statutesAnalytics.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import json\n",
    "from utilityFunctions import psql_connect\n",
    "from utilityFunctions import select_and_fetch_rows\n",
    "import psycopg2\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>id</th>\n",
       "      <th>Code</th>\n",
       "      <th>Content</th>\n",
       "      <th>Definitions</th>\n",
       "      <th>Content_Tokens</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>id</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>0</th>\n",
       "      <td>0</td>\n",
       "      <td>CONS</td>\n",
       "      <td>ARTICLE I DECLARATION OF RIGHTS</td>\n",
       "      <td></td>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>CONS</td>\n",
       "      <td>SECTION 1 All people are by nature free and in...</td>\n",
       "      <td></td>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>CONS</td>\n",
       "      <td>SEC. 1.1 The state shall not deny or interfere...</td>\n",
       "      <td></td>\n",
       "      <td>95</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>CONS</td>\n",
       "      <td>SEC. 2 (a) Every person may freely speak, writ...</td>\n",
       "      <td></td>\n",
       "      <td>361</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>CONS</td>\n",
       "      <td>SEC. 3 (a) The people have the right to instru...</td>\n",
       "      <td></td>\n",
       "      <td>631</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    id  Code                                            Content Definitions  \\\n",
       "id                                                                            \n",
       "0    0  CONS                 ARTICLE I DECLARATION OF RIGHTS                  \n",
       "1    1  CONS  SECTION 1 All people are by nature free and in...               \n",
       "2    2  CONS  SEC. 1.1 The state shall not deny or interfere...               \n",
       "3    3  CONS  SEC. 2 (a) Every person may freely speak, writ...               \n",
       "4    4  CONS  SEC. 3 (a) The people have the right to instru...               \n",
       "\n",
       "    Content_Tokens  \n",
       "id                  \n",
       "0               18  \n",
       "1               47  \n",
       "2               95  \n",
       "3              361  \n",
       "4              631  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sql_select = \"SELECT id, code, content, definitions, content_tokens FROM ca_code;\"\n",
    "conn = psql_connect()\n",
    "rows = select_and_fetch_rows(conn, sql_select)\n",
    "df = pd.DataFrame(rows, columns=[\"id\", \"Code\", \"Content\", \"Definitions\", \"Content_Tokens\"])\n",
    "df.index = df[\"id\"]\n",
    "df.sort_index(inplace=True)\n",
    "df.head()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id                 int64\n",
       "Code              object\n",
       "Content           object\n",
       "Definitions       object\n",
       "Content_Tokens     int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "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>id</th>\n",
       "      <th>Content_Tokens</th>\n",
       "      <th>Num_sentences</th>\n",
       "      <th>Len_Content</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>178564.000000</td>\n",
       "      <td>178564.000000</td>\n",
       "      <td>178564.000000</td>\n",
       "      <td>178564.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>89288.068972</td>\n",
       "      <td>214.990188</td>\n",
       "      <td>6.334636</td>\n",
       "      <td>1007.692262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>51552.629171</td>\n",
       "      <td>358.778947</td>\n",
       "      <td>39.053034</td>\n",
       "      <td>1918.395447</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>44640.750000</td>\n",
       "      <td>58.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>205.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>89288.500000</td>\n",
       "      <td>111.000000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>447.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>133933.250000</td>\n",
       "      <td>214.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>1051.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>178580.000000</td>\n",
       "      <td>8164.000000</td>\n",
       "      <td>8549.000000</td>\n",
       "      <td>201935.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                  id  Content_Tokens  Num_sentences    Len_Content\n",
       "count  178564.000000   178564.000000  178564.000000  178564.000000\n",
       "mean    89288.068972      214.990188       6.334636    1007.692262\n",
       "std     51552.629171      358.778947      39.053034    1918.395447\n",
       "min         0.000000        0.000000       0.000000       0.000000\n",
       "25%     44640.750000       58.000000       1.000000     205.000000\n",
       "50%     89288.500000      111.000000       3.000000     447.000000\n",
       "75%    133933.250000      214.000000       6.000000    1051.000000\n",
       "max    178580.000000     8164.000000    8549.000000  201935.000000"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df['Num_sentences'] = df.apply(lambda row: row.Content.count(\".\"), axis = 1)\n",
    "df['Len_Content'] = df.apply(lambda row: len(row.Content), axis=1)\n",
    "df.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "def get_bin_width(x):\n",
    "    q25, q75 = np.percentile(x, [25, 75])\n",
    "    bin_width = 2 * (q75 - q25) * len(x) ** (-1/3)\n",
    "    bins = round((x.max() - x.min()) / bin_width)\n",
    "    print(\"Freedman–Diaconis number of bins:\", bins)\n",
    "    return bins"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "from matplotlib.ticker import FormatStrFormatter\n",
    "def plot_histogram_content_tokens(df,filename, cust_range=(0,8500), n_bins=10, useLog=False, density=False):\n",
    "    fig, ax = plt.subplots()\n",
    "    counts, bins, patches = ax.hist(df[\"Content_Tokens\"],rwidth=0.9, color='#607c8e', range=cust_range,bins=n_bins, log=useLog, density=density)\n",
    "    plt.xlabel(\"Tokens in Content\")\n",
    "    plt.ylabel(\"Count\")\n",
    "    plt.title(\"Tokens in range ({}, {})\".format(cust_range[0], cust_range[1]))\n",
    "    plt.grid(axis='y')\n",
    "    \n",
    "    \n",
    "    ax.set_xticks(bins)\n",
    "    ax.xaxis.set_major_formatter(FormatStrFormatter('%0.0f'))\n",
    "    locs, labels = plt.xticks() #gets labels\n",
    "    plt.setp(labels, rotation=90) #sets rotation of the labels\n",
    "    plt.savefig(\"{}.png\".format(filename))\n",
    "    plt.show()\n",
    "\n",
    "def plot_histogram_num_sentences(df, filename, cust_range=(0,150), n_bins=10, useLog=False, density=False):\n",
    "    fig, ax = plt.subplots()\n",
    "    counts, bins, patches = ax.hist(df[\"Num_sentences\"],rwidth=0.9, color='#607c8e', range=cust_range,bins=n_bins, log=useLog, density=density)\n",
    "\n",
    "    plt.xlabel(\"Number of Sentences\")\n",
    "    plt.ylabel(\"Count\")\n",
    "    plt.grid(axis='y')\n",
    "    plt.title(\"Historgram of Sentences in Section\")\n",
    "    \n",
    "    ax.set_xticks(bins)\n",
    "    ax.xaxis.set_major_formatter(FormatStrFormatter('%0.0f'))\n",
    "    locs, labels = plt.xticks() #gets labels\n",
    "    plt.setp(labels, rotation=90) #sets rotation of the labels\n",
    "    plt.savefig(\"{}.png\".format(filename))\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Freedman–Diaconis number of bins: 73\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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YsKHA1+ratSvWrFmT6+jR5cuXlQ7aOYXQrFmzADw+4vTGG28AeHw6b+bMmYiKisIrr7yC8PBw7NmzB8uXL8f777+vc3pz165dCA0NxdSpUwu8D1lERATq16+PGTNm4PLly2jevDnOnTuHhQsXwsPDA2+99ZaybcuWLdG4cWM0bdoUjo6OOHLkCJYsWQIvLy+lz1GOTz75BF26dEFYWBj69OmDEydOYOHChXj77bd1/p569uyJ5s2bY8CAATh16pTSGTk7OzvPVgTbtm1DREQE5+iQYZXQ1V5EJi2vy4Tv378vo0ePFk9PT7G0tJRatWrJJ598kqtTLvLojLxu3TqxsLCQ3r17S3Z2toiI7Ny5U8LDw8XR0VFsbGykRo0a0r9/fzl06JDyvMjISLGzs8uVX84l4DlWr14tYWFhUqlSJbGyshJvb28ZPHhwrkuM84J8Li+/deuWznY5nXUvXrxYYLzg4GCpX79+nmN79+6V5s2bS7ly5cTT01PGjRsnW7Zs0bkUvKAYkZGRUrVqVZ11Fy5ckM6dO0u5cuXE1dVVxowZI7/88osAkP379+tse/ToUXn55ZfF2dlZrK2tpWrVqtKrVy+JjY0t8D2JiBw5ckQAyJ49e3TW79y5U+fS7icfwcHBueJ8+eWXUqdOHbGyspIaNWrIvHnzcv0NbdiwId9L9J92584dGT16tNSuXVusra3FxcVF+vTpIxcuXNDZbuLEieLv7y+Ojo5iaWkp3t7eMnToUElISMgz7po1a8Tf31+sra2lSpUqMmnSJMnMzMzz9d966y1xdnYWW1tbCQ4OzrP78unTpwWAbN++/ZnviagoNCJsQUlEZcv8+fMxevRo/Pfff6hcubLB4r744ovw9PTMdQ80Qxs3bhx+/PFHnDt3Ls/Lt03RqFGjsHv3bhw+fJhHdMigWOgQkao9ePBA5yqvhw8fonHjxsjOzi7wBpv6OHDgAF544QWcPXs21wR0QwoMDMTAgQN1Jv6asqSkJFStWhU//fSTzkRsIkNgoUNEqtaxY0d4e3vD398fycnJWL58OU6ePIkffvgBr776akmnR0RGxsnIRKRq4eHh+Prrr/HDDz8gOzsbvr6+WLlyJXr37l3SqRHRc8AjOkRERKRa7KNDREREqsVCh4iIiFSrzM/R0Wq1uH79Ouzt7XlJIxERkYkQEdy/fx+enp46txh5WpkvdK5fv57rxnRERERkGq5evYoqVarkO17mC52cGylevXoVDg4OJZwNERERFUZKSgq8vLx0bqSclzJf6OScrnJwcGChQ0REZGKeNe2Ek5GJiIhItVjoEBERkWqx0CEiIiLVYqFDREREqsVCh4iIiFSLhQ4RERGpFgsdIiIiUq0yW+jExMTA19cXgYGBJZ0KERERGYlGRKSkkyhJKSkpcHR0RHJyMhsGEhERmYjC/n6X2SM6REREpH4sdIiIiEi1WOgQERGRarHQISIiItVioUNERESqZVHSCajZgMnzDB5z6czRBo9JRESkVjyiQ0RERKrFQoeIiIhUi4UOERERqRYLHSIiIlItFjpERESkWix0iIiISLVUcXm5j48PHBwcYGZmhgoVKmDnzp0lnRIRERGVAqoodABg3759KF++fEmnQURERKUIT10RERGRapV4obN7925ERETA09MTGo0Ga9euzbVNTEwMfHx8YGNjg2bNmiEuLk5nXKPRIDg4GIGBgfjhhx+eU+ZERERU2pV4oZOWlgY/Pz/ExMTkOb5q1SpER0dj6tSpOHLkCPz8/BAeHo6bN28q2/z55584fPgw1q9fj9mzZ+P48ePPK30iIiIqxUp8jk7Hjh3RsWPHfMfnzp2LgQMHYsCAAQCAxYsXY+PGjViyZAnGjx8PAKhcuTIAwMPDA506dcKRI0fQqFGjPONlZGQgIyNDWU5JSQEAZGVlISsryyDvKYeFmcag8QAYPEciIiJTVNjfwxIvdAqSmZmJw4cPY8KECco6MzMztGvXDn/99ReAx0eEtFot7O3tkZqaih07dqBXr175xvzggw8wffr0XOu3bt0KW1tbg+b/UpNqBo0HAL///rvBYxIREZma9PT0Qm1Xqgud27dvIzs7G25ubjrr3dzccObMGQBAYmIiunfvDgDIzs7GwIEDERgYmG/MCRMmIDo6WllOSUmBl5cXwsLC4ODgYND8h83K+3RccXw+KcrgMYmIiExNzhmZZynVhU5hVK9eHceOHSv09tbW1rC2tkZMTAxiYmKQnZ0NALC0tISlpaVBc3ukFYPGA2DwHImIiExRYX8PS3wyckFcXFxgbm6OxMREnfWJiYlwd3cvVuyoqCicOnUKBw8eLFYcIiIiKr1KdaFjZWWFgIAAxMbGKuu0Wi1iY2PRokWLEsyMiIiITEGJn7pKTU3FuXPnlOWLFy8iPj4eFStWhLe3N6KjoxEZGYmmTZsiKCgI8+fPR1pamnIVFhEREVF+SrzQOXToEEJDQ5XlnInCkZGRWLZsGXr37o1bt25hypQpSEhIgL+/PzZv3pxrgnJRPT1Hh4iIiNRHIyKGnzFrQlJSUuDo6Ijk5GSDX3U1YPI8g8YDgKUzRxs8JhERkakp7O93qZ6jQ0RERFQcLHSIiIhItcpsoRMTEwNfX98CmwsSERGRaSuzhQ776BAREalfmS10iIiISP1Y6BAREZFqldlCh3N0iIiI1K/MFjqco0NERKR+ZbbQISIiIvVjoUNERESqxUKHiIiIVKvMFjqcjExERKR+ZbbQ4WRkIiIi9SuzhQ4RERGpHwsdIiIiUi0WOkRERKRaLHSIiIhItcpsocOrroiIiNSvzBY6vOqKiIhI/cpsoUNERETqx0KHiIiIVIuFDhEREakWCx0iIiJSLRY6REREpFosdIiIiEi1ymyhwz46RERE6ldmCx320SEiIlK/MlvoEBERkfqx0CEiIiLVYqFDREREqsVCh4iIiFSLhQ4RERGpFgsdIiIiUi0WOkRERKRaLHSIiIhItVjoEBERkWqx0CEiIiLVKrOFDu91RUREpH5lttDhva6IiIjUr8wWOkRERKR+LHSIiIhItVjoEBERkWqx0CEiIiLVYqFDREREqsVCh4iIiFSLhQ4RERGpFgsdIiIiUi0WOkRERKRaFiWdAOlnwOR5Bo23dOZog8YjIiIqDXhEh4iIiFRLNYVOeno6qlatinfffbekUyEiIqJSQjWFzvvvv4/mzZuXdBpERERUiqii0Dl79izOnDmDjh07lnQqREREVIqUeKGze/duREREwNPTExqNBmvXrs21TUxMDHx8fGBjY4NmzZohLi5OZ/zdd9/FBx988JwyJiIiIlNR4oVOWloa/Pz8EBMTk+f4qlWrEB0djalTp+LIkSPw8/NDeHg4bt68CQBYt24dateujdq1az/PtImIiMgElPjl5R07dizwlNPcuXMxcOBADBgwAACwePFibNy4EUuWLMH48eOxf/9+rFy5Ej///DNSU1ORlZUFBwcHTJkyJc94GRkZyMjIUJZTUlIAAFlZWcjKyjLgOwMszDQGjQdAydHQsQ393omIiIypsL9bGhERI+dSaBqNBmvWrEG3bt0AAJmZmbC1tcXq1auVdQAQGRmJe/fuYd26dTrPX7ZsGU6cOIE5c+bk+xrTpk3D9OnTc61fsWIFbG1tDfI+iIiIyLjS09Px6quvIjk5GQ4ODvluV+JHdApy+/ZtZGdnw83NTWe9m5sbzpw5o1fMCRMmIDo6WllOSUmBl5cXwsLCCtxR+hg2K+/TccXx+aQoo8TOiUtERGQKcs7IPEupLnSKqn///s/cxtraGtbW1rnWW1pawtLS0qD5PNIa/mBZTo6Gjm3o905ERGRMhf3dKvHJyAVxcXGBubk5EhMTddYnJibC3d29WLFjYmLg6+uLwMDAYsUhIiKi0qtUFzpWVlYICAhAbGyssk6r1SI2NhYtWrQoVuyoqCicOnUKBw8eLG6aREREVEqV+Kmr1NRUnDt3Tlm+ePEi4uPjUbFiRXh7eyM6OhqRkZFo2rQpgoKCMH/+fKSlpSlXYRERERHlp8QLnUOHDiE0NFRZzpkoHBkZiWXLlqF37964desWpkyZgoSEBPj7+2Pz5s25JigXVUxMDGJiYpCdnV2sOERERFR6lXihExISgmdd4T58+HAMHz7coK8bFRWFqKgopKSkwNHR0aCxiYiIqHQo1XN0iIiIiIqDhQ4RERGpVpktdHh5ORERkfqV2UKHl5cTERGpX5ktdIiIiEj9WOgQERGRapXZQodzdIiIiNSvzBY6nKNDRESkfmW20CEiIiL1Y6FDREREqsVCh4iIiFSLhQ4RERGpVpktdHjVFRERkfqV2UKHV10RERGpX5ktdIiIiEj9WOgQERGRarHQISIiItVioUNERESqVWYLHV51RUREpH4WJZ1ASYmKikJUVBRSUlLg6OhY0umUGgMmzzN4zKUzRxs8JhERUWGU2SM6REREpH4sdIiIiEi1WOgQERGRarHQISIiItVioUNERESqxUKHiIiIVKvMFjrso0NERKR+ZbbQ4d3LiYiI1K/MFjpERESkfix0iIiISLVY6BAREZFqsdAhIiIi1WKhQ0RERKrFQoeIiIhUi4UOERERqRYLHSIiIlItFjpERESkWmW20OEtIIiIiNSvzBY6vAUEERGR+pXZQoeIiIjUj4UOERERqRYLHSIiIlItFjpERESkWix0iIiISLVY6BAREZFqsdAhIiIi1WKhQ0RERKplUdIJUNkxYPI8g8dcOnO0wWMSEZF68IgOERERqRYLHSIiIlItFjpERESkWiZf6Ny7dw9NmzaFv78/GjRogK+++qqkUyIiIqJSwuQnI9vb22P37t2wtbVFWloaGjRogJdffhnOzs4lnRoRERGVMJM/omNubg5bW1sAQEZGBkQEIlLCWREREVFpUOKFzu7duxEREQFPT09oNBqsXbs21zYxMTHw8fGBjY0NmjVrhri4OJ3xe/fuwc/PD1WqVMHYsWPh4uLynLInIiKi0qzEC520tDT4+fkhJiYmz/FVq1YhOjoaU6dOxZEjR+Dn54fw8HDcvHlT2cbJyQnHjh3DxYsXsWLFCiQmJj6v9ImIiKgUK/E5Oh07dkTHjh3zHZ87dy4GDhyIAQMGAAAWL16MjRs3YsmSJRg/frzOtm5ubvDz88OePXvQs2fPPONlZGQgIyNDWU5JSQEAZGVlISsrq7hvR4eFmcag8QAoORo6trHiPq/YRERUthT2+18jpWhCi0ajwZo1a9CtWzcAQGZmJmxtbbF69WplHQBERkbi3r17WLduHRITE2Frawt7e3skJyejVatW+PHHH9GwYcM8X2PatGmYPn16rvUrVqxQ5voQERFR6Zaeno5XX30VycnJcHBwyHe7Ej+iU5Dbt28jOzsbbm5uOuvd3Nxw5swZAMDly5cxaNAgZRLyiBEj8i1yAGDChAmIjo5WllNSUuDl5YWwsLACd5Q+hs3K+3RccXw+KcoosY0V93nFJiKisiXnjMyzlOpCpzCCgoIQHx9f6O2tra1hbW2da72lpSUsLS0NmBnwSGv4g2U5ORo6trHiPq/YRERUthT2+7/EJyMXxMXFBebm5rkmFycmJsLd3b1YsWNiYuDr64vAwMBixSEiIqLSq1QXOlZWVggICEBsbKyyTqvVIjY2Fi1atChW7KioKJw6dQoHDx4sbppERERUSpX4qavU1FScO3dOWb548SLi4+NRsWJFeHt7Izo6GpGRkWjatCmCgoIwf/58pKWlKVdhEREREeWnxAudQ4cOITQ0VFnOmSgcGRmJZcuWoXfv3rh16xamTJmChIQE+Pv7Y/PmzbkmKBdVTEwMYmJikJ2dXaw4REREVHqVeKETEhLyzFs2DB8+HMOHDzfo60ZFRSEqKgopKSlwdHQ0aGwiIiIqHfQqdKpXr46DBw/munHmvXv30KRJE1y4cMEgyREV1oDJ8wwab+nM0QaNR0REJUOvyciXLl3K85RPRkYGrl27VuykiIiIiAyhSEd01q9fr/z/LVu26Jzyyc7ORmxsLHx8fAyWnDFxjg4REZH6FanQybkNg0ajQWRkpM6YpaUlfHx88OmnnxosOWPiHB0iIiL1K1Kho9VqAQDVqlXDwYMH4eLiYpSkiIiIiAxBr8nIFy9eNHQeRERERAan9+XlsbGxiI2Nxc2bN5UjPTmWLFlS7MSMjXN0iIiI1E+vq66mT5+OsLAwxMbG4vbt27h7967OwxTwFhBERETqp9cRncWLF2PZsmV44403DJ0PERERkcHodUQnMzMTLVu2NHQuRERERAalV6Hz9ttvY8WKFYbOhYiIiMig9Dp19fDhQ3z55ZfYvn07GjVqBEtLS53xuXPnGiQ5Y+JkZCIiIvXTq9A5fvw4/P39AQAnTpzQGdNoNMVO6nlgw0AiIiL106vQ2blzp6HzICIiIjI4veboEBEREZkCvY7ohIaGFniKaseOHXonRERERGQoehU6OfNzcmRlZSE+Ph4nTpzIdbNPIiIiopKiV6Ezb968PNdPmzYNqampxUqIiIiIyFD0vtdVXl5//XUEBQVhzpw5hgxrFLy8nApjwOS8i/riWDpztMFjEhFR3gw6Gfmvv/6CjY2NIUMaDe91RUREpH56HdF5+eWXdZZFBDdu3MChQ4cwefJkgyRGREREVFx6FTpPN9gzMzNDnTp1MGPGDISFhRkkMSIiIqLi0qvQWbp0qaHzICIiIjK4Yk1GPnz4ME6fPg0AqF+/Pho3bmyQpIiIiIgMQa9C5+bNm+jTpw927doFJycnAMC9e/cQGhqKlStXwtXV1ZA5EhEREelFr6uuRowYgfv37+PkyZO4c+cO7ty5gxMnTiAlJQUjR440dI5EREREetHriM7mzZuxfft21KtXT1nn6+uLmJgYk5mMzD46RERE6qfXER2tVgtLS8tc6y0tLaHVaoud1PPAPjpERETqp1eh07ZtW7zzzju4fv26su7atWsYPXo0XnzxRYMlR0RERFQcehU6CxcuREpKCnx8fFCjRg3UqFED1apVQ0pKCj777DND50hERESkF73m6Hh5eeHIkSPYvn07zpw5AwCoV68e2rVrZ9DkiIiIiIqjSEd0duzYAV9fX6SkpECj0aB9+/YYMWIERowYgcDAQNSvXx979uwxVq5ERERERVKkQmf+/PkYOHAgHBwcco05Ojpi8ODBmDt3rsGSIyIiIiqOIhU6x44dQ4cOHfIdDwsLw+HDh4udFBEREZEhFKnQSUxMzPOy8hwWFha4detWsZMiIiIiMoQiFTqVK1fGiRMn8h0/fvw4PDw8ip0UERERkSEU6aqrTp06YfLkyejQoQNsbGx0xh48eICpU6fipZdeMmiCRGo1YPI8g8dcOnO0wWMSEZmyIhU6kyZNwq+//oratWtj+PDhqFOnDgDgzJkzyu0UJk6caJREDY23gCAiIlK/IhU6bm5u2LdvH4YOHYoJEyZARAAAGo0G4eHhiImJgZubm1ESNbSoqChERUUhJSUFjo6OJZ0OERERGUGRGwZWrVoVv//+O+7evYtz585BRFCrVi1UqFDBGPkRERER6U2vzsgAUKFCBQQGBhoyFyIiIiKD0uteV0RERESmgIUOERERqRYLHSIiIlItFjpERESkWix0iIiISLX0vuqKiEovQ3ddZsdlIjJVPKJDREREqsVCh4iIiFSLhQ4RERGpFgsdIiIiUi2TL3SuXr2KkJAQ+Pr6olGjRvj5559LOiUiIiIqJUz+qisLCwvMnz8f/v7+SEhIQEBAADp16gQ7O7uSTo2IiIhKmMkXOh4eHvDw8AAAuLu7w8XFBXfu3GGhQ0RERCV/6mr37t2IiIiAp6cnNBoN1q5dm2ubmJgY+Pj4wMbGBs2aNUNcXFyesQ4fPozs7Gx4eXkZOWsiIiIyBSV+RCctLQ1+fn5488038fLLL+caX7VqFaKjo7F48WI0a9YM8+fPR3h4OP755x9UqlRJ2e7OnTvo168fvvrqqwJfLyMjAxkZGcpySkoKACArKwtZWVkGelePWZhpDBoPgJKjoWMbK66pxjbFnI0Z29CfDSKi4irs95JGRMTIuRSaRqPBmjVr0K1bN2Vds2bNEBgYiIULFwIAtFotvLy8MGLECIwfPx7A4+Klffv2GDhwIN54440CX2PatGmYPn16rvUrVqyAra2t4d4MERERGU16ejpeffVVJCcnw8HBId/tSvyITkEyMzNx+PBhTJgwQVlnZmaGdu3a4a+//gIAiAj69++Ptm3bPrPIAYAJEyYgOjpaWU5JSYGXlxfCwsIK3FH6GDYrxqDxAODzSVFGiW2suKYa2xRzNmbsnLhERKVFzhmZZynVhc7t27eRnZ0NNzc3nfVubm44c+YMAGDv3r1YtWoVGjVqpMzv+f7779GwYcM8Y1pbW8Pa2jrXektLS1haWho0/0dawx8sy8nR0LGNFddUY5tizsaMbejPBhFRcRX2e6lUFzqF0bp1a2i12iI/LyYmBjExMcjOzjZCVkTqZOibhQK8YSgRGVeJX3VVEBcXF5ibmyMxMVFnfWJiItzd3YsVOyoqCqdOncLBgweLFYeIiIhKr1Jd6FhZWSEgIACxsbHKOq1Wi9jYWLRo0aIEMyMiIiJTUOKnrlJTU3Hu3Dll+eLFi4iPj0fFihXh7e2N6OhoREZGomnTpggKCsL8+fORlpaGAQMGlGDWREREZApKvNA5dOgQQkNDleWcK6IiIyOxbNky9O7dG7du3cKUKVOQkJAAf39/bN68OdcE5aLiHB0iIiL1K/FCJyQkBM9q5TN8+HAMHz7coK8bFRWFqKgopKSkwNHR0aCxiYiIqHQo1XN0iIiIiIqjzBY6MTEx8PX1RWBgYEmnQkREREZSZgsdXl5ORESkfmW20CEiIiL1Y6FDREREqsVCh4iIiFSrxC8vLynso0NUuvA+WkRkDGX2iA4nIxMREalfmS10iIiISP1Y6BAREZFqsdAhIiIi1SqzhQ47IxMREalfmS10OBmZiIhI/cpsoUNERETqV2b76BBR2WHoHj3sz0NkOnhEh4iIiFSLhQ4RERGpVpktdHjVFRERkfqV2UKHV10RERGpHycjExHpiTciJSr9yuwRHSIiIlI/FjpERESkWix0iIiISLVY6BAREZFqsdAhIiIi1SqzhQ776BAREalfmS102EeHiIhI/cpsoUNERETqx0KHiIiIVIuFDhEREakWCx0iIiJSLd7rioioFDL0fbR4Dy0qq3hEh4iIiFSLhQ4RERGpFk9dERGVMTwtRmUJj+gQERGRarHQISIiItUqs4UO73VFRESkfmW20OG9roiIiNSvzBY6REREpH4sdIiIiEi1WOgQERGRarHQISIiItVioUNERESqxUKHiIiIVIuFDhEREakWCx0iIiJSLRY6REREpFosdIiIiEi1LEo6ASIiUocBk+cZPObSmaMNHpPKFlUc0enevTsqVKiAnj17lnQqREREVIqootB555138N1335V0GkRERFTKqKLQCQkJgb29fUmnQURERKVMiRc6u3fvRkREBDw9PaHRaLB27dpc28TExMDHxwc2NjZo1qwZ4uLinn+iREREZHJKvNBJS0uDn58fYmJi8hxftWoVoqOjMXXqVBw5cgR+fn4IDw/HzZs3n3OmREREZGpK/Kqrjh07omPHjvmOz507FwMHDsSAAQMAAIsXL8bGjRuxZMkSjB8/vsivl5GRgYyMDGU5JSUFAJCVlYWsrKwixyuIhZnGoPEAKDkaOrax4ppqbFPM2ZixTTFnY8Y25ZyNGduY+4PoaYX929CIiBg5l0LTaDRYs2YNunXrBgDIzMyEra0tVq9erawDgMjISNy7dw/r1q1T1u3atQsLFy7E6tWrC3yNadOmYfr06bnWr1ixAra2tgZ5H0RERGRc6enpePXVV5GcnAwHB4d8tyvxIzoFuX37NrKzs+Hm5qaz3s3NDWfOnFGW27Vrh2PHjiEtLQ1VqlTBzz//jBYtWuQZc8KECYiOjlaWU1JS4OXlhbCwsAJ3lD6Gzcr7dFxxfD4pyiixjRXXVGObYs7GjG2KORsztinnbMzYxtwfpoj7w7hyzsg8S6kudApr+/bthd7W2toa1tbWudZbWlrC0tLSkGnhkdbwB8tycjR0bGPFNdXYppizMWObYs7GjG3KORsztjH3hyni/jCuwu6LEp+MXBAXFxeYm5sjMTFRZ31iYiLc3d2LFTsmJga+vr4IDAwsVhwiIiIqvUp1oWNlZYWAgADExsYq67RaLWJjY/M9NVVYUVFROHXqFA4ePFjcNImIiKiUKvFTV6mpqTh37pyyfPHiRcTHx6NixYrw9vZGdHQ0IiMj0bRpUwQFBWH+/PlIS0tTrsIiIiIiyk+JFzqHDh1CaGiospwzUTgyMhLLli1D7969cevWLUyZMgUJCQnw9/fH5s2bc01QLqqYmBjExMQgOzu7WHGIiIio9CrxQickJATPusJ9+PDhGD58uEFfNyoqClFRUUhJSYGjo6NBYxMREVHpUKrn6BAREREVBwsdIiIiUq0SP3VVUjhHh4jIdAyYPM+g8ZbOHG3QeFR6ldkjOry8nIiISP3KbKFDRERE6sdCh4iIiFSLc3Q4R4eIqEwzxfk/pphzSSmzR3Q4R4eIiEj9ymyhQ0REROrHQoeIiIhUi4UOERERqVaZLXRiYmLg6+uLwMDAkk6FiIiIjKTMFjqcjExERKR+ZbbQISIiIvVjoUNERESqxUKHiIiIVIuFDhEREakWCx0iIiJSrTJb6PDyciIiIvUrs4UOLy8nIiJSvzJb6BAREZH6sdAhIiIi1WKhQ0RERKrFQoeIiIhUi4UOERERqRYLHSIiIlKtMlvosI8OERGR+pXZQod9dIiIiNSvzBY6REREpH4sdIiIiEi1WOgQERGRarHQISIiItVioUNERESqxUKHiIiIVIuFDhEREakWCx0iIiJSLRY6REREpFplttDhLSCIiIjUr8wWOrwFBBERkfqV2UKHiIiI1I+FDhEREakWCx0iIiJSLRY6REREpFosdIiIiEi1WOgQERGRarHQISIiItVioUNERESqxUKHiIiIVIuFDhEREakWCx0iIiJSLRY6REREpFqqKHR+++031KlTB7Vq1cLXX39d0ukQERFRKWFR0gkU16NHjxAdHY2dO3fC0dERAQEB6N69O5ydnUs6NSIiIiphJn9EJy4uDvXr10flypVRvnx5dOzYEVu3bi3ptIiIiKgUKPFCZ/fu3YiIiICnpyc0Gg3Wrl2ba5uYmBj4+PjAxsYGzZo1Q1xcnDJ2/fp1VK5cWVmuXLkyrl279jxSJyIiolKuxAudtLQ0+Pn5ISYmJs/xVatWITo6GlOnTsWRI0fg5+eH8PBw3Lx58zlnSkRERKamxOfodOzYER07dsx3fO7cuRg4cCAGDBgAAFi8eDE2btyIJUuWYPz48fD09NQ5gnPt2jUEBQXlGy8jIwMZGRnKckpKCgAgKysLWVlZxX07OizMNAaNB0DJ0dCxjRXXVGObYs7GjG2KORsztinnbMzY3B+6sU11f5iKwuasERExci6FptFosGbNGnTr1g0AkJmZCVtbW6xevVpZBwCRkZG4d+8e1q1bh0ePHqFevXrYtWuXMhl53759+U5GnjZtGqZPn55r/YoVK2Bra2uMt0VEREQGlp6ejldffRXJyclwcHDId7sSP6JTkNu3byM7Oxtubm46693c3HDmzBkAgIWFBT799FOEhoZCq9Vi3LhxBV5xNWHCBERHRyvLKSkp8PLyQlhYWIE7Sh/DZuV9Oq44Pp8UZZTYxoprqrFNMWdjxjbFnI0Z25RzNmZs7g/d2NwfuWMbUs4ZmWcp1YVOYXXp0gVdunQp1LbW1tawtrbOtd7S0hKWlpYGzeuR1vAHy3JyNHRsY8U11dimmLMxY5tizsaMbco5GzM294dubO6P3LFLIm6JT0YuiIuLC8zNzZGYmKizPjExEe7u7sWKHRMTA19fXwQGBhYrDhEREZVepbrQsbKyQkBAAGJjY5V1Wq0WsbGxaNGiRbFiR0VF4dSpUzh48GBx0yQiIqJSqsRPXaWmpuLcuXPK8sWLFxEfH4+KFSvC29sb0dHRiIyMRNOmTREUFIT58+cjLS1NuQqLiIiIKD8lXugcOnQIoaGhynLOROHIyEgsW7YMvXv3xq1btzBlyhQkJCTA398fmzdvzjVBuahiYmIQExOD7OzsYsUhIiKi0qvEC52QkBA86wr34cOHY/jw4QZ93aioKERFRSElJQWOjo4GjU1ERESlQ6meo0NERERUHCx0iIiISLXKbKHDy8uJiIjUr8wWOry8nIiISP3KbKFDRERE6sdCh4iIiFSrzBY6nKNDRESkfiXeR6ek5PTRSU5OhpOTU6HvgloUmRkPDR4zJ09DxzZWXFONbYo5GzO2KeZszNimnLMxY3N/6Mbm/sgd2xhxn9WLTyPP2kLl/vvvP3h5eZV0GkRERKSHq1evokqVKvmOl/lCR6vV4vr167C3t4dGozFIzJSUFHh5eeHq1atwcHAwSExjxzbFnI0Z2xRzNmZsU8zZmLFNMWdjxjbFnI0Z2xRzNmZsY8UVEdy/fx+enp4wM8t/Jk6ZPXWVw8zMrMBKsDgcHBwM/odo7NimmLMxY5tizsaMbYo5GzO2KeZszNimmLMxY5tizsaMbYy4hbmFU5mdjExERETqx0KHiIiIVIuFjhFYW1tj6tSpsLa2NpnYppizMWObYs7GjG2KORsztinmbMzYppizMWObYs7GjG3MnAujzE9GJiIiIvXiER0iIiJSLRY6REREpFosdIiIiEi1WOgQERGRarHQISIiItVioUNERESqVeZvAWFqpk+fjqioKLi4uBQ71oULF/Dnn3/ixo0bMDMzQ/Xq1dG+fXujtRUnMmWPHj3CyZMnkZCQAABwd3eHr68vLC0tSzgz9cnOzoa5ubmyHBcXB61Wi8aNG5dYL5ay4OzZs7hy5QqqVq2KmjVrFjtecnKyzuelMLdrMAohg8jIyJBVq1bJqFGjpE+fPtKnTx8ZNWqU/PTTT5KRkVHkeMnJybke9+7dE0tLSzlw4ICyTh+pqanSs2dP0Wg0otFoxMzMTNzd3cXc3FzKly8vCxcu1Cvus0ybNk1u3bpV7DiPHj3SWT5w4ID89ddf8vDhQ71jbty4Ud566y0ZO3asnD59Wmfszp07EhoaqlfcBg0ayIwZM+TKlSt651aQmJgYefHFF+WVV16R7du364zdunVLqlWrZpDXefjwoZw7d65Y+/hp9+7dkzNnzsiZM2fk3r17xYqVmJios3z06FHp16+ftGzZUnr06CE7d+7UO3Z2drZMnDhRnJyclM9MzsPJyUkmTZok2dnZxcr/aUuXLi32PslPQkKC3Lhxw+BxtVptrs9mUV26dEkCAgLE3NxcOnToIMnJydKuXTtlf1evXl3++ecfveOb8ufF0GbPnq3sgzt37siLL76o85vQoUMHuXv3rl6xv/rqK6lXr56YmZnpPOrVqydff/21Ad9F4bDQMYCzZ89K9erVxcbGRoKDg6VXr17Sq1cvCQ4OFhsbG6lZs6acPXu2SDGf/gPJeeT8Eeb8rz4GDRokrVq1kr///lvOnj0rPXv2lHHjxklaWpp88803YmtrKz/88INesUWMV6QZ60vwhx9+EHNzc+ncubO0bt1abGxsZPny5cp4QkKC3vtao9GIs7OzmJubS3h4uKxevVqysrL0ivW0BQsWiK2trURFRcnrr78uVlZWMnv27GLnvXTpUtm3b5+IiDx48EDefPNNMTc3FzMzM7GwsJDBgwcX6wvcGF+CZmZmSrGzd+9esbS0lODgYBk7dqy0b99eLCws5I8//tAr9tixY8XV1VUWL14sFy9elPT0dElPT5eLFy/KF198IZUqVZJx48bpFTs/lpaWcurUqWLFSEpKkh49eoiXl5cMGTJEHj16JG+99Zby3dGiRQu5fv16keNmZWXJxIkTpU2bNjJlyhQREfn444/F1tZWrKyspF+/fnr9405EpEePHhIcHCwbNmyQXr16SatWrSQkJET+++8/uX79uoSHh0u3bt30im2qn5eCxMfH6/3dVKVKFTly5IiIiLz99tvSuHFjOXLkiDx48EDi4+OlefPm8tZbbxU5bs7fwvjx42Xnzp1y6tQpOXXqlOzcuVMmTJggdnZ28sknn+iVs75Y6BhAu3btpGvXrnn+eCcnJ0vXrl0lLCysSDErV64snTt3lh07dsiuXbtk165dsnPnTjE3N5elS5cq6/Th4uIihw4dUpbv3LkjNjY2kpaWJiIiCxcuFH9/f71iixivSDPWl6C/v78sWLBAWV61apXY2dkpP7rFLXSuXbsma9askYiICLGwsBBXV1cZM2ZMsX/IfH19dQrSvXv3iqurq0yePLlYeVerVk32798vIiLvvvuu+Pj4yK+//iqnT5+WtWvXSu3atWXs2LF65WysL0GNRqMUOu3bt5c333xTZ/ydd96Rtm3b6pWzm5ubbN68Od/xzZs3S6VKlfSKXaFChTwfGo1GHB0dlWV9vPnmm9KgQQP57LPPJDg4WLp27SqNGjWSP//8U/bt2yeBgYHSr1+/IsedNGmSuLm5SXR0tPj6+sqQIUPEy8tLli9fLt9++61UrlxZPvroI71ydnV1laNHj4rI4yN+Go1G9uzZo4wfPnxY3Nzc9Iptip+XZ4mPjxeNRqPXc62treXSpUsiIuLj45PrHwKHDh0SDw+PIsf19vaWVatW5Tu+cuVK8fLyKnLc4mChYwDlypWTv//+O9/x48ePS7ly5YoUMykpSbp16yahoaHy33//KestLCzk5MmTeucqIuLk5CT//vuvspyZmSkWFhZy8+ZNERH5999/xcbGRu/4xirSjPUlaGdnJxcuXNBZt2PHDilfvrwsWrSo2IXOk6dVrl+/LrNnz5ZatWop/6r+5ptv9Ipdrlw5uXjxos66v//+W9zc3GT8+PF6521tbS2XL18WEZHatWvLpk2bdMb/+OMP8fb21itnY30JPrmfPTw85K+//tIZP3HihLi4uBQ5roiIra2tHD9+PN/xY8eOiZ2dnV6xy5cvL507d5Zly5Ypj6VLl4q5ubm8//77yjp9eHh4yN69e0Xk8Y+4RqORrVu3KuN//vmnVK5cuchxq1evLhs2bBCRx0ezzczMZOXKlcr4qlWrpEGDBnrlbG9vr3wWs7OzxcLCQuLj45Xxs2fPir29vV6xTfHz0r179wIfbdu21fu7qXbt2vLbb7+JyONiLedvJcfRo0fFwcGhyHFtbGwK/EfcyZMni/x7WFy86soAnJyccOnSpXzHL126BCcnpyLFrFixItasWYNXXnkFQUFB+PHHH4uX5BMCAwOxYMECZXnBggVwdXWFq6srACA1NRXly5fXO/7x48dhaWmJmTNnombNmggODkZISAg0Gg2CgoIQHByM4ODgIsd9+PChMpnN3t4e5ubmsLe3V8YdHByQnp5e5LgODg5ITEzUWRcaGorffvsNY8eOxWeffVbkmDk0Go3OsoeHByZMmIB///0XsbGxqFGjBkaOHKlXbBcXF1y9elVnXYMGDbBjxw4sXboU48aN0yuuu7s7zp8/DwBIS0vLNfHd1dUVSUlJesW+efMmGjZsmO94w4YNcfv2bb1i379/HykpKbCxsck1YdXGxkavvw0ACAkJwbvvvptnXrdv38b//vc/hISE6BX76NGjuHnzJnbs2IEePXogMjIS/fv3h0ajQbdu3RAZGYnIyEi9YicnJ6Ny5coAADc3N1hYWMDDw0MZ9/T0xL1794oc9/r16/Dz8wMA1KxZE1ZWVsoy8Pj75fLly3rlXL9+fSxZsgQA8O2338LZ2RkrV65Uxn/88UfUrl1br9im+HnZsGGD8r2X16M439MDBw7E2LFjce7cOQwfPhzvvvuu8j4uXryI0aNHIywsrMhxAwMD8eGHH+LRo0e5xrKzs/HRRx8hMDBQ77z18lzLKpWaPHmyVKhQQebOnSvHjh2ThIQESUhIkGPHjsncuXOlYsWKMnXqVL3jnzx5Uvz8/KRv374GOaJz+PBhqVixori7u4u3t7dYWVnJjz/+qIwvXLhQr0PaT/v888/F09NTVqxYISLFPxrVvHlzmTRpkoiILFmyRPmXWI4ZM2ZIQEBAkeN27dpVmWvwtJ07d4qdnZ3BjujkRd9J5X379pVRo0blOXbixAlxdXXVK+/33ntPWrRoIXfv3pXx48dLRESE3L9/X0RE0tLSpFevXkU+FZvjhRdekH79+uU5T+nRo0fSr18/adOmTZHj5pwOzTk1+uWXX+qMr1u3TmrWrKlXzleuXJEGDRqIhYWFNG7cWDp06CAdOnSQxo0bi4WFhTRq1KhYk82zsrJk3LhxUqNGDfnzzz9FxDBHbv38/JQLC37//Xext7eXTz/9VBlftGiRXkde3NzcdI5wtWzZUueo8+nTp/U6EiDy+DSgjY2NWFlZiY2Njfzxxx9Su3ZtCQoKkubNm4u5uXmBRwQLYoqfl4YNGxY4b+3o0aN6fzeJiIwYMUIsLS2lbt26YmNjI2ZmZmJlZSVmZmbStGlTvSatHzt2TNzd3cXZ2Vm6d+8uQ4YMkSFDhkj37t3F2dlZPDw8CjwDYgwsdAzkww8/FA8Pj1xfuB4eHnqfr35SRkaGjB49Wvz9/XOdZtHH9evX5csvv5TPPvus2F+oBTFkkWasL8Fdu3bpTEp82o4dO6R///565dy/f39JSUnR67nPcuzYMVmyZEm+43///bdMmzatyHEzMjKkS5cuUqFCBWnfvr3Y2NiIra2t1KpVS+zs7MTb21vvK1+M9SWYczo05/F0fvPnz5ePP/5Yr5xFHp9G+f3332XKlCkyaNAgGTRokEyZMkU2bdpksCuuYmNjxdvbWyZMmCCWlpbF/lwuX75czM3NpWbNmmJtbS0///yzeHp6Sq9evaRPnz5iZWWl1xWWoaGhBZ5O++mnn/T6B0eOixcvyurVq5XTTAkJCTJ58mQZM2aM7NixQ++4pvh56d+/vwwbNizf8VOnTomPj49esZ+M8fHHH8uQIUNk0KBBMnXqVNm6datotVq9Y6akpMjnn38u/fr1k7CwMAkLC5N+/frJokWL9P6HXXFoRESe7zEkdbt48aJO34Bq1aqVcEYlLzMzE+PHj8fOnTvx66+/FmufXLp0CYcPH0ZAQAB8fHyQmJiImJgYpKeno3PnzggNDTVg5mXb5s2bsWHDBly4cAFarRYeHh5o1aoVXn31VdjZ2ekd9/79+1i+fDn279+v81lp0aIFXn311TLdxykpKQkDBw7Ezp07sX//ftSpU6dY8fbu3Yv9+/ejRYsWaNmyJU6dOoUPP/wQ6enpiIiI0Ou02L///gtLS8t8P8crVqyAhYUFevXqVazcTY0xPi8ZGRnIzs6Gra2tgbMtW1joPAdXr17F1KlTlXPPhSUiuHTpEry8vGBhYYHMzEysWbMGGRkZ6NSpk0GaBua8zq5du3Du3Dl4eHggPDy8TDZBe7pJ2YEDB5CRkYEWLVoYfH9kZWUZJObNmzdx4sQJBAQEwNHREYmJifj222+h1WrRuXPnAufDlAXcz6Yl5x8xxhQXF4e//vorV5EdFBRk1NctbYy9rxMSEnDgwAFlP3t4eCAoKAju7u5Ge818PfdjSGWQPr0Ozpw5I1WrVhUzMzOpWbOmXLhwQQICAsTOzk5sbW3FxcVF58qpoujYsaPSjCwpKUmaNWsmGo1GOUddt25d5QosfSUmJkpsbKzyOgkJCfLRRx/JBx98UOAVLIVx48YNWbt2rSxevFgWL14sa9euLVYDtOvXr0vLli3F3Nxc2rRpI3fu3JHOnTsr/Xlq166tV78RkcdXoDzZU+Szzz4Tb29vMTMzE2dnZ5k+fbreeefMH9JoNOLu7i7x8fFSpUoVqVWrltSpU0esra1ly5YtesfPysqS+Ph42bx5s2zevFni4+MlMzNT73hPerqx3P79++WPP/7QO74p72eR3H/T69atM0pTP2PJzMyUf//9t9hNDjUajdSoUUPef/99uXbtmoGyeywxMVFatWolGo1GqlatKkFBQRIUFCRVq1YVjUYjrVu3fuZ8utKgtO/r1NRUee2118Tc3FwsLCykUqVKUqlSJbGwsBBzc3N5/fXXlVYmzwsLHQNYt25dgY958+YVudDp2rWrdOnSRY4fPy6jRo2SevXqSdeuXSUzM1MePnwoERER8vrrr+uV75MTZIcOHSq+vr7KvJ+rV69KQECADBkyRK/YIsb7YTDWB+iNN96Qli1byvr166V3797SsmVLeeGFF+S///6Ty5cvS6tWrSQqKqrIcUV0G9ktWbJEbGxsZMqUKbJx40aZNWuW2NnZyVdffaVX7NatW0tUVJTcv39fPvnkE6lcubJOnu+++660bNmyyHGN2Qn4+vXr0qpVK4MXlaa4n0WM/6NgjE7AH330kaSnp4vI44J1zJgxygRWCwsLGTBggN4Fq0ajkYEDByr7oHPnzrJmzZpid1wWedyHq0WLFnLmzJlcY2fOnJGWLVtKz5499YptrI7Lpriv33rrLalVq5Zs3rxZJ9ajR49ky5YtUrt2bXn77beL9RpFxULHAJ5shJffo6iFzpM9Y1JTU3P1jNm7d6/evRmeLHTq1Kkj69at0xnfvn17sVqhG+uHwVgfoCf7riQlJYlGo9H5soqNjZXq1asXOa6I7r4OCgrKNSH2888/l8aNG+sV28HBQc6dOycij4++WFhYKH8zIo/7ITk6OhY5rjE7ARurqDTF/Sxi3B8FY3UCfrKo/OSTT6RChQqyZMkSOXnypCxfvlwqVaqk9wUYOf8ds7KyZPXq1dKpUycxNzcXNzc3GTduXLFu/1C+fHmlE3BeDh06JOXLly9yXGPtZxHT3NdOTk65evI86c8//xQnJye9YuuLhY4BeHp6ytq1a/Md1+cSwHLlyilNqEQef0hzvmxFHl/yam1tXfRk5fEfeM6pqUqVKsmJEyd0xi9duqR3bBHj/TAY6wNkY2Ojc3mwnZ2dzi07Ll++rHeDqyf3tYuLi07zMxGRc+fO6d0AzcXFRflvl5aWJmZmZjqN8o4dO6ZXkzxjdgI2VlFpivtZxLg/CsbqBPxkUdm4cWP54osvdMaXL18u9evX1yvnvNox/PfffzJjxgypXr26mJmZyQsvvKBXbGdn5wIble7cuVOcnZ2LHNdY+1nENPe1g4ODHDx4MN/xuLg4vdsP6IsNAw0gICAAhw8fzndco9FAijjn29PTE1euXFGWP/74Y1SqVElZvnXrFipUqFD0ZP+f/v374+WXX0ZWVhYuXryoM5aQkFDkBodPsrKywsOHDwE8vuJKq9UqywDw4MEDvSaIarVaWFlZFfi6Wq22yHErVaqEGzduKMvDhw9HxYoVleW7d+8W6yqjzZs3Y/369Xk2rXv48GGupoKF1apVK4wfPx579+7F6NGj0aRJE8yaNQtpaWlIT0/HzJkz0bRp0yLHvX//Pjw9PfMd9/DwQFpaml453717V2liV7FiRdja2qJq1arKeM2aNXX+WxSFqe1nwHh/08DjK0BbtmypLLds2RI7duzAl19+iQkTJugVM0fOvrxy5YrOa+S8ztPfKUWN+6TKlStj8uTJOH/+PLZu3QovLy+9Yvfu3RuRkZFYs2YNUlJSlPUpKSlYs2YNBgwYgL59+xY5rjH3M2B6+/qll17CoEGDcPTo0VxjR48exdChQxEREaFXznp7rmWVSu3evTtX2+8npaamFvmWB4MHDy5wTsEHH3wgnTp1KlLMHP3799d5PN17ZuzYsRIeHq5XbJHH84teeukl+fPPP2XQoEHStGlT6dy5s6SmpkpaWpr07NlTOnToUOS4r776qnLjuacdOXJEAgIC5LXXXity3C5dusj8+fPzHV+4cKHe90l6+hTmrFmzdMa//vprvU+p/Pvvv1KrVi3RaDRSr149+e+//6RLly5iYWGh3FPr8OHDRY7bqVMnCQsLy/NO87du3ZIOHTpI586d9crZ29tbDhw4oCz/73//k6SkJGU5Pj5er6MjprifRYz3Ny0i4uXlJbt37861/uTJk+Lm5ib9+vXT+4jO+++/LwsWLBAPD49c90g6duyY3vfnKkyDTX09fPhQhgwZosxxsbGx0WmSN3ToUL1uvmms/Sximvv6zp070qFDB9FoNFKxYkWpW7eu1K1bVypWrChmZmbSsWNHve+Kri8WOiYmp4nThQsX9L4S6FlSU1PlwYMHej/fWD8MJfUBOnDggNE6eW7YsKHA00SFcfv2bZ3l7du3y4YNG3KtLyxjdgI2ZlFZkNK4n0WM+zdtrE7AVatWFR8fH+Uxb948nfH58+dL8+bN9UlZdu3alWfXbENKTk6WHTt2yIoVK2TFihWyY8eOYjWxM9Z+FjHtfX369GlZsmSJzJ49W2bPni1LliyR06dPG+31CsI+OibGysoKx44dQ7169Uo6lWdKSkqCs7OzshwbG4sHDx6gRYsWOuuL6syZM3n2wahbt26xc6bHtFottmzZkmdTv7CwMJiZGeesd1xcHGxtbdGgQQOjxC+tjPE3ffz4cRw+fBgDBgzIc/zEiRP45ZdfMHXqVL1fIy/79++HtbU1GjdubNC4pVVJ7Weg7O1rfbHQKaWio6PzXL9gwQK8/vrrSqEwd+5cveIvXLgQcXFx6NSpE/r06YPvv/8eH3zwAbRaLV5++WXMmDEDFhYWeuevJnfv3sWGDRvQr18/g8S7ePGi0pzRED/oO3bswJ9//okbN27AzMwM1atXR5cuXVCrVi0DZGtatFptnkWYiODq1avw9vYucsyMjAyYmZkp88rOnz+PJUuW4MqVK6hatSreeustdkA3oKSkJBw/fhx+fn6oWLEibt++jW+++QYZGRl45ZVXivWPvN9++w1xcXEIDw9Hq1atsGPHDsyZM0f53hs0aJAB30npl5mZibVr1+Yqslu2bImuXbsWOH+ssKQ0NKQtkeNI9EwajUb8/f0lJCRE56HRaCQwMFBCQkIkNDRUr9gzZ84Ue3t76dGjh7i7u8uHH34ozs7OMmvWLJk9e7a4urrme5PLorh69apyc7snZWZm5jrXXBhz5syRS5cuFTuvotKn4WOOoUOHKvsgPT1devToobQiMDMzk9DQ0Dz3UWEkJiZKUFCQ0lPDzMxMAgICxN3dXczNzWXs2LF6xc1PaGioQfZ/fHy8fPPNN3L+/HkReXx4f+jQoTJ48GC9Ty8lJyfLK6+8IjY2NlKpUiWZPHmyzuXaxbnyJTg4WH7++WcReXwVlLW1tTRq1Eh69+4tjRs3FltbW9m3b59esZ/lzp078u233xos3oULF2Tr1q0GORUbGxsr06dPlyFDhsiwYcNkzpw5ejcxzXHgwAFxdHQUjUYjFSpUkEOHDkm1atWkVq1aUqNGDSlXrpze86EWL14sFhYWEhAQIA4ODvL999+Lvb29vP322zJ48GApV65cgadVnyW/3lLZ2dk6V9AWxcOHD3X65Jw7d07ee+89ef3112XixInFuu/h2bNnpXr16mJjYyPBwcHSq1cv6dWrlwQHB4uNjY3UrFlT5+rTwnoeDWmLioVOKfXBBx9ItWrVJDY2Vme9Ie5qXKNGDfnll19E5PGPjrm5uSxfvlwZ//XXX/W+07PI46ZwgYGBYmZmJubm5vLGG2/o/JgX57JWc3NzadeunaxcuVKnE25xJCcnF/jYs2ePQfpgTJgwQapUqSI7duyQtLQ0+fPPP6VGjRo6d2Avit69e0u3bt0kOTlZHj58KMOHD1fuOh8bGyvOzs56fXHn1/jS3NxcFi5cqCzr45dffhFzc3NxdnaW8uXLy7Zt28TJyUnatWsn4eHhYm5urnOpbmGNHDlSateuLT///LN89dVXUrVqVencubPyN5KQkCAajUavnB0cHJQf8ODgYBk9erTO+KRJk6RVq1Z6xX6W0lhkG7PAbteunbz99tuSkpIin3zyiVSpUkWnj9CAAQOkW7duesX29fVV7mq/Y8cOsbGxkZiYGGV86dKlUq9evSLHNdUiu127dtK1a9c85yclJydL165d9brrurEb0uqDhU4pFhcXJ7Vr15YxY8YoVb0hCp2ne/RYWlrq9NK5dOmS2Nra6h2/X79+0qxZMzl48KBs27ZNAgICpGnTpnLnzh0R0f9HR6PRyNKlS6Vr165iaWkpzs7O8s477xT7X6dP3nE+r4c+DR+fjJ3zoW/QoIGsWLFCZ3zdunVSu3ZtvWI7ODjo/HdLTU0VS0tL5Yvr+++/lzp16uiVs6EbYOZo0qSJckXUjz/+KE5OTjJjxgxlfM6cOeLv71/kuN7e3rJz505l+datWxIUFCRhYWHy8OHDYv3Y2NnZKZMo3dzc8uzRo0+jORHTLLKNVWCLiFSoUEFOnTolIo+P/JqZmelcpXf48GGpXLmyXrHz+t578rvj4sWLen3vmWqRXa5cuQK/O48fP65X/zBjN6TVBwudUu7+/fvSr18/adSokfz9999iaWlZ7EKnWrVqyuXw//77r5iZmclPP/2kjG/cuFF8fHz0ju/p6anz5ZRzywp/f39JSkoySKOyxMRE+eijj6Ru3bpiZmYmgYGB8uWXX0pKSkqR4zo4OMhHH30ku3btyvPx1VdfFavQebKRXV7NGfVtRujq6qrzt5Ceni5mZmbK5drnz5/Xq/FjzuXjT196aogi287OTi5evCgij68gtLS01Ln32fnz5/UqGsqVK5frMH5KSoq0aNFC2rZtKxcuXND7v2Hbtm2VTsstW7bMdSpp9erVxepSbmpFtrEKbBHdvw+Rx41Sc05xijxu3mljY6NX7CpVqiiXgV+7dk00Go1s3LhRGd+1a5dUqVKlyHFNtcj28PCQDRs25Du+fv168fDwKHJcYzek1Qdnm5Zy5cuXx7fffouVK1eiXbt2yM7OLnbM1157Df369UPXrl0RGxuLcePG4d1330VSUhI0Gg3ef/999OzZU+/4ycnJOs0Mra2t8euvv+KVV15BaGgoli9fXuz3UKlSJYwbNw7jxo3Dnj178M0332D06NEYPXo0UlNTixSrSZMmAIDg4OA8x52cnIrc8PFJkydPhq2tLczMzHD9+nXUr19fGUtKStK7GWHr1q0xZcoUfPvtt7CyssJ7772H6tWrK80O9W0quWnTJsybNw9NmzbF559/jpdeekmv/PJib2+PpKQk+Pj44N69e3j06BGSkpKU8aSkJJQvX77Icb29vXH69GmdScH29vbYunUrwsLC0L17d71znjVrFjp27Ii0tDT07dsXY8aMwdmzZ1GvXj38888/+L//+z+9G8PZ29tj4sSJaNasWZ7jZ8+exeDBg/XOPacpXEJCAho1aqQz5ufnh6tXrxY5prW1tU6zOTMzM2RnZ+PRo0cAHjexu3Tpkl75enl54cKFC/Dx8QEArFy5Eh4eHsr4jRs34OLiolfsrl274q233kJkZCTWr1+Pfv36YcyYMTAzM4NGo8HYsWMRFhZW5Li3bt3SaXrp4uKC7du3Izw8HJ06dcLXX3+tV74A0KxZM2zYsAF169ZFjRo1cOzYMfj5+Snj8fHxOs1Ni+Ltt99Gv379MHnyZLz44otwc3MDACQmJiI2NhazZs3CiBEj9Irdv39/WFtbKw1pn/zOK25DWr0817KKiuXq1auydu1aSU1NLVac7Oxsef/99+Wll16S2bNni1arlR9//FG8vLzE2dlZ+vfvX6zXaNiwoaxevTrX+qysLOnWrZtyV+mievJQfF6Sk5OVc/BF8eWXX8qCBQvyHU9ISJBp06YVOa7I48PNT04mf7oJ5MyZMyU4OFiv2OfPn5caNWqIhYWFWFpaipOTk2zbtk0ZX7p0qd7zf0Qe37rE19dXBg0aJGlpaQY5ovP6669Ls2bNZPny5RIRESHh4eHSvHlzOX36tJw5c0aCg4P1urHiiBEj8n1eSkqKNGvWTO9/VYuI7Nu3T5o3b57rFF7lypWLNYE1JCSkwHsVxcfH633aQ6PRyODBg2X06NFSqVIl2bp1q8744cOH9WrO2L17d+nRo4ekpqZKZmamjBo1SmdO3/79+8Xd3V2vnKdNmyY//vhjvuPvvfeevPzyy3rFTk1NlYEDB0qDBg1k0KBBkpGRIZ988olYWVmJRqORkJAQvRro1alTR+fIUI779+9LixYtxM/PT++/vX379omjo6NMnTpVPvvsM3FxcZFJkybJDz/8IFOmTBEnJye973UlIvLhhx+Kh4eHzpFFjUYjHh4eesc1dkNafbDQIYMbN25cvpPYsrKypEuXLnrP0TFW19SScv78ebl69arez09LS5MtW7bIhg0b8uxkXFzp6ekyePBgqVWrlpibmxe70ElISJD27dtL+fLlJTw8XO7duyfDhw9XCodatWrp3NOtsO7cuZPrELnI/99gMyUlpcjdyfNy8+ZN2b9/v+zbt69YV7zkMMUiO68C+8kiqrgFdkHS0tL06l5ckAcPHuh1yjvH8OHDTbLIftKFCxdk3759Bvu7LkhxG9Lqg310yOAePXqE9PR0ODg45Dt+7do1ncO9VLqtX78eO3fuxIQJE3TuuWYoFy5cQHp6OurWrWvQ/k3GbLBpSs0783LhwgVYWVmhSpUqRX5ueno69u7di4yMDDRv3lzv00lqcPfu3VynpJ90//59HDlyJN9T44V169YtXLhwAVqtFh4eHsrpPXo2Fjr03F29ehVTp07FkiVLSk3cBw8e4PDhw6hYsSJ8fX11xh4+fIiffvpJ74aBphj79OnT2L9/v9Kd98yZM5g/fz4yMzPx+uuvo23btnrl+2Tsli1bok6dOjhz5gwWLFiAjIwMvWMbs8GmsZt3PiktLQ0//fST0lytb9++xeoi/jxiGzLukSNHUKFCBWWu1ffff4/FixcrzRmHDx+OPn36lKrYI0aMQK9evfDCCy/olVdJxQaM1zi21DWkfa7Hj4ikeL1BjBH3n3/+kapVqyrnqdu0aaNzH7HiXDVhirE3bdokVlZWUrFiRbGxsZFNmzaJq6urtGvXTtq2bSvm5ua5+juVdGxjNtg0Zux69eopV8lduXJFfHx8xNHRUQIDA6VixYpSqVIlvU8lPB27atWqBoltrLgiIo0aNVLmmX311VdSrlw5GTlypCxatEhGjRol5cuXl2+++aZUxc75/NWqVUs+/PBDuXHjhl75Pe/Yxmoc+7wa0hYFCx0yuPwazuU85s2bp9cPsLHiduvWTTp37iy3bt2Ss2fPSufOnaVatWpKz43iFCOmGLtFixYyceJEEXnc66ZChQry3nvvKePjx4+X9u3b65WzsWIbs8GmMWM/Oe/stddek5YtWypdZe/fvy/t2rWTvn37lqrYxsy5XLlySvftxo0b57q44IcffhBfX99SFVuj0cj27dvlnXfeERcXF7G0tJQuXbrIhg0b8u2WXBpiG6txrLEb0uqDhQ4ZnLEazhkrbqVKlXR6uWi1WhkyZIh4e3vL+fPni1WMmGJsBwcHpfV7dna2WFhYyJEjR5Txv//+W9zc3PTK2ZixjdVg05ixnywaqlevnuvKqL1794qXl1epim3MnJ2dneXQoUMi8vjvO6++Mfr2nTJW7Cf3R2ZmpqxatUrp8u3p6SnvvfeeXrdSMHZsYzWONXZDWn0Y5xbEVKZ5eHjg119/hVarzfNx5MiRUhX3wYMHOueLNRoNFi1ahIiICAQHB+Pff//VK64px87pk2JmZgYbGxs4OjoqY/b29khOTi51sQMDA3H48GHcunULTZs2xYkTJ3T6vRSHMWPnxHn48KFOzxgAqFy5Mm7dulXqYhsrbseOHbFo0SIAj/tarV69Wmf8p59+Qs2aNUtd7ByWlpbo1asXNm/ejAsXLmDgwIH44YcfUKdOnWLFNUZsd3d3nDp1CsDjfk3Z2dnKMgCcPHlSrwsPjBW3WJ5rWUVlQkREhEyePDnfcX17gxgrbmBgoHz33Xd5jkVFRYmTk5PeR11MMXajRo2Uztkij4+yZGVlKcu7d+/Wu4W7MWM/6ccffxQ3NzcxMzMzyBEdY8XWaDTSsGFDady4sZQvXz5X/6k//vhD71seGCu2MXO+du2a+Pj4SJs2bSQ6OlrKlSsnrVu3loEDB0qbNm3Eysoqz541JRn7WW0vtFptrqNepSH2pEmTxNXVVd5++22pVq2ajB8/Xry9vWXRokWyePFi8fLyynXLiZKMWxzsjEwGN3bsWKSlpeU7XrNmTezcubPUxO3evTt+/PFHvPHGG7nGFi5cCK1Wi8WLFxc5rqnGHjp0qE4H7gYNGuiMb9q0Se+rrowZ+0l9+vRB69atcfjwYYO3MTBk7KlTp+osP90VesOGDXpfcWOs2MbM2dPTE0ePHsWHH36IDRs2QEQQFxeHq1evolWrVti7dy+aNm1aqmJXrVoV5ubm+Y5rNBq0b99er5yNGXv69OkoV64c/vrrLwwcOBDjx4+Hn58fxo0bh/T0dERERGDmzJmlJm5x8PJyIiIiUi3O0SEiIiLVYqFDREREqsVCh4iIiFSLhQ4RPdOlS5eg0WgQHx9f0qkoQkJCMGrUqJJOg4hKORY6RGWERqMp8DFt2rSSTrFIfv31V4NcvZGQkIARI0agevXqsLa2hpeXFyIiIhAbG2uALP9/xizMNBoN1q5da5TYRKaOl5cTlRE3btxQ/v+qVaswZcoU/PPPP8q6py8TLu0qVqxY7BiXLl1Cq1at4OTkhE8++QQNGzZEVlYWtmzZgqioKJw5c8YAmRJRSeIRHaIywt3dXXk4OjpCo9Eoy5UqVcLcuXNRpUoVWFtbw9/fH5s3b843VnZ2Nt58803UrVsXV65cAQCsW7cOTZo0gY2NDapXr47p06fj0aNHynM0Gg2+/vprdO/eHba2tqhVqxbWr1+vjN+9exevvfYaXF1dUa5cOdSqVQtLly7NN4enj5D4+Phg9uzZePPNN2Fvbw9vb298+eWXBe6TYcOGQaPRIC4uDj169EDt2rVRv359REdHY//+/cp2V65cQdeuXVG+fHk4ODigV69eSExMVManTZsGf39/fP/99/Dx8YGjoyP69OmD+/fvAwD69++PP/74AwsWLFCOoF26dAkAcOLECXTs2BHly5eHm5sb3njjDdy+fVvnfY4cORLjxo1DxYoV4e7urnP0zcfHB8DjvkoajUZZJqLHWOgQERYsWIBPP/0Uc+bMwfHjxxEeHo4uXbrg7NmzubbNyMjAK6+8gvj4eOzZswfe3t7Ys2cP+vXrh3feeQenTp3CF198gWXLluH999/Xee706dPRq1cvHD9+HJ06dcJrr72GO3fuAAAmT56MU6dOYdOmTTh9+jQWLVoEFxeXIr2PTz/9FE2bNsXRo0cxbNgwDB06VOeo1ZPu3LmDzZs3IyoqCnZ2drnGnZycAABarRZdu3bFnTt38Mcff2Dbtm24cOECevfurbP9+fPnsXbtWvz222/47bff8Mcff+DDDz9U9m+LFi0wcOBA3LhxAzdu3ICXlxfu3buHtm3bonHjxjh06BA2b96MxMRE9OrVSyf2t99+Czs7Oxw4cAAff/wxZsyYgW3btgEADh48CABYunQpbty4oSwT0f/zXPswE1GpsHTpUnF0dFSWPT095f3339fZJjAwUIYNGyYiIhcvXhQAsmfPHnnxxReldevWyh2rRURefPFFmT17ts7zv//+e/Hw8FCWAcikSZOU5dTUVAGg3BIiIiJCBgwYUOj3EBwcLO+8846yXLVqVXn99deVZa1WK5UqVZJFixbl+fwDBw4IAPn1118LfJ2tW7eKubm5XLlyRVl38uRJASBxcXEiIjJ16lSxtbWVlJQUZZuxY8dKs2bN8s1XRGTmzJkSFhams+7q1asCQP755x/lea1bt9bZJjAwUP73v/8pywBkzZo1Bb4PorKKc3SIyriUlBRcv34drVq10lnfqlUrHDt2TGdd3759UaVKFezYsQPlypVT1h87dgx79+7VOYKTnZ2Nhw8fIj09Hba2tgCARo0aKeN2dnZwcHDAzZs3ATy+PUSPHj1w5MgRhIWFoVu3bmjZsmWR3suT8XNOzeXEf5oUsin86dOn4eXlBS8vL2Wdr68vnJyccPr0aQQGBgJ4fArJ3t5e2cbDwyPf185x7Ngx7Ny5M8/5UefPn0ft2rVzva/Cxiaix1joEFGhderUCcuXL8dff/2lc0+q1NRUTJ8+HS+//HKu59jY2Cj/39LSUmdMo9FAq9UCeHx36cuXL+P333/Htm3b8OKLLyIqKgpz5swpdH4FxX9arVq1oNFoDDbhuCivnSM1NRURERH46KOPco09eVdwfWIT0WOco0NUxjk4OMDT0xN79+7VWb937174+vrqrBs6dCg+/PBDdOnSBX/88YeyvkmTJvjnn39Qs2bNXA8zs8J/zbi6uiIyMhLLly/H/PnznzmZuDgqVqyI8PBwxMTE5Hmz2Hv37gEA6tWrh6tXr+Lq1avK2KlTp3Dv3r1c+6cgVlZWOjc0BR7vt5MnT8LHxyfXfstr3lB+LC0tc8UmosdY6BARxo4di48++girVq3CP//8g/HjxyM+Ph7vvPNOrm1HjBiBWbNm4aWXXsKff/4JAJgyZQq+++47TJ8+HSdPnsTp06excuVKTJo0qdA5TJkyBevWrcO5c+dw8uRJ/Pbbb6hXr57B3mNeYmJikJ2djaCgIPzyyy84e/YsTp8+jf/7v/9DixYtAADt2rVDw4YN8dprr+HIkSOIi4tDv379EBwcXKS7Xfv4+ODAgQO4dOkSbt++Da1Wi6ioKNy5cwd9+/bFwYMHcf78eWzZsgUDBgwoUuHi4+OD2NhYJCQk4O7du0XeD0RqxkKHiDBy5EhER0djzJgxaNiwITZv3oz169ejVq1aeW4/atQoTJ8+HZ06dcK+ffsQHh6O3377DVu3bkVgYCCaN2+OefPmoWrVqoXOwcrKChMmTECjRo3Qpk0bmJubY+XKlYZ6i3mqXr06jhw5gtDQUIwZMwYNGjRA+/btERsbi0WLFgF4fJpo3bp1qFChAtq0aYN27dqhevXqWLVqVZFe691334W5uTl8fX3h6uqKK1euKEfSsrOzERYWhoYNG2LUqFFwcnIq0pGwTz/9FNu2bYOXlxcaN25cpLyI1E4jhZ2RR0RERGRieESHiIiIVIuFDhEREakWCx0iIiJSLRY6REREpFosdIiIiEi1WOgQERGRarHQISIiItVioUNERESqxUKHiIiIVIuFDhEREakWCx0iIiJSLRY6REREpFr/H74UYeY+lF7HAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_modified = df[df[\"Content_Tokens\"]<250]\n",
    "n_bins_hypothetical = get_bin_width(df_modified[\"Content_Tokens\"])\n",
    "plot_histogram_content_tokens(df, \"token_distribution\", cust_range=(10, 8500), n_bins=20, useLog=False, density=False)\n",
    "plot_histogram_content_tokens(df, \"log_token_distribution\",cust_range=(10, 8500), n_bins=20, useLog=True, density=False)\n",
    "plot_histogram_content_tokens(df, \"main_token_distribution\",cust_range=(10, 500), n_bins=20, useLog=False, density=False)\n",
    "plot_histogram_content_tokens(df, \"outlier_token_distribution\",cust_range=(2000, 8500), n_bins=20, useLog=False, density=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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bVpB169YhMzMTa9eu1duDsH379iLXMEZAQABOnz6dZ/qzbIeicnNzQ5UqVXRjI1WuXBkAYGtri+joaJOtp6DHvEqVKrh//77J1pXTf+6xnp7k6ekJFxcXZGdnF2m9Tk5O6NGjB3r06IGsrCx06dIFH374IeLj4016CbmhGjZsiJ07d+L69esICAgo8jatUqUKNm3ahJSUlEL36hT1MFbO8/L06dO6xwEAsrKykJiYaNLnE5VsPEeHVO327dt6t52dnVG1alXdOSDA4w8OAHkuOW3bti2ys7Mxd+5cvemzZs2CoihFuhIjJiYGe/fuxZEjR3TTUlJS8O233xb5PuR808z9zTI1NRWLFy8ucg1jtG3bFvv378fevXt109LT07FgwQIEBgbmOS+pKI4ePZrvYcdLly7h5MmTusMNXl5eiIqKwhdffIHr16/nWd7Q8VqcnJzyPN4A0L17d+zduxebNm3KM+/u3bt49OjRM63H09MTzZo1w6JFi/D333/rzct5PK2trdG1a1esWrUq30CU+z4++Xy2s7NDUFAQRKRIVyGaSlJSUr7nZmVlZWHr1q2wsrLS7Wkr6jbt2rUrRCTfPVO5n/sFPXZPio6Ohp2dHT799FO9///ll18iNTUV7dq1e2oNUgfu0SFVCwoKQlRUFEJCQuDu7o6DBw9i5cqViIuL0y0TEhICABg+fDhiYmJgbW2Nnj17on379mjevDnef/99XLx4EfXr18cvv/yCNWvWYOTIkYVe1prj3XffxTfffIOWLVti2LBhusvLK1asiJSUlCJ9O23VqhXs7OzQvn17DBkyBPfv38fChQvh5eWV74e/qY0dOxbLly9HmzZtMHz4cLi7u+Orr75CYmIiVq1aVeil6QXZvHkzEhIS0KFDBzRq1AjOzs64cOECFi1ahMzMTL1RdTUaDZo0aYK6deti0KBBqFy5MpKTk7F3715cuXIFR48efeb1h4SEYN68eZgyZQqqVq0KLy8vtGjRAmPGjMHatWvxyiuvoH///ggJCUF6ejr+/PNPrFy5EhcvXkT58uWfaV2ffvopmjRpghdffBGDBw9GpUqVcPHiRfz888+6ADxt2jRs374d4eHhGDRoEIKCgpCSkoLDhw9jy5YtSElJAfD4ueDj44OXXnoJ3t7e+OuvvzB37ly0a9cuz7lk5nTlyhWEhYWhRYsWePnll+Hj44MbN25g+fLlOHr0KEaOHKnbTkXdps2bN0efPn3w6aef4uzZs2jdujW0Wi12796N5s2b616zISEh2LJlC2bOnAlfX19UqlQp33PIPD09ER8fj4kTJ6J169bo0KEDTp8+jc8//xyhoaF6Jx6TyhXHpV5ERZFzueiBAwfynR8ZGfnUy8unTJkiYWFhUq5cOXF0dJSaNWvKhx9+KFlZWbplHj16JMOGDRNPT09RFEXvUvN79+7JqFGjxNfXV2xtbaVatWryySef6F3uKlL4ZdV//PGHNG3aVOzt7cXPz08++ugj+fTTTwWAJCUl6fVe0KXwa9eulXr16omDg4MEBgbK9OnTZdGiRfleop5fjfz6y7nk+JNPPsl3nbmdP39eunXrJuXKlRMHBwcJCwuTn376qUjryc+FCxdk/Pjx0qhRI/Hy8hIbGxvx9PSUdu3aybZt2/Jdf9++fcXHx0dsbW3lhRdekFdeeUVWrlypW6ag58v27dvzXEaflJQk7dq1ExcXFwGgd6n5vXv3JD4+XqpWrSp2dnZSvnx5ady4scyYMUP3vCls2wGQhIQEvWnHjx+Xzp0767ZfjRo1ZNy4cXrLJCcnS2xsrPj7+4utra34+PjIyy+/LAsWLNAt88UXX0izZs3Ew8ND7O3tpUqVKjJmzBhJTU0tdHsXdHm5k5NTnmUTEhLyHW4ht7S0NJkzZ47ExMSIn5+f2NraiouLi0RERMjChQvzvD6Ksk1FHr8WP/nkE6lZs6bY2dmJp6entGnTRg4dOqRb5tSpU9KsWTNxdHQUALrX+5OXl+eYO3eu1KxZU2xtbcXb21uGDh0qd+7c0Vsmv/eSnG0UEBBQ6Lagko+/dUVUDEaOHIkvvvgC9+/f57D1RERmxHN0iMzsn3/+0bt9+/ZtLF26FE2aNGHIISIyM56jQ2RmERERiIqKQq1atZCcnIwvv/wSaWlpBY4LQ0REpsOgQ2Rmbdu2xcqVK7FgwQIoioIXX3wRX375JZo1a1bcrRERqR7P0SEiIiLV4jk6REREpFoWfehKq9Xi2rVrcHFxMehH44iIiOj5ExHcu3cPvr6+Tx3Ly6KDzrVr1/L80CERERGVDpcvX4afn1+hy1h00MkZSfTy5ctwdXUt5m6IiIioKNLS0uDv71+kEcEtOujkHK5ydXVl0CEiIiplinLaiUWejKzRaBAUFITQ0NDiboWIiIjMyKIvL09LS0PZsmWRmprKPTpERESlxLN8flvkHh0iIiKyDAw6REREpFoMOkRERKRaDDpERESkWgw6REREpFoMOkRERKRaDDpERESkWhYZdDhgIBERkWXggIEcMJCIiKhU4YCBRERERGDQISIiIhVj0CEiIiLVsinuBtRswLhZJq+5ePIok9ckIiJSK+7RISIiItVi0CEiIiLVYtAhIiIi1WLQISIiItVi0CEiIiLVYtAhIiIi1bLIoMPfuiIiIrIMFhl0YmNjcfLkSRw4cKC4WyEiIiIzssigQ0RERJaBQYeIiIhUi0GHiIiIVItBh4iIiFSLQYeIiIhUi0GHiIiIVItBh4iIiFSLQYeIiIhUi0GHiIiIVItBh4iIiFSLQYeIiIhUi0GHiIiIVMsigw5/vZyIiMgyWGTQ4a+XExERWQaLDDpERERkGRh0iIiISLUYdIiIiEi1GHSIiIhItRh0iIiISLUYdIiIiEi1GHSIiIhItRh0iIiISLUYdIiIiEi1GHSIiIhItRh0iIiISLUYdIiIiEi1GHSIiIhItRh0iIiISLUYdIiIiEi1GHSIiIhItRh0iIiISLUYdIiIiEi1GHSIiIhItSwy6Gg0GgQFBSE0NLS4WyEiIiIzssigExsbi5MnT+LAgQPF3QoRERGZkUUGHSIiIrIMDDpERESkWgw6REREpFoMOkRERKRaDDpERESkWgw6REREpFoMOkRERKRaDDpERESkWjbF3QAZbsC4WSavuXjyKJPXJCIiKi7co0NERESqxaBDREREqsWgQ0RERKrFoENERESqxaBDREREqsWgQ0RERKrFoENERESqxaBDREREqsWgQ0RERKrFoENERESqxaBDREREqsWgQ0RERKrFoENERESqxaBDREREqsWgQ0RERKrFoENERESqxaBDREREqsWgQ0RERKpV6oPO3bt30bBhQwQHB6NOnTpYuHBhcbdEREREJYRNcTdgLBcXF+zatQtlypRBeno66tSpgy5dusDDw6O4WyMiIqJiVur36FhbW6NMmTIAgMzMTIgIRKSYuyIiIqKSoNiDzq5du9C+fXv4+vpCURSsXr06zzIajQaBgYFwcHBAeHg49u/frzf/7t27qF+/Pvz8/DBmzBiUL1/+OXVPREREJVmxB5309HTUr18fGo0m3/krVqzA6NGjkZCQgMOHD6N+/fqIiYnBjRs3dMuUK1cOR48eRWJiIpYtW4bk5OTn1T4RERGVYMV+jk6bNm3Qpk2bAufPnDkTgwYNwoABAwAA8+fPx88//4xFixZh7Nixest6e3ujfv362L17N7p165anVmZmJjIzM3W309LSAAAPHz7Ew4cPTXF39NhYKSavmbtPc9cnIiIqiZ7ls6rYg05hsrKycOjQIcTHx+umWVlZITo6Gnv37gUAJCcno0yZMnBxcUFqaip27dqFoUOH5lvvo48+wsSJE/NM/+WXX3Tn+ZjSKy9WMnnN9evXP7f6REREJVFGRkaRly3RQefWrVvIzs6Gt7e33nRvb2+cOnUKAHDp0iUMHjxYdxLysGHDULdu3XzrxcfHY/To0brbaWlp8Pf3R6tWreDq6mry/t+akv/hOGN8/kHsc6tPRERUEuUckSmKEh10iiIsLAxHjhwp0rL29vawt7fPM93W1ha2trYm7gx4pDX91V+5+zR3fSIiopLoWT6riv1k5MKUL18e1tbWeU4uTk5Oho+PTzF1RURERKVFid6jY2dnh5CQEGzduhWdOnUCAGi1WmzduhVxcXHF25wFGDBulslrLp48yuQ1iYiIClLsQef+/fs4d+6c7nZiYiKOHDkCd3d3VKxYEaNHj0a/fv3QsGFDhIWFYfbs2UhPT9ddhWUIjUYDjUaD7OxsU9wFIiIiKqGKPegcPHgQzZs3193OOVm4X79+WLJkCXr06IGbN29i/PjxSEpKQnBwMDZu3JjnBOVnERsbi9jYWKSlpaFs2bJG3wciIiIqmYo96ERFRT31Jxvi4uJ4qIqIiIieWYk+GZmIiIjIGAw6REREpFoMOkRERKRaFhl0NBoNgoKCEBoaWtytEBERkRlZZNCJjY3FyZMnceDAgeJuhYiIiMzIIoMOERERWQYGHSIiIlItBh0iIiJSLQYdIiIiUi0GHSIiIlItiww6vLyciIjIMlhk0OHl5URERJbBIoMOERERWQYGHSIiIlItBh0iIiJSLQYdIiIiUi0GHSIiIlItBh0iIiJSLYsMOhxHh4iIyDJYZNDhODpERESWwSKDDhEREVkGBh0iIiJSLQYdIiIiUi0GHSIiIlItBh0iIiJSLQYdIiIiUi0GHSIiIlItiww6HDCQiIjIMlhk0OGAgURERJbBIoMOERERWQYGHSIiIlItm+JugCzXgHGzTF5z8eRRJq9JRESlF/foEBERkWox6BAREZFqMegQERGRajHoEBERkWox6BAREZFqMegQERGRallk0OFPQBAREVkGiww6/AkIIiIiy2CRQYeIiIgsA4MOERERqRaDDhEREakWgw4RERGpFoMOERERqRaDDhEREakWgw4RERGpFoMOERERqRaDDhEREakWgw4RERGpFoMOERERqZZNcTdAZA4Dxs0yS93Fk0eZpS4REZkH9+gQERGRallk0NFoNAgKCkJoaGhxt0JERERmZJFBJzY2FidPnsSBAweKuxUiIiIyI4sMOkRERGQZGHSIiIhItRh0iIiISLUYdIiIiEi1GHSIiIhItRh0iIiISLUYdIiIiEi1GHSIiIhItRh0iIiISLUYdIiIiEi1GHSIiIhItQwKOpUrV8bt27fzTL979y4qV65sdFNEREREpmBQ0Ll48SKys7PzTM/MzMTVq1eNboqIiIjIFGyeZeG1a9fq/r1p0yaULVtWdzs7Oxtbt25FYGCgyZojIiIiMsYzBZ1OnToBABRFQb9+/fTm2draIjAwEP/5z39M1hwRERGRMZ4p6Gi1WgBApUqVcODAAZQvX94sTRERERGZwjMFnRyJiYmm7oOIiIjI5AwKOgCwdetWbN26FTdu3NDt6cmxaNEioxsjIiIiMpZBQWfixImYNGkSGjZsiAoVKkBRFFP3ZVYajQYajSbfK8eIiIhIPQwKOvPnz8eSJUvQp08fU/fzXMTGxiI2NhZpaWl6V44RERGRuhg0jk5WVhYaN25s6l6IiIiITMqgoDNw4EAsW7bM1L0QERERmZRBh64ePHiABQsWYMuWLahXrx5sbW315s+cOdMkzREREREZw6Cgc+zYMQQHBwMAjh8/rjevtJ2YTEREROplUNDZvn27qfsgIiIiMjmDztEhIiIiKg0M2qPTvHnzQg9Rbdu2zeCGiEqDAeNmmaXu4smjzFKXiMhSGRR0cs7PyfHw4UMcOXIEx48fz/Njn0RERETFxaCgM2tW/t9mJ0yYgPv37xvVEBEREZGpmPQcnd69e/N3roiIiKjEMGnQ2bt3LxwcHExZkoiIiMhgBh266tKli95tEcH169dx8OBBjBs3ziSNERERERnLoKDz5A9hWllZoUaNGpg0aRJatWplksaIiIiIjGVQ0Fm8eLGp+yAiIiIyOYOCTo5Dhw7hr7/+AgDUrl0bDRo0MElTRERERKZgUNC5ceMGevbsiR07dqBcuXIAgLt376J58+b4v//7P3h6epqyRyIiIiKDGHTV1bBhw3Dv3j2cOHECKSkpSElJwfHjx5GWlobhw4ebukciIiIigxi0R2fjxo3YsmULatWqpZsWFBQEjUbDk5GJiIioxDBoj45Wq4WtrW2e6ba2ttBqtUY3RURERGQKBgWdFi1aYMSIEbh27Zpu2tWrVzFq1Ci8/PLLJmuOiIiIyBgGBZ25c+ciLS0NgYGBqFKlCqpUqYJKlSohLS0Nn332mal7JCIiIjKIQefo+Pv74/Dhw9iyZQtOnToFAKhVqxaio6NN2hwRERGRMZ4p6Gzbtg1xcXHYt28fXF1d0bJlS7Rs2RIAkJqaitq1a2P+/Plo2rSpWZolshQDxs0yS93Fk0eZpS4RUUn1TIeuZs+ejUGDBsHV1TXPvLJly2LIkCGYOXOmyZojIiIiMsYzBZ2jR4+idevWBc5v1aoVDh06ZHRTRERERKbwTEEnOTk538vKc9jY2ODmzZtGN0VERERkCs8UdF544QUcP368wPnHjh1DhQoVjG6KiIiIyBSeKei0bdsW48aNw4MHD/LM++eff5CQkIBXXnnFZM0RERERGeOZgs4HH3yAlJQUVK9eHR9//DHWrFmDNWvWYPr06ahRowZSUlLw/vvvm6vXfF2+fBlRUVEICgpCvXr18P333z/X9RMREVHJ9UyXl3t7e+O3337D0KFDER8fDxEBACiKgpiYGGg0Gnh7e5ul0YLY2Nhg9uzZCA4ORlJSEkJCQtC2bVs4OTk91z6IiIio5HnmAQMDAgKwfv163LlzB+fOnYOIoFq1anBzczNHf09VoUIF3XlBPj4+KF++PFJSUhh0iIiIyLCfgAAANzc3hIaGIiwszKiQs2vXLrRv3x6+vr5QFAWrV6/Os4xGo0FgYCAcHBwQHh6O/fv351vr0KFDyM7Ohr+/v8H9EBERkXoYHHRMJT09HfXr14dGo8l3/ooVKzB69GgkJCTg8OHDqF+/PmJiYnDjxg295VJSUtC3b18sWLDgebRNREREpYBBv3VlSm3atEGbNm0KnD9z5kwMGjQIAwYMAADMnz8fP//8MxYtWoSxY8cCADIzM9GpUyeMHTsWjRs3LrBWZmYmMjMzdbfT0tIAAA8fPsTDhw9NcXf02FgpJq+Zu0/WL7i+OWqrqT4RUWn2LO9liuScUVwCKIqCH3/8EZ06dQIAZGVloUyZMli5cqVuGgD069cPd+/exZo1ayAi6NWrF2rUqIEJEyYUWn/ChAmYOHFinunLli1DmTJlTHhPiIiIyFwyMjLQq1cvpKam5vuzVLkV+x6dwty6dQvZ2dl5ruTy9vbW/Wr6nj17sGLFCtSrV093fs/SpUtRt27dPPXi4+MxevRo3e20tDT4+/ujVatWT91QhnhrSv6H44zx+QexrF+E+uaorab6RESlWc4RmaIo0UGnKJo0aQKtVlukZe3t7WFvb59nuq2tbaE/bWGoR1rT7yzL3SfrF1zfHLXVVJ+IqDR7lveyYj8ZuTDly5eHtbU1kpOT9aYnJyfDx8enmLoiIiKi0qJEBx07OzuEhIRg69atumlarRZbt25FREREMXZGREREpUGxH7q6f/8+zp07p7udmJiII0eOwN3dHRUrVsTo0aPRr18/NGzYEGFhYZg9ezbS09N1V2EZQqPRQKPRIDs72xR3gYiIiEqoYg86Bw8eRPPmzXW3c04W7tevH5YsWYIePXrg5s2bGD9+PJKSkhAcHIyNGzca9VMTsbGxiI2NRVpaGsqWLWv0fSAiIqKSqdiDTlRUFJ52hXtcXBzi4uKeU0dERESkFiX6HB0iIiIiYzDoEBERkWoV+6ErInr+BoybZfKaiyePMnlNIiJjWeQeHY1Gg6CgIISGhhZ3K0RERGRGFhl0YmNjcfLkSRw4cKC4WyEiIiIzssigQ0RERJaBQYeIiIhUi0GHiIiIVItXXRGRyfGqLiIqKbhHh4iIiFTLIoMOLy8nIiKyDBYZdHh5ORERkWWwyKBDREREloFBh4iIiFSLQYeIiIhUi0GHiIiIVItBh4iIiFSLQYeIiIhUyyKDDsfRISIisgwWGXQ4jg4REZFlsMigQ0RERJaBQYeIiIhUi0GHiIiIVItBh4iIiFSLQYeIiIhUi0GHiIiIVItBh4iIiFTLIoMOBwwkIiKyDBYZdDhgIBERkWWwyKBDREREloFBh4iIiFSLQYeIiIhUi0GHiIiIVItBh4iIiFSLQYeIiIhUi0GHiIiIVItBh4iIiFSLQYeIiIhUyyKDDn8CgoiIyDJYZNDhT0AQERFZBosMOkRERGQZGHSIiIhItWyKuwEiopJmwLhZJq+5ePIok9ckoqfjHh0iIiJSLQYdIiIiUi0GHSIiIlItnqNDRKUOz6EhoqLiHh0iIiJSLQYdIiIiUi0GHSIiIlItBh0iIiJSLQYdIiIiUi0GHSIiIlItiww6Go0GQUFBCA0NLe5WiIiIyIwsMujExsbi5MmTOHDgQHG3QkRERGZkkUGHiIiILAODDhEREakWgw4RERGpFoMOERERqRaDDhEREakWf72ciOg5MscvrwP89XWignCPDhEREakWgw4RERGpFoMOERERqRaDDhEREakWgw4RERGpFq+6IiJSEV7VRaSPe3SIiIhItRh0iIiISLUYdIiIiEi1GHSIiIhItRh0iIiISLUYdIiIiEi1LDLoaDQaBAUFITQ0tLhbISIiIjOyyKATGxuLkydP4sCBA8XdChEREZmRRQYdIiIisgwMOkRERKRaDDpERESkWgw6REREpFoMOkRERKRaDDpERESkWjbF3QAREZUeA8bNMkvdxZNHmaXu82aO7aOWbVNcuEeHiIiIVItBh4iIiFSLQYeIiIhUi0GHiIiIVItBh4iIiFSLQYeIiIhUi0GHiIiIVItBh4iIiFSLQYeIiIhUiyMjExGRxeDIxZaHe3SIiIhItRh0iIiISLUYdIiIiEi1GHSIiIhItRh0iIiISLUYdIiIiEi1GHSIiIhItTiODhERlRgc54ZMjXt0iIiISLUYdIiIiEi1GHSIiIhItVQRdDp37gw3Nzd069atuFshIiKiEkQVQWfEiBH4+uuvi7sNIiIiKmFUEXSioqLg4uJS3G0QERFRCVPsQWfXrl1o3749fH19oSgKVq9enWcZjUaDwMBAODg4IDw8HPv373/+jRIREVGpU+zj6KSnp6N+/fp4/fXX0aVLlzzzV6xYgdGjR2P+/PkIDw/H7NmzERMTg9OnT8PLy+uZ1pWZmYnMzEzd7bS0NADAw4cP8fDhQ+PuSD5srBST18zdJ+sXXN8ctVm/aLVZv/D6pfGxLe311fLcof95lm2iiIiYsZdnoigKfvzxR3Tq1Ek3LTw8HKGhoZg7dy4AQKvVwt/fH8OGDcPYsWN1y+3YsQNz587FypUrC6w/YcIETJw4Mc/0ZcuWoUyZMqa7I0RERGQ2GRkZ6NWrF1JTU+Hq6lrossW+R6cwWVlZOHToEOLj43XTrKysEB0djb179z5zvfj4eIwePVp3Oy0tDf7+/mjVqtVTN5Qh3pqiMXnNzz+IZf0i1DdHbdYvWm3WL7x+aXxsS3t9tTx36H9yjsgURYkOOrdu3UJ2dja8vb31pnt7e+PUqVO629HR0Th69CjS09Ph5+eH77//HhEREXnq2dvbw97ePs90W1tb2Nramrz/R1rT7yzL3SfrF1zfHLVZv2i1Wb/w+qXxsS3t9dXy3KH/eZZtUqKDTlFt2bKluFsgIiKiEqjYr7oqTPny5WFtbY3k5GS96cnJyfDx8SmmroiIiKi0KNFBx87ODiEhIdi6datumlarxdatW/M9NEVERESUW7Efurp//z7OnTunu52YmIgjR47A3d0dFStWxOjRo9GvXz80bNgQYWFhmD17NtLT0zFgwACD16nRaKDRaJCdnW2Ku0BERFTqDRg3yyx1F08eZZa6RVXsQefgwYNo3ry57nbOVVH9+vXDkiVL0KNHD9y8eRPjx49HUlISgoODsXHjxjwnKD+L2NhYxMbGIi0tDWXLljX6PhAREVHJVOxBJyoqCk8byicuLg5xcXHPqSMiIiJSixJ9jg4RERGRMRh0iIiISLUYdIiIiEi1LDLoaDQaBAUFITQ0tLhbISIiIjOyyKATGxuLkydP4sCBA8XdChEREZmRRQYdIiIisgwMOkRERKRaDDpERESkWgw6REREpFoWGXR41RUREZFlsMigw6uuiIiILINFBh0iIiKyDAw6REREpFoMOkRERKRaDDpERESkWgw6REREpFoMOkRERKRaNsXdQHHQaDTQaDTIzs4u7laIiIiKbMC4WSavuXjyKJPXLEksco8Ox9EhIiKyDBYZdIiIiMgyMOgQERGRajHoEBERkWox6BAREZFqMegQERGRajHoEBERkWox6BAREZFqMegQERGRallk0NFoNAgKCkJoaGhxt0JERERmZJFBhyMjExERWQaLDDpERERkGRh0iIiISLUYdIiIiEi1GHSIiIhItWyKu4HiJCIAgLS0NLPUz8p8YPKauXtl/YLrm6M26xetNusXXr80Pralvb5anjvmrm/ux9YcNXM+xwujSFGWUqkrV67A39+/uNsgIiIiA1y+fBl+fn6FLmPRQUer1eLatWtwcXGBoigmq5uWlgZ/f39cvnwZrq6uJqurhvqluXfWV3f90tw766u7fmnu3Vz1RQT37t2Dr68vrKwKPwvHog9dWVlZPTUJGsPV1dUsTxo11C/NvbO+uuuX5t5ZX931S3Pv5qhftmzZIi3Hk5GJiIhItRh0iIiISLUYdMzA3t4eCQkJsLe3Z/3nWJv1Wb+k1mZ91i+ptdVQ/2ks+mRkIiIiUjfu0SEiIiLVYtAhIiIi1WLQISIiItVi0CEiIiLVYtAhIiIi1WLQISIiItWy6J+AMKX9+/dj7969SEpKAgD4+PggIiICYWFhJqm/bds2/Prrr7h+/TqsrKxQuXJldOjQAdWqVTNJfXM5evQoDh06hKioKFSuXBknTpyARqOBVqtF586dERMTU9wtFug///kPunXrhoCAgOJuxSBXrlyBg4MDypcvDwDYvXs35s+fj7///hsBAQGIjY1FREREia1PRKXXo0ePcOLECb3PxKCgINja2j7/ZoSMkpycLE2aNBFFUSQgIEDCwsIkLCxMAgICRFEUadKkiSQnJxtVPywsTKysrMTGxkasrKwkJCREfHx8xNraWsaMGWOS+7F161aZOHGivPnmm/LWW2/JjBkz5MyZM0bVXLVqlVhbW4uHh4c4OzvL5s2bpVy5chIdHS0xMTFibW0t3377rVHrOHLkiHz55Zdy/vx5ERE5fvy4DB06VIYMGSIbN240qraiKGJtbS3R0dHyf//3f5KZmWlUvSetXLlS0tPTTVozt7CwMFm3bp2IiKxevVqsrKykQ4cO8t5770nnzp3F1tZWN78k1s9PVlaWnDlzRu7evWvSujkuXLggv/zyi/z5559mqS8i0r9/f7l69Wqpqf/o0SO92/v27ZOdO3dKVlZWia4tIpKdnV3g9EuXLplkHcUhJSVFvvrqqxJZPzs7W95//30pV66cKIqi91euXDn54IMPCnxczIVBx0hdu3aViIgIOXXqVJ55p06dksaNG0u3bt0Mrt+jRw/p1KmTpKamyoMHDyQuLk769u0rIo/DiYeHh8yePdvg+uYMUi+++KJMmTJFRESWL18u5cqVk0mTJunmz5gxQ4KDgw2ub+4gpSiKLF68WDp27Ci2trbi4eEhI0aMMNmHoKIo4urqKoMGDZJ9+/aZpGZuTk5OcuHCBRERCQ8Pl2nTpunN/+yzz6RBgwYltv706dMlIyNDRB5/IL799ttiZ2ene64OGDDAqA/EoUOHyr1790REJCMjQ7p27SpWVlaiKIpYWVlJ8+bNdfMNcfTo0Xz/bG1t5ccff9TdLqn1r127Ji+99JJYW1tLs2bNJCUlRdq1a6f70Kpevbpcu3atxNUWEUlNTZVXX31VHBwcxMvLS8aNG6cXqpKSksTKysrg+llZWTJmzBipUqWKhIaGypdffqk339j6T3PkyJESW3/MmDHi6ekp8+fPl8TERMnIyJCMjAxJTEyUL774Qry8vOTdd981cceFY9AxkrOzsxw+fLjA+QcPHhRnZ2eD67u6usrx48d1t+/fvy+2traSmpoqIiJLly6VGjVqGFzfnEHKyclJEhMTRUREq9WKra2tHDt2TDf//PnzRm0bcwcpRVF0e+OSk5Nl+vTpUrNmTbGyspLQ0FBZsGCBpKWlGVV/0qRJ0qBBA1EURWrXri2zZs2SW7duGVwzt7Jly+o+6Ly8vPJ86J07d07KlClTYutbWVnptv8nn3wibm5usmjRIjlx4oR888034uXlJdOnTzdJ/fj4ePHz85Nt27ZJenq6/Prrr1KlShUZO3aswfVzAtOT32pzTzfmw8rc9fv06SONGzeWtWvXSo8ePaRx48bStGlTuXLlily6dEleeukliY2NLXG1RUSGDx8u1atXl++//14WLlwoAQEB0q5dO91e2aSkJFEUxeD6CQkJ4u3tLZ988om8//77UrZsWRk8eLBuvrH1U1NTC/3bvXu3UY+tOet7e3sXujd948aN4uXlZWjrBmHQMZKHh4fs2LGjwPnbt28XDw8Pg+t7enrKiRMndLczMjLEyspKbt++LSKPw4K9vb3B9c0ZpHx8fOTgwYMi8nhXqKIosn37dt38/fv3i4+Pj8G9mztI5Q46ue3atUv69esnTk5O4uTkZJL6Bw8elKFDh0q5cuXE3t5eXn31Vfnll18Mri0i0qFDB90HdUxMjMyZM0dv/sKFC6VatWoltn7u7dOgQQP54osv9OZ/8803Urt2bZPUr1Onjixbtkxv/po1a6R69eoG169fv760a9dO/vrrL7l48aJcvHhREhMTxcbGRjZv3qybVlLrV6hQQfbu3SsiIrdv3xZFUWTLli26+Vu3bpXKlSuXuNoiIhUrVtR7r7l586aEhYVJq1at5MGDB0bvcalatareYdmzZ89K1apVpX///qLVao2unxNSC/ozVUg2R/0yZcrovQ8/6ejRo0a9bxqCQcdIb731lgQEBMgPP/ygCwcijxPzDz/8IIGBgRIXF2dw/c6dO0vXrl3l/v37kpWVJSNHjpSqVavq5u/bt8+osGDOINW7d28JDw+Xb775Rtq3by8xMTHSqFEj+euvv+TUqVMSGRlp1GE9cwep3N/485OamioLFiwwuH5+Qeqff/6Rr7/+WqKiosTKykoCAwMNrn/y5Enx8PCQvn37yuTJk8XZ2Vl69+4tH374ofTt21fs7e1l8eLFJba+oihy48YNEXn8heLJQ4YXLlwwao9R7vrly5fXC/wiIhcvXhRHR0eD62dmZsqIESMkKChIb6+vjY2N3muupNZ3cHCQv//+W3fbyclJzp49q7t96dIlg7ePOWuLiDg6OuoOq+ZIS0uTiIgIadGihVy4cMGooODo6Kj7kpXjypUrUr16dXnttdfk6tWrRtV3dXWV6dOny44dO/L9W7hwYYmt37ZtW2nVqpXcvHkzz7ybN29K69atpV27dgb3bggGHSM9ePBA3nzzTd25Aw4ODuLg4CBWVlZiZ2cnQ4cOlQcPHhhc//z581KlShWxsbERW1tbKVeunGzevFk3f/HixUbtXjdnkEpKSpKWLVuKs7OzxMTEyN27dyUuLk73baFatWpy7tw5g3s3d5AqaI+OqTwtSJ09e1b+/e9/G7WOc+fOSc+ePcXFxUV3WMPW1lYaN24sP/74o1G1c+r36NHDLPUVRZEPP/xQ5syZIxUqVJCdO3fqzT969Ki4ubkZVX/IkCEyatQo8fLyyrMH7dChQ1K+fHmD6+dYv369+Pn5ydSpUyU7O9tkQcTc9StWrCi///677vZ7772n+wIk8vg8DkO3jzlri4jUqFFDfv755zzT7927JxEREVK/fn2jgkKlSpX09kDluHr1qlSvXl1atmxpVP2oqKhCD8seOXLEqENj5qz/999/S506dcTGxkYaNGggrVu3ltatW0uDBg3ExsZG6tWrpxdynwcGHRNJTU2Vbdu2ybJly2TZsmWybds2vT08xkhPT5dNmzbJunXr8k3JxjB3kCponX/++ac8fPjQqDrmDlLmZu4glVvO7vRr166Z7IoWc9cPCAiQwMBA3d+sWbP05s+ePVsaNWpkcP3IyEiJiorS/S1cuFBv/uTJkyUyMtLg+rklJSVJmzZtpGnTpiYPOuaq36FDh0LPz5s7d660aNGixNUWERk2bFiBX3LS0tIkPDzcqCDyxhtvyOuvv57vvCtXrkjVqlWNqr9gwYI8h4JzS0pKkgkTJpTY+tnZ2bJ+/XoZP368DB48WAYPHizjx4+XDRs2PPcrrkREFBGR539RO5UkGRkZ2LNnDzIzM9GoUSPduCjmYmdnh6NHj6JWrVpmqX/hwgVkZGSgZs2asLEpuUNFXbp0CRUrVoSiKMXdisGuX7+OefPm5RnjqVOnTujfvz+sra3Ntu59+/bB3t4eDRo0MEv9CxcuwM7ODn5+fiar+emnn2L79u347LPPTFr3edXPbf/+/ShTpgzq1KlT4mrfuXMH165dQ+3atfOdf+/ePRw+fBiRkZEG1b906RJOnTpV4Dhg165dw+bNm9GvXz+D6pNpMeiYwD///INDhw7B3d0dQUFBevMePHiA7777Dn379i2x9f/66y/s27cPERERqFmzJk6dOoU5c+YgMzMTvXv3RosWLQyqO3r06Hynz5kzB71794aHhwcAYObMmQb3nlt6ejq+++47nDt3Dr6+vujZs6duHYY4fPgw3NzcUKlSJQDA0qVL9QbEi4uLQ8+ePQ2uP2zYMHTv3h1NmzY1uMbTzJ07F/v370fbtm3Rs2dPLF26FB999BG0Wi26dOmCSZMmGRwGDx48iOjoaFStWhWOjo7Yu3cvevXqhaysLGzatAlBQUHYuHEjXFxcTHyviKiky28Q3caNGyM0NPT5N/Pc9yGpzOnTp3WDA1pZWUmzZs30Busy9uz7/OrnHl/C2PobNmwQOzs7cXd3FwcHB9mwYYN4enpKdHS0tGjRQqytrWXr1q0G1VYURYKDg/UOD0RFRYmiKBIaGipRUVHSvHlzg3uvVauW7rj+33//LQEBAVK2bFkJDQ0Vd3d38fLyynNC4rOoV6+e7jDewoULxdHRUYYPHy7z5s2TkSNHirOzc57xM55F7kNs06ZNk+vXrxtcKz+TJ08WFxcX6dq1q/j4+Mi0adPEw8NDpkyZIlOnThVPT08ZP368wfVfeuklvd3bS5culfDwcBF5fHJ4cHCwDB8+3Kj7kJmZKStWrJCRI0dKz549pWfPnjJy5Ej57rvvTD6A45OSkpJk4sSJRte5fPlyvuPxZGVl5Tnv6FndunVLtm3bpnsd3Lx5U6ZNmyYTJ06UkydPGlW7IJUqVTJ6MNEnabVa2bZtmyxYsEDWrVtn9OHPy5cv6x3m37Vrl/Tq1UuaNGkir732mvz2229G1Z8xY4ZRV7QVxbp162TcuHHy66+/isjjK9HatGkjMTExea5ANERGRoZ8+eWXMmDAAGndurW0bdtW4uLi8j336FmYexBdQzDoGKlTp07Srl07uXnzppw9e1batWsnlSpV0o26aWwQMXf9iIgIef/990Xk8Vg0bm5ueifAjh07Vlq2bGlQ7Y8++kgqVaqUJyiZ6hyC3Oe4vPbaa9K4cWPdiLn37t2T6Oho+de//mVwfUdHR92bWYMGDfJcYfXtt99KUFCQwfVzLqkdMWKElC9fXmxtbaVDhw6ybt06kxzHrlKliqxatUpEHp9caG1tLd98841u/g8//KB34vmzcnR01I1ILfL4uLytra0kJSWJiMgvv/wivr6+Btc/e/asVK5cWRwcHCQyMlK6d+8u3bt3l8jISHFwcJCqVavqXaljasYOynbt2jUJDQ0VKysrsba2lj59+ugFHmNfu7///ruULVtWFEURNzc3OXjwoFSqVEmqVasmVapUEUdHRzl06JDB9efMmZPvn7W1tcTHx+tuG6JNmza61+rt27clPDxcFEURT09PsbKykpo1a+quiDOEuUftNveo6fPnzxcbGxsJCQkRV1dXWbp0qbi4uMjAgQNlyJAh4ujoaNRAsWfPnpWAgADx8vISf39/URRF2rVrJ+Hh4WJtbS2vvvqqwedQmnsQXUMw6BjJy8tLb8wArVYrb775plSsWFHOnz9v9JuZueu7urrqPixyrtjIfanqn3/+Kd7e3gbX379/v1SvXl3efvtt3bc0cwSdypUr57lqZs+ePeLv729wfQ8PD93l615eXnLkyBG9+efOnTPqEtjc/WdlZcmKFSt0Izr7+vrKv//9b6M+yB0dHfWGube1tdW7hPrixYtGXZ4dEBCg+7Yp8viDXVEU3WjGiYmJ4uDgYHD96Oho6dixY74n9aempkrHjh2lVatWBtcvaGThnL8VK1YY9drq27evhIeHy4EDB2Tz5s0SEhIiDRs2lJSUFBExflC56OhoGThwoKSlpcknn3wifn5+MnDgQN38AQMGSKdOnQyuryiK+Pn56Z0QHhgYKIqiyAsvvCCBgYFSqVIlg2vnPPeHDh0qQUFBur2vly9flpCQEHnzzTcN7t3co3abe9T0oKAg3Rerbdu2iYODg2g0Gt38xYsXS61atQyu36ZNGxkyZIhotVoREZk2bZq0adNGRETOnDkjgYGBkpCQYFBtcw+iawgGHSO5uLjku4s4NjZW/Pz8ZNeuXUa9WZq7vqurq96VSc7Oznrf0i9evGjUh5XI470rffv2lXr16smff/4ptra2Jgs6Od/6fH1987zJGNt779695Y033hARkVdffVU++OADvflTp06VunXrGly/oKuuLl26JAkJCRIQEGD0JbAbNmwQkcdvXlZWVvLdd9/p5v/8889GjdMzYsQIqVOnjmzYsEG2bdsmzZs3l6ioKN38jRs3SpUqVQyu7+joWOgHx7Fjx4wOmuYcWdjX11fvEuoHDx5I+/btJTg4WG7fvm30lxQ3Nzfde0NWVpZYWVnpre/QoUPywgsvGFx/yJAhEhwcnOf9xxRfVHI/92vUqCFr1qzRm79lyxaDQ5SI+UftNveo6fl9Scn9WkhMTDSq/zJlyugdfszMzBRbW1vdqOyrV682+L3B3IPoGoJBx0ihoaHy9ddf5zsvNjZWypUrZ9Sbmbnr16tXT/dhKCJ5LvvetWuXUW84uS1fvly8vb3FysrKZEGnbt260qBBA3F2dpaVK1fqzd+5c6dRb/RXr16VwMBAadasmYwePVocHR2lSZMmMmjQIGnWrJnY2dnlO1bHs/Rf2LFqrVZr1OjIH3zwgXh6esrAgQOlUqVKMnbsWKlYsaLMmzdP5s+fL/7+/jJq1CiD69+7d0+6d+8uNjY2oiiKNG7cWO+cqE2bNukFq2dVoUKFQg8vrF27VipUqGBwfQ8PD/nyyy91Iwg/+ffzzz8b9dpycnLKcy7Lw4cPpVOnTlKvXj05duyY0fVzD1r35JeUS5cuGf0l5YcffhB/f3/57LPPdNNMFXRyvqR4eXnlO1ijMSO+P89Ru3Mz1ajpOV9iRR6/DymKovdes2PHDvHz8zO4vq+vr95hzTt37oiiKLpwduHCBYO3v7kH0TUEg46Rpk6dqtvll5+hQ4catXva3PXnzZsnP/30U4Hz4+PjdXs1TOHy5cuyevVquX//vtG1JkyYoPf35O+rvPPOO9KzZ0+j1nHnzh157733JCgoSBwcHMTOzk4CAgKkV69ecuDAAaNqBwYGmux3rfKTnZ0tH374obzyyisydepU0Wq1snz5cvH39xcPDw/p37+/SR6Hf/75x6gfvyzIuHHjxM3NTWbOnClHjx6VpKQkSUpKkqNHj8rMmTPF3d3d4N3rIiKtWrWSyZMnFzjf2EHZ6tatmyd8i/wv7FSsWNGooFOzZk29899++ukn3WFDkceDfRrzYZjjypUr0qJFC2ndurVcv37dZEGnbdu20rlzZ3Fzc8sTaPft22fUIXNzj9pt7lHTY2NjpVq1ajJlyhQJCwuTfv36Sc2aNWXDhg2yceNGqVu3boHj+BRFv379JDIyUv766y+5cOGC9OjRQ+9Q3o4dOww+7G/uQXQNwaBDRCXWtGnTpEKFCnq/zaMoilSoUMGoH/QUeby3YunSpQXOT0lJkSVLlhhc/9133y3wHKKHDx9Khw4djApSEyZMkOXLlxc4/9///rd06dLF4Pq5abVamTp1qvj4+Ii1tbXRQad///56fytWrNCbP2bMGImJiTFqHeYcFdzcg33ev39fBg0aJHXq1JHBgwdLZmamfPLJJ2JnZyeKokhUVJRR609OTpZGjRrpXlcBAQF659V8//338umnnxp1H8w5iO6z4jg6RFTiJSYm6o3HkTO2UUn26NEjZGRkwNXVtcD5V69eRUBAgFnWn5GRAWtra9jb25us5qFDh/Drr7+ib9++cHNzM1ndJ6Wnp8Pa2hoODg5G1xIR3LhxA1qtFuXLl4etra0JOiweDx48wMOHD002NtXZs2eRmZlZ4gdXNZZVcTdARPQ0lSpVQkREBCIiInQh5/Lly3j99dfNtk5j69vY2BQYcoDHo0pPnDjR4PpPc/v2bQwdOtSkNUNCQjBixAi4ubmZdfunpKTgrbfeMkktRVHg7e2NChUq6EJOSX/uFMTBwQEuLi4mq1+tWjXUqVMnT8gxtv4///yDX3/9FSdPnswz78GDB/j6668Nrm0I7tEholLp6NGjePHFF5Gdnc36Kqtfmnu39PpnzpxBq1at8Pfff0NRFDRp0gTLly+Hr68vACA5ORm+vr5m6z0/6t1XRUSl2tq1awudf+HCBdYvpfVLc++sX7j33nsPderUwcGDB3H37l2MHDkSTZo0wY4dO1CxYkWD6xqDe3SIqESysrKCoigo7C1KURSDvxmyfvHVL829s37hvL29sWXLFtStWxfA43Ok3nrrLaxfvx7bt2+Hk5PTc9+jw3N0iKhEqlChAn744Qdotdp8/w4fPsz6pbR+ae6d9Qv3zz//6J3zoygK5s2bh/bt2yMyMhJnzpwxqndDMOgQUYkUEhKCQ4cOFTj/ad9IWb/k1i/NvbN+4WrWrImDBw/mmT537lx07NgRHTp0MKiuMXiODhGVSGPGjEF6enqB86tWrYrt27ezfimsX5p7Z/3Cde7cGcuXL0efPn3yzJs7dy60Wi3mz59vUG1D8RwdIiIiUi0euiIiIiLVYtAhIiIi1WLQISIiItVi0CEiIiLVYtAhomd28eJFKIqCI0eOFHcrOqdOnUKjRo3g4OCA4ODg4m6HiEoIBh2iUqh///5QFAXTpk3Tm7569WooilJMXRWvhIQEODk54fTp09i6dWu+y9y8eRNDhw5FxYoVYW9vDx8fH8TExGDPnj0m7SUqKgojR440aU0iMgyDDlEp5eDggOnTp+POnTvF3YrJZGVlGfx/z58/jyZNmiAgIAAeHh75LtO1a1f88ccf+Oqrr3DmzBmsXbsWUVFRuH37tsHrJaKSjUGHqJSKjo6Gj48PPvroowKXmTBhQp7DOLNnz0ZgYKDudv/+/dGpUydMnToV3t7eKFeuHCZNmoRHjx5hzJgxcHd3h5+fHxYvXpyn/qlTp9C4cWM4ODigTp062Llzp97848ePo02bNnB2doa3tzf69OmDW7du6eZHRUUhLi4OI0eORPny5RETE5Pv/dBqtZg0aRL8/Pxgb2+P4OBgbNy4UTdfURQcOnQIkyZNgqIomDBhQp4ad+/exe7duzF9+nQ0b94cAQEBCAsLQ3x8vN5orXfv3sXAgQPh6ekJV1dXtGjRAkePHs2zTZcuXYrAwECULVsWPXv2xL1793Tbc+fOnZgzZw4URYGiKLh48WKRt8fw4cPx7rvvwt3dHT4+Pnnuy927dzFkyBB4e3vrtvtPP/2km//rr7+iadOmcHR0hL+/P4YPH643ONznn3+OatWqwcHBAd7e3ujWrVu+25xILRh0iEopa2trTJ06FZ999hmuXLliVK1t27bh2rVr2LVrF2bOnImEhAS88sorcHNzw++//44333wTQ4YMybOeMWPG4O2338Yff/yBiIgItG/fXrd35O7du2jRogUaNGiAgwcPYuPGjUhOTkb37t31anz11Vews7PDnj17Chwxdc6cOfjPf/6DGTNm4NixY4iJiUGHDh1w9uxZAMD169dRu3ZtvP3227h+/TreeeedPDWcnZ3h7OyM1atXIzMzs8Bt8eqrr+LGjRvYsGEDDh06hBdffBEvv/wyUlJSdMucP38eq1evxk8//YSffvoJO3fu1B1GnDNnDiIiIjBo0CBcv34d169fh7+//zNtDycnJ/z+++/4+OOPMWnSJGzevBnA48DXpk0b7NmzB9988w1OnjyJadOmwdraWtdX69at0bVrVxw7dgwrVqzAr7/+iri4OADAwYMHMXz4cEyaNAmnT5/Gxo0b0axZswK3BZEqCBGVOv369ZOOHTuKiEijRo3k9ddfFxGRH3/8UXK/rBMSEqR+/fp6/3fWrFkSEBCgVysgIECys7N102rUqCFNmzbV3X706JE4OTnJ8uXLRUQkMTFRAMi0adN0yzx8+FD8/Pxk+vTpIiIyefJkadWqld66L1++LADk9OnTIiISGRkpDRo0eOr99fX1lQ8//FBvWmhoqLz11lu62/Xr15eEhIRC66xcuVLc3NzEwcFBGjduLPHx8XL06FHd/N27d4urq6s8ePBA7/9VqVJFvvjiCxF5vE3LlCkjaWlpuvljxoyR8PBw3e3IyEgZMWKEXo2ibo8mTZrkuZ/vvfeeiIhs2rRJrKysdMs/6Y033pDBgwfrTdu9e7dYWVnJP//8I6tWrRJXV1e93onUjnt0iEq56dOn46uvvsJff/1lcI3atWvDyup/bwfe3t6oW7eu7ra1tTU8PDxw48YNvf8XERGh+7eNjQ0aNmyo6+Po0aPYvn27bk+Ks7MzatasCeDxnoccISEhhfaWlpaGa9eu4aWXXtKb/tJLLz3zfe7atSuuXbuGtWvXonXr1tixYwdefPFFLFmyRNfz/fv34eHhodd3YmKiXs+BgYFwcXHR3a5QoUKebfOkom6PevXq6f2/3LWPHDkCPz8/VK9evcB1LFmyRG8dMTEx0Gq1SExMRMuWLREQEIDKlSujT58++Pbbb5GRkVH0DUhUCvFHPYlKuWbNmiEmJgbx8fHo37+/3jwrK6s8v0L88OHDPDVsbW31biuKku80rVZb5L7u37+P9u3bY/r06XnmVahQQfdvJyenItc0BQcHB7Rs2RItW7bEuHHjMHDgQCQkJKB///64f/8+KlSogB07duT5f+XKldP925BtU9TtUVhtR0fHp65jyJAhGD58eJ55FStWhJ2dHQ4fPowdO3bgl19+wfjx4zFhwgQcOHBA7/4RqQmDDpEKTJs2DcHBwahRo4bedE9PTyQlJUFEdJedm3Lsm3379unO8Xj06BEOHTqkOx/kxRdfxKpVqxAYGAgbG8PfalxdXeHr64s9e/YgMjJSN33Pnj0ICwsz7g4ACAoKwurVqwE87jkpKQk2NjZ6J2w/Kzs7O2RnZ+tNM8X2qFevHq5cuYIzZ87ku1fnxRdfxMmTJ1G1atUCa9jY2CA6OhrR0dFISEhAuXLlsG3bNnTp0sWgnohKOh66IlKBunXr4rXXXsOnn36qNz0qKgo3b97Exx9/jPPnz0Oj0WDDhg0mW69Go8GPP/6IU6dOITY2Fnfu3MHrr78OAIiNjUVKSgr+9a9/4cCBAzh//jw2bdqEAQMG5AkBTzNmzBhMnz4dK1aswOnTpzF27FgcOXIEI0aMKHKN27dvo0WLFvjmm29w7NgxJCYm4vvvv8fHH3+Mjh07Anh8JVtERAQ6deqEX375BRcvXsRvv/2G999/HwcPHizyugIDA/H777/j4sWLuHXrFrRarUm2R2RkJJo1a4auXbti8+bNSExMxIYNG3RXoL333nv47bffEBcXhyNHjuDs2bNYs2aNLnz+9NNP+PTTT3HkyBFcunQJX3/9NbRabZ6ATKQmDDpEKjFp0qQ8h09q1aqFzz//HBqNBvXr18f+/fvzvSLJUNOmTcO0adNQv359/Prrr1i7di3Kly8PALq9MNnZ2WjVqhXq1q2LkSNHoly5cnrnAxXF8OHDMXr0aLz99tuoW7cuNm7ciLVr16JatWpFruHs7Izw8HDMmjULzZo1Q506dTBu3DgMGjQIc+fOBfD4MNH69evRrFkzDBgwANWrV0fPnj1x6dIleHt7F3ld77zzDqytrREUFARPT0/8/fffJtseq1atQmhoKP71r38hKCgI7777ri4o1atXDzt37sSZM2fQtGlTNGjQAOPHj4evry+Ax4fffvjhB7Ro0QK1atXC/PnzsXz5ctSuXbvI6ycqbRR58gA+ERERkUpwjw4RERGpFoMOERERqRaDDhEREakWgw4RERGpFoMOERERqRaDDhEREakWgw4RERGpFoMOERERqRaDDhEREakWgw4RERGpFoMOERERqdb/Ay8wmjyYZHbuAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_histogram_num_sentences(df, \"log_sentence_distribution\", cust_range=(1, 200), n_bins=21, useLog=True, density=False)\n",
    "plot_histogram_num_sentences(df, \"main_sentence_distribution\",cust_range=(1, 20), n_bins=21, useLog=False, density=False)\n",
    "plot_histogram_num_sentences(df, \"outlier_log_sentence_distribution\",cust_range=(20, 200), n_bins=19, useLog=True, density=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "def plot_sections_per_code(df, filename):\n",
    "    df_grouped = df.groupby(df[\"Code\"], as_index=False).count()\n",
    "    df_grouped = df_grouped.sort_values(\"id\", ascending=False) \n",
    "    plt.bar(df_grouped[\"Code\"], df_grouped[\"id\"])\n",
    "    plt.xlabel(\"CA Codes\")\n",
    "    plt.ylabel(\"Count\")\n",
    "    plt.title(\"Count of unique sections per code\")\n",
    "    plt.grid(axis='y')\n",
    "    locs, labels = plt.xticks() #gets labels\n",
    "    plt.setp(labels, rotation=90) #sets rotation of the labels\n",
    "    plt.savefig(\"{}.png\".format(filename))\n",
    "    plt.show()\n",
    "\n",
    "\n",
    "def plot_tokens_per_code(df, filename):\n",
    "    df_grouped = df.groupby(\"Code\", as_index=False).agg({\"Content_Tokens\": sum})\n",
    "    df_grouped = df_grouped.sort_values(\"Content_Tokens\", ascending=False)  \n",
    "    df_grouped[\"Content_Tokens\"]/= 100000\n",
    "    plt.bar(df_grouped[\"Code\"], df_grouped[\"Content_Tokens\"])\n",
    "    plt.xlabel(\"CA Codes\")\n",
    "    plt.ylabel(\"100k Tokens\")\n",
    "    plt.title(\"Sum of All Tokens Per Code\")\n",
    "    plt.grid(axis='y')\n",
    "    locs, labels = plt.xticks() #gets labels\n",
    "    plt.setp(labels, rotation=90) #sets rotation of the labels\n",
    "    plt.savefig(\"{}.png\".format(filename))\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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vXj189913mDZtGjw9PVG+fHmtX8A5vfXWW/Dz88Nnn32G69evo3bt2ti5cyc2bdqEkSNHao54FNSL2K7nDRw4EAsXLkTv3r0RFRWFihUrYuXKlbC0tNTZnnXr1qFt27bo1q0brl69ip9//jnX9n3wwQdYs2YNhgwZgvDwcDRt2hSZmZm4cOEC1qxZgx07dqB+/fo627N3714MHz4cXbt2hZeXFzIyMrBy5UoYGRmhS5cuAJ69jqZNm4YJEybg+vXrCAoKgo2NDa5du4YNGzZg0KBB+PTTT6FWq/Hdd9/hrbfeQp06ddCvXz9UrFgRFy5cwLlz5zQhol69egCAjz76CIGBgTAyMkL37t11tm/atGnYtWsXmjVrhg8//BDGxsZYunQpUlNTMXPmzALv/x9//BGLFy9G586d4eHhgUePHuH777+Hra2t5odDXry8vDBgwAAcP34cFSpUQGhoKOLi4rBixQpNmTFjxuCPP/5Ax44d0bdvX9SrVw8pKSk4e/Ys1q1bh+vXrxfqNeXp6YnPPvsMX375JZo3b4533nkHZmZmOH78OJydnTF9+nQ4OjpiwoQJmDJlCtq2bYtOnTrh4sWLWLx4MRo0aID3338fwLO+S9OmTcPgwYPx5ptv4r333sO1a9ewYsWKXH2aDHl9USlVHJfsEZUUly5dkoEDB4qbm5uYmpqKjY2NNG3aVL799lt5+vSpplx6erpMmTJF3N3dxcTERFxcXGTChAlaZUREMjMzZdy4cVKuXDmxtLSUwMBAuXLlit5L85+/vDs8PDzX5fWxsbHSoUMHsbGxyXXJsy6PHj2SUaNGibOzs5iYmEjVqlVl1qxZWpebixRsyIEXsV3PDw8gInLjxg3p1KmTWFpaSrly5eTjjz+W7du356orIjJ79mx57bXXxMzMTJo2bSonTpzQucy0tDSZMWOG1KhRQ8zMzMTBwUHq1asnU6ZMkcTERL3b/Pfff0v//v3Fw8NDzM3NpUyZMuLn5ye7d+/OVfb333+XZs2aiZWVlVhZWYm3t7cMGzZMLl68qFXu4MGD0qZNG7GxsRErKyt5/fXX5dtvv9XMz8jIkBEjRoijo6OoVCqt4QegY9iHkydPSmBgoFhbW4ulpaX4+fnJ4cOHtcoo/ZucPHlSevToIZUrVxYzMzMpX768dOzYUU6cOKF3H2VzdXWVDh06yI4dO+T1118XMzMz8fb21jlcw6NHj2TChAni6ekppqamUq5cOWnSpIl88803kpaWJiL/N+TArFmz8l13TqGhoVK3bl3N37lly5aya9curTILFy4Ub29vMTExkQoVKsjQoUNzDQMhIrJ48WJxd3cXMzMzqV+/vuzfv79IX19UOvHec0RUokVERMDPzw/h4eG8w3wJ5ebmhpo1a2LLli3F3RSiF4p9moiIiIgUYGgiIiIiUoChiYiIiEgB9mkiIiIiUoBHmoiIiIgU4DhNRSQrKwt37tyBjY0NR4YlIiIqJUQEjx49grOzc64bPj+PoamI3Llzh/cZIiIiKqVu3bqFSpUq5VmGoamIZN/n69atWwW+fQEREREVj6SkJLi4uGjdr1MfhqYikn1KztbWlqGJiIiolFHStYYdwYmIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgB4+JuACnjNn5rgcpf/7rDC2oJERHRq4lHmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUqBYQ9P06dPRoEED2NjYoHz58ggKCsLFixe1yjx9+hTDhg1D2bJlYW1tjS5duiAuLk6rzM2bN9GhQwdYWlqifPnyGDNmDDIyMrTKRERE4I033oCZmRk8PT0RFhaWqz2LFi2Cm5sbzM3N0ahRIxw7dqzIt5mIiIhKp2INTfv27cOwYcNw5MgR7Nq1C+np6QgICEBKSoqmzKhRo7B582asXbsW+/btw507d/DOO+9o5mdmZqJDhw5IS0vD4cOH8eOPPyIsLAyTJk3SlLl27Ro6dOgAPz8/REdHY+TIkQgODsaOHTs0ZX777TeMHj0akydPxsmTJ1G7dm0EBgYiPj7+5ewMIiIiKtFUIiLF3Yhs9+7dQ/ny5bFv3z60aNECiYmJcHR0xKpVq/Duu+8CAC5cuIDq1asjMjISjRs3xp9//omOHTvizp07qFChAgBgyZIlGDduHO7duwdTU1OMGzcOW7duRUxMjGZd3bt3R0JCArZv3w4AaNSoERo0aICFCxcCALKysuDi4oIRI0Zg/PjxudqampqK1NRUzfOkpCS4uLjg33//ha2tbZHvm5ohO/IvlENMSGCRt4GIiOi/JikpCeXKlUNiYmK+39/GL6lNiiQmJgIAypQpAwCIiopCeno6/P39NWW8vb1RuXJlTWiKjIxErVq1NIEJAAIDAzF06FCcO3cOdevWRWRkpNYyssuMHDkSAJCWloaoqChMmDBBM1+tVsPf3x+RkZE62zp9+nRMmTIl1/SdO3fC0tKycDsgDzMbFqz8tm3birwNRERE/zWPHz9WXLbEhKasrCyMHDkSTZs2Rc2aNQEAsbGxMDU1hb29vVbZChUqIDY2VlMmZ2DKnp89L68ySUlJePLkCR4+fIjMzEydZS5cuKCzvRMmTMDo0aM1z7OPNAUEBPBIExERUSmRlJSkuGyJCU3Dhg1DTEwMDh48WNxNUcTMzAxmZma5ppuYmMDExKTI15eaqSpQ+RfRBiIiov+agnxfloghB4YPH44tW7YgPDwclSpV0kx3cnJCWloaEhIStMrHxcXByclJU+b5q+myn+dXxtbWFhYWFihXrhyMjIx0lsleBhEREb3aijU0iQiGDx+ODRs2YO/evXB3d9eaX69ePZiYmGDPnj2aaRcvXsTNmzfh6+sLAPD19cXZs2e1rnLbtWsXbG1t4ePjoymTcxnZZbKXYWpqinr16mmVycrKwp49ezRliIiI6NVWrKfnhg0bhlWrVmHTpk2wsbHR9EGys7ODhYUF7OzsMGDAAIwePRplypSBra0tRowYAV9fXzRu3BgAEBAQAB8fH3zwwQeYOXMmYmNj8fnnn2PYsGGa02dDhgzBwoULMXbsWPTv3x979+7FmjVrsHXrVk1bRo8ejT59+qB+/fpo2LAh5s2bh5SUFPTr1+/l7xgiIiIqcYo1NH333XcAgFatWmlNX7FiBfr27QsAmDt3LtRqNbp06YLU1FQEBgZi8eLFmrJGRkbYsmULhg4dCl9fX1hZWaFPnz6YOnWqpoy7uzu2bt2KUaNGYf78+ahUqRJ++OEHBAb+X2fp9957D/fu3cOkSZMQGxuLOnXqYPv27bk6h5dGbuO35l8oh+tfd3hBLSEiIiq9StQ4TaVZUlIS7OzsFI3zUBiGBB+GJiIiIt0K8v1dIjqCExEREZV0DE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESlQrKFp//79eOutt+Ds7AyVSoWNGzdqze/bty9UKpXWo23btlplHjx4gF69esHW1hb29vYYMGAAkpOTtcqcOXMGzZs3h7m5OVxcXDBz5sxcbVm7di28vb1hbm6OWrVqYdu2bUW+vURERFR6FWtoSklJQe3atbFo0SK9Zdq2bYu7d+9qHqtXr9aa36tXL5w7dw67du3Cli1bsH//fgwaNEgzPykpCQEBAXB1dUVUVBRmzZqFkJAQLFu2TFPm8OHD6NGjBwYMGIBTp04hKCgIQUFBiImJKfqNJiIiolLJuDhX3q5dO7Rr1y7PMmZmZnByctI57/z589i+fTuOHz+O+vXrAwC+/fZbtG/fHt988w2cnZ3xyy+/IC0tDaGhoTA1NUWNGjUQHR2NOXPmaMLV/Pnz0bZtW4wZMwYA8OWXX2LXrl1YuHAhlixZUoRbTERERKVVsYYmJSIiIlC+fHk4ODjgzTffxLRp01C2bFkAQGRkJOzt7TWBCQD8/f2hVqtx9OhRdO7cGZGRkWjRogVMTU01ZQIDAzFjxgw8fPgQDg4OiIyMxOjRo7XWGxgYmOt0YU6pqalITU3VPE9KSgIApKenIz09vSg2XYuZkRSofM42GFKXiIjov6wg33klOjS1bdsW77zzDtzd3XH16lVMnDgR7dq1Q2RkJIyMjBAbG4vy5ctr1TE2NkaZMmUQGxsLAIiNjYW7u7tWmQoVKmjmOTg4IDY2VjMtZ5nsZegyffp0TJkyJdf0nTt3wtLSslDbm5eZDQtWPmefLEPqEhER/Zc9fvxYcdkSHZq6d++u+X+tWrXw+uuvw8PDAxEREWjdunUxtgyYMGGC1tGppKQkuLi4ICAgALa2tkW+vpohOwpUPiYksEjqEhER/ZdlnylSokSHpudVqVIF5cqVw5UrV9C6dWs4OTkhPj5eq0xGRgYePHig6Qfl5OSEuLg4rTLZz/Mro68vFfCsr5WZmVmu6SYmJjAxMSn4xuUjNVNVoPI522BIXSIiov+ygnznlapxmv755x/cv38fFStWBAD4+voiISEBUVFRmjJ79+5FVlYWGjVqpCmzf/9+rXOWu3btQrVq1eDg4KAps2fPHq117dq1C76+vi96k4iIiKiUKNbQlJycjOjoaERHRwMArl27hujoaNy8eRPJyckYM2YMjhw5guvXr2PPnj14++234enpicDAZ6ePqlevjrZt22LgwIE4duwYDh06hOHDh6N79+5wdnYGAPTs2ROmpqYYMGAAzp07h99++w3z58/XOrX28ccfY/v27Zg9ezYuXLiAkJAQnDhxAsOHD3/p+4SIiIhKpmINTSdOnEDdunVRt25dAMDo0aNRt25dTJo0CUZGRjhz5gw6deoELy8vDBgwAPXq1cOBAwe0Tov98ssv8Pb2RuvWrdG+fXs0a9ZMawwmOzs77Ny5E9euXUO9evXwySefYNKkSVpjOTVp0gSrVq3CsmXLULt2baxbtw4bN25EzZo1X97OICIiohJNJSIFux6ddEpKSoKdnR0SExNfSEdwt/FbC1T++tcdiqQuERHRf1lBvr9LVZ8mIiIiouLC0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkQKFCU5UqVXD//v1c0xMSElClShWDG0VERERU0hQqNF2/fh2ZmZm5pqempuL27dsGN4qIiIiopDEuSOE//vhD8/8dO3bAzs5O8zwzMxN79uyBm5tbkTWOiIiIqKQoUGgKCgoCAKhUKvTp00drnomJCdzc3DB79uwiaxwRERFRSVGg0JSVlQUAcHd3x/Hjx1GuXLkX0igiIiKikqZAoSnbtWvXirodRERERCVaoUITAOzZswd79uxBfHy85ghUttDQUIMbRkRERFSSFCo0TZkyBVOnTkX9+vVRsWJFqFSqom4XERERUYlSqNC0ZMkShIWF4YMPPijq9hARERGVSIUapyktLQ1NmjQp6rYQERERlViFCk3BwcFYtWpVUbeFiIiIqMQq1Om5p0+fYtmyZdi9ezdef/11mJiYaM2fM2dOkTSOiIiIqKQoVGg6c+YM6tSpAwCIiYnRmsdO4URERPRfVKjQFB4eXtTtoBLKbfzWApW//nWHF9QSIiKi4lWoPk1EREREr5pCHWny8/PL8zTc3r17C90gIiIiopKoUKEpuz9TtvT0dERHRyMmJibXjXyJiIiI/gsKFZrmzp2rc3pISAiSk5MNahARERFRSVSkfZref/993neOiIiI/pOKNDRFRkbC3Ny8KBdJREREVCIU6vTcO++8o/VcRHD37l2cOHECX3zxRZE0jIiIiKgkKVRosrOz03quVqtRrVo1TJ06FQEBAUXSMCIiIqKSpFChacWKFUXdDiIiIqISrVChKVtUVBTOnz8PAKhRowbq1q1bJI0iIiIiKmkKFZri4+PRvXt3REREwN7eHgCQkJAAPz8//Prrr3B0dCzKNhIREREVu0JdPTdixAg8evQI586dw4MHD/DgwQPExMQgKSkJH330UVG3kYiIiKjYFepI0/bt27F7925Ur15dM83HxweLFi1iR3AiIiL6TyrUkaasrCyYmJjkmm5iYoKsrCyDG0VERERU0hTqSNObb76Jjz/+GKtXr4azszMA4Pbt2xg1ahRat25dpA2k0stt/NYClb/+dYcX1BIiIiLDFepI08KFC5GUlAQ3Nzd4eHjAw8MD7u7uSEpKwrffflvUbSQiIiIqdoU60uTi4oKTJ09i9+7duHDhAgCgevXq8Pf3L9LGEREREZUUBTrStHfvXvj4+CApKQkqlQpt2rTBiBEjMGLECDRo0AA1atTAgQMHXlRbiYiIiIpNgULTvHnzMHDgQNja2uaaZ2dnh8GDB2POnDlF1jgiIiKikqJAoen06dNo27at3vkBAQGIiooyuFFEREREJU2BQlNcXJzOoQayGRsb4969ewY3ioiIiKikKVBoeu211xATE6N3/pkzZ1CxYkWDG0VERERU0hTo6rn27dvjiy++QNu2bWFubq4178mTJ5g8eTI6duxYpA2kVxPHeCIiopKmQKHp888/x/r16+Hl5YXhw4ejWrVqAIALFy5g0aJFyMzMxGefffZCGkpERERUnAoUmipUqIDDhw9j6NChmDBhAkQEAKBSqRAYGIhFixahQoUKL6ShRERERMWpwINburq6Ytu2bXj48CGuXLkCEUHVqlXh4ODwItpHVGA8tUdERC9CoUYEBwAHBwc0aNCgKNtCREREVGIV6t5zRERERK8ahiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIgWINTfv378dbb70FZ2dnqFQqbNy4UWu+iGDSpEmoWLEiLCws4O/vj8uXL2uVefDgAXr16gVbW1vY29tjwIABSE5O1ipz5swZNG/eHObm5nBxccHMmTNztWXt2rXw9vaGubk5atWqhW3bthX59hIREVHpVayhKSUlBbVr18aiRYt0zp85cyYWLFiAJUuW4OjRo7CyskJgYCCePn2qKdOrVy+cO3cOu3btwpYtW7B//34MGjRIMz8pKQkBAQFwdXVFVFQUZs2ahZCQECxbtkxT5vDhw+jRowcGDBiAU6dOISgoCEFBQYiJiXlxG09ERESlSqHvPVcU2rVrh3bt2umcJyKYN28ePv/8c7z99tsAgJ9++gkVKlTAxo0b0b17d5w/fx7bt2/H8ePHUb9+fQDAt99+i/bt2+Obb76Bs7MzfvnlF6SlpSE0NBSmpqaoUaMGoqOjMWfOHE24mj9/Ptq2bYsxY8YAAL788kvs2rULCxcuxJIlS3S2LzU1FampqZrnSUlJAID09HSkp6cXzQ7KwcxIClQ+ZxtYV3ldIiJ6tRTkO0AlIgX7hnlBVCoVNmzYgKCgIADA33//DQ8PD5w6dQp16tTRlGvZsiXq1KmD+fPnIzQ0FJ988gkePnyomZ+RkQFzc3OsXbsWnTt3Ru/evZGUlKR16i88PBxvvvkmHjx4AAcHB1SuXBmjR4/GyJEjNWUmT56MjRs34vTp0zrbGxISgilTpuSavmrVKlhaWhq0L4iIiOjlePz4MXr27InExETY2trmWbZYjzTlJTY2FgBQoUIFrekVKlTQzIuNjUX58uW15hsbG6NMmTJaZdzd3XMtI3ueg4MDYmNj81yPLhMmTMDo0aM1z5OSkuDi4oKAgIB8d3ph1AzZUaDyMSGBrFuIukRE9GrJPlOkRIkNTSWdmZkZzMzMck03MTGBiYlJka8vNVNVoPI528C6yusSEdGrpSDfASV2yAEnJycAQFxcnNb0uLg4zTwnJyfEx8drzc/IyMCDBw+0yuhaRs516CuTPZ+IiIioxIYmd3d3ODk5Yc+ePZppSUlJOHr0KHx9fQEAvr6+SEhIQFRUlKbM3r17kZWVhUaNGmnK7N+/X6uj165du1CtWjU4ODhoyuRcT3aZ7PUQERERFWtoSk5ORnR0NKKjowEA165dQ3R0NG7evAmVSoWRI0di2rRp+OOPP3D27Fn07t0bzs7Oms7i1atXR9u2bTFw4EAcO3YMhw4dwvDhw9G9e3c4OzsDAHr27AlTU1MMGDAA586dw2+//Yb58+dr9Uf6+OOPsX37dsyePRsXLlxASEgITpw4geHDh7/sXUJEREQlVLH2aTpx4gT8/Pw0z7ODTJ8+fRAWFoaxY8ciJSUFgwYNQkJCApo1a4bt27fD3NxcU+eXX37B8OHD0bp1a6jVanTp0gULFizQzLezs8POnTsxbNgw1KtXD+XKlcOkSZO0xnJq0qQJVq1ahc8//xwTJ05E1apVsXHjRtSsWfMl7AUiIiIqDYo1NLVq1Qp5jXigUqkwdepUTJ06VW+ZMmXKYNWqVXmu5/XXX8eBAwfyLNO1a1d07do17wYTERHRK6vE9mkiIiIiKkkYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISIFiHdySqKRxG7+1wHWuf93hBbSEiIhKGh5pIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoBXzxEVoYJefccr74iISg8eaSIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgU4ThNRCcExnoiISjYeaSIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBHcKL/AHYiJyJ68XikiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAePibgARFS+38VsLVP761x1eUEuIiEo2HmkiIiIiUoChiYiIiEgBhiYiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgUYGgiIiIiUqBEh6aQkBCoVCqth7e3t2b+06dPMWzYMJQtWxbW1tbo0qUL4uLitJZx8+ZNdOjQAZaWlihfvjzGjBmDjIwMrTIRERF44403YGZmBk9PT4SFhb2MzSMiIqJSpESHJgCoUaMG7t69q3kcPHhQM2/UqFHYvHkz1q5di3379uHOnTt45513NPMzMzPRoUMHpKWl4fDhw/jxxx8RFhaGSZMmacpcu3YNHTp0gJ+fH6KjozFy5EgEBwdjx44dL3U7iYiIqGQzLu4G5MfY2BhOTk65picmJmL58uVYtWoV3nzzTQDAihUrUL16dRw5cgSNGzfGzp078ddff2H37t2oUKEC6tSpgy+//BLjxo1DSEgITE1NsWTJEri7u2P27NkAgOrVq+PgwYOYO3cuAgMDX+q2EpU2buO3Fqj89a87vKCWEBG9eCU+NF2+fBnOzs4wNzeHr68vpk+fjsqVKyMqKgrp6enw9/fXlPX29kblypURGRmJxo0bIzIyErVq1UKFChU0ZQIDAzF06FCcO3cOdevWRWRkpNYyssuMHDkyz3alpqYiNTVV8zwpKQkAkJ6ejvT09CLYcm1mRlKg8jnbwLovrm5xrru01yUiKgkK8rmkEpGCf0u8JH/++SeSk5NRrVo13L17F1OmTMHt27cRExODzZs3o1+/flrBBQAaNmwIPz8/zJgxA4MGDcKNGze0TrU9fvwYVlZW2LZtG9q1awcvLy/069cPEyZM0JTZtm0bOnTogMePH8PCwkJn20JCQjBlypRc01etWgVLS8si2gNERET0Ij1+/Bg9e/ZEYmIibG1t8yxboo80tWvXTvP/119/HY0aNYKrqyvWrFmjN8y8LBMmTMDo0aM1z5OSkuDi4oKAgIB8d3ph1AwpWB+rmJD/O7XIui+ubnGu+1WuS0RUVLLPFClRokPT8+zt7eHl5YUrV66gTZs2SEtLQ0JCAuzt7TVl4uLiNH2gnJyccOzYMa1lZF9dl7PM81fcxcXFwdbWNs9gZmZmBjMzs1zTTUxMYGJiUqjty0tqpqpA5XO2gXVfXN3iXPerXJeIqKgU5LOlxF89l1NycjKuXr2KihUrol69ejAxMcGePXs08y9evIibN2/C19cXAODr64uzZ88iPj5eU2bXrl2wtbWFj4+PpkzOZWSXyV4GEREREVDCQ9Onn36Kffv24fr16zh8+DA6d+4MIyMj9OjRA3Z2dhgwYABGjx6N8PBwREVFoV+/fvD19UXjxo0BAAEBAfDx8cEHH3yA06dPY8eOHfj8888xbNgwzVGiIUOG4O+//8bYsWNx4cIFLF68GGvWrMGoUaOKc9OJiIiohCnRp+f++ecf9OjRA/fv34ejoyOaNWuGI0eOwNHREQAwd+5cqNVqdOnSBampqQgMDMTixYs19Y2MjLBlyxYMHToUvr6+sLKyQp8+fTB16lRNGXd3d2zduhWjRo3C/PnzUalSJfzwww8cboCIiIi0lOjQ9Ouvv+Y539zcHIsWLcKiRYv0lnF1dcW2bdvyXE6rVq1w6tSpQrWRiIiIXg0l+vQcERERUUlRoo80ERHpUtCRyAGORk5EhuORJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAXYEJ6JXTkE7krMTOREBPNJEREREpAhDExEREZECPD1HRFQAPLVH9OrikSYiIiIiBRiaiIiIiBTg6TkiopeEp/aISjceaSIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgU4OCWRESlAAfGJCp+PNJEREREpABDExEREZECDE1ERERECrBPExHRfxz7QxEVDYYmIiLSi4GL6P/w9BwRERGRAjzSREREL4QhR6kKWvf5+kQvAo80ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpABvo0JERP85L/MWLrx9y6uDR5qIiIiIFGBoIiIiIlKAoYmIiIhIAYYmIiIiIgUYmoiIiIgU4NVzRERERYRX3v238UgTERERkQI80kRERFQC8ChVyccjTUREREQK8EgTERFRKcejVC8HjzQRERERKcDQRERERKQAQxMRERGRAgxNRERERAowNBEREREpwNBEREREpACHHCAiInqFcbgC5XikiYiIiEgBHmkiIiKiQnnVjlLxSBMRERGRAgxNRERERArw9BwREREVi9J2eo9HmoiIiIgUYGh6zqJFi+Dm5gZzc3M0atQIx44dK+4mERERUQnA0JTDb7/9htGjR2Py5Mk4efIkateujcDAQMTHxxd304iIiKiYMTTlMGfOHAwcOBD9+vWDj48PlixZAktLS4SGhhZ304iIiKiYsSP4/5eWloaoqChMmDBBM02tVsPf3x+RkZG5yqempiI1NVXzPDExEQDw4MEDpKenF3n7jDNSClT+/v37rPsS6hbnulm3YEpju1m3YEpju1/lukVRvyg8evQIACAi+RcWEhGR27dvCwA5fPiw1vQxY8ZIw4YNc5WfPHmyAOCDDz744IMPPv4Dj1u3buWbFXikqZAmTJiA0aNHa55nZWXhwYMHKFu2LFQq1UtpQ1JSElxcXHDr1i3Y2tqy7guqW5zrZt2XU7c41826BVMa2826BWNo/YISETx69AjOzs75lmVo+v/KlSsHIyMjxMXFaU2Pi4uDk5NTrvJmZmYwMzPTmmZvb/8im6iXra1toV9YrFs61s26L6duca6bdUvHuln35dQtivoFYWdnp6gcO4L/f6ampqhXrx727NmjmZaVlYU9e/bA19e3GFtGREREJQGPNOUwevRo9OnTB/Xr10fDhg0xb948pKSkoF+/fsXdNCIiIipmDE05vPfee7h37x4mTZqE2NhY1KlTB9u3b0eFChWKu2k6mZmZYfLkyblOE7Ju0dYtznWz7supW5zrZt3SsW7WfTl1i6L+i6QSUXKNHREREdGrjX2aiIiIiBRgaCIiIiJSgKGJiIiISAGGJiIiIiIFGJqIiIiIFGBoIqJSJzMzs7ib8MpJTU1FSkrBb6JL9F/CIQdKiU8//RTBwcHw9vYu7qYoVqVKFRw/fhxly5Yt7qb8p12+fBmTJk3C0qVLc91yIDExEUOHDsW0adNQpUqVF7L+pKQkWFtbQ63W/g2WmZmJlJSUF3IbBCcnJ/Tt2xf9+/eHl5dXger+8ccfisp16tRJ5/SkpCQcPXoUaWlpaNiwIRwdHQu0/tLm3r176N27N3bv3o2srCw0aNAAP//8Mzw9PYu7aVRE9u/fr6hcixYtinS9kZGRuH//Pjp27KiZ9tNPP2Hy5MlISUlBUFAQvv3225I1XlO+t/SlEsHT01PUarX4+vrK8uXLJTk5uUD1ExMTJTMzM9f0jIwMSUxM1FvvwYMHsmDBAp1lEhIS9M4TEVGpVBIXF1egdua0Z88eqV69ut51+/j4yP79+4u8bkZGhpw+fVoeP36ca15KSoqcPn1a574UMWx/PX78WDZt2iRJSUm55iUmJsqmTZvk6dOnueYNHDhQxowZo3OZIiJjx46VIUOG6J1/48YNRQ9d1q9fL1WrVpWUlJRc85KTk8XLy0v++OMPvevWJyIiQrZu3SoPHjzQOX/q1Kni4eEharVamjVrJitWrNDZBl1UKpXWQ61W65ymy6lTp6RixYqaOra2trJ9+/YCb19RSU5OluXLl8vChQvl0qVLBa5/9epViYmJ0ft6FhHp16+fODk5yf/+9z+ZM2eOVKtWTVq1aqV4HYa8ny5duiTdu3fX+37q0aOHXL16VXFbCqKwn5mGtNmQzw9D2pz9mtf1XsjvPfG8rKwsuXfvnvz777/5lm3btq18/fXXmudnzpwRY2NjCQ4OltmzZ4uTk5NMnjxZ0XpfFoamUmTfvn3Sp08fsba2Fmtra+nXr58cOnQo33qGfLFNnTpV3n33Xb3L7tq1q0ybNk3nPEND01tvvSVz5szRO3/+/PkSFBRU5HVXrFgh9erVk4yMjFzz0tPTpV69erJy5UqddQ3ZX/PmzZM333xTb93WrVvLwoULc0338vKSY8eO6a134sQJ8fLy0js/5wdmzkfO6UZGRjrrtmnTRr7//nu9y16+fLkEBATonf/111/L559/rnmelZUlgYGBmg/qChUqSExMjN764eHh0rt3b7GyshJbW1sJDg6WI0eO6C2vi7W1teIv3oCAAGnSpIkcPnxYTp48KZ07dxZPT0/F69K3r3M+9O3rGzduSIsWLcTa2lr8/f3lxo0b4uXlpdlXlpaWsm/fPp1109LSZNKkSdKxY0eZNm2aZGRkSPfu3TXrrF69uly7dk1n3UqVKmkFw0uXLomRkZHOAK+LIe8nQ34QuLu7K3roYshnpiFtNuTzw5A2lylTRlxdXWXy5Mly5coVSUhI0PnIy927d+WDDz4QOzs7zevK3t5e+vXrJ7GxsTrrODk5yfHjxzXPJ06cKE2bNtU8X7NmjVSvXj3P9b5sDE2lUPavy2bNmolKpRJvb2+ZNWuW3hemIV9stWvXlt27d+utu3v3bqlTp47OeSqVSn766SfZtGlTng99KleuLH/99Zfe+efPnxcXF5cir9usWTNZvXq13rq//fabNG/eXOc8Q/ZXgwYN8jwqs3nzZmnQoEGu6ebm5nL9+nW99a5fvy4WFhZ650dHR+t8nDp1SsaNGycWFhbi6Oios27FihXl8uXLepd9+fJlqVixot75devWlV9//VXzfM2aNWJhYSEHDx6U+/fvS4cOHaRr165662d79OiRfP/999K0aVNRqVTi4+Mjs2fPzreeSMFCU9myZSUqKkrz/OHDh6JSqfL8FZ/Txo0b9T6y97WZmZnOul27dpXGjRvLzz//LJ06dRJvb2/p0KGDxMbGSnx8vHTp0kX8/Px01h09erQ4OjpKcHCwVKlSRTp16iTVqlWTX3/9VdasWSO1atWSnj176qyrVqvl7t27WtMsLS31hqznGfJ+MuQHgUqlEjc3N5k4caLMmzdP70MXQz4zDWmzIZ8fhrQ5NTVVfv31VwkICBALCwvp0qWLbNu2TbKysvQuL6fExERxd3cXR0dHGTlypCxZskS+++47GTFihJQrV06qVq0qjx49ylXPzMxMbt68qXnetGlTrVB47do1sba2VtSGl4WhqZS7fPmyTJw4UcqUKSOmpqY6yxjyxWZtba331IzIs1+/NjY2OufpO8yr9JCvmZlZvu02Nzcv8rqOjo55fiH8/fffUq5cOZ3zDNlf9vb2+da1t7fPNb1ChQqyZ88evfV2794tFSpU0Dtfl127dkm9evXExsZGJk+erPOUocizwHb+/Hm9y/nrr7/07meRZ9ucM9z27dtXPvjgA83zyMhIqVSpUoHavmXLFilTpozi0wkFCU26jp5aW1vL33//XaA25nThwgUJCgoSIyMj6d27t94AXKFCBTl69KiIiNy/f19UKpUcPnxYMz86OlrKli2rs27lypVl69atIiJy8eJFUalUsm3bNs38iIgIee2113TWVavVEh8frzXNxsZG8TYb8n4y5AfBmjVrpG3btmJubi6dO3eWzZs353kaMidDPjMNabMhnx+G/oDJuY4pU6ZIlSpV5LXXXpOJEydKenp6nnWmTp0qnp6euV4nIiJxcXHi6ekpX331Va55lStX1hwdTU1NFQsLC63QeObMGXFwcMi3zS8Tr54rxVJSUnDgwAHs27cPDx8+1NvR9+HDh8jIyNC7nPT0dDx8+FDnPCMjI9y5c0dv3Tt37uTqAJxTbGwssrKy9D7yugrqtddeQ0xMjN75Z86cQcWKFYu8bkpKCpKSkvTWffToER4/fqxzniH7KyMjA/fu3dNb9969ezr/ji1atMC3336rt96CBQvQvHlzvfNzOnnyJNq0aYOOHTuicePGuHLlCkJCQmBjY6OzvJubG06cOKF3eSdOnICrq6ve+RkZGVqdPCMjI9GkSRPNc2dnZ/z777/5tvvx48cICwtDy5Yt0alTJ5QtWxZfffVVvvUK46+//sKZM2c0DxHB+fPntaYpcefOHQwcOBC1atVCRkYGoqOj8eOPP+rdX/Hx8Zp5ZcqUgaWlpdbNxJ2cnPS+j+/cuYPatWsDALy8vGBmZqbVkdvLywuxsbE664oIvLy8UKZMGc0jOTkZdevW1ZqmjyHvJzs7O1y9elVv3StXrui90KBr1674888/ceXKFdSrVw+jRo2Ci4sLxo8fj8uXL+tdJmDYZ6YhbTbk88OQNudUuXJlTJo0Cbt374aXlxe+/vrrPP9+ALB161ZMnDhR50UR5cuXx4QJE7B58+Zc89q3b4/x48fjwIEDmDBhAiwtLbU+q86cOQMPD4982/xSFXdqo4I7cOCA9OvXT2xsbDR9mw4ePKi3vLe3t94+AyIiP/30k1SrVk3nvFatWsm4ceP01h07dqzeTqFqtdqgPk3Dhw+XmjVrypMnT3LNe/z4sdSsWVNGjBhR5HVr164t3333nd52LVq0SGrXrq1zniH7q1GjRlqdIp/3v//9Txo1apRr+smTJ8XMzEy6dOkiR48e1fQ/OHLkiLzzzjtiZmamdUpJlytXrki3bt3EyMioQJ1rJ06cKJUrV9Z5avju3btSuXJlmThxot76tWvXlhUrVojIs1+4KpVKzp07p5l/6NAhvUdAsucPGDBAbG1txdLSUnr37q23X48+BTlqoq/jeM7p+R3hSkhIkLFjx4qFhYX4+vrqvSBB17pzvp+eP0IWGxurd92G1A0LC1P00MeQ91PXrl319j0UEenUqVOefYCeFxERIa1atRK1Wq33IgMRwz4zDWmzIZ8fhrQ529OnT+WXX36R1q1bi6WlpXTt2lX+/PPPPOuIiDg4OMiFCxf0zj9//rzOI0b37t2T5s2bi0qlEhsbG1m/fr3W/DfffDPPz4/iwNBUSty5c0emT58u1apVE5VKJb6+vvL999/rPE/8PEO+2NatWyfGxsby7bffanXkzMjIkAULFoiJiYmsXbtWZ10lHcHPnj2rd15sbKw4OzuLi4uLzJgxQ9P34+uvvxYXFxdxdnbW24/LkLozZsyQsmXLyunTp3PNyz4FMmPGDJ11DdlfS5cuFSsrK9m8eXOueX/88YdYWVnJ0qVLddbdvHmzODo65upU7OjomGe/MRGRoUOHiqmpqQQGBsqpU6fyLPu8pKQkqVGjhtjY2MjQoUM1/USGDBkiNjY24uPjo/fUnojIsmXLxMrKSvr37y8+Pj7SpEkTrflffvmldOzYMVe9GTNmiLe3t6jVamnYsKEsXbo0z/XkZG9vLw4ODpqHSqUSOzs7rWn6Tglcv35d0UOfGTNmSJkyZcTHx0c2btyoqL3ZVCqVDB48WEaNGiWjRo0SU1NT6d+/v+b54MGD8wxNOfsXWlpayrJlyzTPf/zxR8WnMwvKkPdTUfwgEBF58uSJrFy5Uvz8/MTCwkLee++9PDuyG/KZaUibDfn8MKTNR48elSFDhoi9vb3UqVNH5s+fL/fv39dZVhcjIyO9n6fZ69d3gYPIsx8Sui4UuH//vqSmpipux8vAcZpKCWNjY5QtWxYffPABBgwYgOrVqyuu++jRI/j6+uLmzZt4//33Ua1aNQDAhQsX8Msvv8DFxQVHjhzRewrms88+w/Tp02FjY6M5Bfj3338jOTkZY8aMwddff62zXr9+/bBgwYJcy3306BFWr16NH374AVFRUXmeortx4waGDh2KHTt2IPulqlKpEBgYiEWLFsHd3b3I66anpyMgIAAHDx6Ev7+/ZmysCxcuYPfu3WjatCl27doFExOTIt1fAPD+++9j1apV8Pb21vo7Xbp0Cd26dcPq1av11n3y5Am2b9+OK1euaE6pBAQEwNLSUm8dAFCr1TA3N893DLCTJ0/qnJ6YmIgJEybgt99+0xz+t7e3R/fu3fHVV1/BwcEhz+WGhoZi8+bNcHJywuTJk+Hk5KSZ9+GHH6JNmzbo3LmzVh1HR0e8//77GDBgAGrWrJnn8p8XFhYGlUqVb7k+ffoUaLlKqNVqWFhYwN/fH0ZGRnrLrV+/Pte0Vq1aKWp3eHi4zvUqkZWVpahcTnfv3sVXX32FhQsX6pxv6Ptpy5Yt6N+/P+7fv681vWzZsvjhhx/0jqcFAEePHsXy5cuxZs0aVKlSBf3790evXr3yfU0a+plpSJsL+/lhSJvVajUqV66MPn36oF69enrbpq/dRkZGiI2N1TtmWVxcHJydnf8Tg9IyNJUS69evR6dOnWBsbFyo+oZ+sR07dgy//PKL1hdyz5490bBhQ8Vt2L9/P5YvX47ff/8dzs7OeOedd9ClSxc0aNAg37oPHz7UrLtq1ar5tldJ3czMTL1fXOnp6Zg7dy5WrVqFy5cva23zyJEjYWpqmuc6C7O/bt68iUqVKmHdunU619utWzfF21wQU6ZMUVRu8uTJec4XEfz7778QETg6Oir6gi+s9PR0vV+yL5KhA4n27dtX0X5ZsWJFkbS3qJw7dw7h4eEwNTVFt27dYG9vj3///RdfffUVlixZgipVquDcuXN66xv6firMD4IaNWogPj4ePXv2RP/+/TV9upQy9DOzsD9igMJ/3ha2zUpCtUql0ht61Go17Ozs9L62RQRJSUm56vfv31/RepcvX55vuZeFoamUWbt2LVavXo1Lly4BgObN9O677yqq/zK/2IBnHcHDwsKwfPlyJCUloVu3bliyZAlOnz4NHx+ffOtfv34du3btQnp6Olq0aFHgowq6XLp0CT/88ANWrlyJu3fvFmoZ69atU7zPlTIyMsLdu3dRvnz5AtVbsGCBonIfffRRYZpVIhmyzceOHUO9evX0BubU1FRs2rRJZ0gdNGgQ7O3tMXPmTJ11x40bh6SkJHz33XeK2meI7A7y5cqVM3hZWVlZ2LZtm9bIzNn++OMPvPvuu5pOxlWqVMH333+Pbt26oV69ehg5ciTatm1rcBuKmlqthpWVFYyNjfP8nHvw4EGey3mZn5kxMTFF8hn3sj/nf/zxR0Xlnj96+/wR5JwyMzOxe/dupKamlqgjVAxNpURWVha6d++OdevWwcvLS3OI+/z587hy5Qq6du2K1atXF+jNsW/fPqSkpMDX1zffX02XL1/Gpk2bcP36dahUKlSpUgVvv/12nrfmeOutt7B//3506NABvXr1Qtu2bWFkZAQTExNFoSk8PBwdO3bEkydPADw7RRkaGor3339f8TZme/z4MX777TeEhoYiMjIS9evXR5cuXTBmzBid5TMyMnDhwgWYmppq3aZj06ZNmDRpEi5cuIDU1NRc9fTdosPOzg5eXl56r9gDnn3Ix8bGFjg05XWKMptKpcLff/+tc158fHye68zIyMDJkyd1/sqtW7euotecvlN7arU63/oqlSrXVUGGbPPz4dTW1hbR0dGa13JepxKqVauGn3/+We/R0aioKPTs2RMXL17Mt32FkZCQgM8++0zrSIKDgwO6d++OadOmwd7evkDLu3LlCkJDQxEWFoZ79+4hPT09V5mGDRuiadOm+PLLL/HDDz9g9OjRqFGjBkJDQxUdJTYkpD558gR79uzRhLkJEyZove+MjIzw5ZdfwtzcPFfdwn6RZ693165d8PPzy3U6KykpCREREQgMDNR5e4+ffvpJ0Xp79+6da5parUaDBg0QHByM7t276z3991+3adMmTJw4EXfu3MG4ceMwfvz44m6SBkNTKTF37lxMmzYNP/74Y65fg3/88Qf69euHL774AiNHjsxVd8aMGUhOTsaXX34J4NmvkHbt2mHnzp0Anl0SumfPHtSoUUPnuqdPn45JkyYhKysL5cuXh4jg3r17MDIywv/+9z98+umnOusZGxvjo48+wtChQ1G1alXNdKWhqVmzZihXrhy+++47mJub4/PPP8eGDRvyvCT3eUeOHMEPP/yAtWvXonLlyjh//jzCw8PzvAQ/JiYGHTt2xK1btwAAb7/9Nr777jt069YNMTExGDhwIIYPH45KlSrlqpvXYW6VSoXu3bvj+++/13mIXq1WIy4ursD3Mrt27ZqiEKHP8yGiVq1a2LZtG1xcXADkHSJyntoTEUyfPh1DhgzJdQm6vlN7mzZt0tuuyMhILFiwAFlZWXj69GmBt0uf58OpjY0NTp8+rRWaKlasqLN/j4WFBS5cuKB3WIAbN26gevXqei+hf+eddxS1UVefpgcPHsDX1xe3b99Gr169NP0a//rrL6xatQouLi44fPiwotNGa9euxQ8//IBDhw6hefPm6N69Ozp37qw1hEE2Ozs7REVFwdPTE5mZmTAzM8P27dvh7++vaFsMCalLlizB1q1bNZer29jYoEaNGrCwsADwrL/O2LFjMWrUKEVteZ6+U/Tz58/HH3/8gT179uis5+/vj86dO2PYsGG55uW1/1UqFVJSUpCRkaFzew8cOIAVK1Zg3bp1yMrKQpcuXRAcHKxoyBBDf8AAhp/JMNShQ4cwfvx4nDx5EsOHD8f48eML1BXjpXjBHc2piNSqVUuWL1+ud/4PP/wgtWrV0jnPkFGX9+7dK2q1WiZPnqx1ie79+/fliy++ECMjI72XeEdGRkpwcLDY2NhIw4YN5dtvv5V79+6JsbGx1mXl+tjZ2WmVS0lJESMjI0X3NPrmm2/Ex8dHXnvtNfn0008lOjpaRETRutu3by+tW7eWzZs3S8+ePbVGXdd1/ywlEhISZM+ePeLt7S0TJkzQWeb5q6P0PXTVc3Nzk379+snKlSvln3/+KVDblFyOrlKpFC2rIANF6qNksEdD7i1oyOX3hg4k2rdvX0UPXT7++GOpWbOm3qujatWqJSNHjtS77mPHjsmgQYPE1tZW6tatK998840YGRnl+37Ib3/lx5DXV7NmzbRGyX++7sqVK6Vx48aK25Lt4sWLMnbsWHFyctI5v7Cj8+flzp07MnjwYDExMZHAwMA8yyYnJ0toaKi0aNFCVCqVVK1aVb7++utcI7PnNHnyZAkJCcn3oUtmZqZ069ZNVCqVVKtWTd5++215++23xcvLS9Rqtbz33nt5jg7+/BWp+h76nDt3Tjp27CjGxsbSv39/uXXrVp77pzgxNJUS5ubmeY4Ue/36db0jLxsy6nK3bt1k0KBBetc7cOBA6d69e55tf/TokSxfvlyaNm0qJiYmolarZd68efleIq5v9GUlH9hGRkYyceLEXJexKglNjo6OmkvvExISNJdrF4U///xT71gpKpVKmjRpIq1atdL70HWbjPDwcJk8ebK0bNlSzM3NRa1Wi6enpwwaNEhWr16d56XA2estbIh4niGh6fbt2xIcHCwmJibSsWPHPIejMOTegoZsr6HjBl29elXxqNTPc3V1zfPmwH/++ae4urrqnFerVi1xdXWVCRMmaN3LT8n7Ib/hCvK7HZIh+9vJyUlrNPFy5cppPb948aLY2trm2f5sKSkpEhoaKs2aNRMjIyNp1KiRzJw5U2fZwo7Or0tSUpJ89tlnYm1tLY0aNZK9e/cqqpct+64PLi4uYmJiIm+99VaB6isxZ84cKVOmjM7hTjZt2iRlypSRuXPn6q2/YsWKQo3ldfPmTenbt68YGxtLUFBQnre+KikYmkoJBwcHneOcZDtz5ozeN/HzH1LVqlXTGmzuxo0begOXm5ubHDhwQO969+/fL25ubjrn6Row8MKFCzJmzBhxcnISc3PzPD8AdN27TtcHti7/+9//pGrVquLi4iJjx47VfAEr/ZJ4/kO+MHeQ1+XatWtiZWWlaL2F8eTJE9mzZ4988cUX0rx5czEzMxO1Wi0+Pj566xR3aCrMYI+G3FtQpVJJeHi4nD59Wk6fPi1WVlaydetWzfM9e/bo3V5Dxw16fsDXbt265Rtqs5mamub5C/zWrVt671tnamoqH3zwgezcuVPriIHS94Mht0My5PVlbm6e76CJ+rY5W2RkpGYA1Jo1a4qRkVG+rzFra2s5ceKE3vknTpzI955oaWlpMnv2bClbtqx4eXnpHV9JieTkZFm6dGmetwfSd7THzc1NAgICZOfOnXqXb8iZDBHROcaSEhYWFmJpaSljx44t1P1JiwNDUynRvn17vXfGFhEZPHiwtGvXTuc8Q0ZdtrCwyPeDWl/gyuu0UUZGhmzYsCHf0GTIh7XIsxGAe/fuLZaWlvL666+LkZFRnqOnizz7Yrty5YokJiZKQkKC2NjYyOnTpyUxMVHrURh79uyRqlWr6l1vfqFJ6enB1NRU2bt3r4wZM0ZsbW3z3E/5be+lS5deWGgq7GCPhtxbML/XU36vK0MGEjXkVJezs3O+P2D03Vvsn3/+kWnTpomHh4c4OzvLJ598IidPnhQTExNFp8oNYUhI9fT0lHXr1uld9m+//SYeHh465xlyir6wo/OLiGRlZUlYWJhUrlxZnJ2dZenSpYUOFfv27ZM+ffqItbW12NraSnBwsERGRuosq+/ozrx58+SDDz4QU1NTvaccDTmTIfLsiOC4ceMK/OOyKD7jXzaGplLi0KFDYmJiIl27dpWjR49qvuAiIyPl3XffFRMTE71h4PlRl319fbXm6xt1WST/ox95/UrM67TRr7/+qvgXdmFcvXpV6xd1UlKSLFmyRBo2bChGRkbi6+srs2fP1lk3+42a/dD3vKBOnToldevW1dvvJK99/fTpU/nmm2/09pdJTU2Vffv2SUhIiLRq1UosLCzEy8tLgoOD5aeffsrzA9GQ7Z0/f77Ww9zcXL744otc0/Nat6WlpXTq1Ek6d+6s9/G8KlWqyIYNG/Qu9/fffxd3d3ed886cOWPQqN4iz8Lr+vXrZebMmTJjxgzZsGGDpKSk5Fkne3sLG5r69esnLVq00DlC8tOnT6Vly5bSr1+/fJezZ88e6dWrl1hYWIhKpZIxY8bIxYsXFbWhMAy59cxHH30kPj4+em+H5OPjIx999JHOuoacojdkdP6aNWuKpaWljBs3Tu7evZvrx1Z+P7pu374tX331lVStWlVUKpU0bdpUQkNDJTk5Oc8252f27Nm5PvuzGXImQ+TZDXs9PDxErVZLs2bNZMWKFYreD6URr54rRTZs2IBBgwZpjSsiIihTpgyWLl2KLl266K2b36jL/v7+Oq/sUavVmDZtGqytrXUu99GjR5g0aVK+42g8ffoUhw8fRkREBCIiInDs2DGkp6fD29s7z0HxAOD+/fsoW7YsAODWrVv4/vvv8fTpU7z11lt6ryp5/oqd9957DwsWLECFChVw9uxZLF++HKtWrUJ8fHyuuvv27cuzPdlatmyZa5qDg4POK1iyr5hp06YN1qxZo/OGnUuXLtWMS2VqaoqxY8ciKCgIK1aswGeffQYjIyMMHz4c48aN06r35ptv4ujRo3B3d0fLli3RvHlztGzZMs/hDYpqew0d7qCwgz2OGDECEREROH78eK7LzZ88eYKGDRvCz89P53hOarUaDRs2xIABAwp8WffevXsxfPhwHDlyROfglk2aNMGSJUvyfF3mHDnZxsYGZ86cUbQf//nnH9SvXx9mZmYYNmwYvL29NTcLXrx4MVJTU3HixAnNVY/5SUxMxC+//ILQ0FCcPHkSNWvWzPNmw4W9surGjRuK2qPrisS4uDjUqVMHpqamGD58uGb4j4sXL2LhwoXIyMjAqVOndF71N336dKxYsQJPnz5Fjx498MEHH6BmzZqKr94t7Oj8Oa+g1fXaFhG9A0W2a9cOu3fvRrly5dC7d2/0799fs25DXbp0CY0bN9Y5LlWHDh1QuXJlveOLDRkyBDdv3sS2bdvyXEdERARWrFiB33//HUZGRujWrRuCg4PRqFGjItmGkoChqZR5/PgxduzYoblLt5JRZvO7Q3U2XV/kbm5uir7Url27pmgdaWlpOHToEP78808sXboUycnJegPX2bNn8dZbb+HWrVuoWrUqfv31V7Rt2xYpKSlQq9VISUnBunXrEBQUlKtufpeVA/pHlc7MzMQ333yDP/74A2lpaWjdujUmT56sucw5L/pu0WFra4tq1arl+UE9btw4LF26FP7+/jh8+DDu3buHfv364ciRI5g4cSK6du2q8/JoExMTVKxYEUFBQWjVqhVatmypCZlKGLK9xSUuLg5vvPGGJkjm/FJbtGgRMjMzcfLkSZ1fpoZc1t2pUyf4+fnpvcR9wYIFCA8Px4YNG3TOV6vVaNeunWZ8n82bN+PNN9+ElZWVVjldQw4Az95nH374IXbu3Kl1a6A2bdpg4cKF8PT0zHcbdDlw4IBmENrnZWVloUePHli7dm2RjRGXU0JCArZt24aePXvqnH/t2jUMHToUu3btyrXNixcvznOsOODZj4LQ0FCsW7cOnp6eOHfuHPbt24emTZvm27a1a9fil19+KdDo/Ib8COnUqROCg4PRoUOHPG+zUxhnz55FmzZtEBsbm2ve4cOH0apVKwQFBeHTTz/VCuSzZ8/Gpk2bEB4ermifAUBycjJ+/fVXhIWF4fDhw6hevToGDBiA0aNH6yxf3EMdFARDUymR3yBvxsbGmDp1qs5B3pQMIAjghYy6mpaWhiNHjiA8PBwRERE4evQoXFxc0KJFC7Ro0QItW7ZE5cqVddZt164djI2NMX78eKxcuRJbtmxBYGAgvv/+ewDPjjZERUXhyJEjueoqCU36fPnllwgJCYG/vz8sLCywY8cO9OjRA6GhofnWNSSAeHh4YO7cuejUqRNiYmLw+uuvo2/fvli+fHmef7+UlBQcOHAAERERCA8PR3R0NLy8vNCyZUtNiMpr7CdDtjcyMhL379/XGjvsp59+wuTJk5GSkoKgoCB8++23OgcBBJSNW6RSqfD777/nmm7IfQmBZ/ttzZo1CAsLw4EDB+Dp6YkBAwagT58+Wkdic3J1dcX27dv13vvxwoULCAgIwM2bN3XO79evX55typbfbVQePnyo+eHk6emZa1ysgjp9+jTeeOMNnZ8BhowRZ+i6//77b7i7u0OlUuHBgwe4cuUKAGXbnLMu8Oyo+KpVqxAaGoqoqCg0bNgQ7777rs4v8uffx2+++SZCQkIUvY8N+ZHar18/RZ/VSt6bzxs5ciQuXLiA7du365yv60wG8OzoeX5nMvKydetW9O7dGwkJCbn+xi86kL8QxXFOkAruu+++0+p3lH35aval6E5OTnovwY6IiNA8wsPDxcLCQn755Ret6RERETrrtmvXThISEjTPp0+fLg8fPtQ8//fff6V69eo66/r5+YmlpaXUqFFDPvzwQ1m9erXcuXNH8TbnvDP6o0ePRKVSaV3Rcv78ebGzs9NZV61WS3x8vOa5tbW1zqv5dPH09JQlS5Zonu/atUtMTU0VXSo+depUUavVEhAQIG+//baYm5sr6mciImJiYqLVWd7c3FzOnDmjqG5OSUlJsm3bNhkzZow0aNBATE1NpUaNGnrLG7K9gYGBWh1mz5w5I8bGxhIcHCyzZ88WJycnmTx5st76hoxblO3Bgwdy7NgxOXr0qNZYYgWh9LJuQzqgvwyFvUIrOjpab78iQ6+sMmTdhlxtmFfdM2fOyMcffyyOjo466xryPn6+T6C+h766bm5u0rlzZwkKCtL70EXfuG79+/eXOnXqiKWlZZ5XBIo8G5Zh/fr1MmPGjAL11dO1nBUrVkiLFi1ErVZL1apVZfr06bnKGTrUQXFgaColinKQt4J0Pn2+46qNjY3iy4WNjY3FxcVFRowYIb///ruiQSnzWndBLlVWqVTSvn17TUdiY2NjCQgIyLeDscizy7Nv3rypNc3MzEzRgGuGBBBDgl5OmZmZcuTIEZk+fboEBASIpaVlnh3XDdleJycnOX78uOb5xIkTpWnTpprna9as0RuqSxoll3Ub0gG9KKSnp8vZs2dzddzeuHGjvP7662Jqalqo5eYVXAy9ssqQdRvScV5J3bS0NJ11DXkfG/Ij9cMPPxQHBwepU6eOzJ8/X+7fv69kU0VE9I7t1qlTJxkzZkyenyWGDBab06FDhzTDO1haWkrv3r31Dn4s8uID+YtgXNxHukiZK1euoFatWprn5ubmWh0OGzZsqHNI/6ImBTibm5CQoDltNGPGDPTo0aNAp42A3B0plR6mff5+UgW5X11GRkau05wmJiY678v1vJs3b6J9+/aa5/7+/lCpVLhz547O267kJCLo27ev5lTW06dPMWTIkHz7u2RlZeHEiROa03OHDh1CSkoKXnvtNfj5+WHRokXw8/N7Idv78OFDrX5D+/btQ7t27TTPGzRooLkdTUm1f/9+hIaG4vfff4darUa3bt0wYMAAnWXbt2+PL774Am3bttXZAX3y5Mk6b3pbFJTc3mfr1q1Fvl4LCwskJCToPY2elJSks1tAaaCrTyNg2Pv4+b5KRkZGaNy4saKuAYsWLcKcOXOwfv16hIaGYsKECejQoQMGDBiAgICAPD//wsPD812+PvPmzcPAgQN1njK0s7PD4MGDMWfOHL39/mbOnIkVK1bg0qVLqF+/PmbNmoUePXrke5HF5cuX87wdj7+/P4YPH16wjXnBGJpKiYSEBK0+TPfu3dOan5WVpfMGssXJysoKbdu21dwB/dGjRzh48CDCw8Mxc+ZM9OrVC1WrVkVMTIzeZeQVIvLa3vz6hOTl+fCia92A7s66hgSQwgY9e3t7pKSkwMnJCX5+fpg7dy5atWoFDw8PRfUN2d4KFSrg2rVrcHFxQVpaGk6ePKl1P7pHjx7p/WIqTnfu3EFYWBjCwsJw5coVNGnSBAsWLEC3bt1yhdScPv/8c6xfvx5eXl56O6B/9tlnL6TN48aNg6enJxYuXIjVq1dj9erVOH/+PAYMGIDt27fn2d8mv75jCQkJeuf5+vriu+++03tl1aJFi+Dr66u3vq4rGHO6ffu23nkqlarQP5wMqWvI+9hQZmZm6NGjB3r06IEbN24gLCwMH374ITIyMnDu3Dm9VzIb4vTp05gxY4be+QEBAfjmm2/0zp81axbef/99rF27FjVr1lS83tIYyBmaSolKlSohJiZG7+WnZ86cyfcXUE4v44PneVZWVihTpgzKlCkDBwcHGBsb4/z583rLKwkRuu4Ubihddz1XGmAMCSCFDXqzZs2Cn5+f5nLsgjJke9u3b4/x48djxowZ2LhxIywtLbV+jZ45c0ZxeHtZDLmsu0KFCjh8+DCGDh2KCRMm6OyAruuKvaJw/Phx7Ny5E3Xq1EHz5s2xevVqTJw4ER988EG+de3s7PKdr++99Nlnn6FVq1a4f/9+nldW6TN37tx826fvS7OwR1+Luq6++vquciwq2RfxiMgLuVAnW1xcXJ4/boyNjXP9UM/p9ddfR0hIiOZ19vXXX2PIkCGwt7cH8GzYmObNm+Ovv/7SqmdoIC8OvHqulPj444+xe/duREVF6TwtUL9+ffj7+2P+/Pm56j7/K7Mglznnd4l0amoqtm/frvMNnd9po+yHvjvGl0ZFdXVUafHvv//inXfewcGDB2FtbY0ff/wRnTt31sxv3bo1GjdujK+++qoYW6mtU6dOGDBgADp27GjQZd0PHz7ElStXICKoWrXqC78bu64rQk+ePImqVau+0PUCL+7KqvwY8n4qrrrPK8hYXMCzz9Ts03MHDx5Ex44d0a9fP7Rt21arS0ZR8vDwwOzZs3UO3wI8+2749NNP9Y639vy4eLa2toiOjtackoyLi4Ozs3Ou74miHurgZWBoKiUMGeStuD48bG1ttU4b+fn5Fei0EZUeiYmJsLa2zhVCHjx4AGtra5iamhZTy/47jIyMcOnSJTg6OkJE4OLigoMHD8LNzU2rnK5+KUWhMGPEAc+ORq5evbrARyFKK0N+pH744Yf49ddf4eLigv79+6NXr14oV67cC20vYNhgsUD+Q7zoC01A8QXywmJoKkUMHeTtZVu6dKlBp42I6P88P96a/P+RpZ9/XtSncQwdBf35L1SlRyFKK0N+aKrValSuXBl169bNsxtEUZ8WNGSw2Ox2FzY0AYUP5MWBfZpKEXd3d2zfvr3Ag7wVl8GDBxd3E4j+Mwy5OsoQhl5Z9bz/+u90Q0699+7du1gGcjS0r15h+77mDOQ5T+sDzwJ5jRo18gzkxYFHmoiISoHiut2NoaOgG3oUgl6uwvTVK2zfV0NvS1QceKSJiKgU+N///qd1u5v58+cjPj6+ULfUKAhDr6wqyitw6cVzcHBAgwYNClSnsFc6GzrUQXFgaCIiKgV++uknLF68WHPae/fu3ejQoQN++OGHF3ZVFQC89tpriImJ0Xsz4DNnzqBixYp66+d36X9JG1+OCq6wpyQNDeTF4cW904iIqMjkNUr1i5Q9CvrTp09zzVMyCnqfPn1Qvnx52NnZwc7ODu+//z6cnZ01z8uXL/9Cxlujki87kOuTXyAvDuzTRERUChgZGSE2Nlbr1kMFHQOoMAy9sopIH0OHOigODE1ERKXA851tAd1jAL2IUapv3LiBoUOHYseOHTqvrHqRoY3+u0pjIGdoIiIqBUrCaPMvexR0+u8rbYGcoYmIiIiKVWkJ5AxNRERERArw6jkiIiIiBRiaiIiIiBRgaCIiIiJSgKGJiIiISAGGJiKiF8zNzQ3z5s0r7mYQkYEYmoio1IiNjcWIESNQpUoVmJmZwcXFBW+99Rb27NmTq+z06dNhZGSEWbNmKV5+eHg42rdvj7Jly8LS0hI+Pj745JNPcPv27aLcDCIqpRiaiKhUuH79OurVq4e9e/di1qxZOHv2LLZv3w4/Pz8MGzYsV/nQ0FCMHTsWoaGhipa/dOlS+Pv7w8nJCb///jv++usvLFmyBImJiZg9e3ZRbw4RlUZCRFQKtGvXTl577TVJTk7ONe/hw4dazyMiIuS1116TtLQ0cXZ2lkOHDuW57Fu3bompqamMHDlS5/ycy1+3bp34+PiIqampuLq6yjfffKNVNi4uTjp27Cjm5ubi5uYmP//8s7i6usrcuXO1ljdgwAApV66c2NjYiJ+fn0RHR2vmR0dHS6tWrcTa2lpsbGzkjTfekOPHj+e5DUT04vFIExGVeA8ePMD27dsxbNgwrfusZbO3t9d6vnz5cvTo0QMmJibo0aMHli9fnufy165di7S0NIwdO1bn/OzlR0VFoVu3bujevTvOnj2LkJAQfPHFFwgLC9OU7du3L27duoXw8HCsW7cOixcvRnx8vNbyunbtivj4ePz555+IiorCG2+8gdatW+PBgwcAgF69eqFSpUo4fvw4oqKiMH78eJiYmOSzl4johSvu1EZElJ+jR48KAFm/fn2+ZRMTE8XCwkJz5ObUqVNibW0tjx490ltn6NChYmtrm++ye/bsKW3atNGaNmbMGPHx8RERkYsXLwoAOXbsmGb++fPnBYDmSNOBAwfE1tZWnj59qrUcDw8PWbp0qYiI2NjYSFhYWL7tIaKXi0eaiKjEkwLc7Wn16tXw8PBA7dq1AQB16tSBq6srfvvttzyXr1Kp8l32+fPn0bRpU61pTZs2xeXLl5GZmYnz58/D2NgY9erV08z39vbWOhJ2+vRpJCcno2zZsrC2ttY8rl27hqtXrwIARo8ejeDgYPj7++Prr7/WTCei4sXQREQlXtWqVaFSqXDhwoV8yy5fvhznzp2DsbGx5vHXX3/l2SHcy8sLiYmJuHv3blE2W6fk5GRUrFgR0dHRWo+LFy9izJgxAICQkBCcO3cOHTp0wN69e+Hj44MNGza88LYRUd4YmoioxCtTpgwCAwOxaNEipKSk5JqfkJAAADh79ixOnDiBiIgIrUASERGByMhIvaHr3XffhampKWbOnKlzfvbyq1evjkOHDmnNO3ToELy8vGBkZARvb29kZGQgKipKM//ixYua+gDwxhtvIDY2FsbGxvD09NR6lCtXTlPOy8sLo0aNws6dO/HOO+9gxYoVSnYVEb1IxX1+kIhIiatXr4qTk5P4+PjIunXr5NKlS/LXX3/J/PnzxdvbW0REPv74Y2nUqJHO+g0bNpRPP/1U7/IXLVokKpVK+vfvLxEREXL9+nU5ePCgDBo0SEaPHi0iIlFRUaJWq2Xq1Kly8eJFCQsLEwsLC1mxYoVmOW3btpW6devKkSNH5MSJE9KsWTOxsLDQ9GnKysqSZs2aSe3atWXHjh1y7do1OXTokEycOFGOHz8ujx8/lmHDhkl4eLimDR4eHjJ27Nii2ZFEVGgMTURUaty5c0eGDRsmrq6uYmpqKq+99pp06tRJwsPDJTU1VcqWLSszZ87UWXfGjBlSvnx5SUtL07v8Xbt2SWBgoDg4OIi5ubl4e3vLp59+Knfu3NGUyR5ywMTERCpXriyzZs3SWsbdu3elQ4cOYmZmJpUrV5affvop15ADSUlJMmLECHF2dhYTExNxcXGRXr16yc2bNyU1NVW6d+8uLi4uYmpqKs7OzjJ8+HB58uSJYTuPiAymEilAD0siIiKiVxT7NBEREREpwNBEREREpABDExEREZECDE1ERERECjA0ERERESnA0ERERESkAEMTERERkQIMTUREREQKMDQRERERKcDQRERERKQAQxMRERGRAv8PSyJKGjdVS8EAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plot_sections_per_code(df, \"section_code_distribution\")\n",
    "plot_tokens_per_code(df, \"token_code_distribution\")"
   ]
  }
 ],
 "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": "3.8.9"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}