{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Analyse Exploratoire"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import des modules"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns \n",
    "import numpy as np\n",
    "import joblib\n",
    "import warnings\n",
    "\n",
    "warnings.simplefilter(action='ignore', category=FutureWarning)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analyse Exploratoire"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "df_eval = pd.read_csv(\"../data/extrait_eval.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1470 entries, 0 to 1469\n",
      "Data columns (total 10 columns):\n",
      " #   Column                                     Non-Null Count  Dtype \n",
      "---  ------                                     --------------  ----- \n",
      " 0   satisfaction_employee_environnement        1470 non-null   int64 \n",
      " 1   note_evaluation_precedente                 1470 non-null   int64 \n",
      " 2   niveau_hierarchique_poste                  1470 non-null   int64 \n",
      " 3   satisfaction_employee_nature_travail       1470 non-null   int64 \n",
      " 4   satisfaction_employee_equipe               1470 non-null   int64 \n",
      " 5   satisfaction_employee_equilibre_pro_perso  1470 non-null   int64 \n",
      " 6   eval_number                                1470 non-null   object\n",
      " 7   note_evaluation_actuelle                   1470 non-null   int64 \n",
      " 8   heure_supplementaires                      1470 non-null   object\n",
      " 9   augementation_salaire_precedente           1470 non-null   object\n",
      "dtypes: int64(7), object(3)\n",
      "memory usage: 115.0+ KB\n"
     ]
    }
   ],
   "source": [
    "df_eval.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1470 entries, 0 to 1469\n",
      "Data columns (total 12 columns):\n",
      " #   Column                          Non-Null Count  Dtype \n",
      "---  ------                          --------------  ----- \n",
      " 0   id_employee                     1470 non-null   int64 \n",
      " 1   age                             1470 non-null   int64 \n",
      " 2   genre                           1470 non-null   object\n",
      " 3   revenu_mensuel                  1470 non-null   int64 \n",
      " 4   statut_marital                  1470 non-null   object\n",
      " 5   departement                     1470 non-null   object\n",
      " 6   poste                           1470 non-null   object\n",
      " 7   nombre_experiences_precedentes  1470 non-null   int64 \n",
      " 8   nombre_heures_travailless       1470 non-null   int64 \n",
      " 9   annee_experience_totale         1470 non-null   int64 \n",
      " 10  annees_dans_l_entreprise        1470 non-null   int64 \n",
      " 11  annees_dans_le_poste_actuel     1470 non-null   int64 \n",
      "dtypes: int64(8), object(4)\n",
      "memory usage: 137.9+ KB\n"
     ]
    }
   ],
   "source": [
    "df_sirh = pd.read_csv(\"../data/extrait_sirh.csv\")\n",
    "df_sirh.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1470 entries, 0 to 1469\n",
      "Data columns (total 12 columns):\n",
      " #   Column                               Non-Null Count  Dtype \n",
      "---  ------                               --------------  ----- \n",
      " 0   a_quitte_l_entreprise                1470 non-null   object\n",
      " 1   nombre_participation_pee             1470 non-null   int64 \n",
      " 2   nb_formations_suivies                1470 non-null   int64 \n",
      " 3   nombre_employee_sous_responsabilite  1470 non-null   int64 \n",
      " 4   code_sondage                         1470 non-null   int64 \n",
      " 5   distance_domicile_travail            1470 non-null   int64 \n",
      " 6   niveau_education                     1470 non-null   int64 \n",
      " 7   domaine_etude                        1470 non-null   object\n",
      " 8   ayant_enfants                        1470 non-null   object\n",
      " 9   frequence_deplacement                1470 non-null   object\n",
      " 10  annees_depuis_la_derniere_promotion  1470 non-null   int64 \n",
      " 11  annes_sous_responsable_actuel        1470 non-null   int64 \n",
      "dtypes: int64(8), object(4)\n",
      "memory usage: 137.9+ KB\n"
     ]
    }
   ],
   "source": [
    "df_sondage = pd.read_csv(\"../data/extrait_sondage.csv\")\n",
    "df_sondage.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Jointure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1470 entries, 0 to 1469\n",
      "Data columns (total 34 columns):\n",
      " #   Column                                     Non-Null Count  Dtype \n",
      "---  ------                                     --------------  ----- \n",
      " 0   id_employee                                1470 non-null   int64 \n",
      " 1   age                                        1470 non-null   int64 \n",
      " 2   genre                                      1470 non-null   object\n",
      " 3   revenu_mensuel                             1470 non-null   int64 \n",
      " 4   statut_marital                             1470 non-null   object\n",
      " 5   departement                                1470 non-null   object\n",
      " 6   poste                                      1470 non-null   object\n",
      " 7   nombre_experiences_precedentes             1470 non-null   int64 \n",
      " 8   nombre_heures_travailless                  1470 non-null   int64 \n",
      " 9   annee_experience_totale                    1470 non-null   int64 \n",
      " 10  annees_dans_l_entreprise                   1470 non-null   int64 \n",
      " 11  annees_dans_le_poste_actuel                1470 non-null   int64 \n",
      " 12  a_quitte_l_entreprise                      1470 non-null   object\n",
      " 13  nombre_participation_pee                   1470 non-null   int64 \n",
      " 14  nb_formations_suivies                      1470 non-null   int64 \n",
      " 15  nombre_employee_sous_responsabilite        1470 non-null   int64 \n",
      " 16  code_sondage                               1470 non-null   int64 \n",
      " 17  distance_domicile_travail                  1470 non-null   int64 \n",
      " 18  niveau_education                           1470 non-null   int64 \n",
      " 19  domaine_etude                              1470 non-null   object\n",
      " 20  ayant_enfants                              1470 non-null   object\n",
      " 21  frequence_deplacement                      1470 non-null   object\n",
      " 22  annees_depuis_la_derniere_promotion        1470 non-null   int64 \n",
      " 23  annes_sous_responsable_actuel              1470 non-null   int64 \n",
      " 24  satisfaction_employee_environnement        1470 non-null   int64 \n",
      " 25  note_evaluation_precedente                 1470 non-null   int64 \n",
      " 26  niveau_hierarchique_poste                  1470 non-null   int64 \n",
      " 27  satisfaction_employee_nature_travail       1470 non-null   int64 \n",
      " 28  satisfaction_employee_equipe               1470 non-null   int64 \n",
      " 29  satisfaction_employee_equilibre_pro_perso  1470 non-null   int64 \n",
      " 30  eval_number                                1470 non-null   object\n",
      " 31  note_evaluation_actuelle                   1470 non-null   int64 \n",
      " 32  heure_supplementaires                      1470 non-null   object\n",
      " 33  augementation_salaire_precedente           1470 non-null   object\n",
      "dtypes: int64(23), object(11)\n",
      "memory usage: 390.6+ KB\n"
     ]
    }
   ],
   "source": [
    "# Jointure\n",
    "\n",
    "df_eval['id_employee'] = df_eval['eval_number'].str.extract(r'E_(\\d+)').astype(int)\n",
    "df1 = pd.merge(df_sirh, df_sondage, left_on='id_employee', right_on='code_sondage')\n",
    "df = pd.merge(df1, df_eval, on='id_employee')\n",
    "df.info()\n",
    "\n",
    "\n",
    "df.to_csv(\"../artifacts/df_merged.csv\", index=False, sep=\";\", decimal=\",\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Nombre total de valeurs manquantes : 0\n"
     ]
    }
   ],
   "source": [
    "missing = df.isna().sum()\n",
    "total_missing = missing.sum() \n",
    "\n",
    "print(f\"Nombre total de valeurs manquantes : {total_missing}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Colonnes non numériques :\n",
      "['genre', 'statut_marital', 'departement', 'poste', 'a_quitte_l_entreprise', 'domaine_etude', 'ayant_enfants', 'frequence_deplacement', 'eval_number', 'heure_supplementaires', 'augementation_salaire_precedente']\n"
     ]
    }
   ],
   "source": [
    "# Colonnes non numériques\n",
    "non_num_cols = df.select_dtypes(exclude=['number']).columns\n",
    "print(\"Colonnes non numériques :\")\n",
    "print(non_num_cols.tolist())\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "--- genre ---\n",
      "genre\n",
      "M    882\n",
      "F    588\n",
      "Name: count, dtype: int64\n",
      "\n",
      "--- statut_marital ---\n",
      "statut_marital\n",
      "Marié(e)       673\n",
      "Célibataire    470\n",
      "Divorcé(e)     327\n",
      "Name: count, dtype: int64\n",
      "\n",
      "--- departement ---\n",
      "departement\n",
      "Consulting             961\n",
      "Commercial             446\n",
      "Ressources Humaines     63\n",
      "Name: count, dtype: int64\n",
      "\n",
      "--- poste ---\n",
      "poste\n",
      "Cadre Commercial           326\n",
      "Assistant de Direction     292\n",
      "Consultant                 259\n",
      "Tech Lead                  145\n",
      "Manager                    131\n",
      "Senior Manager             102\n",
      "Représentant Commercial     83\n",
      "Directeur Technique         80\n",
      "Ressources Humaines         52\n",
      "Name: count, dtype: int64\n",
      "\n",
      "--- a_quitte_l_entreprise ---\n",
      "a_quitte_l_entreprise\n",
      "Non    1233\n",
      "Oui     237\n",
      "Name: count, dtype: int64\n",
      "\n",
      "--- domaine_etude ---\n",
      "domaine_etude\n",
      "Infra & Cloud              606\n",
      "Transformation Digitale    464\n",
      "Marketing                  159\n",
      "Entrepreunariat            132\n",
      "Autre                       82\n",
      "Ressources Humaines         27\n",
      "Name: count, dtype: int64\n",
      "\n",
      "--- ayant_enfants ---\n",
      "ayant_enfants\n",
      "Y    1470\n",
      "Name: count, dtype: int64\n",
      "\n",
      "--- frequence_deplacement ---\n",
      "frequence_deplacement\n",
      "Occasionnel    1043\n",
      "Frequent        277\n",
      "Aucun           150\n",
      "Name: count, dtype: int64\n",
      "\n",
      "--- eval_number ---\n",
      "eval_number\n",
      "E_1     1\n",
      "E_2     1\n",
      "E_4     1\n",
      "E_5     1\n",
      "E_7     1\n",
      "E_8     1\n",
      "E_10    1\n",
      "E_11    1\n",
      "E_12    1\n",
      "E_13    1\n",
      "Name: count, dtype: int64\n",
      "\n",
      "--- heure_supplementaires ---\n",
      "heure_supplementaires\n",
      "Non    1054\n",
      "Oui     416\n",
      "Name: count, dtype: int64\n",
      "\n",
      "--- augementation_salaire_precedente ---\n",
      "augementation_salaire_precedente\n",
      "11 %    210\n",
      "13 %    209\n",
      "14 %    201\n",
      "12 %    198\n",
      "15 %    101\n",
      "18 %     89\n",
      "17 %     82\n",
      "16 %     78\n",
      "19 %     76\n",
      "22 %     56\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "cols = ['genre', 'statut_marital', 'departement', 'poste', \n",
    "        'a_quitte_l_entreprise', 'domaine_etude', 'ayant_enfants', \n",
    "        'frequence_deplacement', 'eval_number', \n",
    "        'heure_supplementaires', 'augementation_salaire_precedente']\n",
    "\n",
    "for col in cols:\n",
    "    print(f\"\\n--- {col} ---\")\n",
    "    print(df[col].value_counts(dropna=False).head(10)) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Transformation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "df['a_quitte_l_entreprise'] = df['a_quitte_l_entreprise'].apply(lambda x: 1 if x == \"Oui\" else 0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 📊 Les stats descriptives"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 📊 Distribution"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distribution de l'age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.histplot(df['age'], bins=20, kde=True, color=\"skyblue\")\n",
    "plt.axvline(df['age'].mean(), color='red', linestyle='--', label=f\"Moyenne = {df['age'].mean():.1f}\")\n",
    "plt.axvline(df['age'].median(), color='green', linestyle='--', label=f\"Médiane = {df['age'].median():.1f}\")\n",
    "plt.title(\"Distribution de l'âge des employés\")\n",
    "plt.xlabel(\"Âge\")\n",
    "plt.ylabel(\"Effectif\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Répartition du genre"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,4))\n",
    "sns.countplot(x='genre', data=df, palette=\"Set2\")\n",
    "plt.title(\"Répartition par genre\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distribution du revenu mensuel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.histplot(df['revenu_mensuel'], bins=20, kde=True, color=\"skyblue\")\n",
    "plt.axvline(df['revenu_mensuel'].mean(), color='red', linestyle='--', label=f\"Moyenne = {df['revenu_mensuel'].mean():.1f}\")\n",
    "plt.axvline(df['revenu_mensuel'].median(), color='green', linestyle='--', label=f\"Médiane = {df['revenu_mensuel'].median():.1f}\")\n",
    "plt.title(\"Distribution du revenu mensuel\")\n",
    "plt.xlabel(\"Âge\")\n",
    "plt.ylabel(\"Effectif\")\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distribution heures travailles"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "nombre_heures_travailless\n",
       "80    1470\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.histplot(df['nombre_heures_travailless'], bins=20, kde=True, color=\"skyblue\")\n",
    "plt.axvline(df['nombre_heures_travailless'].mean(), color='red', linestyle='--', label=f\"Moyenne = {df['nombre_heures_travailless'].mean():.1f}\")\n",
    "plt.axvline(df['nombre_heures_travailless'].median(), color='green', linestyle='--', label=f\"Médiane = {df['nombre_heures_travailless'].median():.1f}\")\n",
    "plt.title(\"Distribution heures travailless\")\n",
    "plt.xlabel(\"Âge\")\n",
    "plt.ylabel(\"Effectif\")\n",
    "plt.legend()\n",
    "plt.show()\n",
    "\n",
    "df['nombre_heures_travailless'].value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distribution Années dans l'entreprise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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VCgoKqhy7+OKLAcA9TU9ISAgANNoKW++//75HP+Dly5fjxIkT7lHugOuP9rZt22Cz2dzHVq1aVWWapfrENnLkSDidTvzjH//wOD5//nxIkuRR/4X48MMP0aZNG9xzzz246aabPLaHH34YoaGh1XZNaCzDhg1DeHg4nn/+edjt9irnK79+jo+Px8CBA/HOO+/gxIkTNZYDXCP1zxYaGor09PRap3IaOXIktm3bhl9++cXjdc99/5Utm2e3ZNpsNrz99tvnff3zOTdmnU6HTp06QQhR7XWpj9GjR0NRFDz99NNVWl+FEFXqrouG/Jzdcsst+PPPP/Gvf/2ryrny8nKUlZV5HNu6dSt27drlfnz06FF8+eWXGDp0aIO+EanL74/6xkjkL9hyS+RD3333Hfbv3w+Hw4GTJ0/ihx9+wLp165CamoqvvvrqvC1Uc+fOxebNmzFq1CikpqYiNzcXb7/9Nlq1auVuWWzbti0iIyOxcOFChIWFISQkBL17965Tn7zqREdHo1+/fpg4cSJOnjyJ1157Denp6R7TlU2ePBnLly/H8OHDccsttyArKwsffvihxwCv+sZ27bXX4qqrrsLf/vY3HD58GN27d8fatWvx5Zdf4qGHHqry2g1x/PhxbNiwocqgtUp6vR7Dhg3DZ599hjfeeKNJFpoIDw/HggULcOedd6JHjx4YO3Ys4uLikJ2djW+++QZ9+/Z1J/hvvfUW+vXrh65du2LKlClo06YNTp48ia1bt+LYsWP49ddfAbgGvA0cOBA9e/ZEdHQ0duzYgeXLl2P69OnnjeXRRx/FBx98gOHDh+PBBx90TwWWmprq0Wf3iiuuQFRUFMaPH48HHngAkiThgw8+qNfX9ucaOnQoEhMT0bdvXyQkJCAjIwP/+Mc/MGrUqPP2Q6+Ltm3b4tlnn8Xs2bNx+PBh3HDDDQgLC8OhQ4fwxRdfYOrUqXj44Yfr/Zr1/Tm788478emnn+Kee+7Bhg0b0LdvXzidTuzfvx+ffvop1qxZ47HAS5cuXTBs2DCPqcAANLibRl1+f9Q3RiK/4YMZGoiCXuXUUJWbTqcTiYmJ4uqrrxavv/66x3Rblc6dymf9+vXi+uuvF0lJSUKn04mkpCRx2223iT/++MPjeV9++aXo1KmT0Gg0HtMVDRgwoMbplmqaCuyjjz4Ss2fPFvHx8cJoNIpRo0aJI0eOVHn+K6+8Ilq2bCn0er3o27ev2LFjR5XXPF9s504FJoRrmqwZM2aIpKQkodVqRbt27cTLL7/sMbWWEK5pk6ZNm1YlppqmKDs7ZgBi/fr1NZZZsmSJACC+/PJL92tWN83Wue+1pqnfKq/rhg0bqhwfNmyYiIiIEAaDQbRt21ZMmDDBYyooIYTIysoSd911l0hMTBRarVa0bNlSXHPNNWL58uXuMs8++6zo1auXiIyMFEajUXTo0EE899xzwmaz1fg+K+3Zs0cMGDBAGAwG0bJlS/HMM8+IRYsWVZkKbMuWLeLyyy8XRqNRJCUliUcffVSsWbOmynur6Z479//7nXfeEf379xcxMTFCr9eLtm3bikceeUQUFRWdN966TAVW6fPPPxf9+vUTISEhIiQkRHTo0EFMmzZNZGZm1jteIRr2c2az2cSLL74oOnfuLPR6vYiKihI9e/YUTz/9tMd7rbynP/zwQ9GuXTuh1+vFJZdcUuW+qfwdUd30Xg39/VHXGIn8iSTEBXy8JiIioiYlSRKmTZtWpVsOEVWPfW6JiIiIKGAwuSUiIiKigMHkloiIiIgCBmdLICIi8mMcGkNUP2y5JSIiIqKAweSWiIiIiAIGk1siIiIiChjscwtAVVUcP34cYWFhXD+biIiIyA8JIVBSUoKkpCTIcs3ts0xu4Vp2Mzk52ddhEBEREVEtjh49ilatWtV4nskt4F6r/OjRowgPD/dxNMFJFSqOFh0FACRHJEOWvNBjRlWBo646kZwMnOdTIBEREflWcXExkpOT3XlbTZjcAu6uCOHh4UxufaTMVoZur3UDAJTOLkWILsQLlZYB3Vx1orQUCPFCnURERHRBautCyqYqIiIiIgoYTG6JiIiIKGAwuSUiIiKigME+t0RERFQrIQQcDgecTqevQ6EApSgKNBrNBU/LyuSWiIiIzstms+HEiRMwm82+DoUCnMlkQosWLaDT6Rr8GkxuiYiIqEaqquLQoUNQFAVJSUnQ6XRc8IganRACNpsNp06dwqFDh9CuXbvzLtRwPkxuyS9oZA3uu/Q+9753KtUA9913Zp+IiKqw2WxQVRXJyckwmUy+DocCmNFohFarxZEjR2Cz2WAwGBr0OvyLTn5Br9HjrVFveblSPfCWl+skImqmGtqKRlQfjXGf8U4lIiIiooDBllvyC0II5JnzAACxpljv9OcSAshz1YnYWIB9yIiIiJo9ttySXzDbzYj/ezzi/x4Ps91Lo3HNZiA+3rVxBDARUcCZMGECJEnCPffcU+XctGnTIEkSJkyY4P3AmqGNGzdCkqRqt+3bt9f4PIvFgmnTpiEmJgahoaEYM2YMTp482aSxMrklIiKigJWcnIyPP/4Y5eXl7mMWiwXLli1DSkqKDyNrXq644gqcOHHCY5s8eTLS0tJw6aWX1vi8GTNm4Ouvv8Znn32GTZs24fjx4xg9enSTxsrkloiIiAJWjx49kJycjBUrVriPrVixAikpKbjkkks8ylqtVjzwwAOIj4+HwWBAv3793K2SQgikp6fj73//u8dzdu/eDUmScPDgQQBAYWEhJk+ejLi4OISHh2PQoEH49ddf3eXnzJmDiy++GB988AFat26NiIgIjB07FiUlJe4yAwcOxAMPPIBHH30U0dHRSExMxJw5czzqra2exqbT6ZCYmOjeYmJi8OWXX2LixIk1diUsKirCokWL8Oqrr2LQoEHo2bMnFi9ejJ9++gnbtm1rsliZ3BIREVHDlJXVvFksdS97Vqvqecs20N13343Fixe7H7/77ruYOHFilXKPPvooPv/8c7z33nvYtWsX0tPTMWzYMBQUFECSpCqvAwCLFy9G//79kZ6eDgC4+eabkZubi++++w47d+5Ejx49MHjwYBQUFLifk5WVhZUrV2LVqlVYtWoVNm3ahBdeeMHjdd977z2EhITg559/xksvvYS5c+di3bp17vN1qedcnTt3RmhoaI3biBEj6nxNv/rqK+Tn51d7HSvt3LkTdrsdQ4YMcR/r0KEDUlJSsHXr1jrXVV8cUEZNIjs7G3mVg7XqoNxx5hfb7t27YdQY61VfbGwsv14iIvK20NCaz40cCXzzzZnH5xvfMGAAsHHjmcetW58Z8Hs2IRoSJcaNG4fZs2fjyJEjAIAtW7bg448/xsaz6iwrK8OCBQuwZMkSd5L3r3/9C+vWrcOiRYvwyCOPYMKECXjyySfxyy+/oFevXrDb7Vi2bJm7NffHH3/EL7/8gtzcXOj1egDA3//+d6xcuRLLly/H1KlTAbgWxliyZAnCwsIAAHfeeSfWr1+P5557zh1Pt27d8NRTTwEA2rVrh3/84x9Yv349rr766jrXc65vv/0Wdru9xutkNNb9b++iRYswbNgwtGrVqsYyOTk50Ol0iIyM9DiekJCAnJycOtdVX0xuqdFlZ2ejY8eO9VumUQvgb67dfv36ATX/7FXLZDIhIyODCS4REVURFxeHUaNGYcmSJRBCYNSoUYiNjfUok5WVBbvdjr59+7qPabVa9OrVCxkZGQCApKQkjBo1Cu+++y569eqFr7/+GlarFTfffDMA4Ndff0VpaSliYmI8Xru8vBxZWVnux61bt3YntgDQokUL5ObmejynW7duHo/PLlPXes6Vmppa47n6OHbsGNasWYNPP/20UV6vsTG5pUaXl5cHs9mMx/+xCKnp7ev0HKuzHNO3Xw0A+MfKddArdf/0eORgJp6dPgl5eXlMbomIvKm0tOZziuL5+JzkzcO5E/cfPtzgkGpy9913Y/r06QCAty5gAZ/JkyfjzjvvxPz587F48WLceuut7pXbSktL0aJFC48W4Upnt15qtVqPc5IkQVVVj2PnK1PXes7VuXNnd+t1da688kp89913NZ6vtHjxYsTExOC66647b7nExETYbDYUFhZ6xHXy5EkkJibWWk9DMbmlJpOa3h7tu11cp7I2pxXDi+4AAHTo1gM6Rd+EkVXQaIDx48/sExFR/YSE+L5sHQ0fPhw2mw2SJGHYsGFVzrdt2xY6nQ5btmxxt3Da7XZs374dDz30kLvcyJEjERISggULFmD16tXYvHmz+1yPHj2Qk5MDjUaD1q1bN/p7uNB6GqNbghACixcvxl133VUlAT9Xz549odVqsX79eowZMwYAkJmZiezsbPTp06fOcdeXTweULViwAN26dUN4eDjCw8PRp08fj08MdZkbLTs7G6NGjYLJZEJ8fDweeeQROBwOb78VukA6RY/HBr6Dxwa+453EFnAtv7tkiWvTe6lOIiLyCUVRkJGRgX379kE5t1UZQEhICO6991488sgjWL16Nfbt24cpU6bAbDZj0qRJHq8zYcIEzJ49G+3atfNI0oYMGYI+ffrghhtuwNq1a3H48GH89NNP+Nvf/oYdO3Y02ntpaD2pqalIT0+vcWvZsmWtdf/www84dOgQJk+eXOXcn3/+iQ4dOuCXX34BAERERGDSpEmYOXMmNmzYgJ07d2LixIno06cPLr/88oZfgFr4NLlt1aoVXnjhBezcuRM7duzAoEGDcP3112Pv3r0Aap8bzel0YtSoUbDZbPjpp5/w3nvvYcmSJXjyySd99ZaIiIjIT1U2ptXkhRdewJgxY3DnnXeiR48eOHjwINasWYOoqCiPcpMmTYLNZqsyU4AkSfj222/Rv39/TJw4ERdddBHGjh2LI0eOICEhodHeh7fqqc6iRYtwxRVXoEOHDlXO2e12ZGZmeoy5mT9/Pq655hqMGTMG/fv3R2Jiose0bE1BEqKBQw+bSHR0NF5++WXcdNNNiIuLw7Jly3DTTTcBAPbv34+OHTti69atuPzyy/Hdd9/hmmuuwfHjx93/mQsXLsSsWbNw6tQp6HS6OtVZXFyMiIgIFBUVnfemp7rZtWsXevbsiX+t/rHO3RKEELA4XD8MBo2pXsvvZu7ZjSnD+7mnQqkzIc6M3DWZuPwuEVE1LBYLDh06hLS0NBgMBl+H4xf+85//YPDgwTh69GiTJ5PB5nz3W13zNb+Z59bpdOLjjz9GWVkZ+vTpU6e50bZu3YquXbt63FjDhg1DcXGxu/W3OlarFcXFxR4b+ZbFYcawxQkYtjjBneQ2ObPZNY1NaCiX3yUiolpZrVYcO3YMc+bMwc0338zE1k/5PLn97bffEBoaCr1ej3vuuQdffPEFOnXqVKe50XJycqrcWJWPzzd/2rx58xAREeHekpOTG/dNERERUcD56KOPkJqaisLCQrz00ku+Dodq4PPktn379ti9ezd+/vln3HvvvRg/fjz27dvXpHXOnj0bRUVF7u3o0aNNWh8RERE1fxMmTIDT6cTOnTvrNPiKfMPn8x/pdDr3knU9e/bE9u3b8frrr+PWW2+tdW60xMRE94i8s89XnquJXq93r+hBRERERIHD5y2351JVFVar1WNutErnzo3Wp08f/Pbbbx6reqxbtw7h4eHo1KmT12MnIiIiIt/yacvt7NmzMWLECKSkpKCkpATLli3Dxo0bsWbNGo+50aKjoxEeHo7777/fY260oUOHolOnTrjzzjvx0ksvIScnB48//jimTZvGllkiIiKiIOTT5DY3Nxd33XUXTpw4gYiICHTr1g1r1qzB1Ve7lmGdP38+ZFnGmDFjYLVaMWzYMLz99tvu5yuKglWrVuHee+9Fnz59EBISgvHjx2Pu3Lm+ektERERE5EM+TW4XLVp03vMGgwFvvfXWedeATk1NxbffftvYoZGXyZKCgWk3uPe9QlGAijmUq6yBTkRERM2SzweUEQGAXmPA3Ks/9G6lBgPw2WferZOIiJqN119/Hb169fJYYpf8n98NKCMiIiLytVdeeQUrVqyodeXLjRs3QpIkFBYWAgCWLFlSZY5+8i4mt0RERBSQJkyYAEmScM8991Q5N23aNEiShAkTJlQ5t2XLFnzwwQf48ssv6z1A/dZbb8Uff/zR0JD9iiRJVbaPP/74vM8pKCjAHXfcgfDwcERGRmLSpEkoLS31UsQuTG7JL5Tby9D/n6Ho/89QlNvLvFNpWRkgSa6tzEt1EhGRVyUnJ+Pjjz9GeXm5+5jFYsGyZcuQkpJS7XP69u2L3bt3N6gF1mg0Ij4+vqHh+p3FixfjxIkT7u2GG244b/k77rgDe/fuxbp167Bq1Sps3rwZU6dO9U6wFZjcEhERUcDq0aMHkpOTsWLFCvexFStWICUlBZdccolHWVVVMW/ePKSlpcFoNKJ79+5Yvny5R5lvv/0WF110EYxGI6666iocPnzY4/y53RKysrJw/fXXIyEhAaGhobjsssvw/fffezyndevWeP7553H33XcjLCwMKSkp+Oc//+lR5ujRo7jlllsQGRmJ6OhoXH/99VXqbgqRkZFITEx0bwaDocayGRkZWL16Nf7973+jd+/e6NevH9588018/PHHOH78eJPHWonJLRERETVIma2sxs3isNS5bLm9vE5lG+ruu+/G4sWL3Y/fffddTJw4sUq5efPm4f3338fChQuxd+9ezJgxA+PGjcOmTZsAuBLM0aNH49prr8Xu3bsxefJk/N///d956y4tLcXIkSOxfv16/Pe//8Xw4cNx7bXXIjs726PcK6+8gksvvRT//e9/cd999+Hee+9FZmYmAMBut2PYsGEICwvDf/7zH2zZsgWhoaEYPnw4bDZbjXWHhoaed6uuu8a5pk2bhtjYWPTq1QvvvvsuhBA1lt26dSsiIyNx6aWXuo8NGTIEsizj559/rrWuxsLZEoiIiKhBQueF1nhuZLuR+Ob2b9yP4/8eD7PdXG3ZAakDsHHCRvfj1q+3Rp45r0o58VTNidX5jBs3DrNnz8aRI0cAuPrUfvzxx9i48UydVqsVzz//PL7//nv37Aht2rTBjz/+iHfeeQcDBgzAggUL0LZtW7zyyisAgPbt2+O3337Diy++WGPd3bt3R/fu3d2Pn3nmGXzxxRf46quvMH36dPfxkSNH4r777gMAzJo1C/Pnz8eGDRvQvn17fPLJJ1BVFf/+978hSRIAV3eByMhIbNy4EUOHDq227t27d5/3uoSHh5/3/Ny5czFo0CCYTCasXbsW9913H0pLS/HAAw9UWz4nJ6dKlwyNRoPo6Gjk5OSct67GxOSWiIiIAlpcXBxGjRqFJUuWQAiBUaNGITY21qPMwYMHYTab3QtJVbLZbO7uCxkZGejdu7fH+dqmCSstLcWcOXPwzTff4MSJE3A4HCgvL6/SctutWzf3viRJSExMRG5uLgDg119/xcGDBxEWFubxHIvFgqysrBrrTk9PP29stXniiSfc+5dccgnKysrw8ssv15jc+gsmt0RERNQgpbNrHgWvyJ6L4+Q+nFtjWVny7CV5+MHDFxRXde6++253S2l1i0NVjuj/5ptv0LJlS49z9Z0x4WwPP/ww1q1bh7///e9IT0+H0WjETTfdVKU7gVar9XgsSRJUVXXH1rNnTyxdurTK68fFxdVYd2hozS3rgKtFe+HChXV9K+jduzeeeeYZWK3Waq/J2Ql5JYfDgYKCAiQmJta5ngvF5JaIiIgaJEQX4vOydVXZP1WSJAwbNqzK+U6dOkGv1yM7OxsDBgyo9jU6duyIr776yuPYtm3bzlvvli1bMGHCBNx4440AXIlqfQeC9ejRA5988gni4+Nr7UpwtgvtllDd60VFRdWY7Pfp0weFhYXYuXMnevbsCQD44YcfoKpqlRbvpsTklvyCLCm4PHmYe98rFAUYOfLMPhERBSxFUZCRkeHeP1dYWBgefvhhzJgxA6qqol+/figqKsKWLVsQHh6O8ePH45577sErr7yCRx55BJMnT8bOnTuxZMmS89bbrl07rFixAtdeey0kScITTzzhbpGtqzvuuAMvv/wyrr/+esydOxetWrXCkSNHsGLFCjz66KNo1apVtc+7kG4JX3/9NU6ePInLL78cBoMB69atw/PPP4+HH37YXeaXX37BXXfdhfXr16Nly5bo2LEjhg8fjilTpmDhwoWw2+2YPn06xo4di6SkpAbHUl9Mbskv6DUGvDTic+9WajAA33xTezkiIgoItbVUPvPMM4iLi8O8efPwv//9D5GRkejRowcee+wxAEBKSgo+//xzzJgxA2+++SZ69erlnsKrJq+++iruvvtuXHHFFYiNjcWsWbNQXFxcr7hNJhM2b96MWbNmYfTo0SgpKUHLli0xePDgere+1pVWq8Vbb72FGTNmQAiB9PR0vPrqq5gyZYq7jNlsRmZmJux2u/vY0qVLMX36dAwePBiyLGPMmDF44403miTGmkjifHM6BIni4mJERESgqKioyW6SYLJr1y707NkT/1r9I9p3u7jJ68vcsxtThvfDzp07a10mkYiI6sdiseDQoUNIS0s77xynRI3hfPdbXfM1znNLRERERAGDyS35hXJ7GYa+G4+h78Z7d/ndkBDXxuV3iYiIAgL73JLfsDiqn9y7SZl9UCcRERE1GbbcEhEREVHAYHJLRERERAGDyS0RERHVipMrkTc0xn3G5JaIiIhqVLksrJljFMgLKu+zc5cjrg8OKCMiIqIaKYqCyMhI5ObmAnAtKCBJko+jokAjhIDZbEZubi4iIyOrXUWurpjckl+QJRkXt+jn3vdOpTJQuX64zC8xiIhqkpiYCADuBJeoqURGRrrvt4Zickt+Qa8x4o1rV3u3UqMR2LjRu3USETVDkiShRYsWiI+P91hqlagxabXaC2qxrcTkloiIiOpEUZRGST6ImhK/iyUiIiKigMHklvxCub0M176fimvfT/Xu8rtxca6Ny+8SEREFBHZLIL9RZMn3fqV5ed6vk4iIiJoMW26JiIiIKGAwuSUiIiKigMHkloiIiIgCBpNbIiIiIgoYTG6JiIiIKGBwtgTyC7Iko0NcD/e+dyqVgUsvPbNPREREzR6TW/ILeo0R/7xxs3crNRqB7du9WycRERE1KTZXEREREVHAYHJLRERERAGD3RKo3lQhkFvuxNFSO46V2VFsU1FmV2F2qNArEmQkYvzry1BujILVqUKv1P4ZyuIw465PXf1f379lBwwaU1O/DcBsBjp1cu3v2weYvFAnERERNSkmt1QnQggcNzuwt8CKjNNWlDtFteUcDgFIOnS48mqUAdhxyoowrYzUMA0idMp5Xz+nNNu97xVCAEeOnNknIiKiZo/JLZ2XKgT2F9qwNceMUxan+7hekdAqRINWIVrEGhWEaGQYNTJsToFf9/+Bua++gRvufwwOnQkldhW/F9gQZ1DQOkwLnSL58B0RERFRIGNyS9USQiCz0IZNJ8pw2qoCALQycFGEHp2j9WgdpoUsVZ+kxsKCLUvfwYQ770Ra5+44WmpHTrkTpyxOnLY60TFKh/DztOISERERNRSTW6qi0OrE2qOl+F+JHQBgUCRcFm9Ez1gDDJr6jUHUKRLaRugQb1SRVWxDmUNg72kbOkbqEKlngktERESNi8ktedidZ8H3x0rhEIAiAZcnGNE73nTBXQnCdDK6Ruuxv9CGQpuKfadtaB+pQ4yBCS4RERE1Hia3BABwqgLrjpVhd74FAJASqsWw5BDEGBrvFlFkCR2jdPij0IZ8q4rMQhu6RusRpuOMdERERNQ4mNwSyh0qPv9fMY6VOQAAA1qYcHmCEVINfWovhCxJaB+pw/5CGwqsKvYX2nBxrB6SJKF1VAcAaJJ6qyVJZ6YC81adRERE1KSY3AY5i1PFxweLcLLcCb0i4brUMLSN0DVpnZIkoV2EDr/mW2FxCvxRaEOnKCPev3lHk9ZbhckE7N3r3TqJiIioSfH74CBmcwoszyrGyXInjBoJ49pFNHliW0kjS+gQqYMsAYU2FUdLHV6pl4iIiAIbW26DRHZ2NvLy8tyPVQD/RRzyJSM0QkV3+0kczTiCo41QV0ZGRp3KhWhltA3X4kCRHcfKHIg1KDBp+XmLiIiIGo7JbRDIzs5Gx44dYTab3ceGP/AEBkx4AFZzGRbcdxOy9zR+l4DS0tJay8QbNci3OJFTVooJy/vBoEj45+jN3lt+97LLXPvbt3P5XSIiogDA5DYI5OXlwWw24/F/LEJqenvYdCYURyYDAGLthXjipdcatb5tG9Zi0YtzYbFY6lQ+LVyL3DKBnJJMAF5efnffvjP7RERE1Oz5NLmdN28eVqxYgf3798NoNOKKK67Aiy++iPbt27vLDBw4EJs2bfJ43l/+8hcsXLjQ/Tg7Oxv33nsvNmzYgNDQUIwfPx7z5s2DRsPc/Wyp6e2R1rm7a7ovFUg0KmibmN7o9Rw5kFmv8gZFRlLomf8rh8pEk4iIiBrGp9nfpk2bMG3aNFx22WVwOBx47LHHMHToUOzbtw8hISHuclOmTMHcuXPdj01nfX3sdDoxatQoJCYm4qeffsKJEydw1113QavV4vnnn/fq+/F3AsDBIhvsKmDSSGgdrvV1SG5JpjO34p9lDnTQ+zAYIiIiarZ8mtyuXr3a4/GSJUsQHx+PnTt3on///u7jJpMJiYmJ1b7G2rVrsW/fPnz//fdISEjAxRdfjGeeeQazZs3CnDlzoNN5Z/R/c2DThaLEpkICcFGEDoofze0qnxXLSbMDbSLEBa+KRkRERMHHr4amFxUVAQCio6M9ji9duhSxsbHo0qULZs+e7TEwauvWrejatSsSEhLcx4YNG4bi4mLsrWEOU6vViuLiYo8t0CkaLcpC4wAALUM0CPHjWQlUAMfK7L4Og4iIiJohv+mUqqoqHnroIfTt2xddunRxH7/99tuRmpqKpKQk7NmzB7NmzUJmZiZWrFgBAMjJyfFIbAG4H+fk5FRb17x58/D000830TvxT5ffejdUjQ5aGWgV4jf/7TU6aXaiVQhbb4mIiKh+/CbLmTZtGn7//Xf8+OOPHsenTp3q3u/atStatGiBwYMHIysrC23btm1QXbNnz8bMmTPdj4uLi5GcnNywwJsBG2QMnvIwACA1VAtF9r+EUZIkJIamAADCtDKsAvizzI608CbsViJJQGrqmX0iIiJq9vwiuZ0+fTpWrVqFzZs3o1WrVuct27t3bwDAwYMH0bZtWyQmJuKXX37xKHPy5EkAqLGfrl6vh14fPCOW/ocIGMPDoNgtiDcafB1OtQwaEz693TUt12mrE/tO25BjdqJlU7bemkzA4cNN89pERETkEz7teCmEwPTp0/HFF1/ghx9+QFpaWq3P2b17NwCgRYsWAIA+ffrgt99+Q25urrvMunXrEB4ejk6dOjVJ3M1JmV3FMYQCAEJKT0FqBi2UkToZYVoJKoDjZi7LS0RERHXn0+R22rRp+PDDD7Fs2TKEhYUhJycHOTk5KC8vBwBkZWXhmWeewc6dO3H48GF89dVXuOuuu9C/f39069YNADB06FB06tQJd955J3799VesWbMGjz/+OKZNmxZUrbM1+W+eBaok4ehvO6G1m2t/gh+QJAktQ1zTlJ00O+DkAgtERERURz5NbhcsWICioiIMHDgQLVq0cG+ffPIJAECn0+H777/H0KFD0aFDB/z1r3/FmDFj8PXXX7tfQ1EUrFq1CoqioE+fPhg3bhzuuusuj3lxg5VDFdiV5/qg8OPShfDnNluroxxTv+iPqV/0h9VRjmi9DL0iwSGAU+XOpqm0vNy1/O5ll7n2iYiIqNnzaZ/b2pZZTU5OrrI6WXVSU1Px7bffNlZYAWPfaSvMDgG9cOD3H1YBMx/2dUg1UoWK/ad2ufclSUILk4LDJQ6cMDuQYFQav0uFqgI7dpzZJyIiombPfyc7pQsihMD2XFdrZApKoDqaX9/VBKMGsgSYHQJFNiafREREVDsmtwHqSIkdpyxO17y2KPV1OA2ikSXEGxQAwAkOLCMiIqI6YHIboHbmWQAAXaMN0KL5DshqUbHgRIFVhcXB1lsiIiI6Pya3AajcoSKryAYAuCTWP+e1rSuTRkakznWbnmyqgWVEREQUMJjcBqD9hVaoAOKNCuKMfrFOxwVJMLneQ265o9ZBiERERBTcmn/mQ1XsLbACADpHNa95fiMMMdUej9bL0EiATQVOW1VEV/TDbRSxsY33WkRERORzTG4DTJHNiWNlrsFXHZtRcmvUhuDru45Ue06WJMQbFRw3O3Gy3NF4yW1ICHDqVOO8FhEREfkFdksIMPsqWm1TQrUI1zViC6ePJVR0rzhtVWFzsmsCERERVY/JbYDZd7p5dkmojUkrI0wrQcDV95aIiIioOkxuA0huuQOnLE4oEtA+UufrcOrF6ijHA18PxwNfD4fVUf1SuPEVrbcny52NM7CsvBwYONC1cfldIiKigMA+twEko6LVtk24DgZN8/rcogoVu0/86N6vTqxBwaESOyxOgRK7euHdLlQVqFzemcvvEhERBYTmlQHReR2smNu2QzNrta0rjSwhRu9KaE9ZOOctERERVcXkNkAU25w4ZXFCgqvlNlDFGV3JbV65EyrnvCUiIqJzMLkNEFnFrlbbpBANjM2sS0J9ROpkaGXAIYBCK7sSEBERkafAzYKCTFaRHQDQNoBbbQFAkiTEGtg1gYiIiKrH5DYAOFSBI6WulttAT24BuJcULrA44VDZNYGIiIjO4GwJASC71A67CoRqZcQbm+/CDQaNqU7lQjUSDIoEi1OgwHqBrbemutVJREREzQOT2wBQ2d+2bbgWkiT5OJqGMWpDsPbu3DqVlSQJcUYFR0sdOFXubPhNHBIClJU19NlERETkh9gtoZkTQiCrKHi6JFSKq+h3W2hToUrNt7WaiIiIGheT22auwOpEoU2FIgGtw4InuTVqZIRqXa3UVkOYj6MhIiIif8Hktpk7VOyaJSE5VAud0jy7JACA1WHBo9+NwaPfjYHVYanTc+IMrg4JVkN4wyq1WIBRo1ybpW51EhERkX9jn9tmLrvUldymhmp9HMmFUYUT246uce/XReVyvA6tETHJbepfqdMJfPvtmX0iIiJq9thy24wJIXC09EzLbbDRKRIida5b+OKRY3wcDREREfkDJrfNWJ7FiXKngFYGWpiCsxG+cjnei0fcBM54S0RERExum7HKLgktQ7RQ5Obb3/ZCxOgVQKiITWmDYgTPgDoiIiKqHpPbZiyYuyRUUmQJemspAOAEQnwcDREREfkak9tmSgjhbrlNCeLkFgD0lmIAQA5MUAU7JxAREQUzJrfNVL7VCbNDQCMFb3/bSlpbGUpP58EmKThcYvd1OERERORDTG6bqcouCUkhWmgCoL+tURuCzVNLsXlqKYza+nUvkAD8tvZLAMDeAmvdnxgSAgjh2kLYpYGIiCgQMLltprJL2CXhbLu/Ww4AOFBkg11l1wQiIqJgxeS2GXLNb+sAACSHBneXhErZe3bAKBywqQIHimy+DoeIiIh8hMltM3TaqqLUoUKRXN0SAoHVYcGT68bhyXXj6rz87rkSUQYA2FfXrgkWC3Dzza6Ny+8SEREFBCa3zdCfZa4uCYkmDbQB0N8WcC25u/HQSmw8tLLOy++eq0VFcvu/YhvKHWrtT3A6geXLXRuX3yUiIgoITG6boRNmV5eEpCCfJeFcoXAgwahABbC/sB4Dy4iIiChgMDvykezsbOTl5TXouQeRAEh6WHOPYVeuudbyGRkZDaqnOeoUpcfJcjP2FlhxSazR1+EQERGRlzG59YHs7Gx07NgRZnPtiem5NDo9nvrP/6DRAndcMxSFJ47W+bmlpaX1rq+56RSlx4bjZhwrc6DI5kSETvF1SERERORFTG59IC8vD2azGY//YxFS09vX67l2jQFFWh0k1YGXFn+EuvS43bZhLRa9OBeWIBg0FaZTkBKqRXapHfsKrOiTaPJ1SERERORFTG59KDW9Pdp3u7hezzle5kBRiR2RRh061PG5Rw5k1j+4ZqxztN6V3J5mcktERBRsOKCsmSmxu2YBCNPyv64m7SN0UCTglMWJ3HKHr8MhIiIiL2LLbTNTGqDJrUFjwpqJJ937F/ZaMtqG6/BHkQ17C6yIb1nDbW4yAZX9kE1s4SUiIgoEgZUhBTi7KmBxupaWDQ2w5FaSJBi1ITBqQyBJFz53b6doPQAg47QVQtSwHK8kASEhrq0R6iQiIiLfC6wMKcCV2FyttkZFgiZAFm9oKunhOugVCcV2FUfL2DWBiIgoWDC5bUYCtUsCANicVjy/8S94fuNfYHNe+AIMGllC+wgdAOD3/BpmibBagQkTXJuViz4QEREFgsDLkgJY5WCyUF3g/bc5VQdW/7EUq/9YCqfaOC2tXWMMAID9hTbYnNV0TXA4gPfec20Otu4SEREFgsDLkgKUECKgW26bQqsQDaL0MmyqQCaX4yUiIgoKzJKaCatTwCEACYBJw/62dSFJErpGu1pv9xQE/gIWRERExOS22Sh1uL5WN2kkyBzZX2ddovWQABwtdeC01enrcIiIiKiJMbltJsoq+9uyS0K9hOsUpIVpAQC/1TSwjIiIiAIGM6VmoszhSm5DmNzWW7eKgWW/FVih1jTnLREREQUEn2ZK8+bNw2WXXYawsDDEx8fjhhtuQGZmpkcZi8WCadOmISYmBqGhoRgzZgxOnjzpUSY7OxujRo2CyWRCfHw8HnnkETgCbPR7ZcttCPvb1lt6hA4GRUKJXcWhYruvwyEiIqIm5NPkdtOmTZg2bRq2bduGdevWwW63Y+jQoSgrK3OXmTFjBr7++mt89tln2LRpE44fP47Ro0e7zzudTowaNQo2mw0//fQT3nvvPSxZsgRPPvmkL95Sk7A5BSrWb0CIJjBbbg0aE7668xC+uvPQBS+/ey6NLKFLxYpl/807q2uCyQTk5ro2Lr9LREQUEDS+rHz16tUej5csWYL4+Hjs3LkT/fv3R1FRERYtWoRly5Zh0KBBAIDFixejY8eO2LZtGy6//HKsXbsW+/btw/fff4+EhARcfPHFeOaZZzBr1izMmTMHOp3OF2+tUVV2STAqEpQAXZlMkiREGuOa7PUviTVgxykLDhbbUGh1IlKvuJbcjWu6OomIiMj7/KoZsKioCAAQHR0NANi5cyfsdjuGDBniLtOhQwekpKRg69atAICtW7eia9euSEhIcJcZNmwYiouLsXfv3mrrsVqtKC4u9tj8mbtLAvvbNliMQYPWFQPLdnNgGRERUcDym2xJVVU89NBD6Nu3L7p06QIAyMnJgU6nQ2RkpEfZhIQE5OTkuMucndhWnq88V5158+YhIiLCvSUnJzfyu2lcZRXTgAVyf1ub04pXf5yBV3+c0SjL71anR6xrYNmv+RY4VOFacnfaNNfG5XeJiIgCgt8kt9OmTcPvv/+Ojz/+uMnrmj17NoqKitzb0aNHm7zOC1EaBC23TtWBlfv+hZX7/tVoy++eKz1Ch3CtjHKHwP5Cq2vJ3bffdm0BNgCRiIgoWPlFtjR9+nSsWrUKGzZsQKtWrdzHExMTYbPZUFhY6FH+5MmTSExMdJc5d/aEyseVZc6l1+sRHh7usfkrpypgcbpabjnH7YWRJQkXV7TeegwsIyIiooDh02xJCIHp06fjiy++wA8//IC0tDSP8z179oRWq8X69evdxzIzM5GdnY0+ffoAAPr06YPffvsNubm57jLr1q1DeHg4OnXq5J030oQqB5PpZEAboIPJvKlbjAGyBPxZ5kBOGacFIyIiCjQ+nS1h2rRpWLZsGb788kuEhYW5+8hGRETAaDQiIiICkyZNwsyZMxEdHY3w8HDcf//96NOnDy6//HIAwNChQ9GpUyfceeedeOmll5CTk4PHH38c06ZNg16v9+XbaxRl9or+tmy1bRShWhmdovT4vcCKX06V4zpfB0RERESNyqcZ04IFC1BUVISBAweiRYsW7u2TTz5xl5k/fz6uueYajBkzBv3790diYiJWrFjhPq8oClatWgVFUdCnTx+MGzcOd911F+bOneuLt9ToSitXJgvQ+W19oXe8EQBwoMjm40iIiIiosfm05VbUYSlUg8GAt956C2+99VaNZVJTU/Htt982Zmh+o3IaMPa3bTxxRg3Sw3U4Ul5We2EiIiJqVpgx+TEhBMwV04CZAngaMF+4PMHo6xCIiIioCfi05ZbOr9wpIADIEmBQAju51WuM+OS2ve79ptYqVIuE6DAsWLUTF8cY0MfIZJeIiCgQMLn1Y2e32kpSYCe3siSjRViqV+u8vEUolpenYKssobsTMPF7DCIiomaPf879mLmiv62Jg8maRNtwLRKMCmyqwE8nzb4Oh4iIiBoBsyY/ZnYET3Jrd9rw9ra/4e1tf4Pd6Z1ZDCS7HTe+/Qyumj8Hu08Uo9Dq9Eq9RERE1HQCP2tqxsoquiWEBMFgModqx8d7XsfHe16HQ/XS4gp2OyLfnI/eH7wFyW7Hf06w9ZaIiKi5Y3Lrp5zizLK7wdBy6w/2nrbipNnh6zCIiIjoAjBr8lPlFa22GgngFLdNr32EDgCw4XhZneZfJiIiIv/EtMlPufvbauWAnynBH/RtEQJFAg6X2LHvtNXX4RAREVEDMbn1U2X24Olv6w+i9AquSDQBANb/WYbyig8XRERE1LwwufVTwTRTgr+4PN6IWIMCs0Pghz+5NC8REVFzxMzJT51Jbtly6y2KLGFESigA4LcCKw6XeGdKMiIiImo8XKHMDzlUAVvFt+LB0nKr1xjx3k2/uPe9wmgEfv/9zD6AliFa9Ig1YFeeBauOlGJi+0iEcEQfERFRs8Hk1g+VVbTa6mUJGjk4Wm5lSUZadCcvVyoDnTtXOTwwKQRHSu3Itzjx1eES3JoeDpmD+oiIiJoFNkn5IXPFNGAmLRMqX9ApEm5MC4NWBo6U2vEjF3cgIiJqNpjc+iGzPfgGk9mdNry74zm8u+M5ry2/C5sNmDPHtdk864w1aDAiJQwA8NPJcmQWcnowIiKi5iB4sqdmxN1yG0SDyRyqHUt2zcOSXfO8uvwunn7atdmr1tkpSo8esQYAwFeHSzjAjIiIqBlgcuuHOA2Y/xjSKgQXRejgFMDn/yvG8TIvJd5ERETUIHXOnt544w1YLBYAQHZ2NpcobSJ2VaCi4RbGIGq59VeyJOG61mFoHaaFXQU+zWKCS0RE5M/qnNzOnDkTxcXFAIC0tDScOnWqyYIKZpWttnpFgsIR+n5BI0sYnRaOliEaWJwCHx0swsEidlEgIiLyR3WeCiwpKQmff/45Ro4cCSEEjh075m7JPVdKSkqjBRhsgrG/bXOgUyTc0jYcKw+V4FCJHZ//rxhDk0NwSayX5uQlIiKiOqlzcvv444/j/vvvx/Tp0yFJEi677LIqZYQQkCQJTqezUYMMJuUVLbdGhf1t/Y1ekXFT23Cszi7FbwVWrDlahj/LHBjaKhQ6hR9GiIiI/EGdk9upU6fitttuw5EjR9CtWzd8//33iImJacrYghJbbv2bIkkYmRKKKL2C/5ww4/cCK06UOXB9WhjijVwThYiIyNfq9dc4LCwMXbp0weLFi9G3b1/o9fqmiitolQfpTAk6xYB3btjk3vcKgwH45Zcz+3UkSRKuSDShZYgGXx8pRb7VifcyCzGkVQgujjFAYl9pIiIin2lQU9P48eMbOw4C4FAFbK7cNuhmSlBkBR3je3q5UgWopntNXaWG6XB3+0h8k12CrGI71hwtw+ESO0Ykh8IQZB9OiIiI/EWdk9vo6Gj88ccfiI2NRVRU1HlbpwoKCholuGBTXtElQSe7RuiT/zNpZdzUJhzbT1mw8XgZMgttyDEX4vrWYUgK0fo6PCIioqBT5+R2/vz5CAsLc+/zq9fGVzkNmDEIW/3sThuW//42AOCmLvdBq+iavlKbDXj9ddf+gw8CuobVKUkSesUbkRyiwcrDJSiyqfjwQBEGJoXgsjh2UyAiIvKmOie3Z3dFmDBhQlPEEvSCeTCZQ7Vjwc+PAwBu6DTFO8mt3Q48+qhr/777GpzcVmoRosXEDpH4LrsUmYU2/PBnGf4ss+Oa1DBo2RJPRETkFQ1qIlQUBbm5uVWO5+fnQ1GUCw4qWJU7g7flNlAYFBk3tA7D0FYhkCUgs9CGZQeKUGpXfR0aERFRUGhQFlXT0rtWqxW6C2z9CmbB3HIbSCRJQo84I8amR8CgSDhhduD9zELkWRy+Do2IiCjg1Wu2hDfeeAOA64/3v//9b4SGhrrPOZ1ObN68GR06dGjcCIOEUwhYnZXJLVtuA0FKqBbj20fis6xiFFid+PhAMe64KAJRen67QURE1FTqldzOnz8fgKvlduHChR5dEHQ6HVq3bo2FCxc2boRBonKmBI0E9s8MIFF6BXdeFIFlB4pwyuLERweKcHu7CEQywSUiImoS9UpuDx06BAC46qqrsGLFCkRFRTVJUMHIHKSLNwQDo0bG2PQILD1Q5GrBPViEcRdFIlTL/2siIqLG1qBFHDZs2NDYcQS9ypbbYFu8oTFlZGTUq7xcXo6LK/Z3794N1Wis1/NjY2ORkpJSp7IhWhm3pYdj6YEiFNpUfHm4GLelR0DmNGFERESNqkHJ7ZgxY9CrVy/MmjXL4/hLL72E7du347PPPmuU4IJJsC67W0mnGPD6Nd+69+sjPzcHkCSMGzeuXs+TAVxZsf+ffv1Q3/kMTCYTMjIy6pzghukU3Nw2HO9lFuFoqQMbj5sxqGVIPWslIiKi82lQcrt582bMmTOnyvERI0bglVdeudCYglK5M7hbbhVZwSVJ/Rv03NKiIkAITH/mFXS/rHeDXqN+aTFw5GAmnp0+CXl5eXVObgEgxqDByJRQrDxcgl9yy5EUokGHSH09ayciIqKaNCi5LS0trXbKL61Wi+Li4gsOKtgIIc50S1CCM7ltDC3T2qJ9t4t9HUatOkTp0cvswC+55fj2SClamDSI0HGAGRERUWNo0HfgXbt2xSeffFLl+Mcff4xOnTpdcFDBxuoUEAAkAPogTW4dqh0r9r6DFXvfgUO1e6VOyW5Hi8XvoMXidyDZvVNnpYFJJrQK0cCmCqw9Wlrj3NFERERUPw1quX3iiScwevRoZGVlYdCgQQCA9evX46OPPmJ/2wYwn9UlQQrSAUZ2pw2vbfkrAGDEReOgkbVNXqdktyH9b646T946DkJb/zrrO4jtbCnQ4E+0QFaxHd/9dz8SUX7e8vUZwEZERBSsGpTcXnvttVi5ciWef/55LF++HEajEd26dcP333+PAQMGNHaMAY9dEpqfhg5iO9eQe2Zh8NSH8WOeE6+OGQhraUmNZes7gI2IiCgYNSi5BYBRo0Zh1KhRjRlL0KqcKcEYpDMlNEeNMYgNAAQkFDpsCI9LxAurdyK0NLfacg0dwEZERBRsGpzcFhYWYvny5fjf//6Hhx9+GNHR0di1axcSEhLQsmXLxowx4HGO2+arMQaxFVqd2HvaBospCh1TEoN2OjgiIqLG0KDkds+ePRgyZAgiIiJw+PBhTJ48GdHR0VixYgWys7Px/vvvN3acAa3cyZbbYBapVxCtl1FgVZFd6kCHyKozkRAREVHdNCibmjlzJiZMmIADBw7AYDgz4f7IkSOxefPmRgsuGDhUAXvF6gHscxu8UkJdg9nyLU6U2uu7nAQRERFValByu337dvzlL3+pcrxly5bIycm54KCCSWWXBK0MaGQmt8EqRCsj1uCa6za71LvTkhEREQWSBnVL0Ov11S7W8McffyAuLu6Cgwom7JLgolX0eHH4cve+N6g6PX5/f7l739dSQjXIszhx2qqixKYiTBfc9wQREVFDNOiv53XXXYe5c+fCXjHxvSRJyM7OxqxZszBmzJhGDTDQcRowF42sQZ+U4eiTMhwaucHjHOtZqQanhwzH6SHDAY2X6jwPo0ZGvJGtt0RERBeiQcntK6+8gtLSUsTHx6O8vBwDBgxAeno6wsLC8NxzzzV2jAGN04DR2ZJDXEl2oU2FmX1viYiI6q1BzVURERFYt24dtmzZgl9//RWlpaXo0aMHhgwZ0tjxBbzyitXJTEE+DZhDtWPdAdeSzle3u9VLK5TZEbfCVeep0bc2aIWyxmbQyIjRy8i3qjhudiA9gjMnEBER1Uedmwujo6ORl5cHALj77rtRUlKCvn374r777sOjjz7aoMR28+bNuPbaa5GUlARJkrBy5UqP8xMmTIAkSR7b8OHDPcoUFBTgjjvuQHh4OCIjIzFp0iSUlpbWOxZfEGC3hEp2pw3zNt2DeZvugd1p80qdkt2G9jPuQfsZ90Cye6fOumhR0Xp7qtwJuyp8HA0REVHzUueWW5vNhuLiYsTGxuK9997Diy++iLCwsAuqvKysDN27d8fdd9+N0aNHV1tm+PDhWLx4sfuxXu858OeOO+7AiRMnsG7dOtjtdkycOBFTp07FsmXLLig2b1BlLQQACYA+yJNbOiNcKyNEI6HMIXDS7ECr0DMtyhkZGV6LIzY2lquhERFRs1Pn5LZPnz644YYb0LNnTwgh8MADD8BoNFZb9t13363Ta44YMQIjRow4bxm9Xo/ExMRqz2VkZGD16tXYvn07Lr30UgDAm2++iZEjR+Lvf/87kpKS6hSHrzg1rq+cjRpXqzQR4BqgmRSiwYEiO06YHUgK0SA/NweQJIwbN85rcZhMJmRkZDDBJSKiZqXOye2HH36I+fPnIysrCwBQVFQEi8XSZIFV2rhxI+Lj4xEVFYVBgwbh2WefRUxMDABg69atiIyMdCe2ADBkyBDIsoyff/4ZN954Y7WvabVaYbVa3Y+rm9bMG5xKRXLLVls6R6xBweESO2xqxcIORUWAEJj+zCvoflnvJq//yMFMPDt9EvLy8pjcEhFRs1Ln5DYhIQEvvPACACAtLQ0ffPCBO8lsKsOHD8fo0aORlpaGrKwsPPbYYxgxYgS2bt0KRVGQk5OD+Ph4j+doNBpER0efdzGJefPm4emnn27S2OviTMstZ0ogT7IkIdGowdEyB3LMTvfxlmlt0b7bxb4LjIiIyM/VObmNjo7GH3/8gdjYWFx11VXQ6Zp+FPfYsWPd+127dkW3bt3Qtm1bbNy4EYMHD27w686ePRszZ850Py4uLkZycvIFxdoQ7pbbIJ8pgaqXYFJwtMyBYrsKyWDydThERETNQp2bDCsHlAHAe++955UuCedq06YNYmNjcfDgQQBAYmIicnNzPco4HA4UFBTU2E8XcPXjDQ8P99h84Uy3BLbcUlV6RUZkxSplmnjvf/giIiJqjnw6oKy+jh07hvz8fLRo0cIdU2FhIXbu3ImePXsCAH744QeoqorevZu+X+KF0IeEQlVcl58tt64ld58e8r573xtUnR4Z77zv3vdH8UYFhTYVmvhkSDI/BBEREdWmQQPKJElqlAFlpaWl7lZYADh06BB2796N6OhoREdH4+mnn8aYMWOQmJiIrKwsPProo0hPT8ewYcMAAB07dsTw4cMxZcoULFy4EHa7HdOnT8fYsWP9fqaEuNR0AIBWBjQyk1uNrMFVbaqfDq7pKtUg71ov11lPMQYFSrEd0JvQ9rIrfR0OERGR3/PpgLIdO3bgqquucj+u7Ac7fvx4LFiwAHv27MF7772HwsJCJCUlYejQoXjmmWc85rpdunQppk+fjsGDB0OWZYwZMwZvvPHGBcXlDbGtXcktuyTQ+ciShDiDgpxyJ3peO7b2JxAREQW5ei2/O3LkSHz00Uc4dOgQAOCFF17APffcg8jISABAfn4+rrzySuzbt69Orzdw4EAIUfMKTGvWrKn1NaKjo5vFgg3nimvdDgC7JFRyqA785/BXAIArW18HjdyglaHrWakDsd+56swbcR2g8UKdDRBv0iCn3InOg0YBh3/1dThERER+rV7NhqtXr/aYH/b5559HQUGB+7HD4UBmZmbjRRfAKrslcBowF7vTiqe+vwtPfX8X7E5r7U9oBLLNio5/uQsd/3IXZJt36myIUI0EtawYWoMRCI/1dThERER+7YIyq/O1utL5xbZuC4Att1Q7SZLgOHXM9SCCyS0REdH5sNnQBwSA2BRXcmvi6mRUB468P107pgjYnPxQSUREVJN6JbeSJEGSpCrHqH7KoUCrNwBChZ7JLdWBsJbj6G87AUlCvsVZ+xOIiIiCVL1G0AghMGHCBPdsBRaLBffccw9CQkIAwKM/LtXMDC0AQHHa+eGA6mzP2pVI7toTeRYnWoT45+A3IiIiX6vXX8jx48d7PB43blyVMnfdddeFRRQEyiqTW4fNx5FQc/Lb+q8x6q/PoNiuwuoUbPUnIiKqRr2S28WLFzdVHEGlrOKyK04mt1R3RTl/AuZiwBSOfIsTSWy9JSIiqoJ/HX3A3XLL5NZNq+gwe8BC9743CK0OmfMXuvebheI8wBSOPCa3RERE1eJfRx8wV7bcsluCm0bWYkT7qt1cmpLQapF7q3frvGDF+UBiG5SwawIREVG1OBWYl1mdKqwSuyVQAzlsCNO6fmw5awIREVFVTG69rMDqSkhK8nIhC9XH0fgPh+rA1uzV2Jq9Gg7V4aVKHYj6fjWivl8NOLxUZyOIMbh+bCvvJSIiIjqDya2XaWUJLUUpflv3pa9D8St2pxWzVt+EWatv8uryu13uugld7rrJr5ffPVe0XgEAFNtUOFQu6EBERHQ2JrdeFmvQoDMK8PXLj/k6FGqmjBoZRo0EAeA0W2+JiIg8MLklaoZiKlpv863s2kJERHQ2JrdEzVBl14RCqxOqYNcEIiKiSkxuiZqhUK0ErQw4BVBkY+stERFRJSa3RM2QJEnu1tsCTglGRETkxuSWqJmKNlQkt1YnBLsmEBERAeAKZeQntIoOD/V9xb3vDUKrw8HnXnHvNzeROhmyBNhUoMwhEKrlamVERERMbskvaGQtRnf+i1frFFotTkz0bp2NSZYkROpkFFhVnLY6EarlFzFERET8a0jUjEVV9Ls9zSnBiIiIALDllvyEU3ViT84WAEC3xL5QZMULlToR8bOrzqLefQHFC3U2sii96/NpiV2FXRXQyuyaQEREwY3JLfkFm9OCB1eNBACsmXgSRjmkyeuUrRZ0u8lV55aDJ6Gamr7OxqZXZJg0EswOgUKrE3FG/kgTEVFwY7cEomaOXROIiIjOYHJL1MxF6lw/xoU2TglGRETE5JaomQuvmBLMrgKlDia3REQU3JjcEjVzlVOCAUChlauVERFRcGNySxQA2O+WiIjIhcktUQCoTG4rpwQjIiIKVpw3iPyCRtbi3t7Puve9QWi0+N/jz7r3mzO9InFKMCIiIjC5JT+hVXS4rftDXq1T6HT48z7v1tmUovQKzA4HTltVxBl9HQ0REZFvsFsCUYCI4pRgREREbLkl/+BUnfgjbzcA4KLYi722/G7ob646S7te3CyX3z1bmE6GctaUYGFaLsVLRETBh8kt+QWb04K/rBwAwLvL714y0lVnc11+92yyJCFCJ6PAquK01YkwLb+YISKi4MO/fkQBpHLWBM53S0REwYrJLVEAOTMlmOCUYEREFJSY3BIFkMopwQC23hIRUXBicksUYLhaGRERBTMmt0QBpnJKsNNWTglGRETBh8ktUYCpnBLMIVxTghEREQUTTgVGfkEjazGhx2z3vjcIjRZHZs527weKs6cEK+SUYEREFGSY3JJf0Co63H3p37xap9DpkP2wd+v0lii9UjHfrYrkUF9HQ0RE5D1s0iEKQJEV/W5L7CocnBKMiIiCCJNb8guqUHGoYB8OFeyDKrw0yl9VYcrcB1PmPkANrJkFDBoZRqViSjBbYL03IiKi82G3BPILVkc5xi/vBaBi+V2tF5bftZSj51WuOgNh+d1zRepllJudKLQ6EWtQfB0OERGRV7DllihAnT3fLacEIyKiYMHklihAhetkyABsqkA5pwQjIqIgweSWKEApkoTwygUdbFyKl4iIggOTW6IAxqV4iYgo2Pg0ud28eTOuvfZaJCUlQZIkrFy50uO8EAJPPvkkWrRoAaPRiCFDhuDAgQMeZQoKCnDHHXcgPDwckZGRmDRpEkpLS734Loj8V6Te9SNebFPh5JRgREQUBHya3JaVlaF79+546623qj3/0ksv4Y033sDChQvx888/IyQkBMOGDYPFYnGXueOOO7B3716sW7cOq1atwubNmzF16lRvvQUiv2ZUJOgVCQJAEacEIyKiIODTqcBGjBiBESNGVHtOCIHXXnsNjz/+OK6//noAwPvvv4+EhASsXLkSY8eORUZGBlavXo3t27fj0ksvBQC8+eabGDlyJP7+978jKSnJa++FLoxG1mJstwfd+94gNFocu+dB934gkiQJUToZOeVOFNqciOaUYEREFOD8dp7bQ4cOIScnB0OGDHEfi4iIQO/evbF161aMHTsWW7duRWRkpDuxBYAhQ4ZAlmX8/PPPuPHGG6t9bavVCqvV6n5cXFzcdG+E6kSr6HDf5c95tU6h0+HQk96t0xci9Qpyyp3sd0tEREHBbweU5eTkAAASEhI8jickJLjP5eTkID4+3uO8RqNBdHS0u0x15s2bh4iICPeWnJzcyNET+Y8InQwJgMUpUO5ggktERIHNb5PbpjR79mwUFRW5t6NHj/o6pKCnChUnSo7gRMkRry6/qz96BPqjRwJu+d2zaWQJYRVTghWy9ZaIiAKc3ya3iYmJAICTJ096HD958qT7XGJiInJzcz3OOxwOFBQUuMtUR6/XIzw83GMj37I6ynHrR51x60edYXWUe6VO2VKOXr07o1fvzpAt3qnTV6I43y0REQUJv01u09LSkJiYiPXr17uPFRcX4+eff0afPn0AAH369EFhYSF27tzpLvPDDz9AVVX07t3b6zET+avK+W6LbCpULsVLREQBzKcDykpLS3Hw4EH340OHDmH37t2Ijo5GSkoKHnroITz77LNo164d0tLS8MQTTyApKQk33HADAKBjx44YPnw4pkyZgoULF8Jut2P69OkYO3YsZ0ogOotJI0ErA3bVNedtpJ6zJhARUWDyaXK7Y8cOXHXVVe7HM2fOBACMHz8eS5YswaOPPoqysjJMnToVhYWF6NevH1avXg2DweB+ztKlSzF9+nQMHjwYsixjzJgxeOONN7z+Xoj8mSRJiNIryK2YNYHJLRERBSqfJrcDBw6EOM9XpJIkYe7cuZg7d26NZaKjo7Fs2bKmCI8ooJxJbp1IQ2DO60tEROS3fW6JqHFFVkwJVs4pwYiIKIAxuSUKEhpZQnjlrAmcEoyIiAKU365QRsFFkTW4odMU9743CEWD4+OnuPeDQZReQZFNRYHViaSQ4HjPREQUXPjXjfyCTtFjZr/5Xq1T6PXImufdOn0tWi/jcIlrxgSHKqCRJV+HRERE1KjYLYEoiBg1MgyKBAHXnLdERESBhskt+QUhBArLT6Gw/NR5Z9Bo5EqhzT8Fbf4pIIgWNojSu37sC6xcrYyIiAIPk1vyCxaHGdd9kIbrPkiDxWH2Sp1yuRmXd03D5V3TIJd7p05/EF0xx+1pq9N7HySIiIi8hMktUZAJ18lQJNdqZaV2JrdERBRYmNwSBRlZkhCpY9cEIiIKTExuiYJQtMHVNSGfyS0REQUYJrdEQShar7hWK3NwtTIiIgosTG6JgpBGlhBR0TUh38LWWyIiChxMbomCVGXXBPa7JSKiQMIVysgvKLIGwy+6w73vDULR4OQtd7j3g020XsH/YEeJXcDmFNApXK2MiIiav+D7i05+Safo8djAd7xap9Dr8cdr3q3Tn+gVCaFaCaV2gXyrEy1M/HVARETNH7slEAWxmIoFHQrY75aIiAIEk1vyC0IIlNvLUG4v8+ryu7K5DLK5LKiW3z1bZb/bIpsKhxqc14CIiAILk1vyCxaHGcMWJ2DY4gSvLr/bNz0BfdMTgmr53bOZNDKMGgkCHFhGRESBgcktUZCLq2i9PVXO5JaIiJo/JrdEQS62IrkttKmws2sCERE1c0xuiYKcUSMjROOaBowLOhARUXPH5JaI3K23eUxuiYiomWNyS0Tu5LbIpsLmZNcEIiJqvpjcEhEMGhlhWtevA7beEhFRc8YlicgvyJKCgWk3uPe9QcgKTl1zg3s/2MUaFJTYVeRZnND7OhgiIqIGYnJLfkGvMWDu1R96tU5hMGD/P71bpz+LNSg4VGJHiV2FRtH6OhwiIqIGYbcEIgIA6BQJUTrXrwSLIcLH0RARETUMk1sicos3ub7MsRrCIcn89UBERM0P/3qRXyi3l6H/P0PR/5+hKLeXeaVO2VyGK5NCcWVSKGSzd+r0d9F6GRoJUBUt2l0+0NfhEBER1RuTWyJykyUJcUbX4Lqe193u42iIiIjqj8ktEXlIMLq6JnS6agRs/BVBRETNDGdLICIPIVoZit0CaA04IUy+DoeIiKhe2CxDRFUYLEUAgD8RCiG4YhkRETUfTG6JqAq9pRhWcxlKJR2OlNp9HQ4REVGdMbkloipkoWLXqk8AADtOWXwcDRERUd2xzy35BVlScHnyMPe+NwhZQcHgYe598vTTR/9En1vuxsEiG05bnYjS8xoREZH/Y3JLfkGvMeClEZ97tU5hMGDvB96tsznJO5KFWFGOPMmInafKMaRVqK9DIiIiqhW7JRBRjVJQAgDYk2+F1an6OBoiIqLaMbklohrFwIIYvQKbKrAn3+rrcIiIiGrF5Jb8Qrm9DEPfjcfQd+O9uvzuFW3jcUXbeC6/WwMJwKXxBgDAL7nlcKicFoyIiPwbk1vyGxaHGRaH2at1KuVmKOXerbO56RptQJhWRoldxa/5nDmBiIj8G5NbIjovjSyhT4IRALD1JFtviYjIvzG5JaJadYsxIFwro9SuYnceW2+JiMh/MbklolppZAlXJJoAAFtPmmFn6y0REfkpJrdEVCddo/UI18kocwjsPFXu63CIiIiqxeSWiOpEkSVcWdF6+1NOOUpsTh9HREREVBVXKCO/IEsyLm7Rz73vFZKMwj793PtUuy7ReuzOt+DPMgc2HDfjutZhvg6JiIjIA5Nb8gt6jRFvXLvaq3WqRiN++9y7dTZ3kiTh6lahWJJZiH2nregeo0dqmM7XYREREbn5dXPVnDlzIEmSx9ahQwf3eYvFgmnTpiEmJgahoaEYM2YMTp486cOIiQJfokmDS2JdCzt8f6wMTsHBZURE5D/8OrkFgM6dO+PEiRPu7ccff3SfmzFjBr7++mt89tln2LRpE44fP47Ro0f7MFqi4NC/hQlGRcIpixNbczi4jIiI/Iffd0vQaDRITEyscryoqAiLFi3CsmXLMGjQIADA4sWL0bFjR2zbtg2XX365t0OlC1BuL8MtH3UCAHx62z4YtSFNXqdsLkOvXq46f/llH1RT09cZKIwaGUNaheDrI6XYkmNG6zAtWoVqfR0WERGR/7fcHjhwAElJSWjTpg3uuOMOZGdnAwB27twJu92OIUOGuMt26NABKSkp2Lp1q6/CpQtQZMlHkSXfq3VqC/KhLfBunYGic7QBnaP0EAC+PlICi1P1dUhERET+ndz27t0bS5YswerVq7FgwQIcOnQIV155JUpKSpCTkwOdTofIyEiP5yQkJCAnJ+e8r2u1WlFcXOyxEVH9XZ0cggidjCKbinVHyyDY/5aIiHzMr7sljBgxwr3frVs39O7dG6mpqfj0009hNBob/Lrz5s3D008/3RghEgU1gyLj2tQwLD1QhL2nrUgwadArvuE/m0RERBfKr1tuzxUZGYmLLroIBw8eRGJiImw2GwoLCz3KnDx5sto+umebPXs2ioqK3NvRo0ebMGqiwNYqVIurWrr6K//wZxkyC60+joiIiIJZs0puS0tLkZWVhRYtWqBnz57QarVYv369+3xmZiays7PRp0+f876OXq9HeHi4x0ZEDXdZnME9PdjXh0twvMzu44iIiChY+XVy+/DDD2PTpk04fPgwfvrpJ9x4441QFAW33XYbIiIiMGnSJMycORMbNmzAzp07MXHiRPTp04czJRB5mWtxhxC0DdfCIYDPsoqRY3b4OiwiIgpCft3n9tixY7jtttuQn5+PuLg49OvXD9u2bUNcXBwAYP78+ZBlGWPGjIHVasWwYcPw9ttv+zhqaghZktEhrod73yskGSXde7j36cLIkoTrW4fjo4NFOGF24KODRbi5TTinCCMiIq/y6+T2448/Pu95g8GAt956C2+99ZaXIqKmotcY8c8bN3u1TtVoxO7vvFtnoNMpEsamh+OzrGIcK3Pgk6wijE4LR1o4l+glIiLvYHMVETUqvSLj1vQIpIVpYVeBT7OK8fNJM6cJIyIir2ByS0SNTitLGNMm3L3Iw4bjZnx5uAQ2JxNcIiJqWkxuyS9YHGbcsqwTblnWCRaH2St1ymYzLuvVCZf16gTZ7J06g4lGlnBNaiiubhUCGcD+QhsW7T+NIyU2X4dGREQBzK/73FLwEEIgpzTbve+lWmE4lu3ep8YnSRJ6xhmRYNTgq8MlKLKp+OhgMS6JNWBACxMMGn6+JiKixsXkloiaXKtQLSZ1jMTG42b8N8+C/+ZZsL/QiisTTbg41gBZknwdYkDKzs5GXl6e1+qLjY1FSkqK1+ojIqoOk1si8gq9ImNYcig6ROqw9lgZ8i1OrD1Whl15FvRNNKF9pI5JbiPKzs5Gx44dYfZilxuTyYSMjAwmuETkU0xuicirUsN0uLuDFrvzLPjPCTPyLE58ebgEMQYFfRKM6BSlZ5LbCPLy8mA2m/H4PxYhNb19k9d35GAmnp0+CXl5eUxuicinmNwSUY0yMjKa7LUlAH0g4QjCkY0w5FuAVUdK8cPh00hDMVqgrElHvAbLV+ip6e3RvtvFvg6DiMhrmNwSURX5uTmAJGHcuHFeqU8fEoo+t05GvzvuAaJisBcx2HKiHD998m9sX/EBLKXFjV4nv0InIgpMTG7JL0iShNZRHdz7XqoVZRd1cO/TGaVFRYAQmP7MK+h+We8mr2/bhrVY9OJcdE1PQ1zfISg3RSOyRSuMfGgORj7wJAyWIhjLT0Nx2hulPn6FTkQUuJjckl8waEx4/+YdXq1TNZmwa6N362xuWqa19cpX2kcOZAIAklJScUm7VKhC4FS5E8fNDpgdMiymKFhMUYjWy0gK0SBcK3vxQxARETUnTG6JyO/IkoQEkwbxRgVFNhXHzQ6ctqoosKoosNoQopGQFKJBrEHh4DMiIvLA5JaI/JYkSYjUK4jUKzA7VBwvc+BUuRNlDoEDRXYcKbGjhUmDBJMGWplJLhERMbklP2FxmDH1i/4AgH/euBkGjanJ65TNZlw80lXn7m83QzU1fZ3UcCaNjPQIHVLDBHLMDpwwO2BTgSOlDhwtdSDeqKBFiAamIFv1TAiBYruKvHInSuwqiu1OlDsEchGNm5/+B0rCEnC4xA6NBOgVCSEaGQaNxBZvIgpYTG7JLwghcPj0fve+l2pFyB/73fvUPGhlCcmhWrQM0SDP4sTxMgfKHAI55U7klDsRpZeRZNIgQheY/XLtqsDxMjuyS+04WurAyXIHrM5q7l8pFD2uvRVWAH+WOTxPAQjVyojUyYjUywhjH2YiCiBMbomoWZIlCfFGDeIMCoor+uUWWFWctqo4bbXBpJGQZNIg1qhAaeaJW4nNiYPFNhwssuFIiR2Oc3JZGUCMQUG4Tka4ToFJI+HkiRN44/XXcNPkaYiMT4RdBSxOAbNDhVMAJXYVJXYVR8sArQzEGTSIMyoI1QZXyzcRBR4mt0TUrEmShAi9ggi9gnKHK8nNLXfC7BA4WGzH4RI74o0aJJoUGJtRl4VSu4r9hVbsP23FsXNaXkM1MlLCtEgJ1aKFSYMYgwLNOX2Od50oxn/efwt33X4b0sLPTHcmhIDVKVBkU1FoU1FodcKuAsfNDhw3OxCmldEyRINoPVtziah5YnJLRAHDqJHRNlyH1FBXv9ycciesTuFO3CJ1MlqYNH7bCaXMruKPIisyTtuQXeo5p2/LEA3Sw3VIj9Ah1qA0OPGUJAkGjQSDRkaCCVCFwGmrilPlrpbvEruK/YU2GBQJyaGulnEmuUTUnDC5JaKAo5EltKrol3vaqiLH7MDpypZKmw1STFuM+uszKIIOQgifJm9mu4oDRTZkFFpxpMTukXgnmTToGKVHh0gdwnRKk9QvSxJiDApiDAqszooPBWYHLE7XjBTHSh1ICdMihi25RNRMMLklooAlSRKiDQqiDa4uCzlmJ3LLHXAoGvS74x78DOBARiE6RenRKUqPaEPTJJBnE0Ig3+LEgSIbDhbbqgz2SjRp0DFShw5RekQ0UUJbE70iITVMi1YhGpwod+DPUgfKnQKZhTaE62S0DdPCxD65ROTnmNySX5AkCYmhKe59L9UKS6sU9z4FNqNGRlq4jNQwDX7PPIgff96OS4ZejwIr8GOOGT/mmBGll9EmXIc2YTq0DNHA0Eh9dM12FUcrZjjIKrKh0KZ6nE8wKugQqUfHKD0i9d5NaKujyBJahWiRaNTgeJkDf5Y5UGxT8d98K5JMCpJDtVX6+BIR+Qsmt+QXDBoTPr19n1frVE0mbP/Fu3WS78mSBL2tDB/PnooZQy+FKbUj9ha4ugSctqrYecqCnacsAIBYg4IEo2sltFijgnCtazYBYzXzxDpVgXKnQLHNiWKbinyrq5U4t9y1utrZFAlIDdOiXYQObcN1CPdyC21daWQJKWFaxBsVHCqxo8Cq4rjZiVMWJ1qHadkfl4j8EpNbIgpaGgh0iTagS7QBFqeKIyV2/K/YNZjrtFVFnsWJPIuz+udKgCJJkCTX3LPVTTV7tliDq8WzdZgWaWE66JTmkxQaNDI6Rulx2urE/4rt7v64J81OpEdom9UsFEQU+JjcEhEBMCgy2kfq0T5SD8DVleBPsx2nyl0Jbr7FgRK7CnPFJLMOATjOWXCkcnGEcJ2MSJ2CeKNSMQ2ZJiASwCi9gktiZRwvc+BomQPFdhW786xIDvXfGSiIKPgwuSW/YHWU4/6vhwEA3rx2DfQaY5PXKZeXo9toV517VqyBamz6Oqn5MGlltIvQo12E53FVCJgdAk4h4FQBFQI6WXJtSs3L2mZnZyMvL88LkbtkZGQ0yevKkmsmiliDgqxiOwptKo6UOqBEpSKpQ7cmqZOIqD6Y3JJfUIWK/ad2ufe9QqgI+3WXe5+oLmRJQqi2fl0KsrOz0bFjR5jN5iaKqmalpaVN8roGjYxOUTqcsjhxqNgOh9aA+95fgz9gRldVQMsBZ0TkI0xuiYiaWF5eHsxmMx7/xyKkprf3Sp3bNqzFohfnwmKxNFkdUsUSyJE6Bb8ezYXNEI7DCMe7+09jeHIoUsN0TVY3EVFNmNwSEXlJanp7tO92sVfqOnIg0yv1AIBOkRBefAKv/t99mDJ/CU5bNfjoYDG6x+hxVVJIo02pRkRUF0xuiShoNVW/VF/V42sZm9fgCpxAYWw7/DfPgl/zrcgqsuPq5BD3QD0ioqbG5JaIgk5+bg4gSRg3bpxX622q/q/+RAuBYcmh6Bilx+rsUhRYnfjiUAnaR1pxdatQhHKFMyJqYkxuiSjolBYVAUJg+jOvoPtlvZu8Pm/0f/U3KaFa3N0hEltyzNh2shyZhTYcLjmNQS1D0C1az8UfiKjJMLklvxFhiPF6nfZo79dJ/qNlWluv9IH1Zv9Xf6KRJQxICkGHSD2+zS7ByXInvssuxe8FFgxuGYpEE/8EEVHj428W8gtGbQi+vuuIV+tUTSHY9rt36yQKdDX1L+4KIAJhOIgIHC11YElmIVqIMqSjEEZUvwpcbWJjY5GSknIB0RJRIGJyS0REF6yu/ZgjElti2LTHcMmoW3BCCkG2VcGWpe9g45LXYS0tqVedJpMJGRkZTHCJyAOTWyIiumD17cdsLziMstB4QG/CwLsfxFUTpsFYVgCjpRCSqH0x3yMHM/Hs9EnIy8tjcktEHpjckl+wOsrxyHc3AgBeHvGF15bf7TzOVefeD7/g8rtEjaA+/ZiFEDhtVXG4xI5yaGAOi4ctPB5JIRokmjRc5YyIGoTJLfkFVajYfeJH975XCBWRW3907xORd0mShGiDgki9jFPlThwrc8DiFMgudeBYqQNxRgUtTBqEcPowIqoHJrdERORTsiQhwaRBvFFBnsWJP8scKHMInCx34mS5E2FaGfFGBbEGBRq25hJRLZjcEhGRX5AkCXFGDWINCortKk6UOZBvVVFid22Hiu2I0suINSgQYJJLRNVjcktERH5FkiRE6BRE6BTYnAK55Q7kljtR7hTIt6rIt6pAXDomLfwchxCGVuUOxBkULgxBRACY3BIRkR/TKRJahWrRMkSDModAnsWJfIsTFqeM9F79cQDAgf2FCNXIaB2uRXKoFkkmV+svk12i4MTkloiI/J4kSQjVSgjVykgN1WDfvn34YNG/cfO9M2ALjUGpA/i9wIrfC6wAAI1QEQ4rImFDOGwIgw0GOC+oMwMXjSBqHpjckt8waExer9Np9H6dRHRhJElC0Ymj+OmTf+Onj/8FRatD60t6I73XACR37YlWnS8BTCEogBEFODPFX3lxIU4c2IecA/tw4o+9yDmwFyezMmG3mOtULxeNIGoemNySXzBqQ7D27lyv1qmaQvBTlnfrJKLGcb5FI0TpMTgtetg1Bji0Rji0BjgVHYzhkWjT8wq06XnFWYUFFKcdisMKxWmFxmGr2LdDwpnFJLhoRNPIzs5GXl6e1+pj63twYHJLRETNVl0XjVCFQLlDoMyhoswuYHaoKHOosKsSnBodnBodgDCP5xgVCSaNBKNGRqI+DAltO4AzYjee7OxsdOzYEWZz3VrOGwNb34MDk1siIgp4siQhRCu5FoQ4azFCm9OV6Jodnv86BVDuFCh3CsCqAhFJeOiz/2C9EPjvvtOIrZh3N9bgGrwWrVegcA7e83KqAhangEMIOFXgUF4RolLb4eH/m4PEVilAxbLLEgRcjeYCklDPbBdYP1vfgweTW/ILVocFT6y7AwDwzNVLodcYmrxOyWJBpymuOvf9aymEoenrJCL/olMk6BQFkfozx4QQsKmA2aGivCLZzS8uRanFDkNYOPKtTuRbncg863UkIWCCA6GwIwR2hFZsJtjR0PXV/P0rdCFcyaqrFVzAbFfdLeKVHxLK7Gf2LU7h+QJSC0xf+j0AoKgO9SkSoJEkaGRAK0uu/ztZOmsf0CsydDI4U0aQY3JLfkEVTmw7usa97w2S6kT0+jXufVFLeSIKDpIkQa8AekVBVEXSm7v9Fzw9/maExyUioU17xLdtj4Q2HZDQtj3i23SAITQMZdCiDFqP13I6HCg8cRT5Rw8h/9hh5B/9H/KPHsLpP7NRdPI4LKXFNcbhi6/Q7WpFC7a9ImF1qFWSVHfyalcb1E2jMkkVTgdyc04gOi4eOr3rQgsBCAiIin1nZSMuXPtOIWBVAdTyG1snS9ArZzadLMGqC0VSx26wQoYQgglwAGNyS0REVIvKAWx33f9w1QFs5uNQLRpX311FD4dGB6dGD6eig6LRICY5DTHJadW/sKpCUe2QVQdkpwOycEJSnTh98jiWv/MGMvNKoIt1QCMBGlmCIle2XkqQ4UrxKhNBAQEhAIcAHKqA/azNpgpYHK5uFpaKVtTyyn8r9ssdrnL1pREqdHBWbGoN/7r2tVAhVVSRkZGBv44bh3+t/vG8/aZVIeBQ4e7O4BACNqcrVrtauQ/3MQHAVvGeS+xnvVBkS9y/dD02Adjyaz7CdDLCtArCdTLCtTLCdQrCtDLCdTLCdDIMSkPb3MnXAia5feutt/Dyyy8jJycH3bt3x5tvvolevXr5OiwiIgogdR3ABpzp3mBxqrA4hDuRtDhUWJ0CDgFAluGU9XBC7/FcfWgc7nhpEXYC2JlZ2Nhv47zsVgvKCvJQejrP9W9BHkpPn3Lvl52uOFZwCmWn8+G02y6ovtLS0vOelyUJOgXQ1aHXbeU1tzkFrKqA1em61janQFFpGQoKixEelwCHAE5bVZy21tz2rJMld+Jr1MjQKxIMGgkGRYZBkSo2GQbNmdZhrSxBkc50i+BsEL4REMntJ598gpkzZ2LhwoXo3bs3XnvtNQwbNgyZmZmIj4/3dXhERBSEzu7eEKGret5Z2QJZkYjZnAL2ipbJwsJCZO79He06dYGiN0KFBBWSaxmK2r5OFwIKBGS4/nVtrlbTqpvTvZ998ADuufsuPPLi60hPbw/EGoHYZADJTXJ9tm1Yi0UvzoXFYmm01zxzzaWKuS8U97nMoxl4ZHg/bN+5E+mdu6PYrqLY5kSJTXXvF9tUlNhdLdo21bUiXp6lfl3lJLgSY1k4cSw7B5bSUtgsZtjLzbCay1z/lpfBVl4Gm7kMtnKza7/c7NrOPVbx2G4xQ4jzt6xzNgiXgEhuX331VUyZMgUTJ04EACxcuBDffPMN3n33Xfzf//2fj6MjIiKqSpEkGDUSjNX8Jf5p+y78c8rN7hkEziYrCjQ6A2RFgao6AQEIoUIIAaGqF9ySGpPYss6t0xfiyIHM2gs1ARlApF5BpF4BzukjXcnmFCixu5LdYrvq7sphcQpYz+ra4dpcrcOV4+UEAKsqAMiISW7TuMGfPXuEcM0mgYp/y0uLsWfrf7A5z4lEuRTaipZkTUVrsiJJkCVArnHfVU6G60OCBNfnKLniXwmucoDreZXHdBUD+vxJs09ubTYbdu7cidmzZ7uPybKMIUOGYOvWrT6MjIiIqGHOt0hFU2mKllR/lJGRUe/naCu2sPOUUQGokOCADCckHDx0GE8/+zwefXUBWrRuC1W4EmCnKqCKMwPkVI9/PY85BeDRDVqSISS52uF0Gn0oelxzK44BOHbKe/+HVyQY0T8pxGv11UWzT27z8vLgdDqRkJDgcTwhIQH79++v9jlWqxVWq9X9uKjINQlJcXHNo1YbU2X/oj9+243ysrImr+9I1h8AgEMZexFiNNZS2jf1WdVyoOJncc8vW6GX6x5nQ9+fxlqOrjhTp0Pf9HU2FOtjff5eJ+trmvpsFotX/k4AgK3i72KgXtO9O38GAIwbN67J6zpbxo/r4Tx9qs7lJbg6U1R2qHDP/ivJEJJUsbmSXEhnjh8/mo1tG76HTq+H1mCCRm+A1mCETm+AotND1migKBrXvxotZI0WikaBomghVRxTNApkRQNJkiHJCmRFhiTJ7n+hKJAkCbKiQJIUyLKMHGcBikMTG/26VacyT6utewZEM/fnn38KAOKnn37yOP7II4+IXr16Vfucp556yj3AlBs3bty4cePGjVvz2Y4ePXre3LDZt9zGxsZCURScPHnS4/jJkyeRmFj9J4nZs2dj5syZ7seqqqKgoAAxMTFemfeuuLgYycnJOHr0KMLDw5u8vuaC16VmvDbV43WpGa9N9XhdasZrUz1el+r54roIIVBSUoKkpKTzlmv2ya1Op0PPnj2xfv163HDDDQBcyer69esxffr0ap+j1+uh13tOuxIZGdnEkVYVHh7OH5Rq8LrUjNemerwuNeO1qR6vS814barH61I9b1+XiIiIWss0++QWAGbOnInx48fj0ksvRa9evfDaa6+hrKzMPXsCEREREQWHgEhub731Vpw6dQpPPvkkcnJycPHFF2P16tVVBpkRERERUWALiOQWAKZPn15jNwR/o9fr8dRTT1XpGhHseF1qxmtTPV6XmvHaVI/XpWa8NtXjdameP18XSYja5lMgIiIiImoeZF8HQERERETUWJjcEhEREVHAYHJLRERERAGDyS0RERERBQwmt1721ltvoXXr1jAYDOjduzd++eUXX4fkc3PmzIEkSR5bhw4dfB2W123evBnXXnstkpKSIEkSVq5c6XFeCIEnn3wSLVq0gNFoxJAhQ3DgwAHfBOtltV2bCRMmVLmHhg8f7ptgvWjevHm47LLLEBYWhvj4eNxwww3IzMz0KGOxWDBt2jTExMQgNDQUY8aMqbKiY6Cpy3UZOHBglXvmnnvu8VHE3rNgwQJ069bNPfF+nz598N1337nPB+P9AtR+XYL1fjnXCy+8AEmS8NBDD7mP+eM9w+TWiz755BPMnDkTTz31FHbt2oXu3btj2LBhyM3N9XVoPte5c2ecOHHCvf3444++DsnrysrK0L17d7z11lvVnn/ppZfwxhtvYOHChfj5558REhKCYcOGwWKxeDlS76vt2gDA8OHDPe6hjz76yIsR+samTZswbdo0bNu2DevWrYPdbsfQoUNRVlbmLjNjxgx8/fXX+Oyzz7Bp0yYcP34co0eP9mHUTa8u1wUApkyZ4nHPvPTSSz6K2HtatWqFF154ATt37sSOHTswaNAgXH/99di7dy+A4LxfgNqvCxCc98vZtm/fjnfeeQfdunXzOO6X94wgr+nVq5eYNm2a+7HT6RRJSUli3rx5PozK95566inRvXt3X4fhVwCIL774wv1YVVWRmJgoXn75ZfexwsJCodfrxUcffeSDCH3n3GsjhBDjx48X119/vU/i8Se5ubkCgNi0aZMQwnWPaLVa8dlnn7nLZGRkCABi69atvgrT6869LkIIMWDAAPHggw/6Lig/EhUVJf7973/zfjlH5XURgvdLSUmJaNeunVi3bp3HtfDXe4Ytt15is9mwc+dODBkyxH1MlmUMGTIEW7du9WFk/uHAgQNISkpCmzZtcMcddyA7O9vXIfmVQ4cOIScnx+P+iYiIQO/evXn/VNi4cSPi4+PRvn173HvvvcjPz/d1SF5XVFQEAIiOjgYA7Ny5E3a73eO+6dChA1JSUoLqvjn3ulRaunQpYmNj0aVLF8yePRtms9kX4fmM0+nExx9/jLKyMvTp04f3S4Vzr0ulYL5fpk2bhlGjRnncG4D//o4JmBXK/F1eXh6cTmeVJYETEhKwf/9+H0XlH3r37o0lS5agffv2OHHiBJ5++mlceeWV+P333xEWFubr8PxCTk4OAFR7/1SeC2bDhw/H6NGjkZaWhqysLDz22GMYMWIEtm7dCkVRfB2eV6iqioceegh9+/ZFly5dALjuG51Oh8jISI+ywXTfVHddAOD2229HamoqkpKSsGfPHsyaNQuZmZlYsWKFD6P1jt9++w19+vSBxWJBaGgovvjiC3Tq1Am7d+8O6vulpusCBPf98vHHH2PXrl3Yvn17lXP++juGyS353IgRI9z73bp1Q+/evZGamopPP/0UkyZN8mFk1FyMHTvWvd+1a1d069YNbdu2xcaNGzF48GAfRuY906ZNw++//x6U/dXPp6brMnXqVPd+165d0aJFCwwePBhZWVlo27att8P0qvbt22P37t0oKirC8uXLMX78eGzatMnXYflcTdelU6dOQXu/HD16FA8++CDWrVsHg8Hg63DqjN0SvCQ2NhaKolQZQXjy5EkkJib6KCr/FBkZiYsuuggHDx70dSh+o/Ie4f1TN23atEFsbGzQ3EPTp0/HqlWrsGHDBrRq1cp9PDExETabDYWFhR7lg+W+qem6VKd3794AEBT3jE6nQ3p6Onr27Il58+ahe/fueP3114P+fqnpulQnWO6XnTt3Ijc3Fz169IBGo4FGo8GmTZvwxhtvQKPRICEhwS/vGSa3XqLT6dCzZ0+sX7/efUxVVaxfv96jTw8BpaWlyMrKQosWLXwdit9IS0tDYmKix/1TXFyMn3/+mfdPNY4dO4b8/PyAv4eEEJg+fTq++OIL/PDDD0hLS/M437NnT2i1Wo/7JjMzE9nZ2QF939R2Xaqze/duAAj4e6Y6qqrCarUG7f1Sk8rrUp1guV8GDx6M3377Dbt373Zvl156Ke644w73vj/eM+yW4EUzZ87E+PHjcemll6JXr1547bXXUFZWhokTJ/o6NJ96+OGHce211yI1NRXHjx/HU089BUVRcNttt/k6NK8qLS31aAU4dOgQdu/ejejoaKSkpOChhx7Cs88+i3bt2iEtLQ1PPPEEkpKScMMNN/guaC8537WJjo7G008/jTFjxiAxMRFZWVl49NFHkZ6ejmHDhvkw6qY3bdo0LFu2DF9++SXCwsLcfdwiIiJgNBoRERGBSZMmYebMmYiOjkZ4eDjuv/9+9OnTB5dffrmPo286tV2XrKwsLFu2DCNHjkRMTAz27NmDGTNmoH///lWmOQo0s2fPxogRI5CSkoKSkhIsW7YMGzduxJo1a4L2fgHOf12C+X4JCwvz6KsOACEhIYiJiXEf98t7xmfzNASpN998U6SkpAidTid69eoltm3b5uuQfO7WW28VLVq0EDqdTrRs2VLceuut4uDBg74Oy+s2bNggAFTZxo8fL4RwTQf2xBNPiISEBKHX68XgwYNFZmamb4P2kvNdG7PZLIYOHSri4uKEVqsVqampYsqUKSInJ8fXYTe56q4JALF48WJ3mfLycnHfffeJqKgoYTKZxI033ihOnDjhu6C9oLbrkp2dLfr37y+io6OFXq8X6enp4pFHHhFFRUW+DdwL7r77bpGamip0Op2Ii4sTgwcPFmvXrnWfD8b7RYjzX5dgvl+qc+60aP54z0hCCOHNZJqIiIiIqKmwzy0RERERBQwmt0REREQUMJjcEhEREVHAYHJLRERERAGDyS0RERERBQwmt0REREQUMJjcEhEFsddffx1bt271dRhERI2GyS0RUZB65ZVXsGLFCvTo0cPXoRARNRomt0REfmTr1q1QFAWjRo1q0nq2bNmCDz74AF9++SX0en2T1kVE5E1coYyIyI9MnjwZoaGhWLRoETIzM5GUlOTrkIiImhW23BIR+YnS0lJ88sknuPfeezFq1CgsWbLEfW7jxo2QJAnr16/HpZdeCpPJhCuuuAKZmZnuMnPmzMHFF1+MDz74AK1bt0ZERATGjh2LkpISdxlVVTFv3jykpaXBaDSie/fuWL58uUccv//+O0aMGIHQ0FAkJCTgzjvvRF5eXpO/fyKixsDklojIT3z66afo0KED2rdvj3HjxuHdd9/FuV+u/e1vf8Mrr7yCHTt2QKPR4O677/Y4n5WVhZUrV2LVqlVYtWoVNm3ahBdeeMF9ft68eXj//fexcOFC7N27FzNmzMC4ceOwadMmAEBhYSEGDRqESy65BDt27MDq1atx8uRJ3HLLLU1/AYiIGgG7JRAR+Ym+ffvilltuwYMPPgiHw4EWLVrgs88+w8CBA7Fx40ZcddVV+P777zF48GAAwLfffotRo0ahvLwcBoMBc+bMwcsvv4ycnByEhYUBAB599FFs3rwZ27Ztg9VqRXR0NL7//nv06dPHXe/kyZNhNpuxbNkyPPvss/jPf/6DNWvWuM8fO3YMycnJyMzMxEUXXeTdi0JEVE8aXwdARERAZmYmfvnlF3zxxRcAAI1Gg1tvvRWLFi3CwIED3eW6devm3m/RogUAIDc3FykpKQCA1q1buxPbyjK5ubkAgIMHD8JsNuPqq6/2qNtms+GSSy4BAPz666/YsGEDQkNDq8SYlZXF5JaI/B6TWyIiP7Bo0SI4HA6PAWRCCOj1evzjH/9wH9Nqte59SZIAuPrRVne+skzl+dLSUgDAN998g5YtW3qUq5wxobS0FNdeey1efPHFKjFWJtNERP6MyS0RkY85HA68//77eOWVVzB06FCPczfccAM++ugjdOjQ4YLr6dSpE/R6PbKzszFgwIBqy/To0QOff/45WrduDY2GfyKIqPnhgDIiIh9btWoVTp8+jUmTJqFLly4e25gxY7Bo0aJGqScsLAwPP/wwZsyYgffeew9ZWVnYtWsX3nzzTbz33nsAgGnTpqGgoAC33XYbtm/fjqysLKxZswYTJ06E0+lslDiIiJoSk1siIh9btGgRhgwZgoiIiCrnxowZgx07dmDPnj2NUtczzzyDJ554AvPmzUPHjh0xfPhwfPPNN0hLSwMAJCUlYcuWLXA6nRg6dCi6du2Khx56CJGRkZBl/skgIv/H2RKIiIiIKGDwYzgRERERBQwmt0REREQUMJjcEhEREVHAYHJLRERERAGDyS0RERERBQwmt0REREQUMJjcEhEREVHAYHJLRERERAGDyS0RERERBQwmt0REREQUMJjcEhEREVHAYHJLRERERAHj/wE9XNinocTemgAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 800x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(8,5))\n",
    "sns.histplot(df['annees_dans_l_entreprise'], bins=20, kde=True, color=\"skyblue\")\n",
    "plt.axvline(df['annees_dans_l_entreprise'].mean(), color='red', linestyle='--', label=f\"Moyenne = {df['annees_dans_l_entreprise'].mean():.1f}\")\n",
    "plt.axvline(df['annees_dans_l_entreprise'].median(), color='green', linestyle='--', label=f\"Médiane = {df['annees_dans_l_entreprise'].median():.1f}\")\n",
    "plt.title(\"Distribution Années dans l'entreprise\")\n",
    "plt.xlabel(\"Année\")\n",
    "plt.ylabel(\"Effectif\")\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Distribution Quitter entreprise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(6,4))\n",
    "sns.countplot(x='a_quitte_l_entreprise', data=df, palette=\"Set2\")\n",
    "plt.title(\"Répartition par quitter entreprise\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 📊 Comparatives"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Taux de départ par département"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "depart_counts = df.groupby('departement')['a_quitte_l_entreprise'].sum()\n",
    "taux_depart = depart_counts / depart_counts.sum() \n",
    "\n",
    "sns.barplot(x=taux_depart.index, y=taux_depart.values, palette='coolwarm')\n",
    "plt.title(\"Taux de départ par département\")\n",
    "plt.ylabel(\"Taux de départ\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Interprétation :**  \n",
    "> Parmi tous ceux qui quittent l’entreprise, quelle proportion vient de chaque département ?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "depart_counts = df.groupby('departement')['a_quitte_l_entreprise'].sum()\n",
    "\n",
    "effectif_departement = df['departement'].value_counts()\n",
    "\n",
    "taux_depart_interne = depart_counts / effectif_departement\n",
    "\n",
    "taux_depart_interne = taux_depart_interne.sort_values(ascending=False)\n",
    "\n",
    "plt.figure(figsize=(10,5))\n",
    "sns.barplot(x=taux_depart_interne.index, y=taux_depart_interne.values, palette=\"coolwarm\")\n",
    "plt.title(\"Taux interne de départ par département\")\n",
    "plt.ylabel(\"Proportion d’employés qui quittent\")\n",
    "plt.xlabel(\"Département\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Interprétation :**  \n",
    "> Si je prends un employé de ce département, quelle est la probabilité qu’il ait quitté l’entreprise ?\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Taux de départ par poste"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "depart_counts = df.groupby('poste')['a_quitte_l_entreprise'].sum()\n",
    "taux_depart = depart_counts / depart_counts.sum() \n",
    "\n",
    "sns.barplot(x=taux_depart.index, y=taux_depart.values, palette='coolwarm')\n",
    "plt.title(\"Taux de départ par poste\")\n",
    "plt.ylabel(\"Taux de départ\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Interprétation :**  \n",
    "> Parmi tous ceux qui ont quitté l’entreprise, quelle proportion occupait ce poste ?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "depart_counts = df.groupby('poste')['a_quitte_l_entreprise'].sum()\n",
    "\n",
    "effectif_poste = df['poste'].value_counts()\n",
    "\n",
    "taux_depart_interne = depart_counts / effectif_poste\n",
    "\n",
    "taux_depart_interne = taux_depart_interne.sort_values(ascending=False)\n",
    "\n",
    "plt.figure(figsize=(12,6))\n",
    "sns.barplot(x=taux_depart_interne.index, y=taux_depart_interne.values, palette=\"coolwarm\")\n",
    "plt.title(\"Taux interne de départ par poste\")\n",
    "plt.ylabel(\"Proportion d’employés qui quittent\")\n",
    "plt.xlabel(\"Poste\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Interprétation :**  \n",
    "> Si je prends un employé de ce poste, quelle est la probabilité qu’il ait quitté l’entreprise ?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Taux de départ par genre (plus homme que femme donc normal)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "depart_counts = df.groupby('genre')['a_quitte_l_entreprise'].sum()\n",
    "\n",
    "\n",
    "taux_depart = (depart_counts / depart_counts.sum() ) \n",
    "\n",
    "sns.barplot(x=taux_depart.index, y=taux_depart.values, palette='coolwarm')\n",
    "plt.title(\"Taux de départ par genre\")\n",
    "plt.ylabel(\"Taux de départ\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Taux de départ par distance domicile"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins   = [0, 5, 15, 30]\n",
    "labels = ['0-5 km', '6-15 km', '16-30 km']\n",
    "\n",
    "df['tranche_distance'] = pd.cut(df['distance_domicile_travail'], bins=bins, labels=labels)\n",
    "\n",
    "depart_counts = df.groupby('tranche_distance')['a_quitte_l_entreprise'].sum()\n",
    "\n",
    "part_depart = depart_counts / depart_counts.sum()\n",
    "\n",
    "sns.barplot(x=part_depart.index, y=part_depart.values, palette='coolwarm')\n",
    "plt.title(\"Part des départs par tranche de distance (%)\")\n",
    "plt.ylabel(\"Proportion des départs\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Interprétation :**  \n",
    "> Parmi tous ceux qui ont quitté l’entreprise, quelle proportion en fonction de la distance domicile ?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins   = [0, 5, 15, 30]\n",
    "labels = ['0-5 km', '6-15 km', '16-30 km']\n",
    "\n",
    "df['tranche_distance'] = pd.cut(df['distance_domicile_travail'], bins=bins, labels=labels)\n",
    "\n",
    "proba_depart = (\n",
    "    df.groupby('tranche_distance')['a_quitte_l_entreprise']\n",
    "      .mean()   \n",
    ")\n",
    "\n",
    "sns.barplot(x=proba_depart.index, y=proba_depart.values, palette='coolwarm')\n",
    "plt.title(\"Probabilité de départ par distance domicile-travail\")\n",
    "plt.ylabel(\"Probabilité de quitter l’entreprise\")\n",
    "plt.xlabel(\"Tranche de distance\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Interprétation :**  \n",
    "> Si je prends un employé en fonction de ca distance domicile, quelle est la probabilité qu’il ait quitté l’entreprise ?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Taux de départ par tranche d'age"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins = [17, 24, 34, 44, 54, 60]  \n",
    "labels = ['18-24', '25-34', '35-44', '45-54', '55-60']\n",
    "\n",
    "df['tranche_age'] = pd.cut(df['age'], bins=bins, labels=labels)\n",
    "\n",
    "\n",
    "departs_par_tranche = (\n",
    "    df.groupby('tranche_age')['a_quitte_l_entreprise']\n",
    "      .sum()\n",
    ")\n",
    "\n",
    "part_des_departs = departs_par_tranche / departs_par_tranche.sum()\n",
    "\n",
    "plt.figure(figsize=(11,4))\n",
    "sns.barplot(x=part_des_departs.index, y=part_des_departs.values, palette='coolwarm')\n",
    "plt.title(\"Part des départs par tranche d’âge\")\n",
    "plt.ylabel(\"Part des départs\")\n",
    "plt.xlabel(\"Tranche d’âge\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Interprétation :**  \n",
    "> Parmi tous ceux qui ont quitté l’entreprise, quelle proportion en fonction age ?\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins = [17, 24, 34, 44, 54, 60]\n",
    "labels = ['18-24', '25-34', '35-44', '45-54', '55-60']\n",
    "\n",
    "df['tranche_age'] = pd.cut(df['age'], bins=bins, labels=labels)\n",
    "\n",
    "proba_departs = (\n",
    "    df.groupby('tranche_age')['a_quitte_l_entreprise']\n",
    "      .mean() \n",
    ")\n",
    "\n",
    "plt.figure(figsize=(11,4))\n",
    "sns.barplot(x=proba_departs.index, y=proba_departs.values, palette='coolwarm')\n",
    "plt.title(\"Probabilité de départ par tranche d’âge\")\n",
    "plt.ylabel(\"Probabilité de quitter l’entreprise\")\n",
    "plt.xlabel(\"Tranche d’âge\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Interprétation :**  \n",
    "> Si je prends un employé en fonction de son age, quelle est la probabilité qu’il ait quitté l’entreprise ?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Taux de départ par heure sup"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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o3nrrLcXExGjnzp2qUaOGPvjgg3y3GLu4uOjdd9/Vgw8+qEaNGikuLk6BgYH6+eef9eWXX8rHx0efffaZU7Zz7Ngx9ejRQw888IC2bNmixYsX65FHHlGzZs2KfcxvJCIiQuvXr9e0adNUs2ZN1a5dW23atLnhOpUrV9bdd9+tuLg4paamavr06apTp47tjS48PFxhYWEaM2aMfv75Z/n4+Gj58uVFutRRUsLCwvTKK68oISFBx48fV69evVSxYkUdO3ZMK1eu1F/+8heNGTNG0m+vyY8++kgPPPCA+vXrp6NHj2rx4sVF/hTdW30dde3aVQEBAerQoYP8/f118OBBvfXWW3rooYdsE7cHDBigsWPHqnfv3ho5cqRycnI0Z84c1atXzy7E5GncuLGio6PtbgWXZLvMdSM9e/bUypUr852RzJOcnKwpU6boP//5jy0oubm5qWfPnho9erSSk5O1cuVK1axZ0+4y8tWrV/XVV1/d8HcXJnGnb88CSkJBt4J/+umnRtOmTQ1PT08jJCTEmDx5sjF//nxDknHs2DFbv9zcXGPs2LFG1apVDS8vLyM6Otr48ccf7W7HPXnypOHr62t0794937Z79+5teHt7Gz/99NMNazxx4oTRo0cPw8vLy6hataoxatQoY82aNXa3aOfZvXu38fDDDxtVqlQxPDw8jODgYKNfv35GUlLSTY9FSW8n79be77//3ujTp49RsWJFo1KlSsbw4cONixcvOnTMg4ODjYceeqjA+g8dOmTce++9Rvny5Q1JN7wtPO9W6A8//NBISEgwqlevbpQvX9546KGH7G7vNgzD+P77742oqCijQoUKRtWqVY2hQ4cae/fuNSQZCxYssPWLjY01vL29b3yQfyfv+KSlpdm1L1iwIN9+G4ZhLF++3Lj77rsNb29vw9vb2wgPDzeeeeYZ4/Dhw3b9pk6dagQGBhoeHh5Ghw4djB07dhR6K/iyZcsKrM3R19Hbb79t3Hvvvbb1wsLCjL/97W9GRkaGXb8vvvjCaNy4seHu7m7Ur1/fWLx4caG3gj/zzDPG4sWLjbp16xoeHh5GixYt8r0eC7Nr1y5DkrFx48YCn+/bt6/x8MMP52tPTU01unfvblSsWNFo2bKl3a3ohmEYq1evNiQZR44cKVIdKLsshnGT8+sA/lBefvllTZgwQWlpaaVu0uWGDRt03333admyZXa3v6N0sVgseuaZZ/TWW285PEaXLl1sH0pZUnr16iWLxVLopTSYB3NuAAClzmuvvaalS5cWOmG5uA4ePKjPP/9ckyZNKpHxULox5wYAUOq0adPGboL1rWrQoIGuXbtWYuOhdOPMDQAAMBXm3AAAAFPhzA0AADAVwg0AADAVwg0AADCVP+TdUlarVb/88osqVqzIN8MCAFBGGIahCxcuqGbNmjf8sts/ZLj55ZdfFBQU5OwyAACAA06ePGn7WpyC/CHDTd53pZw8eVI+Pj5OrgYAABRFZmamgoKCbO/jhflDhpu8S1E+Pj6EGwAAypibTSlhQjEAADAVwg0AADAVwg0AADAVwg0AADAVwg0AADAVwg0AADAVwg0AADAVwg0AADAVwg0AADAVwg0AADAVwg0AADAVwg0AADAVwg0AADAVwg0AADAVN2cXAABl0a9JS5xdAlDqVOkywNklSOLMDQAAMBnCDQAAMBXCDQAAMBXCDQAAMBXCDQAAMBXCDQAAMBXCDQAAMBXCDQAAMBXCDQAAMBXCDQAAMBXCDQAAMBXCDQAAMBXCDQAAMBXCDQAAMBXCDQAAMBXCDQAAMBXCDQAAMBXCDQAAMJVSEW5mzZqlkJAQeXp6qk2bNtq+fXuhfd9//31ZLBa7h6en5x2sFgAAlGZODzdLly5VfHy8xo8fr127dqlZs2aKjo7WmTNnCl3Hx8dHp0+ftj1OnDhxBysGAAClmdPDzbRp0zR06FDFxcWpYcOGmjt3rry8vDR//vxC17FYLAoICLA9/P3972DFAACgNHNquLly5Yp27typqKgoW5uLi4uioqK0ZcuWQtfLyspScHCwgoKC1LNnTx04cOBOlAsAAMoAp4ab9PR05ebm5jvz4u/vr5SUlALXqV+/vubPn69PPvlEixcvltVqVfv27XXq1KlCt3P58mVlZmbaPQAAgDk5/bJUcbVr104xMTFq3ry5OnbsqBUrVqhatWp6++23C10nMTFRvr6+tkdQUNAdrBgAANxJTg03VatWlaurq1JTU+3aU1NTFRAQUKQxypUrpxYtWujHH38stE9CQoIyMjJsj5MnT95S3QAAoPRyarhxd3dXRESEkpKSbG1Wq1VJSUlq165dkcbIzc3Vvn37VKNGjUL7eHh4yMfHx+4BAADMyc3ZBcTHxys2NlaRkZFq3bq1pk+fruzsbMXFxUmSYmJiFBgYqMTEREnSxIkT1bZtW9WpU0fnz5/XlClTdOLECQ0ZMsSZuwEAAEoJp4eb/v37Ky0tTePGjVNKSoqaN2+uNWvW2CYZJycny8XlfyeYzp07p6FDhyolJUWVKlVSRESENm/erIYNGzprFwAAQCliMQzDcHYRd1pmZqZ8fX2VkZHBJSoADvk1aYmzSwBKnSpdBtzW8Yv6/l3m7pYCAAC4EcINAAAwFcINAAAwFcINAAAwFcINAAAwFcINAAAwFcINAAAwFcINAAAwFcINAAAwFcINAAAwFcINAAAwFcINAAAwFcINAAAwFcINAAAwFcINAAAwFcINAAAwFcINAAAwFTdnF2Bmq77NcnYJQKnTrVUFZ5cAwOQ4cwMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEylVISbWbNmKSQkRJ6enmrTpo22b99epPWWLFkii8WiXr163d4CAQBAmeH0cLN06VLFx8dr/Pjx2rVrl5o1a6bo6GidOXPmhusdP35cY8aM0T333HOHKgUAAGWB08PNtGnTNHToUMXFxalhw4aaO3euvLy8NH/+/ELXyc3N1aOPPqoJEyYoNDT0DlYLAABKO6eGmytXrmjnzp2Kioqytbm4uCgqKkpbtmwpdL2JEyeqevXqeuKJJ4q0ncuXLyszM9PuAQAAzMmp4SY9PV25ubny9/e3a/f391dKSkqB63zzzTd67733NG/evCJvJzExUb6+vrZHUFDQLdUNAABKL6dfliqOCxcu6LHHHtO8efNUtWrVIq+XkJCgjIwM2+PkyZO3sUoAAOBMbs7ceNWqVeXq6qrU1FS79tTUVAUEBOTrf/ToUR0/flzdu3e3tVmtVkmSm5ubDh8+rLCwsHzreXh4yMPDo4SrBwAApZFTz9y4u7srIiJCSUlJtjar1aqkpCS1a9cuX//w8HDt27dPe/bssT169Oih++67T3v27OFyEwAAcO6ZG0mKj49XbGysIiMj1bp1a02fPl3Z2dmKi4uTJMXExCgwMFCJiYny9PRU48aN7db38/OTpHztAADgj8np4aZ///5KS0vTuHHjlJKSoubNm2vNmjW2ScbJyclycSlTU4MAAIATWQzDMJxdxJ2WmZkpX19fZWRkyMfH57ZtZ9W3WbdtbKCs6taqgrNLKBG/Ji1xdglAqVOly4DbOn5R3785JQIAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEzFoXDTuXNnnT9/Pl97ZmamOnfufKs1AQAAOMyhcLNhwwZduXIlX/ulS5e0cePGWy4KAADAUW7F6fzdd9/Z/v/7779XSkqKbTk3N1dr1qxRYGBgyVUHAABQTMUKN82bN5fFYpHFYinw8lP58uU1c+bMEisOAACguIoVbo4dOybDMBQaGqrt27erWrVqtufc3d1VvXp1ubq6lniRAAAARVWscBMcHKyrV68qNjZWVapUUXBw8O2qCwAAwCHFnlBcrlw5rVy58nbUAgAAcMsculuqZ8+e+vjjj0u4FAAAgFtXrMtSeerWrauJEydq06ZNioiIkLe3t93zI0eOLJHiAAAAisuhcPPee+/Jz89PO3fu1M6dO+2es1gshBsAAOA0DoWbY8eOlXQdAAAAJYLvlgIAAKbi0JkbSTp16pQ+/fRTJScn5/sqhmnTpt1yYQAAAI5wKNwkJSWpR48eCg0N1aFDh9S4cWMdP35chmGoZcuWJV0jAABAkTl0WSohIUFjxozRvn375OnpqeXLl+vkyZPq2LGj+vbtW9I1AgAAFJlD4ebgwYOKiYmRJLm5uenixYuqUKGCJk6cqMmTJ5dogQAAAMXhULjx9va2zbOpUaOGjh49ansuPT29ZCoDAABwgENzbtq2batvvvlGDRo0ULdu3fTss89q3759WrFihdq2bVvSNQIAABSZQ+Fm2rRpysrKkiRNmDBBWVlZWrp0qerWrcudUgAAwKkcCjehoaG2//f29tbcuXNLrCAAAIBb4fDn3EjSjh07dPDgQUlSw4YNFRERUSJFAQAAOMqhcHPq1CkNHDhQmzZtkp+fnyTp/Pnzat++vZYsWaK77rqrJGsEAAAoMofulhoyZIiuXr2qgwcP6uzZszp79qwOHjwoq9WqIUOGlHSNAAAARebQmZuvvvpKmzdvVv369W1t9evX18yZM3XPPfeUWHEAAADF5dCZm6CgIF29ejVfe25urmrWrHnLRQEAADjKoXAzZcoUjRgxQjt27LC17dixQ6NGjdIbb7xRYsUBAAAUl0OXpQYPHqycnBy1adNGbm6/DXHt2jW5ubnp8ccf1+OPP27re/bs2ZKpFAAAoAgcCjfTp08v4TIAAABKhkPhJjY2tqTrAAAAKBEOzbmRpKNHj+rFF1/UwIEDdebMGUnS6tWrdeDAgRIrDgAAoLiKFG4OHz5st/zVV1+pSZMm2rZtm1asWGH7nqm9e/dq/PjxJV8lAABAERUp3KxYsUKPPvqocnNzJUnPP/+8XnnlFa1bt07u7u62fp07d9bWrVtvT6UAAABFUKRwM2bMGFWuXFnR0dGSpH379ql37975+lWvXl3p6eklWyEAAEAxFCnclCtXTjNnztSTTz4pSfLz89Pp06fz9du9e7cCAwNLtkIAAIBiKNaE4r59+0qSBgwYoLFjxyolJUUWi0VWq1WbNm3SmDFjFBMTU+wiZs2apZCQEHl6eqpNmzbavn17oX1XrFihyMhI+fn5ydvbW82bN9cHH3xQ7G0CAABzcuhuqddee03h4eEKCgpSVlaWGjZsqHvvvVft27fXiy++WKyxli5dqvj4eI0fP167du1Ss2bNFB0dbbsD63qVK1fWCy+8oC1btui7775TXFyc4uLitHbtWkd2BQAAmIzFMAzD0ZWTk5O1f/9+ZWVlqUWLFqpbt26xx2jTpo1atWqlt956S5JktVoVFBSkESNG6Pnnny/SGC1bttRDDz2kSZMmFal/ZmamfH19lZGRIR8fn2LXXFSrvs26bWMDZVW3VhWcXUKJ+DVpibNLAEqdKl0G3Nbxi/r+7dCH+OWpVauWatWq5fD6V65c0c6dO5WQkGBrc3FxUVRUlLZs2XLT9Q3D0H//+18dPnxYkydPLrTf5cuXdfnyZdtyZmamwzUDAIDSrcjhJj4+vsiDTps2rUj90tPTlZubK39/f7t2f39/HTp0qND1MjIyFBgYqMuXL8vV1VWzZ8/W/fffX2j/xMRETZgwoWjFAwCAMq3I4Wb37t12y7t27dK1a9dUv359SdIPP/wgV1dXRURElGyFBahYsaL27NmjrKwsJSUlKT4+XqGhoerUqVOB/RMSEuzCWWZmpoKCgm57nQAA4M4rcrj58ssvbf8/bdo0VaxYUQsXLlSlSpUkSefOnVNcXJzuueeeIm+8atWqcnV1VWpqql17amqqAgICCl3PxcVFderUkSQ1b95cBw8eVGJiYqHhxsPDQx4eHkWuCwAAlF0O3S01depUJSYm2oKNJFWqVEmvvPKKpk6dWuRx3N3dFRERoaSkJFub1WpVUlKS2rVrV+RxrFar3ZwaAADwx+XQhOLMzEylpaXla09LS9OFCxeKNVZ8fLxiY2MVGRmp1q1ba/r06crOzlZcXJwkKSYmRoGBgUpMTJT02/yZyMhIhYWF6fLly1q1apU++OADzZkzx5FdAQAAJuNQuOndu7fi4uI0depUtW7dWpK0bds2/e1vf9PDDz9crLH69++vtLQ0jRs3TikpKWrevLnWrFljm2ScnJwsF5f/nWDKzs7WsGHDdOrUKZUvX17h4eFavHix+vfv78iuAAAAk3Hoc25ycnI0ZswYzZ8/X1evXpUkubm56YknntCUKVPk7e1d4oWWJD7nBnAePucGMK8y/Tk3Xl5emj17tqZMmaKjR49KksLCwkp9qAEAAOZ3Sx/i5+3traZNm5ZULQAAALfMobulAAAASivCDQAAMBXCDQAAMBXCDQAAMBWHw80HH3ygDh06qGbNmjpx4oQkafr06frkk09KrDgAAIDicijczJkzR/Hx8erWrZvOnz+v3NxcSZKfn5+mT59ekvUBAAAUi0PhZubMmZo3b55eeOEFubq62tojIyO1b9++EisOAACguBwKN8eOHVOLFi3ytXt4eCg7O/uWiwIAAHCUQ+Gmdu3a2rNnT772NWvWqEGDBrdaEwAAgMMc+oTi+Ph4PfPMM7p06ZIMw9D27dv14YcfKjExUe+++25J1wgAAFBkDoWbIUOGqHz58nrxxReVk5OjRx55RDVr1tSMGTM0YMDt/dIsAACAG3H4u6UeffRRPfroo8rJyVFWVpaqV69eknUBAAA45Ja+OFP67RvCvby8SqIWAACAW1bkcNOiRQtZLJYi9d21a5fDBQEAANyKIoebXr162f7/0qVLmj17tho2bKh27dpJkrZu3aoDBw5o2LBhJV4kAABAURU53IwfP972/0OGDNHIkSM1adKkfH1OnjxZctUBAAAUk0Ofc7Ns2TLFxMTkax80aJCWL19+y0UBAAA4yqFwU758eW3atClf+6ZNm+Tp6XnLRQEAADjKobulRo8eraefflq7du1S69atJUnbtm3T/Pnz9dJLL5VogQAAAMXhULh5/vnnFRoaqhkzZmjx4sWSpAYNGmjBggXq169fiRYIAABQHA5/zk2/fv0IMgAAoNRxaM4NAABAaUW4AQAApkK4AQAApkK4AQAApuJQuLl06VKhz50+fdrhYgAAAG6VQ+GmZcuW2rNnT7725cuXq2nTprdaEwAAgMMcCjedOnVS27ZtNXnyZElSdna2Bg8erMcee0x///vfS7RAAACA4nDoc25mz56thx56SEOGDNHnn3+u06dPq0KFCtq+fbsaN25c0jUCAAAUmcMf4vfggw/q4Ycf1pw5c+Tm5qbPPvuMYAMAAJzOoctSR48eVbt27fT5559r7dq1eu6559SjRw8999xzunr1aknXCAAAUGQOhZvmzZurdu3a2rt3r+6//3698sor+vLLL7VixQrbF2kCAAA4g0PhZvbs2VqyZIn8/Pxsbe3bt9fu3bvVsmXLkqoNAACg2BwKN4899liB7RUrVtR77713SwUBAADcCocmFC9atKjQ5ywWS6HhBwAA4HZzKNyMGjXKbvnq1avKycmRu7u7vLy8CDcAAMBpHLosde7cObtHVlaWDh8+rLvvvlsffvhhSdcIAABQZCX2xZl169bV66+/nu+sDgAAwJ1Uot8K7ubmpl9++aUkhwQAACgWh+bcfPrpp3bLhmHo9OnTeuutt9ShQ4cSKQwAAMARDoWbXr162S1bLBZVq1ZNnTt31tSpU0uiLgAAAIc4FG6sVmtJ1wEAAFAiSnTODQAAgLM5/K3gp06d0qeffqrk5GRduXLF7rlp06bdcmEAAACOcCjcJCUlqUePHgoNDdWhQ4fUuHFjHT9+XIZh8N1SAADAqRy6LJWQkKAxY8Zo37598vT01PLly3Xy5El17NhRffv2LekaAQAAisyhcHPw4EHFxMRI+u2zbS5evKgKFSpo4sSJmjx5cokWCAAAUBwOhRtvb2/bPJsaNWro6NGjtufS09NLpjIAAAAHFCvcTJw4UdnZ2Wrbtq2++eYbSVK3bt307LPP6tVXX9Xjjz+utm3b3pZCAQAAiqJY4WbChAnKzs7WtGnT1KZNG1tbly5dtHTpUoWEhOi99967LYUCAAAURbHuljIMQ5IUGhpqa/P29tbcuXNLtioAAAAHFXvOjcViuR11AAAAlIhif85NvXr1bhpwzp4963BBAAAAt6LY4WbChAny9fUt0SJmzZqlKVOmKCUlRc2aNdPMmTPVunXrAvvOmzdPixYt0v79+yVJEREReu211wrtDwAA/liKHW4GDBig6tWrl1gBS5cuVXx8vObOnas2bdpo+vTpio6O1uHDhwvczoYNGzRw4EC1b99enp6emjx5srp27aoDBw4oMDCwxOoCAABlU7Hm3NyO+TbTpk3T0KFDFRcXp4YNG2ru3Lny8vLS/PnzC+z/f//3fxo2bJiaN2+u8PBwvfvuu7JarUpKSirx2gAAQNlTrHCTd7dUSbly5Yp27typqKio/xXk4qKoqCht2bKlSGPk5OTo6tWrqly5cqF9Ll++rMzMTLsHAAAwp2KFG6vVWqKXpNLT05Wbmyt/f3+7dn9/f6WkpBRpjLFjx6pmzZp2Ael6iYmJ8vX1tT2CgoJuqW4AAFB6OfT1C6XF66+/riVLlmjlypXy9PQstF9CQoIyMjJsj5MnT97BKgEAwJ1U7AnFJalq1apydXVVamqqXXtqaqoCAgJuuO4bb7yh119/XevXr1fTpk1v2NfDw0MeHh63XC8AACj9nHrmxt3dXREREXaTgfMmB7dr167Q9f7xj39o0qRJWrNmjSIjI+9EqQAAoIxw6pkbSYqPj1dsbKwiIyPVunVrTZ8+XdnZ2YqLi5MkxcTEKDAwUImJiZKkyZMna9y4cfrXv/6lkJAQ29ycChUqqEKFCk7bDwAAUDo4Pdz0799faWlpGjdunFJSUtS8eXOtWbPGNsk4OTlZLi7/O8E0Z84cXblyRX369LEbZ/z48Xr55ZfvZOkAAKAUcnq4kaThw4dr+PDhBT63YcMGu+Xjx4/f/oIAAECZVabvlgIAALge4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJgK4QYAAJhKqQg3s2bNUkhIiDw9PdWmTRtt37690L4HDhzQn//8Z4WEhMhisWj69Ol3rlAAAFDqOT3cLF26VPHx8Ro/frx27dqlZs2aKTo6WmfOnCmwf05OjkJDQ/X6668rICDgDlcLAABKO6eHm2nTpmno0KGKi4tTw4YNNXfuXHl5eWn+/PkF9m/VqpWmTJmiAQMGyMPD4w5XCwAASjunhpsrV65o586dioqKsrW5uLgoKipKW7ZsKbHtXL58WZmZmXYPAABgTk4NN+np6crNzZW/v79du7+/v1JSUkpsO4mJifL19bU9goKCSmxsAABQujj9stSdkJCQoIyMDNvj5MmTzi4JAADcJm7O3HjVqlXl6uqq1NRUu/bU1NQSnSzs4eHB/BwAAP4gnHrmxt3dXREREUpKSrK1Wa1WJSUlqV27dk6sDAAAlFVOPXMjSfHx8YqNjVVkZKRat26t6dOnKzs7W3FxcZKkmJgYBQYGKjExUdJvk5C///572////PPP2rNnjypUqKA6deo4bT8AAEDp4PRw079/f6WlpWncuHFKSUlR8+bNtWbNGtsk4+TkZLm4/O8E0y+//KIWLVrYlt944w298cYb6tixozZs2HCnywcAAKWM08ONJA0fPlzDhw8v8LnrA0tISIgMw7gDVQEAgLLoD3G3FAAA+OMg3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMh3AAAAFMpFeFm1qxZCgkJkaenp9q0aaPt27ffsP+yZcsUHh4uT09PNWnSRKtWrbpDlQIAgNLO6eFm6dKlio+P1/jx47Vr1y41a9ZM0dHROnPmTIH9N2/erIEDB+qJJ57Q7t271atXL/Xq1Uv79++/w5UDAIDSyGIYhuHMAtq0aaNWrVrprbfekiRZrVYFBQVpxIgRev755/P179+/v7Kzs/X555/b2tq2bavmzZtr7ty5RdpmZmamfH19lZGRIR8fn5LZkQKs+jbrto0NlFXdWlVwdgkl4tekJc4uASh1qnQZcFvHL+r7t9ttreImrly5op07dyohIcHW5uLioqioKG3ZsqXAdbZs2aL4+Hi7tujoaH388ceFbufy5cu6fPmybTkjI0PSbwfpdsrJItwA18vMtDq7hBJxITvH2SUApU652/y+mve+fbPzMk4NN+np6crNzZW/v79du7+/vw4dOlTgOikpKQX2T0lJKXQ7iYmJmjBhQr72oKAgB6oGAAAFe+KObOXChQvy9fUt9Hmnhps7JSEhwe5sj9Vq1dmzZ1WlShVZLBYnVoY7ITMzU0FBQTp58uRtvQwJ4M7j9/uPxTAMXbhwQTVr1rxhP6eGm6pVq8rV1VWpqal27ampqQoICChwnYCAgGL1lyQPDw95eHjYtfn5+TlWNMosHx8f/vEDTIrf7z+OG52xyePUu6Xc3d0VERGhpKQkW5vValVSUpLatWtX4Drt2rWz6y9J69atK7Q/AAD4Y3H6Zan4+HjFxsYqMjJSrVu31vTp05Wdna24uDhJUkxMjAIDA5WYmChJGjVqlDp27KipU6fqoYce0pIlS7Rjxw698847ztwNAABQSjg93PTv319paWkaN26cUlJS1Lx5c61Zs8Y2aTg5OVkuLv87wdS+fXv961//0osvvqi///3vqlu3rj7++GM1btzYWbuAUs7Dw0Pjx4/Pd2kSQNnH7zcK4vTPuQEAAChJTv+EYgAAgJJEuAEAAKZCuAEAAKZCuAEAAKZCuAEAAKZCuAEAlHlffvmls0tAKUK4AQCUaRs3blSvXr2Ulpbm7FJQSvA5N/hDMQxDFovF9t/r2wGUTenp6apataqOHTum2rVrO7scOBlnbvCHkRdgvv76a02aNElTpkxRcnKyJNkCD4CyqWrVqjpx4oTCwsL0yiuvOLscOBnhBn8YFotFq1atUufOnbV582a99NJLGjRokD766CO7MzoAyo7f/84GBwdrypQpeuWVVzRlyhR+n//AnP7dUsDtlhdcUlNTtWzZMs2dO1dDhgzRr7/+qoEDB+qf//ynrFar+vbtW+AlKwCll8Vi0ZYtW5STk6NOnTrp2Weflbu7u0aNGiVJGjNmDL/Pf0CcuYHpWSwWbdq0SY8//rh+/PFHtWzZUpJUpUoVLV68WF5eXpo5c6Y++ugjWa1W/iEEyhCr1arhw4dr2LBh2rhxo3JzczVixAjNmDFDY8eO1RtvvOHsEuEEhBv8IQQEBOinn37S5s2btW/fPlt79erVtXjxYvn6+mrixIn65JNPnFglgOJycXHRxo0bVaVKFT377LP66quv7ALOSy+9pIkTJzq7TNxhhBv8IYSFhWn16tVq2rSp3n//fW3YsMH2XNWqVTV//nyFh4erRYsWzisSwE3lzaPJzs62tXl5eWn9+vVydXXVmDFj9PXXX9sCzsSJEzVjxgydPXvWWSXDCbgVHKaTN2fm8OHDOnnypPz8/BQQEKC77rpLP/zwg/r06aMaNWooISFBnTp1sq1ntVrl4kLeB0q7r776Ss8//7zeeecdNWnSxNZ+8eJFtW3bVlarVTNmzNC9994rNzc3nTt3TpUqVXJixbjTCDcwlbxgs3z5co0aNUrlypWTYRjy9PTUO++8o3vvvdcWcIKCgjRq1Ch17drV2WUDKEDeHxwXL16Ui4uLUlNTFRQUpMzMTNWrV0/h4eGaPXu2GjVqZOt74MABRUREKDw8XP/85z917733Ons34AT8mQrTuHbtmiwWi7Zv3664uDi99NJL+uabb7Rw4UK1atVK0dHR2rhxo+rVq6cVK1Zo3759evvtt5WTk+Ps0gFcJy+sHDx4UIMGDVJkZKTCwsLUpEkTLVy40HZm9sknn9SBAwdsZ12zsrL00EMPycfHR0FBQU7eCzgLt4KjzDtx4oRq1aolNzc35ebmat++fYqMjNTQoUPl4uKiwMBA1a9fX1arVaNGjdKqVatUp04dff3117JarfLy8nL2LgD4HcMw5OLion379umee+7RoEGD1K1bN1WuXFkLFy7U6NGjtW/fPm3YsEGdO3fWk08+qYkTJyoiIkJr1qxRcHCwlixZonLlyjl7V+AkhBuUaZcvX9aAAQOUkpKin376Sa6ursrMzNSePXuUmZkpPz8/GYahgIAAPfLII3r66ad17tw5BQQEKCQkxNnlAyiAxWJRWlqaYmNj9fTTTysxMdH23N133637779f8fHx8vb21v79+9WxY0fFxsbK3d1dFy5c0Nq1awk2f3BclkKZ5u7urilTpqhChQpq2bKlDMNQz549VaNGDS1YsEDnz5+3fW5N3bp1Va5cOV24cMHJVQO4mVOnTunq1at69NFHlZubK+m3S1XVqlXToEGDNG7cOM2ePVu7du3SunXr9Oabb2rChAnaunUrdz2CcIOyzWKxqH379po3b54uXryoNm3aKDQ0VL1799aCBQs0b948paamKisrS/Pnz5eLiwtnbIAyYO/evfrxxx/VuHFjubq62i5VSZKvr68eeeQReXl56euvv5aPj4/69OmjQYMGKTQ01MmVozQg3KDMSUlJ0datW23LLi4uioiI0KJFi5Senq6OHTvqlVdeUa9evbRo0SKFhITo/vvv1/z58/Xvf/9b1atXd2L1AIqiTp06kqTly5dLUr5PDq9du7ZCQ0OVmpp6x2tD6cecG5QpJ0+eVIsWLXT27Fl17NhR7dq1U1RUlCIjI9W6dWstXbpUTzzxhO6++2598803GjZsmFatWqVKlSqpZcuWCg4OdvYuACiCkJAQ+fj4aNGiRYqMjLT97ubdRXXu3DmVL19eERERTq4UpRGfc4My5cSJE+rVq5cuXryoihUrqlGjRlq6dKnCw8PVpEkT/elPf5LFYlFCQoJCQ0O1du1avisKKKNWrFihgQMHqn///ho7dqwaNWpke+6ll17S4sWLtWHDBv5oQT6EG5Q5P/74o5577jlZrVYlJCSoRo0a2rx5s9566y1dvXpV+/fvV1hYmPbv36+ePXtq5cqVfNM3UAbl5ubq3Xff1fDhwxUWFqYOHTqoRo0aOnbsmFavXq2kpCQmD6NAhBuUSYcPH9aoUaNktVr16quvqlWrVpKk8+fP67PPPtOhQ4e0evVqvffee/zjB5Rx27Zt0z/+8Q8dPnxYfn5+atasmUaMGKHw8HBnl4ZSinCDMuvIkSMaMWKEJCkhIUEdO3a0e/7atWtyc2NaGWAGubm5cnFxkcVi4XvgcFO8OlBm1a1bVzNnzpTFYlFiYqI2b95s9zzBBjCPvGAj5b9zCrge4QZlWt26dfXPf/5T5cqV07PPPmt3izgA8/h9oCHc4GYINyjz6tatqylTpuiuu+5SzZo1nV0OAMDJmHMD07hy5Yrc3d2dXQYAwMkINwAAwFS4LAUAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAMAAEyFcAOUQp06ddLo0aOdXUaZdPz4cVksFu3Zs8fZpdxWISEhmj59urPLAEolvnwHAJzIYrFo5cqV6tWrV7HW+/bbb+Xt7X17igLKOM7cAJD02yc8o+yoVq2avLy8Cn3+6tWrd7AaoHQh3ACllNVq1XPPPafKlSsrICBAL7/8su258+fPa8iQIapWrZp8fHzUuXNn7d271/b84MGD850JGD16tDp16mRb7tSpk4YPH67Ro0eratWqio6OliTt379fDz74oCpUqCB/f3899thjSk9PL1LNH330kZo0aaLy5curSpUqioqKUnZ2tm17119q69WrlwYPHmxbDgkJ0aRJkzRw4EB5e3srMDBQs2bNslvHYrFozpw5evDBB1W+fHmFhobqo48+umFdN9unTp06acSIERo9erQqVaokf39/zZs3T9nZ2YqLi1PFihVVp04drV69utjjjhw5stCfY0hIiCSpd+/eslgstuWjR4+qZ8+e8vf3V4UKFdSqVSutX7/ebtvXX5bKOy49evSQt7e3Xn31VUnSJ598opYtW8rT01OhoaGaMGGCrl27JkkyDEMvv/yyatWqJQ8PD9WsWVMjR4684bEEygLCDVBKLVy4UN7e3tq2bZv+8Y9/aOLEiVq3bp0kqW/fvjpz5oxWr16tnTt3qmXLlurSpYvOnj1b7G24u7tr06ZNmjt3rs6fP6/OnTurRYsW2rFjh9asWaPU1FT169fvpmOdPn1aAwcO1OOPP66DBw9qw4YNevjhh1Xcb3iZMmWKmjVrpt27d+v555/XqFGjbPud56WXXtKf//xn7d27V48++qgGDBiggwcPFjheUfdp4cKFqlq1qrZv364RI0bo6aefVt++fdW+fXvt2rVLXbt21WOPPaacnJxij1vYz/Hbb7+VJC1YsECnT5+2LWdlZalbt25KSkrS7t279cADD6h79+5KTk6+4bF7+eWX1bt3b+3bt0+PP/64Nm7cqJiYGI0aNUrff/+93n77bb3//vu24LN8+XK9+eabevvtt3XkyBF9/PHHatKkSVF+TEDpZgAodTp27Gjcfffddm2tWrUyxo4da2zcuNHw8fExLl26ZPd8WFiY8fbbbxuGYRixsbFGz5497Z4fNWqU0bFjR7tttGjRwq7PpEmTjK5du9q1nTx50pBkHD58+IY179y505BkHD9+vNB9GjVqlF1bz549jdjYWNtycHCw8cADD9j16d+/v/Hggw/aliUZTz31lF2fNm3aGE8//bRhGIZx7NgxQ5Kxe/fuIu/T9cf72rVrhre3t/HYY4/Z2k6fPm1IMrZs2eLwuIbxv5/j7/dn5cqVxs00atTImDlzpm05ODjYePPNN+3GGT16tN06Xbp0MV577TW7tg8++MCoUaOGYRiGMXXqVKNevXrGlStXbrp9oCzhzA1QSjVt2tRuuUaNGjpz5oz27t2rrKwsValSRRUqVLA9jh07pqNHjxZrGxEREXbLe/fu1Zdffmk3bnh4uCTddOxmzZqpS5cuatKkifr27at58+bp3LlzxapHktq1a5dv+fqzMkXpk6eo+/T74+3q6qoqVarYncXw9/eXJJ05c8bhcaX//RxvJCsrS2PGjFGDBg3k5+enChUq6ODBgzc9cxMZGZlv3ydOnGhX49ChQ3X69Gnl5OSob9++unjxokJDQzV06FCtXLnSdskKKMu4WwoopcqVK2e3bLFYZLValZWVpRo1amjDhg351vHz85Mkubi45LscVNAE0+vvtsnKylL37t01efLkfH1r1Khxw3pdXV21bt06bd68WV988YVmzpypF154Qdu2bVPt2rWLXFNJK+o+FXS8f99msVgk/TYX6lbHzRujMGPGjNG6dev0xhtvqE6dOipfvrz69Olz00nfBf08J0yYoIcffjhfX09PTwUFBenw4cNav3691q1bp2HDhmnKlCn66quv8tUNlCWEG6CMadmypVJSUuTm5mabgHq9atWqaf/+/XZte/bsuekbVsuWLbV8+XKFhITIza34/zxYLBZ16NBBHTp00Lhx4xQcHKyVK1cqPj5e1apV0+nTp219c3NztX//ft133312Y2zdujXfcoMGDfK1xcTE2C23aNHituxTYUpq3HLlyik3N9eubdOmTRo8eLB69+4t6beQcvz4cYdqPHz4sOrUqVNon/Lly6t79+7q3r27nnnmGYWHh2vfvn1q2bJlsbcHlBZclgLKmKioKLVr1069evXSF198oePHj2vz5s164YUXtGPHDklS586dtWPHDi1atEhHjhzR+PHj84WdgjzzzDM6e/asBg4cqG+//VZHjx7V2rVrFRcXl+8N+Hrbtm3Ta6+9ph07dig5OVkrVqxQWlqaLZh07txZ//nPf/Sf//xHhw4d0tNPP63z58/nG2fTpk36xz/+oR9++EGzZs3SsmXLNGrUKLs+y5Yt0/z58/XDDz9o/Pjx2r59u4YPH17i+3QjJTVuSEiIkpKSlJKSYruMV7duXa1YsUJ79uzR3r179cgjj9z0bE9Bxo0bp0WLFmnChAk6cOCADh48qCVLlujFF1+UJL3//vt67733tH//fv30009avHixypcvr+Dg4GJvCyhNCDdAGWOxWLRq1Srde++9iouLU7169TRgwACdOHHCNi8kOjpaL730kp577jm1atVKFy5csDvTUZiaNWtq06ZNys3NVdeuXdWkSRONHj1afn5+cnG58T8XPj4++vrrr9WtWzfVq1dPL774oqZOnaoHH3xQkvT4448rNjZWMTEx6tixo0JDQ/OdtZGkZ599Vjt27FCLFi30yiuvaNq0abbb1PNMmDBBS5YsUdOmTbVo0SJ9+OGHatiwYYnv042U1LhTp07VunXrFBQUZDv7NG3aNFWqVEnt27dX9+7dFR0d7dCZlOjoaH3++ef64osv1KpVK7Vt21ZvvvmmLbz4+flp3rx56tChg5o2bar169frs88+U5UqVYq9LaA0sRjXXwQHACcJCQnR6NGjb/jVE45+oi+APw7O3AAAAFMh3AAokuTkZLtbiq9/3Ow2ZQC4U7gsBaBIrl27dsM7dkr6biQAcBThBgAAmAqXpQAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKkQbgAAgKn8P45cDAFRJHIQAAAAAElFTkSuQmCC",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "depart_counts = df.groupby('heure_supplementaires')['a_quitte_l_entreprise'].sum()\n",
    "taux_depart = depart_counts / depart_counts.sum() \n",
    "\n",
    "sns.barplot(x=taux_depart.index, y=taux_depart.values, palette='coolwarm')\n",
    "plt.title(\"Taux de départ par heure sup (%)\")\n",
    "plt.ylabel(\"Taux de départ\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Interprétation :**  \n",
    "> Parmi tous ceux qui ont quitté l’entreprise, quelle proportion en fonction heure sup ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "proba_depart_hs = (\n",
    "    df.groupby('heure_supplementaires')['a_quitte_l_entreprise']\n",
    "      .mean()  \n",
    ")\n",
    "\n",
    "sns.barplot(x=proba_depart_hs.index, y=proba_depart_hs.values, palette='coolwarm')\n",
    "plt.title(\"Probabilité de départ selon les heures supplémentaires\")\n",
    "plt.ylabel(\"Probabilité de quitter l’entreprise\")\n",
    "plt.xlabel(\"Heures supplémentaires\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Interprétation :**  \n",
    "> Si je prends un employé en fonction heures sup, quelle est la probabilité qu’il ait quitté l’entreprise ?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Taux de départ par formation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "proba_departs = (\n",
    "    df.groupby('nb_formations_suivies')['a_quitte_l_entreprise']\n",
    "      .mean()\n",
    ")\n",
    "\n",
    "plt.figure(figsize=(11,4))\n",
    "sns.barplot(x=proba_departs.index, y=proba_departs.values, palette='coolwarm')\n",
    "\n",
    "plt.title(\"Probabilité de départ selon le nombre de formations suivies\")\n",
    "plt.ylabel(\"Probabilité de quitter l’entreprise\")\n",
    "plt.xlabel(\"Nombre de formations suivies\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Interprétation :**  \n",
    "> Si je prends un employé en fonction nb formation, quelle est la probabilité qu’il ait quitté l’entreprise ?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Taux de départ par nb exp précedente"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "depart_counts = df.groupby('nombre_experiences_precedentes')['a_quitte_l_entreprise'].sum()\n",
    "\n",
    "part_depart = depart_counts / depart_counts.sum()\n",
    "\n",
    "sns.barplot(x=part_depart.index, y=part_depart.values, palette='coolwarm')\n",
    "plt.title(\"Taux de départ par nb exp précedente\")\n",
    "plt.ylabel(\"Proportion des départs\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Interprétation :**  \n",
    "> Parmi tous ceux qui ont quitté l’entreprise, quelle proportion en fonction nb exp precedente ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "proba_depart_exp = (\n",
    "    df.groupby('nombre_experiences_precedentes')['a_quitte_l_entreprise']\n",
    "      .mean() \n",
    ")\n",
    "\n",
    "sns.barplot(x=proba_depart_exp.index, y=proba_depart_exp.values, palette='coolwarm')\n",
    "plt.title(\"Probabilité de départ selon le nombre d’expériences précédentes\")\n",
    "plt.ylabel(\"Probabilité de quitter l’entreprise\")\n",
    "plt.xlabel(\"Nombre d’expériences précédentes\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "> **Interprétation :**  \n",
    "> Si je prends un employé en fonction nb exp précedente, quelle est la probabilité qu’il ait quitté l’entreprise ?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins   = [0, 2000, 3000, 4000, 5000, np.inf]\n",
    "labels = ['≤2k€', '2k-3k€', '3k-4k€', '4k-5k€', '>5k€']\n",
    "\n",
    "df['tranche_revenu'] = pd.cut(\n",
    "    df['revenu_mensuel'],\n",
    "    bins=bins, labels=labels,\n",
    "    include_lowest=True, right=True\n",
    ")\n",
    "\n",
    "departs_par_tranche = (\n",
    "    df.groupby('tranche_revenu')['a_quitte_l_entreprise']\n",
    "      .sum()\n",
    ")\n",
    "\n",
    "part_des_departs = departs_par_tranche / departs_par_tranche.sum()\n",
    "\n",
    "\n",
    "plt.figure(figsize=(11,4))\n",
    "sns.barplot(x=part_des_departs.index, y=part_des_departs.values, palette='coolwarm')\n",
    "plt.title(\"Part des départs par revenu\")\n",
    "plt.ylabel(\"Part des départs\")\n",
    "plt.xlabel(\"Tranche de revenu\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1100x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "bins   = [0, 2000, 3000, 4000, 5000, np.inf]\n",
    "labels = ['≤2k€', '2k-3k€', '3k-4k€', '4k-5k€', '>5k€']\n",
    "\n",
    "df['tranche_revenu'] = pd.cut(\n",
    "    df['revenu_mensuel'],\n",
    "    bins=bins, labels=labels,\n",
    "    include_lowest=True, right=True\n",
    ")\n",
    "\n",
    "proba_depart_revenu = (\n",
    "    df.groupby('tranche_revenu')['a_quitte_l_entreprise']\n",
    "      .mean()  \n",
    ")\n",
    "\n",
    "plt.figure(figsize=(11,4))\n",
    "sns.barplot(x=proba_depart_revenu.index, y=proba_depart_revenu.values, palette='coolwarm')\n",
    "plt.title(\"Probabilité de départ selon la tranche de revenu\")\n",
    "plt.ylabel(\"Probabilité de quitter l’entreprise\")\n",
    "plt.xlabel(\"Tranche de revenu\")\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['df.joblib']"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "joblib.dump(df, \"df.joblib\")\n"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "deploy-machine-learning-py3.12",
   "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": 2
}