AgencyLanguages.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualization Meetup: Data Jam"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "By Valentina Fontiveros"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Challenge: \n",
    "Create relevant visualizations from a unknown dataset in less than 3 hours.\n",
    "## Objective: \n",
    "Explore a dataset containing information about code projects from several U.S. federal agencies and extract valuable insights from it."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Import Libraries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "#import libraries\n",
    "import json\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Load Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "# open json file \n",
    "with open('all_repos_with_nesting.json', 'r') as myfile:\n",
    "    data=myfile.read()\n",
    "\n",
    "# parse file\n",
    "obj = json.loads(data)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Extract Information "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract languages, agency, tags, and year as lists\n",
    "lang = []    # Coding language: HTML, Python, etc\n",
    "agency = []  # Acronym for federal agency: NSA, DOE, etc\n",
    "tags = []    # Tags for projects: Github etc\n",
    "year = []    # Year project created\n",
    "\n",
    "for index in range(len(obj)):\n",
    "    try:\n",
    "        lang.append(obj[index]['languages'])\n",
    "    except:\n",
    "        lang.append(['Unknown'])\n",
    "    try:\n",
    "        agency.append(obj[index]['agency']['acronym'])\n",
    "    except:\n",
    "        agency.append('Unknown')\n",
    "    try:\n",
    "        tags.append(obj[index]['tags'])\n",
    "    except:\n",
    "        tags.append(['Unknown'])\n",
    "    try: \n",
    "        year.append(obj[index]['date']['created'].split('T')[0].split('-')[0])\n",
    "    except:\n",
    "        year.append('Unknown')\n",
    "        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract individal languages\n",
    "languages = []\n",
    "agency_lang = []\n",
    "year_lang = []\n",
    "for index, entry in enumerate(lang):\n",
    "    for language in entry:\n",
    "        languages.append(language)\n",
    "        agency_lang.append(agency[index])\n",
    "        year_lang.append(year[index])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract individual tags\n",
    "tags_indiv = []\n",
    "for entry in tags:\n",
    "    for tag in entry:\n",
    "        tags_indiv.append(tag)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "# function to extract unique entries in list\n",
    "def unique(list1): \n",
    "  \n",
    "    # intilize a null list \n",
    "    unique_list = [] \n",
    "      \n",
    "    # traverse for all elements \n",
    "    for x in list1: \n",
    "        # check if exists in unique_list or not \n",
    "        if x not in unique_list: \n",
    "            unique_list.append(x) \n",
    "    # print list \n",
    "    return(unique_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract unique languages and tags\n",
    "unique_languages = unique(languages)\n",
    "unique_tags = unique(tags_indiv)\n",
    "unique_agencies = unique(agency)\n",
    "unique_year = unique(year)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Plotting"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a dataframe \n",
    "\n",
    "df = pd.DataFrame(languages,agency_lang).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "df.columns = ['Agency','Language']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Agency</th>\n",
       "      <th>Language</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>TREASURY</td>\n",
       "      <td>HTML</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>TREASURY</td>\n",
       "      <td>CSS</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>TREASURY</td>\n",
       "      <td>Python</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>TREASURY</td>\n",
       "      <td>HTML</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>TREASURY</td>\n",
       "      <td>CSS</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Agency Language\n",
       "0  TREASURY     HTML\n",
       "1  TREASURY      CSS\n",
       "2  TREASURY   Python\n",
       "3  TREASURY     HTML\n",
       "4  TREASURY      CSS"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "# count number of projects for each language (all agencies)\n",
    "lang_count =[]\n",
    "for l in unique_languages: \n",
    "    lang_count.append(df[df.Language == l].sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14]),\n",
       " <a list of 15 Text xticklabel objects>)"
      ]
     },
     "execution_count": 109,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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H9hnul5vfaJ9cEEJtzLlyYvqVWZdz4tTzeb47Vnof5mlT0ocHf3GZOpM9fJ8wBFH3Tg8AH5/kWVX1nNba/92I7QNc6gihAJjlhCS3mtHbKel/Of7ZjPIbzVjP0l+ZZ/01ewxLfxGfJ1R6X/qP2EcnmefHw9JEwzdO8tWpZUv7/v2purtmalhOLjgmq2nph9sNs24vgqWy1XTP9JDvwa21dX6oDr1uNkpr7dyq+nH68J5pu+TCE5Mv9RyaNSxmnZ53VbVj+rw7r2+tPWFq2fSVzH6UPrxu1nGbVfa99B+jx7XW1jsx9zCc6NPDLVV1q/TP0zPT51xbyYlJbltVV2gTE2lPmHlutta+lz7H0CuHyZU/k+T5VfWKYT3fS3KbJJ9v679C5QlJbldV157sDTVMWD7rvdsYWw730z0VD0of9nf39M/hH5O8ZZW2uWTpWBzTWjtlPXUnz/MvTS2bPs+/N9zXenpizePB6b2V7j8ZXA5DPHdI8suNWWlV3SJ9qOFBmd277D5JHl5V1x2GFk9+70xb7ly5RZLPLQ31WyVLva5ung2fHHzpfTln3veltXbcsM1XVNUV0uf6OqCqDhyGoQOwAnNCATDLB9Pnclpn2Ej1y1DfIL1XybS9J+fzGK7M9cT0XiKfWM3GzZrfZtjec9P/Gv6fc6zmdek9p55bVbPmYklV3a6qlnqHfDx9SNiTa+JS8dUvrf649FDk80Pxx9LnlXliTVzie5jP5gFztG1DfWS4f/IQBixt79ZZ5aF4uaBnwjq9IKrqfukB3UXxkfS5XvaYKn/ajLo/Te85cpepdtwoyT2m6i7X5munT8p9vmE+m08n+evJucWG+WdmDaNa6hXykpp92firTTye1UPvW+mfq3nmmPlg+h8QnzhjOw9InxfnQxNl2wzDHM83DLH9bvr/Aa88sQ+XS+8NciGT+zCx/n+aqvaw9MnpL5LhR/1d0wOm6SG170sfirXfsL3DWmsrDZvbGHO/n7ngWDxt6ry7U9YdipfW2vfTg6pHVtVNZqx3s2U+H7PM/Dynfz5X6im3PkvfdS9rrR06fUufO6tyQW+p49JDnL+rqqsvrWSYV+3xM9b/7+m99Z43a+NTx3ZDfCl9WOZ+VbXL9MLJ92aGL6T/O/CU6lfnnH7tVsN3fKpq2+m53CZC3M1z4aHJAMygJxQAs7whfW6QF1bVDZJ8JRdcSvzkJM+f8ZqTkhxRVW9MH87yiPQrmD2jtbbSHCBJkqraLReEB0sTfO9TVUtl/zrxV+bPD/PPHJ0+JGWn9Muk75zkn1trS3M0Lau1dmZV3Ts9sPpEVX08fb6cM9LnALlresDx3KH+T6vqOekTMn+lqt6W3mPj0Un+JP2KXr+dqPvi9DlbvlhV70j/gbJf+lwxN19f+zZEa+2rw1w6D03y8ar6aPrcK/ulX/XpFpl/qMrWw37O8q70YUCnJ3n9MCzop+mTwj8kfd+uvdE70i/x/oAk766q16X3NLlz+tCrX2diH4Y5iF6X5JlV9aH0kPCaSf4+fbjUbhN1f1pVX0qyb1X9cVi+S/rn+buTdQfPTB+695lh6M3P0iehXgpt1pmEuqr+JcnTk+xaVe8fjsmfJLllegi4zVD9nXXBZd5/mOQK6WHKVrkg/FjJ69OP84uHgPFz6QHWbunn2w+z7g/83ZP8y9Cm76YP2bp1+ufk8Nbaj4d6h6T3LHpmVd12OJanD8fzr9Ln7VoaZvn+9M/A44bQ4PAkf5o+V9OxSa41x34s2b6qHj483ix9rq690o/dgRPtS3L+UL23JXnyUHTwBmxrLq21T1fVgelXCL1xVX0g/f3fMT1YunWG4b7Deff29O/KT1bVh9O/i/ZL/4z9+dTq90kPqv+nqt6aPkxzq/SrZt4vPeSZpzfhh9Pf5/cNQy1/kz7E86+y4ZPDJzk/OHpo+pXjTphVZ5gT6YQke1XV84Z5+J6aHsYdUVX/lv4Ze1j6Hx+Sdb933pz+Hf+cqrp9kk/mgs/ZHdO/Izf4u7G19oeq2js9/D+6qg5On6dru/Tv8LdlmfNreO3D0/9QcmxVvXl47RXT/+DygCT/X3oAvEf6ufeB9PPp7PQ50B6c5FNzDusGYJ5L6Lm5ubm5LdYtfYLZluRRK9S5UvqPoh+k/9D9afqPiB2n6i1d+vxB6T/ET0j/AXJckr/fgDY9PstfQv38y84PdfdPH8J0WnqPo9PTe6/cfyOOxRXTe3X8d/owlj+kB1sfTrJnpi6PnuTvhm3/Nn0upM8nuccy635S+nwtS8fjsRP7uduMfV+xbGLZkUm+NVW2Vfpk4SenX9nw6+k/mv7fsJ7Lz3EsjlzPe7D7UO8v0oOUX6ZfYfDT6T/QD01y1vraOpTfZFjn06bKb5g+ufxZw/rfm/4j9ez0CYAn614m/WpnPx/2+Yj0K1m9fMZn5urpP0R/Oqzr6PTgZuZxHvbns0Pd09IDj12Hui+bsT/3nzgm56QHQh9NsvfUZ+c/k/x4qPOz4TW7b8Dn9fLpAcQ3h8/gOek/iA9MssNU3RskeePw2fv1cEyPSQ9WrzBVt9J/bH95qHt2+vDS92S4RP1E3Sskec1w3M9OD6nvOOv9X2E/Tpvx+Tor/Tx8dPqwtVmvW3oPTk2y1QYct6XvqcfOWf+B6QHbL4fP1g/Se+rtNVVvy/TwdOm8Ozo9UHrlsL1tpupfI/2qoUvfk6cPr3l5kutO1Jv5+onld0//HjprWMcHklxvWNfRU3UvVDZjfQ8btvfc9dR76VDvXlPH9qhhf36S5CXp4U9Lsu/U6zdLnxPqK1Ofs3cnuc9EvZsNr3/yjDYsd2z/bPi8/jz936yT078/brS+Y5E+lPvN6cNxfz98vo5In+fu6kOdP03/HjhuOO6/Tu/J+OwkW8/7WXRzc3O7tN+qtY2Zww8AuqraPf3H2YNaH7LBxUhVfSbJTVtr8w71udgZhs2dlN4bbtbQvLVqxx3Tg6kntNZmXYKekVXVddIDnFe01v5xU7eH2YZhzAcnuWdrbVWHYwNwyWZOKABYAJPzVE2U3Sa9h8qGXMJ+k5q1H0meMdyv2X5Mt2OYH+jpw9OLOrE0G2+p59obN3VD6JOhV9WWU2WXTe8F+tv0nnUAcD5zQgHAYnhcVd0nfZ6VX6RfsW/f9PliDtiUDdtAn62qb6UPJ9wyfQ6Zu6UHP59aw3YcN8w19e30oan3S58P6E2tte+sYTsu9YbJ1R+YftXDxyd5v/fgYmOHJEcOc9Idn+Sq6XNk3TDJs1prv9qUjQPg4kcIBQCL4Ygk90qftHnbJGemTzD9/NbasZuyYRvoI+mTbz8o/QqNP0zyz0le2NZ2DoEPpc+7s0/6la9OSO+R9a9r2Aa6yyZ5Z/r8QZ9K8g+btjlM+HWSz6Sfr0tXtzsmyT6ttbdsslYBcLFlTigAAAAARmdOKAAAAABGd6kZjrf99tu3nXfeeVM3AwAAAGBhHHXUUae11naYp+6lJoTaeeedc+SRR27qZgAAAAAsjKr6wbx1DccDAAAAYHRCKAAAAABGJ4QCAAAAYHRCKAAAAABGJ4QCAAAAYHRCKAAAAABGJ4QCAAAAYHRCKAAAAABGJ4QCAAAAYHRCKAAAAABGJ4QCAAAAYHRCKAAAAABGJ4QCAAAAYHRCKAAAAABGJ4QCAAAAYHRCKAAAAABGJ4QCAAAAYHRCKAAAAABGJ4QCAAAAYHRCKAAAAABGJ4QCAAAAYHRCKAAAAABGJ4QCAAAAYHRCKAAAAABGt8WmbsDFxalvePumbsKa2eEfHr6pmwAAAABcyugJBQAAAMDohFAAAAAAjE4IBQAAAMDohFAAAAAAjE4IBQAAAMDohFAAAAAAjE4IBQAAAMDohFAAAAAAjE4IBQAAAMDohFAAAAAAjE4IBQAAAMDohFAAAAAAjE4IBQAAAMDohFAAAAAAjE4IBQAAAMDohFAAAAAAjE4IBQAAAMDohFAAAAAAjE4IBQAAAMDohFAAAAAAjE4IBQAAAMDohFAAAAAAjE4IBQAAAMDohFAAAAAAjE4IBQAAAMDohFAAAAAAjE4IBQAAAMDohFAAAAAAjE4IBQAAAMDohFAAAAAAjE4IBQAAAMDohFAAAAAAjE4IBQAAAMDohFAAAAAAjG6ThFBVtXlVfb2qPjo836WqvlpV36uqd1fVVkP5ZYbnxw/Ld55Yx7OG8uOq6u6bYj8AAAAAmM+m6gn1pCTHTjx/aZIDW2vXT3JGkkcP5Y9OckZr7XpJDhzqpapulGTPJDdOco8kr6+qzdeo7QAAAABsoDUPoapqpyT3TnLw8LyS3DnJoUOVQ5Lcd3i8x/A8w/K7DPX3SPKu1to5rbUTkxyf5FZrswcAAAAAbKhN0RPqlUn+Kckfh+fbJflla+3c4fnJSXYcHu+Y5EdJMiw/c6h/fvmM1wAAAABwMbOmIVRV7Z7k5621oyaLZ1Rt61m20msmt7dvVR1ZVUeeeuqpG9xeAAAAAFbHWveEun2S+1TVSUnelT4M75VJtqmqLYY6OyX5yfD45CTXTJJh+ZWTnD5ZPuM152utHdRa2621ttsOO+yw+nsDAAAAwFzWNIRqrT2rtbZTa23n9InFD2+tPSzJZ5I8cKi2V5IPDY8/PDzPsPzw1lobyvccrp63S5LrJzlijXYDAAAAgA20xfqrrIlnJHlXVb0oydeTvGkof1OSt1XV8ek9oPZMktbaMVX1niTfTnJukv1aa+etfbMBAAAAmMcmC6Faa59N8tnh8fcz4+p2rbXfJXnQMq9/cZIXj9dCAAAAAFbLprg6HgAAAACXMkIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdGsaQlXVZavqiKr6RlUdU1UvGMp3qaqvVtX3qurdVbXVUH6Z4fnxw/KdJ9b1rKH8uKq6+1ruBwAAAAAbZq17Qp2T5M6ttT9PcrMk96iq2yR5aZIDW2vXT3JGkkcP9R+d5IzW2vWSHDjUS1XdKMmeSW6c5B5JXl9Vm6/pngAAAAAwtzUNoVp31vB0y+HWktw5yaFD+SFJ7js83mN4nmH5XaqqhvJ3tdbOaa3ILowvAAAgAElEQVSdmOT4JLdag10AAAAAYCOs+ZxQVbV5VR2d5OdJDktyQpJfttbOHaqcnGTH4fGOSX6UJMPyM5NsN1k+4zUAAAAAXMyseQjVWjuvtXazJDul917adVa14b6WWbZc+Tqqat+qOrKqjjz11FM3tskAAAAAXESb7Op4rbVfJvlsktsk2aaqthgW7ZTkJ8Pjk5NcM0mG5VdOcvpk+YzXTG7joNbabq213XbYYYcxdgMAAACAOaz11fF2qKpthseXS3LXJMcm+UySBw7V9kryoeHxh4fnGZYf3lprQ/mew9Xzdkly/SRHrM1eAAAAALChtlh/lVV1jSSHDFey2yzJe1prH62qbyd5V1W9KMnXk7xpqP+mJG+rquPTe0DtmSSttWOq6j1Jvp3k3CT7tdbOW+N9AQAAAGBOaxpCtda+meTmM8q/nxlXt2ut/S7Jg5ZZ14uTvHi12wgAAADA6ttkc0IBAAAAcOkhhAIAAABgdEIoAAAAAEYnhAIAAABgdEIoAAAAAEYnhAIAAABgdFvMU6mqNkuyWWvt3Imyuye5SZLDW2tfH6l9AAAAACyAuUKoJO9Mck6SRyZJVT02yeuHZX+oqnu31j49QvsAAAAAWADzDse7TZKPTTx/epKDk1w5yfuTPHuV2wUAAADAApk3hLpqkh8nSVVdL8kuSV7bWvt1krckuek4zQMAAABgEcwbQv0qyXbD4zslOa219s3h+XlJLrvK7QIAAABggcw7J9SXkzyzqs5N8uSsOzTveklOXu2GAQAAALA45u0J9U9JrpLkw+m9nvafWPaQJF9Z3WYBAAAAsEjm6gnVWvtekhtU1XattV9MLX5SklNWvWUAAAAALIy5ekJV1ZurapcZAVTS54t62eo2CwAAAIBFMu9wvEcl2WGZZdsn2WtVWgMAAADAQpo3hEqStkz51ZOcvQptAQAAAGBBLTsnVFXdL8n9JopeUFWnTVW7XJK/SnLUCG0DAAAAYEGsNDH5tdIDpqT3grpZknOm6pyT5MtJnrX6TQMAAABgUSwbQrXWXpXkVUlSVScmuV9r7ei1ahgAAAAAi2OlnlDna63tMnZDAAAAAFhcc01MXlXPqKrXLLPs1VX19NVtFgAAAACLZN6r4+2d5JvLLDt6WA4AAAAAM80bQl0ryfeWWfb9JNdeneYAAAAAsIjmDaF+m2THZZbtlAtfNQ8AAAAAzjdvCPWFJE+vqstMFg7P/3FYDgAAAAAzzXV1vCT7J/lyku9W1duT/Di9Z9TDk2yX5FFjNA4AAACAxTBXCNVa+0ZV/XWSlyd5RnoPqj8m+WKSB7TWvjFeEwEAAAC4pJu3J1Raa0ckuUNVXS7JtknOaK2dPVrLAAAAAFgY884JNWnzJFsmOXeV2wIAAADAgpo7hKqq3avqa0nOTHJCkpsO5QdX1UNHah8AAAAAC2CuEKqq7pvkQ0lOywVzQi05Mcleq980AAAAABbFvD2hnp/kLa21uyV55dSybyW5yaq2CgAAAICFMm8ItWuSdw+P29SyM5Jst2otAgAAAGDhzBtC/SrJ9sss2znJqavSGgAAAAAW0rwh1GFJnlVV20yUtaq6TJLHJ/n4qrcMAAAAgIWxxZz1np3kiCTHJflY+pC8Zyb5syRXTnLfUVoHAAAAwEKYqydUa+2kJLdI8tEkf5PkvCR3SPLfSW7dWvvJWA0EAAAA4JJv3p5Qaa2dnOTRI7YFAAAAgAU175xQAAAAALDRlu0JVVVvTvLC1tqJw+OVtCS/SPKV1toHVrOBAAAAAFzyrTQc76+TvGp4fOf0oGklV0ryj1X1itba01ejcQAAAAAshmVDqNbaLhOPd55nZVX1tCRPTSKEAgAAAOB8qz0n1H+mXzEPAAAAAM4399XxqurySfZJcsckV0mfA+qzSd7aWvttkrTWjk1y/9VvJgAAAACXZHP1hKqqqyf5WpJXJ9ktyeWT3DLJa5McVVVXG62FAAAAAFzizTsc72VJtk3yV621XVprtx3mjPrLJNskeelYDQQAAADgkm/eEOqeSZ7VWvvSZGFr7ctJnpPk3qvdMAAAAAAWx7wh1BWS/GSZZScPywEAAABgpnlDqOOSPGKZZQ9P8p3VaQ4AAAAAi2jeq+O9PMm/DxOQ/0eSU5JcPcmeSe6a5QMqAAAAAJgvhGqtvb2qLp/kgCQHTyz6WZLHttb+Y4zGAQAAALAY5u0JldbaQVV1cJIbJrlKktOTHNda++NYjQMAAABgMax3Tqiq2qqqvlZVd2ut/bG1dmxr7UvDvQAKAAAAgPVabwjVWvt9kl2SnDt+cwAAAABYRPNeHe+wJHcbsyEAAAAALK5554R6TZK3V9UWST6YfnW8Nlmhtfb9VW4bAAAAAAti3hDqc8P9U5M8ZZk6m1/05gAAAACwiOYNofbJVM8nAAAAAJjXXCFUa+2tI7cDAAAAgAW2YghVVdsneXiS6yU5I8n7WmtHr0XDAAAAAFgcy4ZQVXXDJJ9PssNE8TOr6oGttQ+N3jIAAAAAFsZmKyx7UZLfJblTkq2T3DTJEUleMX6zAAAAAFgkK4VQt07yvNba51trZ7fWjkny90l2rqodVngdAAAAAKxjpRBqxyTHTZUdl6SS/MloLQIAAABg4awUQlWS86bK/jjH6wAAAABgHSteHS/JC6rqtInnNdy/sKpOnyhvrbW9VrdpAAAAACyKlUKoHybZdUb5D5LceKqsrVqLAAAAAFg4y4ZQrbWd17AdAAAAACwwczsBAAAAMDohFAAAAACjE0IBAAAAMDohFAAAAACjE0IBAAAAMLplQ6iqen9VXW94/Miq2m7tmgUAAADAIlmpJ9QeSa4yPH5LkuuO3xwAAAAAFtFKIdTPktx2eFxJ2vjNAQAAAGARrRRCvSfJgVV1XnoA9d9Vdd4yt3PXprkAAAAAXBJtscKypyT5UpIbJXl+krcm+fEatAkAAACABbNsCNVaa0nemyRV9agkr2qtfWON2gUAAADAAlmpJ9T5Wmu7jN0QAAAAABbXSnNCraOqrlFVL6+q/6mqE6rqiKp6WVVdfcwGAgAAAHDJN1cIVVU3SPKNJE9MclaSI5L8JsmTkhxdVdcfrYUAAAAAXOLNNRwvyUuTnJnkVq21k5YKq+raST41LL//qrcOAAAAgIUw73C8v07y3MkAKklaaz9Isv+wHAAAAABmmjeE2irJr5dZ9uthOQAAAADMNG8IdXSSJ1TVOvWrqpI8blgOAAAAADPNOyfUAUk+muTYqnp3klOSXD3Jg5JcP8m9x2keAAAAAItgrhCqtfaJqto9yYuSPDtJJWlJjkqye2vtU+M1EQAAAIBLunl7QqW19okkn6iqyyfZNskZrbXfjtYyAAAAABbG3CHUkiF4Ej4BAAAAMLd5JyYHAAAAgI0mhAIAAABgdEIoAAAAAEYnhAIAAABgdOsNoapqq6r6WlXdbS0aBAAAAMDiWW8I1Vr7fZJdkpw7fnMAAAAAWETzDsc7LImeUAAAAABslC3mrPeaJG+vqi2SfDDJKUnaZIXW2vdXuW0AAAAALIh5Q6jPDfdPTfKUZepsftGbAwAAAMAimjeE2nvUVgAAAACw0OYKoVprh4zdEAAAAAAW17wTkydJqmqzqrpJVd2xqrYeq1EAAAAALJa5Q6iq2i/JT5N8M8nhSW44lH+wqp44TvMAAAAAWARzhVBV9Zgkr0q/Mt6Dk9TE4i8kecDqNw0AAACARTFvT6inJvnX1tq+ST4wtew7GXpFAQAAAMAs84ZQuyT55DLLfpNkm9VpDgAAAACLaN4Q6rQkOy+z7IZJfrwqrQEAAABgIc0bQn0kyfOq6joTZa2qtk/ylPS5ogAAAABgpnlDqOckOSfJt5J8OklL8uokxyY5L8kBo7QOAAAAgIUwVwjVWvtFkt2S/HOSLZOckGSLJK9NctvW2pmjtRAAAACAS7x5e0Kltfbr1toLW2t/2Vq7QWvttq21F7TWfjXvOqrqmlX1mao6tqqOqaonDeVXqarDqup7w/22Q3lV1aur6viq+mZV3WJiXXsN9b9XVXttyE4DAAAAsLbmDqGSpKquVFW3q6oHVdVtq+pKG7i9c5P8Y2tt1yS3SbJfVd0oyTOT/Fdr7fpJ/mt4niT3THL94bZvkjcM7bhKkucnuXWSWyV5/lJwBQAAAMDFz9whVFU9L8mPknwhybuTfCnJj6rqOfOuo7V2Smvta8PjX6fPKbVjkj2SHDJUOyTJfYfHeyT599b9d5JtquoaSe6e5LDW2umttTOSHJbkHvO2AwAAAIC1tcU8larqBUmem+TgJO9K8rMkV0vyd0leUFVbtNb235ANV9XOSW6e5KtJrtZaOyXpQVVVXXWotmN68LXk5KFsuXIAAAAALobmCqGSPCbJv7bWnj5RdkySw6vqzPShcvvPu9GqukKS9yV5cmvtV1W1bNUZZW2F8unt7Du0Lde61rXmbR4AAAAAq2ze4XhXTvLJZZZ9Ylg+l6raMj2Aekdr7f1D8c+GYXYZ7n8+lJ+c5JoTL98pyU9WKF9Ha+2g1tpurbXddthhh3mbCAAAAMAqmzeE+mqSWy6z7JbD8vWq3uXpTUmOba29YmLRh5MsXeFuryQfmih/5HCVvNskOXMYtvfJJHerqm2HCcnvluVDMgAAAAA2sWWH41XVZED1xCQfqKpzk7w3F8wJ9eAk+6RPID6P2yd5RJL/raqjh7L/k+QlSd5TVY9O8sMkDxqWfSzJvZIcn+S3SfZOktba6VX1wiT/M9Q7oLV2+pxtAAAAAGCNrTQn1LlZd56lSg+LXjJVr5J8cz3rSpK01r6Y2fM5JcldZtRvSfZbZl1vTvLm9W0TAAAAgE1vpeDogMyY7BsAAAAANtSyIVRrbf81bAcAAAAAC2zeickBAAAAYKOtdx6nJVW1a5IHJrlmkstOLW6ttb0u/CoAAAAAmDOEqqpHpk8C3pL8PMnvp6qYOwoAAACAZc3bE+q5ST6U5NGttV+O2B4AAAAAFtC8IdTVkzxWAAUAAADAxph3YvIvJdl1zIYAAAAAsLjm7Qn1+CTvr6pfJPlUkjOmK7TW/riaDQMAAABgccwbQp2c5OtJ3r7M8rYB6wIAAADgUmbe4OiNSR6S5INJvpMLXx0PAAAAAJY1bwi1R5Knt9ZeNWZjAAAAAFhM805M/psk3x6zIQAAAAAsrnlDqLckeeiYDQEAAABgcc07HO8HSf6uqg5L8onMvjrem1ezYQAAAAAsjnlDqDcM99dOcpcZy1sSIRQAAAAAM80bQu0yaisAAAAAWGhzhVCttR+M3RAAAAAAFte8E5MDAAAAwEabqydUVZ2YPu/Tslpr11mVFgEAAACwcOadE+pzuXAItV2S2yU5K8nhq9koAAAAABbLvHNCPWpWeVVtk+QTST69im0CAAAAYMFcpDmhWmu/TPIvSZ63Os0BAAAAYBGtxsTkv0uy0yqsBwAAAIAFNe+cUBdSVVskuUmS/ZMcs1oNAgAAAGDxzHt1vD9m+avj/SrJvVetRQAAAAAsnHl7Qh2QC4dQv0vygyQfb62duaqtAgAAAGChzHt1vP1HbgcAAAAAC2w1JiYHAAAAgBUt2xOqqp63IStqrR1w0ZsDAAAAwCJaaTje/nO8fnKeKCEUAAAAADOtNBxvy/XcbpnkU0kqyfHjNhMAAACAS7JlQ6jW2nmzbkmuk+TtSb6a5EZJ9h3uAQAAAGCmua6OlyRVdc0kz0/yyCRnJHlakte31n4/UtsAAAAAWBDrDaGq6qpJnp3e4+l36XM/Hdha+83IbQMAAABgQax0dbwrJ3lGkiekz/v0qiQvba2dsUZtAwAAAGBBrNQT6sQkV06ffPxFSU5Jsm1VbTurcmvt+6vfPAAAAAAWwUoh1DbD/d2T3G2OdW1+0ZsDAAAAwCJaKYTae81aAQAAAMBCWzaEaq0dspYNAQAAAGBxbbapGwAAAADA4hNCAQAAADA6IRQAAAAAoxNCAQAAADA6IRQAAAAAoxNCAQAAADA6IRQAAAAAoxNCAQAAADA6IRQAAAAAoxNCAQAAADA6IRQAAAAAoxNCAQAAADA6IRQAAAAAoxNCAQAAADA6IRQAAAAAoxNCAQAAADA6IRQAAAAAoxNCAQAAADA6IRQAAAAAoxNCAQAAADA6IRQAAAAAoxNCAQAAADA6IRQAAAAAoxNCAQAAADA6IRQAAAAAoxNCAQAAADA6IRQAAAAAoxNCAQAAADA6IRQAAAAAoxNCAQAAADA6IRQAAAAAoxNCAQAAADA6IRQAAAAAoxNCAQAAwP/f3p2Hy1LU9x9/fwAVEAQRRNlV3MAkRgXXRE1QQSS4R8AFN+JuIi6JMT9xAZe4okRjFBGVRARRRBTRBAwqCmriFhFUNlkviyCLitbvj6qBvnNnzp177ukzc+59v55nnnOmp5fqmurq7m9X1UjqnUEoSZIkSZIk9c4glCRJkiRJknpnEEqSJEmSJEm9MwglSZIkSZKk3hmEkiRJkiRJUu8MQkmSJEmSJKl3BqEkSZIkSZLUO4NQkiRJkiRJ6p1BKEmSJEmSJPXOIJQkSZIkSZJ6ZxBKkiRJkiRJvTMIJUmSJEmSpN4ZhJIkSZIkSVLvDEJJkiRJkiSpdwahJEmSJEmS1DuDUJIkSZIkSeqdQShJkiRJkiT1ziCUJEmSJEmSemcQSpIkSZIkSb0zCCVJkiRJkqTeGYSSJEmSJElS7wxCSZIkSZIkqXcGoSRJkiRJktQ7g1CSJEmSJEnqnUEoSZIkSZIk9c4glCRJkiRJknpnEEqSJEmSJEm9MwglSZIkSZKk3hmEkiRJkiRJUu8MQkmSJEmSJKl3BqEkSZIkSZLUO4NQkiRJkiRJ6p1BKEmSJEmSJPXOIJQkSZIkSZJ6ZxBKkiRJkiRJvTMIJUmSJEmSpN4tahAqyeFJLkvyw860zZKcnOTs9vf2bXqSHJrknCTfT3K/zjLPavOfneRZi7kPkiRJkiRJWnWL3RLqCGD3oWl/D3y1lHJ34KvtPcAewN3b6wDgA1CDVsDrgQcCuwKvHwSuJEmSJEmSNJsWNQhVSvkacOXQ5L2Bj7X/PwY8vjP9yFKdDmya5M7AY4CTSylXllKuAk5mxcCWJEmSJEmSZsgsjAm1ZSnlYoD2945t+tbABZ35LmzTxk2XJEmSJEnSjJqFINQ4GTGtzDF9xRUkByQ5M8mZl19++YImTpIkSZIkSZObhSDUpa2bHe3vZW36hcC2nfm2AS6aY/oKSikfKqU8oJTygC222GLBEy5JkiRJkqTJzEIQ6nhg8At3zwI+15n+zPYreQ8CftW6650EPDrJ7duA5I9u0yRJkiRJkjSj1lvMjSX5d+ARwOZJLqT+yt1bgaOTPBc4H3hKm/1E4LHAOcD1wLMBSilXJnkTcEab742llOHBziVJkiRJkjRDFjUIVUrZZ8xHfzli3gK8eMx6DgcOX8CkSZIkSZIkqUez0B1PkiRJkiRJaziDUJIkSZIkSeqdQShJkiRJkiT1ziCUJEmSJEmSemcQSpIkSZIkSb0zCCVJkiRJkqTeGYSSJEmSJElS7wxCSZIkSZIkqXcGoSRJkiRJktQ7g1CSJEmSJEnqnUEoSZIkSZIk9c4glCRJkiRJknpnEEqSJEmSJEm9MwglSZIkSZKk3hmEkiRJkiRJUu8MQkmSJEmSJKl3BqEkSZIkSZLUO4NQkiRJkiRJ6p1BKEmSJEmSJPXOIJQkSZIkSZJ6ZxBKkiRJkiRJvTMIJUmSJEmSpN4ZhJIkSZIkSVLvDEJJkiRJkiSpdwahJEmSJEmS1DuDUJIkSZIkSeqdQShJkiRJkiT1ziCUJEmSJEmSemcQSpIkSZIkSb0zCCVJkiRJkqTeGYSSJEmSJElS7wxCSZIkSZIkqXcGoSRJkiRJktQ7g1CSJEmSJEnqnUEoSZIkSZIk9c4glCRJkiRJknpnEEqSJEmSJEm9W2/aCdDSctFhr5h2EhbVVi9+17STIEmSJEnSGsGWUJIkSZIkSeqdLaGknnzzQ4+bdhIWzYMPOGHaSZAkSZIkzThbQkmSJEmSJKl3BqEkSZIkSZLUO4NQkiRJkiRJ6p1BKEmSJEmSJPXOIJQkSZIkSZJ6ZxBKkiRJkiRJvTMIJUmSJEmSpN4ZhJIkSZIkSVLvDEJJkiRJkiSpd+tNOwGS1m7HfHT3aSdh0Tz52V+adhIkSZIkaWpsCSVJkiRJkqTeGYSSJEmSJElS7wxCSZIkSZIkqXcGoSRJkiRJktQ7g1CSJEmSJEnqnUEoSZIkSZIk9c4glCRJkiRJknpnEEqSJEmSJEm9MwglSZIkSZKk3hmEkiRJkiRJUu/Wm3YCJEkrd+gnHzPtJCyql+130rSTIEmSJGmB2RJKkiRJkiRJvbMllCRpjfLs43afdhIWzUef8KVpJ0GSJEmamEEoSZLWQo897s3TTsKiOvEJr5t2EiRJktZ6dseTJEmSJElS7wxCSZIkSZIkqXcGoSRJkiRJktQ7g1CSJEmSJEnqnUEoSZIkSZIk9c4glCRJkiRJknpnEEqSJEmSJEm9MwglSZIkSZKk3hmEkiRJkiRJUu8MQkmSJEmSJKl3BqEkSZIkSZLUO4NQkiRJkiRJ6p1BKEmSJEmSJPXOIJQkSZIkSZJ6ZxBKkiRJkiRJvTMIJUmSJEmSpN4ZhJIkSZIkSVLvDEJJkiRJkiSpdwahJEmSJEmS1DuDUJIkSZIkSeqdQShJkiRJkiT1ziCUJEmSJEmSemcQSpIkSZIkSb0zCCVJkiRJkqTeGYSSJEmSJElS7wxCSZIkSZIkqXcGoSRJkiRJktQ7g1CSJEmSJEnqnUEoSZIkSZIk9c4glCRJkiRJknq33rQTIEmSNMv2PPbD007CovnCk54372X3OuYzC5iS2fb5Jz9x2kmQJGlJsiWUJEmSJEmSemdLKEmSJGmRPOHY06adhEV13JMeNu0kSJJmiC2hJEmSJEmS1DuDUJIkSZIkSeqdQShJkiRJkiT1ziCUJEmSJEmSemcQSpIkSZIkSb3z1/EkSZIkzZyXHXfBtJOwaA59wrbTToIkLQpbQkmSJEmSJKl3BqEkSZIkSZLUO7vjSZIkSdIS9Zljlk07CYvqiU/efN7Lfu/Dly1gSmbbnz7vjtNOgjSSQShJkiRJkgTAJe84Z9pJWDR3euWO81720kNPWbiELAFbvuwRC7Ieu+NJkiRJkiSpdwahJEmSJEmS1DuDUJIkSZIkSeqdQShJkiRJkiT1bkkHoZLsnuSsJOck+ftpp0eSJEmSJEmjLdkgVJJ1gcOAPYCdgH2S7DTdVEmSJEmSJGmUJRuEAnYFziml/LyU8lvgP4C9p5wmSZIkSZIkjbCUg1BbAxd03l/YpkmSJEmSJGnGpJQy7TTMS5KnAI8ppTyvvX8GsGsp5aWdeQ4ADmhv7wmctegJXbnNgWXTTsQSYD5NxnyanHk1GfNpcubVZMynyZhPkzOvJmM+Tc68moz5NBnzaXLm1WRmMZ+2L6VsMcmM6/Wdkh5dCGzbeb8NcFF3hlLKh4APLWaiVlWSM0spD5h2Omad+TQZ82ly5tVkzKfJmVeTMZ8mYz5NzryajPk0OfNqMubTZMynyZlXk1nq+bSUu+OdAdw9yV2S3Bp4GnD8lNMkSZIkSZKkEZZsS6hSyk1JXgKcBKwLHF5K+dGUkyVJkiRJkqQRlmwQCqCUciJw4rTTsZpmurvgDDGfJmM+Tc68moz5NDnzajLm02TMp8mZV5MxnyZnXk3GfJqM+TQ582oySzqfluzA5JIkSZIkSVo6lvKYUJIkSZIkSVoiDEJJa4gk5ybZbdrpWNMl2S7Jr5OsO+20aOlKckqS563uskn2T3Lawqaufyurr5K8MMml7Vi7Q/t71/bZEUnevHip1WLq81y2Osfdam53SZ+fk5QkO67ush67S9PqfG9rel2e5EdJHjHtdCwlq/K9L9VrHK2cQajVNOrCYnDAtIp28PpDkhs67/dLclA7Ob9saPm/bdMPau8fkeTCRdytRZVk3yRntny5OMkXkzwsyaZJDk9ySZJrk/w0yWs6y+2d5H+SXJNkWZKvJtlhensyP60MDcrGpUk+mmSjlSyz5E/cXYtxY5DkuUl+0srSpUm+kGTjVV1PKeX8UspGpZTfT7DNHdqxPK/x9+ZTNvpKy4TbuHWSdya5sKX5F0nePTTP/kl+kOT6dmz/S5JNOp8flOQT89z+guXXQkjy2pYHv2558qlppWVSQ3l4VTtOtp1guQUrX0luBbwLeHQ71q5of3++uuvW0rWmXwtJa5q1oS4vpexcSjll2unQmmEx7odmhUGoHrWKdqNSykbA+cBenWmfbLP9FHjW0KLPbNPXeEleAbwHOATYEtgO+Bdgb+DdwEbAvYFNgL8CftaW2xE4EjiwfXaXttwfFncPFsxerZzcD9gFeN2U07NGSfJwahnbp5SyMbVMHT2P9UzjxxxmomykWtk54x+ABwC7AhsDjwS+11nHgcDbgFdRj9sHATsAX24Xqwth6vmVZL0kzwKeAezW0vMA4KuLnZZ5GuThnYFLgfct8va3BNYH1spfvE0y0WCdk86ntcOUzk/SXNbqulwrir0I1BiEmr4zgA2T7AzQ/m7Qpq/RWuuHNwIvLqV8ppRyXSnld6WUz5dSXkW9gTyqlHJVKeUPpZSflFKOaYvfF/hFKeWrpbq2lHJsKeX8ae3PQiil/BL4IvDSJN/pfpbkwCSfTXIAsB/w6tZa4fOd2e6b5PtJfpXkU0nW7yz//CTnJLkyyfFJtup8VpK8IMnZrfXDYUnS8+6uIMntk5yQ5PKWjhOSbNM+e1qSM4fm/7skx7f/90zyvdYy7oK0loTNLsA3SynfAyilXFlK+Vgp5dq27AatBc95Le9Oa9MGrTuem+R84D+HW3y0pxZvSfLttuznkmzWtvu19vfq9l09eL550ykb90myVfsOr2zf6VBho4cAABYqSURBVPM7ebJrasvCa1proHeNS0uSddt+L2stdl4yYt8OTvJ14Hrgrkk2SfKR1FaLv0zy5s5FxS7AcaWUi9pxeW4p5ci2rtsBbwBeWkr5UjvWzwWeSg0i7zvfvJlvfiVZv7X62by9f12Sm1paafv2nvb/bZK8I8n5LV8/mGSD9tkjUls6vSbJJcBHW16cVEr5WUvPJaWU4V8y2T7J11Nb5315kI62zgcl+UaSq5P8b6bQ3L+UciNwDLBTS9Ncx9jIst7qnf9r+/jjJPfrLLNCfZXkHsBZnXX9Z1vP2O5ASR6X2ir26pZnf7xwubCwkmyb5DOtjrsiyfunnaYZNVw2bks9nrfKLS3Kt0ptOfnpJJ9oZewHSe6R5B+SXNbK6aOnvTPNLu0YuCq1leb6MP7cPHyuadOGu+J+Pcm7k1wJHJRbWuK/o23nF0n26Cw/tv5OsmOSU1ueL8uKLTd3y5hrhCTPacf5VUlOSrJ9f9nYrzXpGE1t2fqqdixd1777LVN7HFyb5CtJbt/m/XRq6+RfJfla2n3JiHVunOS/khyaauS5cU2vywdaHu+W8ddeJPmr1G57V7dj+N5Dy78yY67dp2Whyk5qz40PJDkxyXXUh5Pd7QyXpzu0evCaJN8G7jY0/0OSnNG2dUaSh7Tpj0zyg858X2nLD96fluTxnX2buTzvSn/3QzPDINRs+Di19RPUVlFHTjEti+nB1Cckx435/HTg4CTPTnL3oc++C9wr9eLrkZlil5uFlNrt5bHAocBduicq4OnAx9uN7CeBt7dWdXt15nkqsDv1pv6Pgf3bev8CeEv7/M7AecB/DG3+cdQb5z9p8z1mQXduMutQb+C3p7aKuwEYXAAeD9xzqCzsCxzV/r+OehxtCuwJvHBwwgG+BTwmyRuSPDTJbYa2+w7g/sBDgM2AV7N8q7qHU1tPjcuTZwLPAbYCbqJ+fwB/3v5u2r6rb869++N1ysb3gH8HLmzbezJwSJK/bLO+F3hvKeV21JP3oMXXqLQ8H9iDGtS9HzDIr65nAAdQWzadB3ys7eOOwJ8CjwYGTYdPB16R5EVJ/ihZLpD5EOrx/pnuykspv6beXC7ojeIk+dWCLGdQv1+oeXQe8NDO+1Pb/28D7kHNqx2BrYH/19nknahlZ3tqfp0OPLNdxD0go5/+7Qs8G7gjcGvglS3tWwNfAN7c1vlK4NgkW8w3P+YjyYbAX1P3BeY+xlYoX0meAhzUlrkdtTXrFZ1NrFBflVJ+CuzcWddfrCSN9wMOB/4GuAPwr8DxI47xqWtl4ARqGduBWoaG62FVw2XjGdS66qJOi/KL2rx7Ua+jbk893k+inku2pj7o+tdFTvs4+1HPIXej1iWvm/DcPJcHAj+n1iEHd6adBWwOvB34SKcunqv+fhPwZWo+bsOKLSBHXiO0OuC1wBOBLYD/pta5S84aeow+CXgUtcztRT3fvpZaPtYBBkOCfBG4O7UsfZd6nbmcJHegtuj9einlZaX+xPrIc+OaXJePMfLaKzUY9+/A31KPjxOBzye5dWfZkdfuM2Chys6+1PppY+Dm8Z3GlKfDgBup9eFz2msw/2bUa6NDqWXkXcAX2nq+CeyYZPPUwP19gG1akGsD6jX+f3fSNKt5PtDX/dDsKKX4Wo0XcC7wa+Dqzut64LQR8+02NO0g4BPUwnU+cKv2d9s2/aA23yOAC6e9rz3k3X7AJXN8vgG1svsO8DvgHGCPzucPolbyl1MrrCOAjaa9X6tZhs6jdivcAPgAcHCbZ2fgKuA27f0RwJtHrOfpnfdvBz7Y/v8INWg1+Gyjlqc7tPcFeFjn86OBv1/EPDgFeN6I6fcFruq8/wT14gbqCe9aYMMx63wP8O7O+z2Az7d8/jX15LUutaK/AfiTEevYoeXNXUdMW6+T9rd2Pt8J+G1b93LzLlDZ2Bb4PbBxZ763AEe0/79GbXG0+Zh9Wa8z7T+Bv+m8323Evr2x8/mWwG+ADTrT9gH+q/2/LvBi4OttvouAZ7XPns6Y4x14K/Dl9v9BwCcWMb/eRL2gWQ+4BHh5S8/6rVxsDoR6Ur9bZx0PprbGhFpH/xZYfyg9+wFfacteQeeYann7us77FwFfav+/hhpw7q7rpE5enkI7XqgXTqetSj6tQh7e1L7DP1rZMTamfJ0EvHyO7Yyrr0atqwA7tv+PoNV/1HryTUPrPgt4+ELlyQLm7YOp56s56wOgTLi+ieZbaq9xZYMR10Ktvji5836vVn7Xbe83bmVn0/b+5mNnCvv0gs77x1KHFxh7bh5zHAwf++cPbWd/4JzO+w3bOu7EyuvvI4EPAduMKmuMuUag3oA+t/PZOtTr4O07y65w7M7ia9JjdKm8Wrnbr/P+WOADnfcvBT47YrlN2/e2Sed7Oxz4IfCqznwrOzeOKsNLvi4fkce7Mf7a65+Aozvv1wF+CTyis/zIc+EM7NdClZ0jh+YZV57WpdZ/9+pMO4R2jUN9GPHtoXV9k/oAC2qQ6YnU+8Mvt3pqd2rrq+8P7dvM5XlLyyn0fD80Ky9bQi2Mx5dSNh28qDcTEyu1C9k51APt7FLKBX0kcgZdAQwi1isopdxQSjmklHJ/asT7aODTLRJOKeX0UspTSylbAH9GfRL/j4uU9oU2KEPbl1JeVEq5gfrEct/2BPMZ1JPYb1aynks6/19PvaCF2gLkvMEHpbY+uYL6xGplyy6aJBsm+dfUbnHXUE/qm3ZakRxFvWiGGvX/bCnl+rbsA1uT3suT/Ap4ATWAAEAp5YulthrbjDrm2P7UJ8CbUwMOP5sjaSs7Jrufn0cNKG8+Zt5VtVzZoH6XV5bWlbCzzcF3+VzqU6uftKbKj5tj3VsNpX3UfnanbU/dt4tTm5VfTX1aeUeAUsrvSymHlVIeSr0QORg4vLXoW8b44/3O1Av/hbCq+XUq9eb2fsAPgJOpLaMeRL2ZW0Z9erkh8J3Ofn+pTR+4vNSWVTcrpXyylLIbNS9eALwxSbc13bhjbnvgKYNtte09jJpPi+Hx7Vx2G+AlwKlJ7rSyY2yEbZn7uFqIOmd74MChvNqW+r3Pmm2B80opN3Unpv4QRzf9dN8nediqzLeGWJWycWnn/xuAZeWWH464of2dhdbSw+eJrZjs3DzpOgduzrvB+ZG6/3PW39QWwAG+ndp16Dksb6766r2ddV7Z1jPpPsySkcfoEjd8fAy/3yi1a/5bk/ysXXud2z7v1u97Uh+QfrAzbZJz46SWUl0+yrhrr+Fj/A/U43amrr/HWKiyM6qeGlee1mPFunJgq6H3g8+Hr+cGrdhPoV7PPZxbWrUPzGqeA/3eD80Kg1CzYzDI9trSFQ9q9PpGRncBWk4p5RpqkO621KaTw5+fQe3mc58FTuPUlFJOp7au+DNqBfPx7seruLqLqCd4AFLH17gD9WnMLDkQuCfwwFKbNA+6+Ay6EnyZGsi4L7XyPaqz7FHUJqrbllI2oZ7YVhjXqtTxxb5KbQV0H2pw5EaG+p0PL7aSdHd/PWw76pOcZRMsNx8XAZtl+V/22472XZZSzi6l7EO9sXgbcEz7vkel5WJqt4uBUb+C1l3uAuqT9M07gffblVJWGDuiBZEPo7bg24l6vP+G+pTqZi1te7DiBcJCmTO/gG9Qy9wTgFNLKT9un+/ZSdMy6gXXzp393qTUwbsHxn7XpY5/9Wng+0xWR11AbQm1aed121LKWydYdsG0oOJnqC3JHsbcx9io/b+AuY+rhXABtcVoN682LKXMYnegC4DthgOxpZTThh5kMbQ/p63KfGuwPurTxTR8nriIuc/N17XJG3aWu9PQOlclT+asv0sdt+75pZStqF2i/iVjxu4Zsd6/GSqLG5RSvrEKaZsVI4/RtcC+1Idzu1F/NGSHNr17DfVv1ADTia2cwmTnxkktpbp8BXNcew0f46HWBbN2/T1fk5SdUfXUqPJ0ObUF9nBdObBcXnY+H+TlcBDqVMYHoWZd7/dD02YQanZ8ito3f+wvdqUO2tp9zVyBWhWllF9Rx1Q5LMnjW9T3Vkn2SPL2JP+UZJfUn31fn9pN5mrgrPZE+PlJ7giQ5F7U8UZOH7vBpelIah/gm4ZuMC4F7roK6zkKeHaS+6b2rz8E+FapA0PPko2pFzRXtxZvr+9+2J5OHgP8M7VF08lDy15ZSrkxya50BrpOsnfqQH63T7Ur9aR0ensqdTjwrtSBbtdNHbR7VcYheHqSnVLH0HkjcEx7En85dWypVfmu5tRaSn4DeEurB/6Y+gTuk21fn55ki7ZfV7fFxqXlaODlSbZOsim1G9hc276YeuJ7Z5LbJVknyd1Sf32QJH+bOkj3BrnlF+I2Br7Xjvc3AO9Lsns71ncAPk29kO2OIbDOUF037zEhVpZf7cnRd6jdCAcXKd+g3oSd2ub5A/WC6d2dOmfrLN+qaTmpAwTvmToewTqpgwPvTB2fbGU+AeyV5DGtPK7f8nWblS65gNqxsjd1jJj/Y45jjNHl68PAK5Pcv61rxyz8gMX/BrygPflLktsO8n2Bt7MQvk0N/L61pXP9JA9d2UK62aXAHVJ/1GQpenGSbdq57bXU676x5+ZSyuXUm6unt3rgOaxGUHeC+vspnTrmKuqN4+/HrK7rg8A/5JYf2NkkdTy4pWhtPUY3pgYor6AGPQ8ZM99LqF3kTkiywXzOjXNYSnX5Cua49joa2DPJX6b+CvCB1LxeikHaUSYtO6MMl6ffUxsUHJR6T7gTy/+C/InAPZLs264x/5r6kPOE9vngoeKu1G57P6IGrR7ILT+eslT0cj80SwxCzYjWauArpXbDGmVramHsvvp+wty7Usq7gFdQf0b9cuqTkJcAn6VeAH2UeoN6EXVwvD1bc/WrqUGnHyT5NTWafhy1X++a5OPUlhMfH5r+EWCn1CbLn13ZSlrLn3+i9um+mFp2nrbAaV1dhdpveQPqd3469XsddhT1icunh5rMv4ja3elaanCzG9C9ijoI99nANdSb/H8upQwCH6+kdsU6g9qV4G2sWv34cWof90uoXfteBjcHOA4Gvt6+qwetwjrnsg/1adNF1HL/+lLK4AS0O/Cjdly8F3haKeXGMWn5N+pNyfepA/qeSH0KNdeNxzOpg2j/mJqvx3BLN7EbgHdS82EZNbDzpFLKzwFKKW+n3ny9g9p//RfUi5bdSinXdbaxD8vXdXN16ZrEXPkFNdh0K+oNyOD9xix/0fIaarfp01ObRn+FerEzzjXUfT2fWl+9HXjhJK1VWuBs77b8oF58FYt3zv58Kz/XUMvMs9rF3NhjbFT5aq2/DqYes9dS6/XNWECllDOpx/b7qeXxHGZvgFGgtiyjjlm0I7VcXEgd+F0TKKX8hDrA789bGVsq3XQGjqLWtz9vrzdPcG5+PvXYv4IaxF7dG9e56u9dgG+1Y/946nhuv1jZCkspx1HPmf/R6sYfUlu3Ljlr8TF6JLVb0y+pZWPkA91SSqH+8MYFwOdSHxCv6rlxpKVUl48x7trrLOqYmO+jXhftBexVSvnt9JK6oCYqO6OMKU8voXaNu4R6Xf3RzvxXUH8g4UBqnfhq4HGlDptAu478LvCjTv5+k9rF9rL57+Ki6/N+aGakfv+SZlHqLzpcBtyvlHL2tNPTlyTfpQ6AvdKA2qxJcgp1IO0PTzstq6u11vlgKWWhW6uM295zqK2jHlrq2HiSJElLQpLzqYNcL7WWNppBS/l+aFWtbX2epaXmhcAZa3gAamfg3tSWOFpELcj5SOrT+S2pzX2PW6ztl1IOT/I74CHUp86SJEkzL8kW1MG0z51yUrQGWNvuhwxCSTMqybnUgeRWOnD7UpXkbdRmyq8ppQz/4oX6F2pLpE9Ru719gdp0d9GUUoa7mkqSJM2sJLtQx+F5ny25tbrWxvshu+NJkiRJkiSpdw5MLkmSJEmSpN4ZhJIkSZIkSVLvDEJJkiRJkiSpdwahJEnSWivJ/klKkh2nnRZJkqQ1nUEoSZIkSZIk9c4glCRJkiRJknpnEEqSJGmMJLskOSbJhUluSHJWkkOSbDA03ylJTkuyW5LvJrk+yQ+TPH7EOvdJ8pMkNyb5QZK/asuf0pln0E1wh6FlD0pShqa9JMk3k1yZ5OokpyfZc8R275rkxJa2y5K8M8kBY7bz/CT/29K4LMlHkmw2jyyUJEm62XrTToAkSdIM2w74H+AI4FpgZ+D/AXcFnjY0792A9wJvAZYBBwLHJLlXKeUcgCSPAj4JHN8+3xx4D7A+8NN5pnEH4MPAudRru72AE5I8tpTyxbbdWwMnt+28CLgMeB7w5OGVJXlrS9uhwKuArYE3A/dJ8pBSyu/nmU5JkrSWMwglSZI0Rinl2MH/SQJ8HbgGODLJi0spV3Rm3xz481LK2W3+7wIXA08FDmnzvAH4MfCEUkpp8/0A+A7zDEKVUl7ZSeM6wFeBewAvAL7YPtqfGjh7YCnl223eL1IDbNt1lt+BGnh6QynljZ3pPwVOowa4PjufdEqSJNkdT5IkaYwkt0vytiQ/A34D/A74OBDg7kOznz0IQAGUUi6jtjjarq1rXeABwLGDAFSb77vAL1YjjfdPckKSS4GbWhofBdyzM9uDgPMHAai23QIcy/IeRb0+/GSS9QYv4FvU4NufzzedkiRJtoSSJEka76PAbtQueP8DXAfsChxG7drWdeWI5X/TmW9z4FbUwNSwS+eTuCTbUls+/Rh4KXA+NRD1JuDenVnvPOF279j+njNmk3eYTzolSZLAIJQkSdJISdYH9gYOKqW8tzP9j+a5ymXUVkp3HPHZltQA0sCN7e+th+YbDgLtDmwCPLWUcmEnjRsOzXcxsNOY7XYNuhc+GrhqxPxXjJgmSZI0EbvjSZIkjXYbYF1q4Khr//msrA3ofSbwpDa+FFC70wF3GZr9vPb3Pp351qMGh7oGwabfdea7B/DQoflOB7ZLsmtnvgBPGprvZOAPwHallDNHvObdbVCSJMmWUJIkSbB7kkuGpv2KGrw5MMnF1JZMz6H+Wtx8vR74MnBckg9Ru+gdBFxCDf4MnAH8DPjnNtj4b6i/anebofV9hdr97sgk76R2u3sDtVVV92HjEcBrgM8k+Ufgcuqv492+ff4HgFLKz5K8DXh/knsCp1JbZW1LHS/qw6WU/1qN/ZckSWsxW0JJkiTB+4BPD73eDexD/eW6w6iBnEuAl893I6WUk4H9qOM1HUcNDB3Y1vurznw3UbsCXtC2exi1ldIRQ+v7UVvf9sDxwKuBvwe+NjTfb6mtqL4PfBD4WFv3YW2W7rZfCxxAHYT8aOBzLZ1XAWcjSZI0T+n8OIskSZIWWZJtqAOBH1xKedMib/sE4N6llLst5nYlSdLaye54kiRJiyTJBsC7qN3olgF3pbZeuh74cM/bfgXwa2prpo2BpwB7Ai/sc7uSJEkDBqEkSZIWz++BOwHvp/7S3XXAfwNPKaVc3PO2fwP8HbAddcD1s4DnlVI+0vN2JUmSALvjSZIkSZIkaRE4MLkkSZIkSZJ6ZxBKkiRJkiRJvTMIJUmSJEmSpN4ZhJIkSZIkSVLvDEJJkiRJkiSpdwahJEmSJEmS1Lv/DxTvHrAT6MAtAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1440x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot the top 15 coding languages used by federal agencies\n",
    "\n",
    "plt.figure(figsize=(20,10))\n",
    "sns.barplot(unique_languages[0:15],df.Language.value_counts()[0:15])\n",
    "plt.xlabel('Language',fontsize=16)\n",
    "plt.ylabel('Number of Projects', fontsize =16)\n",
    "plt.title('Top 15 Coding Languages Used By Federal Agencies',fontsize=18)\n",
    "plt.xticks(fontsize=12)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [],
   "source": [
    "# create a grouped dataframe \n",
    "df_grouped = pd.DataFrame(df.Language.groupby(df.Agency).value_counts())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 144,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "nsa = df[df.Agency=='NSA']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Python', 'HTML', 'PowerShell', 'Shell', 'Makefile', 'CSS',\n",
       "       'JavaScript', 'C', 'Java', 'Batchfile', 'C++', 'Unknown', 'Objective-C',\n",
       "       'Dockerfile', 'Assembly', 'Ruby', 'M4', 'Roff', 'XSLT',\n",
       "       'Jupyter Notebook', 'CMake', 'C#', 'Lex', 'Yacc', 'TeX', 'PHP', 'GAP',\n",
       "       'XS', 'Fortran', 'HiveQL', 'Haskell', 'TypeScript', 'ANTLR', 'TSQL',\n",
       "       'QMake', 'GDB', 'Perl', 'OpenEdge ABL', 'Scheme', 'Pawn', 'Emacs Lisp',\n",
       "       'Perl 6', 'Swift', 'YARA', 'Mathematica', 'q'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nsa.Language.value_counts().keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 170,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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duE+9z+8A7No9HWbQ6OmIYYUkK/WV3RF4A+1qa4ttTaQZ81rgb7SWepIkaczZ5U2SJM2Ws7sxf34NrEobG+hRwOd7LsM+01YHfpnkYNpVy+5B6wq2Ma27oVfbmkVJ7kYbp+rhtNfDx6rqz3MblSRJGoYJJUmSNFuOAJ5BG49oBdqYP2+jjaM0W66jdat6ATBxhbOzgFdW1ednMQ416wGH0K789kXa2F2SJGkecAwlSZIkSZIkjcQxlCRJkiRJkjSSedvlbc0116wNNthgrsOQJEmSJElaZpxyyilXVNXCxdWbtwmlDTbYgJNPPnmuw5AkSZIkSVpmJDlvmHp2eZMkSZIkSdJITChJkiRJkiRpJCaUJEmSJEmSNBITSpIkSZIkSRqJCSVJkiRJkiSNxISSJEmSJEmSRmJCSZIkSZIkSSMxoSRJkiRJkqSRmFCSJEmSJEnSSEwoSZIkSZIkaSQmlCRJkiRJkjSSBXMdwGx4xK5fmOsQlnmnfPSlcx2CJEmSJEmaJbZQkiRJkiRJ0khMKEmSJEmSJGkkJpQkSZIkSZI0EhNKkiRJkiRJGokJJUmSJEmSJI3EhJIkSZIkSZJGYkJJkiRJkiRJIzGhJEmSJEmSpJGYUJIkSZIkSdJITChJkiRJkiRpJLOaUEqyX5LLkpzRV/66JGcnOTPJR2YzJkmSJEmSJI1mtlsoHQBs0VuQ5MnA1sCDq+pBwJ6zHJMkSZIkSZJGMKsJpao6Driqr/g1wB5VdUNX57LZjEmSJEmSJEmjGYcxlB4APCHJz5Icm+SRcx2QJEmSJEmSJrdgrgOgxbA68GjgkcBXktynqqq/YpKdgJ0A1l9//VkNUpIkSZIkSc04tFC6APhaNScBNwNrDqpYVftU1aKqWrRw4cJZDVKSJEmSJEnNOCSUDgeeApDkAcBKwBVzGpEkSZIkSZImNatd3pIcAmwGrJnkAuC9wH7AfknOAP4BvGxQdzdJkiRJkiSNh1lNKFXVtpNM2n4245AkSZIkSdKSG4cub5IkSZIkSZpHTChJkiRJkiRpJCaUJEmSJEmSNBITSpIkSZIkSRqJCSVJkiRJkiSNxISSJEmSJEmSRmJCSZIkSZIkSSMxoSRJkiRJkqSRmFCSJEmSJEnSSEwoSZIkSZIkaSQmlCRJkiRJkjQSE0qSJEmSJEkaiQklSZIkSZIkjcSEkiRJkiRJkkZiQkmSJEmSJEkjMaEkSZIkSZKkkZhQkiRJkiRJ0khMKEmSJEmSJGkkJpQkSZIkSZI0EhNKkiRJkiRJGokJJUmSJEmSJI3EhJIkSZIkSZJGMqsJpST7JbksyRkDpr0lSSVZczZjkiRJkiRJ0mhmu4XSAcAW/YVJ1gOeDvxpluORJEmSJEnSiGY1oVRVxwFXDZj0CeCtQM1mPJIkSZIkSRrdnI+hlOQ5wIVV9cu5jkWSJEmSJEmLt2AuV55kFeCdwOZD1t8J2Alg/fXXn8HINE7+9P5/nesQlnnrv+dXcx2CJEmSJGkeGaqFUpI7JFnQV/aMJG9O8rClWP99gQ2BXyb5I7AucGqStQZVrqp9qmpRVS1auHDhUqxWkiRJkiRJS2rYFkqHADcALwVIsjPwmW7aP5M8u6q+N+rKq+pXwD0mnndJpUVVdcWoy5IkSZIkSdLsGHYMpUcDR/U83xXYF7gb8DVat7XFSnIIcAKwUZILkrxihFglSZIkSZI0BoZtoXQP4EKAJPejdVP7dFVdm2R/4OBhFlJV2y5m+gZDxiNJkiRJkqQ5MmwLpWuANbrHmwFXVNXp3fObgJWnOS5JkiRJkiSNqWFbKP0U2C3JjcAbuG33t/sBF0x3YJIkSZIkSRpPw7ZQeitwd+AbtNZIu/dM24Y2LpIkSZIkSZKWA0O1UKqq3wEPSLJGVV3ZN3kX4OJpj0ySJEmSJEljaagWSkn2S7LhgGQStPGVPjK9YUmSJEmSJGlcDdvlbQdg4STT1gReNi3RSJIkSZIkaewNm1ACqEnK1wL+Pg2xSJIkSZIkaR6YdAylJM8DntdT9L4kV/RVuxPwBOCUGYhNkiRJkiRJY2iqQbnXpyWLoLVOeihwQ1+dG4CfAm+f/tAkSZIkSZI0jiZNKFXVXsBeAEnOBZ5XVafNVmCSJEmSJEkaT1O1ULpFVW0404FIkiRJkiRpfhhqUO4kb0uy9yTTPpVk1+kNS5IkSZIkSeNq2Ku8vRw4fZJpp3XTJUmSJEmStBwYNqG0PvC7Sab9Abj39IQjSZIkSZKkcTdsQulvwDqTTFuX21/9TZIkSZIkScuoYRNKPwZ2TXLH3sLu+Zu76ZIkSZIkSVoODHWVN2B34KfAb5McBFxIa7G0PbAGsMNMBCdJkiRJkqTxM1RCqap+meTJwJ7A22gtm24GfgI8v6p+OXMhSpIkSZIkaZwM20KJqjoJeGKSOwGrA3+uqr/PWGSSJEmSJEkaS8OOodRrBWBF4MZpjkWSJEmSJEnzwNAJpSRbJjkVuBo4B/jXrnzfJNvNUHySJEmSJEkaM0MllJI8FzgCuIJbx1CacC7wsiGXs1+Sy5Kc0VP20SS/SXJ6kq8nWW348CVJkiRJkjTbhm2h9F5g/6raHPhk37QzgE2GXM4BwBZ9ZccAm1TVg4HfAm8fclmSJEmSJEmaA8MmlDYGvtw9rr5pfwbWGGYhVXUccFVf2XeramI8phOBdYeMSZIkSZIkSXNg2ITSNcCak0zbALh8WqKBHYFvT9OyJEmSJEmSNAOGTSgdA7y9b3yjSnJH4LVMQxIoyTtpV4774hR1dkpycpKTL798unJYkiRJkiRJGsWwCaV3AmsBZwP70rq97QacRuuitvvSBJHkZcCWwL9XVX+XultU1T5VtaiqFi1cuHBpVilJkiRJkqQlNFRCqar+CDwcOBJ4OnAT8ETamEePqqqLljSAJFvQrhz3nKr625IuR5IkSZIkSbNjwbAVq+oC4BVLs7IkhwCbAWsmuYB29bi3A3cEjkkCcGJV7bw065EkSZIkSdLMGTqhNB2qatsBxZ+fzRgkSZIkSZK0dCZNKCXZD/hAVZ3bPZ5KAVcCJ1TV16czQEmSJEmSJI2XqVooPRnYq3v8FFrSaCqrAm9O8vGq2nU6gpMkSZIkSdL4mTShVFUb9jzeYJiFJXkL8CbAhJIkSZIkSdIyaqirvI3gW7Qrv0mSJEmSJGkZNfSg3ElWAXYEngTcnTZm0o+AA6rqbwBVdRbwb9MfpiRJkiRJksbFUC2UkqwFnAp8ClgErAI8Evg0cEqSe85YhJIkSZIkSRorw3Z5+wiwOvCEqtqwqh7TjbH0eGA14MMzFaAkSZIkSZLGy7AJpWcCb6+q43sLq+qnwLuAZ093YJIkSZIkSRpPwyaU7gJcNMm0C7rpkiRJkiRJWg4Mm1A6G3jJJNO2B34zPeFIkiRJkiRp3A17lbc9gS90g28fDFwMrAW8GHgakyebJEmSJEmStIwZKqFUVQclWQV4P7Bvz6RLgZ2r6uCZCE6SJEmSJEnjZ9gWSlTVPkn2BTYC7g5cBZxdVTfPVHCSJEmSJEkaP4sdQynJSklOTbJ5Vd1cVWdV1fHdvckkSZIkSZKk5cxiE0pV9Q9gQ+DGmQ9HkiRJkiRJ427Yq7wdA2w+k4FIkiRJkiRpfhh2DKW9gYOSLAAOp13lrXorVNUfpjk2SZIkSZIkjaFhE0rHdvdvAt44SZ0Vlj4cSZIkSZIkjbthE0o70tciSZIkSZIkScunoRJKVXXADMchSZIkSZKkeWLKhFKSNYHtgfsBfwa+WlWnzUZgkiRJkiRJGk+TJpSSbAQcByzsKd4tyQuq6ogZj0ySJEmSJElj6Q5TTPsgcD2wGXBn4F+Bk4CPL+nKkuyX5LIkZ/SU3T3JMUl+192vvqTLlyRJkiRJ0sybKqH0KOA9VXVcVf29qs4EXg1skGThFPNN5QBgi76y3YDvV9X9ge93zyVJkiRJkjSmpkoorQOc3Vd2NhBg7SVZWVUdB1zVV7w1cGD3+EDguUuybEmSJEmSJM2OqRJKAW7qK7t5iPlGdc+quhigu7/HNC5bkiRJkiRJ02zKq7wB70tyRc/zdPcfSNLb0qiq6mXTG9rtJdkJ2Alg/fXXn+nVSZIkSZIkaYCpEkp/AjYeUH4e8KC+slqKGC5Ncq+qujjJvYDLJqtYVfsA+wAsWrRoadYpSZIkSZKkJTRpQqmqNpilGL4BvAzYo7s/YpbWK0mSJEmSpCUwnWMhLVaSQ4ATgI2SXJDkFbRE0tOT/A54evdckiRJkiRJY2pxYyhNq6radpJJT53NOCRJkiRJkrTkZrWFkiRJkiRJkuY/E0qSJEmSJEkaiQklSZIkSZIkjWTShFKSryW5X/f4pUnWmL2wJEmSJEmSNK6maqG0NXD37vH+wH1nPhxJkiRJkiSNu6kSSpcCj+keB6iZD0eSJEmSJEnjbqqE0leATyS5iZZMOjHJTZPcbpydcCVJkiRJkjTXFkwx7Y3A8cADgfcCBwAXzkJMkiRJkiRJGmOTJpSqqoBDAZLsAOxVVb+cpbgkSZIkSZI0pqZqoXSLqtpwpgORJEmSJEnS/DBUQgkgyb2ANwNPol397UrgR8DHq+qSGYlO0rz2uL0fN9chLBeOf93xcx2CJEmSpOXMVINy3yLJA4BfAq8H/gqcBFwH7AKcluT+MxahJEmSJEmSxsqwLZQ+DFwNbFpVf5woTHJv4Lvd9H+b9ugkSZIkSZI0doZqoQQ8GXh3bzIJoKrOA3bvpkuSJEmSJGk5MGxCaSXg2kmmXdtNlyRJkiRJ0nJg2ITSacDrktymfpIA/9FNlyRJkiRJ0nJg2DGU3g8cCZyV5MvAxcBawAuB+wPPnpnwJEmSJEmSNG6GSihV1dFJtgQ+CLwTCFDAKcCWVfXdmQtRkiRJkiRJ42TYFkpU1dHA0UlWAVYH/lxVf5uxyCRJkiRJkjSWhk4oTeiSSCaSJEmSJEmSllPDDsotSZIkSZIkAWOUUEryxiRnJjkjySFJVp7rmCRJkiRJknR7Y5FQSrIO8HpgUVVtAqwAvHhuo5IkSZIkSdIgY5FQ6iwA7pRkAbAKcNEcxyNJkiRJkqQBFptQSrJSklOTbD5TQVTVhcCewJ+Ai4Grq+q7M7U+SZIkSZIkLbnFJpSq6h/AhsCNMxVEktWBrbv1rA3cOcn2A+rtlOTkJCdffvnlMxWOJEmSJEmSpjBsl7djgBlroQQ8DTi3qi6vqn8CXwMe21+pqvapqkVVtWjhwoUzGI4kSZIkSZIms2DIensDB3XjGx1O65ZWvRWq6g9LEcefgEcnWQX4O/BU4OSlWJ4kSZIkSZJmyLAJpWO7+zcBb5ykzgpLGkRV/SzJYcCptK51vwD2WdLlSZIkSZIkaeYMm1B6+YxGAVTVe4H3zvR6JEmSJEmStHSGSihV1YEzHYgkSZIkSZLmh2EH5QYgyR2SbJLkSUnuPFNBSZIkSZIkaXwNnVBK8v+AS4DTgR8AG3Xlhyd5/cyEJ0mSJEmSpHEzVEIpyauAvWhXeHsRkJ7JPwaeP/2hSZIkSZIkaRwN20LpTcDHqmon4Ot9035D11pJkiRJkiRJy75hE0obAt+ZZNp1wGrTE44kSZIkSZLG3bAJpSuADSaZthFw4bREI0mSJEmSpLE3bELpm8B7ktynp6ySrAm8kTa2kiRJkiRJkpYDwyaU3gXcAJwBfA8o4FPAWcBNwPtnJDpJkiRJkiSNnaESSlV1JbAI+C9gReAcYAHwaeAxVXX1jEUoSZIkSZKksbJg2IpVdS3wge4mSVrGHfvEJ811CMu8Jx137FyHIEmSJC2RoRNKAElWBTYB1gEuAM6sqmtmIjBJkiRJkiSNp6ETSkneA7wZuAuQrvjaJB+tqg/ORHCSJEmSJEkaP0MllJK8D3g3sC/wJeBS4J7AtsD7kiyoqt1nKkhJkiRJkiSNj2FbKL0K+FhV7dpTdibwgyRXAzsBu09zbJIkSZIkSRpDQ13lDbgb8J1Jph3dTZckSZIkSdJyYNiE0s+AR04y7ZHddEmSJEmSJC0HJu3ylqQ32fR64OtJbgQO5dYxlF4E7AhsPZNBSpIkSZIkaXxMNYbSjUD1PA+wR3ejr/z0xSxLkiRJkiRJy4ipkkDv57YJJUmvt9MrAAAb8UlEQVSSJEmSJGnyhFJV7T6LcUiSJEmSJGmeGHZQbkmSJEmSJAkYYdyjJBsDLwDWA1bum1xV9bKlCSTJasC+wCa0rnY7VtUJS7NMSZIkSZIkTb+hEkpJXgrsR0v0XAb8o6/KdIy1tBdwdFW9IMlKwCrTsExJkiRJkiRNs2FbKL0bOAJ4RVX9ZbqDSLIq8ERgB4Cq+ge3T1pJkiRJkiRpDAybUFoL2Hkmkkmd+wCXA/sneQhwCrBLVV3XWynJTsBOAOuvv/4MhSJJ0vz36Td/c65DWOa99mNbzXUIkiRJc2bYQbmPBzaewTgWAA8HPltVDwOuA3brr1RV+1TVoqpatHDhwhkMR5IkSZIkSZMZNqH0WmCnJNsmWSPJHfpvSxnHBcAFVfWz7vlhtASTJEmSJEmSxsywiaALgF8AB9EG5f5n322pxjuqqkuA85Ns1BU9Ffj10ixTkiRJkiRJM2PYMZQ+B2wDHA78hpkZMPt1wBe7K7z9AXj5DKxDkiRJkiRJS2nYhNLWwK5VtddMBVJVpwGLZmr5kiRJkiRJmh7Ddnm7DrugSZIkSZIkieETSvsD281kIJIkSZIkSZofhu3ydh6wbZJjgKOBP/dXqKr9pjMwSZIkSZIkjadhE0qf7e7vTbsCW78CTChJkiRJkiQtB4ZNKG04o1FIkiRJkiRp3hgqoVRV5810IJIkSZIkSZofhh2UW5IkSZIkSQKGbKGU5FzaOEmTqqr7TEtEkiRJkiRJGmvDjqF0LLdPKK0BPBb4K/CD6QxKkiRJkiRJ42vYMZR2GFSeZDXgaOB70xiTJEmSJEmSxtiwLZQGqqq/JPko8CHg4OkJSZIkafn1oe1fMNchLPPeedBhM7bssz5kw/2ZtvE7nzLXIUiSmJ5Bua8H1p2G5UiSJEmSJGkeWOIWSkkWAJsAuwNnTldAkiRJkiRJGm/DXuXtZia/yts1wLOnLSJJkiRJkiSNtWFbKL2f2yeUrgfOA75dVVdPa1SSJEmSJEkaW8Ne5W33GY5DkiRJkiRJ88R0DMotSZIkSZKk5cikLZSSvGeUBVXV+5c+HEmSJEmSJI27qbq87T7E/L3jKplQkiRJkiRJWg5M1eVtxcXcHgl8Fwjw+5kNU5IkSZIkSeNi0oRSVd006AbcBzgI+BnwQGCn7l6SJEmSJEnLgaEH5U6yXpJ9gTOBpwBvAe5fVft2iaallmSFJL9IcuR0LE+SJEmSJEnTb6oxlABIcg/gnbSWSNfTxkr6RFVdNwPx7AKcBaw6A8uWJEmSJEnSNJi0hVKSuyX5T+Ac4BXAXsB9quqDM5FMSrIu8Gxg3+letiRJkiRJkqbPVC2UzgXuRht4+4PAxcDqSVYfVLmq/rCUsXwSeCtw16VcjiRJkiRJkmbQVAml1br7ZwCbD7GsFZY0iCRbApdV1SlJNpui3k60rnesv/76S7o6SZIkSbqN3Xfffa5DWC7M1H7+yqGbzshydasXvfCkuQ5BY2aqhNLLZy0KeBzwnCTPAlYGVk1yUFVt31upqvYB9gFYtGhRzWJ8kiRJkiRJ6kyaUKqqA2criKp6O/B2gK6F0lv6k0mSJEmSJEkaD5MOyi1JkiRJkiQNMlWXtzlRVT8CfjTHYUiSJEmSJGkStlCSJEmSJEnSSEwoSZIkSZIkaSQmlCRJkiRJkjQSE0qSJEmSJEkaiQklSZIkSZIkjcSEkiRJkiRJkkZiQkmSJEmSJEkjMaEkSZIkSZKkkZhQkiRJkiRJ0khMKEmSJEmSJGkkC+Y6AEmSJEmStPx6yGHfmesQlnm/fMEzpn2ZtlCSJEmSJEnSSEwoSZIkSZIkaSQmlCRJkiRJkjQSE0qSJEmSJEkaiQklSZIkSZIkjcSEkiRJkiRJkkZiQkmSJEmSJEkjMaEkSZIkSZKkkZhQkiRJkiRJ0khMKEmSJEmSJGkkJpQkSZIkSZI0krFIKCVZL8kPk5yV5Mwku8x1TJIkSZIkSRpswVwH0LkReHNVnZrkrsApSY6pql/PdWCSJEmSJEm6rbFooVRVF1fVqd3ja4GzgHXmNipJkiRJkiQNMhYJpV5JNgAeBvxswLSdkpyc5OTLL798tkOTJEmSJEkSY5ZQSnIX4KvAG6rqmv7pVbVPVS2qqkULFy6c/QAlSZIkSZI0PgmlJCvSkklfrKqvzXU8kiRJkiRJGmwsEkpJAnweOKuqPj7X8UiSJEmSJGlyY5FQAh4HvAR4SpLTutuz5jooSZIkSZIk3d6CuQ4AoKp+AmSu45AkSZIkSdLijUsLJUmSJEmSJM0TJpQkSZIkSZI0EhNKkiRJkiRJGokJJUmSJEmSJI3EhJIkSZIkSZJGYkJJkiRJkiRJIzGhJEmSJEmSpJGYUJIkSZIkSdJITChJkiRJkiRpJCaUJEmSJEmSNBITSpIkSZIkSRqJCSVJkiRJkiSNxISSJEmSJEmSRmJCSZIkSZIkSSMxoSRJkiRJkqSRmFCSJEmSJEnSSEwoSZIkSZIkaSQmlCRJkiRJkjQSE0qSJEmSJEkaiQklSZIkSZIkjcSEkiRJkiRJkkYyNgmlJFskOTvJ75PsNtfxSJIkSZIkabCxSCglWQH4b+CZwAOBbZM8cG6jkiRJkiRJ0iBjkVACNgV+X1V/qKp/AF8Ctp7jmCRJkiRJkjTAuCSU1gHO73l+QVcmSZIkSZKkMZOqmusYSPJC4BlV9cru+UuATavqdX31dgJ26p5uBJw9q4HOrjWBK+Y6CC0Rj9385vGb3zx+85fHbn7z+M1fHrv5zeM3v3n85q9l/djdu6oWLq7SgtmIZAgXAOv1PF8XuKi/UlXtA+wzW0HNpSQnV9WiuY5Do/PYzW8ev/nN4zd/eezmN4/f/OWxm988fvObx2/+8tg149Ll7efA/ZNsmGQl4MXAN+Y4JkmSJEmSJA0wFi2UqurGJK8FvgOsAOxXVWfOcViSJEmSJEkaYCwSSgBVdRRw1FzHMUaWi659yyiP3fzm8ZvfPH7zl8dufvP4zV8eu/nN4ze/efzmL48dYzIotyRJkiRJkuaPcRlDSZIkSZIkSfOECaU5kuSAJB8csu4OSX4y0zFpaknOTLLZXMeh4SX5Y5KnzdCyf5TklTOxbEm3l6SS3G+u49Bt+R1lfkuyWZIL5jqOZcl8+b6Y5B1J9p3rODS8JLsnOWiu45B6jc0YStK4q6oHzXUMmh7dF72DqmrduY5FkuaLJBsA5wIrVtWNcxuNNJ7my/fFqvrPYesm2R24X1VtP3MRSZqPbKE0B5KsMNcxSJIkadmWxD+PdTu+LiRNFxNKU+i6y+ya5PQk1yX5fJJ7Jvl2kmuTfC/J6l3dQ5NckuTqJMcleVDPcg5I8tkkRyW5Dnhy33rumuSHST6VZo0k30hyTZKTgPv21X9skp936/p5ksd25U9O8queet/r5p94/pMkz+3Ztrd023Z1ki8nWXkm9uOyYqL7VJJNk5zcHZ9Lk3y8p85zuqbOf+m6RG3cN7/7fPY9tG+f3xn4NrB2kr92t7W7ZsSHJjmoO79/leQBSd6e5LIk5yfZfK43ZnmXZL0kX0tyeZIrk3w6yf2SHNsd4yuSfLmrmySf6I7f1d3rYJO53oblSZL7JrkqycO752t3x2iz7j3yg0l+2p2H3+w+/77Yvb/+vGsRoxnQfSa9Pcmvk/w5yf5JVk5yRpKteuqt2B2zhwLHdcV/6Y7ZY3rq7dkt59wkz+wpX7v7TnNVkt8neVXPtN2TfCXJF7r33TOTLJqN7V+Wdcf2bUlOB65LX3fRDBh2Ia370xXdvP/elT2y+56zoKfe85OcNmsbMw/1fV88oftOeHH3ebVSV+d/kuzZN98RSd7UPd4tyTndefHrJM/rqTfwM6+b9qAkx3Tn26VJ3tGV757ksO47zjXADunpPpVkg+51slOSi7p439xN2wJ4B7BNd97/coZ34byT9nvxq31leyf5ZJKXJzmrO5Z/SPLqnjqbJbkgyVu77yoXJ3lukmcl+W13HN8x+1u0/OreOy/sjtfZSZ66mHM5meS7Znccf90t68Ikb5nbrZsZJpQW7/nA04EHAFvRfoi+A1iTtv9e39X7NnB/4B7AqcAX+5azHfAh4K7ALWMNJFkD+D5wfFW9vtpl9/4buB64F7Bjd5uof3fgW8CngDWAjwPf6pZzAnC/JGt2H/6bAOumJazuBDwC+HFPTC8CtgA2BB4M7LBEe2j5sxewV1WtSkv2fQUgyQOAQ4A3AAuBo4BvTrzhdNzns69/n78EeCZwUVXdpbtd1NXdCvg/YHXgF8B3aOf5OsD7gf+d5djVI61155HAecAGtOPyJeADwHdpx21dYO9uls2BJ9Lev1cDtgGunNWgl3NVdQ7wNuCLSVYB9gcOqKofdVVeTDsn16G9n57Q1bk7cBbw3tmOeTnz78AzaPv+AcC7gC8Avd1angVcXFWn0c4ngNW6984TuuePAs6mfTf6CPD5JOmmHQJcAKwNvAD4zyRP7Vn+c2jn8WrAN4BPT+sWLr+2BZ5N26+Lsxbt2K0DvAzYJ8lGVfVz2nvm03vqbk/7nNTi3QS8kbZvHwM8FfiPbtrBtARNANL+oN6cdi4AnAM8Abgb8D7goCT36qYN/MxLclfge8DRtPPtfrTfGBO2Bg6jvSb6f6dMeDLt98zmwG5JnlZVRwP/CXy5O+8fsiQ7Yxl3ELBFktXglhZg29DOlcuALYFVgZcDn0j3J0tnLWBl2vn3HuBztPPsEbTXwHuS3GeWtmO5lmQj4LXAI6vqrrTPxz8y9bk81XfNzwOv7pa1CfCDWdmQWWZCafH2rqpLq+pCWjLmZ1X1i6q6Afg68DCAqtqvqq7tyncHHpLkbj3LOaKqjq+qm6vq+q5sbeBY4NCqehfc8oPp+cB7quq6qjoDOLBnOc8GfldV/1dVN1bVIcBvgK265Z5Me1EvAk6nJa8eBzy6m6/3x9SnquqiqroK+Cbw0GnZY8u+f9Il7qrqr1V1Yle+DfCtqjqmqv4J7AncCXhsz7zu89k3yj7/cVV9pxsb5FBaYnCP7nh+Cdhg4suC5sSmtPfNXbv3x+ur6ie0c/LewNo9ZXTldwX+BUhVnVVVF89J5Muxqvoc8DvgZ7Q/St7ZM3n/qjqnqq6m/TFzTlV9r+ccfNisB7x8+XRVnd+9P36IloQ4CHhWklW7Oi9h8QmE86rqc1V1E+07y72AeyZZD3g88Lbu3DwN2Ldb5oSfVNVR3bz/B/hjdXp8qju2fx+y/rur6oaqOpb2x+WLuvID6RKM3Z+az6AlQ7QYVXVKVZ3YfV//I+1PqSd1k38MFC1hAC3ZesLEH1xVdWj33eXmqvoy7T10067uZJ95WwKXVNXHuvJrq+pnPSGdUFWHd8uc7HXxvu7z9Ve05P62S70jlgPdd4vjgBd2RVsAV3SvgW91n3PVnV/f5dbjDu14fqjnu+aatD+ur62qM4EzaX+IaubdBNwReGCSFavqj92xm+pcnuq75j+7Za1aVX+uqlNneXtmhQmlxbu05/HfBzy/S5IVkuzRNU29hpbJhPaGMOH8Act+Ni3h8D89ZQtpg6X31j+v5/Hafc8npq/TPT4W2IyWVDoW+BHtBf+k7nmvS3oe/w24y4AYdXuvoGWhf5PWJWPLrvw2x6aqbqYdx3V65nWfz75R9nn/+X1F9yNn4jmLmV8zaz3aD9f+wYDfCgQ4Ka3LzI4AVfUDWmuH/wYuTbJPz49kza7P0f6d27v742XCYj9jZyG25Vn/d421ux+0xwPP7xLoz2Ty1gwTbnmfraq/dQ/vQvtcvKqqru1bz1SfiyvH8V2mw6DvnZP5c1Vd1/P8PNqxg5Zg3CrJXWhJph+bmB9OWrf5I9OGxLiG1spnTYCuR8KXuDVhsx0951mSlyY5reti8xfa++fE74qBn3m0z8hzpghpmNfE7d4ThphHzS3JV3pa8iV5ZpITu+5rf6G1+uz9jXjlgO+afhbOgar6Pa2nye7AZUm+lNZte6pzearvms+nHe/z0rqpPqZ/ncsCE0rTYztaM9Kn0ZqmbtCVp6dODZjvc7RmqUeljesCcDlwI+1DYcL6PY8vov0rQd/0C7vH/QmlY5k8oaQlUFW/q6ptad0bPwwc1h2/2xybrhnzetx6bDQ+Bp2PGn/nA+v3/9isqkuq6lVVtTbwauAz6cYLqapPVdUjgAfREsG7znbQy7vuh+gnaU2/d+9aOWg89H/XmOj+O/HD6IW0Vg0Tn2OjvndeBNy964rTux4/F2de77H6G7BKz/O1+uqu3vM9FHpeC92xPwF4HsO1VtOtPkvrRXD/asMkvIPb/jY4BHhBknvTuo1+FaB7/jla15s1qmo14IyJeaf4zDufvnFX+wxz/k72nuD3psU7HHhwN37OlrSu3nekHdc9gXt2x/Iobvs60BipqoOr6vG033RF+6035bk82XfNqvp5VW1N+814ON0wKcsaE0rT467ADbT+kqvQspbDei1t3IEjk9ypy1B/jfale5UkD6T1Z59wFPCAJNslWZBkG+CBtHFFAH4KbERrFntS11Ry4oPqOLTUkmyfZGHXAukvXfFNtDeJZ3eDt60IvJn2uvjpHIWqyV0KrNHXLVXj7yTgYmCPJHdOG0D4cUlemGTdrs6faV8AbkobUPZR3fl4HW1supsGL1ozaC/glKp6Ja0rzf8spr5mz/9Lsm6X5HsHMDG47+HAw4FdaGMqTbgcuBkYajyPqjqf9hn4X935+mBaK9/FtXjS9DoN2K5rUb8Ft3bV6PW+JCsleQLtx/ChPdO+QGsV86+04R40nLsC1wB/TfIvwGt6J1bVL2jn1L7Ad6pq4jvlnWmfY5cDJHk5rYUS3fOBn3m03wJrJXlDkjt2Y6g+asSY3939/ngQbbyfifeES2nd/v3tOIlu6JHDaF1CT6qqPwEr0bpQXQ7cmHbBAi/wMqaSbJTkKV0i8Hpa67CbmOJcnuy7Zvd++u9J7tZ1Z7yGZfQ7qG8K0+MLtGahFwK/Bk6cuvqtuiavO9H+VTgi7apfr6U1bbwEOIDWh3mi/pW0D/o30xJYbwW2rKoruunX0QYFP7Oq/tHNdgKtm8hlS76J6rEFcGaSv9J+KL2466t+Nu0f3b2BK2gDPG/Vcxw0JqrqN7R/Bv/QNSe3Sfc80CXct6INNPon2kC/2wCPBH7WnZPfAHapqnNpA2B+jvaF+zzae+aeAxatGZJka9p75s5d0ZuAh6e7ipTm3MG08Tz+0N0+CNCNr/JV2sUMvjZRuevO9iHg+O6989FDrGNbWsvti2jJiPdW1THTuA1avF1o751/oQ3Efnjf9Eto75MX0ZJ9O3efkxO+Tvtz8ut9XeM0tbfQejFcS/ss+v/t3X2slnUdx/H3J1G0rVpFZitPhIVZ9ldprTb/kuZyPY10uWpjhc6yhyU9zTaFLNMVlSlba7hQ5+xBshiLTWxh6bIyZlksBSaRGw+BJKVJPnz743edurl3EO4bD4xzv1/bvZtd1/e6ft9z7sO4+J7f9/f7wQQxN9M6HP63LlVVrQMW057ft9EKeXf1XDPhv3lda+kc2me9lbbu0l47Sx+AO4ANtMW8v15Vt3XHxwuMO5NMyXVgniXX0z6vGwG6z+STtF8676L9PKw4bNlpf6YDV9L+H7eVNrPoEp757/IzPWt+CNjUtcldyN4bXkwZafUMSfuTZDPwwapyppck6YiWZBMwv6pu38f5S4HZVTUlH4A1mCQbabsVTfjzov87Ep8Xk8wEHgSOnmCdQh2gJGO01qgTqmr34c5HOhRc9FA6AEleQlswfdNhTkWSpEnVtcB9hL13Y9OISjKX1lY1Jbe8fjb5vDi6unbAi4HvW0zSKLHlTdqPJKfRpg1f0/VDS5I0JSU5n9aGv+pImmGhyZFkDW1B2ou6tSO1Dz4vjq5uUfvdtJbDyw5zOtIhZcubJEmSJEmSBuIMJUmSJEmSJA3EgpIkSZIkSZIGYkFJkiRJkiRJA7GgJEmSpowk85JUklcf7lwkSZKmMgtKkiRJkiRJGogFJUmSJEmSJA3EgpIkSRoZSU5LckuSh5L8O8n9Sa5Iclxf3JokdyY5M8naJI8l+VOS90xwz/OS/CXJ40nuS/Ku7vo1PTHjrXgz+65dmKT6jn08ya+TPJzkH0nuTnL2BOPOSvKzLrftSRYnuWAf45yf5A9djjuSXJfkRUN8CyVJkgCYdrgTkCRJOoTGgHuBZcA/gdcDlwKzgPf3xZ4EXA18FdgBLABuSfLaqtoAkGQOcBOwojs/A/gWcCzwwJA5zgSWAptoz2rvBFYmeUdVrerGPQZY3Y3zMWA7MB94X//NklzZ5fZt4LPAy4EvA6cmeWtVPTVknpIkaYRZUJIkSSOjqpaP/zlJgLuA3cANSS6qqp094TOAM6pqfRe/FtgCnAtc0cUsAtYB762q6uLuA37PkAWlqvpMT47PAX4OzAYuBFZ1p+bRimBvrqrfdrGraMWysZ7rZ9KKSIuq6ks9xx8A7qQVq34yTJ6SJGm02fImSZJGRpLnJ7kqyUZgD/AEcCMQ4DV94evHi0kAVbWdNhNorLvXUcCbgOXjxaQubi3w4EHk+MYkK5NsA57scpwDnNwT9hZg83gxqRu3gOXsbQ7tee+mJNPGX8BvaIW0M4bNU5IkjTZnKEmSpFHyPeBMWpvbvcCjwOnAElr7WK+HJ7h+T0/cDOBoWpGp37ZhkktyIm1G0jrgE8BmWlHpcuCUntCXHeC4x3fvG/Yx5IuHyVOSJMmCkiRJGglJjgXeDSysqqt7jr9hyFvuoM0eOn6Ccy+lFYPGPd69H9MX11/QOQt4AXBuVT3Uk+Nz++K2AK/bx7i9xlv43g7smiB+5wTHJEmS9suWN0mSNCqmA0fRikC95g1zs24x63uAud16TEBrWQNe1Rf+1+791J64abRCT6/xwtETPXGzgbf1xd0NjCU5vScuwNy+uNXA08BYVd0zwWvo1jxJkjTanKEkSZKmorOSbO079gitELMgyRbaDKMP03Y9G9ZlwG3ArUm+S2uDWwhspRVyxv0O2Ah8rVtoew9td7bpffe7ndbidkOSxbTWtkW02U69vwhcBnwe+HGSLwJ/p+3y9sLu/NMAVbUxyVXAtUlOBu6gzZY6kba+0tKq+sVBfP2SJGlEOUNJkiRNRdcAP+p7fRM4j7YD2xJaUWYr8KlhB6mq1cAHaOsb3Uor8izo7vtIT9yTtHa7v3XjLqHNHlrWd78/d/d7JbAC+BzwBeCXfXH/oc1u+iPwHeD67t5LupDesS8BLqAtwP1D4KddnruA9UiSJA0hPZuSSJIk6SAleQVtEeyvVNXlh3jslcApVXXSoRxXkiSNHlveJEmShpTkOOAbtFa1HcAs2qyix4Clkzz2xcC/aLOMngecA5wNfHQyx5UkSQILSpIkSQfjKeAE4Frajm2PAr8CzqmqLZM89h7g08AYbbHx+4H5VXXdJI8rSZJky5skSZIkSZIG46LckiRJkiRJGogFJUmSJEmSJA3EgpIkSZIkSZIGYkFJkiRJkiRJA7GgJEmSJEmSpIFYUJIkSZIkSdJA/gvdj4XobTUuWAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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Wg2r/uQ5EkiQtnjWUJEnSbDm9q/nzB9qQv+cDjwU+V1V/nKUY1qLV2fka7axl96TVUNoUeH9VXTlLcQhIcg/aULdH0V4PH6+qK+Y2KkmSNAwTSpIkabYcDGxNK/y8Aq3+z7totaRmy7W0YVXb0+oFQTvz22uq6nOzGIea+wFfp9Wn+iqtWLYkSZoHrKEkSZIkSZKkkVhDSZIkSZIkSSOZt0Pe1l133dpwww3nOgxJkiRJkqRlxoknnrioqhYsrt28TShtuOGGnHDCCXMdhiRJkiRJ0jIjybnDtHPImyRJkiRJkkZiQkmSJEmSJEkjMaEkSZIkSZKkkZhQkiRJkiRJ0khMKEmSJEmSJGkkJpQkSZIkSZI0EhNKkiRJkiRJGsmsJpSSfD7JJUlO6Zm3dpLDk5zRXa41mzFJkiRJkiRpNLPdQ+mLwLP65r0b+GlVPQj4aXdbkiRJkiRJY2pWE0pVdTRwed/s5wJf6q5/CXjebMYkSZIkSZKk0YxDDaV7VdWFAN3lPec4HkmSJEmSJE1hxbkOYBRJdgF2Adhggw2GXu/R7/zyTIWkzon/udNchyBJkiRJkmbJOPRQujjJfQC6y0sma1hV+1bVwqpauGDBglkLUJIkSZIkSbcbh4TS94BXdNdfARw8h7FIkiRJkiRpMWY1oZTk68CxwCZJzk/yauAjwJZJzgC27G5LkiRJkiRpTM1qDaWqeskki545m3FIkiRJkiRpyY3DkDdJkiRJkiTNIyaUJEmSJEmSNBITSpIkSZIkSRqJCSVJkiRJkiSNxISSJEmSJEmSRmJCSZIkSZIkSSMxoSRJkiRJkqSRmFCSJEmSJEnSSEwoSZIkSZIkaSQmlCRJkiRJkjQSE0qSJEmSJEkaiQklSZIkSZIkjcSEkiRJkiRJkkZiQkmSJEmSJEkjMaEkSZIkSZKkkZhQkiRJkiRJ0khMKEmSJEmSJGkkJpQkSZIkSZI0EhNKkiRJkiRJGokJJUmSJEmSJI3EhJIkSZIkSZJGYkJJkiRJkiRJIzGhJEmSJEmSpJGYUJIkSZIkSdJITChJkiRJkiRpJCaUJEmSJEmSNBITSpIkSZIkSRqJCSVJkiRJkiSNxISSJEmSJEmSRmJCSZIkSZIkSSMxoSRJkiRJkqSRmFCSJEmSJEnSSEwoSZIkSZIkaSQmlCRJkiRJkjQSE0qSJEmSJEkaiQklSZIkSZIkjcSEkiRJkiRJkkZiQkmSJEmSJEkjMaEkSZIkSZKkkZhQkiRJkiRJ0khMKEmSJEmSJGkkJpQkSZIkSZI0khWHaZTkLsBdqurmnnlbA5sBR1TVb2YoPkmSJEmSJI2ZYXsofR34/MSNJK8Hfgj8J3Bcki2WNpAkb01yapJTknw9ySpLu01JkiRJkiRNv2ETSo8DDu25/U5gP+AewHeA9y5NEEnWA94ELKyqzYAVgBcvzTYlSZIkSZI0M4ZNKN0T+CtAko2BjYB9qupq4AvAw6YhlhWBVZOsCKwGXDAN25QkSZIkSdI0Gzah9Ddgne7604BFVfW77vYtwFINT6uqvwIfA/4CXAhcVVWHLc02JUmSJEmSNDOGTSj9Enh3ku2At3DH4W8bA+cvTRBJ1gKeS+v5dF9g9SQ7Dmi3S5ITkpxw6aWXLs1dSpIkSZIkaQkNm1D6V2Bt4Hu03ki79yx7EXDsUsaxBXB2VV1aVX+n1WV6Qn+jqtq3qhZW1cIFCxYs5V1KkiRJkiRpSaw4TKOqOgN4cJJ1quqyvsVvpg1TWxp/AR6XZDXgeuCZwAlLuU1JkiRJkiTNgKF6KCX5fJKNBiSToNVX+ujSBFFVvwIOBE4Cft/Fte/SbFOSJEmSJEkzY9ghbzsDk40xWxd4xdIGUlUfqKp/qKrNqurlVXXj0m5TkiRJkiRJ02/YhBJATTL/3rRhapIkSZIkSVoOTFpDKcnzgef3zNojyaK+ZqsCTwZOnIHYJEmSJEmSNIamKsq9AS1ZBK130iOB/mFoNwK/BN4z/aFJkiRJkiRpHE2aUKqqvYG9AZKcDTy/qk6ercAkSZIkSZI0nqbqoXSbqtpopgORJEmSJEnS/DBUUe4k70ryqUmWfTLJO6c3LEmSJEmSJI2rYc/y9krgd5MsO7lbLkmSJEmSpOXAsAmlDYAzJln2Z+D+0xOOJEmSJEmSxt2wCaXrgPUmWbY+dz77myRJkiRJkpZRwyaUfg68M8lde2d2t9/eLZckSZIkSdJyYKizvAG7A78E/pRkf+CvtB5LOwLrADvPRHCSJEmSJEkaP0MllKrqt0meDnwMeBetZ9OtwC+AF1TVb2cuREmSJEmSJI2TYXsoUVXHA09JsiqwFnBFVV0/Y5FJkiRJkiRpLA1bQ6nXCsBKwM3THIskSZIkSZLmgaETSkm2S3IScBVwFvCwbv5+SV46Q/FJkiRJkiRpzAyVUEryPOBgYBG311CacDbwiukPTZIkSZIkSeNo2B5KHwC+UFVbAf/dt+wUYLNpjUqSJEmSJElja9iE0qbAAd316lt2BbDOtEUkSZIkSZKksTZsQulvwLqTLNsQuHRaopEkSZIkSdLYGzahdDjwniRr9syrJHcFdgV+OO2RSZIkSZIkaSytOGS79wLHA6cDh9KGvb0beDhwD+B5MxKdJEmSJEmSxs5QPZSq6hzgUcAhwJbALcBTgOOAx1bVBTMVoCRJkiRJksbLsD2UqKrzgVfPYCySJEmSJEmaB4atoSRJkiRJkiQBU/RQSvJ54INVdXZ3fSoFXAYcW1Xfnc4AJUmSJEmSNF6mGvL2dGDv7vozaEmjqawBvD3JJ6rqndMRnCRJkiRJksbPpAmlqtqo5/qGw2wsyTuAtwEmlCRJkiRJkpZR011D6Qe0M79JkiRJkiRpGTX0Wd6SrAa8CngqsDatZtKRwBer6jqAqjoN+H/TH6YkSZIkSZLGxVA9lJLcGzgJ+CSwEFgNeAywD3BiknvNWISSJEmSJEkaK8MOefsosBbw5KraqKoe39VYehKwJvAfMxWgJEmSJEmSxsuwCaVtgPdU1TG9M6vql8D7gG2nOzBJkiRJkiSNp2ETSncDLphk2fndckmSJEmSJC0Hhk0onQ68fJJlOwJ/nJ5wJEmSJEmSNO6GPcvbx4Avd8W3vwZcCNwbeDGwBZMnmyRJkiRJkrSMGSqhVFX7J1kN2BPYr2fRxcDrq+prMxGcJEmSJEmSxs+wPZSoqn2T7AdsAqwNXA6cXlW3zlRwkiRJkiRJGj+LraGUZOUkJyXZqqpurarTquqY7tJkkiRJkiRJ0nJmsQmlqroJ2Ai4eebDkSRJkiRJ0rgb9ixvhwNbzWQgkiRJkiRJmh+GraH0KWD/JCsCB9HO8la9Darqz9McmyRJkiRJksbQsAmlo7rLtwFvnaTNCksfjiRJkiRJksbdsAmlV9HXI0mSJEmSJEnLp6ESSlX1xRmOgyRrAvsBm9GSV6+qqmNn+n4lSZIkSZI0mikTSknWBXYENgauAL5dVSfPUCx7Az+qqu2TrAysNkP3I0mSJEmSpKUwaUIpySbA0cCCntnvTrJ9VR08nUEkWQN4CrAzQFXdBNw0nfchSZIkSZKk6XGXKZZ9CLgBeBqwOvAw4HjgEzMQxwOAS4EvJPlNkv2SrN7fKMkuSU5IcsKll146A2FIkiRJkiRpcaZKKD0W2K2qjq6q66vqVOB1wIZJFkyx3pJYEXgU8Jmq+kfgWuDd/Y2qat+qWlhVCxcsmO4QJEmSJEmSNIypEkrrAaf3zTsdCHDfaY7jfOD8qvpVd/tAWoJJkiRJkiRJY2aqhFKAW/rm3TrEeiOrqouA87q6TQDPBP4wnfchSZIkSZKk6THlWd6APZIs6rmd7vKDSS7vmV9V9YqljOWNwFe7M7z9GXjlUm5PkiRJkiRJM2CqhNJfgE0HzD8XeGjfvFraQKrqZGDh0m5HkiRJkiRJM2vShFJVbTiLcUiSJEmSJGmemNZaSJIkSZIkSVr2mVCSJEmSJEnSSEwoSZIkSZIkaSQmlCRJkiRJkjQSE0qSJEmSJEkayaQJpSTfSbJxd32nJOvMXliSJEmSJEkaV1P1UHousHZ3/QvAA2c+HEmSJEmSJI27qRJKFwOP764HqJkPR5IkSZIkSeNuqoTSN4H/SnILLZl0XJJbJplunp1wJUmSJEmSNNdWnGLZW4FjgIcAHwC+CPx1FmKSJEmSJEnSGJs0oVRVBXwLIMnOwN5V9dtZikuSJEmSJEljaqoeSrepqo1mOhBJkiRJkiTND1PVULqDJPdJ8rEkv05yVpLjk3w0yb1nMkBJkiRJkiSNl6ESSkkeDPwWeBNwDXA8cC3wZuDkJA+asQglSZIkSZI0VoYa8gb8B3AVsHlVnTMxM8n9gcO65f9v2qOTJEmSJEnS2Bl2yNvTgff3JpMAqupcYPduuSRJkiRJkpYDwyaUVgaunmTZ1d1ySZIkSZIkLQeGTSidDLwxyR3aJwnwhm65JEmSJEmSlgPD1lDaEzgEOC3JAcCFwL2BHYAHAdvOTHiSJEmSJEkaN0MllKrqR0m2Az4EvBcIUMCJwHZVddjMhajl3V/2fNhch7DM22C33891CJIkSZKkeWTYHkpU1Y+AHyVZDVgLuKKqrpuxyCRJkiRJkjSWhk4oTeiSSCaSJEmSJEmSllPDFuWWJEmSJEmSABNKkiRJkiRJGpEJJUmSJEmSJI3EhJIkSZIkSZJGstiEUpKVk5yUZKvZCEiSJEmSJEnjbbEJpaq6CdgIuHnmw5EkSZIkSdK4G3bI2+GAPZQkSZIkSZLEikO2+xSwf5IVgYOAC4HqbVBVf57m2CRJkiRJkjSGhk0oHdVdvg146yRtVlj6cCRJkiRJkjTuhk0ovXJGo5AkSZIkSdK8MVRCqaq+NNOBSJIkSZIkaX4Ytig3AEnukmSzJE9NsvpMBSVJkiRJkqTxNXRCKcm/ABcBvwOOADbp5h+U5E0zE54kSZIkSZLGzVAJpSSvBfamneHthUB6Fv8ceMH0hyZJkiRJkqRxNGwPpbcBH6+qXYDv9i37I11vJUmSJEmSJC37hk0obQT8eJJl1wJrTk84kiRJkiRJGnfDJpQWARtOsmwT4K/TEo0kSZIkSZLG3rAJpe8DuyV5QM+8SrIu8FZabSVJkiRJkiQtB4ZNKL0PuBE4BfgJUMAngdOAW4A9ZyQ6SZIkSZIkjZ2hEkpVdRmwEPh3YCXgLGBFYB/g8VV11XQEk2SFJL9Jcsh0bE+SJEmSJEnTb8VhG1bV1cAHu2mmvJnW62mNGbwPSZIkSZIkLYVhh7wBkGSNJE9IskOSxyeZtsRPkvWBbYH9pmubkiRJkiRJmn5DJ5SS7AacB/wcOAA4BjgvyfumKZb/Bv4VuHWatidJkiRJkqQZMFRCKckewO60RNKWwMOALYBvAnsk2X1pgkiyHXBJVZ24mHa7JDkhyQmXXnrp0tylJEmSJEmSltCwNZReC3y8qt7ZM+9U4IgkVwG70BJOS+qJwD8leTawCrBGkv2rasfeRlW1L7AvwMKFC2sp7k+SJEmSJElLaNghb/cAfjzJsh91y5dYVb2nqtavqg2BFwNH9CeTJEmSJEmSNB6GTSj9CnjMJMse0y2XJEmSJEnScmDSIW9JepNNbwK+m+Rm4FvAxcC9gBcCrwKeO10BVdWRwJHTtT1JkiRJkiRNr6lqKN0M9NYpCvCRbqJv/u8Wsy1JkiRJkiQtI6ZKAu3JHRNKkiRJkiRJ0uQJparafRbjkCRJkiRJ0jwxbFFuSZIkSZIkCRih7lGSTYHtgfsBq/Qtrqp6xXQGJkmSJEmSpPE0VEIpyU7A52k1lS4BbuprYq0lSZIkSZKk5cSwPZTeDxwMvLqqrpzBeCRJkiRJkjTmhk0o3Rt4vckkSZIkSZIkDVuU+xhg05kMRJIkSZIkSfPDsD2UdgW+k+Qy4DDgiv4GVXXrdAYmSZIkSZKk8TRsQul84DfA/pMsrxG2JUmSJEmSpHls2CTQZ4EXAQcBf+TOZ3mTJEmSJEnScmLYhNJzgXdW1d4zGYwkSZIkSZLG37BFua8F/jCTgUiSJEmSJGl+GDah9AXgpTMZiCRJkiRJkuaHYYe8nQu8JMnhwI8YfJa3z09nYJIkSZIkSRpPwyaUPtNd3h+zenTaAAAZlElEQVR45oDlBZhQkiRJkiRJWg4Mm1DaaEajkCRJkiRJ0rwxVEKpqs6d6UAkSZIkSZI0PwxblFuSJEmSJEkChuyhlORsWp2kSVXVA6YlIkmSJEmSJI21YWsoHcWdE0rrAE8ArgGOmM6gJC0bnvipJ851CMu8Y954zFyHIEmSJGk5NGwNpZ0HzU+yJvAj4CfTGJMkSZIkSZLG2FLVUKqqK4H/BHabnnAkSZIkSZI07qajKPcNwPrTsB1JkiRJkiTNA8PWULqTJCsCmwG7A6dOV0CSJEmSJEkab8Oe5e1WJj/L29+AbactIkmSJEmSJI21YXso7cmdE0o3AOcCP6yqq6Y1KkmSJEmSJI2tYc/ytvsMxyFJkiRJkqR5YjqKckuSJEmSJGk5MmkPpSS7jbKhqtpz6cORJEmSJEnSuJtqyNvuQ6zfW1fJhJIkSZIkSdJyYKohbystZnoMcBgQ4MyZDVOSJEmSJEnjYtKEUlXdMmgCHgDsD/wKeAiwS3cpSZIkSZKk5cBQZ3kDSHI/4APATsAVwDuAT1fVTTMUmyRJkiRJksbQYhNKSe4JvJfWE+kGWq2k/6qqa2c4NkmSJEmSJI2hqc7ydg/gXcAbaXWS9gb+o6qumKXYJEmSJEmSNIam6qF0NnAPWuHtDwEXAmslWWtQ46r68/SHJ0mSJEmSpHEzVUJpze5ya2CrIba1wtKHI0mSJEmSpHE3VULplbMWhSRJkiRJkuaNSRNKVfWl2QxEkiRJkiRJ88Nd5joASZIkSZIkzS8mlCRJkiRJkjSSsUgoJblfkp8lOS3JqUnePNcxSZIkSZIkabCpinLPppuBt1fVSUnuDpyY5PCq+sNcByZJkiRJkqQ7GoseSlV1YVWd1F2/GjgNWG9uo5IkSZIkSdIgY5FQ6pVkQ+AfgV/NbSSSJEmSJEkaZFyGvAGQ5G7At4G3VNXfBizfBdgFYIMNNpjl6CRp+XLUU5461yEs85569FEzst193v79Gdmu7mjXjz9nrkOQJEmaM2PTQynJSrRk0ler6juD2lTVvlW1sKoWLliwYHYDlCRJkiRJEjAmCaUkAT4HnFZVn5jreCRJkiRJkjS5sUgoAU8EXg48I8nJ3fTsuQ5KkiRJkiRJdzYWNZSq6hdA5joOSZIkSZIkLd649FCSJEmSJEnSPGFCSZIkSZIkSSMxoSRJkiRJkqSRmFCSJEmSJEnSSEwoSZIkSZIkaSQmlCRJkiRJkjQSE0qSJEmSJEkaiQklSZIkSZIkjcSEkiRJkiRJkkZiQkmSJEmSJEkjMaEkSZIkSZKkkZhQkiRJkiRJ0khMKEmSJEmSJGkkJpQkSZIkSZI0EhNKkiRJkiRJGokJJUmSJEmSJI3EhJIkSZIkSZJGYkJJkiRJkiRJIzGhJEmSJEmSpJGYUJIkSZIkSdJITChJkiRJkiRpJCvOdQCSJEm63V47bj/XISzz3rv/gTO27dP2OmLGtq1m0/c+Y0a2u/vuu8/IdnW7mXyOv/mtzWds22peuMPxM7LdRxz44xnZru7ot9tvPe3btIeSJEmSJEmSRmJCSZIkSZIkSSMxoSRJkiRJkqSRmFCSJEmSJEnSSEwoSZIkSZIkaSQmlCRJkiRJkjQSE0qSJEmSJEkaiQklSZIkSZIkjcSEkiRJkiRJkkZiQkmSJEmSJEkjMaEkSZIkSZKkkZhQkiRJkiRJ0khMKEmSJEmSJGkkJpQkSZIkSZI0EhNKkiRJkiRJGokJJUmSJEmSJI3EhJIkSZIkSZJGYkJJkiRJkiRJIzGhJEmSJEmSpJGYUJIkSZIkSdJITChJkiRJkiRpJGOTUEryrCSnJzkzybvnOh5JkiRJkiQNNhYJpSQrAP8DbAM8BHhJkofMbVSSJEmSJEkaZCwSSsDmwJlV9eequgn4BvDcOY5JkiRJkiRJA4xLQmk94Lye2+d38yRJkiRJkjRmUlVzHQNJdgC2rqrXdLdfDmxeVW/sa7cLsEt3cxPg9FkNdHatCyya6yC0RNx385v7b/5y381v7r/5zf03f7nv5jf33/zlvpvflvX9d/+qWrC4RivORiRDOB+4X8/t9YEL+htV1b7AvrMV1FxKckJVLZzrODQ699385v6bv9x385v7b35z/81f7rv5zf03f7nv5jf3XzMuQ95+DTwoyUZJVgZeDHxvjmOSJEmSJEnSAGPRQ6mqbk6yK/BjYAXg81V16hyHJUmSJEmSpAHGIqEEUFWHAofOdRxjZLkY2reMct/Nb+6/+ct9N7+5/+Y399/85b6b39x/85f7bn5z/zEmRbklSZIkSZI0f4xLDSVJkiRJkiTNEyaUZlGSLyb50FzHoZmRZOckv5jrODS9klSSjec6DjVJdk+y/9Kum2TDbt+OzdBvTS3JOUm2mOs4liVJTk3ytLmOQ7MrydOSnD/XcUjLM9+H02++fKcl+bck+811HNPFhNIIBv2wXJofN5q//DG6fDIpLGlZUlUPraojAZI8JMn3klyV5OokRyR53ByHKAlI8tIkJyS5JsmFSX6Y5El9bd6QZK/u+tFJHj430Upzo/c7bZxV1Yer6jXDtJ0PuQYTSpIkaWyZuJ95SR4IHAP8HtgIuC9wEHB4ks1n4P7cp9KQkrwN+G/gw8C9gA2ATwPP7Wv6aODEJHcBNgX+MJtx6o78nNMgy+LrwoTSNJroupjk7Uku6f5BeOUkbe+e5GdJPpnmi0n+J8kPun8Gf9Ud4E20f0KSX3f/HP46yRO6+U9P8vuedj9JcnzP7V8keV53/Zwk70jyu247ByRZZeaekfmhe17ek+QPSa5I8oUkqyQ5JclzetqtlGRRkkcCR3ezr+z+LXp8T7uPdds5O8k2PfPv2/37e3mSM5O8tmfZ7km+meTL3f4/NcnC2Xj8y5Mk70ry1+45Pj3JM5NsnuTYJFd279l9kqw8YN1dgJcB/9rt8+/P/iNYvgzaX92ilSd7r3Tvs28nubR7D75pjsIXk3++dsu2S3Jy9977Ze+/6d1670ryO+DaZfEAbBzk9mGEuwPHVtV7q+ryqrq6qj4J7A/8R9f2TsMzetYnyV2SvDvJWUku677T1u6WTfTqfXWSvwBHdMc7b+zb3u8mjlm09KZ6/3XLBx6vdsek/5vk8O5z9qgk95+bR7F8S3IPYE/gX6rqO1V1bVX9vaq+X1Xv7Gu+EDgR2AQ4u6punu14l3cDvrvuMLolA3q6pw1/WtSt+7Ju3mOSXNz73ZfkBUlOnrUHMw9NfCdNdWzffbZ9rG+9g9MSt/R8j13dfXY+v6fdxt3n4VXdPjugZ9lDu8/My7t992/d/N2THJhk/yR/A3bO4BIMuyS5oIv37d2yZwH/Bryo++3x2xl+CpeICaXpd2/gHsB6wKuB/0myVm+DJOsAPwWOqao31e2n2nsJsAewFnAmMNFtdW3gB8AngXWATwA/6LZzLLBxknW7D53NgPXTElar0v6t+HnP3b8QeBbtH8iHAztP78Oft14GbA08EHgw8D7gy8COPW2eDVxYVScDT+nmrVlVd6uqY7vbjwVOB9YFPgp8Lkm6ZV8Hzqf987s98OHc/gMZ4J+AbwBrAt8D9pnWR7icS7IJsCvwmKq6O21/nwPcAryVts8eDzwTeEP/+lW1L/BV4KPdPn9OfxtNnyn2F0zyXkn7V/b7wG9pn8HPBN6SZOtZDV797vT5muRRwOeB19G+1/4P+F6Su/as9xJgW9rnrD+MZtaWwLcGzP8m8OQM9+fTm4DnAU+lfc9dAfxPX5un0npObA18iZ7v2CSPoL1vDx01eE1p0PENLP549WXAB2nfjSfTvv80+x4PrAJ8d9DCJHftfjRfRfsN8FtaUukR3fz3zl6o6tz23TVE23vT3mPrAa8A9k2ySVX9GriM9tk8YUfgK9Mc67JqqmP7r9ESNAHoPve2oh1XApwFPJn2+bgHsH+S+3TLPggcRvutvj7wqW4bdwd+AvyI9v23Me23/oTnAgfSXhOTfZY+HXhQF8u7k2xRVT+i9Uw8oPvt8YgleTJmmgml6fd3YM/u34NDgWto/xRMuC9wFPCtqnpf37rfqarjuwPnrwKP7OZvC5xRVV+pqpur6uvAH4HnVNUNwAm0BMdC4HfAL4AnAo/r1rus5z4+WVUXVNXltB9ej0QA+1TVed3zshfty2B/4NlJ1ujavJzFf5CfW1WfrapbaAfL9wHuleR+wJOAd1XVDV1Sar9umxN+UVWHdut+BRjLD4157BbgrsBDkqxUVedU1VlVdWJVHde9t86h/bB96pxGKphkf3XLJnuvPAZYUFV7VtVNVfVn4LPAi2c9evUa9Pn6WuD/qupXVXVLVX0JuJH2vTXhk916189BzMubdYELB8y/EFgBWHuIbbwOeG9VnV9VN9J6PW2fO/Yu273rYXE9cDDwoCQP6pa9nHbQfNOSPggNNOj9B4s/Xv1BVR3d7cv3Ao/vjmU0u9YBFk2WVK+qG6tqTeDttM/MNWm/A55cVWtW1V6zGKuaUb+73t/tx6NoHQhe2M2/LenedS7YmpYM0WIs5tj+50DRkkbQ/uQ/tqou6Nb9Vvdb+daqOgA4A5gY+v134P7AfbvfcxMnY9oOuKiqPt7Nv7qqftUT0rFVdVC3zcleF3t034+/B77A7Z/VY8+E0mhuAVbqm7cS7cU14bK+D/3rgLv13N4WWBX43wHbv2iS9e4LnNvX9lxaNhtagupptKTSUcCRtDfNU7vbw9zH8u68nuvn0j4oLqDVlHhBkjWBbVj8P3S3Pb9VdV139W60fXh5VV3ddz/rDVqXtm9WicM8pk1VnQm8hfYj55Ik30gbHvXgJIckuajrivph2o8rzaHJ9le3eLL3yv2B+3b/yl6Z5EpaV+F7zWLourM7fb7S9tXb+/bV/bplg9bTzFpE+wOk331oB96LhtjG/YHv9uzP02jHTb3vv9v2aZeo+CawY9e78CX47/tMGPT+g8Ufr/buq2uAy7nj+1Oz4zJg3cmOB7vvxiuBzwCv6XoqPRM4LD0lMDSrRvnuuqKqru253fse3R94TpK70ZJMP6+qQYl/9Znq2L4bGfQNbk/YvJSe33dJdsrtw/GvpPX8m/hd8K9AgOPTSi68qpt/P1rPpskM85qY7LN67JlQGs1fgA375m3EnZM9U/ksrTvcoUlWH3KdC2gHar02AP7aXe9PKB3F5AklDdb7r9sGtOccbv93YAdadnniOS9GcwGwdtclsvd+/jpJe82AqvpaVT2J9n4qWm2Qz9B6/D2oqtagJSAy2SZmJVABk+6vqZxHqxuxZs9096p69owHq6kM+nw9D9irb1+t1vXAneD7bfb8hPY91++FwHFdr6FrgdUmFiRZAVjQ0/Y8YJu+fbpKz/cm3Hmffok2tOqZwHU9w8c1fSY7vhl6ve4H7dojrKvpcyxwA2046Z1U1Ytp++YK2nCanYCvd++/aS+or6H0fs5dR8/nJm2IW6+1+n4P3vYe7T47jwWez3CjJHS7xR3bf53Wg/b+tHIl3wbobn+WVnJhna7H3ykT61bVRVX12qq6L61X7qfTamSdRxtWPJlhjmcm+6we+2MhE0qjOYBW+2H9tOKTWwDPoY2JHMWutDo7h3R1jhbnUODBaacMXTHJi4CHAId0y39J66a8OXB8VZ1K+wH2WG4vHq2p/Uu3X9emfehMFFk7CHgU8GZaTaUJlwK3Ag8YZuNVdR5tP/17WsHvh9NqFliTYJYk2STJM7oaLTcA19P+Pb878DfgmiT/APzzFJu5mCH3uZbOFPtrKscDf0sriLlqkhWSbJbkMTMesKYy6PP1s8Drkzw2zepJtu1Lumv27AE8IcleSdbu6jC+EXgl8IGuzZ9ovQG3TbISrRZPb82r/wX26g7ISbIgSf9ZqO6gSyDdCnwcfyzNlMmObxbn2UmelFbI9oPAr7pjGc2iqroK2I1W4+p5SVZLO0nMNkk+2jXbFDirGwb+KFopDI2Hk4GXdscjz2JwSYU9kqyc5Mm0oVO99ey+TOsV8zAmqaOlgaY8tq+q39B+y+0H/LiqruwWrU5L4FwKkHaygs0m1kuyQ5L1u5tXdG1vof0mv3eSt3R1ze6e5LEjxvz+7v39UNp378Rn9cXAhl1P3rE0toGNqT1pSYFf0F5EHwVeVlWnjLKRrqvdLrRs5sFZTLHLajWQtqONj76M9sGyXVUt6pZfC5wEnNpTe+BYWj2fS0aJbTn2NVqRtT9304cAunGu36b1RPvORONuONtewDFdl8jH3WmLd/YSWg+3C2hfCh+oqsOn8TFoancFPkIbunERcE/awfU7aN1dr6b9yJ3qYPtztJo+VyY5aGbDXe5Ntr8m1R1MP4dWG+7sbt39aIUVNXfu9PlaVSfQ6ijtQ/s+PRNPEjFnquoMWp2/R9CK319JSyI8f+J7qvth+wbae+qvtB5LvWd925tWJP+wJFcDx9H+2FqcL9N+LO0/HY9FdzLw+GbI9T5AG+r2aFpPMs2BqvoE8DZaEvdS2u+HXWl/ekLbPyd11x9FK8qt8fBm2nHJlbT3UP+x40W078ALaH8yv76q/tiz/Lt0w4n7hsZpasMc238d2IKeulRV9QfaHxzH0hI5D6OVP5nwGOBXSa6hfd+9uarO7kqabEnb1xfR6i49fcSYj6IdC/0U+FhVHdbNn0gwXpbkpIFrzrFUjX0vKmlGJTkHeE1V/WSS5bsBD66qHQctlyQNtrjPV82tJH8Bdqyqo/vmr09LCH2gqj43wzHsBOzSDW/VNFrS91+SLwLn151PHiNpliU5C3id36OLN9l32jhLsiHtT9CVJiu+P+7soSRNoesi/mpg37mORZKk6ZJkAa0G0jn9y6rqfNqJKO7T1c+ZqRhWo/V68jtWkvokeQFtWNURcx3LuJvqO00zy4SSNIkkr6V1K/7hfMp0S5I0la6u2BnAp6rqL4PaVNXvq+pD3Rm+ZiKGrWnDdy7GU2FL0h0kOZJWXPpfqurWOQ5nrA3znaaZ45A3SZIkSZIkjcQeSpIkSZIkSRqJCSVJkiRJkiSNxISSJEmSJEmSRmJCSZIkLTOS7Jykkmw817FIkiQty0woSZIkSZIkaSQmlCRJkiRJkjQSE0qSJGm5keQxSQ5Mcn6S65OcnuTDSVbta3dkkl8k2SLJSUmuS3JKkucN2OZLkvwxyQ1Jfp/kn7r1j+xpMzEUb8O+dXdPUn3zdk1ybJLLk1yZ5Lgk2w643wckObSL7ZIkH0+yyyT389okv+1iXJTkc0nWXoKnUJIkCYAV5zoASZKkWbQBcDLwReBq4KHAbsADgBf3tX0gsDfw78Ai4O3AgUn+oarOBEiyJfBV4Hvd8nWB/wZWAf60hDFuCOwHnEM7VnsOcEiSZ1fVD7v7XRk4vLufNwCXAK8Btu/fWPL/27vfUD3nOI7j76+NoZCsIXb8y9Y0j2hE7ZFp5YG0tpInSxJJYv7FAzuGLCHslDSZyRM6hlYrI/lXzCyRFcdJRp0zNmsyOfbn68HvuutydS/u63T2YPf7VVf36bq+9+/3O89On/P7/q54vFrbs8A9wFnAI8D8iLgiMw+2XKckSepjBkqSJKlvZOZw5+eICOAT4HdgfUTclpm7a+UzgYWZOVLVbwPGgGXAY1XNILAduC4zs6r7GviCloFSZt5dW+MxwHvAHOAWYFP1aDklBLssM7dUtZsoYdlA7fvnUkKkwcx8uHb/O+BjSlj1Zpt1SpKk/mbLmyRJ6hsRcXJErI6IUWAC2A+8AgRwYaN8pBMmAWTmL5SdQAPVWNOAS4HhTphU1W0DfpjEGi+JiI0RsRM4UK1xETC3VnY5sKMTJlXzJjDMvy2i/L33akRM71zAZ5QgbWHbdUqSpP7mDiVJktRPXgKuorS5fQnsAxYAQ5T2sbrfunx/olY3EziWEjI17WyzuIiYTdmRtB24HdhBCZVWAfNqpWf+z3lnVZ/fH2bK09qsU5IkyUBJkiT1hYg4HrgWWJmZz9TuX9xyyF2U3UOzujw7nRIGdfxVfR7XqGsGOouBU4BlmflzbY0nNurGgIsOM29dp4XvamBPl/rdXe5JkiT9J1veJElSv5gBTKOEQHXL2wxWHWa9FVhSnccElJY14LxG+Y/V5/xa3XRK0FPXCY721+rmAFc26j4FBiJiQa0ugCWNus3AIWAgM7d2uVq35kmSpP7mDiVJknQ0WhwR4417eylBzIqIGKPsMLqR8tazth4C3gE2RMQLlDa4lcA4Jcjp+BwYBZ6oDtqeoLydbUZjvHcpLW7rI+JJSmvbIGW3U/0fgeuA+4A3IuJB4FfKW95OrZ4fAsjM0YhYDayJiLnAB5TdUrMp5yutzcz3J/H7S5KkPuUOJUmSdDR6Dni9cT0NXE95A9sQJZQZB+5oO0lmbgZuoJxvtIES8qyoxt1bqztAabf7qZp3iLJ7aF1jvG+q8c4B3gbuBe4HPmzU/U3Z3fQV8DzwcjX2UFVSn/sB4GbKAdyvAW9V69wDjCBJktRC1F5KIkmSpEmKiLMph2A/mpmrjvDcG4F5mXnBkZxXkiT1H1veJEmSWoqIE4CnKK1qu4DzKbuK/gTWTvHcdwF/UHYZnQQsBa4Bbp3KeSVJksBASZIkaTIOAmcAayhvbNsHfAQszcyxKZ57ArgTGKAcNv4tcFNmvjjF80qSJNnyJkmSJEmSpN54KLckSZIkSZJ6YqAkSZIkSZKknhgoSZIkSZIkqScGSpIkSZIkSeqJgZIkSZIkSZJ6YqAkSZIkSZKknvwD9pRuRJvfUa8AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# create bar plots for each agency showing top 10 languages used by that agency.\n",
    "for agency in unique_agencies:\n",
    "    name = df[df.Agency == agency]\n",
    "    plt.figure(figsize=(20,5))\n",
    "    sns.barplot(name.Language.value_counts().keys()[0:10], name.Language.value_counts()[0:10])\n",
    "    plt.xlabel('Language',fontsize=16)\n",
    "    plt.ylabel('Number of Projects', fontsize =16)\n",
    "    plt.title('Top Languages Used By {}'.format(agency),fontsize=18)\n",
    "    plt.xticks(fontsize=12)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusions and Future Work"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plots were generated without a data cleaning step. We can see that there are several spelling versions of some\n",
    "languages, like C++ and c++. In future work, these discrepancies should be fixed during analysis.\n",
    "\n",
    "In this database, there are several projects with unknown languages. It's possible that these projects existed prior to the creation of this database. This work would fall on the agencies and contractors maintaining the database.\n",
    "\n",
    "For this analysis, we didn't make use of tag and year information. We could generate plots showing how preferred languages have changed through time.\n",
    "\n"
   ]
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