{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Examining the Jupyter contribution plateau\n",
    "\n",
    "Jason asked about a plateau in contributions around 2016, which showed up in one of my slides. This notebook digs a little deeper into that to see if we can understand why.\n",
    "\n",
    "First, load our dataset and plotting utilities"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%run utils.py"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Load data processed from the raw event sources in [post-process-data](post-process-data.ipynb)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "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>type</th>\n",
       "      <th>repo_name</th>\n",
       "      <th>actor_id</th>\n",
       "      <th>actor_login</th>\n",
       "      <th>org</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>PushEvent</td>\n",
       "      <td>ipython/ipython</td>\n",
       "      <td>72162001</td>\n",
       "      <td>(no author)@5d925edf-2efb-0310-891d-d227fdbe9301</td>\n",
       "      <td>ipython</td>\n",
       "      <td>2003-03-02 04:28:20+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>PushEvent</td>\n",
       "      <td>ipython/ipython</td>\n",
       "      <td>57394</td>\n",
       "      <td>fperez</td>\n",
       "      <td>ipython</td>\n",
       "      <td>2003-03-02 04:28:20+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>PushEvent</td>\n",
       "      <td>ipython/ipython</td>\n",
       "      <td>57394</td>\n",
       "      <td>fperez</td>\n",
       "      <td>ipython</td>\n",
       "      <td>2003-03-02 04:28:21+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>PushEvent</td>\n",
       "      <td>ipython/ipython</td>\n",
       "      <td>72162001</td>\n",
       "      <td>(no author)@5d925edf-2efb-0310-891d-d227fdbe9301</td>\n",
       "      <td>ipython</td>\n",
       "      <td>2003-03-02 04:28:21+00:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>PushEvent</td>\n",
       "      <td>ipython/ipython</td>\n",
       "      <td>72162001</td>\n",
       "      <td>(no author)@5d925edf-2efb-0310-891d-d227fdbe9301</td>\n",
       "      <td>ipython</td>\n",
       "      <td>2003-03-02 05:13:27+00:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        type        repo_name  actor_id  \\\n",
       "0  PushEvent  ipython/ipython  72162001   \n",
       "1  PushEvent  ipython/ipython     57394   \n",
       "2  PushEvent  ipython/ipython     57394   \n",
       "3  PushEvent  ipython/ipython  72162001   \n",
       "4  PushEvent  ipython/ipython  72162001   \n",
       "\n",
       "                                        actor_login      org  \\\n",
       "0  (no author)@5d925edf-2efb-0310-891d-d227fdbe9301  ipython   \n",
       "1                                            fperez  ipython   \n",
       "2                                            fperez  ipython   \n",
       "3  (no author)@5d925edf-2efb-0310-891d-d227fdbe9301  ipython   \n",
       "4  (no author)@5d925edf-2efb-0310-891d-d227fdbe9301  ipython   \n",
       "\n",
       "                       date  \n",
       "0 2003-03-02 04:28:20+00:00  \n",
       "1 2003-03-02 04:28:20+00:00  \n",
       "2 2003-03-02 04:28:21+00:00  \n",
       "3 2003-03-02 04:28:21+00:00  \n",
       "4 2003-03-02 05:13:27+00:00  "
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_feather(\"data/processed.feather\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we look at annual total contributions by org, there is a plateu around 2016,\n",
    "which Jason asked about in the chat."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 162,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Annual contributions by org')"
      ]
     },
     "execution_count": 162,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x444.984 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 395,
       "width": 624
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_events(df, groupby=\"org\", timeseries=True, metric=\"count\", freq=\"Y\")\n",
    "plt.title(\"Annual contributions by org\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If we switch to the *unique* contributors per year metric, it's still rising (if slowing a bit),\n",
    "with a drop in 2020, which has been an exceptional year and we only have data for the first 9 months anyway."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Annual unique contributors by org')"
      ]
     },
     "execution_count": 188,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 720x444.984 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 395,
       "width": 617
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_events(df, groupby=\"org\", timeseries=True, metric=\"nunique\", freq=\"Y\")\n",
    "plt.title(\"Annual unique contributors by org\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## How many contributions come from contributors with how many people\n",
    "\n",
    "For some of us, working on Jupyter is our job,\n",
    "which means we have a lot more time to discuss Issues, open Pull Requests, and push changes.\n",
    "Others might only have the occasional night or weekend free,\n",
    "while still others might only have their one Issue to report.\n",
    "\n",
    "How does the community distribute into these groups?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 165,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "25037 total unique contributors\n"
     ]
    },
    {
     "data": {
      "image/png": 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9Wrq4b5wusTrN81trn5qy/aX9+rYrvmctfzZuvto8dAMsf84+OfD4301yq3Sx/fwqZf4tXY/nW6frmXuTdP80+LF0PRZvneSVNWW+wUlVdY90vxdulW547KNWuWbGMM/vWOu1kRu1/J7OtS2FnUZyDRjTc5J8It1QryccxXr3r7L9v/v153M4ibbSJ/r1Cavsf2tr7cpV9r2hX+9NctuJ7ffv10+sblLqL1mSvLUvc8N0E2FPq/eaVepdzz369RtX+WKfHE4+3CjJnQfWM819+/XfbeKYMeK9vLX2gVWOvbRfr/Yeb9Sbj/D4pOvh9CX65PS/9w/vMa3MDC3X97o1yiy//qvFttb1+s/peiPcMsmbq+pHquq2q5TdqOXP3mTy7IET+y5Kl8xabf+s/Ou0ja21QzncHm36Oqyqe/cTkr+ruhtNTE6w/vC+2InDQt686m5UcKv+4V+s0c49uy/zJTc2qKpbVdWvVXdjggNV9YWJ5/TMvtjK57Tcrjyhqv6oqr6xqhbGfn7rqaoHpRuWuuwxq5XdIO3m2l4/beOc283V3D1dz6KWVdqa1toVSZbvKLta3FPbkhx+X5Luu8eyf0zX8+seSV5fVd9fVUfaJtysX396swdW1c8n+b50r8NjW2uXTCvXWnt2a+13W2sfaa0t9dsOtNZ+L8mD0z2nW6brsbeaB6T7/fVlSX4nyaOP4PvTRhyV71gD28iNWn5Pb7ZmKWBTJNeA0fT/rXt6//D/1Cp3GJyBy1bZvvyl5xNr9KxYLrN7lf2XrrJ95b4vm/h5+T+Bxyf58jWWZdN68/zPGvWuZzmWtWL/6JTyY1h+Xh/exDFjxLu4xrGf79ervccbdSTvybKNXE9jvh8bsZnX/6YremkuW/W1aa19Ot3Q0wNJvibJ7yX5QFVdVlUvrKoHrnbsGt6UbhjriRN3ZVs+z+v7Hh//lWRf35Nkcv8sk2ujX4dV9aQkb0l3Z7c7pxuS/ul0/xj4xMR5j2Zv4cneDl+W1du45cTMF7Vx/Xv+znRD2e6Rrq1czOHntNwL54ueU2vtRUmeny558f3pklEHqrtz6lNXu4vimPrel7/fx/DadHNyfn1VHcmd97Sba9uK7eZqluO4Yp3ejMvvzWpxT31v+l7zy3ZPbH9fuh5gn0uXbPqjJJf2d6/8naq6+0aCX+F6/frqzRxUVT+awz0iz2qtTb3T6Hpaa/+e7qZZSfKtaxR9arrei69trT1+je97Y5n5d6yhbeQmLF9HNxh4PDCF5Bowtt9LN+fFCVn7P407wbQkQ3K4bX14a602sFwy5Ryr/Td0M663xr5Zf/kcYqvHO8Z7spbVrqejZa3Xfz1rvjattb9LN9fMjyT58yQfS3dHtx9I18vi+ZuprE/kL/f8eGCf8Dst3R3Ulre/Id1r+oCqun6S+/TbL8o2UVVflW4IWSX57XTz312vtXaT1totWmu3yOEhu0fz+pn8/nj8Btq4k5cLV9XudPNw3jhdb5vT0t3wZe/Ec/qZ5eIrK26t/Wi6oYpPTdej6aokp6S7cc17q2rWwwN/Od1NbT6R5DuS/Ea//RlV9eWrHjU72s2t6Uja00Faay9I14v+p9MN6/1Uunb3x5K8raqesslTLk9rsXejB1TVo5M8r394bmvtmWuV34B/7te3W6PMcgLuwVX1uCOsbzNm8tk70jZyg5b/8TFt6DEwkOQaMKp+joun9Q9/uqrW63K+/MX7+qvsP1q931azVpf7yV4Sk/+dXx5q+pXjh7Mhy7HcZo0yk8O0xuhZsGz5ua9V90rzjPdo28j1tPL5zfozspHXf3kI4KeG9gporV3RWvv91tp3tdZOSpco+v1+92Or6pvXOHyayaGhX5lueMvFE8OBJvffJ90fQv/dWnvXkPjn5JHpvqv9fWvtJ1tr/9+UYUjzSOh8YuLnzbZz90t3PV2e7h8Qb1zRGydZ5zm11v6rtXZOa+1B6f7w/9Z00wPcKMkL+z9OR1dV90nyU/3Dn+znvHtqkvekmyfq2asduw7t5tq2Yru5muU4blBVa/VYWm5TR31fWmufaK09q7V2RroeU/dOdzffSvK0qvqaTZxueV6uDQ0NrqrvSPKH6dqsC1pr522irlVP26/X+r3zezmcbHpuVf3QCPWuZdafvSNuIzdg+T0dOp8eMIXkGjALf5jk/UkWsvoktssO9OtbrbL/a0eKaaivXWMS9uVhZgfS3Rl02fIcM4+cVVDr+Ld+fZ81Yn9wv74yybtHrPst/Xq1SZqnmWe8y1/Yj1bvh6lDIPt5o5bncfm3FbsP9Oshn5Gl5SrWKLNc34PWKLP8+q+MbbA+UfQjOXzNbHZ46ORNDaYN+Vxv/0Ysv35ZZTjsrC2/5/8+bWc/ofl9p+3LDGNvrX0whxNCj9jk4cvP6T19D8Rpvn4TsVzdWnt5ul5kSZdsueNEkY18BtZVVddNdwfqXelu/vEXff2fT/LYdG3Jd1bVWsPXVqPdXNtWbDdX8+85/PpMbVP7KTPu2T8crU1dqXX+Nd1n46Pprt2v28Qplq+ZdefI7K/7P05ynSS/21p70ibDXc29+/UlaxXqe8j9fLr37PlV9f0D69vM78whn72NtMujtpGrOLlfb6d/NsGWJ7kGjK7vOXJu//DxWfu/zss3I3j4yh1Vdb10wxvm6YY53FPhWn1sy/8pfcmK3jwX9ut7VdUPZA1VdaSTRU/zV+m+wN003TC8lXXeMMn/WS67xoS8Q7yoXz+0qh62wWPmGe/yvCV7RzznWs7q/0hf6afT9bA4mGTlnfWO5DOykee3PKzwG6fNy9MPTVy+o+im585Z5flO+ly/3uwwqn9K1zvl1knO7Le9fnlna+0T6f6oOSWHX7vNJtcOTvy8d5PHjuGKfr1vlf1np/snxjSzjv3Cfv34qrrraoWqM9lLaPk53bEfrruy/EOzelJirWvpcxM/T15LY33Gz07X2/JAut9r12qtXZRuLrgked6AmyxoN9e2FdvNqfrejMs3h/m5mn7nzp9LF/dnsrmbWKxqrc9G/94f6h9upp29uF9/9bTP6kTdX5/kL9LNAffCrPh8rHHcmsnLqrpbku/uH75irbJJ0lr7tSTnpPv79sKqWu3u1mvZyHt/JJ+9jbTLg9vIjaiq49L9XkySNw49D/ClJNeAWfmTJP9fuslS1/oSsPzH+mOr6gf7L73Lf9D/XY7iHfBWcUW6oRQ/VVU3SJKqul26+Uzumm5S2F+dPKC19qp0X76S5AVVdd7kRNtVdUJVPbyqXpbkN8cOuLX2oRz+Q+9Xq7s74/Lreqd0X1LvkOSz6eYPGtMr+6WS/GVV/WRV7e3rvm5V7auqC6rqjC0S73/16x+oquuMfO5pbp3kr6vq5KT7El5VP5PuD4Ik+bUp/6k+ks/I8vN72BqTvf9Zkrf3P7+0qr5++Y+eqnpIX8fu/lx/vIHnuNLjqurvq+p7V3wO9vZzAJ3eb/r7zZy0v1Pgf/YPvzZdD4G3rij2hnTfde4x8XgzdRxINz9c0t1Q4Gj7h379zVX1lOVeElX1ZVX1G0menFXmzDkKsf9qkg+kG4r5hqp6TFXdeHlnVX1FVT023Rx43z5x3MXpPss3TfKi5Wuiqm5QVf87yV9m9XmA/rGqnl1Vpy23x/2xX5XDyb7L8sV3kF7+DHxlP6xz06pqX7rXOkme1FqbdhOdn033et8qK34nbIB2c21bsd1cyy+mS77cI8mfVtWt+rpv3Ld5yz36f7Vvx8bw9Kp6SVWdUYdv4pKq+vKqena63mcth9uUjXh7umTQZDLmi1TVqUlemi5p96dJ/vcmpg74/qr6i6r6thUxH9+3Ha9Lct10d1p+xkZO2Fp7apLz0/Wg++Oq+vZ1Dllp3fbiSD57G2yXj6SN3Ih96ZK7V2aVXtHAQK01i8Vi2fSS7g+ZluRP1yjzyL7M8nLhlDK70w2JWS5zKF1Cq6X78vDw5X1Tjn19v+/MVeo/vd9/yRoxTj1Hup53Ld1/Yf+q//nqdHfpW471miTfvcp5b5RunpPJ539g4rktL3+4Sr1f8lpt8v25Ybr/5LdVYv98urk8NvyabKLuvRPnaOl6F13er9u0cw+Nd4Pv8Zl9mddP2feDE3V8LsmH0g0/ecaUa/3cDX4mzl2x/eSJOh7ZX+Otf36HJva9NMlxI39GbtaXWX4fLuuf3yUryt2h375cx5X9svz4Q0nuNOX8616v6XqITF7zn1nx3rYkvzfwWvvNiXO8esr+753Y/8kktdlrPsl5K2K/pF9+ejOfmYnX9/RNPse/nKh/Kd1naal//AdrXZ8biX0D9S8ff/KUfXdI90+Uyc/6p9L9YTj5/j5mxXFPWLH/QA5/Fv49yU9mymc2yX+sqOvydJ/byev2IVPifMNEmU9NvA733cDzv06Sf+mP/cd1yi5/FpeSnLrJ93lvtJuT20+eqGPLtZuT8a3yvH504r1b/txeMxHPi5NcZ0g7MXGOkye2/dbE9tY/14Mrtj1lM9dkf94X9Mc+bZX9r504//8k+fgay3etco0tLwf7131pYtuHktxjlbpXfa2S/Hq/76ok37zJ57xue5Ej+461kd8pg9rIjVxDSX6h3//CzV4PFotl7UXPNWCW/irrzCfSWjuU5BvS3XHtknRfqq5M94X7njncM2VeWrr5Sn4m3W3Rr5vuC9TLk9y/tfanUw9q7crW2rcn+ZZ0r8Ol6XrxXTfJ+9L17HtUNjh8YtNBd//F/8YkP5yu2/9n030Z/FCS/5tkX2vtZTOq+0C6+UYek+5OV5enu+vVZem+tP50kr/ZCvG21v4w3XxJ/5LuD5+vSDdJ8Xo34hha31+m68n5inR/eF2T7hr/ySSPaIcn4588ZvBnpLX2yb6+v0r3h8+XpXt+t1lR7n1J7pZucvZ3TOx6R7oblHxNa+09m3y6y/4k3Wv8Z+k+Q4dy+Hr4m3R/gPzowHO/YZWfp217Y2utDajjqemGcb09Xc+i5ddv74BzDfFd6Xq6LL92la5nw2Naa+tN3D3T2Pvr5u7p2rHXpfus70l3Xb89yXPSzZf1RyuOe3a6udqWe2gcl27un3OS3D/J4ipV/nBf5nVJPpyuTU1/7G8n+erW2mumHPeIdHcw/GC6a2/5dVh1qNuEn0nXM/Kz6a7jVfVt1F+ke61/f51hrCuPPRDt5mr1bcl2c52Yfy/ddfMn6d7DG6dLeP1Dku9orX1/G3eo7jPTJWRelu4GG5WuN9lH0rW9p7XWnj7gvH/Qr79rlf2Tf0veLN1E+6stN1hx7OvS9fJ7VQ7PW7sn3T9CXpvumv/q1tqm56Vrrf1skmel+871l/1Qyo1at704ws/euu3yEbSRG7E81PYP1iwFbFoN+54JAADATlZV70g33+DXttZWDr1nG+mHuL89ybtba3eZdzyw0+i5BgAAwDTn9Oux7gDK/Cy/h+fOMwjYqfRcAwAAYKqqeku6Ya53PYIpApijqrptuiHD+5Pcc+A0CcAajpt3AAAAAGxZj0t3E4gT0yVo2H5OSncn1VdIrMFs6LkGAAAAAAOZcw0AAAAABpJcAwAAAICBJNcAAAAAYCDJNQAAAAAYSHINAAAAAAY6bt4BHCuq6oNJ9iS5ZM6hAAAAAOwUJyc52Fq77bwCkFw7evZc97rXPeFmN7vZVfMOBNg5rne9690sSa666qpPzjsWYOfQtgCzoG0BZuGTn/zkCVdfffVcY5BcO3ouOemkkxb+8z//8/nzDgTYOS6++OIfSZJTTz1V2wKMRtsCzIK2BZiFu93tbk/54Ac/eMk8YzDnGgAAAAAMJLkGAAAAAANJrgEAAADAQJJrAAAAADCQ5BoAAAAADCS5BgAAAAADSa4BAAAAwECSawAAAAAwkOQaAAAAAAwkuQYAAAAAA0muAQAAAMBAkmsAAAAAMJDkGgAAAAAMJLkGAAAAAAMdN+8AdrKqWkiy0D/cvbS0VPOMBwAAAIBx6bk2W2clubRf9l1xxRVebwAAAIAdRLJnti5IclK/7D/++OOX5hwPAAAAACMyLHSGWmuLSRaTpKoO7dq1q805JAAAAABGpOcaAAAAAAwkuQYAAAAAA0muAQAAAMBAkmsAAAAAMJDkGgAAAAAMJLkGAAAAAANJrgEAAADAQJJrAAAAADDQcfMO4FhyTavd+86/6Jx5x7FT7D/7tPPmHQMAAABwbNNzDQAAAAAGklwDAAAAgIEk1wAAAABgIMk1AAAAABhIcg0AAAAABpJcAwAAAICBJNcAAAAAYCDJNQAAAAAYSHINAAAAAAaSXAMAAACAgSTXAAAAAGAgyTUAAAAAGEhyDQAAAAAGOm7eAexkVbWQZKF/uHtpqclmAgAAAOwgcj2zdVaSS/tl3+LBA/ONBgAAAIBRSa7N1gVJTuqX/Qt79s43GgAAAABGZVjoDLXWFpMsJklVHdq1q+YcEQAAAABj0nMNAAAAAAaSXAMAAACAgSTXAAAAAGAgyTUAAAAAGEhyDQAAAAAGklwDAAAAgIEk1wAAAABgIMk1AAAAABhIcg0AAAAABpJcAwAAAICBJNcAAAAAYCDJNQAAAAAYSHINAAAAAAaSXAMAAACAgSTXAAAAAGAgyTUAAAAAGEhyDQAAAAAGklwDAAAAgIEk1wAAAABgIMk1AAAAABjouHkHAEPtO/+ic+Ydw5Haf/Zp5807BgAAAGA4PdcAAAAAYCDJNQAAAAAYSHINAAAAAAaSXAMAAACAgSTXAAAAAGAgyTUAAAAAGEhyDQAAAAAGklwDAAAAgIEk1wAAAABgIMk1AAAAABhIcg0AAAAABpJcW0NVPaWqWlX99rxjAQAAAGDrkVxbRVXdN8ljk7x93rEAAAAAsDVJrk1RVccn+eMkP5Tk03MOBwAAAIAtatsl16rqUVX1nKp6Y1Ud7IdtvnidY25VVS+oqo9V1VVVdUlV/VZVnbDKIc9P8pLW2mvHfwYAAAAA7BTHzTuAAX4hyd2SfCbJR5PcZa3CVXX7JG9KcvMkL0vyriT3TvJTSR5WVae21j41Uf6xSe6Q5NEziR4AAACAHWPb9VxL8sQkd0qyJ8njNlD+eekSa09orZ3RWvv51tqDkzwzyZ2TnL9csKrunOTpSb6vtXb16JEDAAAAsKNsu+Raa+11rbX3ttbaemWr6nZJHprkkiTPXbH7nCRXJnl0Vd2o33a/JDdL8o6quqaqrknywCSP7x9fb6znAQAAAMD2t+2Sa5v04H796tba0uSO1tpikouT3DDJffvNL02yL8kpE8tbk/xp/7PebAAAAABcazvOubYZd+7X71ll/3vT9Wy7U5LXtNYOJDkwWaCqrkxyeWvtHRupsKretsquuxy3K/mZfdds5DQcIy6++OIfmXcMbG9XX331zRLXEjAubQswC9oWYBaqau65rZ3ec+34fn3FKvuXt++dfSgAAAAA7DRzz+7NWfXrVedva62dvpkTttbuObWiqrdds5R7PGP/sf6SM2n/2ac+f94xsL0t/+f31FNdS8B4tC3ALGhbgFlorT1l3jHs9EzPcs+041fZv2dFOTiq9p1/0TnzjmHZ/rNPO2/eMQAAAMB2s9OHhb67X99plf137NerzckGAAAAAKva6cm11/Xrh1bVFz3XqlpIcmqSzyV5y9EODAAAAIDtb0cn11pr70/y6iQnJ/nxFbvPS3KjJC9qrV05i/qraqGqTqyqE5PsXlpadWo3AAAAALahbTfnWlWdkeSM/uEt+vX9qurC/udPttaeNHHI45O8Kcmzq+ohSd6Z5D5JHpRuOOjZMwz3rCTXzqm1ePBATphhZQAAAAAcXdsuuZbklCSPWbHtdv2SJB9Kcm1yrbX2/qq6V5KnJnlYkm9KclmSZyc5r7V2+QxjvSDJ8p1wXrWwZ+++GdYFAAAAwFG27ZJrrbVzk5y7yWM+kuQHZxHPOvUuJllMkqo6tGtXHe0QAAAAAJihHT3nGgAAAADMkuQaAAAAAAwkuQYAAAAAA0muAQAAAMBA2+6GBttJVS0kWegf7l5aarKZAAAAADuIXM9snZXk0n7Zt3jwwHyjAQAAAGBUkmuzdUGSk/pl/8KevfONBgAAAIBRGRY6Q621xSSLSVJVh3btqjlHBAAAAMCY9FwDAAAAgIEk1wAAAABgIMk1AAAAABhIcg0AAAAABnJDgxmqqoUkC/3D3UtLTTYTAAAAYAeR65mts5Jc2i/7Fg8emG80AAAAAIxKz7XZuiDJ8/ufX7WwZ+++eQYDa9l3/kXnHK269p992nlHqy4AAACYJcm1GWqtLSZZTJKqOrRrV805IgAAAADGZFgoAAAAAAwkuQYAAAAAA0muAQAAAMBAkmsAAAAAMJDkGgAAAAAMJLkGAAAAAAMdN+8AdrKqWkiy0D/cvbTUZDMBAAAAdhC5ntk6K8ml/bJv8eCB+UYDAAAAwKgk12brgiQn9cv+hT175xsNAAAAAKMyLHSGWmuLSRaTpKoO7dpVc44IAAAAgDHpuQYAAAAAA0muAQAAAMBAkmsAAAAAMJDkGgAAAAAMJLkGAAAAAAO5Wyhw1O07/6JzZnHe/Wefdt4szgsAAACr0XMNAAAAAAaSXAMAAACAgQwLnaGqWkiy0D/cvbTUZDMBAAAAdhC5ntk6K8ml/bJv8eCB+UYDAAAAwKgk12brgiQn9cv+hT175xsNAAAAAKMyLHSGWmuLSRaTpKoO7dpVc44IAAAAgDHpuQYAAAAAA0muAQAAAMBAkmsAAAAAMJDkGgAAAAAMJLkGAAAAAANJrgEAAADAQMfNOwCAsew7/6JzxjrX/rNPO2+scwEAALBz6bkGAAAAAANJrgEAAADAQJJrAAAAADCQOddmqKoWkiz0D3cvLTXZTAAAAIAdRK5nts5Kcmm/7Fs8eGC+0QAAAAAwKsm12bogyUn9sn9hz975RgMAAADAqAwLnaHW2mKSxSSpqkO7dtWcIwIAAABgTHquAQAAAMBAkmsAAAAAMJDkGgAAAAAMZM41gCn2nX/ROUdy/P6zTztvrFgAAADYuvRcAwAAAICBJNcAAAAAYCDJNQAAAAAYSHINAAAAAAaSXAMAAACAgSTXAAAAAGAgyTUAAAAAGEhyDQAAAAAGOm7eAQDsRPvOv+icIcftP/u088aOBQAAgNnRcw0AAAAABtJzbYaqaiHJQv9w99JSk80EAAAA2EHkembrrCSX9su+xYMH5hsNAAAAAKOSXJutC5Kc1C/7F/bsnW80AAAAAIzKsNAZaq0tJllMkqo6tGtXzTkiAAAAAMak5xoAAAAADCS5BgAAAAADGRYKsIXsO/+iczZT/kn7rskdbnq9y2YVDwAAAGvTcw0AAAAABpJcAwAAAICBJNcAAAAAYCDJNQAAAAAYSHINAAAAAAaSXAMAAACAgSTXAAAAAGCg4+YdAABH5n2fuuqWP3b+ReesVWb/2aedd7TiAQAAOJbouQYAAAAAA0muAQAAAMBAkmsAAAAAMJDkGgAAAAAMJLkGAAAAAANJrgEAAADAQMfNOwAAZm/f+Reds9b+/Wefdt7RigUAAGAn0XMNAAAAAAaSXAMAAACAgSTXAAAAAGAgyTUAAAAAGMgNDWaoqhaSLPQPdy8tNdlMYEtywwMAAIBh5Hpm66wkl/bLvsWDB+YbDQAAAACjklybrQuSnNQv+xf27J1vNAAAAACMyrDQGWqtLSZZTJKqOrRrV805IgAAAADGpOcaAAAAAAwkuQYAAAAAAxkWCsC61rubaOKOogAAwLFJzzUAAAAAGEhyDQAAAAAGklwDAAAAgIEk1wAAAABgIMk1AAAAABjI3UIBGMV6dxR1N1EAAGAn0nMNAAAAAAaSXAMAAACAgSTXAAAAAGAgc64BcFSsNydbYl42AABg+9FzDQAAAAAGklwDAAAAgIEk1wAAAABgIMk1AAAAABhIcg0AAAAABnK3UAC2jPXuKOpuogAAwFaj5xoAAAAADCS5BgAAAAADSa4BAAAAwEDmXANg21hvTrbEvGwAAMDRpecaAAAAAAwkuQYAAAAAA0muAQAAAMBA5lwDYEdZb142c7IBAABj0nMNAAAAAAaaeXKtqk6oqhvNuh4AAAAAONpGGRZaVQ9J8r+S/Epr7dP9tpsn+YskX5fkmqp6bmvtZ8aoDwCGWm/YaGLoKAAAsHFj9Vz7ySSPWE6s9Z6R5AFJ3pfkU0l+qqq+c6T6AAAAAGDuxkqu3S3JPy0/qKobJHlUkn9ord05yZ2TfCTJj41UHwAAAADM3VjJtZsn+djE4/skuX6SC5OktbaY5OXpkmwAAAAAsCOMlVy7KskNJh4/IElLctHEtoNJbjJSfTNVVT9eVW+vqoP98uaq+uZ5xwUAAADA1jJWcu2DSR488fiRSd7bWrt0YttXJPnkSPXN2keT/FySeyS5V5LXJnlpVX3NXKMCAAAAYEsZK7n2wiT7quqfq+qNSfYl+ZMVZe6R5N0j1TdTrbWXtdZe2Vp7X2vtPa21s5MsJrnfvGMDAAAAYOsYK7n2O0n+NF0vr1PTza/2a8s7q+reSe6a5PVjVFZVj6qq51TVG/thm62qXrzOMbeqqhdU1ceq6qqquqSqfquqTljnuOtU1XcnuXGSN40RPwAAAAA7w3FjnKS1dijJ91bVj3UP2+KKIh9Icvckl4xRX5JfSHeH0s+kG8J5l7UKV9Xt0yXGbp7kZUneleTeSX4qycOq6tTW2qdWHLMvyZvT3ZjhM0m+vbW2f6T4AQAAANgBRkmuVdULkuxvrT1z2v7W2icz7nxrT0yXVHtfkgcmed065Z+XLrH2hNbac5Y3VtVv9uc6P8mPrTjm3UlOSbI33RxyL6yq01tr7xghfgC2sH3nX3TOWvv3n33aeUcrFgAAYGsba1jo96ZLXh0VrbXXtdbe21pr65WtqtsleWi6XnPPXbH7nCRXJnl0Vd1oRR1X93OuvbW19uQk/5EuEQcAAAAASUbquZYucXXUkmubtHwX01e31pYmd7TWFqvq4nTJt/smec0a59mV5HrrVVZVb1tl112O25X8zL5rNhAywMZ8+Q269ZO0LUfVxRdf/CPzjgFm6eqrr75Z4loHxqVtAWahqsbKbQ02VgB/kuTHquqE1tqnRzrnWO7cr9+zyv73pkuu3Sl9cq2qfjXJK5J8JMlCup55pyf55lkGCsD28L5PXXXL9crc4abXu+xoxAIAAMzXWMm1X0l3p9DXVdUvJPnX1tonRjr3kTq+X1+xyv7l7Xsntt0iyYv79RVJ3p7kG1trf79eZa21e07bXlVvu2Yp93jG/rknVIEdZLnHmrZl69l/9qnPn3cMMNRyr5JTT3UdA+PRtgCz0Fp7yrxjGOuvsc/360p3N85U1bRyrbW21f4CXA702vnbWmtnzicUAAAAALaTsRJdb8xEcmqLWe6Zdvwq+/esKAcAAAAAGzJKcq21dvoY55mRd/frO62y/479erU52QAAAABgqq02RHMWXtevH1pVuybvGFpVC0lOTfK5JG+ZR3AA7Ez7zr/onLX27z/7tPOOViwAAMDs7Br7hFW1u6r2VdUDquprqmr32HVsRmvt/UleneTkJD++Yvd5SW6U5EWttSvHrruqFqrqxKo6McnupaWtOnIWAAAAgCFG67lWVXuS/HqSRye5/sSuz1fVHyX5+dbagZHqOiPJGf3DW/Tr+1XVhf3Pn2ytPWnikMcneVOSZ1fVQ5K8M8l9kjwo3XDQs8eIa4qzklzbc2Hx4IGcMKOKAAAAADj6Rkmu9Ym1i5N8VZLFdDc4uCzJLZOckuRHknxdVd2/tXZwhCpPSfKYFdtu1y9J8qEk1ybXWmvvr6p7JXlqkocl+aY+vmcnOa+1dvkIMU1zQZLl20y/amHP3n0zqgeAbcawUQAA2BnG6rn25HSJtd9JcvZkD7WqOj7JL6cbkvnkfjkirbVzk5y7yWM+kuQHj7TuTda5mC7ZmKo6tGtXHc3qAQAAAJixseZce0SSt7TWfnzl0M/W2hWttZ9M8uYkjxypPgAAAACYu7GSa7dO8vp1yrwhyVeMVB8AAAAAzN1Yw0I/m+Tm65T5sr4cALCO9eZkS8zLBgAAW8FYPdf+Ncl3VNUdp+2sqtsn+c6+3DGjqhaq6sSqOjHJ7qWlNu+QAAAAABjRWMm130hy4yT/WlVPq6oHV9Vdq+pBVXVeuqTajZM8Y6T6touzklzaL/sWDx6YbzQAAAAAjGqU5Fpr7TVJHp/k+kmekuQfkrwjyT8m+cUkN0ryE621fxyjvm3kgiQn9cv+hT175xsNAAAAAKMaa861tNZ+r6pemeTRSe6e5PgkVyT59yQvbq19aKy6tovW2mKSxSSpqkO7dtWcIwJgJ1lvXjZzsgEAwOyNllxLktbah5OcP+Y5AQAAAGCrGmVYaFW9oKq+bZ0y31JVLxijPgAAAADYCsa6ocGZSU5Zp8zdkjxmpPoAAAAAYO5GHRa6jusl+cJRrA8AjmnrzcmWmJcNAACO1Fg915Kkrbajqq6X5LQkHx+xPgAAAACYq8E916rqAys2PbGqfnBK0esk+bJ0Pdd+d2h921FVLSRZ6B/uXlpqo2YzAQAAAJivIxkWuiuHe6u1JNUvKx1Ksj/Ja5L88hHUtx2dleTaITmLBw/khDkGAwAAAMC4BifXWmsnL/9cVUtJntlae+oYQe0gFyR5fv/zqxb27N03z2AAYKX15mUzJxsAAKxtrBsaPCjJJSOda8dorS0mWUySqjq0a9e0jn0AAAAAbFejJNdaa28Y4zwAAAAAsJ2Mklyrqh/YaNnW2ovGqBMAAAAA5m2sYaEX5vDNDVZTfRnJNQAAAAB2hLGSaz+4yva9Sb42yXcn+cskrxipPgDgKFjvhgeJmx4AAHBsG2vOtReutb+q/jBdYu3ZY9QHAAAAAFvBrqNRSWvtNUleleSpR6O+raKqFqrqxKo6McnupaX1Rs4CAAAAsJ0cleRa7z1J7nUU69sKzkpyab/sWzx4YL7RAAAAADCqseZc24ivzPo3PdhpLkjy/P7nVy3s2btvnsEAwCysNy+bOdkAANjJZppcq6pdSb4iyWOTfGOSV86yvq2mtbaYZDFJqurQrl0154gAAAAAGNMoybWqWsravdIqyaeS/J8x6gMAAACArWCsnmsXZXpybSnJp5P8S5I/bK39z0j1AQAAAMDcjZJca62dPsZ5AAAAAGA7OZo3NAAAjkHr3fAgcdMDAAC2r9GTa1X1FUnunuT4JFck+ffW2kfGrgcAAAAA5m205FpV3THJ85I8eMq+1yb58dbae8aqDwAAAADmbay7hd4hyZuS3DTJ+5P8U5KPJ7lFkq9L8pAk/1RV92+tvW+MOgEAAABg3sbqufYr6RJrP5Xkua21peUdVbUryU8meWaSpyf5zpHqBAAAAIC5Giu59pAkf9dae87KHX2i7VlV9dAkXz9SfdtCVS0kWegf7l5aatk1z4AAYIta76YHbngAAMBWNVau57pJ/mOdMv+RZPdI9W0XZyW5tF/2LR48MN9oAAAAABjVWMm1/0xyh3XK3CHJ20eqb7u4IMlJ/bJ/Yc/e+UYDAAAAwKjGGhb69CR/XVXf2Fp75cqdVfXNSb49yRkj1bcttNYWkywmSVUd2rWr5hwRAGxP6w0bTQwdBQBgPgYl16rqB6ZsfmWSl1fVa5JclOQTSb48yQOTPDjJ3ya52cA4AQAAAGDLGdpz7cIkbcW25W5ZX5/pNy74tiTfmuRFA+sEAAAAgC1laHLtB0eNAgDgCLnjKAAA8zAoudZae+HYgQAAAADAdjPW3UIBAAAA4JgjuQYAAAAAAw29W+gH0t3Q4Otbax/sH29Ea63dfkidAAAAALDVDL2hwa588d1CVz5eTa1fBAAAAAC2h6E3NDh5rccAAFuNu4kCADALo8y5VlW3rqpbjHEuAAAAANguxrqhwQeTPH2kc+0YVbVQVSdW1YlJdi8tbWTkLAAAAADbxdA511Y6kOSTI51rJzkrybVDUBYPHsgJcwwGAFjdesNGE0NHAQD4UmP1XHtLkruPdK6d5IIkJ/XL/oU9e+cbDQAAAACjGiu5dm6SB1TVD490vh2htbbYWvtYa+1jSQ7t2uVmqQAAAAA7yVjDQr8xyeuT/F5VPS7JvyT5eJKVk4y11trTRqoTAAAAAOZqrOTauRM/3z2rDxFtSSTXAIBtab152czJBgBw7Bkrufagkc4DAAAAANvGKMm11tobxjgPAAAAAGwno9zQoKp+oKq+Zp0yX11VPzBGfQAAAACwFYw1LPTCdPOuvX2NMg9P8tQkLxqpTgCALWW9OdkS87IBAOw0o/Rc26Dr5EvvHgoAAAAA29bRTK7dKcmnj2J9AAAAADBTg4eFVtULVmw6o6pOnlL0OkluneQBSV4xtD4AAAAA2GqOZM61Myd+bklO6ZdpWpJ/TvLEI6gPAAAAALaUI0mu3bZfV5IPJPmtJM+aUu4LST7dWrvyCOoCANgR1rvpgRseAABsL4OTa621Dy3/XFXnJXnd5DYAAAAA2OmOpOfatVpr/sMKAAAAwDFnlOTasqq6TpI7Jzkh3Y0MvkRr7aIx6wQAAACAeRktuVZVv5juhgXHr1N0atJtJ6qqhSQL/cPdS0stu+YZEACw5a03J1tiXjYAgK1klORaVf1skvOSXJHkj5J8JMk1Y5x7mzsrybVfkBcPHsgJcwwGAAAAgHGN1XPtsUkuTXKP1tr/jHTOneCCJM/vf37Vwp69++YZDAAAAADjGiu59hVJfl9i7Yu11haTLCZJVR3atavmHBEAAAAAYxorufaJEc8FAMAa1puXzZxsAABHz1jz6/95km+oquuNdD4AAAAA2PLGSq79UpLLkrykqm470jkBAAAAYEsbayjnfyXZneTEJN9UVVckOTClXGut3X6kOgEAmGK9YaOJoaMAAGMZK7m2K8k1ST48sW3a7P1m9AcAAABgxxgludZaO3mM8wAAAADAdjLWnGsAAAAAcMwZa1joF6mqPUmOT3JFa+3gLOoAAAAAgHkbLblWVddJ8n+S/HCS205s/2CS/5vkGa21a8aqDwCA4da66cGT9l2TO9z0epcdzXgAALarUZJrVXXdJK9K8sAkLclHklyW5JZJTk5yfpKHVdVDW2tXj1EnAAAAAMzbWHOu/UyS05O8IsldW2snt9bu19/o4M5J/jbJA/pyAAAAALAjjDUs9HuTvCPJGa21pckdrbX3V9UjkvxHku9L8qsj1QkAwIy871NX3fLH1hg6miT7zz7tvKMVDwDAVjVWz7U7JHnlysTasn77K5PcfqT6AAAAAGDuxkquXZ3kxuuUuVGSQyPVBwAAAABzN9aw0LcneVRVndta+5+VO6vqZkkeleQ/R6oPAIA5W+uOo4lhowDAsWGsnmu/neTLkvxLVf1QVd2uqm5QVbetqh9M8s/9/t8eqT4AAAAAmLtReq611v68qk5J8vNJnj+lSCX59dban49RHwAAAABsBWMNC01r7SlV9TdJfijJ3ZMcn+SKJP+e5AWttTePVRcAAFufYaMAwLFgtORakrTW3pLkLWOeEwAAAAC2qlGTawAAsFHr9WxL9G4DALa+UW5oUFXfUVWvraoTV9l/UlW9pqoeMUZ9AAAAALAVjHW30B9Osre19rFpO1trlybZ05cDAAAAgB1hrOTaviRvXafMW5N8zUj1bQtVtVBVJ/Y9+nYvLbV5hwQAAADAiMaac+0mSf57nTKfSnKzkerbLs5Kcu1cIosHD+SEOQYDALDduOMoALDVjdVz7ZNJ7rhOmTsmOTBSfdvFBUlO6pf9C3v2zjcaAAAAAEY1VnLt4iTfVlV3mbazqu6a5OFJ3jhSfdtCa22xtfaxfi66Q7t21bxDAgAAAGBEYw0LfUaSRyT5p6p6apJXJbk0XY+tb0zyi0mu05cDAIBRrDdsNDF0FACYrVGSa621f62qxyd5bpJn9sukLyR5XGvtn8eoDwAAAAC2grF6rqW19vtV9U9JHp/kPkn2pptj7S1Jfqe19s6x6gIAAACArWC05FqS9Am0nxzznAAAAACwVY2aXAMAgK1mvXnZzMkGAByJse4WCgAAAADHHMk1AAAAABjIsFAAAI5p6w0bTQwdBQBWp+caAAAAAAwkuQYAAAAAAw1KrlXV5VX1sxOPf6mqThsvLAAAAADY+ob2XNub5PoTj89NcvoRxgIAAAAA28rQ5NonktxqzEAAAAAAYLsZerfQtyR5dFV9Icll/bbTq2q941pr7WkD6wQAgLlY746i7iYKAMeuocm1/5PkTkl+dGLb6Vl/aGhLIrkGAMCOsl7yLZGAA4CdalByrbX2vqral+S2SU5K8vokFyZ54WiRAQAAAMAWN7TnWlprS0nen+T9/XDQS1prbxgrMAAA2EkMLQWAnWlwcm1Sa23ojREAAAAAYNsaJbk2qapuleTuSfYmuSLJv7XWPjp2PQAAAAAwb6Ml16rq1kmen+Qbpuz7hyQ/1lq7ZKz6AAAAAGDeRkmuVdUtklyc7uYGlyS5KMllSW6Z5OuSPDTJP1XVvVprHx+jTgAA2EnccRQAtqexeq79YrrE2s8l+c3W2heWd1TVdZI8McmvJ/mFJD8xUp0AAAAAMFdj3Yjgm5O8urX2G5OJtSRprX2htfaMJK9O8i0j1QcAAAAAczdWcu0WSd62Tpm39eUAAAAAYEcYa1joFUlus06ZW/flAACAAdabl82cbABw9I3Vc+2fkjyqqu4/bWdV3SfJd/TlAAAAAGBHGKvn2vnp5l17Q1X9aZLXpbtb6C2SnJ7ke5IsJXn6SPUBAAAAwNyNklxrrf1bVT0qyYVJvi/J907sriSXJ/nfrbX15mUDAAAAgG1jrJ5raa29vKpuk+ThSe6R5Ph0c6z9e5KXttauHKsuAAAAANgKRkuuJUmfQPuTfgEAAI4iNzwAgKNvrBsaAAAAAMAxR3INAAAAAAYadVgoAACwda03bDQxdBQANktybYqqenKSRyS5c5KrkrwlyZNba++Ya2AAADBj5m0DgM0xLHS605M8L8n9kzw4yTVJ/rGqbjLPoAAAAADYWvRcm6K19r8mH1fVo5NckeTUJH87l6AAAAAA2HJG6blWVa+tqqeNca4N1veoqnpOVb2xqg5WVauqF69zzK2q6gVV9bGquqqqLqmq36qqEzZQ5UK61+rTozwBAAAAAHaEsXqu3TfdvGRHyy8kuVuSzyT5aJK7rFW4qm6f5E1Jbp7kZUneleTeSX4qycOq6tTW2qfWOMWzkvxHkjcfceQAALCNuSkCAHyxseZce2+SrxjpXBvxxCR3SrInyeM2UP556RJrT2itndFa+/nW2oOTPDPdTQvOX+3AqvrNJF+X5JGttS8cceQAAAAA7BhjJdf+b5Jvrqpbj3S+NbXWXtdae29rra1Xtqpul+ShSS5J8twVu89JcmWSR1fVjaYc+8wk35Pkwa21Dxxx4AAAAADsKGMNC/3bJN+Q5OKq+rUk/5rk40m+JPnVWvvwSHVu1IP79atba0srYlmsqovTJd/um+Q1y/uq6llJvjvJ6a21d220sqp62yq77nLcruRn9l2zqeAB1vLlN+jWT9K2ACPStnCkXvg3r11z6Ogdbnq9y45WLGwdV1999c2S5OKLL/6ReccC7BxVNfebdY4VwAfSJdIq3fxkq2kj1rlRd+7X71ll/3vTJdfulD65VlXPTfLoJGck+XRV3aIv+5nW2mdmFyoAAAAA28lYia4XZUovtS3i+H59xSr7l7fvndj2+H79mi8umvOSnLtWZa21e07bXlVvu2Yp93jG/rknVIEdZLlXibYFGJO2hdn7wi3XK+GmCDvPco+1U0899fnzjgXYOVprT5l3DKN8Y2qtnTnGeeak+vW1ycHWWq1SFgAAAACuNdYNDbay5Z5px6+yf8+KcgAAAACwIaP39a+quyS5a5Ibt9b+aOzzD/Dufn2nVfbfsV+vNicbAABwlO07/6I1b4pg2CgAW8VoPdeq6pSqemuS/0rykiQXTux7YFV9tqq+daz6NuF1/fqhVfVFz7eqFpKcmuRzSd5ytAMDAAAAYHsbJblWVXdK8vp0d+Z8VpJXrihyUZLLkzxqjPo2o7X2/iSvTnJykh9fsfu8JDdK8qLW2pVj111VC1V1YlWdmGT30tJWvecDAAAAAEOMNSz0nCTXTXLP1to7q+qcJN+4vLO11qrqzUm+dozKquqMJGf0D2/Rr+9XVRf2P3+ytfakiUMen+RNSZ5dVQ9J8s4k90nyoHTDQc8eI64pzkr32iRJFg8eyAkzqggAAACAo2+s5NpDkvxVa+2da5T5cJJvGKm+U5I8ZsW22/VLknwoybXJtdba+6vqXkmemuRhSb4pyWVJnp3kvNba5SPFtdIFSZZvM/2qhT17982oHgAAOKasNydbYl42AI6OsZJre5N8dJ0yu9L1bjtirbVzk5y7yWM+kuQHx6h/E3UuJllMkqo6tGtXHc3qAQAAAJixsW5o8N9J7rBOma9K8pGR6gMAAACAuRur59prk3xPVd25tfbulTur6mvTDR197kj1AQAArGm9oaOGjQIwhrF6rv1KkmuSXFRVj0tyYpJU1Vf1j/823fDIZ4xUHwAAAADM3Sg911pr766qRyb5f0l+u99cSd7erw8keURr7cNj1LddVNVCkoX+4e6lpTZaNhMAAACA+RtrWGhaa6+qqtumu4vnfZPcNMkVSd6S5A9neEfOreysJNd2RV88eCAnzDEYAAAAAMY1WnItSVprB5I8q19ILkjy/P7nVy3s2btvnsEAAAAAMK5Rk2t8sdbaYrq55lJVh3btqjlHBAAAAMCYRp0CrKq+r6peU1WXV9U1/fo1VfV9Y9YDAAAAAFvBKD3Xqmp3kpck+ZZ0NzC4Jsn/pJt37UFJTq+q70zyqNbaoTHqBAAAOBL7zr/onPXK7D/7tPOORiwAbF9j9Vx7cpJvTfLP6ZJp12+t3TLJ9ZM8OMm/pEu8/dxI9QEAAADA3I2VXPuBJO9Lcnpr7Q2ttaUkaa0ttdZen+T0JB9IcuZI9QEAAADA3I2VXLtVkpe11q6etrO1dlWSlyU5aaT6AAAAAGDuxrpb6MeS7F6nzO6+3DGjqhaSLPQPdy8ttXHvIAEAAADAXI2V6/mTJI+qqj3TdlbV3iSPSvLHI9W3XZyV5NJ+2bd48MB8owEAAABgVGMl156a5K1J/qWqvreqblVVu/v19yV5S7qbGjxtpPq2iwvSDYU9Kcn+hT175xsNAAAAAKMaNCy0qpaStGm7kvzRKtvvmORzQ+vcjlpri0kWk6SqDu3aVXOOCAAA2Ix95190zlr795992nlHKxYAtqahia6LMj25BgAAAADHjEHJtdba6SPHAQAAAADbzjEzRBMAAGBsho0CILkGAAAwI+sl3xIJOIDtbtTkWlV9a5JTktwqye4pRVpr7YfGrBMAAAAA5mWU5FpV3SbJy5N8Zbo7g66mJZFcAwAAAGBHGKvn2rOTfFWSFyR5UZJLk1wz0rm3rapaSLLQP9y9tNSya54BAQAAADCqsZJrD07y9621Hx7pfDvFWUmunWNh8eCBnDDHYAAAAAAY11gdqQ4l2T/SuXaSC5Kc1C/7F/bsnW80AAAAAIxqrJ5rFyf56pHOtWO01haTLCZJVR3atWut6egAAIBj0Xp3FHU3UYCtbayea7+U5LSq+u6RzgcAAAAAW94oPddaa/9eVQ9J8oqq+tEk/5bkiulF29PGqBMAAOBYsF7PtkTvNoB5GiW5VlXHJ/mVJDdJ8sB+maYlkVwDAAAYkaGlAPMz1pxrz0xyepJ/TPJHST6W5JqRzg0AAAAAW9JYybVvSfKm1tpDRzofAAAAAGx5YyXXbpDkTSOdCwAAgBGZtw1gdsZKrv17ktuNdC4AAACOMvO2AQyza6TzPC3Jt1bV1410vh2hqhaq6sSqOjHJ7qWlNu+QAAAAABjRWD3Xbpnk5UleW1V/kuRtSa6YVrC19qKR6twOzkpy7X9/Fg8eyAlzDAYAAGAoQ0sBphsruXZhkpakkvxAv6zsplX9tmMpuXZBkuf3P79qYc/effMMBgAAAIBxjZVc+8GRzrOjtNYWkywmSVUd2rWr5hwRAAAAAGMaJbnWWnvhGOcBAAAAgO1krJ5rAAAAHOPWmpftSfuuyR1uer3LjmY8AEfDWHcLBQAAAIBjzig916rqAxss2lprtx+jTgAAALaX933qqlv+2Dp3HXXHUWC7GWtY6K586d1Bk+T4JHv7nz+W5NBI9QEAAADA3I11Q4OTV9tXVXdI8uwkN0ryv8aoDwAAAAC2gpnPudZae1+SRyQ5Kcma3X8BAAAAYDs5Kjc0aK19Psk/JPmeo1EfAAAAABwNY825thHXJLnFUawPAACAbWafGx4A28xR6blWVTdL8u1JPnI06gMAAACAo2GUnmtV9UtrnP8rkjw83Z1DnzxGfdtFVS0kWegf7l5aakcnmwkAAADAUTHWsNBz19l/MMkvt9Z+faT6touzMnETh8WDB3LCHIMBAADY7gwbBbaasZJrD1pl+1KSTyd5V2vtmpHq2k4uSPL8/udXLezZu2+ewQAAAAAwrlGSa621N4xxnp2mtbaYZDFJqurQrl0154gAAAAAGJMpwAAAAABgoME916pqUGKutbY0tE4AAABYy3pzsiXmZQPGdSTDQg8NOKYdYZ0AAAAAsGUcSaLrI+mSZRtx4yQ3PYK6AAAAAGDLGZxca62dvF6Zqtqd5CeTnN1vumRofQAAADCG9YaOGjYKbMbMbmhQVd+R5J1JfiNJJfnZJHedVX0AAAAAcLSNPv9ZVd0/yQVJ7p3kmiTPTvLU1tqnx64LAAAAAOZptORaVd0hya8m+fZ0PdVekuTnW2sfGKsOAAAAANhKjji5VlU3SXJOkh9Nct0kb05yVmvtLUd6bgAAAADYygYn16rqukl+OsmTkxyf5P3peqr95TihAQAAAMDWdiQ9196d5NZJLk+XZHtua+0LYwQFAAAA87Le3UQTdxQFDjuS5NptkrR086s9KcmTqmq9Y1pr7TZHUCcAAAAAbBlHOudaJblJvwAAAMAxYb3ebXq2wbFjcHKttbZrzEAAAAAAYLuRIAMAAACAgY50WChrqKqFJAv9w91LS002EwAAAGAHkeuZrbOSXNov+xYPHphvNAAAAACMSnJtti5IclK/7F/Ys3e+0QAAAAAwKsNCZ6i1tphkMUmq6tCuXTXniAAAAAAYk55rAAAAADCQnmsAAAAwsn3nX3TOkZ5j/9mnnTdGLMBs6bkGAAAAAANJrgEAAADAQJJrAAAAADCQ5BoAAAAADOSGBgAAALAFbeSmCG56APOn5xoAAAAADKTnGgAAAGxTG+ndth693+DI6LkGAAAAAANJrgEAAADAQJJrAAAAADCQ5BoAAAAADCS5BgAAAAADSa4BAAAAwECSawAAAAAw0HHzDgAAAACYn33nX3TOWvv3n33aeUcrFtiO9FwDAAAAgIEk1wAAAABgIMk1AAAAABhIcg0AAAAABnJDgxmqqoUkC/3D3UtLTTYTAAAAYAeRXJuts5Jce9eVxYMHcsIcgwEAAIDNcjdRWJuOVLN1QZKT+mX/wp69840GAAAAgFHpuTZDrbXFJItJUlWHdu2qOUcEAAAAwJj0XAMAAACAgfRcAwAAAAZbb062xLxs7Gx6rgEAAADAQJJrAAAAADCQ5BoAAAAADCS5BgAAAAADSa4BAAAAwECSawAAAAAw0HHzDgAAAADY2fadf9E5s65j/9mnnTfrOmAaPdcAAAAAYCDJNQAAAAAYSHINAAAAAAaSXAMAAACAgSTXAAAAAGAgyTUAAAAAGEhyDQAAAAAGklwDAAAAgIEk1wAAAABgIMk1AAAAABhIcg0AAAAABjpu3gEAAAAAHKl95190zpGeY//Zp503RiwcW/RcAwAAAICBJNcAAAAAYCDJNQAAAAAYSHINAAAAAAZyQwMAAACAjHNThI1w44SdRc81AAAAABhIcg0AAAAABpJcAwAAAICBJNcAAAAAYCA3NAAAAAA4ita7cYIbHmwveq4BAAAAwECSawAAAAAwkOTaFFV1WlX9TVVdWlWtqs6cd0wAAAAAbD2Sa9PdOMk7kvxUks/NORYAAAAAtig3NJiitfZ3Sf4uSarqwvlGAwAAAMBWtS17rlXVo6rqOVX1xqo62A/dfPE6x9yqql5QVR+rqquq6pKq+q2qOuFoxQ0AAADAzrJde679QpK7JflMko8muctahavq9knelOTmSV6W5F1J7p1u2OfDqurU1tqnZhoxAAAAADvOtuy5luSJSe6UZE+Sx22g/PPSJdae0Fo7o7X28621Byd5ZpI7Jzl/ZpECAAAAsGNty+Raa+11rbX3ttbaemWr6nZJHprkkiTPXbH7nCRXJnl0Vd1o9EABAAAA2NG267DQzXhwv351a21pckdrbbGqLk6XfLtvktccaWVV9bZVdt3luF3Jz+y75kirALjWl9+gWz9J2wKMSNsCzIK2BTbu4osv/pF5x7BdVNXcc1tzD+AouHO/fs8q+9+bLrl2p/TJtaq6cZI79Pt3Jbl1VZ2S5PLW2odnFyoAAABwrHvfp6665Vr773DT6112tGJhfcdCcu34fn3FKvuXt++d2HavJK+beHxev7wwyZlrVdZau+e07VX1tmuWco9n7D8WXnLgaFn+z6+2BRiTtgWYBW0LjGf/2ac+f94xbBWttafMOwatWlL9+tr521prr5/YDgAAAABTbcsbGmzScs+041fZv2dFOQAAAADYkGMhufbufn2nVfbfsV+vNicbAAAAAEx1LCTXludOe2hVfdHzraqFJKcm+VyStxztwAAAAADY3nZ8cq219v4kr05ycpIfX7H7vCQ3SvKi1tqVY9ddVQtVdWJVnZhk99JSW/cYAAAAALaPbXlDg6o6I8kZ/cNb9Ov7VdWF/c+fbK09aeKQxyd5U5JnV9VDkrwzyX2SPCjdcNCzZxTqWUnOWX6wePBATphRRQAAAMCxYd/5F52zXpn9Z5923tGIhW2aXEtySpLHrNh2u35Jkg8luTa51lp7f1XdK8lTkzwsyTcluSzJs5Oc11q7fEZxXpBk+fa4r1rYs3ffjOoBAAAAYA62ZXKttXZuknM3ecxHkvzgLOJZo87FJItJUlWHdu2qo1k9AAAAADO24+dcAwAAAIBZkVwDAAAAgIEk1wAAAABgIMk1AAAAABhoW97QYLuoqoUkC/3D3UtLTTYTAAAAYAeRXJuts5Kcs/xg8eCBnDDHYAAAAIBjw77zLzpnrf37zz7tvKMVy06nI9VsXZDkpH7Zv7Bn73yjAQAAAGBUeq7NUGttMcliklTVoV27as4RAQAAADAmPdcAAAAAYCDJNQAAAAAYSHINAAAAAAaSXAMAAACAgdzQYIaqaiHJQv9w99JSk80EAAAA2EEk12brrCTnLD9YPHggJ8wxGAAAAIAk2Xf+ReesX2pt+88+7bwxYtnudKSarQuSnNQv+xf27J1vNAAAAACMSs+1GWqtLSZZTJKqOrRrV805IgAAAADGpOcaAAAAAAwkuQYAAAAAA0muAQAAAMBAkmsAAAAAMJDkGgAAAAAMJLkGAAAAAAMdN+8AdrKqWkiy0D/cvbTUZDMBAAAAdhDJtdk6K8k5yw8WDx7ICXMMBgAAAGAs+86/6Jz1yuw/+7TzjkYs86Qj1WxdkOSkftm/sGfvfKMBAAAAYFR6rs1Qa20xyWKSVNWhXbtqzhEBAAAAMCY91wAAAABgIMk1AAAAABhIcg0AAAAABpJcAwAAAICBJNcAAAAAYCDJNQAAAAAYSHINAAAAAAY6bt4B7GRVtZBkoX+4e2mpyWYCAAAA7CCSa7N1VpJzlh8sHjyQE+YYDAAAAMDRtO/8i85Za//+s08772jFMis6Us3WBUlO6pf9C3v2zjcaAAAAAEal59oMtdYWkywmSVUd2rWr5hwRAAAAAGPScw0AAAAABpJcAwAAAICBJNcAAAAAYCDJNQAAAAAYSHINAAAAAAaSXAMAAACAgSTXAAAAAGAgyTUAAAAAGEhyDQAAAAAGklwDAAAAgIEk1wAAAABgoOPmHcBOVlULSRb6h7uXlppsJgAAAMAOItczW2clubRf9i0ePDDfaAAAAAAYleTabF2Q5KR+2b+wZ+98owEAAABgVIaFzlBrbTHJYpJU1aFdu2rOEQEAAAAwJj3XAAAAAGAgyTUAAAAAGEhyDQAAAAAGklwDAAAAgIEk1wAAAABgIMk1AAAAABhIcg0AAAAABpJcAwAAAICBJNcAAAAAYCDJNQAAAAAYSHINAAAAAAaSXAMAAACAgSTXAAAAAGAgyTUAAAAAGOi4eQewk1XVQpKF/uHupaUmmwkAAACwg0iuzdZZSc5ZfrB48EBOmGMwAAAAAFvJvvMvOmf9UqtbajVWKIPpSDVbFyQ5qV/2L+zZO99oAAAAABiVnmsz1FpbTLKYJFV1aNeu+WdTAQAAABiPnmsAAAAAMJDkGgAAAAAMJLkGAAAAAANJrgEAAADAQJJrAAAAADCQ5BoAAAAADCS5BgAAAAADSa4BAAAAwECSawAAAAAwkOQaAAAAAAwkuQYAAAAAA0muAQAAAMBAkmsAAAAAMJDkGgAAAAAMJLkGAAAAAANJrgEAAADAQJJrAAAAADCQ5BoAAAAADCS5BgAAAAADSa4BAAAAwECSawAAAAAwkOQaAAAAAAx03LwD2MmqaiHJQv9w99JSk80EAAAA2EHkembrrCSX9su+xYMH5hsNAAAAAKOSXJutC5Kc1C/7F/bsnW80AAAAAIzKsNAZaq0tJllMkqo6tGtXzTkiAAAAAMak5xoAAAAADCS5BgAAAAADSa4BAAAAwECSawAAAAAwkOQaAAAAAAwkuQYAAAAAA0muAQAAAMBAkmsAAAAAMJDkGgAAAAAMJLkGAAAAAANJrgEAAADAQJJrAAAAADCQ5BoAAAAADCS5BgAAAAADSa4BAAAAwECSawAAAAAwkOQaAAAAAAwkuQYAAAAAA0muAQAAAMBAkmsAAAAAMJDkGgAAAAAMJLkGAAAAAANJrgEAAADAQJJrAAAAADCQ5BoAAAAADCS5BgAAAAADSa4BAAAAwECSawAAAAAwkOQaAAAAAAwkuQYAAAAAA0muAQAAAMBAkmsAAAAAMJDk2iqq6vFV9cGq+nxVva2qHjDvmAAAAADYWiTXpqiq70ryrCRPT3L3JG9K8sqquvVcAwMAAABgS5Fcm+5nklzYWvv91to7W2s/meSyJI+bc1wAAAAAbCHbMrlWVY+qqudU1Rur6mBVtap68TrH3KqqXlBVH6uqq6rqkqr6rao6YUW56ya5Z5JXrzjFq5Pcf9xnAgAAAMB2dty8AxjoF5LcLclnknw0yV3WKlxVt083tPPmSV6W5F1J7p3kp5I8rKpOba19qi9+syTXSfKJFaf5RJKvH+sJAAAAALD9bcuea0memOROSfZkY0M1n5cusfaE1toZrbWfb609OMkzk9w5yflTjmkrHteUbQAAAAAcw7Zlcq219rrW2ntba+smu6rqdkkemuSSJM9dsfucJFcmeXRV3ajf9skkX0hyixVlb54v7c0GAAAAwDFsWybXNunB/frVrbWlyR2ttcUkFye5YZL79tuuTvK2JN+w4jzfkG5oKQAAAAAk2b5zrm3Gnfv1e1bZ/950PdvulOQ1/bbfTPJHVfUv6ZJvP5bkxCS/u15lVfW2VXbd7RMf+2i+/M+esNG4Adb1m3/RrZeW1i4HsBnaFmAWtC3ALHziYx9NkpPnGcOxkFw7vl9fscr+5e17lze01v6sqm6a7sYJt0zyjiTf1Fr70BHEsevqq6/+wkcu+cB/HsE5OGxXki9PN1R3u/563krP4WjGMqu6xjzvkZ5r6PFDjlu+ocu7NlEPq9tKn8uhttJz0LaMey5ty/a1lT6XQ22l56BtGfdc2pbtayt9LofaSs9B2zLuuY5m23K3JDfeVHQjOxaSa+upfv1F87e11p6X7kYIm9Jau+fUSvoebavtZ3Oq6sQklya5V2vtY/OOZ4it9ByOZiyzqmvM8x7puYYeP+Q4bcu4ttLncqit9By0LeOeS9uyfW2lz+VQW+k5aFvGPZe2ZfvaSp/LobbSc9C2jHuuebQt83QszLm23DPt+FX271lRDgAAAAA25FhIrr27X99plf137NerzckGAAAAAFMdC8m11/Xrh1bVFz3fqlpIcmqSzyV5y9EOjCOymOS8fr1dbaXncDRjmVVdY573SM819PitdE0cq3bCe7CVnoO2ZdxzaVu2r53wHmyl56BtGfdc2pbtaye8B1vpOWhbxj3XMdW2VGtt/VJbWFWdni6B9sette9fpczfp7sj6BNaa8+Z2P6bSZ6Y5Pdaaz824zjNLwCMTtsCzIK2BZgFbQswC1uhbdmWNzSoqjOSnNE/vEW/vl9VXdj//MnW2pMmDnl8kjcleXZVPSTJO5PcJ8mD0g0HPXvGIQMAAACwA23LnmtVdW6Sc9Yo8qHW2skrjvmKJE9N8rAkN01yWZKXJjmvtXb5TAIFAAAAYEfblsk1AAAAANgKjoUbGgAAAADATEiuAQAAAMBAkmsAAAAAMJDkGgAAAAAMJLkGAAAAAANJrm1BVfX4qvpgVX2+qt5WVQ+Yd0zA9lZVp1XV31TVpVXVqurMeccE7AxV9eSq+teqOlhV/1NVf1tVXz3vuIDtq6p+vKre3rcrB6vqzVX1zfOOC9g5quop/d9Fvz3G+STXtpiq+q4kz0ry9CR3T/KmJK+sqlvPNTBgu7txknck+akkn5tzLMDOcnqS5yW5f5IHJ7kmyT9W1U3mGRSwrX00yc8luUeSeyV5bZKXVtXXzDUqYEeoqvsmeWySt492ztbaWOdiBFX1z0ne3lp77MS29yZ5SWvtyfOLDNgpquozSX6itXbhvGMBdp6qunGSK5Kc0Vr723nHA+wMVXV5kie31n5v3rEA21dVHZ/k39Il134pyTtaaz9xpOfVc22TqupRVfWcqnpj30W5VdWL1znmVlX1gqr6WFVdVVWXVNVvVdUJK8pdN8k9k7x6xSlene6/wcAONcu2BTi2zaF9WUj3HfPTozwBYMs5mu1KVV2nqr47XS/8N435PICt5Si1Lc9P13nptWPGftyYJztG/EKSuyX5TLruyndZq3BV3T7dL4GbJ3lZkncluXe6oVkPq6pTW2uf6ovfLMl1knxixWk+keTrx3oCwJY0y7YFOLYd7fblWUn+I8mbjzhyYKuaebtSVfvStSPX7+v59tba/pGfB7C1zLRtqarHJrlDkkePHbiea5v3xCR3SrInyeM2UP556d7oJ7TWzmit/Xxr7cFJnpnkzknOn3LMyrG6NWUbsLMcjbYFODYdtfalqn4zydcleWRr7QtHHDmwVR2NduXdSU5Jct8kv5PkhW6WAjvezNqWqrpzurntv6+1dvXYgZtz7QhU1elJXpfkj1tr3z9l/+2SvD/JJUlu31pbmti3kOSydImzm7fWruyHhX42yfe01v5iouxzk3x1a+2Bs3s2wFYxdtsy5XhzrsExapbtS1U9M8l3J3lQa+1dM3oKwBYz6+8tE2X/McmHWms/NGb8wNY0g3zLmUn+MMnkP/+uk64j01KSG7XWrhoar55rs/Xgfv3qyTc6SVpri0kuTnLDdP+NSZ89fVuSb1hxnm+I+QWAwzbVtgBswqD2paqeleR7kzxYYg1YYazvLbuSXG/88IBtarNty0uT7EvXI3Z5eWuSP+1/PqLebJJrs3Xnfv2eVfa/t1/faWLbbyY5s6p+uKru2n9ZPTHJ784oRmD72XTbUlU3rqpTquqUdG3/rfvHt55dmMA2NKR9eW6SH0zyPUk+XVW36Jcbzy5MYBsZ0q78alU9oKpOrqp9VfUrSU5P8sezCxPYZjbVtrTWDrTW3jG5JLkyyeX94yMa1umGBrN1fL++YpX9y9v3Lm9orf1ZVd003UR+t0zyjiTf1Fr70KyCBLadTbctSe6Vrlv1svP65YVJzhwxNmB7G9K+PL5fv2ZF2fOSnDtKVMB2NqRduUWSF/frK5K8Pck3ttb+fhYBAtvSkLZlZiTX5qv69RdlSFtrz0s3MR/AEF/StrTWXj+xHWCoae2LtgU4EtPalTPnEwqwg0zNt0xqrZ0+VmWGhc7Wcqb0+FX271lRDmAjtC3ArGhfgLFpV4BZ2FJti+TabL27X99plf137NerjREGmEbbAsyK9gUYm3YFmIUt1bZIrs3W8vxGD62qL3qt+1vDnprkc0necrQDA7Y1bQswK9oXYGzaFWAWtlTbIrk2Q6219yd5dZKTk/z4it3nJblRkhe11q48yqEB25i2BZgV7QswNu0KMAtbrW2pI7zb6DGnqs5Ickb/8BZJ/leSDyR5Y7/tk621J02Uv32SNyW5eZKXJXlnkvskeVC67on3b6196mjEDmxd2hZgVrQvwNi0K8AsbOe2RXJtk6rq3CTnrFHkQ621k1cc8xVJnprkYUlumuSyJC9Ncl5r7fKZBApsK9oWYFa0L8DYtCvALGzntkVyDQAAAAAGMucaAAAAAAwkuQYAAAAAA0muAQAAAMBAkmsAAAAAMJDkGgAAAAAMJLkGAAAAAANJrgEAAADAQJJrAAAAADCQ5BoAAAAADCS5BgAAAAADSa4BAAAAwECSawAAAAAwkOQaAHDMqarXV1Wbdxxjqqo7VtVfV9XHq6pV1YF5x3S0VdUlVXXJim1n9q/HmfOJ6to4WlW9fp4xAACzcdy8AwAAtqeJ5NSHk9y5tfb5KWUuSXKbJLtba9ccxfCOKVV1nSQvTXKHJH+U5KNJvuT92Mqq6uQkH0zywtbamfONZvOWk3qttZPnGwkAcLRJrgEAR+rWSX46ya/OOY5j2W2TfGWS32+t/ci8g5mjh8w7gDXcNcln5x0EADA+w0IBgCPx6SSXJ3lyVd1s3sEcw07s1x+baxRz1lp7f2vt/fOOY5rW2rtaax+edxwAwPgk1wCAI/HZJE9LsifJORs5oKpO7+efOneV/WvOm1VV31BVb6yqz1TV/1TVH1bV3r7c3avq5VX16X7/3/TDDVeL5XpV9ctV9cGquqqq3l9V51TVdVcpf5equrCqPtKX/0RV/UlV3XlK2Qv7mG9XVT9ZVW+vqs9tdN6tqrpnVf1lVf13X9eHqup5VXXLFeVakjf0D8/p61z19Z1Sz72r6s+q6tK+nsuq6tVV9Z1Tyn5nVV1UVVf0z2V/VT25qq43pewl/XLDqvqNqvpwf/73VdXPVVVNlD033ZDQJHnMxHO4dq60yeumj/kVVXV5v+3kyTrXeK7fXFVvqqor+2vkJVV1xynlVp2Tb+UcbstxpRv+fJsVsV84cdzUOdeq6viq+pWqendVfb6P6++r6uunlJ18DU7pX4MDVfXZqnpDVd1/yjELVfWLVfWOqjpYVYv9df5nVXXP1V4rAGDjDAsFAI7Uc5P8RJIfrarntNbeM8O6vi3JtyR5eZLfTXL/JGcmuW1V/XyS1yR5Y5I/SLIvybcmuX1V7WutLU05358n+dokL0lyKMnDk5yb5F5V9W2ttWsTLFX1sCR/lWR3kr9N8r4kt0ryiCTfXFUPaq3925Q6npXkAUlekeTvknxhvSdZVd+S5C+TVB/bh5LcM8njkjy8qk5trV3SFz8vyclJHpMuyfb6fvvrs46qemyS3+lj+psk701y8yT3SvL4dK/PctmnJ3lykk8m+ZMkn0nyjUmenuR/VdU3tNYOrahid5JXp+tZ98ok1yQ5I90Q4uv3sS/HujfJTyX5z3Tzxy37jxXnvF8fxz8leUGSmyW5er3nmu59+sYkf93Xd0qSRyZ5UFXdv7X27g2cY5pL0j2Pn+4f/9bEvv9Y68DqksIXpxvS+6/9sTdL8p1JXl1Vj2ut/d6UQ++V5GeTvDnJ/003NPuRSV5TVacsP5c+gfmqdJ+T5bLXJPmKJKen+6y8baNPFABYRWvNYrFYLBaLZdNLkpbko/3Pj+of/9WKMpf024+b2HZ6v+3cVc57SZJLVmw7sz/mmiQPnNi+K8k/9PsuT/J9K477g37fw1dsf32//T1JTpjYfv10SYiW5NET209INwT2k0m+csW5vipdounfVmy/sD/PpUluu4nX9cZ9PV9I8oAV+36uP+erV2xf8zVdpZ6vTJdQvDzJV03Zf6uJn+/Xn//DSW4xsf24dInGluQpq7z3f5fkBhPbb57kQL/snth+cl/+wlXiXX6OLcmPDrh2WpJvWbHvp/rtr5l2faxSx/L5zlyv7imfl9ev2PZ7/fbfS1IT2++Y5IokVyU5eZXXYGX9P9pvf97Etn39tr+eEs+uTFz7FovFYrFYhi+GhQIAR6y19pJ0Salvr6qvm2FV/6+1tjwEMq3rjfZH/cN3tNb+eEX5F/XrU1Y539Naa5+eON/n0/WKSpL/PVHuB9L1rDqntfb/TZ6gtfZfSX4/yd2r6iun1PHrrbUPTtm+mocnuWmSP2utvXHFvgvSJXG+oapuvYlzTvO4dMmxp/XP4Yu01j468XD5tfjl1trHJ8pck+SsJEtJfniVep7QWvvcxDH/neRlSY5P8iXDaTfgP9r03lzreW1r7eUrtv12kvcneXBV3WbAOQerqt1Jvj9dYvbJrbVre0m21t6b5NlJrpvu2lvp4tbahSu2vSBd8vneU8p/buWG1trS5LUPAAxnWCgAMJazkrwpyQVVdd/JZMGI3jpl2/Ik/tOGt13ar2+1yvneMGXbG9MlKe4+se1+/fpuq8xldqd+fdck/9+Kff+ySt2ruUe/fu3KHa21a6rqonS9vO6erifZUPft1688wpjeU1UfTTc0d29r7cDE7itaa++bcr6P9OsTNhrshM2+nsu+5L1urX2hqv4pye3TvZ4fGnjuIe6S5IbpEmWXT9n/2iS/kC++Dpd9yeegtXaoqj6RL35N/790Q1O/p08evizdcNq3ttY2MpQWANgAyTUAYBSttTdX1UvSDRH9ziR/NoNqrpiy7ZoN7Nu9yvk+sXJDn3D5VLrhi8tu2q8fu058N56y7eNTtq3l+H592Sr7l7fv3eR5V1o+/tK1CvU2EtOt+3IHJrYfmFY4h9+X62yg7pU2+3ou+5L3esX5jl9l/6wcyft8YJVjrsnEa9pfyw9O8kvpPpf/f3v3G3LnHMdx/P21ZB4IsfxrMluekCkUaTbkPxFSSzyQP7VGyL9hbY0MI/EAYdbSSomZpSSzPBGiRcOw5Yk8wEyMYvh68L0Ox7nPsfu+ztkevV+1Truu6z7X77quc9fpc/9+3++Dza6fI2IlNWNu+wTGLEmS+nBZqCRJGqU7qTpeS2NAx01qCSEM/iPf7gw5DurdEBGTqDDtp67NneBuZmbG//xb2eccE53B1znXwQP2H9JzXFs/Nq+HjePY3TWm8Wg7I3LMs250rql77H8BRES/z+h+Lc/fa7fc08zclpk3Z+ZUqpbbNcAmqgnJk8O8tyRJKoZrkiRpZDJzC/AEMA24YcBhnTpPU3t3RMQMRhdejMfsPttmUcHfhq5t73bt29U6553Tu6MJezo17fp1Jp2IzjWdO+SYZlDLbr/qWRI6UZ0uqm1ms43HmGfdBKmd+9n9vAd+RqlOnf38ycTG/jnwK3BcRPRbHnta8zrsc/5HZm7OzOXUvdhO1feTJElDMlyTJEmjtoSaFXU3/ZdJbqJmhV0UEf8svYyIvaki7rvTwu5gIyImA0ub/67oOm4FdU2LImJMwfiI2CMi5oxoTK9QHTznRsRJPftuAo4E3szMYeqtQc1a+oO6B2MaMUREd52655rXeyJiStcxk4CHqe+Uy4cczzZqVtqwjRoGOT0iLujZNp+qt7Y+M7vrrXXquv1nGXBEnAHMHfD+W4Epzed4p5qaZ6uo35ElPeeZDtxIzQJ9fuxPj09ETIuIo/vs2h/Yiz6NDiRJ0sRZc02SJI1UZv4QEfcDDw3YvyMiHgMWAhsiYjX1neRMqjnBN/1+bhf5DPikqRW3g5rJMx14ja5QIzO3RsRlwGrg3YhYB3xCLR88nGp4cAAwedgBZeb2iLgaeBF4OyJepBoXHA+cRdUIu34E5/k0IuYBT1HPYQ3wJXUdJwA/08yeysx3IuIh4HZgY3O/fqFmvR1DFclfNuR4tkfEe8CsiFgFfEHNBns1Mz8e5r0ba4HVzedtMzATOI8KMuf1HLsCuA1YEBEzqcYAR1HXuxq4tM/7rwNOBF5vmk78BnyUmWv/Z0x3UrMh50fEicB64ECqZuE+wPwJdprtNZO65g+BjdTv1hTqc74n/9ZgkyRJQzBckyRJu8LjVGBxxID9i6glcdcC11GB0QvAYsZ229yVLqdCviuAQ6ni/ouBB3q7nWbmuog4FrgVOJsKRX6nAou3gJdGNajMXBMRpwB3Nefal7pHTwH3ZuZIAsjMfCYiNlLXNAe4GPge+Bh4tufYOyJiAzXb6yoqnNlCdbR8ZETdJ68EHgXOoWaIBfB1M55hvQw8Tc2oPJ8KU1+mivp/0X1gZn4bEbOpwPBUahnlB1QAPI3+4dp91JLmC4FTqCWiK6lQr68miD4ZWABcAtxCzSZ7H1iWmW+0vNaOD6iZmLOpe7o/8B3VWffxzBxPp1hJkrQT0fO9UZIkSZIkSdI4WXNNkiRJkiRJaslwTZIkSZIkSWrJcE2SJEmSJElqyXBNkiRJkiRJaslwTZIkSZIkSWrJcE2SJEmSJElqyXBNkiRJkiRJaslwTZIkSZIkSWrJcE2SJEmSJElqyXBNkiRJkiRJaslwTZIkSZIkSWrJcE2SJEmSJElqyXBNkiRJkiRJaslwTZIkSZIkSWrJcE2SJEmSJElqyXBNkiRJkiRJaslwTZIkSZIkSWrpb9kYE7dX98n2AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 720x444.984 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 397,
       "width": 619
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from itertools import chain\n",
    "\n",
    "bins = list(chain(range(10), np.logspace(1, 4, 100)))\n",
    "counts, _ = np.histogram(df.actor_id.value_counts(), bins=bins)\n",
    "counts[:5]\n",
    "\n",
    "fig, ax = plt.subplots()\n",
    "hist = df.actor_id.value_counts().plot(\n",
    "    kind=\"hist\",\n",
    "    bins=bins,\n",
    "    ax=ax,\n",
    "    cumulative=-1,\n",
    ")\n",
    "ax.set_yscale(\"log\")\n",
    "ax.set_xscale(\"log\")\n",
    "ax.set_ylabel(\"Number of contributors\")\n",
    "ax.set_xlabel(\"Number of contributions\")\n",
    "ax.set_title(f\"Number of contributors with at least X contributions ({df.actor_id.nunique()//1000}k total)\")\n",
    "\n",
    "ax.set_xlim(1, 10000)\n",
    "ax.set_ylim(1, None)\n",
    "print(f\"{df.actor_id.nunique()} total unique contributors\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Rescaling to a fraction shows that ~90% of contributors\n",
    "have contributed to the conversation fewer than 10 times."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x444.984 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 397,
       "width": 640
      }
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import ticker as tick\n",
    "\n",
    "def adjust_y_axis(x, pos):\n",
    "    return f\"{100 * x / (len(df.actor_id.unique())):.2g}%\"\n",
    "\n",
    "ax.yaxis.set_major_formatter(tick.FuncFormatter(adjust_y_axis))\n",
    "display(ax.figure)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Annual contributions from frequent contributors\n",
    "\n",
    "We can try to break-down the annual contributions into groups,\n",
    "top 5 contributors, top 10 excluding top 5, top 50 excluding top 10, and so forth.\n",
    "\n",
    "This will allow us to see what are the primary contributors to the activity plateau.\n",
    "Is it driven by a pleateau in audience, or are the most-active folks less active?\n",
    "\n",
    "These exclusions allow us to do cumulative sums / stacked charts later on,\n",
    "as the cumulative sum across a given row gives totals with no double-counted groups."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "date  actor_id\n",
       "2003  57394       187\n",
       "      72162005     29\n",
       "      72162001      6\n",
       "      72162013      5\n",
       "      72162017      5\n",
       "                 ... \n",
       "2020  72165242      1\n",
       "      72165243      1\n",
       "      72165244      1\n",
       "      72165245      1\n",
       "      72165246      1\n",
       "Name: actor_id, Length: 32687, dtype: int64"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "by_year = df.groupby(df.date.dt.year)\n",
    "top_contributors_by_year = by_year.actor_id.value_counts()\n",
    "top_contributors_by_year"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "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>top 5</th>\n",
       "      <th>top 10</th>\n",
       "      <th>top 50</th>\n",
       "      <th>top 100</th>\n",
       "      <th>rest</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>year</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2003</th>\n",
       "      <td>232</td>\n",
       "      <td>11</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2004</th>\n",
       "      <td>480</td>\n",
       "      <td>35</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005</th>\n",
       "      <td>682</td>\n",
       "      <td>214</td>\n",
       "      <td>90</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2006</th>\n",
       "      <td>1558</td>\n",
       "      <td>383</td>\n",
       "      <td>266</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2007</th>\n",
       "      <td>1532</td>\n",
       "      <td>296</td>\n",
       "      <td>331</td>\n",
       "      <td>29</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2008</th>\n",
       "      <td>1363</td>\n",
       "      <td>492</td>\n",
       "      <td>494</td>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2009</th>\n",
       "      <td>857</td>\n",
       "      <td>241</td>\n",
       "      <td>255</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010</th>\n",
       "      <td>1820</td>\n",
       "      <td>331</td>\n",
       "      <td>585</td>\n",
       "      <td>128</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2011</th>\n",
       "      <td>6983</td>\n",
       "      <td>1050</td>\n",
       "      <td>1372</td>\n",
       "      <td>407</td>\n",
       "      <td>486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2012</th>\n",
       "      <td>9004</td>\n",
       "      <td>2120</td>\n",
       "      <td>2684</td>\n",
       "      <td>785</td>\n",
       "      <td>1544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2013</th>\n",
       "      <td>13363</td>\n",
       "      <td>2607</td>\n",
       "      <td>3037</td>\n",
       "      <td>994</td>\n",
       "      <td>2914</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2014</th>\n",
       "      <td>17695</td>\n",
       "      <td>4149</td>\n",
       "      <td>4366</td>\n",
       "      <td>1206</td>\n",
       "      <td>4456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2015</th>\n",
       "      <td>21152</td>\n",
       "      <td>7760</td>\n",
       "      <td>8996</td>\n",
       "      <td>2012</td>\n",
       "      <td>7332</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016</th>\n",
       "      <td>29334</td>\n",
       "      <td>13201</td>\n",
       "      <td>18353</td>\n",
       "      <td>3495</td>\n",
       "      <td>12053</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017</th>\n",
       "      <td>26754</td>\n",
       "      <td>12663</td>\n",
       "      <td>15693</td>\n",
       "      <td>3167</td>\n",
       "      <td>15203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2018</th>\n",
       "      <td>20423</td>\n",
       "      <td>11937</td>\n",
       "      <td>15741</td>\n",
       "      <td>3431</td>\n",
       "      <td>19000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2019</th>\n",
       "      <td>16965</td>\n",
       "      <td>8722</td>\n",
       "      <td>20798</td>\n",
       "      <td>4398</td>\n",
       "      <td>20841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020</th>\n",
       "      <td>12713</td>\n",
       "      <td>7967</td>\n",
       "      <td>18560</td>\n",
       "      <td>3301</td>\n",
       "      <td>15298</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      top 5  top 10  top 50  top 100   rest\n",
       "year                                       \n",
       "2003    232      11      10        0      0\n",
       "2004    480      35      17        0      0\n",
       "2005    682     214      90        0      0\n",
       "2006   1558     383     266        3      0\n",
       "2007   1532     296     331       29      0\n",
       "2008   1363     492     494       57      0\n",
       "2009    857     241     255       21      0\n",
       "2010   1820     331     585      128     70\n",
       "2011   6983    1050    1372      407    486\n",
       "2012   9004    2120    2684      785   1544\n",
       "2013  13363    2607    3037      994   2914\n",
       "2014  17695    4149    4366     1206   4456\n",
       "2015  21152    7760    8996     2012   7332\n",
       "2016  29334   13201   18353     3495  12053\n",
       "2017  26754   12663   15693     3167  15203\n",
       "2018  20423   11937   15741     3431  19000\n",
       "2019  16965    8722   20798     4398  20841\n",
       "2020  12713    7967   18560     3301  15298"
      ]
     },
     "execution_count": 131,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "levels = [5, 10, 50, 100]\n",
    "columns = [\"year\"] + [f\"top {n}\" for n in levels] + [\"rest\"]\n",
    "rows = []\n",
    "\n",
    "years = years = sorted(df.date.dt.year.unique())\n",
    "for year_dt, idx in by_year.groups.items():\n",
    "    events = df.loc[idx]\n",
    "    row = [year_dt.year]\n",
    "    tops = top_contributors_by_year[year_dt.year].index\n",
    "    n_prev = Nonema\n",
    "    for n in levels:\n",
    "        mask = events.actor_id.isin(tops[:n])\n",
    "        if n_prev:\n",
    "            mask = mask & ~events.actor_id.isin(tops[:n_prev])\n",
    "        n_prev = n\n",
    "        row.append(events[mask].actor_id.count())\n",
    "    row.append(events[~events.actor_id.isin(tops[:n])].actor_id.count())\n",
    "    rows.append(row)\n",
    "counts_by_year = pd.DataFrame(rows, columns=columns)\n",
    "counts_by_year = counts_by_year.set_index(\"year\")\n",
    "counts_by_year"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The same table as percentages (cumulative this time)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<style  type=\"text/css\" >\n",
       "</style><table id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030\" ><thead>    <tr>        <th class=\"blank level0\" ></th>        <th class=\"col_heading level0 col0\" >top 5</th>        <th class=\"col_heading level0 col1\" >top 10</th>        <th class=\"col_heading level0 col2\" >top 50</th>        <th class=\"col_heading level0 col3\" >top 100</th>        <th class=\"col_heading level0 col4\" >rest</th>    </tr>    <tr>        <th class=\"index_name level0\" >year</th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>        <th class=\"blank\" ></th>    </tr></thead><tbody>\n",
       "                <tr>\n",
       "                        <th id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030level0_row0\" class=\"row_heading level0 row0\" >2003</th>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row0_col0\" class=\"data row0 col0\" >92%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row0_col1\" class=\"data row0 col1\" >96%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row0_col2\" class=\"data row0 col2\" >100%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row0_col3\" class=\"data row0 col3\" >100%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row0_col4\" class=\"data row0 col4\" >100%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030level0_row1\" class=\"row_heading level0 row1\" >2004</th>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row1_col0\" class=\"data row1 col0\" >90%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row1_col1\" class=\"data row1 col1\" >97%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row1_col2\" class=\"data row1 col2\" >100%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row1_col3\" class=\"data row1 col3\" >100%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row1_col4\" class=\"data row1 col4\" >100%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030level0_row2\" class=\"row_heading level0 row2\" >2005</th>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row2_col0\" class=\"data row2 col0\" >69%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row2_col1\" class=\"data row2 col1\" >91%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row2_col2\" class=\"data row2 col2\" >100%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row2_col3\" class=\"data row2 col3\" >100%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row2_col4\" class=\"data row2 col4\" >100%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030level0_row3\" class=\"row_heading level0 row3\" >2006</th>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row3_col0\" class=\"data row3 col0\" >70%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row3_col1\" class=\"data row3 col1\" >88%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row3_col2\" class=\"data row3 col2\" >100%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row3_col3\" class=\"data row3 col3\" >100%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row3_col4\" class=\"data row3 col4\" >100%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030level0_row4\" class=\"row_heading level0 row4\" >2007</th>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row4_col0\" class=\"data row4 col0\" >70%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row4_col1\" class=\"data row4 col1\" >84%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row4_col2\" class=\"data row4 col2\" >99%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row4_col3\" class=\"data row4 col3\" >100%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row4_col4\" class=\"data row4 col4\" >100%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030level0_row5\" class=\"row_heading level0 row5\" >2008</th>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row5_col0\" class=\"data row5 col0\" >57%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row5_col1\" class=\"data row5 col1\" >77%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row5_col2\" class=\"data row5 col2\" >98%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row5_col3\" class=\"data row5 col3\" >100%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row5_col4\" class=\"data row5 col4\" >100%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030level0_row6\" class=\"row_heading level0 row6\" >2009</th>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row6_col0\" class=\"data row6 col0\" >62%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row6_col1\" class=\"data row6 col1\" >80%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row6_col2\" class=\"data row6 col2\" >98%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row6_col3\" class=\"data row6 col3\" >100%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row6_col4\" class=\"data row6 col4\" >100%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030level0_row7\" class=\"row_heading level0 row7\" >2010</th>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row7_col0\" class=\"data row7 col0\" >62%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row7_col1\" class=\"data row7 col1\" >73%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row7_col2\" class=\"data row7 col2\" >93%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row7_col3\" class=\"data row7 col3\" >98%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row7_col4\" class=\"data row7 col4\" >100%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030level0_row8\" class=\"row_heading level0 row8\" >2011</th>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row8_col0\" class=\"data row8 col0\" >68%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row8_col1\" class=\"data row8 col1\" >78%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row8_col2\" class=\"data row8 col2\" >91%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row8_col3\" class=\"data row8 col3\" >95%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row8_col4\" class=\"data row8 col4\" >100%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030level0_row9\" class=\"row_heading level0 row9\" >2012</th>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row9_col0\" class=\"data row9 col0\" >56%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row9_col1\" class=\"data row9 col1\" >69%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row9_col2\" class=\"data row9 col2\" >86%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row9_col3\" class=\"data row9 col3\" >90%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row9_col4\" class=\"data row9 col4\" >100%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030level0_row10\" class=\"row_heading level0 row10\" >2013</th>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row10_col0\" class=\"data row10 col0\" >58%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row10_col1\" class=\"data row10 col1\" >70%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row10_col2\" class=\"data row10 col2\" >83%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row10_col3\" class=\"data row10 col3\" >87%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row10_col4\" class=\"data row10 col4\" >100%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030level0_row11\" class=\"row_heading level0 row11\" >2014</th>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row11_col0\" class=\"data row11 col0\" >56%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row11_col1\" class=\"data row11 col1\" >69%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row11_col2\" class=\"data row11 col2\" >82%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row11_col3\" class=\"data row11 col3\" >86%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row11_col4\" class=\"data row11 col4\" >100%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030level0_row12\" class=\"row_heading level0 row12\" >2015</th>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row12_col0\" class=\"data row12 col0\" >45%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row12_col1\" class=\"data row12 col1\" >61%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row12_col2\" class=\"data row12 col2\" >80%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row12_col3\" class=\"data row12 col3\" >84%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row12_col4\" class=\"data row12 col4\" >100%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030level0_row13\" class=\"row_heading level0 row13\" >2016</th>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row13_col0\" class=\"data row13 col0\" >38%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row13_col1\" class=\"data row13 col1\" >56%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row13_col2\" class=\"data row13 col2\" >80%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row13_col3\" class=\"data row13 col3\" >84%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row13_col4\" class=\"data row13 col4\" >100%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030level0_row14\" class=\"row_heading level0 row14\" >2017</th>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row14_col0\" class=\"data row14 col0\" >36%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row14_col1\" class=\"data row14 col1\" >54%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row14_col2\" class=\"data row14 col2\" >75%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row14_col3\" class=\"data row14 col3\" >79%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row14_col4\" class=\"data row14 col4\" >100%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030level0_row15\" class=\"row_heading level0 row15\" >2018</th>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row15_col0\" class=\"data row15 col0\" >29%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row15_col1\" class=\"data row15 col1\" >46%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row15_col2\" class=\"data row15 col2\" >68%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row15_col3\" class=\"data row15 col3\" >73%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row15_col4\" class=\"data row15 col4\" >100%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030level0_row16\" class=\"row_heading level0 row16\" >2019</th>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row16_col0\" class=\"data row16 col0\" >24%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row16_col1\" class=\"data row16 col1\" >36%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row16_col2\" class=\"data row16 col2\" >65%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row16_col3\" class=\"data row16 col3\" >71%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row16_col4\" class=\"data row16 col4\" >100%</td>\n",
       "            </tr>\n",
       "            <tr>\n",
       "                        <th id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030level0_row17\" class=\"row_heading level0 row17\" >2020</th>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row17_col0\" class=\"data row17 col0\" >22%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row17_col1\" class=\"data row17 col1\" >36%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row17_col2\" class=\"data row17 col2\" >68%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row17_col3\" class=\"data row17 col3\" >74%</td>\n",
       "                        <td id=\"T_7be92de2_0dfe_11eb_9eb8_784f4385c030row17_col4\" class=\"data row17 col4\" >100%</td>\n",
       "            </tr>\n",
       "    </tbody></table>"
      ],
      "text/plain": [
       "<pandas.io.formats.style.Styler at 0x7fad93d60c40>"
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total = counts_by_year.cumsum(axis=1)[\"rest\"]\n",
    "fractions = counts_by_year.cumsum(axis=1)\n",
    "(fractions.div(total, axis=0)).style.format(\"{:,.0%}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can plot each group individually to see how their contributions have grown over time\n",
    "\n",
    "remember, top 10 is really 6-10, top 50 is really 11-50, etc."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 137,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Contributions from each slice')"
      ]
     },
     "execution_count": 137,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x444.984 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 395,
       "width": 624
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "counts_by_year.plot()\n",
    "plt.xlim(2003,2020)\n",
    "plt.title(\"Contributions from each slice\")\n",
    "# plt.xticks(counts_by_year.index[::2]);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We see a *huge* drop in activity from the top 5 contributors\n",
    "\n",
    "The same data as a stacked bar chart, showing cumulative sums,\n",
    "we can see how each changes.\n",
    "\n",
    "It's a little harder to see individual slopes in this one due to the stacking,\n",
    "so plot it twice, once with top5 ad the bottom, once with the rest at the bottom."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2003.0, 2020.0)"
      ]
     },
     "execution_count": 192,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x444.984 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 383,
       "width": 624
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "counts_by_year.plot.area()\n",
    "plt.xlim(2003, 2020)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2003.0, 2020.0)"
      ]
     },
     "execution_count": 193,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x444.984 with 1 Axes>"
      ]
     },
     "metadata": {
      "image/png": {
       "height": 383,
       "width": 624
      },
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# reverse column order so that 'rest' is at the bottom\n",
    "counts_by_year[counts_by_year.columns[::-1]].plot.area()\n",
    "plt.xlim(2003, 2020)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
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    "Key data points:\n",
    "\n",
    "- in 2016, 5 contributors accounted for 38% of activity. In 2019, this was 24%\n",
    "- total activity from top 5 contributors in 2016 exceeded that of the top 10 contributors in 2019\n",
    "- top 10 contributors in 2016 contributed almost as much as top 50 in 2019\n",
    "- contributions from outside top 100 continue to grow steadily\n",
    "\n",
    "\n",
    "Not counting 2020, the contribution plateau can be ascribed almost entirely to a drop in activity from the top 5-10 contributors. \"outside\" contributions, i.e. folks who contribute less than the top 100 in any given year, are continuing to rise linearly through 2019 (if not exponentially, as seen up to 2016).\n",
    "\n",
    "\n",
    "I think we can conclude that the plateau in total activity is ascribed primarily to two factors:\n",
    "\n",
    "1. a drop in activity from a very small number of highly active (mainly full-time, paid) contributors\n",
    "2. failure to grow the active/professional 'core' maintainers of the project to fill that gap\n",
    "\n",
    "Of course, the relative contributions the top 5 number *should* drop or at least flatten as we develop the community into having more members with a 'maintainer' role. And speaking as one of those five in 2016, the absolute value should also drop. We used to have only a few folks who answered ~every GitHub issue and that was never going to be sustainable. This has spread out, as it should. However, since we know the wider activity *is* rising, I think we can probably say that we aren't doing *enough* expansion of maintainer capacity, and can do more community and/or funding work to expand our \"maintainer\" base to keep up with the community.\n",
    "\n",
    "Note: some of these drops may or may not mean a drop in actual activity, but rather a drop in *measured* activity. This isn't a complete dataset, and activity in other places, such as the discourse forum, online meetings, conferences, etc. are not counted.\n",
    "\n",
    "The data here is a *very rough* proxy for actual activity and contributions, and to first order is really just the GitHub comment frequency, which dwarfs any other source of events."
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