{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "blue, orange, green, red, *rest = sns.color_palette()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "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>py_version</th>\n",
       "      <th>jf_version</th>\n",
       "      <th>implementation</th>\n",
       "      <th>function</th>\n",
       "      <th>time</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>c</td>\n",
       "      <td>damerau_levenshtein_distance</td>\n",
       "      <td>4.380978e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>c</td>\n",
       "      <td>hamming_distance</td>\n",
       "      <td>8.937792e-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>c</td>\n",
       "      <td>jaro_similarity</td>\n",
       "      <td>2.503095e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>c</td>\n",
       "      <td>jaro_winkler_similarity</td>\n",
       "      <td>1.972026e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>c</td>\n",
       "      <td>levenshtein_distance</td>\n",
       "      <td>1.547866e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>c</td>\n",
       "      <td>match_rating_codex</td>\n",
       "      <td>2.190338e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>c</td>\n",
       "      <td>match_rating_comparison</td>\n",
       "      <td>3.148878e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>c</td>\n",
       "      <td>metaphone</td>\n",
       "      <td>3.495554e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>c</td>\n",
       "      <td>nysiis</td>\n",
       "      <td>2.205183e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>c</td>\n",
       "      <td>soundex</td>\n",
       "      <td>2.679487e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>python</td>\n",
       "      <td>damerau_levenshtein_distance</td>\n",
       "      <td>3.269755e-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>python</td>\n",
       "      <td>hamming_distance</td>\n",
       "      <td>4.642171e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>python</td>\n",
       "      <td>jaro_similarity</td>\n",
       "      <td>8.329814e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>python</td>\n",
       "      <td>jaro_winkler_similarity</td>\n",
       "      <td>3.957728e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>python</td>\n",
       "      <td>levenshtein_distance</td>\n",
       "      <td>4.634622e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>python</td>\n",
       "      <td>match_rating_codex</td>\n",
       "      <td>6.073832e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>python</td>\n",
       "      <td>match_rating_comparison</td>\n",
       "      <td>2.192662e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>python</td>\n",
       "      <td>metaphone</td>\n",
       "      <td>2.464330e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>python</td>\n",
       "      <td>nysiis</td>\n",
       "      <td>1.960830e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>0.10-classic</td>\n",
       "      <td>python</td>\n",
       "      <td>soundex</td>\n",
       "      <td>1.415710e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>dev</td>\n",
       "      <td>rust</td>\n",
       "      <td>damerau_levenshtein_distance</td>\n",
       "      <td>1.222621e-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>dev</td>\n",
       "      <td>rust</td>\n",
       "      <td>hamming_distance</td>\n",
       "      <td>1.709667e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>dev</td>\n",
       "      <td>rust</td>\n",
       "      <td>jaro_similarity</td>\n",
       "      <td>6.012055e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>dev</td>\n",
       "      <td>rust</td>\n",
       "      <td>jaro_winkler_similarity</td>\n",
       "      <td>2.865497e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>dev</td>\n",
       "      <td>rust</td>\n",
       "      <td>levenshtein_distance</td>\n",
       "      <td>2.706507e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>dev</td>\n",
       "      <td>rust</td>\n",
       "      <td>match_rating_codex</td>\n",
       "      <td>2.964831e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>dev</td>\n",
       "      <td>rust</td>\n",
       "      <td>match_rating_comparison</td>\n",
       "      <td>4.741297e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>dev</td>\n",
       "      <td>rust</td>\n",
       "      <td>metaphone</td>\n",
       "      <td>3.101041e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>dev</td>\n",
       "      <td>rust</td>\n",
       "      <td>nysiis</td>\n",
       "      <td>3.454310e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>3.10.7</td>\n",
       "      <td>dev</td>\n",
       "      <td>rust</td>\n",
       "      <td>soundex</td>\n",
       "      <td>2.570345e-07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   py_version    jf_version implementation                      function  \\\n",
       "0      3.10.7  0.10-classic              c  damerau_levenshtein_distance   \n",
       "1      3.10.7  0.10-classic              c              hamming_distance   \n",
       "2      3.10.7  0.10-classic              c               jaro_similarity   \n",
       "3      3.10.7  0.10-classic              c       jaro_winkler_similarity   \n",
       "4      3.10.7  0.10-classic              c          levenshtein_distance   \n",
       "5      3.10.7  0.10-classic              c            match_rating_codex   \n",
       "6      3.10.7  0.10-classic              c       match_rating_comparison   \n",
       "7      3.10.7  0.10-classic              c                     metaphone   \n",
       "8      3.10.7  0.10-classic              c                        nysiis   \n",
       "9      3.10.7  0.10-classic              c                       soundex   \n",
       "10     3.10.7  0.10-classic         python  damerau_levenshtein_distance   \n",
       "11     3.10.7  0.10-classic         python              hamming_distance   \n",
       "12     3.10.7  0.10-classic         python               jaro_similarity   \n",
       "13     3.10.7  0.10-classic         python       jaro_winkler_similarity   \n",
       "14     3.10.7  0.10-classic         python          levenshtein_distance   \n",
       "15     3.10.7  0.10-classic         python            match_rating_codex   \n",
       "16     3.10.7  0.10-classic         python       match_rating_comparison   \n",
       "17     3.10.7  0.10-classic         python                     metaphone   \n",
       "18     3.10.7  0.10-classic         python                        nysiis   \n",
       "19     3.10.7  0.10-classic         python                       soundex   \n",
       "20     3.10.7           dev           rust  damerau_levenshtein_distance   \n",
       "21     3.10.7           dev           rust              hamming_distance   \n",
       "22     3.10.7           dev           rust               jaro_similarity   \n",
       "23     3.10.7           dev           rust       jaro_winkler_similarity   \n",
       "24     3.10.7           dev           rust          levenshtein_distance   \n",
       "25     3.10.7           dev           rust            match_rating_codex   \n",
       "26     3.10.7           dev           rust       match_rating_comparison   \n",
       "27     3.10.7           dev           rust                     metaphone   \n",
       "28     3.10.7           dev           rust                        nysiis   \n",
       "29     3.10.7           dev           rust                       soundex   \n",
       "\n",
       "            time  \n",
       "0   4.380978e-07  \n",
       "1   8.937792e-08  \n",
       "2   2.503095e-07  \n",
       "3   1.972026e-07  \n",
       "4   1.547866e-07  \n",
       "5   2.190338e-07  \n",
       "6   3.148878e-07  \n",
       "7   3.495554e-07  \n",
       "8   2.205183e-07  \n",
       "9   2.679487e-07  \n",
       "10  3.269755e-05  \n",
       "11  4.642171e-07  \n",
       "12  8.329814e-06  \n",
       "13  3.957728e-06  \n",
       "14  4.634622e-06  \n",
       "15  6.073832e-07  \n",
       "16  2.192662e-06  \n",
       "17  2.464330e-06  \n",
       "18  1.960830e-06  \n",
       "19  1.415710e-06  \n",
       "20  1.222621e-06  \n",
       "21  1.709667e-07  \n",
       "22  6.012055e-07  \n",
       "23  2.865497e-07  \n",
       "24  2.706507e-07  \n",
       "25  2.964831e-07  \n",
       "26  4.741297e-07  \n",
       "27  3.101041e-07  \n",
       "28  3.454310e-07  \n",
       "29  2.570345e-07  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cols=('py_version', 'jf_version', 'implementation', 'function', 'time')\n",
    "df = pd.concat(\n",
    "    [pd.read_csv('timedruns-old.csv', names=cols),\n",
    "    pd.read_csv('timedruns-new.csv', names=cols)]\n",
    ")\n",
    "orig_df = df.copy()\n",
    "df = df[df.jf_version.isin([\"0.10-classic\", \"dev\"])]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='time', ylabel='function'>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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vL6nktH379tDV1UVCQgIGDRokVYenpycOHjyI4OBgLF68GIqKimjYsCFGjhxZ4jiUlJQwc+ZMJCYmQlVVFW3atMHOnTtLfLyrqyvGjh2LAQMG4NmzZ5g7dy6CgoIQHh6OBQsWYOrUqfj7779Ru3ZttGrVCt26dStx3aVR3PutMDo6OggNDcWUKVOQm5sLOzs7/Pe//4Wenh6AdxdmjxkzBvXr10dWVhYEQcCsWbPw4MEDeHp6Qk1NDaNHj0bPnj2Lbacwe/bsQUBAALy9vfHq1Ss0aNBAvIuQvb09Tp8+jW+//RZt2rSBIAioX78+BgwYUOo+mRupAPXPfP6D+5nTHy9EREREFUoifDiBnIhkXnp6OrS1tXHIxZVJPhERUTWR//c7LS0NWlpaxZat1PvkExERERFR2WOSX4EWLVokddvD95fOnTtXdnjVWlJSUpF9q6GhUW63OSUiIiKqiqrsLTRl0dixY8Wn1X7oY7dNpOKZmJggLi6u2P1ERERENQWT/Aqkq6sLXV3dyg5DJikoKPCWkkRERET/j9N1iIiIiIhkDJN8IiIiIiIZwySfiIiIiEjGcE4+UQ3W+uiRj95nl4iIiKofjuQTEREREckYJvlERERERDKGST4RERERkYxhkk9EREREJGOY5BMRERERyRgm+UREREREMoZJPhERERGRjGGST0REREQkY5jkExERERHJGCb5REREREQyhkk+EREREZGMYZJPRERERCRjmOQTEREREckYJvlERERERDKGST4RERERkYxhkk9EREREJGOY5BMRERERyRgm+TLEw8MD/v7+lR1GiUREREBHR6eyw4CFhQVWrlwprkskEkRGRlZaPBWt0/pOcFvjVmAhIiKi6o1JPlWKAQMG4I8//qjsMApITk5G586dS1S2pn0hICIioupDobIDoJpJVVUVqqqqlR1GAUZGRpUdAhEREdFn40i+jMnLy0NgYCB0dXVhZGSEoKAgcd/y5cthZ2cHdXV1mJqaYvz48cjIyBD350+hOXjwIGxsbKCmpoa+ffsiMzMTW7duhYWFBWrVqoVJkyYhNzdXPM7CwgILFiyAj48PNDQ0YG5ujgMHDuDp06fo0aMHNDQ0YG9vj8uXLxdoK19QUBAcHBywbds2WFhYQFtbGwMHDsTLly/FMi9fvsTgwYOhrq4OY2NjrFixolRTlFJSUtC9e3eoqqrC0tIS27dvL1Dm/dH57Oxs+Pn5wdjYGCoqKjA3N0dISIh4zgDQq1cvSCQScf3+/fvo0aMHDA0NoaGhgebNm+PkyZNSbVhYWGDRokUYPnw4NDU1YWZmho0bN0qV+euvv+Dt7Q1dXV2oq6vD2dkZFy9eFPfv378fTk5OUFFRQb169TBv3jy8ffu2RP1AREREso9JvozZunUr1NXVcfHiRSxZsgTBwcE4ceIEAEBOTg6rV6/G77//jq1bt+LXX39FYGCg1PGZmZlYvXo1du7ciaNHjyI6Ohq9evXC4cOHcfjwYWzbtg0bNmzA7t27pY5bsWIF3NzccO3aNXTt2hVDhgyBj48PvvrqK1y9ehX169eHj48PBEEoMvb79+8jMjISBw8exMGDB3H69GmEhoaK+6dMmYKYmBgcOHAAJ06cwNmzZ3H16tUS942vry8ePXqEU6dOYffu3fj++++RkpJSZPnVq1fjwIED+Pnnn5GQkIDt27eLyXxsbCwAIDw8HMnJyeJ6RkYGunTpgqioKFy7dg1eXl7o3r07kpKSpOoOCwuDs7Mzrl27hvHjx2PcuHFISEgQ63B3d8fff/+NAwcO4Pr16wgMDEReXh4A4OzZs/Dx8cHkyZNx+/ZtbNiwAREREVi4cGGR55KVlYX09HSphYiIiGSYQDLD3d1daN26tdS25s2bC9OnTy+0/C+//CLo6emJ6+Hh4QIA4d69e+K2MWPGCGpqasLLly/FbZ6ensKYMWPEdXNzc+Grr74S15OTkwUAwuzZs8VtFy5cEAAIycnJYlva2tri/rlz5wpqampCenq6uG3atGlCy5YtBUEQhPT0dEFRUVH45ZdfxP2pqamCmpqaMHny5GL7RRAEISEhQQAgXLp0SdwWHx8vABBWrFghbgMg7Nu3TxAEQZg4caLQvn17IS8vr9A63y9bnMaNGwtr1qwR1z/sr7y8PMHAwEBYt26dIAiCsGHDBkFTU1N49uxZofV16NBBWLRokdS2bdu2CcbGxkXGMHfuXAFAgaXF4haC62rXAgsRERFVPWlpaQIAIS0t7aNlOZIvY+zt7aXWjY2NxdHqkydPokOHDqhTpw40NTUxZMgQPHv2DJmZmWJ5NTU11K9fX1w3NDSEhYUFNDQ0pLZ9OAL+fruGhoYAADs7uwLbihs5t7CwgKamZqGxP3jwADk5OWjRooW4X1tbGzY2NkXW9774+HgoKCigWbNm4raGDRsWe4cfX19fxMXFwcbGBpMmTcLx48c/2k5GRgYCAgJga2sLHR0daGhoID4+vsBI/vv9JZFIYGRkJJ5rXFwcHB0doaurW2gb169fR3BwMDQ0NMRl1KhRSE5Olnot3zdz5kykpaWJy6NHjz56LkRERFR98cJbGaOoqCi1LpFIkJeXh8TERHTr1g3jxo3DwoULoauri3PnzmHEiBHIzs6GmppakccXVWdR7UokkiK3fXhcSWKvLE5OTnj48CGOHDmCkydPon///ujYsWOBqUrvCwgIwIkTJ7Bs2TI0aNAAqqqq6Nu3L7Kzs6XKFXeuH7sgOSMjA/PmzUPv3r0L7FNRUSn0GGVlZSgrKxdbLxEREckOJvk1xJUrV5CXl4ewsDDIyb37Aefnn3+u5KhKrl69elBUVERsbCzMzMwAAGlpafjjjz/Qtm3bjx7fsGFDvH37FleuXEHz5s0BAAkJCUhNTS32OC0tLQwYMAADBgxA37594eXlhefPn0NXVxeKiopSFyADQExMDHx9fdGrVy8A7xLyxMTEUp2rvb09Nm/eLLbzIScnJyQkJKBBgwalqpeIiIhqDib5NUSDBg2Qk5ODNWvWoHv37oiJicH69esrO6wS09TUxNChQzFt2jTo6urCwMAAc+fOhZycnPgrQXFsbGzg5eWFMWPGYN26dVBQUIC/v3+xo+bLly+HsbExHB0dIScnh19++QVGRkbiFB8LCwtERUXBzc0NysrKqFWrFqysrLB37150794dEokEs2fPLvWvEd7e3li0aBF69uyJkJAQGBsb49q1azAxMYGLiwvmzJmDbt26wczMDH379oWcnByuX7+OW7duYcGCBaVqa26kAtQVFOB+5nSpjiMiIqKqjXPya4imTZti+fLlWLx4MZo0aYLt27eLt4OsLpYvXw4XFxd069YNHTt2hJubG2xtbYucovKh8PBwmJiYwN3dHb1798bo0aNhYGBQZHlNTU0sWbIEzs7OaN68ORITE3H48GHxl5CwsDCcOHECpqamcHR0FGOsVasWXF1d0b17d3h6esLJyalU56mkpITjx4/DwMAAXbp0gZ2dHUJDQyEvLw8A8PT0xMGDB3H8+HE0b94crVq1wooVK2Bubl6qdoiIiEh2SQShmHsaElVhr169Qp06dRAWFoYRI0ZUdjjVSnp6OrS1tXHIxZUj+URERNVE/t/vtLQ0aGlpFVuW03Wo2rh27Rru3LmDFi1aIC0tDcHBwQCAHj16VHJkRERERFULk3yqVpYtW4aEhAQoKSmhWbNmOHv2LGrXro2zZ8+ic+fORR73/pN9iYiIiGQdk3yqNhwdHXHlypVC9zk7OyMuLq5iAyIiIiKqopjkk0xQVVXlLSWJiIiI/h/vrkNEREREJGOY5BMRERERyRgm+UREREREMoZz8olqsNZHj3z0PrtERERU/XAkn4iIiIhIxjDJJyIiIiKSMUzyiYiIiIhkDJN8IiIiIiIZwySfiIiIiEjGMMknIiIiIpIxTPKJiIiIiGQM75NPVIO1nfUT5JVVAQBXlvpUcjRERERUVjiST0REREQkY5jkExERERHJGCb5REREREQyhkk+EREREZGMYZJPRERERCRjmOQTEREREckYJvlERERERDKGST4RERERkYxhkk9EREREJGP4xFsqc76+vkhNTUVkZGRlh1IoiUSCffv2oWfPnp9cx4fn6OHhAQcHB6xcufKzYgsKCkJkZCTi4uI+q56SUq67BQqq7z4G3NZsqJA2qWLETIyp7BCIiKgSMcmnMrdq1SoIglDZYRQpOTkZtWrV+qw6yuscAwICMHHiRHG9qn9hIiIioqqJST6VOW1t7c86PicnB4qKimUUTUFGRkafXcfnnuOHBEFAbm4uNDQ0oKGhUaZ1ExERUc3DOflU5nx9fcWpMEePHkXr1q2ho6MDPT09dOvWDffv3xfLJiYmQiKRYNeuXXB3d4eKigq2b9+OvLw8BAcHo27dulBWVoaDgwOOHj1aovazs7Ph5+cHY2NjqKiowNzcHCEhIeJ+iUQijoznt//zzz+jTZs2UFVVRfPmzfHHH38gNjYWzs7O0NDQQOfOnfH06dNCz7Ew27Ztg7OzMzQ1NWFkZIRBgwYhJSVF3B8dHQ2JRIIjR46gWbNmUFZWxrlz5xAUFAQHBwcA76bubN26Ffv374dEIoFEIkF0dDTat28PPz8/qfaePn0KJSUlREVFlaiPiIiISLYxyady9erVK0yZMgWXL19GVFQU5OTk0KtXL+Tl5UmVmzFjBiZPnoz4+Hh4enpi1apVCAsLw7Jly3Djxg14enriyy+/xN27dz/a5urVq3HgwAH8/PPPSEhIwPbt22FhYVHsMXPnzsWsWbNw9epVKCgoYNCgQQgMDMSqVatw9uxZ3Lt3D3PmzCnxeefk5GD+/Pm4fv06IiMjkZiYCF9f3wLlZsyYgdDQUMTHx8Pe3l5qX0BAAPr37w8vLy8kJycjOTkZrq6uGDlyJHbs2IGsrCyx7I8//og6deqgffv2hcaTlZWF9PR0qYWIiIhkF6frULnq06eP1PqWLVugr6+P27dvo0mTJuJ2f39/9O7dW1xftmwZpk+fjoEDBwIAFi9ejFOnTmHlypVYu3ZtsW0mJSXBysoKrVu3hkQigbm5+UfjDAgIgKenJwBg8uTJ8Pb2RlRUFNzc3AAAI0aMQERERInOGQCGDx8u/rtevXpYvXo1mjdvjoyMDKnpOMHBwejUqVOhdWhoaEBVVRVZWVlSU4x69+4NPz8/7N+/H/379wcAREREwNfXFxKJpNC6QkJCMG/evBLHT0RERNUbR/KpXN29exfe3t6oV68etLS0xBH1pKQkqXLOzs7iv9PT0/H48WMxwc7n5uaG+Pj4j7bp6+uLuLg42NjYYNKkSTh+/PhHj3l/FN3Q0BAAYGdnJ7Xt/ek2H3PlyhV0794dZmZm0NTUhLu7O4Diz7ukVFRUMGTIEGzZsgUAcPXqVdy6davQXwryzZw5E2lpaeLy6NGjUrdLRERE1QeTfCpX3bt3x/Pnz7Fp0yZcvHgRFy9eBPBu3vz71NXVy6xNJycnPHz4EPPnz8fr16/Rv39/9O3bt9hj3r/QN380/MNtH04xKsqrV6/g6ekJLS0tbN++HbGxsdi3bx+AsjvvkSNH4sSJE/jrr78QHh6O9u3bF/uLhbKyMrS0tKQWIiIikl1M8qncPHv2DAkJCZg1axY6dOgAW1tbvHjx4qPHaWlpwcTEBDEx0vf5jomJQaNGjUrUtpaWFgYMGIBNmzZh165d2LNnD54/f/5J51Fad+7cwbNnzxAaGoo2bdqgYcOGpfoV4H1KSkrIzc0tsN3Ozg7Ozs7YtGkTduzYITU9iIiIiIhz8qnc1KpVC3p6eti4cSOMjY2RlJSEGTNmlOjYadOmYe7cuahfvz4cHBwQHh6OuLg4bN++/aPHLl++HMbGxnB0dIScnBx++eUXGBkZQUdH5zPPqGTMzMygpKSENWvWYOzYsbh16xbmz5//SXVZWFjg2LFjSEhIgJ6eHrS1tcVfGEaOHAk/Pz+oq6ujV69en1T/3EgFqCsU/THgfub0J9VLRERElYsj+VRu5OTksHPnTly5cgVNmjTB119/jaVLl5bo2EmTJmHKlCmYOnUq7OzscPToURw4cABWVlYfPVZTUxNLliyBs7MzmjdvjsTERBw+fBhychXzdtfX10dERAR++eUXNGrUCKGhoVi2bNkn1TVq1CjY2NjA2dkZ+vr6Ur9ueHt7Q0FBAd7e3lBRUSmr8ImIiEgGSISq/GhSqpa8vb0hLy+PH3/8sbJDkWmJiYmoX78+YmNj4eTkVKpj09PToa2tjUMurhzJJyIiqiby/36npaV99Po6juRTmXn79i1u376NCxcuoHHjxpUdjszKycnBkydPMGvWLLRq1arUCT4RERHJPib5VGZu3boFZ2dnNG7cGGPHji23dhYtWgQNDY1Cl86dO5dbu1VFTEwMjI2NERsbi/Xr11d2OERERFQFcboOVTvPnz8v8k45qqqqqFOnTgVHVP1wug4REVH1U5rpOry7DlU7urq60NXVrewwiIiIiKosTtchIiIiIpIxTPKJiIiIiGQMk3wiIiIiIhnDOflENVjro0c+euEOERERVT8cySciIiIikjFM8omIiIiIZAyTfCIiIiIiGcMkn4iIiIhIxjDJJyIiIiKSMUzyiYiIiIhkDJN8IiIiIiIZwySfqAZrO+snNJv2Q2WHQURERGWMST4RERERkYxhkk9EREREJGOY5BMRERERyRgm+UREREREMoZJPhERERGRjGGST0REREQkY5jkExERERHJGCb5REREREQyhkk+EREREZGMUajsAGoaX19fpKamIjIysrJDKREPDw84ODhg5cqVJSqfmJgIS0tLXLt2DQ4ODoWWkUgk2LdvH3r27FlmcZZGac+pMBEREfD390dqaioAICgoCJGRkYiLi/us2KKjo9GuXTu8ePECOjo6n1VXSSjX3QIFVQW4rdlQ7m1VhpiJMZUdAhERUaVgkl/BVq1aBUEQKjuMEtu7dy8UFRUrO4wyVRbnNGDAAHTp0qWMIvofV1dXJCcnQ1tbG0DBLxNEREREJcEkv4LlJ2+fKicnp0KTbl1d3Qprq6Sys7OhpKT0yceXxTmpqqpCVVX1s+t5X05ODpSUlGBkZFSm9RIREVHNwzn5FczX11ecpnL06FG0bt0aOjo60NPTQ7du3XD//n2xbGJiIiQSCXbt2gV3d3eoqKhg+/btyMvLQ3BwMOrWrQtlZWU4ODjg6NGjJWq/b9++8PPzE9f9/f0hkUhw584dAO8SaHV1dZw8eRLAu6kt/v7+YnkLCwssWrQIw4cPh6amJszMzLBx48Yi28vNzcXw4cPRsGFDJCUlFVrm0aNH6N+/P3R0dKCrq4sePXogMTGxQJ8tXLgQJiYmsLGx+eh5fv/997CysoKKigoMDQ3Rt29fcV9h57RgwQL4+PhAQ0MD5ubmOHDgAJ4+fYoePXpAQ0MD9vb2uHz5snhMREREsdNpYmNj0alTJ9SuXRva2tpwd3fH1atXpcpIJBKsW7cOX375JdTV1bFw4UJER0dDIpEgNTUV0dHRGDZsGNLS0iCRSCCRSBAUFITg4GA0adKkQJsODg6YPXt2ofFkZWUhPT1daiEiIiLZxSS/Er169QpTpkzB5cuXERUVBTk5OfTq1Qt5eXlS5WbMmIHJkycjPj4enp6eWLVqFcLCwrBs2TLcuHEDnp6e+PLLL3H37t2Ptunu7o7o6Ghx/fTp06hdu7a4LTY2Fjk5OXB1dS2yjrCwMDg7O+PatWsYP348xo0bh4SEhALlsrKy0K9fP8TFxeHs2bMwMzMrUCYnJweenp7Q1NTE2bNnERMTAw0NDXh5eSE7O1ssFxUVhYSEBJw4cQIHDx4s9hwvX76MSZMmITg4GAkJCTh69Cjatm1b7DErVqyAm5sbrl27hq5du2LIkCHw8fHBV199hatXr6J+/frw8fEp8VSrly9fYujQoTh37hx+++03WFlZoUuXLnj58qVUuaCgIPTq1Qs3b97E8OHDpfa5urpi5cqV0NLSQnJyMpKTkxEQEIDhw4cjPj4esbGxYtlr167hxo0bGDZsWKHxhISEQFtbW1xMTU1LdB5ERERUPXG6TiXq06eP1PqWLVugr6+P27dvS43U+vv7o3fv3uL6smXLMH36dAwcOBAAsHjxYpw6dQorV67E2rVri23Tw8MDkydPxtOnT6GgoIDbt29j9uzZiI6OxtixYxEdHY3mzZtDTU2tyDq6dOmC8ePHAwCmT5+OFStW4NSpU1Ij7BkZGejatSuysrJw6tSpIqcp7dq1C3l5edi8eTMkEgkAIDw8HDo6OoiOjsYXX3wBAFBXV8fmzZtLNE0nKSkJ6urq6NatGzQ1NWFubg5HR8dij+nSpQvGjBkDAJgzZw7WrVuH5s2bo1+/fuJ5uri44J9//inRdJr27dtLrW/cuBE6Ojo4ffo0unXrJm4fNGiQVGL+4MED8d9KSkrQ1taGRCKRalNDQwOenp4IDw9H8+bNAbzrM3d3d9SrV6/QeGbOnIkpU6aI6+np6Uz0iYiIZBhH8ivR3bt34e3tjXr16kFLSwsWFhYAUGBai7Ozs/jv9PR0PH78GG5ublJl3NzcEB8f/9E2mzRpAl1dXZw+fRpnz56Fo6MjunXrhtOnTwN4N7Lv4eFRbB329vbiv/MT0JSUFKky3t7eePXqFY4fP17sdQjXr1/HvXv3oKmpCQ0NDWhoaEBXVxdv3ryRmrpkZ2dX4nn4nTp1grm5OerVq4chQ4Zg+/btyMzMLPE5GRoaim1+uO3D8yzKP//8g1GjRsHKygra2trQ0tJCRkZGsa9taYwaNQo//fQT3rx5g+zsbOzYsaPALwHvU1ZWhpaWltRCREREsosj+ZWoe/fuMDc3x6ZNm2BiYoK8vDw0adJEapoK8G4Uu6xIJBK0bdsW0dHRUFZWhoeHB+zt7ZGVlYVbt27h/PnzCAgIKLaODy/8lUgkBaYYdenSBT/++CMuXLhQYFT7fRkZGWjWrBm2b99eYJ++vr7479L0gaamJq5evYro6GgcP34cc+bMQVBQEGJjY4ucR//+OeX/olDYtg/PsyhDhw7Fs2fPsGrVKpibm0NZWRkuLi5l9tp2794dysrK2LdvH5SUlJCTkyN13QERERHVbEzyK8mzZ8+QkJCATZs2oU2bNgCAc+fOffQ4LS0tmJiYICYmBu7u7uL2mJgYtGjRokRtu7u7Y9OmTVBWVsbChQshJyeHtm3bYunSpcjKyirwK8GnGDduHJo0aYIvv/wShw4dkor1fU5OTti1axcMDAzKdHRZQUEBHTt2RMeOHTF37lzo6Ojg119/lZr2VJ5iYmLw/fffi7fZfPToEf79999S16OkpITc3NwC2xUUFDB06FCEh4dDSUkJAwcOLPO7/RAREVH1xSS/ktSqVQt6enrYuHEjjI2NkZSUhBkzZpTo2GnTpmHu3LmoX78+HBwcEB4ejri4uEJHwwvj4eGBr7/+GkpKSmjdurW4LSAgAM2bNy+zXw4mTpyI3NxcdOvWDUeOHBHbet/gwYOxdOlS9OjRQ7xj0J9//om9e/ciMDAQdevWLXW7Bw8exIMHD9C2bVvUqlULhw8fRl5eXonuylNWrKyssG3bNjg7OyM9PR3Tpk37pCTcwsICGRkZiIqKQtOmTaGmpiZeLzFy5EjY2toCePel4lPMjVSAusK7jwH3M6c/qQ4iIiKqejgnv5LIyclh586duHLlCpo0aYKvv/4aS5cuLdGxkyZNwpQpUzB16lTY2dnh6NGjOHDgAKysrEp0vJ2dHXR0dODg4AANDQ0A75L83Nzcj87HLy1/f3/MmzcPXbp0wfnz5wvsV1NTw5kzZ2BmZobevXvD1tYWI0aMwJs3bz55ZF9HRwd79+5F+/btYWtri/Xr1+Onn35C48aNP/d0Suw///kPXrx4AScnJwwZMgSTJk2CgYFBqetxdXXF2LFjMWDAAOjr62PJkiXiPisrK7i6uqJhw4Zo2bJlWYZPRERE1ZxEqE6PX5UB3t7ekJeXx48//ljZoVA1JwgCrKysMH78eKk755REeno6tLW1ccjFlSP5RERE1UT+3++0tLSPDoZyJL+CvH37Frdv38aFCxcqdESZZNPTp0/x3Xff4cmTJ0XeG5+IiIhqLib5FeTWrVtwdnZG48aNMXbs2HJrZ9GiReKtKD9cOnfuXG7tVqSzZ88WeY75049knYGBAYKDg7Fx40bUqlWrssMhIiKiKoYX3lYQBweHj96rvSyMHTsW/fv3L3SfrNx9xdnZGXFxcZUdRqXiLDsiIiIqDpN8GaOrqwtdXd3KDqNcqaqqokGDBpUdBhEREVGVxek6REREREQyhkk+EREREZGMYZJPRERERCRjOCefqAZrffTIJz90jIiIiKoujuQTEREREckYJvlERERERDKGST4RERERkYxhkk9EREREJGOY5BMRERERyRgm+UREREREMoZJPhERERGRjGGST1SDtZ31U2WHQEREROWAST4RERERkYxhkk9EREREJGOY5BMRERERyRgm+UREREREMoZJPhERERGRjGGST0REREQkY5jkExERERHJGIVPOSgqKgpRUVFISUlBXl6e1L4tW7aUSWBERERERPRpSp3kz5s3D8HBwXB2doaxsTEkEkl5xEVERERERJ9IIgiCUJoDjI2NsWTJEgwZMqS8YqrRPDw84ODggJUrV1Z2KCVSnvFKJBLs27cPPXv2LPO6ASAiIgL+/v5ITU0FAAQFBSEyMhJxcXHl0l5Vkp6eDm1tbbRY3AIKqp/0g55MiZkYU9khEBERfVT+3++0tDRoaWkVW7bUc/Kzs7Ph6ur6ycFRzSORSBAZGVnq45KTk9G5c+eyD6gIAQEBiIqKKlHZoKAgODg4lG9ARERERJ+o1En+yJEjsWPHjvKIhUiKkZERlJWVK6w9DQ0N6OnpVVh7REREROWl1En+mzdvsHz5cri7u2PixImYMmWK1EJlJysrCwEBAahTpw7U1dXRsmVLREdHA3j3c42qqiqOHDkidcy+ffugqamJzMxMAMCjR4/Qv39/6OjoQFdXFz169EBiYqJY3tfXFz179sSyZctgbGwMPT09TJgwATk5OWKZ77//HlZWVlBRUYGhoSH69u0r1WZeXh4CAwOhq6sLIyMjBAUFifssLCwAAL169YJEIhHXAWD//v1wcnKCiooK6tWrh3nz5uHt27fi/vd/AUhMTIREIsHevXvRrl07qKmpoWnTprhw4UKJ+zMiIgJmZmZQU1NDr1698OzZM6n9H47OR0dHo0WLFlBXV4eOjg7c3Nzw559/IiIiAvPmzcP169chkUggkUgQEREBAFi+fDns7Oygrq4OU1NTjB8/HhkZGVIx6Ojo4NixY7C1tYWGhga8vLyQnJwsFcuWLVvQuHFjKCsrw9jYGH5+fuK+1NRUjBw5Evr6+tDS0kL79u1x/fr1Ys89KysL6enpUgsRERHJrlIn+Tdu3ICDgwPk5ORw69YtXLt2TVxqwlzmiuTn54cLFy5g586duHHjBvr16wcvLy/cvXsXWlpa6NatW4FfVbZv346ePXtCTU0NOTk58PT0hKamJs6ePYuYmBgxqczOzhaPOXXqFO7fv49Tp05h69atiIiIEJPWy5cvY9KkSQgODkZCQgKOHj2Ktm3bSrW5detWqKur4+LFi1iyZAmCg4Nx4sQJAEBsbCwAIDw8HMnJyeL62bNn4ePjg8mTJ+P27dvYsGEDIiIisHDhwmL75Ntvv0VAQADi4uJgbW0Nb29vqS8GRbl48SJGjBgBPz8/xMXFoV27dliwYEGR5d++fYuePXvC3d0dN27cwIULFzB69GhIJBIMGDAAU6dORePGjZGcnIzk5GQMGDAAACAnJ4fVq1fj999/x9atW/Hrr78iMDBQqu7MzEwsW7YM27Ztw5kzZ5CUlISAgABx/7p16zBhwgSMHj0aN2/exIEDB9CgQQNxf79+/ZCSkoIjR47gypUrcHJyQocOHfD8+fMizyckJATa2triYmpq+tE+IyIiouqr1BfeUvnKv5B1ypQpqFevHpKSkmBiYiLu79ixI1q0aIFFixYhMjISQ4YMwT///AM1NTWkp6fD0NAQ+/btg5eXF3788UcsWLAA8fHx4l2QsrOzoaOjg8jISHzxxRfw9fVFdHQ07t+/D3l5eQBA//79IScnh507d2Lv3r0YNmwY/vrrL2hqahYab25uLs6ePStua9GiBdq3b4/Q0FAAhV9A27FjR3To0AEzZ84Ut/34448IDAzE48ePCxyXmJgIS0tLbN68GSNGjAAA3L59G40bN0Z8fDwaNmxYbL8OGjQIaWlpOHTokLht4MCBOHr0aKEX3j5//hx6enqIjo6Gu7t7gfpKepHu7t27MXbsWPz7778A3o3kDxs2DPfu3UP9+vUBvPulJDg4GE+ePAEA1KlTB8OGDSv0S8i5c+fQtWtXpKSkSE1latCgAQIDAzF69OhC48jKykJWVpa4np6eDlNTU154+/944S0REVUHpbnw9rP+uv/1118AgLp1635ONVSImzdvIjc3F9bW1lLbs7KyxHnjXbp0gaKiIg4cOICBAwdiz5490NLSQseOHQEA169fx7179wok52/evMH9+/fF9caNG4sJPvDuDko3b94EAHTq1Anm5uaoV68evLy84OXlhV69ekFNTU0sb29vL1W/sbExUlJSij2/69evIyYmRmrkPjc3F2/evEFmZqZU/e97vy1jY2MAQEpKykeT/Pj4ePTq1Utqm4uLC44ePVpoeV1dXfj6+sLT0xOdOnVCx44d0b9/f7HNopw8eRIhISG4c+cO0tPT8fbt2wLnpKamJib4+eeR318pKSl4/PgxOnToUGj9169fR0ZGRoFrB16/fi31mn5IWVm5Qq9vICIiospV6iQ/Ly8PCxYsQFhYmDjXWFNTE1OnTsW3334LOTk+RLcsZGRkQF5eHleuXJFKwIF3F4gCgJKSEvr27YsdO3Zg4MCB2LFjBwYMGAAFBQWxjmbNmmH79u0F6tfX1xf/raioKLVPIpGIDznT1NTE1atXER0djePHj2POnDkICgpCbGwsdHR0Pnp8cec3b9489O7du8A+FRWVIo97v638Xyc+1tanCg8Px6RJk3D06FHs2rULs2bNwokTJ9CqVatCyycmJqJbt24YN24cFi5cCF1dXZw7dw4jRoxAdna2mOQX1l/5P6ipqqoWG1NGRgaMjY3FazPel/96EBEREZU6yf/222/xn//8B6GhoXBzcwPwbgpBUFAQ3rx589E51VQyjo6OyM3NRUpKCtq0aVNkucGDB6NTp074/fff8euvv0pN8XBycsKuXbtgYGDw0Z90iqOgoICOHTuiY8eOmDt3LnR0dPDrr78WmqAXRlFREbm5uVLbnJyckJCQIDXXvDzZ2tri4sWLUtt+++23jx7n6OgIR0dHzJw5Ey4uLtixYwdatWoFJSWlAud05coV5OXlISwsTPyy+/PPP5cqTk1NTVhYWCAqKgrt2rUrsN/JyQlPnjyBgoKC1EXMRERERO8rdZK/detWbN68GV9++aW4zd7eHnXq1MH48eOZ5JcRa2trDB48GD4+PggLC4OjoyOePn2KqKgo2Nvbo2vXrgCAtm3bwsjICIMHD4alpSVatmwp1jF48GAsXboUPXr0QHBwMOrWrYs///wTe/fuRWBgYImmWR08eBAPHjxA27ZtUatWLRw+fBh5eXmwsbEp8bnkJ61ubm5QVlZGrVq1MGfOHHTr1g1mZmbo27cv5OTkcP36ddy6davYC2I/1aRJk+Dm5oZly5ahR48eOHbsWJFTdQDg4cOH2LhxI7788kuYmJggISEBd+/ehY+Pj3hODx8+RFxcHOrWrQtNTU00aNAAOTk5WLNmDbp3746YmBisX7++1LEGBQVh7NixMDAwQOfOnfHy5UvExMRg4sSJ6NixI1xcXNCzZ08sWbIE1tbWePz4MQ4dOoRevXrB2dm5VG3NjVSA+v//8uN+5nSpYyUiIqKqqdRza54/f17o/OeGDRsWe3cPKr3w8HD4+Phg6tSpsLGxQc+ePREbGwszMzOxjEQigbe3N65fv47BgwdLHa+mpoYzZ87AzMwMvXv3hq2tLUaMGIE3b96UeGRfR0cHe/fuRfv27WFra4v169fjp59+QuPGjUt8HmFhYThx4gRMTU3h6OgIAPD09MTBgwdx/PhxNG/eHK1atcKKFStgbm5e4npLo1WrVti0aRNWrVqFpk2b4vjx45g1a1aR5dXU1HDnzh306dMH1tbWGD16NCZMmIAxY8YAAPr06QMvLy+0a9cO+vr6+Omnn9C0aVMsX74cixcvRpMmTbB9+3aEhISUOtahQ4di5cqV+P7779G4cWN069YNd+/eBfDu9T58+DDatm2LYcOGwdraGgMHDsSff/4JQ0PDT+scIiIikjmlvrtOy5Yt0bJlS6xevVpq+8SJExEbG1uiKRBEVLnyr84/5OLKkXwiIqJqolzvrrNkyRJ07doVJ0+ehIuLCwDgwoULePToEQ4fPvxpERMRERERUZkp9XQdd3d3/PHHH+jVqxdSU1ORmpqK3r17IyEhodgLRInKU+fOnaGhoVHosmjRosoOj4iIiKhCfdJ98k1MTHiBLVUpmzdvxuvXrwvdp6urW8HREBEREVWuEiX5N27cQJMmTSAnJ4cbN24UW/bDByMRVYQ6depUdghEREREVUaJknwHBwc8efIEBgYGcHBwkHp4z/skEkmBe4cTEREREVHFKlGS//DhQ/EJqQ8fPizXgIiIiIiI6POUKMl//97lf/75J1xdXaGgIH3o27dvcf78+XK7zzkREREREZVMqe+TLy8vj+TkZBgYGEhtf/bsGQwMDDhdh6gaKM19domIiKhqKM3f71LfQlMQBEgkkgLbnz17BnV19dJWR0REREREZazEt9Ds3bs3gHcX1/r6+kJZWVncl5ubixs3bsDV1bXsIyQiIiIiolIpcZKvra0N4N1IvqamJlRVVcV9SkpKaNWqFUaNGlX2ERIRERERUamUOMkPDw8HAFhYWGDatGlQU1Mrt6CIiIiIiOjTlXpOvo+PD/7+++8C2+/evYvExMSyiImIiIiIiD5DqZN8X19fnD9/vsD2ixcvwtfXtyxiIiIiIiKiz1DqJP/atWtwc3MrsL1Vq1aIi4sri5iIiIiIiOgzlDrJl0gkePnyZYHtaWlpvEc+UTXTdtZPaDbth8oOg4iIiMpYqZP8tm3bIiQkRCqhz83NRUhICFq3bl2mwRERERERUemV+O46+RYvXoy2bdvCxsYGbdq0AQCcPXsW6enp+PXXX8s8QCIiIiIiKp1Sj+Q3atQIN27cQP/+/ZGSkoKXL1/Cx8cHd+7cQZMmTcojRiIiIiIiKoVSj+QDgImJCRYtWlTWsRARERERURn4pCQ/NTUVly5dQkpKCvLy8qT2+fj4lElgRERERET0aUqd5P/3v//F4MGDkZGRAS0tLUgkEnGfRCJhkk9EREREVMlKPSd/6tSpGD58ODIyMpCamooXL16Iy/Pnz8sjRiIiIiIiKoVSJ/l///03Jk2aBDU1tfKIh4iIiIiIPlOpp+t4enri8uXLqFevXnnEQ0QVSLnuFiioKsBtzYZC98dMjKngiIiIiKgslDrJ79q1K6ZNm4bbt2/Dzs4OioqKUvu//PLLMguOqp6goCBERkYiLi6uskMBAFhYWMDf3x/+/v6VHconi46ORrt27fDixQvo6OhUdjhEREQkA0qd5I8aNQoAEBwcXGCfRCKRehIuVW2+vr5ITU1FZGRkZYfyUREREfD390dqaqrU9tjYWKirq1dOUERERERVVKmT/A9vmUn0ObKzs6GkpPTJx+vr65dhNERERESyodQX3lLl8PDwwMSJE+Hv749atWrB0NAQmzZtwqtXrzBs2DBoamqiQYMGOHLkCAAgNzcXI0aMgKWlJVRVVWFjY4NVq1aJ9QUFBWHr1q3Yv38/JBIJJBIJoqOjAQB//fUXvL29oaurC3V1dTg7O+PixYtS8Wzbtg0WFhbQ1tbGwIED8fLlyxKfh5+fH/z9/VG7dm14enoCAJYvXw47Ozuoq6vD1NQU48ePR0ZGBoB301mGDRuGtLQ0MdagoCAA76brrFy5UqxfIpFg8+bN6NWrF9TU1GBlZYUDBw5IxXDgwAFYWVlBRUUF7dq1w9atWyGRSAr8SlCUmJgYeHh4QE1NDbVq1YKnpydevHgBAMjKysKkSZNgYGAAFRUVtG7dGrGxsVLHHz58GNbW1lBVVUW7du2QmJhYoI1z586hTZs2UFVVhampKSZNmoRXr14BAH744QdoaGjg7t27Yvnx48ejYcOGyMzMLDTmrKwspKenSy1EREQku0o9kl/YNJ33zZkz55ODoeJt3boVgYGBuHTpEnbt2oVx48Zh37596NWrF7755husWLECQ4YMQVJSEhQVFVG3bl388ssv0NPTw/nz5zF69GgYGxujf//+CAgIQHx8PNLT0xEeHg4A0NXVRUZGBtzd3VGnTh0cOHAARkZGuHr1qtQvOPfv30dkZCQOHjyIFy9eoH///ggNDcXChQtLfB7jxo1DTMz/LuqUk5PD6tWrYWlpiQcPHmD8+PEIDAzE999/D1dXV6xcuRJz5sxBQkICAEBDQ6PI+ufNm4clS5Zg6dKlWLNmDQYPHow///wTurq6ePjwIfr27YvJkydj5MiRuHbtGgICAkr8GsTFxaFDhw4YPnw4Vq1aBQUFBZw6dUqcphYYGIg9e/Zg69atMDc3x5IlS+Dp6Yl79+5BV1cXjx49Qu/evTFhwgSMHj0aly9fxtSpU6XauH//Pry8vLBgwQJs2bIFT58+hZ+fH/z8/BAeHg4fHx8cPHgQgwcPxvnz53Hs2DFs3rwZFy5cKPKuVyEhIZg3b16Jz5OIiIiqOaGUHBwcpJbGjRsLampqgpaWluDo6Fja6qiE3N3dhdatW4vrb9++FdTV1YUhQ4aI25KTkwUAwoULFwqtY8KECUKfPn3E9aFDhwo9evSQKrNhwwZBU1NTePbsWaF1zJ07V1BTUxPS09PFbdOmTRNatmxZ4vMoyfvkl19+EfT09MT18PBwQVtbu0A5c3NzYcWKFeI6AGHWrFniekZGhgBAOHLkiCAIgjB9+nShSZMmUnV8++23AgDhxYsXH43L29tbcHNzK3RfRkaGoKioKGzfvl3clp2dLZiYmAhLliwRBEEQZs6cKTRq1EjquOnTp0u1P2LECGH06NFSZc6ePSvIyckJr1+/FgRBEJ4/fy7UrVtXGDdunGBoaCgsXLiw2LjfvHkjpKWlicujR48EAEKLxS0E19WuRS5ERERUdaSlpQkAhLS0tI+WLfVI/rVr1wpsS09Ph6+vL3r16vV53zioWPb29uK/5eXloaenBzs7O3GboaEhACAlJQUAsHbtWmzZsgVJSUl4/fo1srOz4eDgUGwbcXFxcHR0hK6ubpFlLCwsoKmpKa4bGxuLbZZEs2bNCmw7efIkQkJCcOfOHaSnp+Pt27d48+YNMjMzS/1Mhvf7SV1dHVpaWmJ8CQkJaN68uVT5Fi1alLjuuLg49OvXr9B99+/fR05ODtzc3MRtioqKaNGiBeLj4wEA8fHxaNmypdRxLi4uUuvXr1/HjRs3sH37dnGbIAjIy8vDw4cPYWtri1q1auE///kPPD094erqihkzZhQbt7KyMpSVlUt8nkRERFS9lcmcfC0tLcybNw+zZ88ui+qoCB/erlQikUhtk0gkAN5dHL1z504EBARgxIgROH78OOLi4jBs2DBkZ2cX24aqquonxVGaC7I/vBtOYmIiunXrBnt7e+zZswdXrlzB2rVrAeCj8ZZHfMUpSf98royMDIwZMwZxcXHicv36ddy9exf169cXy505cwby8vJITk4W5+sTERERAWV44W1aWhrS0tLKqjr6TDExMXB1dcX48ePh6OiIBg0a4P79+1JllJSUCtzy1N7eHnFxcXj+/HmFxXrlyhXk5eUhLCwMrVq1grW1NR4/fvzRWD+FjY0NLl++LLXtwwtji2Nvb4+oqKhC99WvXx9KSkpS1xrk5OQgNjYWjRo1AgDY2tri0qVLUsf99ttvUutOTk64ffs2GjRoUGDJvxPR+fPnsXjxYvz3v/+FhoYG/Pz8SnwOREREJPtKPV1n9erVUuuCICA5ORnbtm1D586dyyww+jxWVlb44YcfcOzYMVhaWmLbtm2IjY2FpaWlWMbCwgLHjh1DQkIC9PT0oK2tDW9vbyxatAg9e/ZESEgIjI2Nce3aNZiYmBSYVlJWGjRogJycHKxZswbdu3dHTEwM1q9fL1XGwsICGRkZiIqKQtOmTaGmplbqaTwAMGbMGCxfvhzTp0/HiBEjEBcXh4iICAD/+yWkODNnzoSdnR3Gjx+PsWPHQklJCadOnUK/fv1Qu3ZtjBs3DtOmTYOuri7MzMywZMkSZGZmYsSIEQCAsWPHIiwsDNOmTcPIkSNx5coVsf1806dPR6tWreDn54eRI0dCXV0dt2/fxokTJ/Ddd9/h5cuXGDJkCCZNmoTOnTujbt26aN68Obp3746+ffuWqj/mRipAXeHdx4D7mdOlOpaIiIiqrhKN5N+4cUOc7rBixQqpZfXq1YiOjsbQoUOxYcOGcg2WSm7MmDHo3bs3BgwYgJYtW+LZs2cYP368VJlRo0bBxsYGzs7O0NfXR0xMDJSUlHD8+HEYGBigS5cusLOzQ2hoKOTl5cst1qZNm2L58uVYvHgxmjRpgu3btyMkJESqjKurK8aOHYsBAwZAX18fS5Ys+aS2LC0tsXv3buzduxf29vZYt24dvv32WwAo0Zx1a2trHD9+HNevX0eLFi3g4uKC/fv3Q+H/E+XQ0FD06dMHQ4YMgZOTE+7du4djx46hVq1aAAAzMzPs2bMHkZGRaNq0KdavX49FixZJtWFvb4/Tp0/jjz/+QJs2beDo6Ig5c+bAxMQEADB58mSoq6uLx9nZ2WHRokUYM2YM/v7770/qFyIiIpItEkEQhI8Vyp/3a2BgAEtLS8TGxqJ27doVER9RuVu4cCHWr1+PR48eVXYoFSY9PR3a2to45OLKkXwiIqJqIv/vd1paGrS0tIotW6LpOjo6Onj48CEMDAyQlJSEEnwvIKqyvv/+ezRv3hx6enqIiYnB0qVLOaediIiIZEqJkvw+ffrA3d0dxsbGAABnZ+cip288ePCg7KKjaiUpKUm8wLQwt2/fhpmZWQVGVLi7d+9iwYIFeP78OczMzDB16lTMnDkTANC5c2ecPXu20OO++eYbfPPNNxUZKhEREdEnKdF0HQA4evQo7t27h0mTJiE4OFjqPunvmzx5cpkGSNXH27dvkZiYWOR+CwsLce56VfX333/j9evXhe7T1dUt9vkB1Qmn6xAREVU/ZT5dBwC8vLwAvLvd4eTJk4tM8qnmUlBQQIMGDSo7jM9Sp06dyg6BiIiI6LOVelg1PDy8POIgIiIiIqIyUmYPwyIiIiIioqqBST4RERERkYyp2ldBElG5an30yEcv3CEiIqLqhyP5REREREQyhkk+EREREZGMYZJPRERERCRjmOQTEREREckYJvlERERERDKGST4RERERkYxhkk9EREREJGN4n3yiGqztrJ8gr6wqrl9Z6lOJ0RAREVFZ4Ug+EREREZGMYZJPRERERCRjmOQTEREREckYJvlERERERDKGST4RERERkYxhkk9EREREJGOY5BMRERERyRgm+UREREREMoYPwyKqwZTrboGC6v8+BtzWbKiwtmMmxlRYW0RERDUNR/KrmKCgIDg4OFR2GCILCwusXLmyssOo1qraa0pERESyj0l+OfL19UXPnj0rO4wSiYiIgI6OToHtsbGxGD16dMUHJEMCAgIQFRVV2WEQERFRDcLpOjIuOzsbSkpKn3y8vr5+GUZTswiCgNzcXGhoaEBDQ6OywyEiIqIahCP5/8/DwwMTJ06Ev78/atWqBUNDQ2zatAmvXr3CsGHDoKmpiQYNGuDIkSMAgNzcXIwYMQKWlpZQVVWFjY0NVq1aJdYXFBSErVu3Yv/+/ZBIJJBIJIiOjgYA/PXXX/D29oauri7U1dXh7OyMixcvSsWzbds2WFhYQFtbGwMHDsTLly9LfB5+fn7w9/dH7dq14enpCQBYvnw57OzsoK6uDlNTU4wfPx4ZGRkAgOjoaAwbNgxpaWlirEFBQQAKTteRSCTYvHkzevXqBTU1NVhZWeHAgQNSMRw4cABWVlZQUVFBu3btsHXrVkgkEqSmppboHGJiYuDh4QE1NTXUqlULnp6eePHiBQAgKysLkyZNgoGBAVRUVNC6dWvExsaKx0ZHR0MikeDYsWNwdHSEqqoq2rdvj5SUFBw5cgS2trbQ0tLCoEGDkJmZWaDf/Pz8oK2tjdq1a2P27NkQBEHqNXF2doampiaMjIwwaNAgpKSkFGj7yJEjaNasGZSVlXHu3LkC03Wio6PRokULqKurQ0dHB25ubvjzzz/F/evWrUP9+vWhpKQEGxsbbNu2Tap/SvIafCgrKwvp6elSCxEREckuJvnv2bp1K2rXro1Lly5h4sSJGDduHPr16wdXV1dcvXoVX3zxBYYMGYLMzEzk5eWhbt26+OWXX3D79m3MmTMH33zzDX7++WcA76Zo9O/fH15eXkhOTkZycjJcXV2RkZEBd3d3/P333zhw4ACuX7+OwMBA5OXliXHcv38fkZGROHjwIA4ePIjTp08jNDS0VOehpKSEmJgYrF+/HgAgJyeH1atX4/fff8fWrVvx66+/IjAwEADg6uqKlStXQktLS4w1ICCgyPrnzZuH/v3748aNG+jSpQsGDx6M58+fAwAePnyIvn37omfPnrh+/TrGjBmDb7/9tsSxx8XFoUOHDmjUqBEuXLiAc+fOoXv37sjNzQUABAYGYs+ePdi6dSuuXr2KBg0awNPTU2w/X1BQEL777jucP38ejx49Qv/+/bFy5Urs2LEDhw4dwvHjx7FmzZoC/aagoIBLly5h1apVWL58OTZv3izuz8nJwfz583H9+nVERkYiMTERvr6+Bc5hxowZCA0NRXx8POzt7aX2vX37Fj179oS7uztu3LiBCxcuYPTo0ZBIJACAffv2YfLkyZg6dSpu3bqFMWPGYNiwYTh16lSJX4PChISEQFtbW1xMTU0//mIQERFRtSUR3h+qrME8PDyQm5uLs2fPAng3Uq+trY3evXvjhx9+AAA8efIExsbGuHDhAlq1alWgDj8/Pzx58gS7d+8G8G5OfmpqKiIjI8UyGzduREBAABITE6Grq1ugjqCgICxduhRPnjyBpqYmgHeJ7ZkzZ/Dbb7+V6DzS09Nx9erVYsvt3r0bY8eOxb///gvg3Zx8f3//AqPtFhYW8Pf3h7+/P4B3o8izZs3C/PnzAQCvXr2ChoYGjhw5Ai8vL8yYMQOHDh3CzZs3xTpmzZqFhQsX4sWLF4XO+3/foEGDkJSUhHPnzhXY9+rVK9SqVQsREREYNGgQgHeJd36M06ZNQ3R0NNq1a4eTJ0+iQ4cOAIDQ0FDMnDkT9+/fR7169QAAY8eORWJiIo4ePSr2W0pKCn7//Xcx4Z4xYwYOHDiA27dvFxrr5cuX0bx5c7x8+RIaGhpi25GRkejRo4dYLigoCJGRkYiLi8Pz58+hp6eH6OhouLu7F6jTzc0NjRs3xsaNG8Vt/fv3x6tXr3Do0KESvQaFycrKQlZWlrienp4OU1NTtFjcQuruOhWJd9chIiIqnfT0dGhrayMtLQ1aWlrFluVI/nveH3WVl5eHnp4e7OzsxG2GhoYAIE7RWLt2LZo1awZ9fX1oaGhg48aNSEpKKraNuLg4ODo6Fprg57OwsBATfAAwNjaWmhbyMc2aNSuwLT/prVOnDjQ1NTFkyBA8e/ZMaspKSb3fT+rq6tDS0hLjS0hIQPPmzaXKt2jRosR154/kF+b+/fvIycmBm5ubuE1RUREtWrRAfHx8kTEaGhpCTU1NTPDzt33Yp61atRITfABwcXHB3bt3xV8Rrly5gu7du8PMzAyamppikv7ha+7s7Fzk+enq6sLX1xeenp7o3r07Vq1aheTkZHF/fHy81PkB7xL/4s7vw9egMMrKytDS0pJaiIiISHYxyX+PoqKi1LpEIpHalp8A5uXlYefOnQgICMCIESNw/PhxxMXFYdiwYcjOzi62DVVV1U+K4/3pPB+jrq4utZ6YmIhu3brB3t4ee/bswZUrV7B27VoA+Gi85RFfcUrSPyXx4ev2uTG/evUKnp6e0NLSwvbt2xEbG4t9+/YBKNiHH/b/h8LDw3HhwgW4urpi165dsLa2LtGvNO8rz9eAiIiIqj8m+Z8oJiYGrq6uGD9+PBwdHdGgQQPcv39fqoySkpI4CpzP3t5enLZRUa5cuYK8vDyEhYWhVatWsLa2xuPHjz8a66ewsbHB5cuXpba9f2Hsx9jb2xd5u8n8i1FjYv43zSMnJwexsbFo1KjRpwX8ng8vfv7tt99gZWUFeXl53LlzB8+ePUNoaCjatGmDhg0blurXlQ85Ojpi5syZOH/+PJo0aYIdO3YAAGxtbaXOD3j3XiuL8yMiIqKag7fQ/ERWVlb44YcfcOzYMVhaWmLbtm2IjY2FpaWlWMbCwgLHjh1DQkIC9PT0oK2tDW9vbyxatAg9e/ZESEgIjI2Nce3aNZiYmMDFxaVcYm3QoAFycnKwZs0adO/eXeqC3PdjzcjIQFRUFJo2bQo1NTWoqamVuq0xY8Zg+fLlmD59OkaMGIG4uDhEREQAgNRUmKLMnDkTdnZ2GD9+PMaOHQslJSWcOnUK/fr1Q+3atTFu3DhMmzYNurq6MDMzw5IlS5CZmYkRI0aUOtYPJSUlYcqUKRgzZgyuXr2KNWvWICwsDABgZmYGJSUlrFmzBmPHjsWtW7fEOfGl8fDhQ2zcuBFffvklTExMkJCQgLt378LHxwcAMG3aNPTv3x+Ojo7o2LEj/vvf/2Lv3r04efLkZ59fYeZGKkBdoeDHgPuZ0+XSHhEREVUMjuR/ojFjxqB3794YMGAAWrZsiWfPnmH8+PFSZUaNGgUbGxs4OztDX18fMTExUFJSwvHjx2FgYIAuXbrAzs4OoaGhkJeXL7dYmzZtiuXLl2Px4sVo0qQJtm/fjpCQEKkyrq6uGDt2LAYMGAB9fX0sWbLkk9qytLTE7t27sXfvXtjb22PdunXi3XWUlZU/ery1tTWOHz+O69evo0WLFnBxccH+/fuh8P+JaGhoKPr06YMhQ4bAyckJ9+7dw7Fjx1CrVq1Pivd9Pj4+eP36NVq0aIEJEyZg8uTJ4oPA9PX1ERERgV9++QWNGjVCaGgoli1bVuo21NTUcOfOHfTp0wfW1tYYPXo0JkyYgDFjxgAAevbsiVWrVmHZsmVo3LgxNmzYgPDwcHh4eHz2+REREVHNwbvrULlbuHAh1q9fj0ePHlV2KEXy8PCAg4OD1DMBZFn+1fmHXFw5kk9ERFRNlObuOpyuQ2Xu+++/R/PmzaGnp4eYmBgsXboUfn5+lR0WERERUY3B6TrVSFJSEjQ0NIpcPnb7zopy9+5d9OjRA40aNcL8+fMxdepU8Qm6nTt3LjL+RYsWVW7gRERERDKC03Wqkbdv3yIxMbHI/RYWFuLc9arq77//xuvXrwvdp6urW+zzA6jscLoOERFR9cPpOjJKQUEBDRo0qOwwPkudOnUqOwQiIiIimcfpOkREREREMoZJPhERERGRjGGST0REREQkYzgnn6gGa330yEcv3CEiIqLqhyP5REREREQyhkk+EREREZGMYZJPRERERCRjmOQTEREREckYJvlERERERDKGST4RERERkYxhkk9EREREJGN4n3yiGqztrJ8gr6wqrl9Z6lOJ0RAREVFZ4Ug+EREREZGMYZJPRERERCRjmOQTEREREckYJvlERERERDKGST4RERERkYxhkk9EREREJGOY5BMRERERyRgm+UREREREMoYPwyKqwZTrboGC6v8+BtzWbKi0WGImxlRa20RERLKGI/lEZcTDwwP+/v6VHQYRERERR/KpZvHw8ICDgwNWrlxZ2aEQERF9ltzcXOTk5FR2GFSGFBUVIS8vXyZ1McknIiIiqkYEQcCTJ0+Qmppa2aFQOdDR0YGRkREkEsln1cMkn6osDw8P2NnZQV5eHlu3boWSkhIWLFiAQYMGwc/PD7t374ahoSHWrFmDzp07AwBu3bqFadOm4ezZs1BXV8cXX3yBFStWoHbt2vD19cXp06dx+vRprFq1CgDw8OFDmJqaYvTo0fj111/x5MkTmJmZYfz48Zg8ebIYi6+vL1JTU+Ho6IjvvvsOWVlZGDRoEFavXg0lJSWxXF5eHgIDA7F582YoKSlh7NixCAoKEvcnJSVh4sSJiIqKgpycHLy8vLBmzRoYGhoCAIKCghAZGYmpU6di9uzZePHiBTp37oxNmzZBU1NTbGPx4sXYuHEjnjx5Amtra8yePRt9+/Ytsi+zsrKQlZUlrqenp3/+C0RERJUiP8E3MDCAmpraZyeDVDUIgoDMzEykpKQAAIyNjT+rPib5VKVt3boVgYGBuHTpEnbt2oVx48Zh37596NWrF7755husWLECQ4YMQVJSErKzs9G+fXuMHDkSK1aswOvXrzF9+nT0798fv/76K1atWoU//vgDTZo0QXBwMABAX18feXl5qFu3Ln755Rfo6enh/PnzGD16NIyNjdG/f38xlqioKKioqCA6OhqJiYkYNmwY9PT0sHDhQql4p0yZgosXL+LChQvw9fWFm5sbOnXqhLy8PPTo0QMaGho4ffo03r59iwkTJmDAgAGIjo4W67h//z4iIyNx8OBBvHjxAv3790doaKjYTkhICH788UesX78eVlZWOHPmDL766ivo6+vD3d290H4MCQnBvHnzyuEVIiKiipSbmysm+Hp6epUdDpUxVVVVAEBKSgoMDAw+a+qORBAEoawCIypLHh4eyM3NxdmzZwG8+2DT1tZG79698cMPPwB4N5phbGyMCxcu4OTJkzh79iyOHTsm1vHXX3/B1NQUCQkJsLa2LvGcfD8/Pzx58gS7d+8G8G4k/7///S8ePXoENTU1AMD69esxbdo0pKWlQU5OrkC8ANCiRQu0b98eoaGhOHHiBDp37iz+egAAt2/fRuPGjXHp0iU0b94cQUFBWLp0KZ48eSKO3AcGBuLMmTP47bffkJWVBV1dXZw8eRIuLi5iOyNHjkRmZiZ27NhR6PkUNpJvamqKFotbSN1dpzLx7jpERB/35s0bPHz4EBYWFmJCSLLl9evXSExMhKWlJVRUVKT2paenQ1tbG2lpadDS0iq2nqrx152oCPb29uK/5eXloaenBzs7O3Fb/jSXlJQUXL9+HadOnYKGhkaBeu7fvw9ra+si21m7di22bNmCpKQkvH79GtnZ2XBwcJAq07RpUzHBBwAXFxdkZGTg0aNHMDc3LxAv8O6ntvyf3eLj42Fqaiom+ADQqFEj6OjoID4+Hs2bNwcAWFhYiAn+h3Xcu3cPmZmZ6NSpk1Q72dnZcHR0LPL8lJWVoaysXOR+IiKqXjhFR3aV1WvLJJ+qNEVFRal1iUQitS3/P0JeXh4yMjLQvXt3LF68uEA9xc1r27lzJwICAhAWFgYXFxdoampi6dKluHjxYpnEm5eXV2Z1ZGRkAAAOHTqEOnXqSJVjEk9ERET5mOSTzHBycsKePXtgYWEBBYXC39pKSkrIzc2V2hYTEwNXV1eMHz9e3Hb//v0Cx16/fh2vX78Wfx797bffoKGhITUyXxxbW1s8evQIjx49kpquk5qaikaNGpWojkaNGkFZWRlJSUlFzr8nIqKaqyJuFZ1/k4i4uLhya6Oqqk634maSTzJjwoQJ2LRpE7y9vREYGAhdXV3cu3cPO3fuxObNmyEvLw8LCwtcvHgRiYmJ0NDQgK6uLqysrPDDDz/g2LFjsLS0xLZt2xAbGwtLS0up+rOzszFixAjMmjULiYmJmDt3Lvz8/CAnV7JnynXs2BF2dnYYPHgwVq5cibdv32L8+PFwd3eHs7NzierQ1NREQEAAvv76a+Tl5aF169ZIS0tDTEwMtLS0MHTo0FL12dxIBai/94XI/czpUh1PRERVy969ewv8IlyTRUREwN/fv9S3G42Ojka7du3w4sUL6OjoiNurU//yibckM0xMTBATE4Pc3Fx88cUXsLOzg7+/P3R0dMREPCAgAPLy8mjUqBH09fWRlJSEMWPGoHfv3hgwYABatmyJZ8+eSY3q5+vQoQOsrKzQtm1bDBgwAF9++aXU7TE/RiKRYP/+/ahVqxbatm2Ljh07ol69eti1a1epznP+/PmYPXs2QkJCYGtrCy8vLxw6dKjAlxIiIqp5dHV1pa7rorJVrfpXIKKPGjp0qNCjR4/KDqPMpKWlCQCEQy6uQnSbtuJCRERV2+vXr4Xbt28Lr1+/LnS/u7u7MHnyZEEQBMHc3FyYP3++MGTIEEFdXV0wMzMT9u/fL6SkpAhffvmloK6uLtjZ2QmxsbHi8eHh4YK2trawb98+oUGDBoKysrLwxRdfCElJSWKZuXPnCk2bNpVqd9OmTULDhg0FZWVlwcbGRli7dq247+HDhwIAYdeuXULr1q0FFRUVwdnZWUhISBAuXbokNGvWTFBXVxe8vLyElJSUUte7Z88ewcPDQ1BVVRXs7e2F8+fPC4IgCKdOnRIASC1z584VBEEQfvjhB6FZs2aChoaGYGhoKHh7ewv//POPVL3vL0OHDi3Qv4IgCM+fPxeGDBki6OjoCKqqqoKXl5fwxx9/FOjPo0ePCg0bNhTU1dUFT09P4fHjx5/0Guf//U5LSyvy+HwcySciIiKSUStWrICbmxuuXbuGrl27YsiQIfDx8cFXX32Fq1evon79+vDx8YHw3h3VMzMzsXDhQvzwww+IiYlBamoqBg4cWGQb27dvx5w5c7Bw4ULEx8dj0aJFmD17NrZu3SpVbu7cuZg1axauXr0KBQUFDBo0CIGBgVi1ahXOnj2Le/fuYc6cOaWu99tvv0VAQADi4uJgbW0Nb29vvH37Fq6urli5ciW0tLSQnJyM5ORkBAQEAABycnIwf/58XL9+HZGRkUhMTISvry8AwNTUFHv27AEAJCQkIDk5WXyI5od8fX1x+fJlHDhwABcuXIAgCOjSpQtycnKk+nPZsmXYtm0bzpw5g6SkJDGOcvXRrwFExJF8IiKqEko7kv/VV1+J+5KTkwUAwuzZs8VtFy5cEAAIycnJgiC8G3kGIPz2229imfj4eAGAcPHiRUEQCo7k169fX9ixY4dUHPPnzxdcXFwEQfjfyPjmzZvF/T/99JMAQIiKihK3hYSECDY2Np9V7++//y4AEOLj48Xz0dbWLrSv3hcbGysAEF6+fCkIwv9+BXjx4oVUuff7948//hAACDExMeL+f//9V1BVVRV+/vlnsX0Awr1798Qya9euFQwNDYuMpaxG8nnhLVEJREREVHYIREREpfb+81vyny1T1PNmjIyMAAAKCgris1sAoGHDhuIzXVq0aCFV/6tXr3D//n2MGDECo0aNEre/ffsW2trapY4l/7kwn1pv/i2zU1JS0LBhwyJ6Bbhy5QqCgoJw/fp1vHjxQrxVdVJSUonveBcfHw8FBQW0bNlS3KanpwcbGxvEx8eL29TU1FC/fn2pGPPPszwxySciIiKSUYU9W6ao5818ivznt2zatEkq2QXePcSytLF8+FyYT623uPN59eoVPD094enpie3bt4s34vD09ER2dnYxZ/tpCnv+jfDe9KjywiSfiIiIiERv377F5cuXxVH7hIQEpKamwtbWtkBZQ0NDmJiY4MGDBxg8eHCZxVBW9Rb2fJw7d+7g2bNnCA0NFZ9bc/ny5QLHAShw7PtsbW3x9u1bXLx4Ea6urgCAZ8+eISEhocS/BpQnJvlEREREJFJUVMTEiROxevVqKCgowM/PD61atSowVSffvHnzMGnSJGhra8PLywtZWVm4fPkyXrx4gSlTpnxyHGVRr4WFBTIyMhAVFYWmTZtCTU0NZmZmUFJSwpo1azB27FjcunUL8+fPlzrO3NwcEokEBw8eRJcuXaCqqgoNDQ2pMlZWVujRowdGjRqFDRs2QFNTEzNmzECdOnXQo0ePTz7vssK76xARERGRSE1NDdOnT8egQYPg5uYGDQ2NYp/pMnLkSGzevBnh4eGws7ODu7s7IiIiPvv5LWVRr6urK8aOHYsBAwZAX18fS5Ysgb6+PiIiIvDLL7+gUaNGCA0NxbJly6SOq1OnDubNm4cZM2bA0NAQfn5+hdYfHh6OZs2aoVu3bnBxcYEgCDh8+HCVeGCWRKiISUFEVKWkp6dDW1sbaWlp0NLSquxwiIiohN68eYOHDx/C0tISKioqZV7/pz4hlspOca9xaf5+cySfiIiIiEjGMMknIiIiIpIxTPKJiIiICMC7J7hyqo5sYJJPRERERCRjmOQTEREREckYJvlERERERDKGST5RDdZ21k9oNu2Hyg6DiIiIyhiTfCIiIiIiGcMkn4iIiIhIxjDJJyIiIiKSMQqVHQARERERVayKvh7rylKfCm2POJJPRERERCRzmOQTERERUZWSl5eHJUuWoEGDBlBWVoaZmRkWLlxY2WFVK5yuQ0RERERVysyZM7Fp0yasWLECrVu3RnJyMu7cuVPZYVUrTPKJiIiIqMp4+fIlVq1ahe+++w5Dhw4FANSvXx+tW7eu5MiqF07XISIiIqIqIz4+HllZWejQoUNlh1KtcSSfqAZTrrsFCqoKcFuzodzbipkYU+5tEBFR9aeqqlrZIcgEjuQTVVG+vr7o2bOnuO7h4QF/f/9Ki4eIiKgiWFlZQVVVFVFRUZUdSrXGkXyiKmrVqlUQBEFc37t3LxQVFSsxIiIiovKnoqKC6dOnIzAwEEpKSnBzc8PTp0/x+++/Y8SIEZUdXrXBJJ+oitLW1pZa19XVraRIiIhI1lT1h1PNnj0bCgoKmDNnDh4/fgxjY2OMHTu2ssOqVjhdh+gzeHh4YNKkSQgMDISuri6MjIwQFBQEABg+fDi6desmVT4nJwcGBgb4z3/+AwDYvXs37OzsoKqqCj09PXTs2BGvXr0C8PHpOt9//z2srKygoqICQ0ND9O3bt8g4s7KykJ6eLrUQERFVVXJycvj222+RmJiI7Oxs/Pnnn5g5c2Zlh1WtcCSf6DNt3boVU6ZMwcWLF3HhwgX4+vrCzc0NI0eORNu2bZGcnAxjY2MAwMGDB5GZmYkBAwYgOTkZ3t7eWLJkCXr16oWXL1/i7NmzUlN0inL58mVMmjQJ27Ztg6urK54/f46zZ88WWT4kJATz5s0rs3MmIiKiqo0j+USfyd7eHnPnzoWVlRV8fHzg7OyMqKgouLq6wsbGBtu2bRPLhoeHo1+/ftDQ0EBycjLevn2L3r17w8LCAnZ2dhg/fjw0NDQ+2mZSUhLU1dXRrVs3mJubw9HREZMmTSqy/MyZM5GWliYujx49KpNzJyIioqqJST7RZ7K3t5daNzY2RkpKCgBg5MiRCA8PBwD8888/OHLkCIYPHw4AaNq0KTp06AA7Ozv069cPmzZtwosXL0rUZqdOnWBubo569ephyJAh2L59OzIzM4ssr6ysDC0tLamFiIiIZBeTfKLP9OEdbyQSCfLy8gAAPj4+ePDgAS5cuIAff/wRlpaWaNOmDQBAXl4eJ06cwJEjR9CoUSOsWbMGNjY2ePjw4Ufb1NTUxNWrV/HTTz/B2NgYc+bMQdOmTZGamlrm50dERETVD5N8onKkp6eHnj17Ijw8HBERERg2bJjUfolEAjc3N8ybNw/Xrl2DkpIS9u3bV6K6FRQU0LFjRyxZsgQ3btxAYmIifv311/I4DSIiIqpmeOEtUTkbOXIkunXrhtzcXAwdOlTcfvHiRURFReGLL76AgYEBLl68iKdPn8LW1vajdR48eBAPHjxA27ZtUatWLRw+fBh5eXmwsbEpVWxzIxWgrvC/jwH3M6dLdTwRERFVTUzyicpZx44dYWxsjMaNG8PExETcrqWlhTNnzmDlypVIT0+Hubk5wsLC0Llz54/WqaOjg7179yIoKAhv3ryBlZUVfvrpJzRu3Lg8T4WIiIiqCYlQkvv1EdEny8jIQJ06dRAeHo7evXtXdjgAgPT0dGhra+OQiytH8omIqpE3b97g4cOHsLS0hIqKSmWHQ+WguNc4/+93WlraR2+iwZF8onKSl5eHf//9F2FhYdDR0cGXX35Z2SERERFRDcELb4nKSVJSEgwNDbFjxw5s2bIFCgr8Tk1ERFRZEhMTIZFIEBcXV9mhVAhmHUTlxMLCokRPryUiIqpobmvcKrS9mIkxFdqer68vUlNTERkZWaHtViUcySciIiIikjFM8omIiIioSvHw8ICfnx/8/Pygra2N2rVrY/bs2RAEAcHBwWjSpEmBYxwcHDB79mwEBQVh69at2L9/PyQSCSQSCaKjo8VyDx48QLt27aCmpoamTZviwoULUvXs2bMHjRs3hrKyMiwsLBAWFia138LCAosWLcLw4cOhqakJMzMzbNy4sVz64XMwySciIiKiKmfr1q1QUFDApUuXsGrVKixfvhybN2/G8OHDER8fj9jYWLHstWvXcOPGDQwbNgwBAQHo378/vLy8kJycjOTkZLi6uoplv/32WwQEBCAuLg7W1tbw9vbG27dvAQBXrlxB//79MXDgQNy8eRNBQUGYPXs2IiIipGILCwuDs7Mzrl27hvHjx2PcuHFISEiokH4pKc7JJyIiIqIqx9TUFCtWrIBEIoGNjQ1u3ryJFStWYNSoUfD09ER4eDiaN28OAAgPD4e7uzvq1asHAFBVVUVWVhaMjIwK1BsQEICuXbsCAObNm4fGjRvj3r17aNiwIZYvX44OHTpg9uzZAABra2vcvn0bS5cuha+vr1hHly5dMH78eADA9OnTsWLFCpw6darUD6UsTxzJJ6rBWh89Avczp8WFiIioqmjVqhUkEom47uLigrt37yI3NxejRo3CTz/9hDdv3iA7Oxs7duzA8OHDS1Svvb29+G9jY2MAQEpKCgAgPj4ebm7SFyW7ubmJ7RZWh0QigZGRkVhHVcGRfCIiIiKqVrp37w5lZWXs27cPSkpKyMnJQd++fUt0rKKiovjv/C8ReXl5pWr//Try6yltHeWNST4RERERVTkXL16UWv/tt99gZWUFeXl5AMDQoUMRHh4OJSUlDBw4EKqqqmJZJSUlqZH3krK1tUVMjPTtPmNiYmBtbS22W10wySciIiKiKicpKQlTpkzBmDFjcPXqVaxZs0bqTjcjR46Era0tABRIzC0sLHDs2DEkJCRAT08P2traJWpz6tSpaN68OebPn48BAwbgwoUL+O677/D999+X3YlVECb5RERERDVMRT+c6lP4+Pjg9evXaNGiBeTl5TF58mSMHj1a3G9lZQVXV1c8f/4cLVu2lDp21KhRiI6OhrOzMzIyMnDq1ClYWFh8tE0nJyf8/PPPmDNnDubPnw9jY2MEBwdLXXRbXTDJJyIiIqIqR1FREStXrsS6desK3S8IAh4/fize5eZ9+vr6OH78eKHHvE9HR6fAtj59+qBPnz5FxpWYmFhgW1xcXJHlKwuTfCIiIiKqVp4+fYqdO3fiyZMnGDZsWGWHUyUxySeqwdrO+gnyyu8uVLqy1KeSoyEiIioZAwMD1K5dGxs3bkStWrUqO5wqiUk+EREREVUp0dHRxe7/cIoNFcSHYRERERERyRgm+UREREREMoZJPhERERGRjGGST0REREQkY5jkExERERHJGCb5REREREQyhkk+EREREZGM4X3yiYiIiGqY023dK7Q99zOnK7S9DyUmJsLS0hLXrl2Dg4NDpcZSUZjkE9VgynW3QEH13ceA25oNn11fzMSYz66DiIjoQ9nZ2VBSUqrsMKoVTtchqgJ8fX3Rs2fPyg6DiIioSvDw8ICfnx/8/f1Ru3ZteHp6QiKRIC4uTiyTmpoKiUQiPh33xYsXGDx4MPT19aGqqgorKyuEh4cDACwtLQEAjo6OkEgk8PDwqOAzqngcySciIiKiKmfr1q0YN24cYmLe/UrcsGHDYsvPnj0bt2/fxpEjR1C7dm3cu3cPr1+/BgBcunQJLVq0wMmTJ9G4ceMa8asAk3wiIiIiqnKsrKywZMkSAO/m1H9MUlISHB0d4ezsDACwsLAQ9+nr6wMA9PT0YGRkVOaxVkWcrkM1zu7du2FnZwdVVVXo6emhY8eOePXqFfLy8hAcHIy6detCWVkZDg4OOHr0qHhcdHQ0JBIJUlNTxW1xcXGQSCTih09ERAR0dHRw7Ngx2NraQkNDA15eXkhOThaPyc3NxZQpU6CjowM9PT0EBgZCEASpGPPy8hASEgJLS0uoqqqiadOm2L17NwBAEAR07NgRnp6e4nHPnz9H3bp1MWfOnELPOSsrC+np6VILERFRVdasWbNSlR83bhx27twJBwcHBAYG4vz58+UUWfXAJJ9qlOTkZHh7e2P48OGIj49HdHQ0evfuDUEQsGrVKoSFhWHZsmW4ceMGPD098eWXX+Lu3bulaiMzMxPLli3Dtm3bcObMGSQlJSEgIEDcHxYWhoiICGzZsgXnzp3D8+fPsW/fPqk6QkJC8MMPP2D9+vX4/fff8fXXX+Orr77C6dOnIZFIsHXrVsTGxmL16tUAgLFjx6JOnTpFJvkhISHQ1tYWF1NT01L2HBERUcVSV1cX/y0n9y5lfX9QLCcnR6p8586d8eeff+Lrr7/G48eP0aFDB6m/vzUNp+tQjZKcnIy3b9+id+/eMDc3BwDY2dkBAJYtW4bp06dj4MCBAIDFixfj1KlTWLlyJdauXVviNnJycrB+/XrUr18fAODn54fg4GBx/8qVKzFz5kz07t0bALB+/XocO3ZM3J+VlYVFixbh5MmTcHFxAQDUq1cP586dw4YNG+Du7o46depgw4YN8PHxwZMnT3D48GFcu3YNCgqF/5eeOXMmpkyZIq6np6cz0Sciomojf7pNcnIyHB0dAUDqItz3yw0dOhRDhw5FmzZtMG3aNCxbtkycg5+bm1thMVc2JvlUozRt2hQdOnSAnZ0dPD098cUXX6Bv376Ql5fH48eP4ebmJlXezc0N169fL1UbampqYoIPAMbGxkhJSQEApKWlITk5GS1bthT3KygowNnZWRyduHfvHjIzM9GpUyeperOzs8UPNgDo168f9u3bh9DQUKxbtw5WVlZFxqSsrAxlZeVSnQcREVFVoaqqilatWiE0NBSWlpZISUnBrFmzpMrMmTMHzZo1Q+PGjZGVlYWDBw/C1tYWAGBgYABVVVUcPXoUdevWhYqKCrS1tSvjVCoMk3yqUeTl5XHixAmcP38ex48fx5o1a/Dtt9/ixIkTHz22JD8VAoCioqLUukQiKTDnvjgZGRkAgEOHDqFOnTpS+95P1DMzM3HlyhXIy8uXekoRERHVbJX9cKpPsWXLFowYMQLNmjWDjY0NlixZgi+++ELcr6SkhJkzZyIxMRGqqqpo06YNdu7cCeDdgNrq1asRHByMOXPmoE2bNuKtN2UVk3yqcSQSCdzc3ODm5oY5c+bA3NwcUVFRMDExQUxMDNzd//cUwJiYGLRo0QKA9E+FtWrVAlD4T4XF0dbWhrGxMS5evIi2bdsCAN6+fYsrV67AyckJANCoUSMoKysjKSlJKpYPTZ06FXJycjhy5Ai6dOmCrl27on379qWKh4iIqCoqLAG3tbUtcDHt+4Nos2bNKjC6/76RI0di5MiRZRZjVcckn2qUixcvIioqCl988QUMDAxw8eJFPH36FLa2tpg2bRrmzp2L+vXrw8HBAeHh4YiLi8P27dsBAA0aNICpqSmCgoKwcOFC/PHHHwgLCyt1DJMnT0ZoaCisrKzQsGFDLF++XOqOPZqamggICMDXX3+NvLw8tG7dGmlpaYiJiYGWlhaGDh2KQ4cOYcuWLbhw4QKcnJwwbdo0DB06FDdu3BC/gJTE3EgFqP//PP7qOKpDREREhWOSTzWKlpYWzpw5g5UrVyI9PR3m5uYICwtD586d4enpibS0NEydOhUpKSlo1KgRDhw4IM51V1RUxE8//YRx48bB3t4ezZs3x4IFC9CvX79SxTB16lQkJydj6NChkJOTw/Dhw9GrVy+kpaWJZebPnw99fX2EhITgwYMH0NHRgZOTE7755hs8ffoUI0aMQFBQkDj6P2/ePBw/fhxjx47Frl27yq7DiIiIqFqSCKWZLExEMiE9PR3a2to45OLKkXwiomrkzZs3ePjwISwtLaGiolLZ4VA5KO41zv/7nZaWBi0trWLr4X3yiYiIiIhkDJN8IiIiomqGEzFkV1m9tkzyiYiIiKqJ/Ns0Z2ZmVnIkVF7yX9sPb8ldWrzwloiIiKiakJeXh46OjviQRTU1NUgkkkqOisqCIAjIzMxESkoKdHR0IC8v/1n1McknIiIiqkaMjIwAQEz0Sbbo6OiIr/HnYJJPREREVI1IJBIYGxvDwMCg0CevU/WlqKj42SP4+ZjkExEREVVD8vLyZZYQkuxhkk9Ug7U+euSj99klIiKi6od31yEiIiIikjFM8omIiIiIZAyn6xDVQPkP2khPT6/kSIiIiKik8v9ul+SBWUzyiWqgZ8+eAQBMTU0rORIiIiIqrZcvX0JbW7vYMkzyiWogXV1dAEBSUtJHPyRqovT0dJiamuLRo0e8MLkI7KPisX+Kx/4pHvvn42pqHwmCgJcvX8LExOSjZZnkE9VAcnLvLsfR1tauUR+OpaWlpcX++Qj2UfHYP8Vj/xSP/fNxNbGPSjo4xwtviYiIiIhkDJN8IiIiIiIZwySfqAZSVlbG3LlzoaysXNmhVEnsn49jHxWP/VM89k/x2D8fxz76OIlQknvwEBERERFRtcGRfCIiIiIiGcMkn4iIiIhIxjDJJyIiIiKSMUzyiYiIiIhkDJN8Ihm1du1aWFhYQEVFBS1btsSlS5eKLf/LL7+gYcOGUFFRgZ2dHQ4fPlxBkVaO0vRPREQEJBKJ1KKiolKB0VasM2fOoHv37jAxMYFEIkFkZORHj4mOjoaTkxOUlZXRoEEDRERElHuclaW0/RMdHV3g/SORSPDkyZOKCbiChYSEoHnz5tDU1ISBgQF69uyJhISEjx5XUz6DPqV/atpn0Lp162Bvby8+6MrFxQVHjhwp9pia8v4pDSb5RDJo165dmDJlCubOnYurV6+iadOm8PT0REpKSqHlz58/D29vb4wYMQLXrl1Dz5490bNnT9y6dauCI68Ype0f4N1TFZOTk8Xlzz//rMCIK9arV6/QtGlTrF27tkTlHz58iK5du6Jdu3aIi4uDv78/Ro4ciWPHjpVzpJWjtP2TLyEhQeo9ZGBgUE4RVq7Tp09jwoQJ+O2333DixAnk5OTgiy++wKtXr4o8piZ9Bn1K/wA16zOobt26CA0NxZUrV3D58mW0b98ePXr0wO+//15o+Zr0/ikVgYhkTosWLYQJEyaI67m5uYKJiYkQEhJSaPn+/fsLXbt2ldrWsmVLYcyYMeUaZ2Upbf+Eh4cL2traFRRd1QJA2LdvX7FlAgMDhcaNG0ttGzBggODp6VmOkVUNJemfU6dOCQCEFy9eVEhMVU1KSooAQDh9+nSRZWraZ9D7StI/NfkzKF+tWrWEzZs3F7qvJr9/isORfCIZk52djStXrqBjx47iNjk5OXTs2BEXLlwo9JgLFy5IlQcAT0/PIstXZ5/SPwCQkZEBc3NzmJqaFjuiVBPVpPfP53BwcICxsTE6deqEmJiYyg6nwqSlpQEAdHV1iyxTk99DJekfoOZ+BuXm5mLnzp149eoVXFxcCi1Tk98/xWGSTyRj/v33X+Tm5sLQ0FBqu6GhYZFzgJ88eVKq8tXZp/SPjY0NtmzZgv379+PHH39EXl4eXF1d8ddff1VEyFVeUe+f9PR0vH79upKiqjqMjY2xfv167NmzB3v27IGpqSk8PDxw9erVyg6t3OXl5cHf3x9ubm5o0qRJkeVq0mfQ+0raPzXxM+jmzZvQ0NCAsrIyxo4di3379qFRo0aFlq2p75+PUajsAIiIqjoXFxepESRXV1fY2tpiw4YNmD9/fiVGRtWBjY0NbGxsxHVXV1fcv38fK1aswLZt2yoxsvI3YcIE3Lp1C+fOnavsUKqkkvZPTfwMsrGxQVxcHNLS0rB7924MHToUp0+fLjLRp4I4kk8kY2rXrg15eXn8888/Utv/+ecfGBkZFXqMkZFRqcpXZ5/SPx9SVFSEo6Mj7t27Vx4hVjtFvX+0tLSgqqpaSVFVbS1atJD594+fnx8OHjyIU6dOoW7dusWWrUmfQflK0z8fqgmfQUpKSmjQoAGaNWuGkJAQNG3aFKtWrSq0bE18/5QEk3wiGaOkpIRmzZohKipK3JaXl4eoqKgi5zO6uLhIlQeAEydOFFm+OvuU/vlQbm4ubt68CWNj4/IKs1qpSe+fshIXFyez7x9BEODn54d9+/bh119/haWl5UePqUnvoU/pnw/VxM+gvLw8ZGVlFbqvJr1/SqWyr/wlorK3c+dOQVlZWYiIiBBu374tjB49WtDR0RGePHkiCIIgDBkyRJgxY4ZYPiYmRlBQUBCWLVsmxMfHC3PnzhUUFRWFmzdvVtYplKvS9s+8efOEY8eOCffv3xeuXLkiDBw4UFBRURF+//33yjqFcvXy5Uvh2rVrwrVr1wQAwvLly4Vr164Jf/75pyAIgjBjxgxhyJAhYvkHDx4IampqwrRp04T4+Hhh7dq1gry8vHD06NHKOoVyVdr+WbFihRAZGSncvXtXuHnzpjB58mRBTk5OOHnyZGWdQrkaN26coK2tLURHRwvJycnikpmZKZapyZ9Bn9I/Ne0zaMaMGcLp06eFhw8fCjdu3BBmzJghSCQS4fjx44Ig1Oz3T2kwySeSUWvWrBHMzMwEJSUloUWLFsJvv/0m7nN3dxeGDh0qVf7nn38WrK2tBSUlJaFx48bCoUOHKjjiilWa/vH39xfLGhoaCl26dBGuXr1aCVFXjPxbPn645PfJ0KFDBXd39wLHODg4CEpKSkK9evWE8PDwCo+7opS2fxYvXizUr19fUFFREXR1dQUPDw/h119/rZzgK0BhfQNA6j1Rkz+DPqV/atpn0PDhwwVzc3NBSUlJ0NfXFzp06CAm+IJQs98/pSERBEGouN8NiIiIiIiovHFOPhERERGRjGGST0REREQkY5jkExERERHJGCb5REREREQyhkk+EREREZGMYZJPRERERCRjmOQTEREREckYJvlEREREREU4c+YMunfvDhMTE0gkEkRGRpZre0FBQZBIJFJLw4YNS10Pk3wiIqJqIjo6GhKJBKmpqZUdClGN8erVKzRt2hRr166tsDYbN26M5ORkcTl37lyp62CST0REVEV5eHjA399fXHd1dUVycjK0tbUrLyiiGqZz585YsGABevXqVej+rKwsBAQEoE6dOlBXV0fLli0RHR39WW0qKCjAyMhIXGrXrl3qOpjkExERVRNKSkowMjKCRCKp7FCI6P/5+fnhwoUL2LlzJ27cuIF+/frBy8sLd+/e/eQ67969CxMTE9SrVw+DBw9GUlJSqetgkk9ERFQF+fr64vTp01i1apU4LzciIkJquk5ERAR0dHRw8OBB2NjYQE1NDX379kVmZia2bt0KCwsL1KpVC5MmTUJubq5Yd3mMPBLVRElJSQgPD8cvv/yCNm3aoH79+ggICEDr1q0RHh7+SXW2bNkSEREROHr0KNatW4eHDx+iTZs2ePnyZanqUfik1omIiKhcrVq1Cn/88QeaNGmC4OBgAMDvv/9eoFxmZiZWr16NnTt34uXLl+jduzd69eoFHR0dHD58GA8ePECfPn3g5uaGAQMGAHg38nj79m3s3LkTJiYm2LdvH7y8vHDz5k1YWVlV6HkSVWc3b95Ebm4urK2tpbZnZWVBT08PAHDnzh3Y2toWW8/06dMRGhoK4N30oHz29vZo2bIlzM3N8fPPP2PEiBEljo1JPhERURWkra0NJSUlqKmpwcjICMC7ZOFDOTk5WLduHerXrw8A6Nu3L7Zt24Z//vkHGhoaaNSoEdq1a4dTp05hwIAB4shjUlISTExMAAABAQE4evQowsPDsWjRooo7SaJqLiMjA/Ly8rhy5Qrk5eWl9mloaAAA6tWrh/j4+GLryf9CUBgdHR1YW1vj3r17pYqNST4REVE1pqamJib4AGBoaAgLCwsxwcjflpKSAqBkI49EVDKOjo7Izc1FSkoK2rRpU2gZJSWlT7oFZr6MjAzcv38fQ4YMKdVxTPKJiIiqMUVFRal1iURS6La8vDwAJRt5JKL/ycjIkBpFf/jwIeLi4qCrqwtra2sMHjwYPj4+CAsLg6OjI54+fYqoqCjY29uja9eupW4vICAA3bt3h7m5OR4/foy5c+dCXl4e3t7epaqHST4REVEVpaSkJHXBbFkoycgjEf3P5cuX0a5dO3F9ypQpAIChQ4ciIiIC4eHhWLBgAaZOnYq///4btWvXRqtWrdCtW7dPau+vv/6Ct7c3nj17Bn19fbRu3Rq//fYb9PX1S1UPk3wiIqIqysLCAhcvXkRiYiI0NDTE0fjPUR4jj0SyzMPDA4IgFLlfUVER8+bNw7x588qkvZ07d5ZJPbyFJhERURUVEBAAeXl5NGrUCPr6+p90r+zChIeHw8fHB1OnToWNjQ169uyJ2NhYmJmZlUn9RFT5JEJxX02IiIiIiKja4Ug+EREREZGMYZJPRERERCRjmOQTEREREckYJvlERERERDKGST4RERERkYxhkk9EREREJGOY5BMRERERyRgm+UREREREMoZJPhERERGRjGGST0REREQkY5jkExERERHJmP8DC3HGExGjS74AAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "colors = {\"python\": green, \"c\" : blue, \"rust\": red}\n",
    "\n",
    "sns.barplot(y='function', x='time', hue='implementation', data=df, palette=colors)\n",
    "# turn the labels 90 degrees"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'time (log scale)')"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# log scale same plot\n",
    "sns.barplot(y='function', x='time', hue='implementation', data=df, palette=colors)\n",
    "plt.xscale('log')\n",
    "plt.xlabel('time (log scale)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "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>implementation</th>\n",
       "      <th>c</th>\n",
       "      <th>python</th>\n",
       "      <th>rust</th>\n",
       "      <th>python/c</th>\n",
       "      <th>rust/c</th>\n",
       "      <th>rust/python</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>function</th>\n",
       "      <th></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>damerau_levenshtein_distance</th>\n",
       "      <td>0.043810</td>\n",
       "      <td>3.269755</td>\n",
       "      <td>0.122262</td>\n",
       "      <td>74.635282</td>\n",
       "      <td>2.790749</td>\n",
       "      <td>0.037392</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>hamming_distance</th>\n",
       "      <td>0.008938</td>\n",
       "      <td>0.046422</td>\n",
       "      <td>0.017097</td>\n",
       "      <td>5.193868</td>\n",
       "      <td>1.912852</td>\n",
       "      <td>0.368290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jaro_similarity</th>\n",
       "      <td>0.025031</td>\n",
       "      <td>0.832981</td>\n",
       "      <td>0.060121</td>\n",
       "      <td>33.278062</td>\n",
       "      <td>2.401849</td>\n",
       "      <td>0.072175</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>jaro_winkler_similarity</th>\n",
       "      <td>0.019720</td>\n",
       "      <td>0.395773</td>\n",
       "      <td>0.028655</td>\n",
       "      <td>20.069350</td>\n",
       "      <td>1.453073</td>\n",
       "      <td>0.072403</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>levenshtein_distance</th>\n",
       "      <td>0.015479</td>\n",
       "      <td>0.463462</td>\n",
       "      <td>0.027065</td>\n",
       "      <td>29.942008</td>\n",
       "      <td>1.748540</td>\n",
       "      <td>0.058398</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>match_rating_codex</th>\n",
       "      <td>0.021903</td>\n",
       "      <td>0.060738</td>\n",
       "      <td>0.029648</td>\n",
       "      <td>2.773012</td>\n",
       "      <td>1.353596</td>\n",
       "      <td>0.488132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>match_rating_comparison</th>\n",
       "      <td>0.031489</td>\n",
       "      <td>0.219266</td>\n",
       "      <td>0.047413</td>\n",
       "      <td>6.963312</td>\n",
       "      <td>1.505710</td>\n",
       "      <td>0.216235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>metaphone</th>\n",
       "      <td>0.034956</td>\n",
       "      <td>0.246433</td>\n",
       "      <td>0.031010</td>\n",
       "      <td>7.049898</td>\n",
       "      <td>0.887139</td>\n",
       "      <td>0.125837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>nysiis</th>\n",
       "      <td>0.022052</td>\n",
       "      <td>0.196083</td>\n",
       "      <td>0.034543</td>\n",
       "      <td>8.891917</td>\n",
       "      <td>1.566451</td>\n",
       "      <td>0.176166</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>soundex</th>\n",
       "      <td>0.026795</td>\n",
       "      <td>0.141571</td>\n",
       "      <td>0.025703</td>\n",
       "      <td>5.283512</td>\n",
       "      <td>0.959267</td>\n",
       "      <td>0.181559</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "implementation                       c    python      rust   python/c  \\\n",
       "function                                                                \n",
       "damerau_levenshtein_distance  0.043810  3.269755  0.122262  74.635282   \n",
       "hamming_distance              0.008938  0.046422  0.017097   5.193868   \n",
       "jaro_similarity               0.025031  0.832981  0.060121  33.278062   \n",
       "jaro_winkler_similarity       0.019720  0.395773  0.028655  20.069350   \n",
       "levenshtein_distance          0.015479  0.463462  0.027065  29.942008   \n",
       "match_rating_codex            0.021903  0.060738  0.029648   2.773012   \n",
       "match_rating_comparison       0.031489  0.219266  0.047413   6.963312   \n",
       "metaphone                     0.034956  0.246433  0.031010   7.049898   \n",
       "nysiis                        0.022052  0.196083  0.034543   8.891917   \n",
       "soundex                       0.026795  0.141571  0.025703   5.283512   \n",
       "\n",
       "implementation                  rust/c  rust/python  \n",
       "function                                             \n",
       "damerau_levenshtein_distance  2.790749     0.037392  \n",
       "hamming_distance              1.912852     0.368290  \n",
       "jaro_similarity               2.401849     0.072175  \n",
       "jaro_winkler_similarity       1.453073     0.072403  \n",
       "levenshtein_distance          1.748540     0.058398  \n",
       "match_rating_codex            1.353596     0.488132  \n",
       "match_rating_comparison       1.505710     0.216235  \n",
       "metaphone                     0.887139     0.125837  \n",
       "nysiis                        1.566451     0.176166  \n",
       "soundex                       0.959267     0.181559  "
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "\n",
    "pivoted = df.pivot_table(index=['function'], columns=['implementation'], values='time')\n",
    "pivoted['python/c'] = pivoted['python'] / pivoted['c']\n",
    "pivoted['rust/c'] = pivoted['rust'] / pivoted['c']\n",
    "pivoted['rust/python'] = pivoted['rust'] / pivoted['python']\n",
    "pivoted[\"c\"] *= 100000 # multiply by 100000 to get time in microseconds\n",
    "pivoted[\"python\"] *= 100000\n",
    "pivoted[\"rust\"] *= 100000\n",
    "pivoted\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Ratio (X times slower than C) \\n (lower is better)')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# convert back to long format\n",
    "pivoted = pivoted.reset_index()\n",
    "pivoted = pd.melt(pivoted, id_vars=['function'], value_vars=[\"python/c\", \"rust/c\"])\n",
    "sns.barplot(x='value', y='function', hue=\"implementation\", data=pivoted, palette=[green, red])\n",
    "# to add a label to the x axis\n",
    "plt.xlabel(\"Ratio (X times slower than C) \\n (lower is better)\")\n",
    "#sns.barplot(x='function', y='value', data=df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Ratio (X times slower than C) \\n (lower is better)')"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "pivoted = pivoted[pivoted.implementation == \"rust/c\"]\n",
    "sns.barplot(x='value', y='function', hue=\"implementation\", data=pivoted, palette=[red])\n",
    "# to add a label to the x axis\n",
    "plt.xlabel(\"Ratio (X times slower than C) \\n (lower is better)\")\n",
    "#"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x15578feb0>"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ndf = orig_df[orig_df.implementation != 'python']\n",
    "dldf = ndf[ndf.function == 'damerau_levenshtein_distance']\n",
    "ndf = ndf[ndf.function != 'damerau_levenshtein_distance']\n",
    "\n",
    "#ndf['time'] /= ndf[ndf.implementation == 'c']['time']\n",
    "sns.lineplot(x='jf_version', y='time', hue='function', data=ndf)\n",
    "# move the legend\n",
    "plt.legend(bbox_to_anchor=(1.05, 1), loc=2, borderaxespad=0.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='jf_version', ylabel='time'>"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.lineplot(x='jf_version', y='time', hue='function', data=dldf)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": ".venv",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.10.7"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": false,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  },
  "vscode": {
   "interpreter": {
    "hash": "732c0dfc31192ce38fc117a0f742e145f649f23b508d314a98e431ebcafc7a17"
   }
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}