAg3b\nhvyL3fhGOED0qo0zFHEcR2Ni/6Ha9u9s4TR+cu2YoW4T8fS8jT9rKrhxhieOP4AeRVcjhiyO\n06MxfiDKPK8GG/8GYblnrhcHLPsH17ZHzUvYag7S+MsazsHBHcdxmjg/9/pAw7n1cn2S8Atq\naer5T/neNi/tSOx9nFyeMk1OP0/8L6ZJY3R5CCxMUfjfGduiPEWyJEMmMOT2aMil9/YSkMBM\nCdgezZTcEM/LF3m+fE/0GOXLRLMuJewgtAIahg25QXrMQYpjcyh6EloJfR/FcYkz9Cu0JeIf\nYPz/oYTTq1O3ceZ4TYT9ji3nx8aXQofXwt80GTYR/tZa2A/YLj4ZPk5v0PgttfAODtI4PYDj\nd9bSPpvtgggnd/zlKM4ZPSzj6SHEppTrRxzzJXJ8IRQHK2lvRbX7T55R8L/vIn+XTJNH6m+M\netMqQsAGqSIVPcBiDrk9GmBJvZUEJNBPArZH/aQ5gGvtyz3qDtGV7J+O8gv7D9Gx6Ex0PUqa\nDC97HRq0DblBesyRSK/PIvMKPx4HJI4Q817imNQtvUETPT9/qYdwfBFK2syDabAJ5yVOy3Wo\n1os00bvEkLfxxRoSsju+N8o1OjlImxPPMLLxt0w9N0fjP0c5/xmTcY+V6wrC8o/bYONxmJJ2\no4bAou+uSwZxYtvOMYqDT4/aUJ5hbqsNgYAN0hCgl/yWQ26PSk7X4kmgvARK1R7xa3qpbTdK\ntz/iC/XYR9G5qJXli/vW6IvoMHQFOh1VzS5gXg49K4/Z+bW9iwmn16Zuc+JYZB7PUpMh45kD\nlCGL6d3I0LVmp+NswrdB6Zm6n+2T0Q+45n1sGy09Ul9tDHj8/pw/EPbCeeET7056CsfPRPR6\nTVhzr9A53OvBWlx9c0VtZ+l6wAhswzc9oXlGX4Sor8fsCez9FKU3NBw1CUhAAhKQgAQkIIEZ\nECi7g8Swq7HLULaNX/ybUfGFf2Jux05sr0S7oyo6SCl7oz1SO7i9MbC2X4/LYXo2Ytk29CpN\nhDX+WYeDOKOxayc3U/7exFGneqolHs919kHboeznOU7Pyl0oVr/H5NHkAg31/fo2jlpsgcnN\nyPzdm5weiv6Efo7+hlZFecavQC9BjXXDoSYBCUhAAhKQgAQk0C2BfLEss6Un4wzUxZfuCQy3\n8TcrruULZxWtuZelWwZ1Z+PXnJBFAtrZX4mgF2nCmDf0OItjM43DMr4+aeK8pvcq96MnauzP\nKL1U+6F3omaL81QWC+tXojjzr0KboQwNfQ86HD2MNAlIQAISkIAEJCCBGRIou4N0PVw2QXMR\nQ7+mteVIEafqoGlTmqCRwD84SC/cE+m8ObExYnJ/PF/i06uRHp4L0X0ojk6zrUFA6qqTpQcl\n9bQH9zpkasKJZcMTtODU8IEdpZwfRFujxVDK+h2UYXEpfz/teC4WaRKQgAQkIAEJSEACfSQw\nza/1fbzTcC6VL9D5In4UypfXdpaei3ypPQ5l/srRSOuawMRconxZxxkdf/HU08Y34PgUFEcB\nJ2pOHIXT0A4cbsy20eL8TGdr1RJcPjXhxJLjW9TCpnOypp7an6O3cZmUK+V7N3o1CpPPoQyF\nWxgN2zYkA19Cx6L/Q+9DyyBNAhKQgAQkIAEJSKBGoOw9SBlytCI6AO2CrkXXoFtQFh1YGi2P\n0nOxCsrwpH1QvuhqvRHIEK8MdTsKx+ezbE9Hz0JxHNKj8xaco3ov3ps5PgudQNqPs00P1MvQ\nv6E4GJ3sJCJfiL7MuV9geyXaGv0/9ADK0L3U6SANx3Dsm2hP9N2GG/+S/e+gU1GewQ+gYdm+\n3PgTKHnJsNMlUeoseXoFSpgmAQlIQAISkIAEJFARAmtTziNQHKTxJt3D8SUoX7ZXQ/2yOGar\ndql8uU++Ws3LIXi27bHlsP9r6p0m3hlEvsZ/MzU8R+NXoMumhmd+0Di9RRMvh815EQ7p+Jum\npsvRxBLiJ7J9ECXdDWhbdBfCyapb84tiJ9579N+kwZmdOK9+Ls7JY8uSf2vy7HblSuz4J2vn\nb1O/03xsf8i5nXodX0X8vWhI9RvndCxzl16KGi29Wt9G+cEgz6o2egRSh/wP+KLY0au6wuY4\nP/TkmRrW51VhwZgxCUigIwHbo454ih+ZXqM4QuuiZWYpu+tw3TQwvaokDVJevjr+TLQGmmY+\nUF7qOp666NEmXhibezyphxPn9pC2l6RXkXiPDicsStyj6Lkd0sxWVPjjfI69v80NFiD8j+ir\nbeINLjYBG6Ri188o5k4HaRRrzTxLYPgEbI+GXwfzlYNM8F8TPRXlV/PZckpW59pxlLrRR8bG\nPokz9egVfOHfn3MaLC9EHb8cXYo2b4hgd/yntbizm8LjmFxci6v49W7fa2zs1tsYiUdP1eYw\nnujJydC3LfrI70auRy9Rp/r4Ow7SvdeTZtD1keF/KfcT2udv24+zGj7DEyeesz7l72GGTd51\nEwsNHsO9t0MLIczneZLDBIt+/P/aIM0D6l5/COgg9YejV5FA1QiUqj2qfWkpfR1mLsy7UIYY\nrdCitJcRlmFkH0P/bBE/k6D0KnRr3PMXpN3703RqNc8FYRjaxLyc9EBc2HTBr3G8JsoQqUa7\njoNPovSYnNMYwX6Vrocz/Jx/Hxvb/pGxsQ2OZIrZ9yl/enNei04ZG/vwF8fGPpMv8PPL769c\nY2vUpj5WXG1yVe4DPkN1nUy6Rpvt+ohTjXM4UcY2+fszzvQncZC+G+dofp8X+C6Gw//KtVjv\n5G4utxHXPB5dg96KZru83OIxa1PesbL+fzxWcHckIAEJSEACEpBAJwL7Eplf0KMr0eko3sgP\nUVbzOhPxy/5E/M1sX4cGbf5iNzvEU8fnofQaNts7CIjj8LTmiBkcv4ZzMsdowxbnLkzYqehn\nLeIGEbQeN8mz/5QON/s4cRlmN782hwukdy7/Zzs0XCz846yE97YN4e7OP4E8X6nfLeb/Ul5B\nAhMEbI98ECQggZkQsD2aCbUhnbMb982XhzhCG3fIQ77YbYMyVC3pt0SDNBuk/tN+MpdMr9tW\nHS59MnEs+NAXO4yrpCcqdclwtollvbdlezpK70nyMyz7Ezf+bpubL0/4dej9beKfR/gxKD8i\nZCjhcWgX1MriKN6D2jlj3yDu72gBpPWHgA1Sfzh6lXkEbI/msXBPAhLonoDtUfeshp4yX1ov\nRYt0mZP80n0n+laX6fuVzAapXyTnXWdXdm+dd9hybx9C4zz0w/Kl/8Mo94yTHT2MfoKGvUJc\nehcYQjf2FbQUqtvT2TkH/RktVg9s2Kb3NWX4AXodejX6NnoQfQ01288J6PS/sxLxj6DNmk/0\neMYEbJBmjM4T2xCwPWoDxmAJSKAjAdujjniKFXk+2Tm0xyxlOFS+6A3SbJD6T5tFEyZ6PDpd\n+d1E5hnpp83lYqyuNzHkKb0zRbHtyUiGvmUoYN5BlflsceJ+iZ6Imi3z9R5COzdHcJxeufQU\nvbkpLtfcqyms+fBaAuJsaf0hYIPUH45eZR4B26N5LNyTgAS6J1Cq9mih7ss9kikzLGgTlC+t\n+bI3naUHKZPKD5ouofGFJ/AXcrgiSi9Jvri3sgwfS7p+Wp6z9MgUzU4iQ+uhHVCY3IfyY0C7\nvKY37JsoDlSznUbAZ9FH0P82RN7Bfitnq54knzfLoqTTJCABCUhAAhKQgASGQOD13DO/kmcO\nRadhPZmDtDU6E2VIUX4hH6T5i93s0D6Zy/4GxUFuthcQkOFeg67r5nwU8Ti8Mn9r2w6Zi5OV\n/62VG9J8iv04o+1+eHk1cXHMePeV1icCpfrFrk9MvMz8EbA9mj9+ni2BqhKwPRqhmo/j816U\n4UD5MncN+gPKr+JH1LZnsL0OJT6//r8HDdpskGaH+JpcNr2Ip6OdUHo31kWZW3M/yhd67fEE\nliQo/w/pfW1naxCRNGs1JAjfm9B3ULOTtDFhWSVS5kDoo9kg9RGml5ogYHvkgyABCcyEgO3R\nTKgN+Zy1uX8comtRvtQ1Ks7TJegLaDU0DLNBmj3qT+bSWe47ixTU6/1S9t+ItPYEriIqc7Ta\n2WuIyFC5uU0J0lOb1e7yP/UZ9H4U/vnx4XtoQaT1j4ANUv9YeqVJArZHPgkSkMBMCNgezYRa\ngc5ZmrzEEVoXFWWojw3S7D8g6RXZAK0++7cqxR3Sy5Ye18zjarb8D12E/qs5ona8HNuPohPR\nWehQtBPS+k/ABqn/TKt+Rdujqj8Bll8CMyNgezQzboU4a4FpcpFft/PlbtFp0vU72gap30S9\n3vwSyP9Ahp/+A2VFu3zwZdjcjug8dAEqyg8MZKWyZoNU2aqftYLbHs0aWi8sgVITKFV7NJ3D\nUIaaXIlCHIluRXeik9FWqJVtSGDSfbBVpGESqBCBzNHaAR2PfoxynGGKv0JZ+e65KEPsNAlI\nQAISkIAEJFAqAmV3kDKs6mz0KpTeoQwZ2hadgg5EmgQk0J5A5ue9E62AtkFZFj0/OOyObkOa\nBCQgAQlIQAISKB2BsjtImSCe+Ub7o0zWXx9tiv6K8g6XLyFNAhLoTCA9r6ei/LCQHlZNAhKQ\ngAQkIAEJlJZA2R2kLam5LDt8ALqrVovnsM2v4b9H70VxojQJSEACEpCABCQgAQlIQAJjZXeQ\nVqWO4wg93FTXmTvxEpTJ5p9DGYKnSUACEpCABCQgAQlIQAIVJ1B2B+lK6jcTzVutSpdhQy9G\nmZd0CGq3cANRmgQkIAEJSEACEpCABCRQBQJld5DyHpYsRfxp9KQWFXotYVm2OMPvsjrXzkiT\ngAQkIAEJSEACEpCABCpKoOwO0tep1wtR5hpdjV6Dmu1iAnZCj6LMVYrNmdz4VwISkIAEJCAB\nCUhAAhKoEoGyO0h5d8tm6GvoKvQgamV5r8uz0XGtIg2TgAQkIAEJSEACEpCABKpBYKEKFPNu\nyviemjo5hJeS5kUoy4DHsdIkIAEJSEACEpCABCQggYoRqIKD1FilGUY3neXFspoEJCABCUhA\nAhKQgAQkUEECnXpUKojDIktAAhKQgAQkIAEJSEACVSagg1Tl2rfsEpCABCQgAQlIQAISkMAU\nAjpIU3B4IAEJSEACEpCABCQgAQlUmYAOUpVr37JLQAISkIAEJCABCUhAAlMI6CBNweGBBCQg\nAQlIQAISkIAEJFBlAjpIVa59yy4BCUhAAhKQgAQkIAEJTCGggzQFhwcSkIAEJCABCUhAAhKQ\nQJUJ6CBVufYtuwQkIAEJSEACEpCABCQwhYAO0hQcHkhAAhKQgAQkIAEJSEACVSagg1Tl2rfs\nEpCABCQgAQlIQAISkMAUAjpIU3B4IAEJSEACEpCABCQgAQlUmYAOUpVr37JLQAISkIAEJCAB\nCUhAAlMI6CBNweGBBCQgAQlIQAISkIAEJFBlAgtVufCWXQISkIAEJDBEAstx72XQIuhudDu6\nB2kSkIAEJDBEAvYgDRG+t5aABCQggcoReBYlPhjdhG5Fl6OL0DUoTtKl6CC0AtIkIAEJSGAI\nBOxBGgJ0bykBCUhAApUksC+l3r9W8qvYnoHiJMUxSk/S8mh19Da0K9obHY40CUhAAhKQQOUI\n7EmJx9ESlSu5BZaABOaHwMKcnM+OLebnIp47EAK7cZfU1bFo4w53nEPcNuhslPRbokGa7dEg\naXsvCZSHQKnaI4fYlefBtCQSkIAEJFBcAi8na5ehbM/tkM04RaegndBdaHekSUACEpDAAAno\nIA0QtreSgAQkIIHKEtiIkmdI3QNdEriNdOehVbtMbzIJSEACEugTAR2kPoH0MhKQgAQkIIEO\nBK4nbhM0t0OaxqiscBenKgs4aBKQgAQkMEACOkgDhO2tJCABCUigsgQOoeTro6PQZh0oZA7S\n1ug4tDg6GmkSkIAEJDBAAq5iN0DY3koCEpCABCpLIKvRrYgOQLuga1GW9r4F3YmWRlnFbg20\nCnoY7YNOQ5oEJCABCUigcgRcNahyVW6BJdAXAqVaNagvRIp/kbXJ4hEoDlIWZGhUXhJ7CfoC\nWg0Nw2yPhkHde0pg9AmUqj2yB2n0H0hLIAEJSEACo0MgK9m9tpbd9Brl/UeLorw49g6kSUAC\nEpDAkAnoIA25Ary9BCQgAQlUlkCG1kWaBCQgAQkUiIAOUoEqw6xIQAISkEClCGSluvQgLYLu\nRrejDLPTJCABCUhgiARcxW6I8L21BCQgAQlUjsCzKPHBKEPqbkWXoyzlnQUb4iRdig5CKyBN\nAhKQgASGQMAepCFA95bzRSCTALdCeXniDehUdD/SJCABCRSdwL5kcP9aJq9imxfHxkmKY5Se\npKxitzp6G9oV7Y0OR5oEJCABCUigcgRcNai7Kn8DyfKr64PoahTHKEvk5suEJoEqEsgPBlkF\nbYsqFn7Eyrxbra6OZbtxh7znPUjboLNR6nZLNEizPRokbe8lgfIQsD0qT10WpiQ2SNNXxV4k\niWP0QbRkLXleovgeFEfpA7UwNxKoEgEbpNGp7cPIaobPZb5RN5b5SVnA4VvdJO5jGtujPsL0\nUhKoEAHbowpV9qCKaoPUmfTKRGficji1stcQGOdprVaRhkmgxARskEancs8nq4f2mN0MIf55\nj+fMb3Lbo/kl6PkSqCaBUrVHLtJQzYd41Er9SjKcoXWZ2NzKfkjgxSiOkiYBCUigiASuJ1Ob\noLldZi49SBuhi7pMbzIJSEACEugTAR2kPoH0MrNKYF2u/ieU8fjt7Fwikk6TgAQkUEQCh5Cp\n9dFRaLMOGcwcpK3RcSjDiI9GmgQkIAEJDJCAq9gNELa3mjGBuzgzqzt1ssTnDfWaBCQggSIS\nOJxMrYgOQLuga9E1KAvNZK7R0iifY2ugVdDDaB90GtIkIAEJSGCABHSQBgjbW82YwEmcmUUY\n8sXhyhZXWYmw7dF3WsQZJAEJSKAIBNID/mX0M3Qgykp1zT1J9xJ2Hfoi+irKap3za3G8Pobm\ndnmhZ3SZzmQSkIAESktAB6m0VVuqgsVByvtCjkQvRreiuqXxzxykv6Fj6oFuJSABCRSUQHq6\nX1vLWz6/8v6jRVHmWd6B+m1ZNW9NlAnU3dgStUQPdZPYNBKQgATKSEAHqYy1Ws4yvZpiHYsy\nYfn7KMvlroneiPKl4gXoUaRJQAISGBUCC5LRKPOB8/qCDKvLip39tH9ysVf1cMG8U+v0HtKb\nVAISkIAEJDArBPbkqhl+Uf/lblZuUoKL5pfQd6HfoAtRepb+Ay2GNAlUkUB6BfLZkS+12mgQ\neBbZPBilxyh116z8+HMQWgENw/IsJU/d9jgNI4/eUwISKB4B26Pi1cnI50gHaeSr0AJIYCgE\nbJCGgn3GN92XM+sOUeZTno5+gTJMOD3kZ6LrUdLcjF6HBm06SIMm7v0kUA4CtkflqMdClUIH\nqVDVYWYkMDIEbJBGpqrGdiOrcXziCG3cIdtziNsGnY2Sfks0SNNBGiRt7yWB8hAoVXvke5DK\n82BaEglIQAISKC6Bl5O1y1C253bIZpyiU9BOKK842B1pEpCABCQwQAI6SAOE7a0kIAEJSKCy\nBDai5GegB7okcBvpzkOrdpneZBKQgAQk0CcCOkh9AullJCABCUhAAh0IZG7RJqjb9xEtR9o4\nVVm5U5OABCQggQES0EEaIGxvJQEJSEAClSVwCCVfHx2FNutAIXOQtkbHocXR0UiTgAQkIIEB\nEvA9SAOE7a0kIAEJSKCyBA6n5CuiA9Au6Fp0DboF3Yny0tjl0RpoFZR3Iu2DTkOaBCQgAQlI\noHIEXMWuclVugSXQFwKlWjWoL0SKf5G1yeIRKA5SFmRoVF4Sewn6AloNDcNcxW4Y1L2nBEaf\nQKnaI3uQRv+BtAQSkIAEJDA6BLKS3Wtr2U2v0TJoUZQXx96BNAlIQAISGDIBHaQhV4C3l4AE\nJCCBShLIHOAMrYta2YIExoG6D93fKoFhEpCABCQwOwRcpGF2uHrV7gik8X8xytviM2nZ5xEI\nmgQkUFoCK1GyI9GtKI7RyWgr1Mo2JDDpPtgq0jAJSEACEpg9An4hnT22Xrk9gfwyuj+6Ef0Y\nfR6djrKc7XZIk4AEJFA2AktSoLPRq1A+A7NAw7boFHQg0iQgAQlIoCAEdJAKUhEVy8bBlPdd\n6N/QsigvQsyqTSeg49H2SJOABCRQJgLvpzBZeCE/Dj0ZZcnvTdFf0UfQl5AmAQlIQAISkECN\nQJVWsduRMj+E8sLEVvZVAjOJ2flxregYJoGpBEq1atDUopXuKD8Apde8+bMtizSkFymr2cWJ\nqtsz2UnYJ+oBA9q6it2AQHsbCZSMQKnaI3uQSvZ0jkBxdiePP0XntMnrfoTn19W8KFGTgAQk\nUBYC6Sn/Pcr7jRotK9e9BJ2HPocyBE+TgAQkIIEhEtBBGiL8it56Xcp9boey30ZcepDW65DG\nKAlIQAKjRuBKMrwDypLezZYFG7JgTeYlHYK2QpoEJCABCQyJgA7SkMBX+LZ3Ufblpil/4pNO\nk4AEJFAWAidSkAyn+zR6UotCXUtYhiDns+9XaGekSUACEpCABCpLYE9KnrHmS1SAQCYj/wPN\nbVPW5xP+CMowO00CEuhMoFRjvjsXdeRj03N0AcpnfT7jXoNaWeYepSc96aL90CDNOUiDpO29\nJFAeAqVqj+xBKs+DOSol+W8yuhQ6CDVPVn4KYd9B/4My1ESTgAQkUBYCedlr3vf2NXQVehC1\nsj8T+Gx0XKtIwyQgAQlIQAJVIVClHqTU6XPQTehv6OPoHSiO090oQ0tajdEnWJOABJoIlOoX\nu6aylf2wmx8oswx4Xhg7SLMHaZC0vZcEykOgVO1R8y/45akmS1JkAmeRuaej96BMTM67kC5F\ncRR/iDKsRJOABCRQZgKPdlG4vFhWk4AEJCCBARPQQRow8BLfbhHK9gyUZ+oilKVrO9nNRKb3\nKNIkIAEJSEACEpCABCRQCALddPEXIqNmorAE0qX6aRSH54/oD+ifKEvVPgFpEpCABCQgAQlI\nQAISGBkCOkgjU1WFzOiC5OoYtAfaC2Wo3GLopSgrMZ2OlkeaBCQgAQlIQAISkIAERoKADtJI\nVFNhM/lOcpYFF/JSw0NRhtVlpaasvpSwrNL0n0iTgAQkIAEJSEACEpDASBDQQRqJaipsJrOo\nwlfQ5S1ymBXpPopejxZvEW+QBCQgAQlIQAISkIAECkdAB6lwVTIyGcqz83R0aoccJy5Ldq/T\nIY1REpCABCQgAQlIQAISKAwBHaTCVMXIZSRL1D6EMueondXjHmiXwHAJSEACEpCABCQgAQkU\niYAOUpFqY/TykkUYXt4h24nLinaXdEhjlAQkIAEJSEACEpCABApDQAepMFUxkhn5HLn+N/Sy\nFrnP298/hT6PunkhYotLGCQBCUhAAhKQgAQkIIHBElhosLfzbiUjcDzlyYtej0KHoZ+jDKfb\nDr0D/Qx9EWkSkIAEJCABCUhAAhKQgAS6JpDV4MbREl2fUayE25OdX6Jb0Z0oizO8Ac1BmgQk\nMHsE8qLmfHZsMXu38MoVI5BnKc9Uni1NAhKQQLcEStUe2YPUbbWbrhOBk4iMNAlIQAISkIAE\nJCABCYw0AecgjXT1mXkJSEACEpCABCQgAQlIoJ8E7EHqJ83yXGsFipJ3HGU+0V/QfUiTgAQk\nIAEJSEACEpBA6QnYg1T6Ku6pgCuT+ifoBpQhc2egm9FnkePRgaBJQAISkIAEJCABCZSbgA5S\nueu3l9LFOToTPRk9D8UhyqIRb0W7o6PRgkiTgAQkIAEJSEACEpBAaQnoIJW2ansu2Jc540a0\nLToFPYLuRUeg56KsbJTV9jQJSEACEpCABCQgAQmUloAOUmmrtqeCLUvqV6KPoMw7arbLCPg6\nSm+SJgEJSEACEpCABCQggdIS0EEqbdX2VLD1SJ0FO07vcFbiNugQb5QEJCABCUhAAhKQgARG\nnkAVV7FbjlpbBi2C7ka3o3tQle3+WuEz5yjD6lpZ4urpWsUbJgEJSEACEpCABCQggZEnUJUe\npGdRUwejm9Ct6HJ0EboGxUm6FB2Esrx1Fe1CCh0u/9qh8Ik7tUO8URKQgAQkIAEJSEACEpDA\nCBDYlzyO13Ql2wwV+wX6IToWZeW261HSZEnr16FBWxY/yP3TSzMs+xA3jpO0YYsMvJ6wh9FW\nLeIMkoAEhkdgYW6dz44soqJJoB8E8izlmcqzpUlAAhLoloDtUbekCpBuN/KQD/o4Qht3yM8c\n4rZBZ6Ok3xIN0orgIKU38XCU4YZfQbuiN6AfozhH/440CUigWARskIpVH2XIjQ5SGWrRMkhg\n8ARsjwbPfMZ3PIwzM3wu8426scxPuhN9q5vEfUwzGw7SUuTvU+gfKA5OesfiAD0NtbM4iulB\n+y1K+uvQT9DmSJOABIpHwAapeHUy6jnSQRr1GjT/EhgOgVK1R2VfpGEjnpEz0ANdPiu3ke48\ntGqX6YuabCUy9lsUxzC9QX9FCXsTOge9Ev0KNVt6zw6vqTnOYwlIQAISkIAEJCABCZSeQNkd\npMwt2gTNRQ91UZvpQYpTdVAXaYuc5BAydwfaCaVHrG5HsJNepcy/Wg/dgDQJSEACEpCABCQg\nAQlIoCIEsrhAekWOQZt1KHOGlm2NsmBDhqMNejGCfg6xi4OXMj8dtbLMNboA7dcq0jAJSGCk\nCCxMbvP/nmFRmgT6QcAhdv2g6DUkUD0CpWqPyt6DdDjP54roALQLuhZdg25B6VlZGi2P1kCr\noDhH+6DT0KhaGrfMO8rS3a3sUQKzip9fqFrRMUwCEpCABCQgAQlIoNIEyu4g5ZfVL6OfoQNR\nVqpr7km6l7Dr0BfRV9HVqIj2RDK1A4rDFyfvN6hx+ByHEzaXv/fX9tttEp90mgQkIAEJSKBX\nAt22R71e1/QSkIAEJDAkAuk1Wg2ti5YZUh6ab7snAXHmWr0HKcP/8i6n+1BWlvsLuh1ljtFe\nqNm2JSDzreJItbPfEhFnUJOABEabQKmGNIx2VZQm952G2PXaHpUGigWRgASmJWB7NC0iE/RK\noJODlJ6tOESvQZk/FEvvzztReoL+AzVafY7RYQSmMWu2rGD3CHpGc4THEpDAyBGwQRq5Kit8\nhjs5SL22R4UvrBmUgAT6RsD2qG8oh3Oh5bjtmuipaFXUqteG4IFaOwdpQ3IRZyZD61rZHgRm\niODKTZHP4jg9TL9Em6OUcW30SfQg+gDSJCCB0SdggzT6dVi0ErRzkGbaHhWtfOZHAhKYHQK2\nR7PDdVavGofhYHQTylC2Zl1K2EFoBTQMa+cgHUhmTuuQofQQXYne0SJNXgj7a5RFGerlzeIN\nr0KaBCRQDgI2SOWoxyKVop2DND/tUZHKZ14kIIHZIVCq9qjsizTkEcj8nf1rz8JVbM9At6K7\nUeYgZRW71dHb0K5ob3Q4KoKl1+f8DhmJ4/NXlHTN9jcCXoAymXZNlJfgxhHUJCABCUhAAr0S\nmJ/2qNd7mV4CEpDAUAmU3UHaDbpxjo5DH0XnolY2h8CtUcZXH4auQKejYVucmlWmycRKxJ/a\nIU0Wdog0CUhAAhKQwEwJ9KM9mum9PU8CEpCABPpIIM5Oek0W6fKamZ+UpbO/1WX6fiXbkwul\nN6h5PtTLCbsHtXOSMiY8Q+iejTQJSKB6BEo1pKF61VfIErcbYmd7VMjqMlMSKAyBUrVHCxQG\n6+xkZCMumyF1D3R5+fxCdh7K4g1FsGPIRIbYHYUyVK7R1uDgR+ho9MfGCPclIAEJSEACfSZg\ne9RnoF5OAhIoLoGyO0jXg34TNLfLKkgPUpyqi7pMP9vJ0jv0CrQo+js6CGWo4PfQheg6tAfS\nJCABCUhAArNJwPZoNul6bQlIoFAEyu4gHQLt9VF6YDbrQL4+BylzlRZH6ZUpisXJew7aB6UX\n6UUoDtMeKMt/Z0igJgEJSEACEphtArZHs03Y60tAAhIYAIE4Pu9FmceTOT7XoD+gX6Ijatsz\n2KYnJvEPofegQVu7OUiDzof3k4AERotAqcZ8jxb60ua23Ryk0hbYgklAAn0hUKr2qOyr2MXp\n+TL6GToQbYOae5LuJSwOUlaw+yq6Gs2vLcUFPoTysHRjG3aTyDQSkIAEJCABCUhAAhKQwOwS\nKLuDVKd3GTuvrR0szXYZlGFqeXHsHajfthgXfDrqZe5T8pAeLE0CEpCABCQgAQlIQAISkMDQ\nCKSX519Q8xLbg8yQQxoGSdt7SaA8BEo1pKE81TLSJbE9GunqM/MSGBqBUrVHZV+kof6UvJqd\nr6MPonVqgUuyPRLlJap/Rlns4PsovUuaBCQgAQlIQAISkIAEJCCB0hGIA5j5R5mLVNdt7K+O\n/qcWdiLbg9BZtePfs83iDoM0f7EbJG3vJYHyECjVL3blqZaRLont0UhXn5mXwNAI2B4NDX3v\nN347p8QxOgHtgt6JMh/pEvQoeiVqtI9xkPSvbQwcwL4N0gAgewsJlJCADVIJK3XIRbI9GnIF\neHsJjCgB26MRqrhfkddbUBZkqNtL2YkTlKW+my09TlehbzRHzPKxDdIsA/byEigpARukklbs\nEItlezRE+N5aAiNMoFTtURyCMtsaFO4kdH9DITOkLr1HFzaE1XcTfjlavR7gVgISkIAEJCAB\nCUhAAhKoDoGyO0jpDXo+auxBehHHKXeW4W62LHu+MbqiOcJjCUhAAhKQgAQkIAEJSKD8BMru\nIGWBhuVQhtq9An0YfQVl1bo4Sq9DdQuLLNyQ1e1+izQJSEACEpCABCQgAQlIQAKlIhCn52iU\nOUd13cT+SujbtbAz2R6Frq0dH8920OaY70ET934SKAeBUo35LkeVjHwpbI9GvgotgASGQqBU\n7VGGlJXZMqfo5Si9R1uiy9Ax6Eb0AZTK3Bk9B92H/gvlXUmaBCQgAQlIQAISkIAEJCCBShJI\nL9NaaMEhlt5f7IYI31tLYIQJlOoXuxGuhzJl3faoTLVpWSQwOAKlao/K3oPUzWNRX7mum7Sm\nkYAEJCABCUhAAhKQgARKTKDsizSUuOosmgQkIAEJSEACEpCABCTQbwL2IPWb6PxdL92TVbQM\nb9RZr2LNW+ZOBB4hMj3cnayqnxmdmBjXHwJVfbZsj/rz/HiVchGoXHtUdgdpT57PpWfwjJ7O\nOWfM4LyZnvJQ7cS7ZnoBz5OABCpN4MFKl97C95OA7VE/aXotCVSPQCnaozklr7c/Ub5nzqCM\n+3HO/jM4b35OeTYnz52fC4zouduS74+h945o/vuV7adwoayg+A40Xa9Bv+5ZxOusSKYOQO9H\ndxQxgwPK0+Lc5yvojejSae6ZxuicadIYLYFeCNge9UKrfGltjybr1PZokoPtUfn+x8dWpkzp\nDco7kPI+pJd2qaeSThsMgSzDfttgblXou2xF7vKclr1Xd7pKWK/GYZXpEpY8frkah41KXk6L\nJ4EiEbA9mqwN26NJDrZHkxwq2R6V/cvYDdTt89Dv0ItQeoXSq6RJQAISkIAEJCABCUhAAhJ4\nHIEqTIx/gFK/pVbyvAhWk4AEJCABCUhAAhKQgAQk0JJAFRykFPwC9BGUBRs2RJoEJCABCUhA\nAhKQgAQkIIHHEaiKg5SCfxFlPP/5OdAkIAEJSEACEpCABCQgAQk0E6iSg9Rcdo8lIAEJSEAC\nEpCABCQgAQlMIaCDNAWHBxKQgAQkIAEJSEACEpBAlQnoIFW59i27BCQgAQlIQAISkIAEJDCF\ngA7SFBweSEACEpCABCQgAQlIQAJVJqCDVOXat+wSkIAEJCABCUhAAhKQwBQCOkhTcHgwBAIP\ncc8Hh3Dfot0yHB5GjxYtYwPOTzjE6tvJo+r9zbMwjvzfqF7dW+LhEbA9mmRvezSPQ/Zsj2yP\nJp8I/0pggAQW5F5rDfB+Rb7VU4qcuQHmbZ0B3qvIt5JDkWvHvJWRgO3RvFq1PZpk4eewHOb9\nV7gnAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQ\ngAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAIS\nkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEAC\nEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhA\nAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQnM\nBoEFZ+OiXlMCXRBYnTTLttE9hD/axTVGOcnLyXz+//7ZphCJ2wI9Bz2MbkVltE4clqbAK6NW\nz8lcwu8dcSCLk/+N0VYoZbwTPYDa2ZOJ2BZlexN6CGkSkMD8E7A9sj3KU2R7ZHs0/58mXkEC\n80FgRc4d76D15uPao3DqnrWy79Mms+sS/rdamjqnCzherU36UQ2ejsM3mxjUWWR7+KgWupbv\n3dneiBrLFAdp71p882Z/AuIQ1dPHaf5AcyKPJSCBngnYHk1+rtgedeZgezTvX6sS7dFC88rr\nngQGRuCZtTv9hu1fW9z1thZhZQl6GQX5RofCzCHuO2hV9Eb0B/Q89FV0Kno6Sg/bqNt0HFK+\nPCd3o4Nz0GTnNB2P0uGOZPZ76Er0EfRztD16J0o95/n/Aapb0u+L/g99Cs1Fn0SfQ/eh/0Ka\nBCQwMwK2R+252R7NY2N7NMnC9mjeM+GeBPpO4INcMb+Eb9v3Kxf3gk8ga4eilPv+2rbVL3Z7\n1eLezrbR9uQg5zaHN6YZhf1uOSxAYeIcnTwKheoxjylT6nKnpvM2rYWnt7BuGYZ3OboGZdhl\n3RZmJ+FXo8bwerxbCUigOwK2R5OfR7ZH7TnYHk3+L9kedfeZYioJzJjAEZyZOUZLzfgKo3fi\nmWQ5X4p/hDK8KvutGqSkiwO1LGq0zMdJb8HZjYEjuN8th6dStjD6/AiWsVOW09CeheIEtXJs\nLiI8w+fqcS9iPxw+i5rtQAISt3NzhMcSkEDXBGyPbI+ma5dtjyb/nSrVHqWx1iQwaALpqv47\nyq/gr0XvRS9Ai6GyWoaEpWv6Vej2NoWcS3idTXOazE/Jl+d/QUk3qtYNh5QtHGJJvyV6N3oT\nSkM1ypYfBp6DNkCPNBVkUY5XQVegelzSxuJUNVs97NnNER5LQAJdE6h/5toeTUVmezSPh+3R\nJItKtUfOQZr3D+DeYAgszm3WQ/9El6OlUN0uYecNqP7Frx5ehu07uyjEcqRJI31Lm7RZyS6N\n1groujZpih7cDYeUod4gfZL9dRsKFQcj83Q+gNLTUibLUJ/0FH6roVAr1fZbPRN5HmKZr6ZJ\nQAK9E7A9as/M9mgeG9ujSRaVao/sQZr3D+DeYAhsxG3y3OXD91Po6Si/pn8GrY1+jpZHVbR8\nOY7dPLl53N/6F+IlHhdTvoBn1Yp0A9sXo9Vq27+xfS/6ECqTvYrC7IvyI8F+qG6dnokqPQ91\nHm4l0E8CG3Ex26PWRDt99uSMKn3+2B5NPiOdnonSPQ/2ILX+YDB09ghcxqUzrO5qdFrDbbKa\nV+ZdpGfgfehjqGp2f63A7X64qM9LqQ+/KjOfAyncj9DhqM4lCxX8CV2E8nx8Gd2DRt32oADf\nRulVfRm6D9WtXvZWz0SVnoc6D7cS6CcB26P2NDt99uSsKn3+2B5NPiednonSPQ+tGt32/y7G\nSGD+CdzEJX6IGp2j+lW/X9up/1pTD6/KNr0lmXTfrgetHn5HBYD8njL+L6p/INeLHEYnoEVQ\neh9H3dJr9F0U528blB6yRqsPpazXfWNcPawKz0Njud2XQL8I2B61J2l7NI+N7dEki0q1R/Yg\nzfsHcG/4BPILeqzejTt5VJ2/mVOTBrv+xbe55Am/F93eHFGx4zI8J3m/yFfQ3uhstAu6ETVb\nNw3Stc0neSwBCcw3gTJ8zswPBNuj7uiV4TmxPWpR1/YgtYBi0KwSeC9XvxhlmF2zrV8LSHxV\nLT0I6Rl5YhOALMzwNHQOKvsQu6Vq5TydbavPqFF/TlKm9I7FOToabYdaOUcEP9ajtG0Omqwe\ndlZTuIcSkEB3BGyPOnOyPZpcSCrtru2R7VHn/xZjJTCfBHbl/Awj+yvKrxZ1y/5xKHEZalRm\neymFSzlbvQfpX2txmYvVaB/iIOe8sjFwxPc7cTi/Vt4sXtBoW3HwKDqxMXDE9vciv6nLn6L6\nuO1ORTiPyOvR0g2JlmE/Q2AyJ8uRAA1g3JVADwRsj8bGOn0O2x5NPky2R/P+qWyP5rFwTwJ9\nJZAvhCehfEE8Gb0RvQIdjxL2P6js1qlBSu/ChSi9RJ9CO6ADasf5Ql0m68Th+RQ0DLKi3xdR\nOMRpvAvdgjZCo2hPINO3oTzrcfLSg9RKSxJet/S2Jn1+xYyDvBs6F2UIzMZIk4AEZkbA9qiz\ng2R7NPlc2R7N+/+yPZrHwj0J9J3Aclzxv1G+4OWLX5Qvwu9HVbBOjkHKn+F1x6L0lNT5/Jr9\nlVGZbDoOL6awf0d1Bnlefo/WQqNqWaWuXp5O2/yPNNrrObgV1c/J/lsaE7gvAQnMiIDt0eTn\nyj5t6NkeTYKxPZr3gNgezWPhngRmhcCiXHVDtOasXH30L7oURdgElc0x6rVmVuGE9JQs3uuJ\nJUufYajroA1QVvHTJCCB/hGwPerM0vZoko/t0SQH26PO/y/GSkACEpCABCQgAQlIQAISkIAE\nJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCA\nBCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQ\ngAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAIS\nkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEAC\nEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhA\nAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlI\nQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJ\nSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCAB\nCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQg\nAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQk\nIAEJSEACEpCABCQggcITWLDwOTSDEigOgblk5WVoaXRtcbLVNicbEbMlug490DaVERKQgAQk\nMGoEbI9GrcbMrwQkIIGSEliOco2jo0akfF+t5XfDEcmv2ZSABCQgge4I2B51x8lUEpgRgQVm\ndJYnSUACEpCABCQgAQlIQAISKCEBHaQSVqpFkoAEJCABCUhAAhKQgARmRmChmZ3mWRKoBIH1\nKOWL0bLoJHQ+amfrErE9eiq6Av0WnYda2coEPg9tim5EP0cXombbioBnonXQrejv6GfoftRs\nixGQ+2+DLka5ZjvL//3OKNdeBP0ZJf19qNHmcPBCtDlaEl2EfoeSD00CEpCABAZHwPbI9mhw\nT5t3koAEJNCGwDcIz3yjB9E/a/sH17bNc5D2ITyLIDyKrkYPo0fQgShORqPtyUGum7TX1/aT\n9s2obsuw8yNUT1e/f47j/DwJNVoazttQ4m9CD6Gr0PEoYY1zkNbm+Mxa+B1sb67tx0HLog51\nywTgY1HOT3niyGU/5fx3pElAAhKQwGAI2B7ZHg3mSfMuEpCABDoQeCtxcQZ+gBavpXs+21tQ\nwhsdpF1qYelZqTsuS7F/eC38TWzrlrRxNk5E6UWKPR39DcUJimMU2w/lPl9BT0Sxp6Efo4TH\n8apb7hXn5ha0HYqlt+dQlLTRhigWZ+1sFIfsDbVjNmM7opwf52thFNsd5dz/RLlHLHm9DqWn\naVmkSUACEpDA7BKwPbI9mt0nzKtLQAIS6JJAeoFuQBm21mh7cxCn4aiGwAw7S9gmDWHZXQLd\ni+JQ1HuRTquF1Z0jDifsJfz9O3r15OGEY5Ten7pzVgueuEfu9ZN6ANu3oIS9tyEsuxk6l3sn\nru4gvaZ23Gr43SdrcW9nG4sTlnOfl4MG24n9d6GVGsLclYAEJCCB2SFge2R7NDtPlleVgAQk\n0AOBJ5A2jsH3W5wTpyBxdQcpvSg5jnOT4WnNSq9S4ldFC6C7UXqPerX0Ij0X7YtyvV+hun2N\nnYStXQ9o2P53La7uIKVHKmnjTDXnte48/Q9xse1R0t6Fvol2QXH6NAlIQAISGAwB26NJzrZH\ng3nevIsEJCCBtgS2IyaOwWdapEhP0P2o7iBlkYWknU7bkmbdWrrvsZ3O4ky9CZ2Mbkb1699a\n2z+Wbd1+y07i02PUbB8mIHF1B+mXteP69VptT264SHqnbm84J2X/BdoMaRKQgAQkMLsEtuPy\n+Zy2PZocLWF7NLvPm1dvILBQw767EpDA5FyccGjVWxIHKc5L3eIwxH6NPj+x1/rPXwleqhbV\nPGyu1RlfJ3AvdBn6ETob/QVlyNz1qNFuqR0kv1lAodEWbDxgv57f17OfRRda2Z0Ngd9h/zC0\nA3oBehHaGe1YO/4tW00CEpCABGaHQOPne/MdbI9sj5qfCY8lIAEJzBqBOBWZO5Q5QM22FgH5\nNe+oWkTmKGU1uj/Wjps36Wl5NloYxbGKA3MOarYVCPgNej9aEeUeF6Bcv9G24iBxjXn7SC1s\ny8aEtf1DanEb1o7zK2TOz5ynZstwwThCq9Ui1mH74tp+4+aDHOQaBzUGui8BCUhAAn0nYHs0\nidT2qO+PlheUgAQk0DuBEzgljs/GTad+meM4B3UHKdHH1cKanYkNCI9DlJ6fuSh2NMr5cXQa\n7RMcJPzDKE5V9k9CjZZfCw9FiTu5ISJzkxKWazfakzi4ByWu7iBtwX7KdTpq7l2qX/tVxMX+\nD+Xc9Bg1WnqPEh4WmgQkIAEJzC4B2yPbo9l9wry6BCQggS4JpBclQ9luQe9EWbntGyg9Sw+j\nRgfpqRzfV9Mn2MaB+AD6B0ra7wQIJQAAA3tJREFU9CDVbV12kvY29B6Ul7B+E92NLkXLocXR\nTShOyAEoTs2rURyWODw5P05Xox3IQdJndbs4arujy1AWWEh43UFid+x/a2Gnss11X4HqPU0/\nY79uz2PnEXQNyvWT1zhwKVeG6m2KNAlIQAISmF0CtkeTq6naHs3uc+bVJSABCXRFII7NiehB\nFCcjy35vi+J0NDpIHI6tj05B+QBP2iiOxZtQs6Vn6UxUT5ft8egpqG7PZecSVE8TR+vnaM3a\nNvdJD1Hd0rv0WXQ1yjlJfxiKQ5PjRgcpQ/3ejxonu6ZXKc7VyqjR4kBdger5SLoL0GZIk4AE\nJCCBwRCwPZr8Qe8KcNseDeaZ8y4SkIAEOhJYhtj0/HRj6f15JloDNQ9haz5/6Vra5Zsjasdx\nZNZEWY57UdStxVlbqsvEq5PuX1Dy0s6SjyejDDfslK7d+YZLQAISkEB/CNge2R7150nyKhKQ\ngAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAIS\nkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEAC\nEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhA\nAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlI\nQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJ\nSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCAB\nCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQg\nAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQk\nIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAE\nJCABCUhAAhKQgAQkIAEJSEACEpCABCQgAQlIQAISkIAEJCABCUhAAhKQgAQkIAEJVJDA/wfP\nDQdGm9MuWQAAAABJRU5ErkJggg==",
      "text/plain": [
       "Plot with title “unsplit infinitive”"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# median and mean\n",
    "par(mfrow=c(1,2))\n",
    "\n",
    "# first plot\n",
    "plot(data$SPLIT_INFINITIVE, xlab=\"decades\", ylab=\"frequency counts\", main=\"split infinitive\")\n",
    "abline(h = mean(data$SPLIT_INFINITIVE), col=\"blue\")\n",
    "abline(h = median(data$SPLIT_INFINITIVE), col=\"blue\", lty=3)\n",
    "text(5, mean(data$SPLIT_INFINITIVE)+15, \"mean\", col=\"blue\")\n",
    "text(5, median(data$SPLIT_INFINITIVE)+15, \"median\", col=\"blue\")\n",
    "\n",
    "# second plot\n",
    "plot(data$UNSPLIT_INFINITIVE, xlab=\"decades\", ylab=\"frequency counts\", main=\"unsplit infinitive\")\n",
    "abline(h = mean(data$UNSPLIT_INFINITIVE), col=\"green\")\n",
    "abline(h = median(data$UNSPLIT_INFINITIVE), col=\"green\", lty=3)\n",
    "text(5, mean(data$UNSPLIT_INFINITIVE)+20, \"mean\", col=\"green\")\n",
    "text(5, median(data$UNSPLIT_INFINITIVE)+20, \"median\", col=\"green\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "peripheral-charleston",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-08T18:30:48.299933Z",
     "start_time": "2021-03-08T18:30:47.598Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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EAgHQEBKZ1eqIQAAQIECBAgQIAAgYIF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\n9dl5AAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# mode\n",
    "df.each.every <- read.delim(\"https://bit.ly/3oSdIWn\", header=TRUE)\n",
    "\n",
    "df <- df.each.every %>% \n",
    "  count(NP_tag) %>%\n",
    "  rename(count = n)\n",
    "  \n",
    "ggplot(df, aes(x=NP_tag, y=count)) + \n",
    "  geom_bar(stat = \"identity\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "executed-manitoba",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-08T18:31:59.462015Z",
     "start_time": "2021-03-08T18:31:59.231Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<caption>A tibble: 6 × 3</caption>\n",
       "<thead>\n",
       "\t<tr><th scope=col>DECADE</th><th scope=col>construction</th><th scope=col>count</th></tr>\n",
       "\t<tr><th scope=col>&lt;int&gt;</th><th scope=col>&lt;chr&gt;</th><th scope=col>&lt;int&gt;</th></tr>\n",
       "</thead>\n",
       "<tbody>\n",
       "\t<tr><td>1810</td><td>SPLIT_INFINITIVE  </td><td>1812</td></tr>\n",
       "\t<tr><td>1810</td><td>UNSPLIT_INFINITIVE</td><td>1851</td></tr>\n",
       "\t<tr><td>1820</td><td>SPLIT_INFINITIVE  </td><td>1821</td></tr>\n",
       "\t<tr><td>1820</td><td>UNSPLIT_INFINITIVE</td><td>2295</td></tr>\n",
       "\t<tr><td>1830</td><td>SPLIT_INFINITIVE  </td><td>1836</td></tr>\n",
       "\t<tr><td>1830</td><td>UNSPLIT_INFINITIVE</td><td>2726</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "A tibble: 6 × 3\n",
       "\\begin{tabular}{lll}\n",
       " DECADE & construction & count\\\\\n",
       " <int> & <chr> & <int>\\\\\n",
       "\\hline\n",
       "\t 1810 & SPLIT\\_INFINITIVE   & 1812\\\\\n",
       "\t 1810 & UNSPLIT\\_INFINITIVE & 1851\\\\\n",
       "\t 1820 & SPLIT\\_INFINITIVE   & 1821\\\\\n",
       "\t 1820 & UNSPLIT\\_INFINITIVE & 2295\\\\\n",
       "\t 1830 & SPLIT\\_INFINITIVE   & 1836\\\\\n",
       "\t 1830 & UNSPLIT\\_INFINITIVE & 2726\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "A tibble: 6 × 3\n",
       "\n",
       "| DECADE &lt;int&gt; | construction &lt;chr&gt; | count &lt;int&gt; |\n",
       "|---|---|---|\n",
       "| 1810 | SPLIT_INFINITIVE   | 1812 |\n",
       "| 1810 | UNSPLIT_INFINITIVE | 1851 |\n",
       "| 1820 | SPLIT_INFINITIVE   | 1821 |\n",
       "| 1820 | UNSPLIT_INFINITIVE | 2295 |\n",
       "| 1830 | SPLIT_INFINITIVE   | 1836 |\n",
       "| 1830 | UNSPLIT_INFINITIVE | 2726 |\n",
       "\n"
      ],
      "text/plain": [
       "  DECADE construction       count\n",
       "1 1810   SPLIT_INFINITIVE   1812 \n",
       "2 1810   UNSPLIT_INFINITIVE 1851 \n",
       "3 1820   SPLIT_INFINITIVE   1821 \n",
       "4 1820   UNSPLIT_INFINITIVE 2295 \n",
       "5 1830   SPLIT_INFINITIVE   1836 \n",
       "6 1830   UNSPLIT_INFINITIVE 2726 "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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ty54UMf+lDo7fXnfNlVIVq2qPYIECBA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\nAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.tidy <- data %>%\n",
    "  pivot_longer(\n",
    "    !(DECADE), # all the columns except 'DECADE' are concerned\n",
    "    names_to = \"construction\", # new column\n",
    "    values_to = \"count\", # where the counts will appear\n",
    "    values_drop_na = TRUE # do not include NA values (providing NA values appear)\n",
    "  )\n",
    "\n",
    "head(data.tidy) # i\n",
    "p <- ggplot(data.tidy, aes(construction, count))\n",
    "p + geom_boxplot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "radical-mortality",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-08T18:32:24.666734Z",
     "start_time": "2021-03-08T18:32:24.424Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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WfWU9nVr4oVWmP8+PSFF66denp6qtg8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ystL69u3rstx33312//33u3k/yrt06VIbPHiw3XTTTe54KvNPf/pT081GBw0aZHfc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",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# colors\n",
    "p + geom_boxplot(aes(colour = construction))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "accurate-nebraska",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2021-03-08T18:32:46.484446Z",
     "start_time": "2021-03-08T18:32:46.237Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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AEEEkhAn3ukX5s2bZKMjAypU6dOAl09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\nPAiQIMVDL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Wmn1HHHGEuc3vscceMyNI9evX99cVzkQP/Ne//iU//vijOVeN1eiz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XNCJVQAABBBBAAAEEEEAAgdgIECDFxpFcEEAAAQQQQAABBBBAwAUCBEguaESqgAAC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\nAClKQHZHAAEEEEAAAQQQQAAB9wj8P7L5NBBxrPeiAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 420,
       "width": 420
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# with data points\n",
    "p + geom_boxplot(aes(colour = construction), outlier.shape = NA) + geom_jitter(width = 0.1)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.6.3"
  },
  "nbTranslate": {
   "displayLangs": [
    "*"
   ],
   "hotkey": "alt-t",
   "langInMainMenu": true,
   "sourceLang": "en",
   "targetLang": "fr",
   "useGoogleTranslate": true
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": false,
   "skip_h1_title": true,
   "title_cell": "Table des matières",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}