community.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "78ee08c1",
   "metadata": {},
   "source": [
    "# Notebook communauté\n",
    "\n",
    "Ce notebook interactif permet de consulter l'API beta.gouv.fr et toutes les données publiques de la communauté\n",
    "\n",
    "Vous pouvez modifier et rejouter chaque cellule indépendamment. 👉 [Guide rapide pour utiliser un notebook](https://pyspc.readthedocs.io/fr/latest/03-guide/#comment-utiliser-un-fichier-notebook)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "f04536e5-0a52-49e2-898b-91a044fa561c",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests\n",
    "import pandas\n",
    "import urllib.parse\n",
    "from datetime import datetime\n",
    "from matplotlib import pyplot\n",
    "from IPython.display import display_markdown\n",
    "\n",
    "pandas.set_option(\"display.max_colwidth\", None)\n",
    "\n",
    "phases = [\n",
    "    \"investigation\",\n",
    "    \"construction\",\n",
    "    \"acceleration\",\n",
    "    \"transfer\",\n",
    "    \"success\",\n",
    "    \"alumni\",\n",
    "]\n",
    "colors = [\"#ffd17a\", \"#ff914d\", \"#fa6bbc\", \"#0bffb3\", \"#1fbcff\", \"#aaa\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "56c7f30e-0b04-4a17-8bc3-43491db4051b",
   "metadata": {},
   "outputs": [],
   "source": [
    "startups_details = [\n",
    "    data\n",
    "    for (key, data) in requests.get(\n",
    "        \"https://beta.gouv.fr/api/v2.6/startups_details.json\"\n",
    "    )\n",
    "    .json()\n",
    "    .items()\n",
    "]\n",
    "startups = [\n",
    "    {\"id\": item.get(\"id\"), **item.get(\"attributes\"), **item.get(\"relationships\")}\n",
    "    for item in requests.get(\n",
    "        \"https://beta.gouv.fr/api/v2.6/startups.json\"\n",
    "    )\n",
    "    .json()\n",
    "    .get(\"data\")\n",
    "]\n",
    "authors = requests.get(\"https://beta.gouv.fr/api/v2.6/authors.json\").json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "bb012895",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded 518 startups_details\n",
      "Loaded 518 startups\n",
      "Loaded 2692 authors\n"
     ]
    }
   ],
   "source": [
    "print(f\"Loaded {len(startups_details)} startups_details\")\n",
    "print(f\"Loaded {len(startups)} startups\")\n",
    "print(f\"Loaded {len(authors)} authors\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "06cc6f21-4302-4e5f-9353-386f01a66d3e",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Cleanup some data\n",
    "startups_df = pandas.DataFrame.from_dict(startups)\n",
    "\n",
    "\n",
    "def phase_date_getter(phase):\n",
    "    return datetime.fromisoformat(phase.get(\"start\"))\n",
    "\n",
    "\n",
    "#startups_df[\"stats_url\"] = startups_df[\"stats_url\"].fillna(\"\")\n",
    "\n",
    "startups_df[\"markdown\"] = startups_df[\"content_url_encoded_markdown\"].map(\n",
    "    urllib.parse.unquote\n",
    ")\n",
    "startups_df = startups_df.drop(columns=[\"content_url_encoded_markdown\"])\n",
    "\n",
    "startups_df[\"phase\"] = startups_df[\"phases\"].apply(\n",
    "    lambda x: sorted(x, key=phase_date_getter, reverse=True)[0].get(\"name\")\n",
    ")\n",
    "\n",
    "startups_df[\"incubator\"] = startups_df[\"incubator\"].apply(\n",
    "    lambda x: x.get(\"data\", {}).get(\"id\")\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "21d6284c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "## Aperçu des données"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "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>name</th>\n",
       "      <th>incubator</th>\n",
       "      <th>phase</th>\n",
       "      <th>contact</th>\n",
       "      <th>stats_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1-jeune-1-arbre</td>\n",
       "      <td>1 Jeune 1 Arbre</td>\n",
       "      <td>agriculture</td>\n",
       "      <td>investigation</td>\n",
       "      <td>melanie.briand@beta.gouv.fr</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1000.jours</td>\n",
       "      <td>1000 premiers jours - l'app</td>\n",
       "      <td>sgmas</td>\n",
       "      <td>transfer</td>\n",
       "      <td>love.andrieu@social.gouv.fr</td>\n",
       "      <td>https://1000jours.fabrique.social.gouv.fr/stats</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1000.premiers.jours.blues</td>\n",
       "      <td>1000 premiers jours Blues</td>\n",
       "      <td>sgmas</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>contact-nos1000jours@fabrique.social.gouv.fr</td>\n",
       "      <td>https://1000jours-blues.fabrique.social.gouv.fr/stats</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>a-dock</td>\n",
       "      <td>A Dock</td>\n",
       "      <td>mtes</td>\n",
       "      <td>alumni</td>\n",
       "      <td>contact@adock.beta.gouv.fr</td>\n",
       "      <td>https://adock.beta.gouv.fr/stats</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>a-just</td>\n",
       "      <td>A-JUST</td>\n",
       "      <td>justice</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>contact@a-just.fr</td>\n",
       "      <td>https://a-just.beta.gouv.fr/stats</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>acces.majeur.protege</td>\n",
       "      <td>Accès Majeur Protégé</td>\n",
       "      <td>justice</td>\n",
       "      <td>alumni</td>\n",
       "      <td>anne.devoret@beta.gouv.fr</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>acceslibre</td>\n",
       "      <td>Acceslibre</td>\n",
       "      <td>mtes</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>acceslibre@beta.gouv.fr</td>\n",
       "      <td>https://acceslibre.beta.gouv.fr/stats</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>accesscite</td>\n",
       "      <td>Access'cité</td>\n",
       "      <td>mtes</td>\n",
       "      <td>construction</td>\n",
       "      <td>melanie.briand@beta.gouv.fr</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>accueil-telephonique-uts</td>\n",
       "      <td>Accueil UTS</td>\n",
       "      <td>anct</td>\n",
       "      <td>alumni</td>\n",
       "      <td>contactincubateur@anct.gouv.fr</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>aeris</td>\n",
       "      <td>Aeris</td>\n",
       "      <td>mtes</td>\n",
       "      <td>alumni</td>\n",
       "      <td>jacob.carbonel@beta.gouv.fr</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          id                         name    incubator  \\\n",
       "0            1-jeune-1-arbre              1 Jeune 1 Arbre  agriculture   \n",
       "1                 1000.jours  1000 premiers jours - l'app        sgmas   \n",
       "2  1000.premiers.jours.blues    1000 premiers jours Blues        sgmas   \n",
       "3                     a-dock                       A Dock         mtes   \n",
       "4                     a-just                       A-JUST      justice   \n",
       "5       acces.majeur.protege         Accès Majeur Protégé      justice   \n",
       "6                 acceslibre                   Acceslibre         mtes   \n",
       "7                 accesscite                  Access'cité         mtes   \n",
       "8   accueil-telephonique-uts                  Accueil UTS         anct   \n",
       "9                      aeris                        Aeris         mtes   \n",
       "\n",
       "           phase                                       contact  \\\n",
       "0  investigation                   melanie.briand@beta.gouv.fr   \n",
       "1       transfer                   love.andrieu@social.gouv.fr   \n",
       "2   acceleration  contact-nos1000jours@fabrique.social.gouv.fr   \n",
       "3         alumni                    contact@adock.beta.gouv.fr   \n",
       "4   acceleration                             contact@a-just.fr   \n",
       "5         alumni                     anne.devoret@beta.gouv.fr   \n",
       "6   acceleration                       acceslibre@beta.gouv.fr   \n",
       "7   construction                   melanie.briand@beta.gouv.fr   \n",
       "8         alumni                contactincubateur@anct.gouv.fr   \n",
       "9         alumni                   jacob.carbonel@beta.gouv.fr   \n",
       "\n",
       "                                               stats_url  \n",
       "0                                                         \n",
       "1        https://1000jours.fabrique.social.gouv.fr/stats  \n",
       "2  https://1000jours-blues.fabrique.social.gouv.fr/stats  \n",
       "3                       https://adock.beta.gouv.fr/stats  \n",
       "4                      https://a-just.beta.gouv.fr/stats  \n",
       "5                                                         \n",
       "6                  https://acceslibre.beta.gouv.fr/stats  \n",
       "7                                                         \n",
       "8                                                         \n",
       "9                                                         "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "display_markdown(\n",
    "    \"## Aperçu des données\",\n",
    "    raw=True,\n",
    ")\n",
    "\n",
    "startups_df[[\"id\", \"name\", \"incubator\", \"phase\", \"contact\", \"stats_url\"]].head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "bf0045a1",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 518 entries, 0 to 517\n",
      "Data columns (total 19 columns):\n",
      " #   Column                Non-Null Count  Dtype \n",
      "---  ------                --------------  ----- \n",
      " 0   id                    518 non-null    object\n",
      " 1   name                  518 non-null    object\n",
      " 2   pitch                 518 non-null    object\n",
      " 3   stats_url             518 non-null    object\n",
      " 4   contact               518 non-null    object\n",
      " 5   events                518 non-null    object\n",
      " 6   phases                518 non-null    object\n",
      " 7   sponsors              518 non-null    object\n",
      " 8   thematiques           518 non-null    object\n",
      " 9   incubator             518 non-null    object\n",
      " 10  link                  227 non-null    object\n",
      " 11  repository            215 non-null    object\n",
      " 12  dashlord_url          85 non-null     object\n",
      " 13  accessibility_status  244 non-null    object\n",
      " 14  analyse_risques       24 non-null     object\n",
      " 15  budget_url            30 non-null     object\n",
      " 16  analyse_risques_url   11 non-null     object\n",
      " 17  markdown              518 non-null    object\n",
      " 18  phase                 518 non-null    object\n",
      "dtypes: object(19)\n",
      "memory usage: 77.0+ KB\n"
     ]
    }
   ],
   "source": [
    "startups_df.info();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "ca18c8af",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "## Startups par incubateur (hors alumni)"
      ]
     },
     "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": [
    "display_markdown(\n",
    "    \"## Startups par incubateur (hors alumni)\",\n",
    "    raw=True,\n",
    ")\n",
    "startups_df.query(\"phase != 'alumni'\").groupby(\n",
    "    \"incubator\", dropna=False\n",
    ").size().sort_values().plot(\n",
    "    kind=\"barh\",\n",
    ");\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "37e86af2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "## Startups par thématiques"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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HaGgo7u7u2NjYYGFhQWpqqmYGF+7O4hYnuGq1mjVr1hAYGKjZ/+effzJs2DBcXV2xtrbGysqKvLw8rT509f3331OtWjUaNWr00HaBgYEkJydrLf9Oij09PTWfi8sdmjRporXtypUrWsd4eXlp1fK2bNmSvLw8MjMzS8SQmpqKoaGhVilHlSpVcHNzIzU1tRRnC9HR0VhbW2sWJyenUh0nhBBCiIpJbjIrQ+bm5lrroaGh7Nmzh7lz5+Li4oKpqSmvvvqqVr3poEGDmDhxIj/99BP//PMPmZmZBAQEaPYPHjyYa9eusXDhQurUqYOxsTEtW7Z8aM3qo2zduvWRs7cA1tbWmpnkB6lcubLmc/GTJv697X4zs/+lsLAwxo4dq1nPzc2VJFcIIYTQY5LgPkVJSUkEBQXRt29f4O6Mbnp6ulabWrVq0b59e1avXs0///xD165dqVatmlYfS5Ys0TwGKzMzk7/++uuxY1Kr1Xz77bd89dVXj93Hk0pJSeGff/7RPPng0KFDWFhY3DfpdHd3586dOxw+fJhWrVoBcO3aNc6cOYOHh0epxjM2NsbY2LjsTkAIIYQQzzQpUXiKXF1d2bRpE8nJyaSkpPDaa6/ddzYzMDCQtWvX8s0332iVJxT38eWXX5Kamsrhw4cJDAx8okdiHT9+nFu3btGmTZtHtr116xaXL1/WWm7cuPHYYxfLz88nODiYU6dOsWPHDsLDwxk9ejQGBiX/c3R1daV3794MGzaMAwcOkJKSwuuvv07NmjXL5CY5IYQQQugfmcF9iubNm8eQIUNo1aoVVatWZeLEife9wenVV19l9OjRVKpUiT59+mjtW7lyJcOHD8fHxwcnJydmzpxJaGjoY8f0v//9j+7du5fqGb3Lly9n+fLlWtv8/PzYtWvXY48P0LlzZ1xdXWnXrh0qlYpBgwY99CUZsbGxvPfee/Ts2ZP8/HzatWvHjh07tEohHscvkX6ax54JIYQQQn8oarVaXd5BiP+Op6cnH374IQMGDCiX8YOCgsjOztb5ub1lKTc3F2tra3JyciTBFUIIISoIXb6/pUThOZKfn0+/fv3o1q1beYcihBBCCPHUSInCc8TIyIjw8PDyDkMIIYQQ4qmSBFf8p+Li4so7BCGEEELoOSlREEIIIYQQekUSXCGEEEIIoVckwRVCCCGEEHpFElwhhBBCCKFX5CazCiYzM5Pw8HB27drFX3/9haOjI3369GHq1KlUqVKlvMOjQ4cO7Nu3D7j71IaqVavi4+PDW2+9xSuvvKJTXxEREWzZsoXk5OSnECk0Dt+NgbHZU+lbCCEeJH1Wj/IOQQi9JzO4Fchvv/2Gr68v586dY82aNZw/f55ly5aRkJBAy5YtuX79enmHCMCwYcPIysoiLS2NjRs34uHhwcCBAxk+fHh5hyaEEEKI54AkuBXIO++8g5GREd999x3t27endu3adOvWjfj4eP744w8mT54MgLOzM9OnT2fQoEGYm5tTs2ZNPvnkE62+srOzGTp0KPb29lhZWdGpUydSUlI0+yMiImjatClffvklzs7OWFtbM3DgQP7+++9HxmlmZoaDgwO1atXixRdfZPbs2Xz66acsX76c+Ph4TbuJEyfSoEEDzMzMqFevHlOmTKGgoAC4+zixyMhIUlJSUBQFRVE0jxibN28eTZo0wdzcHCcnJ0aNGkVeXt6TXl4hhBBC6AlJcCuI69evs3v3bkaNGoWpqanWPgcHBwIDA1m3bh3Fb17+6KOP8PLy4sSJE0yaNIn33nuPPXv2aI7p378/V65cYefOnRw/fhwfHx86d+6sNQuclpbGli1b2LZtG9u2bWPfvn3MmjXrseIfPHgwtra2bNq0SbPN0tKSuLg4Tp06xcKFC1m+fDnz588HICAggHHjxtGoUSOysrLIysoiICAAAAMDAxYtWsSvv/7KqlWr+P7775kwYcIDx1apVOTm5motQgghhNBfUoNbQZw7dw61Wo27u/t997u7u3Pjxg2uXr0KQOvWrZk0aRIADRo0ICkpifnz59O1a1cOHDjAkSNHuHLlCsbGxgDMnTuXLVu2sGHDBk0pQVFREXFxcVhaWgLwxhtvkJCQQFRUlM7xGxgY0KBBA9LT0zXbPvzwQ81nZ2dnQkNDWbt2LRMmTMDU1BQLCwsMDQ1xcHDQ6iskJETruBkzZjBixAiWLFly37Gjo6OJjIzUOWYhhBBCVEwyg1vBFM/QPkrLli1LrKempgKQkpJCXl4eVapUwcLCQrNcuHCBtLQ0zTHOzs6a5BbA0dGRK1euALB69WqtY3/44YdSxa4oimZ93bp1tG7dGgcHBywsLPjwww/JyMh4ZD/x8fF07tyZmjVrYmlpyRtvvMG1a9e4devWfduHhYWRk5OjWTIzMx85hhBCCCEqLpnBrSBcXFxQFIXU1FT69u1bYn9qaiq2trbY29s/sq+8vDwcHR1JTEwssc/GxkbzuXLlylr7FEWhqKgIgJdffpkWLVpo9tWsWfOhYxYWFnLu3DmaNWsGwMGDBwkMDCQyMhI/Pz+sra1Zu3YtMTExD+0nPT2dnj17MnLkSKKiorCzs+PAgQMEBweTn5+PmVnJpyIYGxtrZqqFEEIIof8kwa0gqlSpQteuXVmyZAnvv/++Vh3u5cuXWb16NW+++aZmhvTQoUNaxx86dEhT3uDj48Ply5cxNDTE2dn5seKxtLTUmt19lFWrVnHjxg369esHwI8//kidOnU0N8YBXLx4UesYIyMjCgsLtbYdP36coqIiYmJiMDC4+wPE+vXrH+schBBCCKGfpEShAlm8eDEqlQo/Pz/2799PZmYmu3btomvXrtSsWVOrNjYpKYk5c+Zw9uxZPvnkE7755hvee+89ALp06ULLli3p06cP3333Henp6fz4449MnjyZY8eOPXGct27d4vLly/z+++8cOnSIiRMnMmLECEaOHEnHjh0BcHV1JSMjg7Vr15KWlsaiRYvYvHmzVj/Ozs5cuHCB5ORk/vrrL1QqFS4uLhQUFPDxxx/z22+/8eWXX7Js2bInjlkIIYQQekQtKpT09HT14MGD1dWrV1dXrlxZ7eTkpH733XfVf/31l6ZNnTp11JGRker+/furzczM1A4ODuqFCxdq9ZObm6t+99131TVq1ND0ExgYqM7IyFCr1Wp1eHi42svLS+uY+fPnq+vUqfPQ+Nq3b68G1IDayMhI7ejoqO7Zs6d606ZNJdqOHz9eXaVKFbWFhYU6ICBAPX/+fLW1tbVm/+3bt9X9+vVT29jYqAF1bGysWq1Wq+fNm6d2dHRUm5qaqv38/NRffPGFGlDfuHGjVNcwJydHDahzcnJK1V4IIYQQ5U+X729FrS7lXUuiwnB2diYkJETraQPi/+Tm5mJtbU1OTg5WVlblHY4QQgghSkGX728pURBCCCGEEHpFElwhhBBCCKFX5CkKeujelykIIYQQQjxvZAZXCCGEEELoFUlwhRBCCCGEXpEEVwghhBBC6BWpwRXPrcbhuzEwLvlqXyFExZA+q0d5hyCEeEbJDK6eCwoKok+fPuUdhhBCCCHEf0YSXCGEEEIIoVckwX2OFBUVER0dTd26dTE1NcXLy4sNGzZo9sfFxWFjY6N1zJYtW1AURbMeERFB06ZN+fLLL3F2dsba2pqBAwfy999/l3qcGzduEBgYiL29Paampri6uhIbGwtAfn4+o0ePxtHRERMTE+rUqUN0dLTm2OzsbIYOHYq9vT1WVlZ06tSJlJSUsr5UQgghhKjApAb3ORIdHc1XX33FsmXLcHV1Zf/+/bz++uvY29vTvn37UveTlpbGli1b2LZtGzdu3GDAgAHMmjWLqKioUo0zZcoUTp06xc6dO6latSrnz5/nn3/+AWDRokVs3bqV9evXU7t2bTIzM8nMzNSM3b9/f0xNTdm5cyfW1tZ8+umndO7cmbNnz2JnZ3ffeFUqFSqVSrOem5v7OJdPCCGEEBWEJLjPCZVKxcyZM4mPj6dly5YA1KtXjwMHDvDpp5/qlOAWFRURFxeHpaUlAG+88QYJCQlERUWVapyMjAy8vb3x9fUFwNnZWdN3RkYGrq6utGnTBkVRqFOnjmbfgQMHOHLkCFeuXMHY2BiAuXPnsmXLFjZs2MDw4cPvG290dDSRkZGlv1hCCCGEqNAkwX1OnD9/nlu3btG1a1et7fn5+Xh7e+vUl7Ozsya5BXB0dOTKlSulHmfkyJH069ePn376iZdeeok+ffrQqlUr4O5NcV27dsXNzQ1/f3969uzJSy+9BEBKSgp5eXlUqVJFq+9//vmHtLS0B8YbFhbG2LFjNeu5ubk4OTnpdM5CCCGEqDgkwX1O5OXlAbB9+3Zq1qypta94NtTAwAC1Wq21r6CgoERflStX1lpXFIWioqJSj9OtWzcuXrzIjh072LNnD507d+add95h7ty5+Pj4cOHCBXbu3El8fDwDBgygS5cubNiwgby8PBwdHUlMTCwR079rh/89bvHYQgghhNB/kuA+Jzw8PDA2NiYjI+OB5Qj29vb8/fff3Lx5E3NzcwCSk5PLfJzisQYPHszgwYNp27Yt48ePZ+7cuQBYWVkREBBAQEAAr776Kv7+/ly/fh0fHx8uX76MoaGhVlmDEEIIIcS9JMF9TlhaWhIaGsr7779PUVERbdq0IScnh6SkJKysrBg8eDAtWrTAzMyMDz74gDFjxnD48GHi4uLKfJypU6fywgsv0KhRI1QqFdu2bcPd3R2AefPm4ejoiLe3NwYGBnzzzTc4ODhgY2NDly5daNmyJX369GHOnDk0aNCAS5cusX37dvr27aup6S2tXyL9sLKy0ukYIYQQQjz7JMHVc0VFRRga3v1nnj59Ovb29kRHR/Pbb79hY2ODj48PH3zwAQB2dnZ89dVXjB8/nuXLl9O5c2ciIiIeePPWgzxqHCMjI8LCwkhPT8fU1JS2bduydu1a4G6CPGfOHM6dO0elSpVo1qwZO3bswMDg7hPtduzYweTJk3nrrbe4evUqDg4OtGvXjurVq5fVJRNCCCFEBaeo/110KfSKv78/Li4uLF68uLxDeWbk5uZibW1NTk6OzOAKIYQQFYQu39/yogc9dePGDbZt20ZiYiJdunQp73CEEEIIIf4zUqKgp4YMGcLRo0cZN24cvXv3Lu9whBBCCCH+M5Lg6qnNmzeXdwhCCCGEEOVCShSEEEIIIYRekQRXPPPi4uLYuXNneYchhBBCiApCElw9ERERQdOmTTXrQUFB9OnT56mOmZ6ejqIoOr0MQlEUtmzZUur2GzduZM6cObz44ou6ByiEEEKI55LU4D4jLl++TFRUFNu3b+ePP/6gWrVqNG3alJCQEDp37lze4REUFER2drZWcurk5ERWVhZVq1YtdT9ZWVnY2toCdxPkunXrcuLECa3kvNj58+f58MMP2bVrl+aYstQ4fDcGxmZl3q8Q4vGlz+pR3iEIIfSAJLjPgPT0dFq3bo2NjQ0fffQRTZo0oaCggN27d/POO+9w+vTp8g7xvipVqoSDg4NOx+jS3sXFhdTUVF3DEkIIIcRzTkoUngGjRo1CURSOHDlCv379aNCgAY0aNWLs2LEcOnQIgIyMDHr37o2FhQVWVlYMGDCAP//8s9RjFBUVER0dTd26dTE1NcXLy4sNGzZotfn111/p2bMnVlZWWFpa0rZtW9LS0oiIiGDVqlX873//Q1EUFEUhMTFRq0ShqKiIWrVqsXTpUq0+T5w4gYGBARcvXgS0SxTq1q0LgLe3N4qi0KFDB81xK1aswN3dHRMTExo2bMiSJUs0+/Lz8xk9ejSOjo6YmJhQp04doqOjS30thBBCCKHfZAa3nF2/fp1du3YRFRWFubl5if02NjYUFRVpktt9+/Zx584d3nnnHQICAkhMTCzVONHR0Xz11VcsW7YMV1dX9u/fz+uvv469vT3t27fnjz/+oF27dnTo0IHvv/8eKysrkpKSuHPnDqGhoaSmppKbm0tsbCxw97W+ly5d0vRvYGDAoEGD+Prrrxk5cqRm++rVq2ndujV16tQpEdORI0do3rw58fHxNGrUCCMjI80xU6dOZfHixXh7e3PixAmGDRuGubk5gwcPZtGiRWzdupX169dTu3ZtMjMzyczMfOC5q1QqVCqVZj03N7dU10wIIYQQFZMkuOXs/PnzqNVqGjZs+MA2CQkJnDx5kgsXLuDk5ATAF198QaNGjTh69CjNmjV76BgqlYqZM2cSHx9Py5YtAahXrx4HDhzg008/pX379nzyySdYW1uzdu1aKleuDECDBg00fZiamqJSqR5aYhAYGEhMTAwZGRnUrl2boqIi1q5dy4cffnjf9vb29gBUqVJFq9/w8HBiYmJ45ZVXgLszvadOneLTTz9l8ODBZGRk4OrqSps2bVAU5b7J872io6OJjIx8aBshhBBC6A8pUShnarX6kW1SU1NxcnLSJLcAHh4e2NjYlKpG9fz589y6dYuuXbtiYWGhWb744gvS0tIASE5Opm3btprk9nE0bdoUd3d3vv76awD27dvHlStX6N+/f6n7uHnzJmlpaQQHB2vFOmPGDE2sQUFBJCcn4+bmxpgxY/juu+8e2mdYWBg5OTma5WGzvUIIIYSo+GQGt5y5urqiKMpTvZEsLy8PgO3bt1OzZk2tfcbGxsDdGdqyEBgYyNdff82kSZP4+uuv8ff3p0qVKjrHunz5clq0aKG1r1KlSgD4+Phw4cIFdu7cSXx8PAMGDKBLly4laoqLGRsba85TCCGEEPpPZnDLmZ2dHX5+fnzyySfcvHmzxP7s7Gzc3d1L1JmeOnWK7OxsPDw8HjmGh4cHxsbGZGRk4OLiorUUzwp7enryww8/UFBQcN8+jIyMKCwsfORYr732Gr/88gvHjx9nw4YNBAYGPrBtcc3tvf1Wr16dGjVq8Ntvv5WItfimNAArKysCAgJYvnw569atY+PGjVy/fv2R8QkhhBBC/8kM7jPgk08+oXXr1jRv3pxp06bh6enJnTt32LNnD0uXLuXUqVM0adKEwMBAFixYwJ07dxg1ahTt27fH19f3kf1bWloSGhrK+++/T1FREW3atCEnJ4ekpCSsrKwYPHgwo0eP5uOPP2bgwIGEhYVhbW3NoUOHaN68OW5ubjg7O7N7927OnDlDlSpVsLa2vu9Yzs7OtGrViuDgYAoLC3n55ZcfGFe1atUwNTVl165d1KpVCxMTE6ytrYmMjGTMmDFYW1vj7++PSqXi2LFj3Lhxg7FjxzJv3jwcHR3x9vbGwMCAb775BgcHB2xsbB73n0AIIYQQ+kQtngmXLl1Sv/POO+o6deqojYyM1DVr1lS//PLL6r1796rVarX64sWL6pdfflltbm6utrS0VPfv3199+fJlzfHh4eFqLy8vzfrgwYPVvXv31qwXFRWpFyxYoHZzc1NXrlxZbW9vr/bz81Pv27dP0yYlJUX90ksvqc3MzNSWlpbqtm3bqtPS0tRqtVp95coVddeuXdUWFhZqQL137171hQsX1ID6xIkTWueyZMkSNaB+8803S5wnoN68ebNmffny5WonJye1gYGBun379prtq1evVjdt2lRtZGSktrW1Vbdr1069adMmtVqtVn/22Wfqpk2bqs3NzdVWVlbqzp07q3/66adSX+ucnBw1oM7JySn1MUIIIYQoX7p8fytqdSnuchJCj+Tm5mJtbU1OTg5WVlblHY4QQgghSkGX72+pwRVCCCGEEHpFElwhhBBCCKFXJMEVQgghhBB6RRJcIYQQQgihVyTBFUIIIYQQekUSXFGhpaenM2PGDM0b0IQQQgghJMEVFZZKpaJ///5UrVoVCwuL8g5HCCGEEM8IeZOZeCxXr15l6tSpbN++nT///BNbW1u8vLyYOnUqrVu3LpMxgoKCyM7OZsuWLffd//777/PSSy8xYsSIx+q/cfhuDIzNniBCIcSjpM/qUd4hCCGeQ5LgisfSr18/8vPzWbVqFfXq1ePPP/8kISGBa9eu/WcxLFmy5D8bSwghhBAVh5QoCJ1lZ2fzww8/MHv2bDp27EidOnVo3rw5YWFhvPzyywDMmzePJk2aYG5ujpOTE6NGjdKqk42Li8PGxobdu3fj7u6OhYUF/v7+ZGVlARAREcGqVav43//+h6IoKIpCYmIiAJmZmQwYMAAbGxvs7Ozo3bs36enp//VlEEIIIcQzShJcoTMLCwssLCzYsmULKpXqvm0MDAxYtGgRv/76K6tWreL7779nwoQJWm1u3brF3Llz+fLLL9m/fz8ZGRmEhoYCEBoayoABAzRJb1ZWFq1ataKgoAA/Pz8sLS354YcfSEpK0iTH+fn5941FpVKRm5urtQghhBBCf0mCK3RmaGhIXFwcq1atwsbGhtatW/PBBx/w888/a9qEhITQsWNHnJ2d6dSpEzNmzGD9+vVa/RQUFLBs2TJ8fX3x8fFh9OjRJCQkAHeTaFNTU4yNjXFwcMDBwQEjIyPWrVtHUVERK1asoEmTJri7uxMbG0tGRoZmhvffoqOjsba21ixOTk5P7doIIYQQovxJgiseS79+/bh06RJbt27F39+fxMREfHx8iIuLAyA+Pp7OnTtTs2ZNLC0teeONN7h27Rq3bt3S9GFmZkb9+vU1646Ojly5cuWh46akpHD+/HksLS01M8l2dnbcvn2btLS0+x4TFhZGTk6OZsnMzHzyCyCEEEKIZ5bcZCYem4mJCV27dqVr165MmTKFoUOHEh4eTocOHejZsycjR44kKioKOzs7Dhw4QHBwMPn5+ZiZ3X1yQeXKlbX6UxQFtVr90DHz8vJ44YUXWL16dYl99vb29z3G2NgYY2PjxzxLIYQQQlQ0kuCKMuPh4cGWLVs4fvw4RUVFxMTEYGBw90eCf5cnlIaRkRGFhYVa23x8fFi3bh3VqlXDysqqTOIWQgghhH6RBFfo7Nq1a/Tv358hQ4bg6emJpaUlx44dY86cOfTu3RsXFxcKCgr4+OOP6dWrF0lJSSxbtkzncZydndm9ezdnzpyhSpUqWFtbExgYyEcffUTv3r2ZNm0atWrV4uLFi2zatIkJEyZQq1atUvf/S6SfJMlCCCGEHpIaXKEzCwsLWrRowfz582nXrh2NGzdmypQpDBs2jMWLF+Pl5cW8efOYPXs2jRs3ZvXq1URHR+s8zrBhw3Bzc8PX1xd7e3uSkpIwMzNj//791K5dm1deeQV3d3eCg4O5ffu2JKtCCCGEAEBRP6roUQg9k5ubi7W1NTk5OZIUCyGEEBWELt/fMoMrhBBCCCH0iiS4QgghhBBCr0iCK4QQQggh9IokuEIIIYQQQq9IgiuEEEIIIfSKJLhCCCGEEEKvyIseRLkKCgoiOzubLVu2/OdjNw7fjYGx2X8+rhAVXfqsHuUdghBCPJTM4FZwQUFBKIpSYjl//nx5h6YlPT0dRVFITk7W2r5w4ULi4uLKJSYhhBBC6CeZwdUD/v7+xMbGam2zt7fXuZ/8/HyMjIzKKqxSsba2/k/HE0IIIYT+kxlcPWBsbIyDg4PWUqlSJfbt20fz5s0xNjbG0dGRSZMmcefOHc1xHTp0YPTo0YSEhFC1alX8/PxITExEURR2796Nt7c3pqamdOrUiStXrrBz507c3d2xsrLitdde49atW5q+du3aRZs2bbCxsaFKlSr07NmTtLQ0zf66desC4O3tjaIodOjQAbg7A92nTx9NO5VKxZgxY6hWrRomJia0adOGo0ePavYXx5eQkICvry9mZma0atWKM2fOPKWrK4QQQoiKRhJcPfXHH3/QvXt3mjVrRkpKCkuXLmXlypXMmDFDq92qVaswMjIiKSmJZcuWabZHRESwePFifvzxRzIzMxkwYAALFizg66+/Zvv27Xz33Xd8/PHHmvY3b95k7NixHDt2jISEBAwMDOjbty9FRUUAHDlyBID4+HiysrLYtGnTfeOeMGECGzduZNWqVfz000+4uLjg5+fH9evXtdpNnjyZmJgYjh07hqGhIUOGDHngtVCpVOTm5motQgghhNBfUqKgB7Zt24aFhYVmvVu3bjRo0AAnJycWL16Moig0bNiQS5cuMXHiRKZOnYqBwd2/bVxdXZkzZ47m2KysLABmzJhB69atAQgODiYsLIy0tDTq1asHwKuvvsrevXuZOHEiAP369dOK6fPPP8fe3p5Tp07RuHFjTclElSpVcHBwuO953Lx5k6VLlxIXF0e3bt0AWL58OXv27GHlypWMHz9e0zYqKor27dsDMGnSJHr06MHt27cxMTEp0W90dDSRkZGlvZxCCCGEqOBkBlcPdOzYkeTkZM2yaNEiUlNTadmyJYqiaNq1bt2avLw8fv/9d822F1544b59enp6aj5Xr14dMzMzTXJbvO3KlSua9XPnzjFo0CDq1auHlZUVzs7OAGRkZJT6PNLS0igoKNAk1gCVK1emefPmpKamPjA+R0dHAK147hUWFkZOTo5myczMLHVMQgghhKh4ZAZXD5ibm+Pi4vLYx95P5cqVNZ8VRdFaL95WXH4A0KtXL+rUqcPy5cupUaMGRUVFNG7cmPz8/MeK61H+HR+gFc+9jI2NMTY2fipxCCGEEOLZIzO4esrd3Z2DBw+iVqs125KSkrC0tKRWrVplOta1a9c4c+YMH374IZ07d8bd3Z0bN25otSl+OkNhYeED+6lfv76mHrhYQUEBR48excPDo0xjFkIIIYT+khlcPTVq1CgWLFjAu+++y+jRozlz5gzh4eGMHTtWU39bVmxtbalSpQqfffYZjo6OZGRkMGnSJK021apVw9TUlF27dlGrVi1MTExKPCLM3NyckSNHMn78eOzs7KhduzZz5szh1q1bBAcHl2nMAL9E+mFlZVXm/QohhBCifMkMrp6qWbMmO3bs4MiRI3h5eTFixAiCg4P58MMPy3wsAwMD1q5dy/Hjx2ncuDHvv/8+H330kVYbQ0NDFi1axKeffkqNGjXo3bv3ffuaNWsW/fr144033sDHx4fz58+ze/dubG1tyzxuIYQQQugnRX3vb9hCPAdyc3OxtrYmJydHZnCFEEKICkKX72+ZwRVCCCGEEHpFElwhhBBCCKFXJMEVQgghhBB6RRJcIYQQQgihVyTBFUIIIYQQekXnBHfXrl0cOHBAs/7JJ5/QtGlTXnvttRIP9xdlIyIigqZNmz5RH+np6SiKQnJy8n86blm63zkkJSXRpEkTKleuTJ8+fcotNiGEEEI8O3R+TFiTJk2YPXs23bt35+TJkzRr1oyxY8eyd+9eGjZsSGxs7NOKVa8cPHiQNm3a4O/vz/bt2x/aNiIigi1btuiUnP5bYWEhV69epWrVqhgalu79Hnl5eahUKqpUqfLItmUR472CgoLIzs5my5Ytmm33O4cWLVrQoEEDoqOjsbCwwMbG5pF9Fz9mxClkPQbGZmUSrxDPk/RZPco7BCHEc+ipPibswoULmtembty4kZ49ezJz5kw++eQTdu7c+XgRP4dWrlzJu+++y/79+7l06dJTH69SpUo4ODiUOrkFsLCwKFVyq4uCgoLHPvZ+55CWlkanTp2oVatWqZJbIYQQQug/nRNcIyMjbt26BUB8fDwvvfQSAHZ2duTm5pZtdHoqLy+PdevWMXLkSHr06EFcXJzW/lmzZlG9enUsLS0JDg7m9u3bWvuDgoLo06cPM2fOpHr16tjY2DBt2jTu3Lmjec1trVq1tGbT//3zfmJiIoqikJCQgK+vL2ZmZrRq1YozZ85ojvl3iUJiYiLNmzfH3NwcGxsbWrduzcWLF4mLiyMyMpKUlBQURUFRFM05KYrC0qVLefnllzE3NycqKorCwkKCg4OpW7cupqamuLm5sXDhQq1xV61axf/+9z9Nf4mJiVrnUPz52rVrDBkyRGtMIYQQQjzfdE5w27Rpw9ixY5k+fTpHjhyhR4+7P1WdPXuWWrVqlXmA+mj9+vU0bNgQNzc3Xn/9dT7//HOKK0XWr19PREQEM2fO5NixYzg6OrJkyZISfXz//fdcunSJ/fv3M2/ePMLDw+nZsye2trYcPnyYESNG8Pbbb/P7778/NJbJkycTExPDsWPHMDQ0ZMiQIfdtd+fOHfr06UP79u35+eefOXjwIMOHD0dRFAICAhg3bhyNGjUiKyuLrKwsAgICNMdGRETQt29fTp48yZAhQygqKqJWrVp88803nDp1iqlTp/LBBx+wfv16AEJDQxkwYAD+/v6a/lq1aqUVj5OTE1lZWVhZWbFgwYISY95LpVKRm5urtQghhBBCf5X+9+r/b/HixYwaNYoNGzawdOlSatasCcDOnTvx9/cv8wD10cqVK3n99dcB8Pf3Jycnh3379tGhQwcWLFhAcHAwwcHBAMyYMYP4+PgSs7h2dnYsWrQIAwMD3NzcmDNnDrdu3eKDDz4AICwsjFmzZnHgwAEGDhz4wFiioqJo3749AJMmTaJHjx7cvn0bExMTrXa5ubnk5OTQs2dP6tevD4C7u7tmv4WFBYaGhjg4OJQY47XXXuOtt97S2hYZGan5XLduXQ4ePMj69esZMGAAFhYWmJqaolKp7tsf/F+5gqIoWFtbP7AdQHR0tNZ4QgghhNBvOs/g1q5dm23btpGSkqJJwgDmz5/PokWLyjQ4fXTmzBmOHDnCoEGDADA0NCQgIICVK1cCkJqaSosWLbSOadmyZYl+GjVqhIHB//3zVa9enSZNmmjWK1WqRJUqVbhy5cpD4/H09NR8dnR0BLjvMXZ2dgQFBeHn50evXr1YuHAhWVlZjzpdAHx9fUts++STT3jhhRewt7fHwsKCzz77jIyMjFL1p6uwsDBycnI0S2Zm5lMZRwghhBDPhsd6Dm5aWhoffvghgwYN0iRDO3fu5Ndffy3T4PTRypUruXPnDjVq1MDQ0BBDQ0OWLl3Kxo0bycnJKXU/lStX1lpXFOW+24qKikrdj6IoAA88JjY2loMHD9KqVSvWrVtHgwYNOHTo0CNjNTc311pfu3YtoaGhBAcH891335GcnMxbb71Ffn7+I/t6HMbGxlhZWWktQgghhNBfOie4+/bto0mTJhw+fJhNmzaRl5cHQEpKCuHh4WUeoD65c+cOX3zxBTExMSQnJ2uWlJQUatSowZo1a3B3d+fw4cNax5UmifyveHt7ExYWxo8//kjjxo35+uuvgbs3HxYWFpaqj6SkJFq1asWoUaPw9vbGxcWFtLQ0rTa69CeEEEIIcS+dE9xJkyYxY8YM9uzZg5GRkWZ7p06dnqlE7Fm0bds2bty4QXBwMI0bN9Za+vXrx8qVK3nvvff4/PPPiY2N5ezZs4SHhz8TM+MXLlwgLCyMgwcPcvHiRb777jvOnTunqcN1dnbmwoULJCcn89dff6FSqR7Yl6urK8eOHWP37t2cPXuWKVOmcPToUa02zs7O/Pzzz5w5c4a//vrriR4vJoQQQojni843mZ08eVIza3evatWq8ddff5VJUPpq5cqVdOnSBWtr6xL7+vXrx5w5c3B3d2fKlClMmDCB27dv069fP0aOHMnu3bvLIeL/Y2ZmxunTp1m1ahXXrl3D0dGRd955h7ffflsT/6ZNm+jYsSPZ2dnExsYSFBR0377efvttTpw4QUBAAIqiMGjQIEaNGqX1HOVhw4aRmJiIr68veXl57N27F2dn5zI9p18i/aRcQQghhNBDOr/JrFatWqxfv55WrVphaWlJSkoK9erVY/PmzYSGhpb4qVmIZ40ub0IRQgghxLPhqb7JbODAgUycOJHLly9rbmJKSkoiNDSUN99887GDFkIIIYQQoizonODOnDmThg0b4uTkRF5eHh4eHrRr145WrVrx4YcfPo0YhRBCCCGEKDWdSxSKZWRk8Msvv5CXl4e3tzeurq5lHZsQT4WUKAghhBAVjy7f3zrfZFasdu3a1K5d+3EPF0IIIYQQ4qnQOcEdMmTIQ/d//vnnjx2MEEIIIYQQT0rnBPfGjRta6wUFBfzyyy9kZ2fTqVOnMgtMCCGEEEKIx6Fzgrt58+YS24qKihg5ciT169cvk6CeZ0FBQWRnZ7NlyxYAOnToQNOmTVmwYMF/GoezszMhISGEhIQ8dh9xcXGEhISQnZ1dZnGVpcbhuzEwNivvMIQoc+mzepR3CEIIUa50forCfTsxMGDs2LHMnz+/LLp7pmVmZjJkyBBq1KiBkZERderU4b333uPatWs69ZOeno6iKCQnJ2ttX7hwIXFxcaXuJyIigqZNm+o09n8lICCAs2fPlncYQgghhHjOlEmCC5CWlsadO3fKqrtn0m+//Yavry/nzp1jzZo1nD9/nmXLlpGQkEDLli25fv36E49hbW2NjY3Nkwf7DDA1NaVatWrlHYYQQgghnjM6J7hjx47VWt5//30GDhxIQEAAAQEBTyPGZ8Y777yDkZER3333He3bt6d27dp069aN+Ph4/vjjDyZPnqxpqyiKpsygmI2NjWZ2tm7dugB4e3ujKAodOnQA7pYo9OnTp1TxxMXFERkZSUpKCoqioCiKpv/s7GyGDh2Kvb09VlZWdOrUiZSUFK3jv/32W5o1a4aJiQlVq1alb9++Wvtv3brFkCFDsLS0pHbt2nz22WeafcUz0MWv5zUzM8PLy4uDBw9qxffvZH3WrFlUr14dS0tLgoODmTRpktYMdIcOHUqURfTp00frtb8qlYrQ0FBq1qyJubk5LVq0IDExsVTXTAghhBD6T+cE98SJE1rLzz//DEBMTMx/Xif6X7p+/Tq7d+9m1KhRmJqaau1zcHAgMDCQdevWUdrHCh85cgSA+Ph4srKy2LRpk84xBQQEMG7cOBo1akRWVhZZWVmaPzL69+/PlStX2LlzJ8ePH8fHx4fOnTtrZpm3b99O37596d69OydOnCAhIYHmzZtr9R8TE4Ovry8nTpxg1KhRjBw5kjNnzmi1mTx5MqGhoSQnJ9OgQQMGDRr0wJn89evXExERwcyZMzl27BiOjo4sWbJE5/MePXo0Bw8eZO3atfz888/0798ff39/zp07d9/2KpWK3NxcrUUIIYQQ+kvnm8z27t37NOJ45p07dw61Wo27u/t997u7u3Pjxg2uXr1aqp/l7e3tAahSpQoODg6PFZOpqSkWFhYYGhpq9XHgwAGOHDnClStXMDY2BmDu3Lls2bKFDRs2MHz4cKKiohg4cCCRkZGa47y8vLT67969O6NGjQJg4sSJzJ8/n7179+Lm5qZpExoaSo8ed29oiYyMpFGjRpw/f56GDRuWiHfBggUEBwcTHBwMwIwZM4iPj+f27dulPueMjAxiY2PJyMigRo0amhh27dpFbGwsM2fOLHFMdHS01nkKIYQQQr+VWQ3u8+IxX/z2n0pJSSEvL48qVapgYWGhWS5cuEBaWhoAycnJdO7c+aH9eHp6aj4rioKDgwNXrlx5YBtHR0eAEm2Kpaam0qJFC61tLVu2LP2JASdPnqSwsJAGDRpondu+ffs05/ZvYWFh5OTkaJbMzEydxhRCCCFExaLzDG5xzWhp/PTTTzoH9KxycXFBURRSU1NL1KrC3eTN1tZWMzOrKEqJZLigoOA/iTUvLw9HR8f71qUW18T+u8zifipXrqy1rigKRUVFD2xT/N/Fv9vowsDA4KHXLS8vj0qVKnH8+HEqVaqk1c7CwuK+fRobG2tmsoUQQgih/3SewfX39yctLQ1jY2M6dOhAhw4dMDExIS0tjZdeeonevXtrFn1SpUoVunbtypIlS/jnn3+09l2+fJnVq1cTEBCgSfLs7e3JysrStDl37hy3bt3SrBsZGQFQWFj4RHEZGRmV6MPHx4fLly9jaGiIi4uL1lK1alXg7sxrQkLCE42tK3d3dw4fPqy17dChQ1rr/75uhYWF/PLLL5p1b29vCgsLuXLlSolze9xSDyGEEELoF51ncK9evcqYMWOYPn261vbw8HAyMzP1+lW9ixcvplWrVvj5+TFjxgzq1q3Lr7/+yvjx46lZsyZRUVGatp06dWLx4sW0bNmSwsJCJk6cqDXbWa1aNUxNTdm1axe1atXCxMQEa2trnWNydnbmwoULJCcnU6tWLSwtLenSpQstW7akT58+zJkzhwYNGnDp0iXNjWW+vr6Eh4fTuXNn6tevz8CBA7lz5w47duxg4sSJZXKt7ue9994jKCgIX19fWrduzerVq/n111+pV6+epk2nTp0YO3Ys27dvp379+sybN0/rRRENGjQgMDCQN998k5iYGLy9vbl69SoJCQl4enpq6oFL45dIP6ysrMryFIUQQgjxDNB5Bvebb77hzTffLLH99ddfZ+PGjWUS1LPK1dWVY8eOUa9ePQYMGED9+vUZPnw4HTt25ODBg9jZ2WnaxsTE4OTkRNu2bXnttdcIDQ3FzOz/3pplaGjIokWL+PTTT6lRo8Zjz3j369cPf39/OnbsiL29PWvWrEFRFHbs2EG7du146623aNCgAQMHDuTixYtUr14duPs4rm+++YatW7fStGlTOnXqpHmyw9MSEBDAlClTmDBhAi+88AIXL15k5MiRWm2GDBnC4MGDefPNN2nfvj316tWjY8eOWm1iY2N58803GTduHG5ubvTp04ejR49Su3btpxq/EEIIISoGRa3jXVMODg7MmjVL67mkcPeZpxMnTuTPP/8sy/iEnouIiGDLli0l3uj2NOXm5mJtbU1OTo7M4AohhBAVhC7f3zqXKISEhDBy5Eh++uknzXNTDx8+zOeff86UKVMeL2IhhBBCCCHKiM4J7qRJk6hXrx4LFy7kq6++Au7ePBQbG8uAAQPKPEAhhBBCCCF0oXOJghAVnZQoCCGEEBWPLt/f8qIHIYQQQgihV0pVomBnZ8fZs2epWrUqtra2D33Rw/Xr18ssOCGEEEIIIXRVqgR3/vz5WFpaaj6X9k1mQr84OzsTEhJCSEjIE/WjKAqbN2+mT58+ZRKXEEIIIcS9pAa3gnvUHxvh4eFERESUyVhXr17F3Nxc8zzfx01UL1++jK2tbbm9Pre4hscpZD0GxmaPPkCICiZ9VulfeCKEEBXFU31MWKVKlcjKyqJatWpa269du0a1atWe+NWzQjf3vtZ23bp1TJ06lTNnzmi2WVhY6NRfQUGB1hvXAPLz8zEyMsLe3v7Jgv3/HvVK3fvFIIQQQghRWjrfZPagCV+VSoWRkdETByR04+DgoFmsra1RFEVr29q1a3F3d8fExISGDRuyZMkSzbHp6ekoisK6deto3749JiYmrF69mqCgIPr06UNUVBQ1atTAzc0NuFuisGDBAs1ngL59+6IoimYdYOnSpdSvXx8jIyPc3Nz48ssvtWJWFIUtW7Y8NAaAFStWPDD2/Px8Ro8ejaOjIyYmJtSpU4fo6OgyvrpCCCGEqIhKPYO7aNEi4G5ysmLFCq2ZwcLCQvbv30/Dhg3LPkLx2FavXs3UqVNZvHgx3t7enDhxgmHDhmFubs7gwYM17SZNmkRMTAze3t6YmJiQmJhIQkICVlZW7Nmz5759Hz16lGrVqhEbG4u/vz+VKlUCYPPmzbz33nssWLCALl26sG3bNt566y1q1apV4pW79/p3DI+KfdGiRWzdupX169dTu3ZtMjMzyczMvG/fKpUKlUqlWc/NzX2cyymEEEKICqLUCe78+fOBuzO4y5Yt0yQ0AEZGRjg7O7Ns2bKyj1A8tvDwcGJiYnjllVcAqFu3LqdOneLTTz/VSnBDQkI0bYqZm5uzYsWKB87KF5cr2NjYaJUczJ07l6CgIEaNGgXA2LFjOXToEHPnzn1ogvvvGB4Ve0ZGBq6urrRp0wZFUahTp84D+46OjiYyMvKB+4UQQgihX0qd4F64cAGAjh07smnTJmxtbZ9aUOLJ3bx5k7S0NIKDgxk2bJhm+507d7C2ttZq6+vrW+L4Jk2aPFbJSWpqKsOHD9fa1rp1axYuXPjQ4+6NoTSxBwUF0bVrV9zc3PD396dnz5689NJL9+07LCyMsWPHatZzc3NxcnLS+dyEEEIIUTHofJPZ3r17n0Ycoozl5eUBsHz5clq0aKG1797Zd7g7W/tv99v2NN07Xmli9/Hx4cKFC+zcuZP4+HgGDBhAly5d2LBhQ4m+jY2Ny+2JDUIIIYT47+mc4AL8/vvvbN26lYyMDPLz87X2zZs3r0wCE0+mevXq1KhRg99++43AwMCnMkblypVLPDXD3d2dpKQkrRKIpKQkPDw8St1vaWO3srIiICCAgIAAXn31Vfz9/bl+/Tp2dna6n4wQQggh9IbOCW5CQgIvv/wy9erV4/Tp0zRu3Jj09HTUajU+Pj5PI0bxmCIjIxkzZgzW1tb4+/ujUqk4duwYN27c0PrJ/nE5OzuTkJBA69atMTY2xtbWlvHjxzNgwAC8vb3p0qUL3377LZs2bSI+Pr5MY583bx6Ojo54e3tjYGDAN998g4ODAzY2Nk98XkIIIYSo2HROcMPCwggNDSUyMhJLS0s2btxItWrVCAwMxN/f/2nEKB7T0KFDMTMz46OPPmL8+PGYm5vTpEmTJ34TWbGYmBjGjh3L8uXLqVmzJunp6fTp04eFCxcyd+5c3nvvPerWrUtsbCwdOnQo09gtLS2ZM2cO586do1KlSjRr1owdO3ZgYFD6J9/9Eun3yAdFCyGEEKLi0flNZpaWliQnJ1O/fn1sbW05cOAAjRo1IiUlhd69e5Oenv6UQhWibOjyJhQhhBBCPBt0+f7W+UUP5ubmmrpbR0dH0tLSNPv++usvXbsTQgghhBCiTOlcovDiiy9y4MAB3N3d6d69O+PGjePkyZNs2rSJF1988WnEKIQQQgghRKnpnODOmzdP8xinyMhI8vLyWLduHa6urvIEBSGEEEIIUe50rsEVoqKTGlwhhBCi4tHl+/uxnoNbLC8vj6KiIq1tkjAIIYQQQojypPNNZhcuXKBHjx6Ym5tjbW2Nra0ttra22NjYyOt7hRBCCCFEudN5Bvf1119HrVbz+eefU716dRRFeRpxCSGEEEII8Vh0TnBTUlI4fvw4bm5uTyMeoaOgoCCys7PZsmVLeYfyn3vSc28cvhsDY7OyDUrolfRZPco7BCGEEI9B5xKFZs2akZmZ+TRiEUIIIYQQ4onpnOCuWLGC2bNns2rVKo4fP87PP/+stYhnx759+2jevDnGxsY4OjoyadIk7ty5o9n/999/ExgYiLm5OY6OjsyfP58OHTpovcpXpVIRGhpKzZo1MTc3p0WLFiQmJmr2x8XFYWNjw7Zt23Bzc8PMzIxXX32VW7dusWrVKpydnbG1tWXMmDEUFhbq3O/u3btxd3fHwsICf39/srKyAIiIiGDVqlX873//Q1EUFEXROl4IIYQQzy+dSxSuXr1KWloab731lmaboiio1WoURdFKYkT5+eOPP+jevTtBQUF88cUXnD59mmHDhmFiYkJERAQAY8eOJSkpia1bt1K9enWmTp3KTz/9RNOmTTX9jB49mlOnTrF27Vpq1KjB5s2b8ff35+TJk7i6ugJw69YtFi1axNq1a/n777955ZVX6Nu3LzY2NuzYsYPffvuNfv360bp1awICAnTqd+7cuXz55ZcYGBjw+uuvExoayurVqwkNDSU1NZXc3FxiY2MBsLOzu++1UKlUqFQqzXpubm5ZX24hhBBCPEN0TnCHDBmCt7c3a9askZvMnmFLlizBycmJxYsXoygKDRs25NKlS0ycOJGpU6dy8+ZNVq1axddff03nzp0BiI2NpUaNGpo+MjIyiI2NJSMjQ7M9NDSUXbt2ERsby8yZMwEoKChg6dKl1K9fH4BXX32VL7/8kj///BMLCws8PDzo2LEje/fuJSAgQKd+ly1bpul39OjRTJs2DQALCwtMTU1RqVQ4ODg89FpER0cTGRlZVpdWCCGEEM84nRPcixcvsnXrVlxcXJ5GPKKMpKam0rJlS60/QFq3bk1eXh6///47N27coKCggObNm2v2W1tba908ePLkSQoLC2nQoIFW3yqViipVqmjWzczMNEkoQPXq1XF2dsbCwkJr25UrV56oX0dHR00fuggLC2Ps2LGa9dzcXJycnHTuRwghhBAVg84JbqdOnUhJSZEE9zmQl5dHpUqVOH78OJUqVdLad2/yWrlyZa19iqLcd1vxS0GepN/HefGesbExxsbGOh8nhBBCiIpJ5wS3V69evP/++5w8eZImTZqUSEJefvnlMgtOPD53d3c2btyoqY0GSEpKwtLSklq1amFra0vlypU5evQotWvXBiAnJ4ezZ8/Srl07ALy9vSksLOTKlSu0bdu2zGIrq36NjIyk5lsIIYQQJeic4I4YMQJAUwt5L7nJrHzk5OSQnJystW348OEsWLCAd999l9GjR3PmzBnCw8MZO3YsBgYGWFpaMnjwYMaPH4+dnR3VqlUjPDwcAwMDTULcoEEDAgMDefPNN4mJicHb25urV6+SkJCAp6cnPXo83jNCy6pfZ2dndu/ezZkzZ6hSpQrW1tYl/uB6mF8i/eTV0kIIIYQe0jnBLf6ZWTw7EhMT8fb21toWHBzMjh07GD9+PF5eXtjZ2REcHMyHH36oaTNv3jxGjBhBz549sbKyYsKECWRmZmJiYqJpExsby4wZMxg3bhx//PEHVatW5cUXX6Rnz55PFHNZ9Dts2DASExPx9fUlLy+PvXv30qFDhyeKSwghhBAVn6J+nKLG/+/27dtayZCo2G7evEnNmjWJiYkhODi4vMN5anJzc7G2tiYnJ0dmcIUQQogKQpfvb51f9FBYWMj06dOpWbMmFhYW/PbbbwBMmTKFlStXPl7EolycOHGCNWvWkJaWxk8//URgYCAAvXv3LufIhBBCCCEen84JblRUFHFxccyZMwcjIyPN9saNG7NixYoyDU48fXPnzsXLy4suXbpw8+ZNfvjhB6pWrVreYQkhhBBCPDadSxRcXFz49NNP6dy5M5aWlqSkpFCvXj1Onz5Ny5YtuXHjxtOKVYgyISUKQgghRMXzVEsU/vjjj/s+A7eoqIiCggJduxNCCCGEEKJM6Zzgenh48MMPP5TYvmHDhhJ38gshhBBCCPFf0/kxYVOnTmXw4MH88ccfFBUVsWnTJs6cOcMXX3zBtm3bnkaMQo/FxcUREhJCdnZ2eYcihBBCCD3xWI8J++GHH5g2bRopKSnk5eXh4+PD1KlTeemll55GjKIcBQUFkZ2dzZYtW564L2dnZ0JCQggJCdFs++eff/j777+pVq3aE/dfWsU1PE4h6zEwNvvPxhXPhvRZj/eCEiGEEOVLlxpcnWdwAdq2bcuePXseKzgh7mVqaoqpqWl5hyGEEEIIPaJzDW6x/Px8fv/9dzIyMrQWob+cnZ1ZsGCB1ramTZsSEREBgFqtJiIigtq1a2NsbEyNGjUYM2YMAB06dODixYu8//77KIqieR1wXFwcNjY2Wn1+++23NGvWDBMTE6pWrUrfvn01+1QqFaGhodSsWRNzc3NatGhBYmLi0zplIYQQQlRAOs/gnjt3jiFDhvDjjz9qbVer1SiKQmFhYZkFJyqWjRs3Mn/+fNauXUujRo24fPkyKSkpAGzatAkvLy+GDx/OsGHDHtjH9u3b6du3L5MnT+aLL74gPz+fHTt2aPaPHj2aU6dOsXbtWmrUqMHmzZvx9/fn5MmTuLq6PvVzFEIIIcSzT+cENygoCENDQ7Zt24ajo6NmJk6IjIwMHBwc6NKlC5UrV6Z27do0b94cADs7OypVqoSlpSUODg4P7CMqKoqBAwcSGRmp2ebl5aXpPzY2loyMDGrUqAFAaGgou3btIjY2lpkzZ963T5VKhUql0qzn5uY+8bkKIYQQ4tmlc4KbnJzM8ePHadiw4dOIR1Rg/fv3Z8GCBdSrVw9/f3+6d+9Or169MDQs/X9mycnJD5zhPXnyJIWFhTRo0EBru0qlokqVKg/sMzo6WithFkIIIYR+0znB9fDw4K+//noasYhnnIGBAf9+6Ma9L/dwcnLizJkzxMfHs2fPHkaNGsVHH33Evn37qFy5cqnGeNgNZ3l5eVSqVInjx49TqVIlrX0WFhYPPC4sLIyxY8dq1nNzc3FycipVPEIIIYSoeEp1k1lubq5mmT17NhMmTCAxMZFr165p7ZOffvWbvb09WVlZmvXc3FwuXLig1cbU1JRevXqxaNEiEhMTOXjwICdPngTAyMjokTXanp6eJCQk3Heft7c3hYWFXLlyBRcXF63lYWUPxsbGWFlZaS1CCCGE0F+lmsG1sbHRqrVVq9V07txZq43cZKb/OnXqRFxcHL169cLGxoapU6dqzaTGxcVRWFhIixYtMDMz46uvvsLU1JQ6deoAd5/CsH//fgYOHIixsTFVq1YtMUZ4eDidO3emfv36DBw4kDt37rBjxw4mTpxIgwYNCAwM5M033yQmJgZvb2+uXr1KQkICnp6e9OghzzcVQgghRCkT3L1792o+p6en4+TkVOIn4qKiInlMmB4qKirS1NCGhYVx4cIFevbsibW1NdOnT9eawbWxsWHWrFmMHTuWwsJCmjRpwrfffqupj502bRpvv/029evXR6VSlSh3gLuPE/vmm2+YPn06s2bNwsrKinbt2mn2x8bGMmPGDMaNG8cff/xB1apVefHFF+nZs6fO5/ZLpJ/M5gohhBB6SOc3mVWqVImsrKwSb566du0a1apVkxlcPePv74+LiwuLFy8u71DKjC5vQhFCCCHEs0GX72+dX/RQXIrwb3l5eZiYmOjanXhG3bhxg23btpGYmEiXLl3KOxwhhBBCiFIr9VMUiu9CVxSFKVOmYGZmptlXWFjI4cOHadq0aZkHKMrHkCFDOHr0KOPGjaN3797lHY4QQgghRKmVOsE9ceIEcHcG9+TJkxgZGWn2GRkZ4eXlRWhoaNlHKMrF5s2byzsEIYQQQojHUuoEt/hGs7feeouFCxdK7aIQQgghhHgm6fyih9jY2KcRhxBCCCGEEGVC55vMhBBCCCGEeJZJgvucUhSFLVu2lHcYBAUF0adPn/IOQwghhBB6ROcSBfHsCQoKYtWqVSW2+/n5sWvXrnKIqKT09HTq1q3LiRMntJ62sXDhwvu+8OG/0Dh8NwbGZo9uKPRK+ix5450QQug7SXD1hL+/f4n6aGNj43KKpvSsra3LOwQhhBBC6BkpUdATxsbGODg4aC22trYAnDt3jnbt2mFiYoKHhwd79uzROjYxMRFFUcjOztZsS05ORlEU0tPTNduSkpLo0KEDZmZm2Nra4ufnx40bNwDYtWsXbdq0wcbGhipVqtCzZ0/S0tI0x9atWxcAb29vFEWhQ4cOQMkSBZVKxZgxY6hWrRomJia0adOGo0ePlog1ISEBX19fzMzMaNWqFWfOnCmLyyiEEEIIPSAJrp4rKirilVdewcjIiMOHD7Ns2TImTpyocz/Jycl07twZDw8PDh48yIEDB+jVq5fm1cw3b95k7NixHDt2jISEBAwMDOjbty9FRUUAHDlyBID4+HiysrLYtGnTfceZMGECGzduZNWqVfz000+4uLjg5+fH9evXtdpNnjyZmJgYjh07hqGhIUOGDHlg7CqVitzcXK1FCCGEEPpLShT0xLZt27CwsNDa9sEHH+Dr68vp06fZvXs3NWrUAGDmzJl069ZNp/7nzJmDr68vS5Ys0Wxr1KiR5nO/fv202n/++efY29tz6tQpGjdujL29PQBVqlTBwcHhvmPcvHmTpUuXEhcXp4lv+fLl7Nmzh5UrVzJ+/HhN26ioKNq3bw/ApEmT6NGjB7dv377v66Kjo6OJjIzU6XyFEEIIUXHJDK6e6NixI8nJyVrLiBEjSE1NxcnJSZPcArRs2VLn/otncB/k3LlzDBo0iHr16mFlZYWzszMAGRkZpR4jLS2NgoICWrdurdlWuXJlmjdvTmpqqlZbT09PzWdHR0cArly5ct9+w8LCyMnJ0SyZmZmljkkIIYQQFY/M4OoJc3NzXFxcHutYA4O7f+fc+zSDgoICrTampqYP7aNXr17UqVOH5cuXU6NGDYqKimjcuDH5+fmPFdOjVK5cWfNZURQATTnEvxkbG1eIG+6EEEIIUTZkBlfPubu7k5mZSVZWlmbboUOHtNoUlw/c2yY5OVmrjaenJwkJCfcd49q1a5w5c4YPP/yQzp074+7urrn5rJiRkRGApmb3furXr4+RkRFJSUmabQUFBRw9ehQPD4+HnKUQQgghxP+RGVw9oVKpuHz5stY2Q0NDunTpQoMGDRg8eDAfffQRubm5TJ48Waudi4sLTk5OREREEBUVxdmzZ4mJidFqExYWRpMmTRg1ahQjRozAyMiIvXv30r9/f+zs7KhSpQqfffYZjo6OZGRkMGnSJK3jq1WrhqmpKbt27aJWrVqYmJiUeESYubk5I0eOZPz48djZ2VG7dm3mzJnDrVu3CA4OLsOrJYQQQgh9Jgmunti1a5emFrWYm5sbp0+fZvPmzQQHB9O8eXOcnZ1ZtGgR/v7+mnaVK1dmzZo1jBw5Ek9PT5o1a8aMGTPo37+/pk2DBg347rvv+OCDD2jevDmmpqa0aNGCQYMGYWBgwNq1axkzZgyNGzfGzc2NRYsWaR4FBneT7UWLFjFt2jSmTp1K27ZtSUxMLHEes2bNoqioiDfeeIO///4bX19fdu/erXnkWVn6JdIPKyurMu9XCCGEEOVLUZfXa6SEKCe5ublYW1uTk5MjCa4QQghRQejy/S01uEIIIYQQQq9IgiuEEEIIIfSKJLhCCCGEEEKvSIIrhBBCCCH0iiS4QgghhBBCr0iCK4QQQggh9Io8B1f8J9LT06lbty4nTpygadOm5R0OAI3Dd2NgbFbeYYgnlD6rR3mHIIQQ4hkjM7jPuKCgIBRFKbHc+6KGh0lMTERRFLKzs59uoI/g5OREVlYWjRs3Ltc4hBBCCKH/ZAa3AvD39yc2NlZrm7GxcZmOkZ+fj5GRUZn2+e++HRwcnkr/QgghhBD3khncCsDY2BgHBwetpfjVtYqisGLFCvr27YuZmRmurq5s3boVuFsW0LFjRwBsbW1RFIWgoCAAOnTowOjRowkJCaFq1ar4+fkB8Msvv9CtWzcsLCyoXr06b7zxBn/99ZcmluLjRo8ejbW1NVWrVmXKlCnc+0I8Z2dnpk+fzptvvomVlRXDhw8nPT0dRVFITk4G4MaNGwQGBmJvb4+pqSmurq5aSXxmZiYDBgzAxsYGOzs7evfuTXp6umZ/YmIizZs3x9zcHBsbG1q3bs3FixfL/NoLIYQQouKRBFcPREZGMmDAAH7++We6d+9OYGAg169fx8nJiY0bNwJw5swZsrKyWLhwoea4VatWYWRkRFJSEsuWLSM7O5tOnTrh7e3NsWPH2LVrF3/++ScDBgzQGm/VqlUYGhpy5MgRFi5cyLx581ixYoVWm7lz5+Ll5cWJEyeYMmVKiZinTJnCqVOn2LlzJ6mpqSxdupSqVasCUFBQgJ+fH5aWlvzwww8kJSVhYWGBv78/+fn53Llzhz59+tC+fXt+/vlnDh48yPDhw1EU5b7XR6VSkZubq7UIIYQQQn9JiUIFsG3bNiwsLLS2ffDBB3zwwQfA3TrdQYMGATBz5kwWLVrEkSNH8Pf3x87ODoBq1aphY2Oj1Yerqytz5szRrM+YMQNvb29mzpyp2fb555/j5OTE2bNnadCgAXC3nnb+/PkoioKbmxsnT55k/vz5DBs2THNcp06dGDdunGb93tlXgIyMDLy9vfH19QXuzvoWW7duHUVFRaxYsUKTtMbGxmJjY0NiYiK+vr7k5OTQs2dP6tevD4C7u/sDr190dDSRkZEP3C+EEEII/SIzuBVAx44dSU5O1lpGjBih2e/p6an5bG5ujpWVFVeuXHlkvy+88ILWekpKCnv37sXCwkKzNGzYEIC0tDRNuxdffFFrtrRly5acO3eOwsJCzbbixPVBRo4cydq1a2natCkTJkzgxx9/1Irj/PnzWFpaauKws7Pj9u3bpKWlYWdnR1BQEH5+fvTq1YuFCxeSlZX1wLHCwsLIycnRLJmZmY+8NkIIIYSouGQGtwIwNzfHxcXlgfsrV66sta4oCkVFRaXq9155eXn06tWL2bNnl2jr6OhYymjv3/e/devWjYsXL7Jjxw727NlD586deeedd5g7dy55eXm88MILrF69usRx9vb2wN0Z3TFjxrBr1y7WrVvHhx9+yJ49e3jxxRdLHGNsbFzmN+UJIYQQ4tklCa6eK34ywr2zqw/i4+PDxo0bcXZ2xtDwwf9pHD58WGv90KFDuLq6UqlSJZ1is7e3Z/DgwQwePJi2bdsyfvx45s6di4+PD+vWraNatWpYWVk98Hhvb2+8vb0JCwujZcuWfP311/dNcIUQQgjxfJEEtwJQqVRcvnxZa5uhoaHmpqyHqVOnDoqisG3bNrp3746pqWmJet5i77zzDsuXL2fQoEFMmDABOzs7zp8/z9q1a1mxYoUmgc3IyGDs2LG8/fbb/PTTT3z88cfExMTodE5Tp07lhRdeoFGjRqhUKrZt26apow0MDOSjjz6id+/eTJs2jVq1anHx4kU2bdrEhAkTKCgo4LPPPuPll1+mRo0anDlzhnPnzvHmm2/qFMMvkX4PTaCFEEIIUTFJDW4FsGvXLhwdHbWWNm3alOrYmjVrEhkZyaRJk6hevTqjR49+YNsaNWqQlJREYWEhL730Ek2aNCEkJAQbGxsMDP7vP5U333yTf/75h+bNm/POO+/w3nvvMXz4cJ3OycjIiLCwMDw9PWnXrh2VKlVi7dq1AJiZmbF//35q167NK6+8gru7O8HBwdy+fRsrKyvMzMw4ffo0/fr1o0GDBgwfPpx33nmHt99+W6cYhBBCCKGfFPW9DzAV4hE6dOhA06ZNWbBgQXmH8thyc3OxtrYmJydHZnCFEEKICkKX72+ZwRVCCCGEEHpFElwhhBBCCKFX5CYzoZPExMTyDkEIIYQQ4qFkBlcIIYQQQugVSXCFEEIIIYRekQRX6Cw9PZ0ZM2aQl5dX3qEIIYQQQpTwXNbgxsXFERISQnZ2dpn0FxQURHZ2Nlu2bCmT/p5lKpWK/v37Exwc/MAXRtzL2dmZkJAQQkJCnn5wOmocvhsDY7PyDkPcR/qsHuUdghBCiAqsQiS4z3oCuXDhQp6Xxwm///77vPTSS4wYMaJU7Y8ePYq5uflTjkoIIYQQ4v9UiAT3WWdtbV3eIfxnlixZUqp2+fn5GBkZYW9v/5QjEkIIIYTQViFrcDt06MCYMWOYMGECdnZ2ODg4EBERodUmOzubt99+m+rVq2NiYkLjxo3Ztm3bffsLCgqiT58+WttCQkLo0KGDZn3Dhg00adIEU1NTqlSpQpcuXbh58+Z9j1epVIwZM4Zq1aphYmJCmzZtOHr0qGZ/YmIiiqKQkJCAr68vZmZmtGrVijNnzjzwnNPT01EUhU2bNtGxY0fMzMzw8vLi4MGDmjYRERE0bdpU67gFCxbg7Oxc4lxnzpxJ9erVsbGxYdq0ady5c4fx48djZ2dHrVq1iI2N1eonMzOTAQMGYGNjg52dHb179yY9Pb1Ev1FRUdSoUQM3NzfgbonCvW89O3fuHO3atcPExAQPDw/27NmDoiia2fnia3Nv+UhycjKKomiNd+DAAdq2bYupqSlOTk6MGTNG8+/xbyqVitzcXK1FCCGEEPqrQia4AKtWrcLc3JzDhw8zZ84cpk2bxp49ewAoKiqiW7duJCUl8dVXX3Hq1ClmzZpFpUqVHmusrKwsBg0axJAhQ0hNTSUxMZFXXnnlgWUJEyZMYOPGjaxatYqffvoJFxcX/Pz8uH79ula7yZMnExMTw7FjxzA0NGTIkCGPjGXy5MmEhoaSnJxMgwYNGDRoEHfu3NHpfL7//nsuXbrE/v37mTdvHuHh4fTs2RNbW1sOHz7MiBEjePvtt/n9998BKCgowM/PD0tLS3744QeSkpKwsLDA39+f/Px8Tb8JCQmcOXOGPXv23PePiaKiIl555RWMjIw4fPgwy5YtY+LEiTrFDpCWloa/vz/9+vXj559/Zt26dRw4cIDRo0fft310dDTW1taaxcnJSecxhRBCCFFxVNgSBU9PT8LDwwFwdXVl8eLFJCQk0LVrV+Lj4zly5Aipqak0aNAAgHr16j32WFlZWdy5c4dXXnmFOnXqANCkSZP7tr158yZLly4lLi6Obt26AbB8+XL27NnDypUrGT9+vKZtVFQU7du3B2DSpEn06NGD27dvY2Ji8sBYQkND6dHj7g04kZGRNGrUiPPnz9OwYcNSn4+dnR2LFi3CwMAANzc35syZw61bt/jggw8ACAsLY9asWRw4cICBAweybt06ioqKWLFiBYqiABAbG4uNjQ2JiYm89NJLAJibm7NixQqMjIzuO258fDynT59m9+7d1KhRA4CZM2dqrlNpRUdHExgYqLlxzdXVlUWLFtG+fXuWLl1a4vqFhYUxduxYzXpubq4kuUIIIYQeq9AJ7r0cHR25cuUKcPcn7Vq1ammS2yfl5eVF586dadKkCX5+frz00ku8+uqr2NralmiblpZGQUEBrVu31myrXLkyzZs3JzU19YHn4OjoCMCVK1eoXbv2A2N50DG6JLiNGjXCwOD/Ju+rV69O48aNNeuVKlWiSpUqmuuZkpLC+fPnsbS01Orn9u3bpKWladabNGnywOQWIDU1FScnJ01yC9CyZctSx10sJSWFn3/+mdWrV2u2qdVqioqKuHDhAu7u7lrtjY2NMTY21nkcIYQQQlRMFTbBrVy5sta6oigUFRUBYGpqqlNfBgYGJcoNCgoKNJ8rVarEnj17+PHHH/nuu+/4+OOPmTx5MocPH6Zu3bqPeQba51A8M1p8Do9zzKPO4359FPfzsOuZl5fHCy+8oJVQFrv3JrKyeFpCceJ973n8+xzy8vJ4++23GTNmTInjH/bHgRBCCCGeDxW2BvdhPD09+f333zl79myp2tvb25OVlaW1LTk5WWtdURRat25NZGQkJ06cwMjIiM2bN5foq379+hgZGZGUlKTZVlBQwNGjR/Hw8ND9ZHRgb2/P5cuXtZLDf5/H4/Dx8eHcuXNUq1YNFxcXrUWXJ0i4u7uTmZmpda0PHTpU4hwArTb/PgcfHx9OnTpVIhYXF5eHziALIYQQ4vlQYWdwH6Z9+/a0a9eOfv36MW/ePFxcXDh9+jSKouDv71+ifadOnfjoo4/44osvaNmyJV999RW//PIL3t7eABw+fJiEhAReeuklqlWrxuHDh7l69WqJn8Lh7izmyJEjNU8kqF27tqbGNTg4+Kmed4cOHbh69Spz5szh1VdfZdeuXezcuRMrK6sn6jcwMJCPPvqI3r17M23aNGrVqsXFixfZtGkTEyZMoFatWqXqp0uXLjRo0IDBgwfz0UcfkZuby+TJk7XauLi44OTkREREBFFRUZw9e5aYmBitNhMnTuTFF19k9OjRDB06FHNzc06dOsWePXtYvHhxqc/rl0i/J742QgghhHj26OUMLsDGjRtp1qwZgwYNwsPDgwkTJlBYWHjftn5+fkyZMoUJEybQrFkz/v77b958803NfisrK/bv30/37t1p0KABH374ITExMQ+8OWrWrFn069ePN954Ax8fH86fP8/u3bvvW7Nbltzd3VmyZAmffPIJXl5eHDlyhNDQ0Cfu18zMjP3791O7dm1eeeUV3N3dCQ4O5vbt2zoliAYGBmzevJl//vmH5s2bM3ToUKKiorTaVK5cmTVr1nD69Gk8PT2ZPXs2M2bM0Grj6enJvn37OHv2LG3btsXb25upU6dq1fYKIYQQ4vmlqJ+XV3CJZ5aiKGzevLnEs4ifltzcXKytrcnJyZEZXCGEEKKC0OX7W29ncIUQQgghxPNJElwhhBBCCKFX9PImM1GxSJWMEEIIIcqSzOAKIYQQQgi9IgmuEEIIIYTQK5LgPueCgoLK9OkFcXFx2NjYlFl/QgghhBC6khrcCuTgwYO0adMGf39/tm/fXiZ9Lly48KnWwEZERLBly5YyeaNaWWscvhsDY7PyDkPcR/qsHuUdghBCiApMZnArkJUrV/Luu++yf/9+Ll269ER9FRYWUlRUhLW1dYWYcVWr1dy5c6e8wxBCCCFEBSAJbgWRl5fHunXrGDlyJD169CAuLk5r/9atW3F1dcXExISOHTuyatUqFEUhOzsb+L/Sga1bt+Lh4YGxsTEZGRklShSKioqYM2cOLi4uGBsbU7t2bc3bxhITE7X6BEhOTkZRFNLT00vEHBcXR2RkJCkpKSiKgqIoxMXFkZ6ejqIoWrO62dnZKIpCYmKi1lg7d+7khRdewNjYmAMHDlBUVER0dDR169bF1NQULy8vNmzYUAZXWAghhBD6QkoUKoj169fTsGFD3NzceP311wkJCSEsLAxFUbhw4QKvvvoq7733HkOHDuXEiRP3fUXvrVu3mD17NitWrKBKlSpUq1atRJuwsDCWL1/O/PnzadOmDVlZWZw+ffqxYg4ICOCXX35h165dxMfHA2Btbc2ff/5Z6j4mTZrE3LlzqVevHra2tkRHR/PVV1+xbNkyXF1d2b9/P6+//jr29va0b9/+vn2oVCpUKpVmPTc397HORwghhBAVgyS4FcTKlSt5/fXXAfD39ycnJ4d9+/bRoUMHPv30U9zc3Pjoo48AcHNz45dfftHMvBYrKChgyZIleHl53XeMv//+m4ULF7J48WIGDx4MQP369WnTps1jxWxqaoqFhQWGhoY4ODg8Vh/Tpk2ja9euwN1EdebMmcTHx9OyZUsA6tWrx4EDB/j0008fmOBGR0cTGRn5WOMLIYQQouKREoUK4MyZMxw5coRBgwYBYGhoSEBAACtXrtTsb9asmdYxzZs3L9GPkZERnp6eDxwnNTUVlUpF586dyzD6J+Pr66v5fP78eW7dukXXrl2xsLDQLF988QVpaWkP7CMsLIycnBzNkpmZ+V+ELoQQQohyIjO4FcDKlSu5c+cONWrU0GxTq9UYGxuzePHiUvdjamqKoigP3f8wBgYGmrGLFRQUlHr8x+nH3Nxc8zkvLw+A7du3U7NmTa12xsbGDxzP2Nj4ofuFEEIIoV9kBvcZd+fOHb744gtiYmJITk7WLCkpKdSoUYM1a9bg5ubGsWPHtI47evSozmO5urpiampKQkLCfffb29sDkJWVpdn2qMd/GRkZUVhY+MT9AFo3x7m4uGgtTk5OjzxeCCGEEM8HmcF9xm3bto0bN24QHByMtbW11r5+/fqxcuVK1q9fz7x585g4cSLBwcEkJydrnrLwsBnbfzMxMWHixIlMmDABIyMjWrduzdWrV/n1118JDg7WJJIRERFERUVx9uxZYmJiHtqns7MzFy5cIDk5mVq1amFpaYmpqSkvvvgis2bNom7duly5coUPP/zwkfFZWloSGhrK+++/T1FREW3atCEnJ4ekpCSsrKw0dcOl9UukH1ZWVjodI4QQQohnn8zgPuNWrlxJly5dSiS3cDfBPXbsGH///TcbNmxg06ZNeHp6snTpUiZPngw8/Kf7+5kyZQrjxo1j6tSpuLu7ExAQwJUrVwCoXLkya9as4fTp03h6ejJ79mxmzJjx0P769euHv78/HTt2xN7enjVr1gDw+eefc+fOHV544QVCQkIe2U+x6dOnM2XKFKKjo3F3d9e89KJu3bo6nacQQggh9JeifpqvsRLlJioqimXLlskNVfeRm5uLtbU1OTk5MoMrhBBCVBC6fH9LiYKeWLJkCc2aNaNKlSokJSXx0UcfMXr06PIOSwghhBDiPycJrp44d+4cM2bM4Pr169SuXZtx48YRFhZW3mEJIYQQQvznpERBPHekREEIIYSoeHT5/pabzIQQQgghhF6RBFcIIYQQQugVSXCFEEIIIYRekZvMRAnp6enUrVuXEydO0LRp06c2TmJiIh07duTGjRvY2Ng8tXEepHH4bgyMzf7zcZ9H6bN6lHcIQgghniMyg1uBBAUFoSgKiqJgZGSEi4sL06ZN486dO488Ni4urtRJpJOTE1lZWTRu3PgJI364Vq1akZWVdd+XWAghhBBCPC6Zwa1g/P39iY2NRaVSsWPHDt555x0qV65cZo8Ey8/Px8jICAcHhzLp72H+q3GEEEII8XyRGdwKxtjYGAcHB+rUqcPIkSPp0qULW7duZd68eTRp0gRzc3OcnJwYNWoUeXl5wN1SgLfeeoucnBzNDHBERAQAzs7OTJ8+nTfffBMrKyuGDx9Oeno6iqKQnJysOV5RFHbv3o23tzempqZ06tSJK1eusHPnTtzd3bGysuK1117j1q1bmlhVKhVjxoyhWrVqmJiY0KZNG44eParZX9xvdnY28H+zzLt378bd3R0LCwv8/f3JysrSugYrVqzA3d0dExMTGjZsyJIlS57eBRdCCCFEhSMJbgVnampKfn4+BgYGLFq0iF9//ZVVq1bx/fffM2HCBOBuKcCCBQuwsrIiKyuLrKwsQkNDNX3MnTsXLy8vTpw4wZQpUx44VkREBIsXL+bHH38kMzOTAQMGsGDBAr7++mu2b9/Od999x8cff6xpP2HCBDZu3MiqVav46aefcHFxwc/Pj+vXrz9wjFu3bjF37ly+/PJL9u/fT0ZGhlasq1evZurUqURFRZGamsrMmTOZMmUKq1atemCfKpWK3NxcrUUIIYQQ+ksS3ApKrVYTHx/P7t276dSpEyEhIXTs2BFnZ2c6derEjBkzWL9+PXC3FMDa2hpFUXBwcMDBwQELCwtNX506dWLcuHHUr1+f+vXrP3DMGTNm0Lp1a7y9vQkODmbfvn0sXboUb29v2rZty6uvvsrevXsBuHnzJkuXLuWjjz6iW7dueHh4sHz5ckxNTVm5cuUDxygoKGDZsmX4+vri4+PD6NGjSUhI0OwPDw8nJiaGV155hbp16/LKK6/w/vvv8+mnnz6wz+joaKytrTWLk5NTqa+zEEIIISoeqcGtYLZt24aFhQUFBQUUFRXx2muvERERQXx8PNHR0Zw+fZrc3Fzu3LnD7du3uXXrFmZmD39SgK+vb6nG9vT01HyuXr06ZmZm1KtXT2vbkSNHAEhLS6OgoIDWrVtr9leuXJnmzZuTmpr6wDHMzMy0kmxHR0euXLkC3E2a09LSCA4OZtiwYZo2d+7ceeiNamFhYYwdO1aznpubK0muEEIIocckwa1gOnbsyNKlSzEyMqJGjRoYGhqSnp5Oz549GTlyJFFRUdjZ2XHgwAGCg4PJz89/ZIJrbm5eqrErV66s+awoitZ68baioiLdT+oBYxT3Wfw26eKa4uXLl9OiRQutdpUqVXpgn8bGxhgbGz9RXEIIIYSoOCTBrWDMzc1xcXHR2nb8+HGKioqIiYnBwOBu1UlxeUIxIyMjCgsL/7M469evj5GREUlJSdSpUwe4W35w9OhRQkJCHqvP6tWrU6NGDX777TcCAwPLMFohhBBC6BNJcPWAi4sLBQUFfPzxx/Tq1YukpCSWLVum1cbZ2Zm8vDwSEhLw8vLCzMzskTO7T8Lc3JyRI0cyfvx47OzsqF27NnPmzOHWrVsEBwc/dr+RkZGMGTMGa2tr/P39UalUHDt2jBs3bmiVIZTGL5F+WFlZPXYsQgghhHg2yU1mesDLy4t58+Yxe/ZsGjduzOrVq4mOjtZq06pVK0aMGEFAQAD29vbMmTPnqcc1a9Ys+vXrxxtvvIGPjw/nz59n9+7d2NraPnafQ4cOZcWKFcTGxtKkSRPat29PXFwcdevWLcPIhRBCCFGRKeriAkchnhO5ublYW1uTk5MjM7hCCCFEBaHL97fM4AohhBBCCL0iCa4QQgghhNArkuAKIYQQQgi9IgmuEEIIIYTQK5LgCiGEEEIIvSIJrhBCCCGE0CvyoocKRlGUh+4PDw8nIiLivwnmP+Ls7ExISMhjvwHtQRqH78bA+Om97EL8n/RZPco7BCGEEM8RSXArmKysLM3ndevWMXXqVM6cOaPZZmFhofmsVqspLCzE0LBi/jPn5+djZGRU3mEIIYQQooKREoUKxsHBQbNYW1ujKIpm/fTp01haWrJz505eeOEFjI2NOXDgAGlpafTu3Zvq1atjYWFBs2bNiI+P1+rX2dmZmTNnMmTIECwtLalduzafffaZZn9+fj6jR4/G0dERExMT6tSpo/W2NEVRWLp0Kd26dcPU1JR69eqxYcMGrTFOnjxJp06dMDU1pUqVKgwfPpy8vDzN/qCgIPr06UNUVBQ1atTAzc2NDh06cPHiRd5//30URdHMYF+8eJFevXpha2uLubk5jRo1YseOHU/jkgshhBCigpEEVw9NmjSJWbNmkZqaiqenJ3l5eXTv3p2EhAROnDiBv78/vXr1IiMjQ+u4mJgYfH19OXHiBKNGjWLkyJGa2eFFixaxdetW1q9fz5kzZ1i9ejXOzs5ax0+ZMoV+/fqRkpJCYGAgAwcOJDU1FYCbN2/i5+eHra0tR48e5ZtvviE+Pp7Ro0dr9ZGQkMCZM2fYs2cP27ZtY9OmTdSqVYtp06aRlZWlmcF+5513UKlU7N+/n5MnTzJ79myt2et7qVQqcnNztRYhhBBC6K+K+du1eKhp06bRtWtXzbqdnR1eXl6a9enTp7N582a2bt2qlWB2796dUaNGATBx4kTmz5/P3r17cXNzIyMjA1dXV9q0aYOiKNSpU6fEuP3792fo0KGaMfbs2cPHH3/MkiVL+Prrr7l9+zZffPEF5ubmACxevJhevXoxe/ZsqlevDoC5uTkrVqzQKk2oVKkSlpaWODg4aLZlZGTQr18/mjRpAkC9evUeeD2io6OJjIws/QUUQgghRIUmM7h6yNfXV2s9Ly+P0NBQ3N3dsbGxwcLCgtTU1BIzuJ6enprPxaUPV65cAe6WDyQnJ+Pm5saYMWP47rvvSozbsmXLEuvFM7ipqal4eXlpkluA1q1bU1RUpFVD3KRJk1LV3Y4ZM4YZM2bQunVrwsPD+fnnnx/YNiwsjJycHM2SmZn5yP6FEEIIUXFJgquH7k0iAUJDQ9m8eTMzZ87khx9+IDk5mSZNmpCfn6/VrnLlylrriqJQVFQEgI+PDxcuXGD69On8888/DBgwgFdfffWpx/4gQ4cO5bfffuONN97g5MmT+Pr68vHHH9+3rbGxMVZWVlqLEEIIIfSXJLjPgaSkJIKCgujbty9NmjTBwcGB9PR0nfuxsrIiICCA5cuXs27dOjZu3Mj169c1+w8dOqTV/tChQ7i7uwPg7u5OSkoKN2/e1IrLwMAANze3h45rZGREYWFhie1OTk6MGDGCTZs2MW7cOJYvX67zOQkhhBBC/0iC+xxwdXVl06ZNJCcnk5KSwmuvvaaZmS2tefPmsWbNGk6fPs3Zs2f55ptvcHBwwMbGRtPmm2++4fPPP+fs2bOEh4dz5MgRTY1vYGAgJiYmDB48mF9++YW9e/fy7rvv8sYbb2jqbx/E2dmZ/fv388cff/DXX38BEBISwu7du7lw4QI//fQTe/fu1STTQgghhHi+yU1mz4F58+YxZMgQWrVqRdWqVZk4caLOTxKwtLRkzpw5nDt3jkqVKtGsWTN27NiBgcH//Y0UGRnJ2rVrGTVqFI6OjqxZswYPDw8AzMzM2L17N++99x7NmjXDzMyMfv36MW/evEeOPW3aNN5++23q16+PSqXSPN/3nXfe4ffff8fKygp/f3/mz5+v0zn9Eukn5QpCCCGEHlLUarW6vIMQFZ+iKGzevJk+ffqUdyiPlJubi7W1NTk5OZLgCiGEEBWELt/fUqIghBBCCCH0iiS4QgghhBBCr0gNrigTUukihBBCiGeFzOAKIYQQQgi9IgmuEEIIIYTQKxUqwb1x4waRkZFkZWWVdyj39azHJ4QQQgjxPKgwNbhqtZrBgwfj4eGBo6PjUx8vLi6OkJAQsrOzS9W+tPGlp6dTt25dTpw4QdOmTUsdz2effcb06dP5448/mDdvHiEhIaU+tjw5OzsTEhLyTMbbOHw3BsZm5R3GMyN9Vo/yDkEIIYQoE+U6g3v16lVGjhxJ7dq1MTY2xsHBAT8/P5KSkkq0/eijj7CysiI6Ovo/iS0gIICzZ89q1iMiIh6akJY2PicnJ7KysmjcuHGpY8nNzWX06NFMnDiRP/74g+HDh5f62P9KXFyc1lvNih09evSZjFcIIYQQ+qtcZ3D79etHfn4+q1atol69evz5558kJCRw7dq1Em0nTJjwn8VVUFCAqakppqampT6mtPFVqlQJBwcHneLJyMigoKCAHj16PNHsdUFBAZUrV37s4x+Hvb39fzqeEEIIIUS5zeBmZ2fzww8/MHv2bDp27EidOnVo3rw5YWFhvPzyy1rthg4dir29PVZWVnTq1ImUlBStvr799luaNWuGiYkJVatWpW/fvpp9iqKwZcsWrfY2NjbExcUBd0sGFEVh3bp1tG/fHhMTE1avXq01IxkXF0dkZCQpKSkoioKiKJrjSxPfvYrHS05OBiAxMRFFUUhISMDX1xczMzNatWrFmTNnNGM3adIEgHr16qEoCunp6QAsXbqU+vXrY2RkhJubG19++aXWWIqisHTpUl5++WXMzc2JiorSzER//vnn1K5dGwsLC0aNGkVhYSFz5szBwcGBatWqERUVpdXXvHnzaNKkCebm5jg5OTFq1Cjy8vI05/DWW2+Rk5OjuT4RERHA3RKFBQsWaPo5d+4c7dq1w8TEBA8PD/bs2aP1b1R8Pe4tDUlOTtY6b4ADBw7Qtm1bTE1NcXJyYsyYMdy8efOB110IIYQQz49yS3AtLCywsLBgy5YtqFSqB7br378/V65cYefOnRw/fhwfHx86d+7M9evXAdi+fTt9+/ale/funDhxgoSEBJo3b65zPJMmTeK9994jNTUVPz8/rX0BAQGMGzeORo0akZWVRVZWFgEBAaWKr7QmT55MTEwMx44dw9DQkCFDhmjGjo+PB+DIkSNkZWXh5OTE5s2bee+99xg3bhy//PILb7/9Nm+99RZ79+7V6jciIoK+ffty8uRJTZ9paWns3LmTXbt2sWbNGlauXEmPHj34/fff2bdvH7Nnz+bDDz/k8OHDmn4MDAxYtGgRv/76K6tWreL777/XzFq3atWKBQsWYGVlpbk+oaGhJc6xqKiIV155BSMjIw4fPsyyZcuYOHGiTtepOH5/f3/69evHzz//zLp16zhw4ACjR4++b3uVSkVubq7WIoQQQgj9VW4lCoaGhsTFxTFs2DCWLVuGj48P7du3Z+DAgXh6egJ3Z+mOHDnClStXMDY2BmDu3Lls2bKFDRs2MHz4cKKiohg4cCCRkZGavr28vHSOJyQkhFdeeeW++0xNTbGwsMDQ0FCrvKA08ZVWVFQU7du3B+4m2z169OD27duYmppSpUoV4O7P/cXjz507l6CgIEaNGgXA2LFjOXToEHPnzqVjx46afl977TXeeustrbGKior4/PPPsbS0xMPDg44dO3LmzBl27NiBgYEBbm5uzJ49m71799KiRQvN9Snm7OzMjBkzGDFiBEuWLMHIyAhra2sURXlo+UV8fDynT59m9+7d1KhRA4CZM2fSrVu3Ul8ngOjoaAIDAzUxubq6smjRItq3b8/SpUsxMTEp0f7e/z6EEEIIod/K9Sazfv36cenSJbZu3Yq/vz+JiYn4+Phofv5PSUkhLy+PKlWqaGZ8LSwsuHDhAmlpacDdn687d+78xLH4+vrqfExp4iut4qQe0NTZXrly5YHtU1NTad26tda21q1bk5qaqrXtfufl7OyMpaWlZr169ep4eHhgYGCgte3e8ePj4+ncuTM1a9bE0tKSN954g2vXrnHr1q1SnuHdmJ2cnDTJLUDLli1LfXyxlJQU4uLitK65n58fRUVFXLhwoUT7sLAwcnJyNEtmZqbOYwohhBCi4ij3x4SZmJjQtWtXunbtypQpUxg6dCjh4eEEBQWRl5eHo6MjiYmJJY4rro991I1giqKUeI1sQUFBiXbm5uY6x16a+Err3pu/FEUB7s60Pqn7nde/bzRTFOW+24rHT09Pp2fPnowcOZKoqCjs7Ow4cOAAwcHB5OfnY2ZWdo/aKk6y7/03+/e/V15eHm+//TZjxowpcXzt2rVLbDM2NtbMsAshhBBC/5V7gvtvHh4emhuOfHx8uHz5MoaGhjg7O9+3vaenJwkJCSV+hi9mb2+v9eKFc+fO6TTrWMzIyIjCwkKtbaWJ72lxd3cnKSmJwYMHa7YlJSXh4eFR5mMdP36coqIiYmJiNAno+vXrtdrc7/rcL+bMzEyysrI0s9SHDh3SalP81IWsrCxsbW0BNDfkFfPx8eHUqVO4uLg89jkJIYQQQn+VW4J77do1+vfvz5AhQ/D09MTS0pJjx44xZ84cevfuDUCXLl1o2bIlffr0Yc6cOTRo0IBLly5pbizz9fUlPDyczp07U79+fQYOHMidO3fYsWOH5ualTp06sXjxYlq2bElhYSETJ058rEdlOTs7c+HCBZKTk6lVqxaWlpaliu9pGT9+PAMGDMDb25suXbrw7bffsmnTJs0NaWXJxcWFgoICPv74Y3r16kVSUhLLli3TauPs7ExeXh4JCQl4eXlhZmZWYma3S5cuNGjQgMGDB/PRRx+Rm5vL5MmTS4zl5OREREQEUVFRnD17lpiYGK02EydO5MUXX2T06NEMHToUc3NzTp06xZ49e1i8eHGpz+uXSD+srKx0vBpCCCGEeNaV61MUWrRowfz582nXrh2NGzdmypQpDBs2TJOkKIrCjh07aNeuHW+99RYNGjRg4MCBXLx4kerVqwPQoUMHvvnmG7Zu3UrTpk3p1KkTR44c0YwTExODk5MTbdu25bXXXiM0NPSxflLv168f/v7+dOzYEXt7e9asWVOq+J6WPn36sHDhQubOnUujRo349NNPiY2NpUOHDmU+lpeXF/PmzWP27Nk0btyY1atXl3ihRatWrRgxYgQBAQHY29szZ86cEv0YGBiwefNm/vnnH5o3b87QoUNLPI6scuXKrFmzhtOnT+Pp6cns2bOZMWOGVhtPT0/27dvH2bNnadu2Ld7e3kydOlWrtlcIIYQQzy9F/e8CVSH+Y4qisHnzZvr06fOfjJf7/9q795im7vcP4O9KaUWBIteCysUbDhUWEBhZhgpEUOfwkomORHBOs4lOQafxwpC4ffGyZRNjtmVO2BIFphGdmzgJCurEGwjiZEQ7HDi5TB1X5TJ6fn8s9LcKiih67On7lTRpz/n09Hl80vDk46fn09AAlUqF+vp6zuASEREZiN78/Rb1LgpERERERH2NDS4RERERScoLdxcFMj5cJUNERER9iTO4RERERCQpbHAl4u+//0ZiYqLePX+JiIiIjBEbXAkQBAFRUVG4f/++bgMFKZHJZLrNP4iIiIh6wjW4L6Do6Gh8++23AAC5XA5ra2t4enpi3rx5iI6O1u0m1mnbtm2wtLTscm9aQ7Nx40YcPHiwy85l/93VrC+NTfgZ/ZR9t82wobuxeZrYIRAREfUJNrgvqLCwMKSkpKCjowM1NTU4evQoli9fjv379+OHH36AXP7/pVu9erWIkfasra0NCoXiid+vVqv7MBoiIiKSOi5ReEEplUqo1WoMHjwY3t7eWLduHQ4dOoSsrCykpqYCAOrq6vDOO+/Azs4OlpaWCAoKQnFxse4aGzduxMsvv4zdu3fD2dkZ5ubmWLJkCTo6OrB161ao1WrY29t32U2soqIC4eHhMDc3h6WlJebMmYOamhq9MYcPH4avry/69+8PW1tbzJw5U3fO1dUVmzZtwvz582FpaYnFixcD+HeL3VGjRmHAgAEYNmwY4uPj0d7eDgBITU1FYmIiiouLIZPJIJPJdHk+uEShsrISc+bMgZWVFaytrREeHo4bN2700b88ERERGTo2uAYkKCgIXl5eOHDgAADgzTffRG1tLbKyslBQUABvb28EBwfj7t27uvdoNBpkZWXh6NGjSEtLwzfffINp06bh5s2byMvLw5YtW7BhwwacO3cOAKDVahEeHo67d+8iLy8P2dnZ+P333xEREaG75k8//YSZM2di6tSpuHTpEnJycuDn56cX6yeffAIvLy9cunQJ8fHxAAALCwukpqbi6tWr2L59O77++mt89tlnAICIiAisXLkSY8aMQVVVFaqqqvQ+s1N7eztCQ0NhYWGBU6dO4ZdffoG5uTnCwsLQ1tbW7b9ba2srGhoa9B5EREQkXVyiYGBGjx6Ny5cv4/Tp0zh//jxqa2uhVCoB/NtUHjx4EPv379fNmmq1WuzevRsWFhbw8PDApEmTUFZWhiNHjqBfv35wd3fHli1bcOLECfj7+yMnJwclJSUoLy/H0KFDAQDfffcdxowZgwsXLsDX1xcff/wx5s6di8TERF1cXl5eenEGBQVh5cqVesc2bNige+7q6opVq1YhPT0dq1evhpmZGczNzSGXyx+5JCEjIwNarRa7du2CTCYDAKSkpMDKygq5ubmYPHlyl/ckJSXpxUpERETSxgbXwAiCAJlMhuLiYjQ1NcHGxkbv/P3796HRaHSvXV1dYWFhoXvt4OAAExMTvR+qOTg4oLa2FgBQWlqKoUOH6ppbAPDw8ICVlRVKS0vh6+uLoqIiLFq06JFxjh8/vsuxjIwMJCcnQ6PRoKmpCf/880+Pe0k/qLi4GNevX9fLCQBaWlr08v6vtWvXIi4uTve6oaFBLz8iIiKSFja4Bqa0tBRubm5oamqCo6MjcnNzu4yxsrLSPTc1NdU7J5PJuj2m1WofOwYzM7MexwwcOFDvdX5+PiIjI5GYmIjQ0FCoVCqkp6fj008/fezPBYCmpib4+Phgz549Xc7Z2dl1+x6lUqmb5SYiIiLpY4NrQI4fP46SkhLExsZiyJAhqK6uhlwuh6ura599xksvvYTKykpUVlbqZjmvXr2Kuro6eHh4AAA8PT2Rk5ODBQsWPPZ1z5w5AxcXF6xfv1537I8//tAbo1Ao0NHR8cjreHt7IyMjA/b29r2e/SUiIiLjwB+ZvaBaW1tRXV2NP//8E4WFhfjf//6H8PBwvP7665g/fz5CQkIQEBCAGTNm4NixY7hx4wbOnDmD9evX4+LFi0/8uSEhIRg3bhwiIyNRWFiI8+fPY/78+ZgwYYJu2UFCQgLS0tKQkJCA0tJSlJSUYMuWLY+87siRI1FRUYH09HRoNBokJycjMzNTb4yrqyvKy8tRVFSE27dvo7W1tct1IiMjYWtri/DwcJw6dQrl5eXIzc3F+++/j5s3bz5x3kRERCQdnMF9QR09ehSOjo6Qy+UYNGgQvLy8kJycjKioKN362SNHjmD9+vVYsGAB/vrrL6jVagQGBsLBweGJP1cmk+HQoUNYtmwZAgMD0a9fP4SFhWHHjh26MRMnTsS+ffuwadMmbN68GZaWlggMDHzkdd944w3ExsZi6dKlaG1txbRp0xAfH4+NGzfqxsyePRsHDhzApEmTUFdXh5SUFERHR+tdZ8CAATh58iTWrFmDWbNmobGxEYMHD0ZwcHCvZ3SvJIZyFpiIiEiCZIIgCGIHQfQ8NTQ0QKVSob6+ng0uERGRgejN328uUSAiIiIiSeESBTI6nf9pwQ0fiIiIDEfn3+3HWXzABpeMzp07dwCA98IlIiIyQI2NjVCpVI8cwwaXjI61tTUAoKKioscviCHr3NCisrJSsmuNjSFHgHlKiTHkCBhHnsaQI/Bi5SkIAhobG+Hk5NTjWDa4ZHQ670KhUqlE/7I+D5aWlpLP0xhyBJinlBhDjoBx5GkMOQIvTp6POzHFH5kRERERkaSwwSUiIiIiSWGDS0ZHqVQiISEBSqVS7FCeKWPI0xhyBJinlBhDjoBx5GkMOQKGmyc3eiAiIiIiSeEMLhERERFJChtcIiIiIpIUNrhEREREJClscImIiIhIUtjgktHZuXMnXF1d0b9/f/j7++P8+fNih9RnNm7cCJlMpvcYPXq02GE9tZMnT2L69OlwcnKCTCbDwYMH9c4LgoAPP/wQjo6OMDMzQ0hICK5duyZOsE+hpzyjo6O71DcsLEycYJ9QUlISfH19YWFhAXt7e8yYMQNlZWV6Y1paWhATEwMbGxuYm5tj9uzZqKmpESni3nucHCdOnNillu+++65IET+ZL774Ap6enroNAAICApCVlaU7b+h17NRTnlKo5YM2b94MmUyGFStW6I4ZWj3Z4JJRycjIQFxcHBISElBYWAgvLy+EhoaitrZW7ND6zJgxY1BVVaV7nD59WuyQnlpzczO8vLywc+fObs9v3boVycnJ+PLLL3Hu3DkMHDgQoaGhaGlpec6RPp2e8gSAsLAwvfqmpaU9xwifXl5eHmJiYnD27FlkZ2ejvb0dkydPRnNzs25MbGwsDh8+jH379iEvLw+3bt3CrFmzRIy6dx4nRwBYtGiRXi23bt0qUsRPZsiQIdi8eTMKCgpw8eJFBAUFITw8HL/++isAw69jp57yBAy/lv914cIFfPXVV/D09NQ7bnD1FIiMiJ+fnxATE6N73dHRITg5OQlJSUkiRtV3EhISBC8vL7HDeKYACJmZmbrXWq1WUKvVwrZt23TH6urqBKVSKaSlpYkQYd94ME9BEISoqCghPDxclHieldraWgGAkJeXJwjCv7UzNTUV9u3bpxtTWloqABDy8/PFCvOpPJijIAjChAkThOXLl4sX1DMyaNAgYdeuXZKs43915ikI0qplY2OjMHLkSCE7O1svL0OsJ2dwyWi0tbWhoKAAISEhumP9+vVDSEgI8vPzRYysb127dg1OTk4YNmwYIiMjUVFRIXZIz1R5eTmqq6v16qpSqeDv7y+punbKzc2Fvb093N3d8d577+HOnTtih/RU6uvrAQDW1tYAgIKCArS3t+vVc/To0XB2djbYej6YY6c9e/bA1tYWY8eOxdq1a3Hv3j0xwusTHR0dSE9PR3NzMwICAiRZR6Brnp2kUsuYmBhMmzZNr26AYX4v5WIHQPS83L59Gx0dHXBwcNA77uDggN9++02kqPqWv78/UlNT4e7ujqqqKiQmJuK1117DlStXYGFhIXZ4z0R1dTUAdFvXznNSERYWhlmzZsHNzQ0ajQbr1q3DlClTkJ+fDxMTE7HD6zWtVosVK1bg1VdfxdixYwH8W0+FQgErKyu9sYZaz+5yBIC33noLLi4ucHJywuXLl7FmzRqUlZXhwIEDIkbbeyUlJQgICEBLSwvMzc2RmZkJDw8PFBUVSaqOD8sTkE4t09PTUVhYiAsXLnQ5Z4jfSza4RBIyZcoU3XNPT0/4+/vDxcUF33//PRYuXChiZNQX5s6dq3s+btw4eHp6Yvjw4cjNzUVwcLCIkT2ZmJgYXLlyRRLrxB/mYTkuXrxY93zcuHFwdHREcHAwNBoNhg8f/rzDfGLu7u4oKipCfX099u/fj6ioKOTl5YkdVp97WJ4eHh6SqGVlZSWWL1+O7Oxs9O/fX+xw+gSXKJDRsLW1hYmJSZdffdbU1ECtVosU1bNlZWWFUaNG4fr162KH8sx01s6Y6tpp2LBhsLW1Ncj6Ll26FD/++CNOnDiBIUOG6I6r1Wq0tbWhrq5Ob7wh1vNhOXbH398fAAyulgqFAiNGjICPjw+SkpLg5eWF7du3S6qOwMPz7I4h1rKgoAC1tbXw9vaGXC6HXC5HXl4ekpOTIZfL4eDgYHD1ZINLRkOhUMDHxwc5OTm6Y1qtFjk5OXprqaSkqakJGo0Gjo6OYofyzLi5uUGtVuvVtaGhAefOnZNsXTvdvHkTd+7cMaj6CoKApUuXIjMzE8ePH4ebm5veeR8fH5iamurVs6ysDBUVFQZTz55y7E5RUREAGFQtu6PVatHa2iqJOj5KZ57dMcRaBgcHo6SkBEVFRbrH+PHjERkZqXtuaPXkEgUyKnFxcYiKisL48ePh5+eHzz//HM3NzViwYIHYofWJVatWYfr06XBxccGtW7eQkJAAExMTzJs3T+zQnkpTU5PebEh5eTmKiopgbW0NZ2dnrFixAh999BFGjhwJNzc3xMfHw8nJCTNmzBAv6CfwqDytra2RmJiI2bNnQ61WQ6PRYPXq1RgxYgRCQ0NFjLp3YmJisHfvXhw6dAgWFha69XsqlQpmZmZQqVRYuHAh4uLiYG1tDUtLSyxbtgwBAQF45ZVXRI7+8fSUo0ajwd69ezF16lTY2Njg8uXLiI2NRWBgYJdbM73I1q5diylTpsDZ2RmNjY3Yu3cvcnNz8fPPP0uijp0eladUamlhYaG3RhwABg4cCBsbG91xg6un2LdxIHreduzYITg7OwsKhULw8/MTzp49K3ZIfSYiIkJwdHQUFAqFMHjwYCEiIkK4fv262GE9tRMnTggAujyioqIEQfj3VmHx8fGCg4ODoFQqheDgYKGsrEzcoJ/Ao/K8d++eMHnyZMHOzk4wNTUVXFxchEWLFgnV1dVih90r3eUHQEhJSdGNuX//vrBkyRJh0KBBwoABA4SZM2cKVVVV4gXdSz3lWFFRIQQGBgrW1taCUqkURowYIXzwwQdCfX29uIH30ttvvy24uLgICoVCsLOzE4KDg4Vjx47pzht6HTs9Kk+p1LI7D97+zNDqKRMEQXieDTURERER0bPENbhEREREJClscImIiIhIUtjgEhEREZGksMElIiIiIklhg0tEREREksIGl4iIiIgkhQ0uEREREUkKG1wiIiIikhQ2uEREREQkKWxwiYiIiEhS2OASERERkaSwwSUiIiIiSfk/iN95HGMPpuUAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_markdown(\n",
    "    \"## Startups par thématiques\",\n",
    "    raw=True,\n",
    ")\n",
    "startups_df_exploded = startups_df.explode(\"thematiques\")\n",
    "thematiques_count = startups_df_exploded.groupby([\"thematiques\"]).size()\n",
    "thematiques_count_filtered = thematiques_count[thematiques_count > 5]\n",
    "thematiques_count_sorted = thematiques_count_filtered.sort_values()\n",
    "thematiques_count_sorted.plot(kind=\"barh\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "c14cbf94",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "## Startups par incubateur et par phase (hors alumni)"
      ]
     },
     "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": [
    "display_markdown(\n",
    "    \"## Startups par incubateur et par phase (hors alumni)\",\n",
    "    raw=True,\n",
    ")\n",
    "startups_df.query(\"phase != 'alumni'\").groupby(\n",
    "    [\"incubator\", \"phase\"], dropna=False\n",
    ").size().sort_values(ascending=False).unstack(fill_value=0).plot(\n",
    "    kind=\"barh\",\n",
    "    stacked=True,\n",
    ")\n",
    "\n",
    "# fix legend\n",
    "handles, labels = pyplot.gca().get_legend_handles_labels()\n",
    "sorted_order = [phases.index(x) for (i, x) in enumerate(labels)]\n",
    "for i, handle in enumerate(handles):\n",
    "    for bar in handle:\n",
    "        color = colors[sorted_order[i]]\n",
    "        bar.set_facecolor(color)\n",
    "sorted_handles = [x for _, x in sorted(zip(sorted_order, handles))]\n",
    "pyplot.legend(\n",
    "    sorted_handles,\n",
    "    sorted(labels, key=lambda x: phases.index(x)),\n",
    ");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "39646141",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "## Startups par thématique et par phase (hors alumni)"
      ]
     },
     "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": [
    "display_markdown(\n",
    "    \"## Startups par thématique et par phase (hors alumni)\",\n",
    "    raw=True,\n",
    ")\n",
    "startups_df_exploded = startups_df.query(\"phase != 'alumni'\").explode(\"thematiques\")\n",
    "startups_df_exploded.groupby([\"thematiques\", \"phase\"]).size().unstack(\n",
    "    fill_value=0\n",
    ").plot(kind=\"barh\", stacked=True)\n",
    "\n",
    "# fix legend\n",
    "handles, labels = pyplot.gca().get_legend_handles_labels()\n",
    "sorted_order = [phases.index(x) for (i, x) in enumerate(labels)]\n",
    "for i, handle in enumerate(handles):\n",
    "    for bar in handle:\n",
    "        color = colors[sorted_order[i]]\n",
    "        bar.set_facecolor(color)\n",
    "sorted_handles = [x for _, x in sorted(zip(sorted_order, handles))]\n",
    "pyplot.legend(\n",
    "    sorted_handles,\n",
    "    sorted(labels, key=lambda x: phases.index(x)),\n",
    ")\n",
    "\n",
    "pyplot.title(\"Startups par thématique et par phase (hors alumni)\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "eda1a844",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "## SE en accélération sans stats_url"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>incubator</th>\n",
       "      <th>phase</th>\n",
       "      <th>stats_url</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
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      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [id, incubator, phase, stats_url]\n",
       "Index: []"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "display_markdown(\"## SE en accélération sans stats_url\",\n",
    "    raw=True,\n",
    ")\n",
    "startups_df.query(\"phase == 'acceleration' and stats_url!=stats_url\")[\n",
    "    [\"id\", \"incubator\", \"phase\", \"stats_url\"]\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f0f8b941",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "## SE en accélération sans dashlord_url"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
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       "\n",
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       "    }\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>incubator</th>\n",
       "      <th>phase</th>\n",
       "      <th>dashlord_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>api-engagement</td>\n",
       "      <td>engagement_civique</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>aplus</td>\n",
       "      <td>anct</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>audioconf</td>\n",
       "      <td>dinum_produits_interministeriels</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>bases.adresses.locales</td>\n",
       "      <td>anct</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>bpco</td>\n",
       "      <td>sgmas</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>chauffage-urbain</td>\n",
       "      <td>mtes</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>collectif_objets</td>\n",
       "      <td>culture</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>data.etat</td>\n",
       "      <td>dinum</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>estime.formation</td>\n",
       "      <td>pole-emploi</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>expresso</td>\n",
       "      <td>latelier.numerique.du.ministere.de.leurope.et.des.affaires.etrangeres</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>filigrane</td>\n",
       "      <td>mtes</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>france-numerique-ensemble</td>\n",
       "      <td>anct</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>inclusion.connect</td>\n",
       "      <td>gip-inclusion</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>l-application-du-cej</td>\n",
       "      <td>sgmas</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>l-immersion-facile</td>\n",
       "      <td>gip-inclusion</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>la.communaute.de.linclusion</td>\n",
       "      <td>gip-inclusion</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>ma-cantine-egalim</td>\n",
       "      <td>agriculture</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>mes-aides-france-travail</td>\n",
       "      <td>pole-emploi</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>mon-suivi-justice</td>\n",
       "      <td>justice</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>mon.espace.collectivite</td>\n",
       "      <td>anct</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>moncomptepro</td>\n",
       "      <td>dinum_produits_interministeriels</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>350</th>\n",
       "      <td>nata</td>\n",
       "      <td>sgmas</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>ozensemble</td>\n",
       "      <td>sgmas</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>380</th>\n",
       "      <td>pcrs</td>\n",
       "      <td>anct</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>387</th>\n",
       "      <td>pilotage.de.linclusion</td>\n",
       "      <td>gip-inclusion</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>403</th>\n",
       "      <td>pop</td>\n",
       "      <td>culture</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>426</th>\n",
       "      <td>rdv.insertion</td>\n",
       "      <td>gip-inclusion</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>433</th>\n",
       "      <td>refugies.info</td>\n",
       "      <td>dinum</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>454</th>\n",
       "      <td>signaux-faibles</td>\n",
       "      <td>dinum</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>474</th>\n",
       "      <td>tchap</td>\n",
       "      <td>dinum_produits_interministeriels</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>498</th>\n",
       "      <td>urbanvitaliz</td>\n",
       "      <td>accelerema</td>\n",
       "      <td>acceleration</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                              id  \\\n",
       "73                api-engagement   \n",
       "81                         aplus   \n",
       "92                     audioconf   \n",
       "103       bases.adresses.locales   \n",
       "115                         bpco   \n",
       "133             chauffage-urbain   \n",
       "142             collectif_objets   \n",
       "161                    data.etat   \n",
       "211             estime.formation   \n",
       "220                     expresso   \n",
       "226                    filigrane   \n",
       "231    france-numerique-ensemble   \n",
       "256            inclusion.connect   \n",
       "275         l-application-du-cej   \n",
       "276           l-immersion-facile   \n",
       "282  la.communaute.de.linclusion   \n",
       "298            ma-cantine-egalim   \n",
       "317     mes-aides-france-travail   \n",
       "337            mon-suivi-justice   \n",
       "339      mon.espace.collectivite   \n",
       "340                 moncomptepro   \n",
       "350                         nata   \n",
       "368                   ozensemble   \n",
       "380                         pcrs   \n",
       "387       pilotage.de.linclusion   \n",
       "403                          pop   \n",
       "426                rdv.insertion   \n",
       "433                refugies.info   \n",
       "454              signaux-faibles   \n",
       "474                        tchap   \n",
       "498                 urbanvitaliz   \n",
       "\n",
       "                                                                 incubator  \\\n",
       "73                                                      engagement_civique   \n",
       "81                                                                    anct   \n",
       "92                                        dinum_produits_interministeriels   \n",
       "103                                                                   anct   \n",
       "115                                                                  sgmas   \n",
       "133                                                                   mtes   \n",
       "142                                                                culture   \n",
       "161                                                                  dinum   \n",
       "211                                                            pole-emploi   \n",
       "220  latelier.numerique.du.ministere.de.leurope.et.des.affaires.etrangeres   \n",
       "226                                                                   mtes   \n",
       "231                                                                   anct   \n",
       "256                                                          gip-inclusion   \n",
       "275                                                                  sgmas   \n",
       "276                                                          gip-inclusion   \n",
       "282                                                          gip-inclusion   \n",
       "298                                                            agriculture   \n",
       "317                                                            pole-emploi   \n",
       "337                                                                justice   \n",
       "339                                                                   anct   \n",
       "340                                       dinum_produits_interministeriels   \n",
       "350                                                                  sgmas   \n",
       "368                                                                  sgmas   \n",
       "380                                                                   anct   \n",
       "387                                                          gip-inclusion   \n",
       "403                                                                culture   \n",
       "426                                                          gip-inclusion   \n",
       "433                                                                  dinum   \n",
       "454                                                                  dinum   \n",
       "474                                       dinum_produits_interministeriels   \n",
       "498                                                             accelerema   \n",
       "\n",
       "            phase dashlord_url  \n",
       "73   acceleration          NaN  \n",
       "81   acceleration          NaN  \n",
       "92   acceleration          NaN  \n",
       "103  acceleration          NaN  \n",
       "115  acceleration          NaN  \n",
       "133  acceleration          NaN  \n",
       "142  acceleration          NaN  \n",
       "161  acceleration          NaN  \n",
       "211  acceleration          NaN  \n",
       "220  acceleration          NaN  \n",
       "226  acceleration          NaN  \n",
       "231  acceleration          NaN  \n",
       "256  acceleration          NaN  \n",
       "275  acceleration          NaN  \n",
       "276  acceleration          NaN  \n",
       "282  acceleration          NaN  \n",
       "298  acceleration          NaN  \n",
       "317  acceleration          NaN  \n",
       "337  acceleration          NaN  \n",
       "339  acceleration          NaN  \n",
       "340  acceleration          NaN  \n",
       "350  acceleration          NaN  \n",
       "368  acceleration          NaN  \n",
       "380  acceleration          NaN  \n",
       "387  acceleration          NaN  \n",
       "403  acceleration          NaN  \n",
       "426  acceleration          NaN  \n",
       "433  acceleration          NaN  \n",
       "454  acceleration          NaN  \n",
       "474  acceleration          NaN  \n",
       "498  acceleration          NaN  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "display_markdown(\n",
    "    \"## SE en accélération sans dashlord_url\",\n",
    "    raw=True,\n",
    ")\n",
    "startups_df.query(\"phase == 'acceleration' and dashlord_url!=dashlord_url\")[\n",
    "    [\"id\", \"incubator\", \"phase\", \"dashlord_url\"]\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "01d103c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "## SE sans stats_url"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
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       "\n",
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       "    }\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>incubator</th>\n",
       "      <th>phase</th>\n",
       "      <th>stats_url</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1-jeune-1-arbre</td>\n",
       "      <td>agriculture</td>\n",
       "      <td>investigation</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>accesscite</td>\n",
       "      <td>mtes</td>\n",
       "      <td>construction</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>agora</td>\n",
       "      <td>dinum</td>\n",
       "      <td>construction</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>aigle</td>\n",
       "      <td>mtes</td>\n",
       "      <td>construction</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>airvam</td>\n",
       "      <td>fabnumdef</td>\n",
       "      <td>construction</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>499</th>\n",
       "      <td>urgencevie</td>\n",
       "      <td>lab-mi</td>\n",
       "      <td>investigation</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>503</th>\n",
       "      <td>vapp</td>\n",
       "      <td>mtes</td>\n",
       "      <td>investigation</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>505</th>\n",
       "      <td>vert.impact</td>\n",
       "      <td>mtes</td>\n",
       "      <td>investigation</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>506</th>\n",
       "      <td>vie.chere</td>\n",
       "      <td>lab-mi</td>\n",
       "      <td>investigation</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>517</th>\n",
       "      <td>zones.irriguees.et.irrigables</td>\n",
       "      <td>fab-geocommuns</td>\n",
       "      <td>investigation</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>148 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                id       incubator          phase stats_url\n",
       "0                  1-jeune-1-arbre     agriculture  investigation          \n",
       "7                       accesscite            mtes   construction          \n",
       "11                           agora           dinum   construction          \n",
       "16                           aigle            mtes   construction          \n",
       "17                          airvam       fabnumdef   construction          \n",
       "..                             ...             ...            ...       ...\n",
       "499                     urgencevie          lab-mi  investigation          \n",
       "503                           vapp            mtes  investigation          \n",
       "505                    vert.impact            mtes  investigation          \n",
       "506                      vie.chere          lab-mi  investigation          \n",
       "517  zones.irriguees.et.irrigables  fab-geocommuns  investigation          \n",
       "\n",
       "[148 rows x 4 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "display_markdown(\n",
    "    \"## SE sans stats_url\",\n",
    "    raw=True,\n",
    ")\n",
    "startups_df.query(\"phase != 'alumni' and stats_url == ''\")[\n",
    "    [\"id\", \"incubator\", \"phase\", \"stats_url\"]\n",
    "]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "528ea6bc",
   "metadata": {},
   "source": [
    "## Membres"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "f28cb319",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "## Aperçu des données (membres)"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\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>fullname</th>\n",
       "      <th>role</th>\n",
       "      <th>domaine</th>\n",
       "      <th>link</th>\n",
       "      <th>bio</th>\n",
       "      <th>missions</th>\n",
       "      <th>competences</th>\n",
       "      <th>github</th>\n",
       "      <th>startups</th>\n",
       "      <th>previously</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>abdelaziz.adara</td>\n",
       "      <td>Abdelaziz Adara</td>\n",
       "      <td>ADV</td>\n",
       "      <td>Autre</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>[{'start': '2024-05-22', 'end': '2024-12-31', 'status': 'independent', 'employer': 'Malt'}]</td>\n",
       "      <td>[Communication]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>abdelaziz.sakhi</td>\n",
       "      <td>Abdelaziz Sakhi</td>\n",
       "      <td>Développeur</td>\n",
       "      <td>Développement</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>[{'start': '2022-07-08', 'end': '2024-12-31', 'status': 'independent', 'employer': 'Malt', 'startups': ['infrastructures.numeriques']}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>abdelazizsakhi</td>\n",
       "      <td>[infrastructures.numeriques]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>abdellah.benhallou</td>\n",
       "      <td>Abdellah Ben Hallou</td>\n",
       "      <td>Chargé de déploiement</td>\n",
       "      <td>Déploiement</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>[{'start': '2020-10-01', 'end': '2021-02-19', 'status': 'independent', 'employer': ''}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>abdellahbh</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[aplus, workinfrance]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>abdellah.bouhend</td>\n",
       "      <td>Abdellah  Bouhend</td>\n",
       "      <td>Chargé de déploiement</td>\n",
       "      <td>Déploiement</td>\n",
       "      <td></td>\n",
       "      <td>Chargé de déploiement  / Haut-Savoyard / Trail runner dilettante</td>\n",
       "      <td>[{'start': '2022-02-01', 'end': '2024-06-29', 'status': 'independent', 'employer': '', 'startups': ['la-bonne-alternance']}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Waltenberg03</td>\n",
       "      <td>[la-bonne-alternance]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>abdessamad.youssfi</td>\n",
       "      <td>Abdessamad Youssfi</td>\n",
       "      <td>Gestionnaire de produit</td>\n",
       "      <td>Déploiement</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>[{'start': '2019-10-14', 'end': '2022-09-30', 'status': 'independent', 'employer': 'Octo'}, {'start': '2022-10-01', 'end': '2025-10-05', 'status': 'admin', 'employer': 'GIP Plateforme de l'inclusion'}]</td>\n",
       "      <td>[Croissance, Gestion de Produit]</td>\n",
       "      <td>Abdessamadyssf</td>\n",
       "      <td>[place-de-marche-inclusion]</td>\n",
       "      <td>[codedutravail, les-emplois]</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>abel.andre</td>\n",
       "      <td>Abel André</td>\n",
       "      <td>Développeur</td>\n",
       "      <td>Développement</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>[{'start': '2018-07-16', 'end': '2019-06-30', 'status': 'service', 'employer': 'octo', 'startups': ['pass-culture']}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>abel-andre</td>\n",
       "      <td>[pass-culture]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>adele.de.pimodan</td>\n",
       "      <td>Adèle de Pimodan</td>\n",
       "      <td>Responsable RH</td>\n",
       "      <td>Animation</td>\n",
       "      <td></td>\n",
       "      <td>RH</td>\n",
       "      <td>[{'start': '2023-06-18', 'end': '2026-07-03', 'status': 'admin', 'employer': 'GIP Inclusion'}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>adele.schlauder</td>\n",
       "      <td>Adèle Schlauder</td>\n",
       "      <td>Intrapreneur</td>\n",
       "      <td>Intraprenariat</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>[{'start': '2021-09-13', 'end': '2023-09-13', 'status': 'admin', 'employer': 'Ministère de l'Intérieur', 'startups': ['dialogue.operationnel']}]</td>\n",
       "      <td>[Administration Publique]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>[dialogue.operationnel]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>adeline.brogard</td>\n",
       "      <td>Adeline brogard</td>\n",
       "      <td>ux designer</td>\n",
       "      <td>Design</td>\n",
       "      <td></td>\n",
       "      <td>Je suis actuellement UX designer sur la startup Mobiville de Pole emploi. Je co-anime la communauté ux de l’incubateur avec Adrien</td>\n",
       "      <td>[{'start': '2020-03-06', 'end': '2021-12-31', 'status': 'service', 'employer': 'INOPS'}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>adeline.celier</td>\n",
       "      <td>Adeline Celier</td>\n",
       "      <td>Designer de service</td>\n",
       "      <td>Design</td>\n",
       "      <td></td>\n",
       "      <td>Designer de service pour les merlus et les grondins.</td>\n",
       "      <td>[{'start': '2022-01-01', 'end': '2024-12-31', 'status': 'independent', 'employer': 'Malt', 'startups': ['monitorfish']}]</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AdelineCelier</td>\n",
       "      <td>[monitorfish]</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   id             fullname                     role  \\\n",
       "0     abdelaziz.adara      Abdelaziz Adara                      ADV   \n",
       "1     abdelaziz.sakhi      Abdelaziz Sakhi              Développeur   \n",
       "2  abdellah.benhallou  Abdellah Ben Hallou    Chargé de déploiement   \n",
       "3    abdellah.bouhend    Abdellah  Bouhend    Chargé de déploiement   \n",
       "4  abdessamad.youssfi   Abdessamad Youssfi  Gestionnaire de produit   \n",
       "5          abel.andre           Abel André              Développeur   \n",
       "6    adele.de.pimodan     Adèle de Pimodan           Responsable RH   \n",
       "7     adele.schlauder      Adèle Schlauder             Intrapreneur   \n",
       "8     adeline.brogard      Adeline brogard              ux designer   \n",
       "9      adeline.celier       Adeline Celier      Designer de service   \n",
       "\n",
       "          domaine link  \\\n",
       "0           Autre        \n",
       "1   Développement        \n",
       "2     Déploiement        \n",
       "3     Déploiement        \n",
       "4     Déploiement        \n",
       "5   Développement        \n",
       "6       Animation        \n",
       "7  Intraprenariat        \n",
       "8          Design        \n",
       "9          Design        \n",
       "\n",
       "                                                                                                                                  bio  \\\n",
       "0                                                                                                                                       \n",
       "1                                                                                                                                       \n",
       "2                                                                                                                                       \n",
       "3                                                                    Chargé de déploiement  / Haut-Savoyard / Trail runner dilettante   \n",
       "4                                                                                                                                       \n",
       "5                                                                                                                                       \n",
       "6                                                                                                                                  RH   \n",
       "7                                                                                                                                       \n",
       "8  Je suis actuellement UX designer sur la startup Mobiville de Pole emploi. Je co-anime la communauté ux de l’incubateur avec Adrien   \n",
       "9                                                                                Designer de service pour les merlus et les grondins.   \n",
       "\n",
       "                                                                                                                                                                                                    missions  \\\n",
       "0                                                                                                                [{'start': '2024-05-22', 'end': '2024-12-31', 'status': 'independent', 'employer': 'Malt'}]   \n",
       "1                                                                    [{'start': '2022-07-08', 'end': '2024-12-31', 'status': 'independent', 'employer': 'Malt', 'startups': ['infrastructures.numeriques']}]   \n",
       "2                                                                                                                    [{'start': '2020-10-01', 'end': '2021-02-19', 'status': 'independent', 'employer': ''}]   \n",
       "3                                                                               [{'start': '2022-02-01', 'end': '2024-06-29', 'status': 'independent', 'employer': '', 'startups': ['la-bonne-alternance']}]   \n",
       "4  [{'start': '2019-10-14', 'end': '2022-09-30', 'status': 'independent', 'employer': 'Octo'}, {'start': '2022-10-01', 'end': '2025-10-05', 'status': 'admin', 'employer': 'GIP Plateforme de l'inclusion'}]   \n",
       "5                                                                                      [{'start': '2018-07-16', 'end': '2019-06-30', 'status': 'service', 'employer': 'octo', 'startups': ['pass-culture']}]   \n",
       "6                                                                                                             [{'start': '2023-06-18', 'end': '2026-07-03', 'status': 'admin', 'employer': 'GIP Inclusion'}]   \n",
       "7                                                           [{'start': '2021-09-13', 'end': '2023-09-13', 'status': 'admin', 'employer': 'Ministère de l'Intérieur', 'startups': ['dialogue.operationnel']}]   \n",
       "8                                                                                                                   [{'start': '2020-03-06', 'end': '2021-12-31', 'status': 'service', 'employer': 'INOPS'}]   \n",
       "9                                                                                   [{'start': '2022-01-01', 'end': '2024-12-31', 'status': 'independent', 'employer': 'Malt', 'startups': ['monitorfish']}]   \n",
       "\n",
       "                        competences          github  \\\n",
       "0                   [Communication]             NaN   \n",
       "1                               NaN  abdelazizsakhi   \n",
       "2                               NaN      abdellahbh   \n",
       "3                               NaN    Waltenberg03   \n",
       "4  [Croissance, Gestion de Produit]  Abdessamadyssf   \n",
       "5                               NaN      abel-andre   \n",
       "6                               NaN             NaN   \n",
       "7         [Administration Publique]             NaN   \n",
       "8                               NaN             NaN   \n",
       "9                               NaN   AdelineCelier   \n",
       "\n",
       "                       startups                    previously  \n",
       "0                           NaN                           NaN  \n",
       "1  [infrastructures.numeriques]                           NaN  \n",
       "2                           NaN         [aplus, workinfrance]  \n",
       "3         [la-bonne-alternance]                           NaN  \n",
       "4   [place-de-marche-inclusion]  [codedutravail, les-emplois]  \n",
       "5                [pass-culture]                           NaN  \n",
       "6                           NaN                           NaN  \n",
       "7       [dialogue.operationnel]                           NaN  \n",
       "8                           NaN                           NaN  \n",
       "9                 [monitorfish]                           NaN  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "authors_df = pandas.DataFrame.from_dict(authors)\n",
    "\n",
    "display_markdown(\n",
    "    \"## Aperçu des données (membres)\",\n",
    "    raw=True,\n",
    ")\n",
    "\n",
    "authors_df.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "17612c6d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "## Compétences de la communauté"
      ]
     },
     "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": [
    "display_markdown(\n",
    "    \"## Compétences de la communauté\",\n",
    "    raw=True,\n",
    ")\n",
    "authors_df_exploded = authors_df.explode(\"competences\")\n",
    "competences_count = authors_df_exploded.groupby([\"competences\"]).size()\n",
    "competences_count_filtered = competences_count[competences_count > 5]\n",
    "competences_count_sorted = competences_count_filtered.sort_values()\n",
    "competences_count_sorted.plot(kind=\"barh\");"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "50063e1f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/markdown": [
       "## Domaines de la communauté"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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deJSkH374QX369FH9+vXl5eVlO+X91xm+cyFQklxcXBQZGamsrCy7NpGRkbafd+/erZMnT6pjx47y9PS0LfPnz7c7Rf7X8QQGBkqSbTwFBQUaO3asmjRpIh8fH3l6eiorK6tUfX8+9oW8/vrruvnmm1WrVi15enrqrbfeKtXP5ZgwYYLy8vJsy/79+033AQAAqg6HmIGsVq2a3WuLxVLqlPP5VK9evdS6bt26qV69enr77bcVFBSkkpISNW/evEw32fy5/4KCAknS559/rjp16ti1s1qtdq//PB6LxSJJtvGMHTtWq1at0ksvvaSGDRvK3d1dDzzwQKn6zje2P1uwYIHGjh2r6dOnKyoqSjVq1NCLL76oTZs2mRzl2fr/OgYAAOC4HCJAXkq1atVUXFx8yXa//fabsrOz9fbbb+v222+XJG3YsOG8bb/55hvdcccdkqSioiKlp6fbnUL+q6ZNm8pqtWrfvn12p6vN2rhxo+Lj49WzZ09JZ4PpX09PX24/0dHRGjZsmG3dX2dCXV1dL+t9AwAA15frIkCGhIQoNTVVbdu2ldVqla+v73nb+fr6ys/PT2+99ZYCAwO1b98+jR8//rxtX3/9dTVq1EhNmjTRK6+8ot9//93uZpe/qlGjhsaOHasxY8aopKREt912m/Ly8rRx40Z5eXkpLi7ussbSqFEjLV68WN26dZPFYtEzzzxzWbOt5+tn/vz5WrlypUJDQ/Xee+8pLS1NoaGhtjYhISFauXKlsrOz5efnJ29v71KzvQAA4PrjENdAXsr06dO1atUqBQcH66abbrpgOycnJy1YsEDp6elq3ry5xowZoxdffPG8badNm6Zp06YpIiJCGzZs0LJly3TDDTdctI7nn39ezzzzjJKSktSkSRN16tRJn3/+uV1ou5SXX35Zvr6+io6OVrdu3RQTE6PWrVtf9v7n/P3vf9d9992n3r1769Zbb9Vvv/1mNxspSUOGDFFYWJgiIyNVq1Ytbdy40fRxAACA47EYhmFUdBFVSU5OjkJDQ7Vt2za1atWqosuplPLz8+Xt7a3g0QvlZPWo6HIAXCdypsVWdAlAlXbu73deXp68vLwu2va6mIEEAABA+SFAAgAAwJTr4iaa8hQSEiLO+gMAgOsZM5AAAAAwhRlIXDU7EmMueREuAACoepiBBAAAgCkESAAAAJhCgAQAAIApBEgAAACYQoAEAACAKQRIAAAAmEKABAAAgCkESAAAAJhCgAQAAIApBEgAAACYQoAEAACAKQRIAAAAmEKABAAAgCkESAAAAJhCgAQAAIApBEgAAACYQoAEAACAKQRIAAAAmEKABAAAgCkuFV0AHFfzySvlZPWo6DIAXGM502IrugQAVxkzkAAAADCFAAkAAABTCJAAAAAwhQD5f37//XclJiYqNze3oksBAACo1AiQkgzDUFxcnP744w8FBgaa2jc+Pl49evS47Pbr1q2TxWLRsWPHzBUJAABQSThkgIyPj5fFYpHFYlG1atXk7++vjh076t1331VJSUmp9i+++KK8vLyUlJR01WuLjo5Wbm6uvL29r/qxrlROTo4sFosyMjIquhQAAFCJOOxjfDp16qS5c+equLhYhw4dUkpKikaNGqVFixZp2bJlcnH5/0MfN27cNavL1dVVAQEB1+x4AAAA5c0hZyAlyWq1KiAgQHXq1FHr1q01ceJELV26VCtWrFBycrIk6dixY3rkkUdUq1YteXl5qV27dsrMzLT1kZCQoFatWunNN99UcHCwPDw81KtXL+Xl5V3wuIWFhRo5cqRq164tNzc33XbbbUpLS7NtP98p7A0bNuj222+Xu7u7goODNXLkSJ04ccK2PSQkRC+88IIGDBggT09P1atXT8uWLdORI0fUvXt3eXp6qmXLltqyZYtdLZfT79SpUzVo0CDVqFFDdevW1VtvvWXbHhoaKkm66aabZLFYdNddd5n6DAAAgGNy2AB5Pu3atVNERIQWL14sSXrwwQd1+PBhrVixQunp6WrdurXat2+vo0eP2vbZvXu3Fi5cqP/+979KSUnRtm3bNGzYsAseY9y4cfrkk080b948bd26VQ0bNlRMTIxdn3+2Z88ederUSffff7++/fZbffTRR9qwYYNGjBhh1+6VV15R27ZttW3bNsXGxqp///4aMGCA+vXrp61bt6pBgwYaMGCADMMw1e/06dMVGRlpG9djjz2m7OxsSdLmzZslSatXr1Zubq7tffurwsJC5efn2y0AAMBxXVcBUpLCw8OVk5OjDRs2aPPmzfr4448VGRmpRo0a6aWXXpKPj48WLVpka3/q1CnNnz9frVq10h133KHXXntNCxYs0MGDB0v1feLECc2ePVsvvviiOnfurKZNm+rtt9+Wu7u75syZc956kpKS1LdvX40ePVqNGjVSdHS0Zs6cqfnz5+vUqVO2dl26dNHf//53NWrUSM8++6zy8/PVpk0bPfjgg2rcuLGefvppZWVl6dChQ6b7HTZsmBo2bKinn35aN9xwg9auXStJqlWrliTJz89PAQEBqlmz5gXH4O3tbVuCg4NNfioAAKAque4CpGEYslgsyszMVEFBgfz8/OTp6Wlb9u7dqz179tja161bV3Xq1LG9joqKUklJiW2W7s/27NmjM2fOqG3btrZ11apV0y233KKsrKzz1pOZmank5GS7GmJiYlRSUqK9e/fa2rVs2dL2s7+/vySpRYsWpdYdPny4zP1aLBYFBATY+rhcEyZMUF5enm3Zv3+/qf0BAEDV4rA30VxIVlaWQkNDVVBQoMDAQK1bt65UGx8fn2tWT0FBgf7+979r5MiRpbbVrVvX9nO1atVsP1sslguuO3eXeVn6PdfP+e5Uvxir1Sqr1WpqHwAAUHVdVwFyzZo12r59u8aMGaMbb7xRBw8elIuLi0JCQi64z759+3TgwAEFBQVJkr755hs5OTkpLCysVNsGDRrI1dVVGzduVL169SRJZ86cUVpamkaPHn3e/lu3bq2dO3eqYcOGVzy+8u7X1dVVklRcXFxeZQEAAAfgsKewCwsLdfDgQf3yyy/aunWrpk6dqu7du6tr164aMGCAOnTooKioKPXo0UNffPGFcnJy9NVXX2nSpEl2dzO7ubkpLi5OmZmZ+vLLLzVy5Ej16tXrvI/iqV69uh577DE99dRTSklJ0c6dOzVkyBCdPHlSgwcPPm+dTz/9tL766iuNGDFCGRkZ+uGHH7R06dJSN7uYVR791q5dW+7u7kpJSdGhQ4cuevc5AAC4fjjsDGRKSooCAwPl4uIiX19fRUREaObMmYqLi5OT09ncvHz5ck2aNEkDBw7UkSNHFBAQoDvuuMN2PaEkNWzYUPfdd5+6dOmio0ePqmvXrvr3v/99weNOmzZNJSUl6t+/v44fP67IyEitXLlSvr6+523fsmVLrV+/XpMmTdLtt98uwzDUoEED9e7d+4rGXx79uri4aObMmXruuef07LPP6vbbbz/vKX8AAHB9sRjnnvuCUhISErRkyRK+icWk/Pz8s3djj14oJ6tHRZcD4BrLmRZb0SUAKINzf7/z8vLk5eV10bYOewobAAAAVwcBEgAAAKYQIC8iISGB09cAAAB/QYAEAACAKQ57FzYq3o7EmEtehAsAAKoeZiABAABgCgESAAAAphAgAQAAYAoBEgAAAKYQIAEAAGAKARIAAACmECABAABgCgESAAAAphAgAQAAYAoBEgAAAKYQIAEAAGAKARIAAACmECABAABgCgESAAAAphAgAQAAYAoBEgAAAKYQIAEAAGAKARIAAACmECABAABgiktFFwDH1XzySjlZPSq6DFQSOdNiK7oEAEA5YQYSAAAAphAgAQAAYAoBEgAAAKYQIAEAAGAKARIAAACmECCriK+//lrOzs6KjTV/J2tCQoJatWpV/kUBAIDrEgGyipgzZ44ef/xx/e9//9OBAweuyjHOnDlzVfoFAACOhQBZBRQUFOijjz7SY489ptjYWCUnJ9u2JScny8fHx679kiVLZLFYbNsTExOVmZkpi8Uii8Vi299isWj27Nm69957Vb16dU2ZMkWStHTpUrVu3Vpubm6qX7++EhMTVVRUdC2GCgAAqgAeJF4FLFy4UOHh4QoLC1O/fv00evRoTZgwwRYSL6Z3797asWOHUlJStHr1akmSt7e3bXtCQoKmTZumGTNmyMXFRV9++aUGDBigmTNn6vbbb9eePXs0dOhQSdLkyZPPe4zCwkIVFhbaXufn51/JcAEAQCXHDGQVMGfOHPXr10+S1KlTJ+Xl5Wn9+vWXta+7u7s8PT3l4uKigIAABQQEyN3d3bb94Ycf1sCBA1W/fn3VrVtXiYmJGj9+vOLi4lS/fn117NhRzz//vN58880LHiMpKUne3t62JTg4+MoGDAAAKjUCZCWXnZ2tzZs3q0+fPpIkFxcX9e7dW3PmzCmX/iMjI+1eZ2Zm6rnnnpOnp6dtGTJkiHJzc3Xy5Mnz9jFhwgTl5eXZlv3795dLbQAAoHLiFHYlN2fOHBUVFSkoKMi2zjAMWa1WzZo1S05OTjIMw24fMzfDVK9e3e51QUGBEhMTdd9995Vq6+bmdt4+rFarrFbrZR8TAABUbQTISqyoqEjz58/X9OnTdc8999ht69Gjhz788EPVq1dPx48f14kTJ2xhMCMjw66tq6uriouLL+uYrVu3VnZ2tho2bFguYwAAAI6HAFmJffbZZ/r99981ePBguxtfJOn+++/XnDlztHLlSnl4eGjixIkaOXKkNm3aZHeXtiSFhIRo7969ysjI0I033qgaNWpccMbw2WefVdeuXVW3bl098MADcnJyUmZmpnbs2KEXXnjhag0VAABUIVwDWYnNmTNHHTp0KBUepbMBcsuWLfr555/1n//8R8uXL1eLFi304YcfKiEhoVTbTp066e6771atWrX04YcfXvCYMTEx+uyzz/TFF1+oTZs2+tvf/qZXXnlF9erVK+/hAQCAKspi/PUCOuAK5efnn70be/RCOVk9KrocVBI508x/ixIA4No59/c7Ly9PXl5eF23LDCQAAABMIUACAADAFAIkAAAATCFAAgAAwBQe44OrZkdizCUvwgUAAFUPM5AAAAAwhQAJAAAAU8ocIN977z21bdtWQUFB+umnnyRJM2bM0NKlS8utOAAAAFQ+ZQqQs2fP1hNPPKEuXbro2LFjtu9Z9vHx0YwZM8qzPgAAAFQyZQqQr732mt5++21NmjRJzs7OtvWRkZHavn17uRUHAACAyqdMAXLv3r266aabSq23Wq06ceLEFRcFAACAyqtMATI0NFQZGRml1qekpKhJkyZXWhMAAAAqsTI9B/KJJ57Q8OHDderUKRmGoc2bN+vDDz9UUlKS3nnnnfKuEQAAAJVImQLkI488Ind3d/3jH//QyZMn9fDDDysoKEivvvqqHnroofKuEQAAAJWIxTAM40o6OHnypAoKClS7du3yqglVXH5+vry9vZWXl8c30QAAUEWY+ft9xV9l6OHhIQ8PjyvtBgAAAFVEmW6iOXTokPr376+goCC5uLjI2dnZbgEAAIDjKtMMZHx8vPbt26dnnnlGgYGBslgs5V0XAAAAKqkyBcgNGzboyy+/VKtWrcq5HAAAAFR2ZTqFHRwcrCu89wYAAABVVJkC5IwZMzR+/Hjl5OSUczkAAACo7Mp0Crt37946efKkGjRoIA8PD1WrVs1u+9GjR8ulOAAAAFQ+ZQqQM2bMKOcyAAAAUFWUKUDGxcWVdx0AAACoIi47QObn59ueSp6fn3/Rtnz7CCSp+eSVcrLykPnrWc602IouAQBwFVx2gPT19VVubq5q164tHx+f8z770TAMWSwWFRcXl2uRAAAAqDwuO0CuWbNGNWvWlCStXbv2qhUEAACAyu2yA+Sdd9553p8BAABwfSnTTTTnnDx5Uvv27dPp06ft1rds2fKKigIAAEDlVaYAeeTIEQ0cOFArVqw473augawckpOTNXr0aB07dqyiSwEAAA6kTN9Ecy6UbNq0Se7u7kpJSdG8efPUqFEjLVu2rLxrdEjx8fGyWCyyWCyqVq2a/P391bFjR7377rsqKSkpl2P07t1bu3btKpe+AAAAzinTDOSaNWu0dOlSRUZGysnJSfXq1VPHjh3l5eWlpKQkxcby6I7L0alTJ82dO1fFxcU6dOiQUlJSNGrUKC1atEjLli2Ti8sVXWEgd3d3ubu7l1O1AAAAZ5VpBvLEiROqXbu2pLOP9zly5IgkqUWLFtq6dWv5VefgrFarAgICVKdOHbVu3VoTJ07U0qVLtWLFCiUnJ0uSjh07pkceeUS1atWSl5eX2rVrp8zMTFsfmZmZuvvuu1WjRg15eXnp5ptv1pYtWySdPYXt4+Njd8wXXnhBtWvXVo0aNfTII49o/PjxatWqlW17fHy8evTooZdeekmBgYHy8/PT8OHDdebMmav9dgAAgCqiTAEyLCxM2dnZkqSIiAi9+eab+uWXX/TGG28oMDCwXAu83rRr104RERFavHixJOnBBx/U4cOHtWLFCqWnp6t169Zq37697fvG+/btqxtvvFFpaWlKT0/X+PHjS303+Tnvv/++pkyZon/+859KT09X3bp1NXv27FLt1q5dqz179mjt2rWaN2+ekpOTbYH2fAoLC5Wfn2+3AAAAx1Wmc6SjRo1Sbm6uJGny5Mnq1KmT3n//fbm6ul40aODyhIeH69tvv9WGDRu0efNmHT58WFarVZL00ksvacmSJVq0aJGGDh2qffv26amnnlJ4eLgkqVGjRhfs97XXXtPgwYM1cOBASdKzzz6rL774QgUFBXbtfH19NWvWLDk7Oys8PFyxsbFKTU3VkCFDzttvUlKSEhMTy2PoAACgCijTDGS/fv0UHx8vSbr55pv1008/KS0tTfv371fv3r3Ls77r0rlv9MnMzFRBQYH8/Pzk6elpW/bu3as9e/ZIkp544gk98sgj6tChg6ZNm2Zbfz7Z2dm65ZZb7Nb99bUkNWvWTM7OzrbXgYGBOnz48AX7nTBhgvLy8mzL/v37zQ4ZAABUIVd2l8b/8fDwUOvWrcujK0jKyspSaGioCgoKFBgYqHXr1pVqc+7axoSEBD388MP6/PPPtWLFCk2ePFkLFixQz549y3z8v54Ct1gsF70z3Gq12mZIAQCA4ytTgDQMQ4sWLdLatWt1+PDhUuHi3PV7MG/NmjXavn27xowZoxtvvFEHDx6Ui4uLQkJCLrhP48aN1bhxY40ZM0Z9+vTR3Llzzxsgw8LClJaWpgEDBtjWpaWlXY1hAAAAB1amADl69Gi9+eabuvvuu+Xv7y+LxVLedV0XCgsLdfDgQbvH+CQlJalr164aMGCAnJycFBUVpR49euhf//qXGjdurAMHDujzzz9Xz5491axZMz311FN64IEHFBoaqp9//llpaWm6//77z3u8xx9/XEOGDFFkZKSio6P10Ucf6dtvv1X9+vWv8cgBAEBVVqYA+d5772nx4sXq0qVLeddzXUlJSVFgYKBcXFzk6+uriIgIzZw5U3FxcXJyOnt56vLlyzVp0iQNHDhQR44cUUBAgO644w75+/vL2dlZv/32mwYMGKBDhw7phhtu0H333XfBG1r69u2rH3/8UWPHjtWpU6fUq1cvxcfHa/Pmzddy2AAAoIqzGIZhmN0pNDRUK1assN35i6qrY8eOCggI0HvvvVdufebn58vb21vBoxfKyepRbv2i6smZxpcKAEBVce7vd15enry8vC7atkx3YSckJCgxMVF//PFHmQpExTh58qRefvllfffdd/r+++81efJkrV69WnFxcRVdGgAAqELKdAq7V69e+vDDD1W7dm2FhISUumuXb6OpnCwWi5YvX64pU6bo1KlTCgsL0yeffKIOHTpUdGkAAKAKKVOAjIuLU3p6uvr168dNNFWIu7u7Vq9eXdFlAACAKq5MAfLzzz/XypUrddttt5V3PQAAAKjkyhQgg4ODL3lxJbAjMYZ/JwAAOKAy3UQzffp0jRs3Tjk5OeVcDgAAACq7Ms1A9uvXTydPnlSDBg3k4eFR6iaao0ePlktxAAAAqHzKFCBnzJhRzmUAAACgqijzXdgAAAC4PpUpQEpScXGxlixZoqysLElSs2bNdO+998rZ2bncigMAAEDlU6YAuXv3bnXp0kW//PKLwsLCJElJSUkKDg7W559/rgYNGpRrkQAAAKg8ynQX9siRI9WgQQPt379fW7du1datW7Vv3z6FhoZq5MiR5V0jAAAAKpEyzUCuX79e33zzjWrWrGlb5+fnp2nTpqlt27blVhwAAAAqnzLNQFqtVh0/frzU+oKCArm6ul5xUQAAAKi8yhQgu3btqqFDh2rTpk0yDEOGYeibb77Ro48+qnvvvbe8awQAAEAlUqYAOXPmTDVo0EBRUVFyc3OTm5uboqOj1bBhQ54RCQAA4ODKdA2kj4+Pli5dqt27d9se49OkSRM1bNiwXIsDAABA5XPZAfKJJ5646Pa1a9fafn755ZfLXhEAAAAqtcsOkNu2bbN7vXXrVhUVFdmeA7lr1y45Ozvr5ptvLt8KAQAAUKlcdoD86wxjjRo1NG/ePPn6+kqSfv/9dw0cOFC33357+VcJAACASsNiGIZhdqc6deroiy++ULNmzezW79ixQ/fcc48OHDhQbgWi6snPz5e3t7fy8vLk5eVV0eUAAIDLYObvd5nuws7Pz9eRI0dKrT9y5Mh5nw8JAAAAx1GmANmzZ08NHDhQixcv1s8//6yff/5Zn3zyiQYPHqz77ruvvGsEAABAJVKmx/i88cYbGjt2rB5++GGdOXPmbEcuLho8eLBefPHFci0QAAAAlUuZroE858SJE9qzZ48kqUGDBqpevXq5FYaq69w1FMGjF8rJ6lHR5eAqyJkWW9ElAADKmZlrIMs0A3lO9erV1bJlyyvpAgAAAFVMma6BBAAAwPWLAAkAAABTCJAAAAAwhQDpwOLj49WjRw9T+1gsFi1ZsuSq1AMAABwDAbICxMfHy2KxyGKxyNXVVQ0bNtRzzz2noqKiii5Nubm56ty5syQpJydHFotFGRkZFVsUAACoVK7oLmyUXadOnTR37lwVFhZq+fLlGj58uKpVq6YJEybYtTt9+rRcXV2vWV0BAQHX7FgAAKBqYgayglitVgUEBKhevXp67LHH1KFDBy1btsx22nnKlCkKCgpSWFiYJGn79u1q166d3N3d5efnp6FDh6qgoMDWX3FxsZ544gn5+PjIz89P48aN018f8RkSEqIZM2bYrWvVqpUSEhJsr/98Cjs0NFSSdNNNN8liseiuu+4q9/cBAABUPQTISsLd3V2nT5+WJKWmpio7O1urVq3SZ599phMnTigmJka+vr5KS0vTxx9/rNWrV2vEiBG2/adPn67k5GS9++672rBhg44ePapPP/30imravHmzJGn16tXKzc3V4sWLr6g/AADgGDiFXcEMw1BqaqpWrlypxx9/XEeOHFH16tX1zjvv2E5dv/322zp16pTmz59v+7afWbNmqVu3bvrnP/8pf39/zZgxQxMmTLB9F/kbb7yhlStXXlFttWrVkiT5+fld9NR2YWGhCgsLba/z8/Ov6LgAAKByYwaygnz22Wfy9PSUm5ubOnfurN69e9tOJbdo0cLuusesrCxFRETYfVVk27ZtVVJSouzsbOXl5Sk3N1e33nqrbbuLi4siIyOvyViSkpLk7e1tW4KDg6/JcQEAQMUgQFaQu+++WxkZGfrhhx/0xx9/aN68ebaAeLW+U9zJyanUdZFnzpy54n4nTJigvLw827J///4r7hMAAFReBMgKUr16dTVs2FB169aVi8vFryRo0qSJMjMzdeLECdu6jRs3ysnJSWFhYfL29lZgYKA2bdpk215UVKT09HS7fmrVqqXc3Fzb6/z8fO3du/eCxz03C1pcXHzR+qxWq7y8vOwWAADguAiQVUDfvn3l5uamuLg47dixQ2vXrtXjjz+u/v37y9/fX5I0atQoTZs2TUuWLNH333+vYcOG6dixY3b9tGvXTu+9956+/PJLbd++XXFxcXJ2dr7gcWvXri13d3elpKTo0KFDysvLu5rDBAAAVQQBsgrw8PDQypUrdfToUbVp00YPPPCA2rdvr1mzZtnaPPnkk+rfv7/i4uIUFRWlGjVqqGfPnnb9TJgwQXfeeae6du2q2NhY9ejRQw0aNLjgcV1cXDRz5ky9+eabCgoKUvfu3a/aGAEAQNVhMf56URxwhfLz88/eTDN6oZysHhVdDq6CnGmxFV0CAKCcnfv7nZeXd8nL0ZiBBAAAgCkESAAAAJhCgAQAAIApBEgAAACYwlcZ4qrZkRjDMyEBAHBAzEACAADAFAIkAAAATCFAAgAAwBQCJAAAAEwhQAIAAMAUAiQAAABMIUACAADAFAIkAAAATCFAAgAAwBQCJAAAAEwhQAIAAMAUAiQAAABMIUACAADAFAIkAAAATCFAAgAAwBQCJAAAAEwhQAIAAMAUAiQAAABMIUACAADAFJeKLgCOq/nklXKyelR0GbhCOdNiK7oEAEAlwwwkAAAATCFAAgAAwBQCJAAAAEwhQAIAAMAUAmQVtW7dOlksFh07duyCbRISEtSqVatrVhMAALg+ECDL6ODBg3r88cdVv359Wa1WBQcHq1u3bkpNTa3o0mzGjh1bqeoBAACOgcf4lEFOTo7atm0rHx8fvfjii2rRooXOnDmjlStXavjw4fr+++8rukRJkqenpzw9PSu6DAAA4GCYgSyDYcOGyWKxaPPmzbr//vvVuHFjNWvWTE888YS++eYbSdK+ffvUvXt3eXp6ysvLS7169dKhQ4dsfezZs0fdu3eXv7+/PD091aZNG61evdruOIWFhXr66acVHBwsq9Wqhg0bas6cOXZt0tPTFRkZKQ8PD0VHRys7O9u27a+nsOPj49WjRw+99NJLCgwMlJ+fn4YPH64zZ87Y2uTm5io2Nlbu7u4KDQ3VBx98oJCQEM2YMaMc30EAAFCVESBNOnr0qFJSUjR8+HBVr1691HYfHx+VlJSoe/fuOnr0qNavX69Vq1bpxx9/VO/evW3tCgoK1KVLF6Wmpmrbtm3q1KmTunXrpn379tnaDBgwQB9++KFmzpyprKwsvfnmm6VmFCdNmqTp06dry5YtcnFx0aBBgy5a/9q1a7Vnzx6tXbtW8+bNU3JyspKTk+2OeeDAAa1bt06ffPKJ3nrrLR0+fLiM7xYAAHBEnMI2affu3TIMQ+Hh4Rdsk5qaqu3bt2vv3r0KDg6WJM2fP1/NmjVTWlqa2rRpo4iICEVERNj2ef755/Xpp59q2bJlGjFihHbt2qWFCxdq1apV6tChgySpfv36pY41ZcoU3XnnnZKk8ePHKzY2VqdOnZKbm9t5a/P19dWsWbPk7Oys8PBwxcbGKjU1VUOGDNH333+v1atXKy0tTZGRkZKkd955R40aNbroe1JYWKjCwkLb6/z8/Iu2BwAAVRszkCYZhnHJNllZWQoODraFR0lq2rSpfHx8lJWVJensDOTYsWPVpEkT+fj4yNPTU1lZWbYZyIyMDDk7O9vC4YW0bNnS9nNgYKAkXXTGsFmzZnJ2drbb51z77Oxsubi4qHXr1rbtDRs2lK+v70VrSEpKkre3t23587gBAIDjIUCa1KhRI1ksliu+UWbs2LH69NNPNXXqVH355ZfKyMhQixYtdPr0aUmSu7v7ZfVTrVo1288Wi0WSVFJSclntz+1zsfaXY8KECcrLy7Mt+/fvv6L+AABA5UaANKlmzZqKiYnR66+/rhMnTpTafuzYMTVp0kT79++3C1I7d+7UsWPH1LRpU0nSxo0bFR8fr549e6pFixYKCAhQTk6OrX2LFi1UUlKi9evXX/UxnRMWFqaioiJt27bNtm737t36/fffL7qf1WqVl5eX3QIAABwXAbIMXn/9dRUXF+uWW27RJ598oh9++EFZWVmaOXOmoqKi1KFDB7Vo0UJ9+/bV1q1btXnzZg0YMEB33nmn7drCRo0aafHixcrIyFBmZqYefvhhu5nAkJAQxcXFadCgQVqyZIn27t2rdevWaeHChVdtXOHh4erQoYOGDh2qzZs3a9u2bRo6dKjc3d1ts5sAAAAEyDKoX7++tm7dqrvvvltPPvmkmjdvro4dOyo1NVWzZ8+WxWLR0qVL5evrqzvuuEMdOnRQ/fr19dFHH9n6ePnll+Xr66vo6Gh169ZNMTExdtceStLs2bP1wAMPaNiwYQoPD9eQIUPOO+tZnubPny9/f3/dcccd6tmzp4YMGaIaNWpc8KYcAABw/bEYl3NXCK5bP//8s4KDg7V69Wq1b9/+svbJz88/ezPN6IVysnpc5QpxteVMi63oEgAA18C5v995eXmXvByNx/jAzpo1a1RQUKAWLVooNzdX48aNU0hIiO64446KLg0AAFQSBEjYOXPmjCZOnKgff/xRNWrUUHR0tN5///1Sd28DAIDrFwESdmJiYhQTE1PRZQAAgEqMm2gAAABgCjOQuGp2JMbwTEgAABwQM5AAAAAwhQAJAAAAUwiQAAAAMIUACQAAAFMIkAAAADCFAAkAAABTCJAAAAAwhQAJAAAAUwiQAAAAMIUACQAAAFMIkAAAADCFAAkAAABTCJAAAAAwhQAJAAAAUwiQAAAAMIUACQAAAFMIkAAAADCFAAkAAABTCJAAAAAwxaWiC4Djaj55pZysHhVdRpWSMy22oksAAOCSmIEEAACAKQRIAAAAmEKABAAAgCkESAAAAJhCgAQAAIApBMirLCEhQa1ataqw41ssFi1ZsqTCjg8AABwPAfIyfP3113J2dlZsrPlHrIwdO1apqalXoSp7Fwqqubm56ty581U/PgAAuH4QIC/DnDlz9Pjjj+t///ufDhw4YGpfT09P+fn5XaXKLi0gIEBWq7XCjg8AABwPAfISCgoK9NFHH+mxxx5TbGyskpOTbdvWrVsni8Wi1NRURUZGysPDQ9HR0crOzra1+evMYHx8vHr06KGpU6fK399fPj4+eu6551RUVKSnnnpKNWvW1I033qi5c+fa1fH000+rcePG8vDwUP369fXMM8/ozJkzkqTk5GQlJiYqMzNTFotFFovFVudfT2Fv375d7dq1k7u7u/z8/DR06FAVFBSUqu+ll15SYGCg/Pz8NHz4cNuxAAAACJCXsHDhQoWHhyssLEz9+vXTu+++K8Mw7NpMmjRJ06dP15YtW+Ti4qJBgwZdtM81a9bowIED+t///qeXX35ZkydPVteuXeXr66tNmzbp0Ucf1d///nf9/PPPtn1q1Kih5ORk7dy5U6+++qrefvttvfLKK5Kk3r1768knn1SzZs2Um5ur3Nxc9e7du9RxT5w4oZiYGPn6+iotLU0ff/yxVq9erREjRti1W7t2rfbs2aO1a9dq3rx5Sk5OtgvOf1VYWKj8/Hy7BQAAOC4C5CXMmTNH/fr1kyR16tRJeXl5Wr9+vV2bKVOm6M4771TTpk01fvx4ffXVVzp16tQF+6xZs6ZmzpypsLAwDRo0SGFhYTp58qQmTpyoRo0aacKECXJ1ddWGDRts+/zjH/9QdHS0QkJC1K1bN40dO1YLFy6UJLm7u8vT01MuLi4KCAhQQECA3N3dSx33gw8+0KlTpzR//nw1b95c7dq106xZs/Tee+/p0KFDtna+vr6aNWuWwsPD1bVrV8XGxl70Os6kpCR5e3vbluDg4Mt7cwEAQJVEgLyI7Oxsbd68WX369JEkubi4qHfv3pozZ45du5YtW9p+DgwMlCQdPnz4gv02a9ZMTk7//6339/dXixYtbK+dnZ3l5+dn18dHH32ktm3bKiAgQJ6envrHP/6hffv2mRpPVlaWIiIiVL16ddu6tm3bqqSkxO60e7NmzeTs7Gw3pouNZ8KECcrLy7Mt+/fvN1UXAACoWlwquoDKbM6cOSoqKlJQUJBtnWEYslqtmjVrlm1dtWrVbD9bLBZJUklJyQX7/XP7c/ucb925Pr7++mv17dtXiYmJiomJkbe3txYsWKDp06eXfXAXcbFazsdqtXKjDgAA1xEC5AUUFRVp/vz5mj59uu655x67bT169NCHH36o8PDwa1LLV199pXr16mnSpEm2dT/99JNdG1dXVxUXF1+0nyZNmig5OVknTpywzUJu3LhRTk5OCgsLK//CAQCAQ+IU9gV89tln+v333zV48GA1b97cbrn//vtLnca+mho1aqR9+/ZpwYIF2rNnj2bOnKlPP/3Urk1ISIj27t2rjIwM/frrryosLCzVT9++feXm5qa4uDjt2LFDa9eu1eOPP67+/fvL39//Wg0HAABUcQTIC5gzZ446dOggb2/vUtvuv/9+bdmyRd9+++01qeXee+/VmDFjNGLECLVq1UpfffWVnnnmmVI1derUSXfffbdq1aqlDz/8sFQ/Hh4eWrlypY4ePao2bdrogQceUPv27e1OxwMAAFyKxfjrM2mAK5Sfn3/2buzRC+Vk9ajocqqUnGnmv+0IAIDycO7vd15enry8vC7alhlIAAAAmEKABAAAgCkESAAAAJjCY3xw1exIjLnkNRQAAKDqYQYSAAAAphAgAQAAYAoBEgAAAKYQIAEAAGAKARIAAACmECABAABgCgESAAAAphAgAQAAYAoBEgAAAKYQIAEAAGAKARIAAACmECABAABgCgESAAAAphAgAQAAYAoBEgAAAKYQIAEAAGAKARIAAACmECABAABgCgESAAAAprhUdAFwXM0nr5ST1aNCjp0zLbZCjgsAwPWAGUgAAACYQoAEAACAKQRIAAAAmEKABAAAgCkESAAAAJhCgAQAAIApBMgqJj4+XhaLRRaLRdWqVZO/v786duyod999VyUlJZfdT3Jysnx8fK5eoQAAwGERIKugTp06KTc3Vzk5OVqxYoXuvvtujRo1Sl27dlVRUVFFlwcAABwcAbIKslqtCggIUJ06ddS6dWtNnDhRS5cu1YoVK5ScnCxJevnll9WiRQtVr15dwcHBGjZsmAoKCiRJ69at08CBA5WXl2ebzUxISJAkvffee4qMjFSNGjUUEBCghx9+WIcPH66gkQIAgMqIAOkg2rVrp4iICC1evFiS5OTkpJkzZ+q7777TvHnztGbNGo0bN06SFB0drRkzZsjLy0u5ubnKzc3V2LFjJUlnzpzR888/r8zMTC1ZskQ5OTmKj4+/6LELCwuVn59vtwAAAMfFVxk6kPDwcH377beSpNGjR9vWh4SE6IUXXtCjjz6qf//733J1dZW3t7csFosCAgLs+hg0aJDt5/r162vmzJlq06aNCgoK5Onped7jJiUlKTExsfwHBAAAKiVmIB2IYRiyWCySpNWrV6t9+/aqU6eOatSoof79++u3337TyZMnL9pHenq6unXrprp166pGjRq68847JUn79u274D4TJkxQXl6ebdm/f3/5DQoAAFQ6BEgHkpWVpdDQUOXk5Khr165q2bKlPvnkE6Wnp+v111+XJJ0+ffqC+584cUIxMTHy8vLS+++/r7S0NH366aeX3M9qtcrLy8tuAQAAjotT2A5izZo12r59u8aMGaP09HSVlJRo+vTpcnI6+/8ICxcutGvv6uqq4uJiu3Xff/+9fvvtN02bNk3BwcGSpC1btlybAQAAgCqDGcgqqLCwUAcPHtQvv/yirVu3aurUqerevbu6du2qAQMGqGHDhjpz5oxee+01/fjjj3rvvff0xhtv2PUREhKigoICpaam6tdff9XJkydVt25dubq62vZbtmyZnn/++QoaJQAAqKwIkFVQSkqKAgMDFRISok6dOmnt2rWaOXOmli5dKmdnZ0VEROjll1/WP//5TzVv3lzvv/++kpKS7PqIjo7Wo48+qt69e6tWrVr617/+pVq1aik5OVkff/yxmjZtqmnTpumll16qoFECAIDKymIYhlHRRcCx5Ofny9vbW8GjF8rJ6lEhNeRMi62Q4wIAUFWd+/udl5d3yfsZmIEEAACAKQRIAAAAmEKABAAAgCk8xgdXzY7EGJ4JCQCAA2IGEgAAAKYQIAEAAGAKARIAAACmECABAABgCgESAAAAphAgAQAAYAoBEgAAAKYQIAEAAGAKDxJHuTMMQ9LZL2UHAABVw7m/2+f+jl8MARLl7rfffpMkBQcHV3AlAADArOPHj8vb2/uibQiQKHc1a9aUJO3bt++S/wAdQX5+voKDg7V///7r5qsbr7cxM17Hdr2NV7r+xsx4L49hGDp+/LiCgoIu2ZYAiXLn5HT20lpvb+/r4j/Uc7y8vK6r8UrX35gZr2O73sYrXX9jZryXdrkTP9xEAwAAAFMIkAAAADCFAIlyZ7VaNXnyZFmt1oou5Zq43sYrXX9jZryO7Xobr3T9jZnxlj+LcTn3agMAAAD/hxlIAAAAmEKABAAAgCkESAAAAJhCgAQAAIApBEiUu9dff10hISFyc3PTrbfeqs2bN1d0SWXyv//9T926dVNQUJAsFouWLFlit90wDD377LMKDAyUu7u7OnTooB9++MGuzdGjR9W3b195eXnJx8dHgwcPVkFBwTUcxeVLSkpSmzZtVKNGDdWuXVs9evRQdna2XZtTp05p+PDh8vPzk6enp+6//34dOnTIrs2+ffsUGxsrDw8P1a5dW0899ZSKioqu5VAuy+zZs9WyZUvbg3ajoqK0YsUK23ZHGuv5TJs2TRaLRaNHj7atc6QxJyQkyGKx2C3h4eG27Y401nN++eUX9evXT35+fnJ3d1eLFi20ZcsW23ZH+50VEhJS6jO2WCwaPny4JMf7jIuLi/XMM88oNDRU7u7uatCggZ5//nm7762+pp+xAZSjBQsWGK6ursa7775rfPfdd8aQIUMMHx8f49ChQxVdmmnLly83Jk2aZCxevNiQZHz66ad226dNm2Z4e3sbS5YsMTIzM417773XCA0NNf744w9bm06dOhkRERHGN998Y3z55ZdGw4YNjT59+lzjkVyemJgYY+7cucaOHTuMjIwMo0uXLkbdunWNgoICW5tHH33UCA4ONlJTU40tW7YYf/vb34zo6Gjb9qKiIqN58+ZGhw4djG3bthnLly83brjhBmPChAkVMaSLWrZsmfH5558bu3btMrKzs42JEyca1apVM3bs2GEYhmON9a82b95shISEGC1btjRGjRplW+9IY548ebLRrFkzIzc317YcOXLEtt2RxmoYhnH06FGjXr16Rnx8vLFp0ybjxx9/NFauXGns3r3b1sbRfmcdPnzY7vNdtWqVIclYu3atYRiO9xlPmTLF8PPzMz777DNj7969xscff2x4enoar776qq3NtfyMCZAoV7fccosxfPhw2+vi4mIjKCjISEpKqsCqrtxfA2RJSYkREBBgvPjii7Z1x44dM6xWq/Hhhx8ahmEYO3fuNCQZaWlptjYrVqwwLBaL8csvv1yz2svq8OHDhiRj/fr1hmGcHV+1atWMjz/+2NYmKyvLkGR8/fXXhmGcDd1OTk7GwYMHbW1mz55teHl5GYWFhdd2AGXg6+trvPPOOw491uPHjxuNGjUyVq1aZdx55522AOloY548ebIRERFx3m2ONlbDMIynn37auO222y64/Xr4nTVq1CijQYMGRklJiUN+xrGxscagQYPs1t13331G3759DcO49p8xp7BRbk6fPq309HR16NDBts7JyUkdOnTQ119/XYGVlb+9e/fq4MGDdmP19vbWrbfeahvr119/LR8fH0VGRtradOjQQU5OTtq0adM1r9msvLw8SVLNmjUlSenp6Tpz5ozdmMPDw1W3bl27Mbdo0UL+/v62NjExMcrPz9d33313Das3p7i4WAsWLNCJEycUFRXl0GMdPny4YmNj7cYmOebn+8MPPygoKEj169dX3759tW/fPkmOOdZly5YpMjJSDz74oGrXrq2bbrpJb7/9tm27o//OOn36tP7zn/9o0KBBslgsDvkZR0dHKzU1Vbt27ZIkZWZmasOGDercubOka/8Zu1zpgIBzfv31VxUXF9v9xyhJ/v7++v777yuoqqvj4MGDknTesZ7bdvDgQdWuXdtuu4uLi2rWrGlrU1mVlJRo9OjRatu2rZo3by7p7HhcXV3l4+Nj1/avYz7fe3JuW2Wzfft2RUVF6dSpU/L09NSnn36qpk2bKiMjw+HGKkkLFizQ1q1blZaWVmqbo32+t956q5KTkxUWFqbc3FwlJibq9ttv144dOxxurJL0448/avbs2XriiSc0ceJEpaWlaeTIkXJ1dVVcXJzD/85asmSJjh07pvj4eEmO9+9ZksaPH6/8/HyFh4fL2dlZxcXFmjJlivr27Svp2v9dIkACKGX48OHasWOHNmzYUNGlXFVhYWHKyMhQXl6eFi1apLi4OK1fv76iy7oq9u/fr1GjRmnVqlVyc3Or6HKuunOzMpLUsmVL3XrrrapXr54WLlwod3f3Cqzs6igpKVFkZKSmTp0qSbrpppu0Y8cOvfHGG4qLi6vg6q6+OXPmqHPnzgoKCqroUq6ahQsX6v3339cHH3ygZs2aKSMjQ6NHj1ZQUFCFfMacwka5ueGGG+Ts7FzqLrdDhw4pICCggqq6Os6N52JjDQgI0OHDh+22FxUV6ejRo5X6/RgxYoQ+++wzrV27VjfeeKNtfUBAgE6fPq1jx47Ztf/rmM/3npzbVtm4urqqYcOGuvnmm5WUlKSIiAi9+uqrDjnW9PR0HT58WK1bt5aLi4tcXFy0fv16zZw5Uy4uLvL393e4Mf+Zj4+PGjdurN27dzvk5xsYGKimTZvarWvSpInttL0j/8766aeftHr1aj3yyCO2dY74GT/11FMaP368HnroIbVo0UL9+/fXmDFjlJSUJOnaf8YESJQbV1dX3XzzzUpNTbWtKykpUWpqqqKioiqwsvIXGhqqgIAAu7Hm5+dr06ZNtrFGRUXp2LFjSk9Pt7VZs2aNSkpKdOutt17zmi/FMAyNGDFCn376qdasWaPQ0FC77TfffLOqVatmN+bs7Gzt27fPbszbt2+3+wW1atUqeXl5lfrjVhmVlJSosLDQIcfavn17bd++XRkZGbYlMjJSffv2tf3saGP+s4KCAu3Zs0eBgYEO+fm2bdu21GO3du3apXr16klyzN9Z58ydO1e1a9dWbGysbZ0jfsYnT56Uk5N9bHN2dlZJSYmkCviMy3gzEHBeCxYsMKxWq5GcnGzs3LnTGDp0qOHj42N3l1tVcfz4cWPbtm3Gtm3bDEnGyy+/bGzbts346aefDMM4+7gEHx8fY+nSpca3335rdO/e/byPS7jpppuMTZs2GRs2bDAaNWpUaR+J8dhjjxne3t7GunXr7B6NcfLkSVubRx991Khbt66xZs0aY8uWLUZUVJQRFRVl237usRj33HOPkZGRYaSkpBi1atWqlI/FGD9+vLF+/Xpj7969xrfffmuMHz/esFgsxhdffGEYhmON9UL+fBe2YTjWmJ988klj3bp1xt69e42NGzcaHTp0MG644Qbj8OHDhmE41lgN4+yjmVxcXIwpU6YYP/zwg/H+++8bHh4exn/+8x9bG0f7nWUYZ5/0UbduXePpp58utc3RPuO4uDijTp06tsf4LF682LjhhhuMcePG2dpcy8+YAIly99prrxl169Y1XF1djVtuucX45ptvKrqkMlm7dq0hqdQSFxdnGMbZRyY888wzhr+/v2G1Wo327dsb2dnZdn389ttvRp8+fQxPT0/Dy8vLGDhwoHH8+PEKGM2lnW+skoy5c+fa2vzxxx/GsGHDDF9fX8PDw8Po2bOnkZuba9dPTk6O0blzZ8Pd3d244YYbjCeffNI4c+bMNR7NpQ0aNMioV6+e4erqatSqVcto3769LTwahmON9UL+GiAdacy9e/c2AgMDDVdXV6NOnTpG79697Z6J6EhjPee///2v0bx5c8NqtRrh4eHGW2+9Zbfd0X5nGYZhrFy50pBUahyG4XifcX5+vjFq1Cijbt26hpubm1G/fn1j0qRJdo8cupafscUw/vQIcwAAAOASuAYSAAAAphAgAQAAYAoBEgAAAKYQIAEAAGAKARIAAACmECABAABgCgESAAAAphAgAQAAYAoBEgAAAKYQIAEAAGAKARIAAACmECABAABgyv8DhKZEK1j0/7wAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "display_markdown(\n",
    "    \"## Domaines de la communauté\",\n",
    "    raw=True,\n",
    ")\n",
    "domaine_count = authors_df.groupby([\"domaine\"]).size()\n",
    "domaine_count_sorted = domaine_count.sort_values()\n",
    "domaine_count_sorted.plot(kind=\"barh\");"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.12.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}