{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Feature Engenering" ] }, { "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", "from scipy import stats" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "Index: 1407 entries, 0 to 1469\n", "Data columns (total 31 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", " 0 age 1407 non-null int64 \n", " 1 genre 1407 non-null object \n", " 2 revenu_mensuel 1407 non-null int64 \n", " 3 statut_marital 1407 non-null object \n", " 4 departement 1407 non-null object \n", " 5 poste 1407 non-null object \n", " 6 nombre_experiences_precedentes 1407 non-null int64 \n", " 7 annee_experience_totale 1407 non-null int64 \n", " 8 annees_dans_l_entreprise 1407 non-null int64 \n", " 9 annees_dans_le_poste_actuel 1407 non-null int64 \n", " 10 a_quitte_l_entreprise 1407 non-null int64 \n", " 11 nombre_participation_pee 1407 non-null int64 \n", " 12 nb_formations_suivies 1407 non-null int64 \n", " 13 distance_domicile_travail 1407 non-null int64 \n", " 14 niveau_education 1407 non-null int64 \n", " 15 domaine_etude 1407 non-null object \n", " 16 frequence_deplacement 1407 non-null object \n", " 17 annees_depuis_la_derniere_promotion 1407 non-null int64 \n", " 18 annes_sous_responsable_actuel 1407 non-null int64 \n", " 19 satisfaction_employee_environnement 1407 non-null int64 \n", " 20 note_evaluation_precedente 1407 non-null int64 \n", " 21 niveau_hierarchique_poste 1407 non-null int64 \n", " 22 satisfaction_employee_nature_travail 1407 non-null int64 \n", " 23 satisfaction_employee_equipe 1407 non-null int64 \n", " 24 satisfaction_employee_equilibre_pro_perso 1407 non-null int64 \n", " 25 note_evaluation_actuelle 1407 non-null int64 \n", " 26 heure_supplementaires 1407 non-null object \n", " 27 augementation_salaire_precedente 1407 non-null float64 \n", " 28 tranche_distance 1407 non-null category\n", " 29 tranche_age 1407 non-null category\n", " 30 tranche_revenu 1407 non-null category\n", "dtypes: category(3), float64(1), int64(20), object(7)\n", "memory usage: 323.0+ KB\n" ] } ], "source": [ "df = joblib.load(\"df.joblib\")\n", "\n", "df.info()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "def safe_div(a, b): \n", " return np.where(b==0, 0, a/b)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['ratio_post_stab'] = safe_div(df['annees_dans_le_poste_actuel'], df['annees_dans_l_entreprise']) \n", "\n", "\n", "plt.figure(figsize=(8,4))\n", "sns.histplot(df['ratio_post_stab'], bins=30, kde=True, color=\"skyblue\")\n", "plt.axvline(df['ratio_post_stab'].mean(), color=\"red\", linestyle=\"--\", label=f\"Moyenne = {df['ratio_post_stab'].mean():.2f}\")\n", "plt.axvline(df['ratio_post_stab'].median(), color=\"green\", linestyle=\"--\", label=f\"Médiane = {df['ratio_post_stab'].median():.2f}\")\n", "plt.title(\"Distribution du ratio temps dans le poste / temps dans l'entreprise\")\n", "plt.xlabel(\"Ratio (années poste / années entreprise)\")\n", "plt.ylabel(\"Effectif\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "image/png": 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Hjh3rfTzV9PR0kpKSyp2P0p8uj/5Aatu2bbkyWrRoUekb/p/H6dixY7m2zV26dKlJ2MeVmppa4fqPPvqIk08+GYvFQkxMDHFxcSxZsoT8/PwaHaf0/Bz9PEwmE+3bt6/WB/o/bdu2DaUUnTp1Ii4urswtLS2N7OzsMvu3adOm3LmNiooiOTm53Dqgwtfr6GuwQ4cO6HS6wDVY0/dFeno6Op2uXNOOil77kpIS7rrrrkD779jYWOLi4sjLy6vwNTr6emzRokWZ5zds2DAmTJjAPffcQ2xsLGeffTZLly6tUhvZo23bto2NGzeWez06d+4MUO41qUhSUlK5zjGljy89z+np6XTq1KnMP0tQ/j05a9YsOnfuzOjRo2nTpg3Tp0+vcvv3bdu2Af5+CEc/n88++6xKz+Xjjz8+5igJVYlBrvHQusaPtn37dpRSzJ07t9xrNG/ePKD8dX+8eKvi6M/v6l6vOp2O9u3bl1l39PussmNVxGw2s3DhQlauXElCQgKnnnoqDz74IJmZmTWOMdRJm9tGZu/eveTn59OxY8dK97FarXz77bd89dVXfPzxx6xatYo333yT008/nc8++6xKveWr0062qiqbaMLr9TZYD/7KjqOO6nxWG3XxPCs6/9999x3jx4/n1FNP5emnn6ZVq1YYjUaWLl3Ka6+9VquY65rP50PTNFauXFnhcw4PDy9zv7LzUpvX6+jXoS7eF8dzzTXXsHTpUq6//noGDRpEVFQUmqYxadKkChOM4z2/0glSfvrpJ/73v//x6aefMn36dB555BF++umncufxWHw+Hz179uTRRx+tcPvRSVZ9i4+PZ8OGDXz66aesXLmSlStXsnTpUi699NIKO5/9U+m5XL58OYmJieW2H2/0mF27drF582aWLFlS4/jlGg+9a/xopfHcfPPNjBo1qsJ9jv4urYvviKM/v2t7vVbnWJW5/vrrGTduHO+//z6ffvopc+fOZcGCBXz55Zf07du3XmMMhsYVrWD58uUAlb5RS+l0OkaMGMGIESN49NFHeeCBB7jjjjv46quvGDlyZJ3PaFb6X18ppRTbt2+nV69egXUtWrSosAd+enp6mf9SqxNbSkoKX3zxBYWFhWVqbzdv3hzYXhdSUlL466+/UEqVia+iMXer+jyr65133sFisfDpp59iNpsD65cuXVpu36qew9Lzs2XLljKxuVwudu3axciRI4/5+MqO06FDB5RSpKamBmoc6tu2bdvK1GJs374dn89X5mfn470vKpKSkoLP52PHjh1larIqeu1XrFjB1KlTeeSRRwLrHA5HrcdIPfnkkzn55JO5//77ee2115g8eTJvvPEGV1xxRZXL6NChA7///jsjRoyo8ft///795YY22rp1K0DgPKekpPDHH3/g8/nK1N5W9J40mUyMGzeOcePG4fP5mDVrFs8++yxz586t8JeSfz4X8CfIx7tGK/Lxxx8TFRXF0KFDj7uvXONlhfI1frTSzzSj0Vij66Qy1X3/VPd69fl87Ny5s8x1dfT7rCY6dOjATTfdxE033cS2bdvo06cPjzzyCK+88kqt31OhRpolNCJffvkl9957L6mpqUyePLnS/Q4fPlxuXZ8+fQACP/WUfjnV1cDkL7/8cpl2wCtWrODAgQOMHj06sK5Dhw789NNPuFyuwLqPPvqo3LA51YltzJgxeL1ennzyyTLrFy1ahKZpZY5fG2PGjGH//v1lht2y2+0899xz5fat6vOsLr1ej6ZpeL3ewLrdu3dX2Ms9LCysSudv5MiRmEwmHn/88TI1Ey+88AL5+fnH/dm2stfqvPPOQ6/Xc88995Sr8VBKcejQoePGVl1PPfVUmftPPPEEQOAaqMr7oiKlj3/88cfLrF+8eHG5ffV6fbnn+8QTT5R5zaojNze3XHlVibkiF1xwAfv27eP5558vt62kpCTQq/tYPB4Pzz77bOC+y+Xi2WefJS4ujn79+gH+90pmZmagd3np45544gnCw8MZNmwYQLlrQKfTBf4ZPt7n1KhRo4iMjOSBBx6osJ3m0UNNHe2TTz7hjDPOqFJtlFzjZYXyNX60+Ph4hg8fzrPPPsuBAwfKbT/edVKZqn6+lqrJ9frP7zSlFE8++SRGo5ERI0ZUO1673V5uyLgOHToQEREROMe1fU+FGqm5DVErV65k8+bNeDwesrKy+PLLL/n8889JSUnhww8/POYAzfPnz+fbb79l7NixpKSkkJ2dzdNPP02bNm0CNRUdOnQgOjqaZ555hoiICMLCwhg4cGCV2u9UJCYmhqFDh3LZZZeRlZXF4sWL6dixY5nhyq644gpWrFjBmWeeyQUXXMCOHTvK/MdYqjqxjRs3jtNOO4077riD3bt307t3bz777DM++OADrr/++mMOgVUdM2bM4Mknn+TSSy9l3bp1tGrViuXLl5cb9qY6z7O6xo4dy6OPPsqZZ57JxRdfTHZ2Nk899RQdO3YsN2tdv379+OKLL3j00UdJSkoiNTW1TKeVUnFxccyZM4d77rmHM888k/Hjx7NlyxaefvppBgwYwJQpU44ZU2lCc8cddzBp0iSMRiPjxo2jQ4cO3HfffcyZM4fdu3dzzjnnEBERwa5du3jvvfeYOXMmN998c63Ox9F27drF+PHjOfPMM/nxxx8Dwxr17t0bqNr7oiJ9+vThoosu4umnnyY/P5/BgwezevVqtm/fXm7fs846i+XLlxMVFUX37t358ccf+eKLL445zNyxLFu2jKeffppzzz2XDh06UFhYyPPPP09kZCRjxoypVlmXXHIJb731FldddRVfffUVQ4YMwev1snnzZt566y0+/fTTMhPHVCQpKYmFCxeye/duOnfuzJtvvsmGDRt47rnnAkPGzZw5k2effZZp06axbt062rVrx4oVK1izZg2LFy8O/MJyxRVXcPjwYU4//XTatGlDeno6TzzxBH369Am0z+3Tpw96vZ6FCxeSn5+P2Wzm9NNPJz4+niVLlnDJJZdw4oknMmnSJOLi4sjIyODjjz9myJAh5f7hLVVSUsJXX31V4fi8FZFrvKxQvsYr8tRTTzF06FB69uzJjBkzaN++PVlZWfz444/s3buX33//vdpl9uvXjyVLlnDffffRsWNH4uPjjzkRSGRkZLWuV4vFwqpVq5g6dSoDBw5k5cqVfPzxx9x+++3H7TxWka1btzJixAguuOACunfvjsFg4L333iMrKyvQybG6MYa8hhuYQVRF6VAipTeTyaQSExPVv/71L/XYY4+VGW6r1NFDga1evVqdffbZKikpSZlMJpWUlKQuuugitXXr1jKP++CDD1T37t2VwWAoM2zIsGHDVI8ePSqMr7KhwF5//XU1Z84cFR8fr6xWqxo7dqxKT08v9/hHHnlEtW7dWpnNZjVkyBC1du3aCodzqSy2o4cCU8o/hMkNN9ygkpKSlNFoVJ06dVIPPfRQmeFclPIPsXX11VeXi6myobuOlp6ersaPH69sNpuKjY1V1113nVq1alWFQxVV9XlWpLI4lVLqhRdeUJ06dVJms1l17dpVLV26tNzrr5R/mKFTTz1VWa1WBQSe39FDgZV68sknVdeuXZXRaFQJCQnq3//+t8rNzT1urEopde+996rWrVsrnU5Xrux33nlHDR06VIWFhamwsDDVtWtXdfXVV6stW7YE9qnsektJSVFjx4497vkpff6bNm1S559/voqIiFAtWrRQs2fPViUlJYH9qvq+qEhJSYm69tprVcuWLVVYWJgaN26c2rNnT7lhknJzc9Vll12mYmNjVXh4uBo1apTavHlzuWussiH/St9PpdfT+vXr1UUXXaTatm2rzGazio+PV2eddZZau3btcWOu6HpzuVxq4cKFqkePHspsNqsWLVqofv36qXvuuUfl5+cft7wePXqotWvXqkGDBimLxaJSUlLUk08+WW7frKyswHkwmUyqZ8+e5Yb2W7FihTrjjDNUfHy8MplMqm3bturKK69UBw4cKLPf888/r9q3b6/0en2599pXX32lRo0apaKiopTFYlEdOnRQ06ZNO+b5+eijj5SmaSorK+uYz/ef5BqfF9gv1K/xiuzYsUNdeumlKjExURmNRtW6dWt11llnqRUrVlQ7XqX8w2ONHTtWRUREKCAQw/GG8qzK9Tp16lQVFhamduzYoc444wxls9lUQkKCmjdvXpnhGkuH+6poeK+jhwLLyclRV199teratasKCwtTUVFRauDAgWWGtqxOjI2BplQd9qQRQogGVjoJxcGDBwOD7Iu6N3z4cHJycvjrr7+CHUqtzJo1i7Vr1/LLL78EO5Qqk2u8+Zg2bRorVqygqKgo2KE0atIsQQghRLPRp08fxo0bF+wwhBD1SJJbIYQQzUZ9TbwihAgdMlqCEEIIIYRoMqTNrRBCCCGEaDKk5lYIIYQQQjQZktwKIYQQQogmQzqU4Z/qbv/+/URERNT5tLRCCCGEEKL2lFIUFhaSlJRUZnrvo0lyi3++9OTk5GCHIYQQQgghjmPPnj20adOm0u2S3EJgOsg9e/YQGRkZ5GiEEEIIIcTRCgoKSE5ODuRtlZHkFgJNESIjIyW5FULUC7vbzoDnBwDw64xfsRltNSzIDgP85fDrr2CrYTlCCNFIHa8JqSS3QgjRAJRSbDq4KbBci4Jg06a/l4UQQpQhoyUIIYQQQogmQ5JbIYQQQgjRZEizBCGEECJEKaXweDx4vd5ghyJEvdPr9RgMhloPyyrJrRBCCBGCXC4XBw4cwG63BzsUIRqMzWajVatWmEymGpchya0QQggRYnw+H7t27UKv15OUlITJZJJJhkSTppTC5XJx8OBBdu3aRadOnY45UcOxSHIrhBANQNM0UqJSAsu1KAhSUv5eFk2Sy+XC5/ORnJyMTYZ7E82E1WrFaDSSnp6Oy+XCYrHUqJygdij79ttvGTduHElJSWiaxvvvvx/Y5na7ue222+jZsydhYWEkJSVx6aWXsn///jJlHD58mMmTJxMZGUl0dDSXX345RUVFDfxMhBDi2GxGG7uv383u63fXfIxb8I9ru3u3/yZJT5NX05orIRqrurjmg/quKS4upnfv3jz11FPlttntdtavX8/cuXNZv3497777Llu2bGH8+PFl9ps8eTIbN27k888/56OPPuLbb79l5syZDfUUhBBCCCFECAlqs4TRo0czevToCrdFRUXx+eefl1n35JNPctJJJ5GRkUHbtm1JS0tj1apV/Prrr/Tv3x+AJ554gjFjxvDwww+TlJRU789BCCGEEEKEjkbV5jY/Px9N04iOjgbgxx9/JDo6OpDYAowcORKdTsfPP//MueeeW2E5TqcTp9MZuF9QUFCvcQshQk9GRgY5OTl1UlZsbCxt27Y95j4l7hJOfelUAL6d9i1Wo7VmByspgVP95fDtt2CtYTlCCNFENZrGPA6Hg9tuu42LLrqIyMhIADIzM4mPjy+zn8FgICYmhszMzErLWrBgAVFRUYFbcnJyvcYuhAgtGRkZdOvWjX79+tXJrVu3bmRkZBzzmD7lY+3+tazdvxaf8tU8eJ8P1q7133y1KEeIejBt2jQ0TeOqq64qt+3qq69G0zSmTZvW8IE1Qrt37+byyy8nNTUVq9VKhw4dmDdvHi6Xq8x+b731Fn369MFms5GSksJDDz1UaZlr1qzBYDDQp0+fMuuXLFlCr169iIyMJDIykkGDBrFy5crjxrh48WK6dOmC1WolOTmZG264AYfDUWafffv2MWXKFFq2bInVaqVnz56sXbu26ieiBhpFza3b7eaCCy5AKcWSJUtqXd6cOXO48cYbA/cLCgokwRWiGcnJycFut3Pnky+Q0rFLrcpK376F+2ZfTk5OznFrb4VoDpKTk3njjTdYtGgR1iO/LDgcDl577TV5j1TD5s2b8fl8PPvss3Ts2JG//vqLGTNmUFxczMMPPwzAypUrmTx5Mk888QRnnHEGaWlpzJgxA6vVyuzZs8uUl5eXx6WXXsqIESPIysoqs61Nmzb897//pVOnTiilWLZsGWeffTa//fYbPXr0qDC+1157jf/85z+8+OKLDB48mK1btwb+uXn00UcByM3NZciQIZx22mmsXLmSuLg4tm3bRosWLerhjP0t5JPb0sQ2PT2dL7/8MlBrC5CYmEh2dnaZ/T0eD4cPHyYxMbHSMs1mM2azud5iFkI0Dikdu9ClV59ghyFE1RUXV75Nr4d/Dp10rH11urJNWirbNyysevEBJ554Ijt27ODdd99l8uTJALz77ru0bduW1NTUMvs6nU5uueUW3njjDQoKCujfvz+LFi1iwIABKKXo1KkTV111FTfffHPgMRs2bKBv375s27aNjh07kpeXx80338wHH3yA0+kMlNG7d28A7r77bt5//31uuukm5s6dS25uLqNHj+b5558nIiICgOHDh9OrVy8sFgv/93//h8lk4qqrruLuu+8OHPd4x6lrZ555JmeeeWbgfvv27dmyZQtLliwJJLfLly/nnHPOCdSUt2/fnjlz5rBw4cJATXmpq666iosvvhi9Xl9mdCqAcePGlbl///33s2TJEn766adKk9sffviBIUOGcPHFFwPQrl07LrroIn7++efAPgsXLiQ5OZmlS5cG1h19DdSHkG6WUJrYbtu2jS+++IKWLVuW2T5o0CDy8vJYt25dYN2XX36Jz+dj4MCBDR2uEEIIUb/Cwyu/TZhQdt/4+Mr3Pbozd7t2Fe9XQ9OnTy+T0Lz44otcdtll5fa79dZbeeedd1i2bBnr16+nY8eOjBo1isOHD6NpWrlyAJYuXcqpp55Kx44dAZg4cSLZ2dmsXLmSdevWceKJJzJixAgOHz4ceMyOHTt4//33+eijj/joo4/45ptv+O9//1um3GXLlhEWFsbPP//Mgw8+yPz588t0bK/KcY7Wo0cPwsPDK71V1qm+Mvn5+cTExATuO53OcmPBWq1W9u7dS3p6eplztnPnTubNm3fcY3i9Xt544w2Ki4sZNGhQpfsNHjyYdevW8csvvwCwc+dOPvnkE8aMGRPY58MPP6R///5MnDiR+Ph4+vbty/PPP1/l51tjKogKCwvVb7/9pn777TcFqEcffVT99ttvKj09XblcLjV+/HjVpk0btWHDBnXgwIHAzel0Bso488wzVd++fdXPP/+svv/+e9WpUyd10UUXVSuO/Px8Baj8/Py6fopCiBC0bt06BajnV32vvt1fVKvb86u+V4Bat27dMY9Z5CxS3I3iblSRs6jmwRcVKQX+W1EtyhEhraSkRG3atEmVlJSU3VD62ld0GzOm7L42W+X7DhtWdt/Y2Ir3q6apU6eqs88+W2VnZyuz2ax2796tdu/erSwWizp48KA6++yz1dSpU5VSShUVFSmj0aheffXVwONdLpdKSkpSDz74oFJKqX379im9Xq9+/vnnwPbY2Fj10ksvKaWU+u6771RkZKRyOBxl4ujQoYN69tlnlVJKzZs3T9lsNlVQUBDYfsstt6iBAwcG7g8bNkwNHTq0TBkDBgxQt912W5WPU5Hdu3erbdu2VXrbu3fv8U/qEdu2bVORkZHqueeeC6x79tlnlc1mU1988YXyer1qy5YtqmvXrgpQP/zwg1JKqa1bt6r4+Hi1ZcuWwPno3bt3ufL/+OMPFRYWpvR6vYqKilIff/zxcWN67LHHlNFoVAaDQQHqqquuKrPdbDYrs9ms5syZo9avX6+effZZZbFYAq9fRSq99lXV87WgNktYu3Ytp512WuB+aTvYqVOncvfdd/Phhx8ClGv4/NVXXzF8+HAAXn31VWbPns2IESPQ6XRMmDCBxx9/vEHiF0IIIRrUsSYp0uvL3j+q2V4ZRw+Uv3t3jUOqSFxcHGPHjuWll15CKcXYsWOJjY0ts8+OHTtwu90MGTIksM5oNHLSSSeRlpYGQFJSEmPHjuXFF1/kpJNO4n//+x9Op5OJEycC8Pvvv1NUVFTul92SkhJ27NgRuN+uXbtAEwSAVq1alWvW2KtXrzL3/7lPVY9ztJTS2QRrad++fZx55plMnDiRGTNmBNbPmDGDHTt2cNZZZ+F2u4mMjOS6667j7rvvRqfT4fV6ufjii7nnnnvo3LnzMY/RpUsXNmzYQH5+PitWrGDq1Kl88803dO/evcL9v/76ax544AGefvppBg4cyPbt27nuuuu49957mTt3LuCfRrp///488MADAPTt25e//vqLZ555hqlTp9bJualIUJPb4cOHo5SqdPuxtpWKiYnhtddeq8uwhBCiXsTaYo+/U5UKqqNyRONTnTaw9bVvFU2fPj3QqamiyZqq6oorruCSSy5h0aJFLF26lAsvvDAwJXFRURGtWrXi66+/Lve40mFDwZ80/5OmafiOGm3kWPtU9ThH69GjR5nmAUc75ZRTjjsqwf79+znttNMYPHgwzz33XLkYFy5cyAMPPEBmZiZxcXGsXr0a8Le/LSwsZO3atfz222+B18Ln86GUwmAw8Nlnn3H66acDYDKZAk09+vXrx6+//spjjz3Gs88+W2Fcc+fO5ZJLLuGKK64AoGfPnhQXFzNz5kzuuOMOdDodrVq1Kpccd+vWjXfeeeeYz7m2Qr5DmRBCNAVhpjAO3nKwDgoKg4N1UI4Q9ezMM8/E5XKhaRqjRo0qt71Dhw6YTCbWrFkTqOF0u938+uuvXH/99YH9xowZQ1hYGEuWLGHVqlV8++23gW0nnngimZmZGAwG2rVrV2/PpabH+eSTT3C73ZVutx5nnOp9+/Zx2mmn0a9fP5YuXVrp1LR6vZ7WrVsD8PrrrzNo0CDi4uLw+Xz8+eefZfZ9+umn+fLLL1mxYsUxO3f5fL4ycwIczW63l4tHf+TXg9LKySFDhrBly5Yy+2zdurXOarQrI8mtEEIIIeqcXq8PNC/QH91kAggLC+Pf//43t9xyCzExMbRt25YHH3wQu93O5ZdfXqacadOmMWfOHDp16lSmk9PIkSMZNGgQ55xzDg8++CCdO3dm//79fPzxx5x77rllJnmqjZoepzZJ3L59+xg+fDgpKSk8/PDDHPzHP7WlI0Ll5OSwYsUKhg8fjsPhYOnSpbz99tt88803AOh0Ok444YQy5cbHx2OxWMqsnzNnDqNHj6Zt27YUFhby2muv8fXXX/Ppp58G9rn00ktp3bo1CxYsAPwjLDz66KP07ds30Cxh7ty5jBs3LvB633DDDQwePJgHHniACy64gF9++YXnnnuuXA10XZPkVgghhBD14p/Dd1bkv//9Lz6fj0suuYTCwkL69+/Pp59+Wm4c1Msvv5wHHnig3IgLmqbxySefcMcdd3DZZZdx8OBBEhMTOfXUU0lISKiz59FQx/mnzz//nO3bt7N9+3batGlTZts/m20uW7aMm2++GaUUgwYN4uuvv+akk06q1rGys7O59NJLOXDgAFFRUfTq1YtPP/2Uf/3rX4F9MjIyytTU3nnnnWiaxp133sm+ffuIi4tj3Lhx3H///YF9BgwYwHvvvcecOXOYP38+qampLF68ODBEXH3RVFUatjZxBQUFREVFkZ+ff9w3ohCi8Vu/fj39+vXj+VXf13qc2y1/bGDGmUMDQwNVpsRdwuhX/cP+rJy8snbT75YOH7RypUy/20Q5HA527dpFampquaGemqPvvvuOESNGsGfPnnpLJkVoONa1X9V8TWpuhRCiAfiUj2/Svwks17wgHxz5yVGm3xVNndPp5ODBg9x9991MnDhREltRJSE9iYMQQgghmq/XX3+dlJQU8vLyePDBB4MdjmgkJLkVQgghREiaNm0aXq+XdevWBUYDEOJ4JLkVQgghhBBNhiS3QgghhBCiyZDkVgghhBBCNBkyWoIQQjQQm9FWRwXVUTlCCNEESXIrhBANIMwURvHtxXVQUBgU10E5QgjRRElyK4SodxkZGeTk5NRJWbGxsbRt27ZOyhJChJbHHnuMk046qcwUu0JUlyS3Qoh6lZGRQbdu3bDb7XVSns1mIy0tTRJcIZqYRx55hA8//JCrrrrqmPt9/fXXnHbaaeTm5hIdHc1LL73E9ddfT15eXsMEKkKedCgTQtSrnJwc7HY7dz75As+v+r5WtzuffAG73V5ntcANyeFxMPa1sYx9bSwOj6MWBTlg7Fj/zVGLcoSoB9OmTUPTtAoT1KuvvhpN05g2bVq5bWvWrGH58uV88MEHmM3mah3zwgsvZOvWrTUNOWT8/vvvXHTRRSQnJ2O1WunWrRuPPfZYuf1effVVevfujc1mo1WrVkyfPp1Dhw4Ftm/cuJEJEybQrl07NE1j8eLF5cq4++670TStzK1r167HjO/dd9+lf//+REdHExYWRp8+fVi+fHm5crt27UpYWBgtWrRg5MiR/PzzzzU7IbUgNbdCiAaR0rELXXr1CXYYQeP1eflk2yeB5ZoX5IVPPvl7WYgQk5yczBtvvMGiRYuwWq0AOBwOXnvttUp/cRkyZAgbNmyo0fGsVmvgOI3ZunXriI+P55VXXiE5OZkffviBmTNnotfrmT17NuD/J+DSSy9l0aJFjBs3jn379nHVVVcxY8YM3n33XQDsdjvt27dn4sSJ3HDDDZUer0ePHnzxxReB+wbDsVPCmJgY7rjjDrp27YrJZOKjjz7isssuIz4+nlGjRgHQuXNnnnzySdq3b09JSQmLFi3ijDPOYPv27cTFxdX2FFWZ1NwKIYQQjUSxq7jS29G/CBxr3xJ3SZX2rYkTTzyR5OTkQLIF/lq/tm3b0rdv3zL7+nw+FixYQGpqKlarld69e7NixYoy+3zyySd07twZq9XKaaedxu7du8tsf+mll4iOjg7c37FjB2effTYJCQmEh4czYMCAMkkcQLt27XjggQeYPn06ERERtG3blueee67MPnv27OGCCy4gOjqamJgYzj777HLHrkvTp0/nscceY9iwYbRv354pU6Zw2WWXlTmPP/74I+3atePaa68lNTWVoUOHcuWVV/LLL78E9hkwYAAPPfQQkyZNOmYtuMFgIDExMXCLjY09ZnzDhw/n3HPPpVu3bnTo0IHrrruOXr168f333wf2ufjiixk5ciTt27enR48ePProoxQUFPDHH3/U4sxUnyS3QgghRCMRviC80tuEtyaU2Tf+4fhK9x396ugy+7Z7rF2F+9XU9OnTWbp0aeD+iy++yGWXXVZuvwULFvDyyy/zzDPPsHHjRm644QamTJnCN998A/gTzPPOO49x48axYcMGrrjiCv7zn/8c89hFRUWMGTOG1atX89tvv3HmmWcybtw4MjIyyuz3yCOP0L9/f3777TdmzZrFv//9b7Zs2QKA2+1m1KhRRERE8N1337FmzRrCw8M588wzcblclR47PDz8mLfjtSc+Wn5+PjExMYH7gwYNYs+ePXzyyScopcjKymLFihWMGTOmWuUCbNu2jaSkJNq3b8/kyZPLnZ9jUUqxevVqtmzZwqmnnlrhPi6Xi+eee46oqCh69+5d7fhqQ5olCCGEEKJOTZkyhTlz5pCeng74f05/4403+PrrrwP7OJ1OHnjgAb744ovA6Ajt27fn+++/59lnn2XYsGEsWbKEDh068MgjjwDQpUsX/vzzTxYuXFjpsXv37l0mmbr33nt57733+PDDDwM/7wOMGTOGWbNmAXDbbbexaNEivvrqK7p06cKbb76Jz+fj//7v/9A0DYClS5cSHR3N119/zRlnnFHhsY/XtCIyMvKY2//phx9+4M033+Tjjz8OrBsyZAivvvoqF154IQ6HA4/Hw7hx43jqqaeqXC7AwIEDeemll+jSpQsHDhzgnnvu4ZRTTuGvv/4iIiKi0sfl5+fTunVrnE4ner2ep59+mn/9619l9vnoo4+YNGkSdrudVq1a8fnnnx+3VriuSXIrhBBCNBJFc4oq3abX6cvcz745u9J9dVrZH253X7e7VnEdLS4ujrFjx/LSSy+hlGLs2LHlEpzt27djt9vLJUculyvQfCEtLY2BAweW2X68YcKKioq4++67+fjjjzlw4AAej4eSkpJyNZO9evUKLGuaRmJiItnZ/nP2+++/s3379nKJnsPhYMeOHZUeu2PHjseMrar++usvzj77bObNm1cmkd60aRPXXXcdd911F6NGjeLAgQPccsstXHXVVbzwwgtVLn/06L9r7nv16sXAgQNJSUnhrbfe4vLLL6/0cREREWzYsIGioiJWr17NjTfeSPv27Rk+fHhgn9NOO40NGzaQk5PD888/zwUXXMDPP/9MfHx89U5CLUhyK4QQQjQSYaawoO9bVdOnTw/UlFZUs1hU5E/UP/74Y1q3bl1mW3VHTPinm2++mc8//5yHH36Yjh07YrVaOf/888s1JzAajWXua5qGz+cLxNavXz9effXVcuUfq2NUePixm3JMmTKFZ5555pj7bNq0iREjRjBz5kzuvPPOMtsWLFjAkCFDuOWWWwB/YhoWFsYpp5zCfffdR6tWrY5ZdmWio6Pp3Lkz27dvP+Z+Op0ukMD36dOHtLQ0FixYUCa5DQsLo2PHjnTs2JGTTz6ZTp068cILLzBnzpwaxVYTktwKIYQQos6Vtk/VNC3Qm/6funfvjtlsJiMjg2HDhlVYRrdu3fjwww/LrPvpp5+Oedw1a9Ywbdo0zj33XMCfqFa3I9iJJ57Im2++SXx8fLWaEtS2WcLGjRs5/fTTmTp1Kvfff3+57Xa7vdyoBnq9v8ZeKVXlOI9WVFTEjh07uOSSS6r1OJ/Ph9PprPU+dU2SWyGEaABhpjDUvJp/+fxdUBjU4ktMiIai1+tJS0sLLB8tIiKCm2++mRtuuAGfz8fQoUPJz89nzZo1REZGMnXqVK666ioeeeQRbrnlFq644grWrVvHSy+9dMzjdurUiXfffZdx48ahaRpz584N1MhW1eTJk3nooYc4++yzmT9/Pm3atCE9PZ13332XW2+9lTZt2lT4uNo0S/jrr784/fTTGTVqFDfeeCOZmZmA/9yV1haPGzeOGTNmsGTJkkCzhOuvv56TTjqJpKQkwN+sY9OmTYHlffv2sWHDBsLDwwPx3XzzzYwbN46UlBT279/PvHnz0Ov1XHTRRYF4Lr30Ulq3bs2CBQsAf61x//796dChA06nk08++YTly5ezZMkSAIqLi7n//vsZP348rVq1Iicnh6eeeop9+/YxceLEGp+XmpDkVgghhBD14ng1lffeey9xcXEsWLCAnTt3Eh0dzYknnsjtt98OQNu2bXnnnXe44YYbeOKJJzjppJMCQ3hV5tFHH2X69OkMHjyY2NhYbrvtNgoKCqoVt81m49tvv+W2227jvPPOo7CwkNatWzNixIhq1eRWx4oVKzh48CCvvPIKr7zySmB9SkpKoOZ52rRpFBYW8uSTT3LTTTcRHR3N6aefXqaD3f79+8sMufbwww/z8MMPM2zYsECHvr1793LRRRdx6NAh4uLiGDp0KD/99FOZJhcZGRnodH+3zS4uLmbWrFns3bsXq9VK165deeWVV7jwwgsBfxK+efNmli1bRk5ODi1btmTAgAF899139OjRoz5OWaU0VZt67CaioKCAqKgo8vPz6+2iFaK5Wr9+Pf369eP5Vd/XehKHLX9sYMaZQ1m3bh0nnnhik4pJiH9yOBzs2rWL1NRULBZLsMMRosEc69qvar4m49wKIUQDcHgcTHx7IhPfnlj76XcnTvTfZPpdIYQoR5olCCEaNaUU+S4feS4v+S4fdrcPj1J4fKDXwKzXsBh0RJt0xFkN2AzB+Z/e6/OyYpN/5qWXzn6pFgV5oXQGp+O0PRRCiOZIklshRKOi6XTkYubbA8XsL/ZwoNiD01f11lVhBo0IWnLiWRfi08p3chFCCNG4SXIrhAh5SikKXD4KIxK5/fON/KrFQmZJYLtegyiTniiTjjCjDqNOw6CBV4HTqyjx+Djs9JLn8lHsURRrYUyc/ySHlWJTrpNEq4EWZl1gJiIhhBCNlyS3QoiQ5fEpMks8ZNm9OLwKrFGEW8GgfHSOsZIcbiDJZiTOqkdXhcTU5VVklXj4YWsG32/eTetuvcl1+sh1ujDrNdqGG4iz6CXJFSFD+nyL5qYurnnpUCaECDlunyK90M3agw7SCz04vAqdBpaSPJ6feQ7D2cv4dhH0jbWSYDNUKbEFMOk1ksONdCKfJyePpMWhnSTZDBg0fw3vtnw3Gw45Oez01vMzFOLYSmfPstvtQY5EiIZVes0fPYNcdUjNrRAiZPiUYr/dw94iD94j/7xb9RqtwwzEWvRs/yuLnWvX1Nl/5Xqvm9RII20jDBw4cly7R5GW6yLWoqd9pBGjTmpxRcPT6/VER0eTnZ0N+MddlV8URFOmlMJut5OdnU10dHSFE39UlSS3QoiQkOv0srPA7W9+gL/jV3K4kZgGaAur1zTahBlJtBrYU+Rhv91DjsNLvstLx0gTMRbpeCYaXmJiIkAgwRWiOYiOjg5c+zUlya0QIqg8PsWuQjfZJf6mAEYdpIQbibc2fNtXg04jNdJIrEXPtnwXJV5FWp6L5DADyeGGWsVjM9oomlMUWK55QTYoKvp7WTRZmqbRqlUr4uPjcbvdwQ5HiHpnNBprVWNbSpJbIUTQ5Dm9bMt34zoylFeSTU9yuBFDkJsCRJh09Ik1s7vQzQG7lz3FHoo9PjpFmWocm6ZphJnCah+cpkFYHZQjGg29Xl8nX/hCNBfSoUwI0eCUUuwtcrMx14XLp7DoNXrGmEiNrHnyWNd0mkb7SBMdI41owGGnjz8PO3F5pfe6EEKEMqm5FUI0KI9PsT3fxSGnD4B4q572EUb01Uhq09LSahVDdR6fYPPPapaW58TuUfx52MkJMSbM+urVDTg9Tq786EoAnj3rWcwGc7Ue/3dBTrjSXw7PPgvmGpYjhBBNlCS3QogG4/L6J00o9ig0IDXSSGI12tYeys4ETWPKlCl1Ek9RadvV44gw6egZY2bjYRcOr+KPQy5OiDFhrcZUvh6fh2W/LwPgqTFPYaaGSanHA8v85fDUU5LcCiHEUYKa3H777bc89NBDrFu3jgMHDvDee+9xzjnnBLYrpZg3bx7PP/88eXl5DBkyhCVLltCpU6fAPocPH+aaa67hf//7HzqdjgkTJvDYY48RHh4ehGckhKiMV2/kz8NOHF6FUQddo01EmqrXjrAoPx+UYva9j9B7wMAax/LTV5/xwsL5OByOKj/GatDRs6WJjYf9Hc3+OuyiV0tTjWMQQghRP4Ka3BYXF9O7d2+mT5/OeeedV277gw8+yOOPP86yZctITU1l7ty5jBo1ik2bNmGxWACYPHkyBw4c4PPPP8ftdnPZZZcxc+ZMXnvttYZ+OkI0KRkZGeTk5NS6nLS0NBI79SCvRVuU19++tnuL6tV6Hq11age69OpT48enb9tSo8eZ9TpOiDHz12FnIMG1adLRRwghQklQk9vRo0czevToCrcppVi8eDF33nknZ599NgAvv/wyCQkJvP/++0yaNIm0tDRWrVrFr7/+Sv/+/QF44oknGDNmDA8//DBJSUkN9lyEaEoyMjLo1q1bncyOFJ/amRn/9wFKZyDMoNG9hRmTPjQ6jdWESa/RI8bEH4f8TRTc0W0wh0cEOywhhBBHhGyb2127dpGZmcnIkSMD66Kiohg4cCA//vgjkyZN4scffyQ6OjqQ2AKMHDkSnU7Hzz//zLnnnlth2U6nE6fTGbhfUFBQf09EiEYoJycHu93OnU++QErHLjUux6s3ctCWgMEaBiVFnJASGzKjIdSGWa+jR4yJvw47cRstXLTgeXzBDkoIIQQQwsltZmYmAAkJCWXWJyQkBLZlZmYSHx9fZrvBYCAmJiawT0UWLFjAPffcU8cRC9H0pHTsUuOf/51eH38ccmHwKQ5s/YtWvmIMqcPrMrygshl0dG9h5vecEroMGcFWVUD/4z9MCCFEPWuW49zOmTOH/Pz8wG3Pnj3BDkmIJsXjU2w6Moatz17IC1edDz5PsMOqc+FGHREFBwDI0CLZkFP1DmpCCCHqR8gmt6XzCmdlZZVZn5WVFdiWmJhYbs5tj8fD4cOHjzkvsdlsJjIyssxNCFE3lFJszXNh9/hHRXBs/InivEPBDqvemJ1FfP70AgA+21PE3qKKp0m1GW1k35xN9s3ZtZ9+Nzvbf5Ppd4UQopyQTW5TU1NJTExk9erVgXUFBQX8/PPPDBo0CIBBgwaRl5fHunXrAvt8+eWX+Hw+Bg6s+TBBQoia21XoJtflQwd0a2FGuUqCHVK9+/L/HiVRFeMDPthdiN1dvgWupmnEhcURFxZX5XF9K6RpEBfnv9WmHCGEaKKC2ua2qKiI7du3B+7v2rWLDRs2EBMTQ9u2bbn++uu577776NSpU2AosKSkpMBYuN26dePMM89kxowZPPPMM7jdbmbPns2kSZNkpAQhgiC7xMMBuxeAztEmIowh+/9znevOYdzmSA45vXyYXsgFHSLRSfIphBANLqjfPGvXrqVv37707dsXgBtvvJG+ffty1113AXDrrbdyzTXXMHPmTAYMGEBRURGrVq0KjHEL8Oqrr9K1a1dGjBjBmDFjGDp0KM8991xQno8QzVmx28eOfP9P8snhBlpamtf4rwYU56RGYNTB7kI3P2SWrbF2epxc/fHVXP3x1Tg9zkpKqQKnE66+2n9z1qIcIYRoooJaczt8+HCUUpVu1zSN+fPnM3/+/Er3iYmJkQkbhAgyr0+xJc+FD4g26UgOC9mBWOpVnNXAqORwPkov4vtMO23DjbSNMAL+6XefXvs0AA/+68HaTb/7tL8cHnxQpt8VQoijNJ/fDIUQ9WZHgZsSr8Kk8zdHqFWb0kbuhBgLvWL8CedH6YU4PDICrhBCNCRJboUQtZLj8HLQ4W9n2yXahLEJTNJQWyPbhBNt0lHg9vHZ3uJghyOEEM2KJLdCiBpzeRU78l0AtAkzEGlqXu1sK2PSa4xvF4EGbMp1svGwjH8rhBANRZJbIUSNKKXYWeDCo8Bm0EgOb57tbCuTFGZkSKJ/HNrP9hZT6PYGOSIhhGge5NtICFEjOQ4vh5w+NKBTlKnZD3uVlpZWbp0FiCSBAq+ZdzfuD6zfsGEDVoO1wnJiY2Np27ZtfYUphBBNniS3Qohqc/sUOwv8w361CTcQ3ozGsz3aoexM0DSmTJlS4faEDl2Z/dpqcrS/k9mhQ4dCxROZYbPZSEtLkwRXCCFqSJJbIUS1ZRS68SiwGjTaNNNhv0oV5eeDUsy+9xF6D6h4ZkS7s4CisBhuPf0XonL3EvthLDqt/D8E6du3cN/sy8nJyak8ubVaYdeuv5eFEEKU0by/lYRoYjIyMsjJyal1ORX9xF6q0O0js8TffrRDhLHZN0co1Tq1A1169alwm08pfj/kRBeeSmxsR7pEm2p+IJ0O2rWr+eOFEKKJk+RWiCYiIyODbt26Ybfb66zMoqKiMvdLO5EBxFn0RJlldISq0GkanaJM/H7ISY7DS6zD2+xmcBNCiIYiya0QTUROTg52u507n3yBlI5dalXWT199xgsL5+NwlB3CKqvES5Fbodeg3ZGZt0TVmHUevt16D0Vuhdbjdk6Kj8RQkzGBXS644w7/8v33g6kWtcBCCNEESXIrRBOT0rFLpT+PV1X6ti3l1nl8iowify+otuFGTHppjlAdHp+blZufBGBkl1vYVeimU1QNElO3Gx5+2L98992S3AohxFGabxdnIUS17C/24PaBRa+RaJOf1Gsru8RLrlPGvhVCiLomya0Q4rhcXsU+uweAFOlEVmul/xzsKHDjVSrI0QghRNMiya0Q4rj2FLnxKQg3arQ0y8dGbSWHGTHpNJxexZ4iT7DDEUKIJkW+pYQQx2T3/D30V7sII5rU2taaXqfRPtLfIW9/sYdity/IEQkhRNMhya0Q4phKaxZbmHVEmaStbV1padETY9ah8DdPUNI8QQgh6oQkt0KIypms5Dj8tbZtw2Xor7rWPtKETvNPjJFVIp3LhBCiLshQYEKIysW2ASDGrCPcKP8L14bZYGXZ+b8ElgHMeo2UcCO7Ct3sLnQTpatCzbjVCn/99feyEEKIMiS5FUJUKLZte4iKAyBZam1rTafpSI3pXm59K5ue7BIPxR5FUXh8FQrSQY8e9RChEEI0DVIVI4So0GlX3AiaRgupta1XmqbR8chkDi5LJJ0GnRbkiIQQonGTmlshRDmaJYw+o8cC0ta2rri9Lpb/9hAAl/S9BaP+75nFwo06Wtn0HLB7OWfOg3g5xogULhc88IB/+fbbZYYyIYQ4ilTHCCHKMSa1R6fXQ+FhqbWtIx6fm5fWL+Cl9Qvw+NzltrcNN6Lzuolp046dRFZekNsN99zjv7nLlyOEEM2dfGsJIcpw+xSG+GT/nUP7ghtMM2LQaYQVZgOwm0gOlsjkDkIIUROS3Aohysi0e9D0BvZu2gD2gmCH06yYXUVs/OoTlKaxak+RjH0rhBA1IMmtECLApxQH7P4aw+9efirI0TRP/3twDnrlY1+xh98POYMdjhBCNDqS3AohArJLvLh94HPY+Wv1/4IdTrOUn7WfjuQD8NX+YpmaVwghqkmSWyEEAEop9hf7a23dB3bi88qMWcGSTCEJVj1Or2L1vuJghyOEEI2KJLdCCADyXD5KvAq9Bp6s9GCH06zpgNFtI9CATblOdhW4gh2SEEI0GjLOrRACINDWNt6qp0BqbeucSW/h2XO+CSwfT6LNQL84C2sPOvh0TxGXd2uBUaeBxQK/+KfxxXL8coQQormR5FYIgcPjI9fpb9uZaDOwPcjxNEV6nZ5u8f2q9ZhTWtnYkuciz+Xjh0w7w5LCQK+HAQPqKUohhGj8pFmCEILMEn9NbZRJh80gHwuhwqzXMbJNGAA/Z5WQZZexb4UQ4njkW0yIZs6nVCBpamWTH3Pqi9vr4vXfF/P674txe6vehrZzlInOUSZ8wCcZhXidTnjoIf/NJW1xhRDiaJLcCtHM5Ti8eBSYdBoxZvlIqC8en5slP9/Jkp/vrHD63cpomsYZyeFY9BpZJV7W7iuAW2/132T6XSGEKEe+yYRo5ko7kiXa9GiaFuRoREXCjX83T/gxyx7kaIQQIrTJb5BCNGPFbh9FboUGJFjl4yBUpKWllVungFjiyP/HjLwbNmzAZ7VWWk5sbCxt27athwiFECJ0ybeZEM1YVom/1jbGrMOkl1rbYDuUnQmaxpQpUyrcHhnfilte/jRwf8jQoRyrHtdms5GWliYJrhCiWZHkVohmyqcUB4+MkhAvHclCQlF+PijF7HsfofeAgRXu4/H9PWPZ4v99i2asuHVZ+vYt3Df7cnJyciS5FUI0K/KNJkQzdTjQkQxamKT5fShpndqBLr36VLhNKy4KLLtiU+jRNga9tJUWQoiAkP5G83q9zJ07l9TUVKxWKx06dODee+9Fqb8bnSmluOuuu2jVqhVWq5WRI0eybdu2IEYtROOQVVprazVIR7JG5J+vlcOn2F0oIyYIIcQ/hXTN7cKFC1myZAnLli2jR48erF27lssuu4yoqCiuvfZaAB588EEef/xxli1bRmpqKnPnzmXUqFFs2rQJi0xNKUSFHF4feS7/jGQJVn2Qo2keTHoLj531SWC5pnxmC3+s+IRCtw+PyUKm3UuUyUusRV5HIYSAEE9uf/jhB84++2zGjh0LQLt27Xj99df55ci86kopFi9ezJ133snZZ58NwMsvv0xCQgLvv/8+kyZNClrsQoSybPvfM5JZZEayBqHX6embdGodFKQnf7C/nKRCN/uKPWzPdxFuMMtrKYQQhHizhMGDB7N69Wq2bt0KwO+//87333/P6NGjAdi1axeZmZmMHDky8JioqCgGDhzIjz/+WGm5TqeTgoKCMjchmgulFNmO0iYJUtvXmLUNNxBh1OFVsCXfhe8fTbaEEKK5Cuma2//85z8UFBTQtWtX9Ho9Xq+X+++/n8mTJwOQmZkJQEJCQpnHJSQkBLZVZMGCBdxzzz31F7gQIazA7cPpVeg1aCk/ZTcYj8/Nh2kvAjC+23QMOmONytHcbhJf8ZeTOWU6naON/J7jpMit2FXopkOkqc5iFkKIxiika27feustXn31VV577TXWr1/PsmXLePjhh1m2bFmtyp0zZw75+fmB2549e+ooYiFCX+nwXy0teull34DcXheL19zE4jU34fa6alyO5nbR8Y6b6HjHTWhuFxa9jk5R/oQ20+4l88iMc0II0VyFdM3tLbfcwn/+859A29mePXuSnp7OggULmDp1KomJiQBkZWXRqlWrwOOysrLo06dPpeWazWbMZnO9xi5EKPIpRc6RJglxUmvbZMRY9LQNN5BR5GFngRubQf5pEUI0XyFdc2u329Hpyoao1+vx+fy9vFNTU0lMTGT16tWB7QUFBfz8888MGjSoQWMVojHIdfrwHhnbNkrGtm1S2oQZaGnWoYDNeS68upCuuxBCiHoT0p9+48aN4/7776dt27b06NGD3377jUcffZTp06cD/vEer7/+eu677z46deoUGAosKSmJc845J7jBCxGCso9MtxsnY9s2OZqm0SnKRMlhJ3aPoiC6DbbomGCHVa8yMjLIycmpk7JiY2NlJjchmoiQTm6feOIJ5s6dy6xZs8jOziYpKYkrr7ySu+66K7DPrbfeSnFxMTNnziQvL4+hQ4eyatUqGeNWiKO4fYpcp/9XD2mS0DTpdRrdW5j545ATl8HMtMdew0PT/CcmIyODbt26Ybfb66Q8m81GWlqaJLhCNAEhndxGRESwePFiFi9eXOk+mqYxf/585s+f33CBCdEI5Ti8KCDMoBFmlCYJTZVZr9EjxsSGbDvJPfvxuyrhRJ/CoGtaSW5OTg52u507n3yBlI5dalVW+vYt3Df7cnJyciS5FaIJCOnkVghRd3KOjJIQJ2PbNnk2g47IvL0ctMZxyGrjnZ0FnNc+EmMTS3ABUjp2oUuvPsEOQwgRQiS5FaIZcHoVBW5/kwSZpjU4jHozC89cEViuKZ/JzF8vrwgsV3o8j4Nl10/mymfeYVehmxU7CpjQPhKTvukluEII8U+S3ArRDJQO/xVp1GHWS5OEYDDoDAxqe2YdFGQgd2TVytn56/f04yC/6xJJL3Lz5o58zkuNlGYpQogmTT7hhGgGchz+URKk1rb5aYGTCztGYtZr7Cv2sGxrXmDUDCGEaIqk5laIJs7h8VHkVoBMtxtMHp+bz7e9CcC/Ol1Yq+l34971l3PwvAtRxuOX0zrMyCWdo3hnZwG5Th/Lt+Yxtm0EXVs0/GQ2dTV8V1paWh1EI4RoiiS5FaKJK22SEGXSSXvLIHJ7XSz45ioAhrc/txbJrYsuN/jLyRl3bpWSW4BYi4FLO0fz/q5C0ovcvL+7kBMKXIxsE4algZqq1PXwXQBFRUV1VpYQommQ5FaIJq40uZUmCcJq0HFBx0i+22/np+wS/jrsJKPQzRnJ4XSINNb7xB51OXzXT199xgsL5+NwOOooOiFEUyHJrRBNmN3jo9ij0JAmCcJPr2kMbx1GhygTH6UXku/ysWJnASnhRk5vHUaCrf6/Fupi+K70bVvqJhghRJMjHcqEaMIO/aNJQlMc41TUXHK4keldoxkYb0WvQXqRm6Vb8nh7Rz67ClwopYIdohBC1IjU3ArRhB2SJgniGMx6Hae1DqNvrIVv9heTludiR4GbHQVuWpr1dG1hoku0mTiLvt6bLAghRF2R5FaIJqrkSJMEgBhJbsUxRJv1nJ0aySkOL2sPlvDnYQeHnF7WZJawJrOESJOO5DAjrcMMJNoMxFj0DdYJTQghqkuSWyGaKGmSIKorxqLnjORwTk2ysS3PxZZ8F7sKXBS4fGx0OdmY6wzsG2bQiDTpsRk0wow6wgxHbkYdNoOGzaDDZtBhNWjopNZXCNGAJLkVook65PQnt9KRLDQY9WbuGflyYLmmfCYzac++HFiuDxa9jp4tLfRsacHlVfy2ax8ZBQ7yMFOEEadmoNijKPZUYTIIpTDiw4wXb6GZMTfcg8MSRZHbh00SXyFEPahycvv4448zc+ZMLBYLGRkZJCcnSxssIUKU0/uPiRvMktyGAoPOwGntz6uDggzkjKuDcqooc98eTu9ddmxac3gEcW07EBGXSHjLOCJi4ghvGU94TBzhLeMIa9GS8Bax2KJjQNNwo8eNHiITOOWSWRQBvx9yogERRh0tzDqizXrCDJp8rwghaq3Kye2NN97IpEmTsFgspKamcuDAAeLj4+szNiFEDR1y+ACINMrEDaJ2ajY2rQLXQVT2QZSmx6fT49Mb2bFjB1s2pzH0nEnow6PxKihw+yhw+0gv8mDRa8Rb9cRb9ZilTa8QooaqnNwmJSXxzjvvMGbMGJRS7N27t9LBs9u2bVtnAQohqq904gZpkhA6PD4P3+3+EIBT2o3HoKthqzCPh9iV/nJyRo8HQ8O0LquLsWkPbFzPx4/MZWjfngw8bQQOryLP6SPX5SXf5cPhVWQUecgo8tDSoqdNmIFwoyS5QojqqfKn4p133sk111zD7Nmz0TSNAQMGlNtHKYWmaXi93joNUghRdT6dnkK3v+a2pUUSg1Dh9jqZ98WlAHx6WVaNk1udy0m3K/3lrNmeha+Bktu6pmkaVoOG1aCjVZgBr09xyOklq8RLgcvHIYeXQw4vLcw62kUYsRnkWhZCVE2VPxVnzpzJRRddRHp6Or169eKLL76gZcuW9RmbEKIGXKZwAMKNmvy0KxoNvU4j3mog3mqg2O1jb7GHHIeXXKePPKeTVjYDyeEGDDLyhxDiOKr1L39ERAQnnHACS5cuZciQIZjN9dNTVwhRc06zP7mNkY5kopEKM+roEm2ircfHrkI3uU4f++0echweOkaZaCHXthDiGGr0e9bUqVPrOg4hRB0wWqy4TTZAklvR+FkNOrq3MJPr9LKzwI3Dq9iU66KVTQ86+VVCCFGxKie3MTExbN26ldjYWFq0aHHM4VoOHz5cJ8EJIaqnw4ChoOkw6TRsBvn5VjQNLcx6+sTq2F3oJtPu5YDdi6XXKbRIks7LQojyqpzcLlq0iIiIiMCyjEUoROjpeuooAGIsOnmPiiZFr2l0iDTRwuxle74LwqK4evlnkH8g2KEJIUJMlZPbfzZFmDZtWn3EIoSoBQV0PeUMQJokiKYrxqynd0sLP+88QFiLlhAdwwG7h1a2xjlqhBCi7tXo00Cv11c4icOhQ4eIj4+XocCECIJCjETFtwKfjyiTtEcMNUa9iTnDngks15Qymtiy6JnAcnNk1ms4/lrD1sN2+o69gJ0FbtxeRXK4QX6xEELULLlVSlW43ul0YjI1zw9bIYLtIFYATO5idFpYkKMRRzPojIzuMqXW5SijkewLa19Oo+fz8dbcq+k74GSIb8ueYg9upWgfYZQEV4hmrlrJ7eOPPw74B9/+v//7P8LDwwPbvF4v3377LV27dq3bCIUQVRJIbp1FgEyNLZqJnD2079CBnUc6m3l90ClKElwhmrNqJbeLFi0C/DW3zzzzDHr93+36TCYT7dq145lnnqnbCIUQx1Xo9lKg+cedNrmKgxyNqIjH5+HXvV8AMKDNyFpNv9via385ucNHNtj0u6GsVZgBgw625rs5eGTqaUlwhWi+qvWpuGvXLgBOO+003n33XVq0aFEvQQkhqmdHvhuAPX+uIzYh/Dh7i2Bwe53ctup8oPbT755wqb+cxjz9bl2Ls/rb227Jc3HQ4UXToGOkJLhCNEc16nXy1VdfSWIrRAjZnu8CIO3bz4IciRDBE2vR0yXKCEB2iZedhe5K+4gIIZquGiW3EyZMYOHCheXWP/jgg0ycOLHWQQkhqs7tU+wu9Ce3m7+T5FY0b7FWA52PJLiZdi97ijxBjkgI0dBqlNx+++23jBkzptz60aNH8+2339Y6KCFE1aUXuvEosCgPB7b+FexwhAi6OKuB9pH+BHdPsYf9xZLgCtGc1Ci5LSoqqnDIL6PRSEFBQa2DEkJUXWmThFhKghyJEKGjlc1A23B/e+RdhW5yHDL+uhDNRY2S2549e/Lmm2+WW//GG2/QvXv3WgclhKgapRQ7CvzJbZwkt0KU0SbMQKLNP6rPtjwXhS5fkCMSQjSEGnWznTt3Lueddx47duzg9NNPB2D16tW8/vrrvP3223UaoBCiclklXgrdPow6iPE6gh2OECFF0zTaRxhxehW5Th9peU56xZixGGQGPyGasholt+PGjeP999/ngQceYMWKFVitVnr16sUXX3zBsGHD6jpGIUQlSpsktIswoc8Lbizi2Ix6E9cPeSSwXFPKaGL7/Y8ElsWxaZpG5ygTfx12UuxRpOW56BljxqCTIcKEaKpqPEDi2LFjGTt2bF3GIoSopu1HmiR0jDLhzQtuLOLYDDoj5/W4stblKKORA5fVvpzmxKDT6NbCzB+HHNg9ii15Lrq1MKGTMXCFaJJq/NtMXl4e//d//8ftt9/O4cOHAVi/fj379u2rs+CEEJUrdHvJtPt7gXeIlBo8IY7FrPcnuDoN8lw+dhbIGLhCNFU1qrn9448/GDlyJFFRUezevZsrrriCmJgY3n33XTIyMnj55ZfrOk4hxFF2HpmVrJXNQLhR2hCGOq/Pyx+ZawDolTgEvU5/nEdUVpCXqJ/95eQPHAL6GpbTDIUbdXSOMrE5z0VWiRerQaN1mDHYYQkh6liNvhFvvPFGpk2bxrZt27BYLIH1Y8aMqfNxbvft28eUKVNo2bIlVquVnj17snbt2sB2pRR33XUXrVq1wmq1MnLkSLZt21anMQgRirb9o0mCCH0ur4PrPhrDdR+NwVWLzn86p4Ne54+h1/lj0DmlE2F1tbToSY3wJ7S7Cz0cliHChGhyapTc/vrrr1x5Zfk2X61btyYzM7PWQZXKzc1lyJAhGI1GVq5cyaZNm3jkkUfKTP374IMP8vjjj/PMM8/w888/ExYWxqhRo3A45ENfNF1un2L3keRWmiQIUT2tbHoSrf4a7y35Ljy16OAnhAg9NWqWYDabK5ysYevWrcTFxdU6qFILFy4kOTmZpUuXBtalpqYGlpVSLF68mDvvvJOzzz4bgJdffpmEhATef/99Jk2aVGexCBFKMo7MShZh1JFglZ+lhagOTdNIjTRS4lXku3wURLchrEVssMMSQtSRGtXcjh8/nvnz5+N2+9v8aZpGRkYGt912GxMmTKiz4D788EP69+/PxIkTiY+Pp2/fvjz//POB7bt27SIzM5ORI0cG1kVFRTFw4EB+/PHHSst1Op0UFBSUuQnRmPxzlARNenwLUW06TaNLtAmLXsOnNzLl4ZeQKR6EaBpqlNw+8sgjFBUVER8fT0lJCcOGDaNjx45ERERw//3311lwO3fuZMmSJXTq1IlPP/2Uf//731x77bUsW7YMINAEIiEhoczjEhISjtk8YsGCBURFRQVuycnJdRazEPVNKRUY31aaJAhRc0adRrcWJjSfl3Z9B7KRGBlBQYgmoEbNEqKiovj8889Zs2YNv//+O0VFRZx44ollalDrgs/no3///jzwwAMA9O3bl7/++otnnnmGqVOn1rjcOXPmcOONNwbuFxQUSIIrGo3sI7OSGTRIiZCe3kLUhs2gIyJ/P7kRrThgCOfn7BJOTrAFOywhRC1UueY2JiaGnJwcAKZPn05hYSFDhgxh1qxZ3HrrrXWe2AK0atWK7t27l1nXrVs3MjIyAEhMTAQgKyurzD5ZWVmBbRUxm81ERkaWuQnRWJQ2SWgXacIosywJUWsmt52PHr4DgK/329mW7wxyREKI2qhycutyuQJtU5ctW9YgoxEMGTKELVu2lFm3detWUlJSAH/nssTERFavXh3YXlBQwM8//8ygQYPqPT4hgqG0SUInaZLQqBh0Rv498D7+PfA+DLqa17grg5Gdd97HzjvvQxmk5r6u/PTWiySrQgA+3F1IdoknyBEJIWqqys0SBg0axDnnnEO/fv1QSnHttdditVor3PfFF1+sk+BuuOEGBg8ezAMPPMAFF1zAL7/8wnPPPcdzzz0H+DuyXX/99dx333106tSJ1NRU5s6dS1JSEuecc06dxCBEKCly+zhQOiuZjG/bqBj1Ji7qfX2ty1EmE/tm1b4cUV4XctGFx5Be5GbFjgKmdokmTCZIEaLRqXJy+8orr7Bo0SJ27NgBQH5+fr3X3g4YMID33nuPOXPmMH/+fFJTU1m8eDGTJ08O7HPrrbdSXFzMzJkzycvLY+jQoaxatarM5BJCNBU7jjRJSJRZyYSoczrg3NQIXt6az2Gnl3d3FXBRxygM0vxHiEalysltQkIC//3vfwF/c4Dly5fTsmXLegus1FlnncVZZ51V6XZN05g/fz7z58+v91iECLbSJgkdpUlCo+P1edmaswGAzrF9ajX9bvif/nKKevaR6XfrmMWg4/z2kSzbmse+Yg8rM4o4KyU8KEPuZWRkBPq61FZsbCxt27atk7KECHVVTm5jYmLYunUrsbGxnHbaaZhM8uUqREPy+BS7C2XK3cbK5XVw5fvDAPj0siysurAalaNzOug7xl/Omu1Z+Gw1K0dULsai59x2Eby5o4CNuU5iLXoGJTbsCAoZGRl069YNu91eJ+XZbDbS0tIkwRXNQpWT29IOZbGxsSxbtoyFCxcSERFRn7EJIf4hvdCN2yezkgnRENpFmvhXmzA+21vMNwfstLTo6RxtbrDj5+TkYLfbufPJF0jp2KVWZaVv38J9sy8nJydHklvRLIR0hzIhxN9KhwDrECmzkgnREE6Ms5Lj8LI+x8H/0gu52KSjla1hR6hI6diFLr36NOgxhWjsqtwj5ZVXXmHMmDEUFRWhaRr5+fnk5uZWeBNC1C2lFDvypUmCEA1tZJswUiOMuH3w9o4Ccp3eYIckhDiOkO9QJoTwz0pWILOSiRpIS0sL6uMbO52mcU5qBK9tyyerxMub2/O5pLMMESZEKKvW9Ltjxozh9ddfZ9euXQD897//5aqrriI6OhqAQ4cOccopp7Bp06Y6D1SI5iwwK1mEzEomquZQdiZoGlOmTKmT8oqKiuqknMbIrNcxsUMUy7fmkefy8fbOAi7qGIlZLwmuEKGoWsntqlWrcDr/npawdHKF0uTW4/GUm1FMCFF726VJgqimovx8UIrZ9z5C7wEDa1zOT199xgsL5zfIrJShLNyo48IOUSzflkem3cOKnQVc0CFK/tkUIgRVK7k9mlKqruIQotk63liWTnQc0NoAYM/YwvqMitv8Nfefj0OdQWdk2olzAss1pQxG0m+cE1g+ntapHWrVISl9m1RYlIqx6LmwQxSvb8tnT5GH93YVMCE1Er0kuEKElFolt0KI2qnKWJb9zr6Y8+c9xt5NGxgy5V/HLbM5/3wcyox6E9P731HrcpTJRMbNtS9H1EyizcD5HSJ5c3s+OwvcfJheyPh2EehlBBMhQka1kltN08oNQSRDEglRc1UZy7IgKgkX0LltG55f9X2lZcnPx0I0jORwIxPaR7JiZwFb8lx8sKuQs9tFSA2uECGiWsmtUopp06ZhNvsHsnY4HFx11VWEhflnyPlne1whRNVVNpalTyl+znaAgk4prQk3Jldahvx8HNp8ykd67mYAUlp0RafVsDOSz4dtm78ce6euoJNOTcGQGmnivNRI3t1VwNZ8F+/vLuQcSXCFCAnVSm6nTp1a5n5FvXAvvfTS2kUkhAjId/nwKTDpIMwgX5qNmdNTwtQVJwFHpt811nD6XUcJ/U7zlyPT7wZXhygTE9pH8s7OArblu3h3VwHnpEZKJzMhgqxaye3SpUvrKw4hRAUOHxkwvoVZL02AhAhB7SNNnH8kwd1R4OaN7flMbB+JxSA16kIEi7z7hAhRSikOO3wAxJj1QY5GCFGZ1EgTkzpGYdZr7Cv28Oq2fApdMpOZEMEiya0QIcruUbh8Ch0QZZa3qhChrE24kSmdogg36jjo8LJsaz6Zdk+wwxKiWZJvTCFCVGmThCizToYZEqIRiLMamNIpiliLniK3j1e35bElTzpaC9HQZJxbIUJUaXIrTRKEaBh1NRHK8JhY1hmj2FXo5r1dhQxJ9DAk0YZO/kkVokFIcitECHJ5FUVu/wyALSS5FaJeHcrOBE2rcASgmrDZbGzclEZMXAzrDjpYk1nC/mIP49pFYJOOZkLUO0luhQhBuUdqbcMMGma91PY0BQadkUm9rgss15QyGNl71XWBZVF7Rfn5oBSz732E3gMG1qqs9O1buG/25Rw+lMO/TmxLK5uBVRlF7Cp089LmPMa1iyA5XF43IeqTJLdChCBpktD0GPUmZp18f63LUSYTu+6qfTmivNapHSqcTKU2ToixEG818N6uAnKdPl7bls/gRKs0UxCiHsnvI0KEGJ9S5Ln8Q4C1sEhyK0RjF281MK1LNCfEmFHAmswSXtmaT06JjKYgRH2Q5FaIEFM6K5lRB+EyK1mT4VM+DhSmc6AwHZ/y1aIgH+Y96Zj3pIOvFuWIBmXW6zgrJYLx7SIw6zX22z0s3ZLHmkw7Xp8KdnhCNCnSLEGIEPPPJgkyK1nT4fSUcOHrPYDaT7970kB/OTL9buPTvYWZNmEGPt1TxI4CN98dsLM518notuEkhUlbXCHqgtTcChFClFLkHpmVTEZJEKJpijTpOb99JOPbRWA1aBx0eFm+NZ/Ve4tweaUWV4jakppbIUKI3aNwHpmVLFpmJROiydI0je4tzLSLMLJ6bzEbc538etDBlnwX/2ojtfFC1IYkt0KEEJmVTIjmxWbQMa5dBN1bmPl0TxEFLh/v7CwkjliiW7UJdnhCNEpSNSRECDnskCHAhGiOOkSZuKJbC06Ot6IDDmo2bljxPXZbDD4lTRWEqA5JboUIEU6vosjj/xKT5FaI5sek1xjeOozLukbTQjkwWcOwh8ex4ZCTfJc32OEJ0WhIcitEiChtkhBh1GGSWcmEaLbirAb6k81bc69G83ko8Sj+Ouxia55LOpwJUQXS5laIEPF3kwT5n7Mp0usMnNN9RmC5ppTewP6pMwLLomnSgN8+fourrr0eY9uuZJV4Oejwkuv0khJhJMEqQwUKURn5ZBQiBPg0HflHZiWLkVnJmiST3syNQxfVuhxlNrNjQe3LEY2DTvnoGGUiwepjR4GLYo9iR4GbrBIPHSJNhBvln2EhjibvCiFCgNsUhgKseg2bQd6WQoiyIkw6erc0kxphRK9BkVvx+yEnGUVu6XAmxFHkW1SIEOA0hwNSa9uUKaXIKzlIXslBVG2SEaUwHjqI8dBBkKSmWdE0jaQwA31jLbQ80nxpT5GHPw87sXtkKmYhSklyK0SQ6Q1G3Cb/oO3S3rbpcnjsjF+eyvjlqTg89hqXoyuxc3LPVE7umYqupObliMbLrNfoEm2ic9Q/anFznBwo9tTuHychmgj5JhUiyFL7DUbp9Bh1/pEShBDieDRNI87qr8WNNunwATsL3WzMdeGUERVEMyffpEIEWffhowH/2LbS+1kIUR1mvUb3FibaRxjRAfkuHxtyHOQ6ZVxc0XzJaAlCBJECug07E5CJG4QQNaNpGq3CDESZdWzN84+osCnXRXKYgeTwv7/m09LS6uR4sbGxtG3btk7KEqI+SHIrRBAVYiQ6sRX4fERLe1shRC3YDDp6tTSzs8BNVomXPcUeitw+cnMOgqYxZcqUujmOzUZaWpokuCJkNark9r///S9z5szhuuuuY/HixQA4HA5uuukm3njjDZxOJ6NGjeLpp58mISEhuMEKUQXZ2AAwuYrRaWFBjkYI0djpNI2OUSYiTR525LvJdfnwtetNbHIqk2ZcTe8BA2tVfvr2Ldw3+3JycnIkuRUhq9Ekt7/++ivPPvssvXr1KrP+hhtu4OOPP+btt98mKiqK2bNnc95557FmzZogRSpE1WVjBcDkKgLigxuMEKLJiLcasBl0pOW6cNkimLX8M6yH99ClV59ghyZEvWsUyW1RURGTJ0/m+eef57777gusz8/P54UXXuC1117j9NNPB2Dp0qV069aNn376iZNPPjlYIQtxXHlOL0WaCa/Hg8lZFOxwRD3T6wyc2XlyYLmmlN5A1gWTA8tCVCbc6J/44acd+7BGtoTwCA6WeIizynUjmrZGcYVfffXVjB07lpEjR5ZJbtetW4fb7WbkyJGBdV27dqVt27b8+OOPlSa3TqcTp9MZuF9QUFB/wQtRiW35LgB2//YTCSlxQY5G1DeT3sztw5+tdTnKbGbr4tqXI5oHk17D8deP7Cjy0OuMc9ia78bpU7S2GWR0FtFkhXwPljfeeIP169ezYMGCctsyMzMxmUxER0eXWZ+QkEBmZmalZS5YsICoqKjALTk5ua7DFuK4SpPbtG9WBTkSIUSTpny8MWcmHNoHQHqhh12FbpnwQTRZIZ3c7tmzh+uuu45XX30Vi8VSZ+XOmTOH/Pz8wG3Pnj11VrYQVWF3+9hT5AZg09crgxyNaAhKKUrcxZS4i2s9/a7OXozOXizT74oqU0pB1m7aRfh/sD1g97Ilz4VPriHRBIV0crtu3Tqys7M58cQTMRgMGAwGvvnmGx5//HEMBgMJCQm4XC7y8vLKPC4rK4vExMRKyzWbzURGRpa5CdGQtua7UECkcpK7PyPY4YgG4PDYGbU0gVFLE2o9/e6QjgkM6Zgg0++KamsdZqRzlBENOOT0sfGwC49PElzRtIR0cjtixAj+/PNPNmzYELj179+fyZMnB5aNRiOrV68OPGbLli1kZGQwaNCgIEYuxLFtyfO3+U6gJMiRCCGamzirgR4tTOg1KHD72JjrxC0JrmhCQrpDWUREBCeccEKZdWFhYbRs2TKw/vLLL+fGG28kJiaGyMhIrrnmGgYNGiQjJYiQVeLxsbvQ3yQhHql5E0I0vCiznhNizGw87KTIrdh42EmPGDNGnXQyE41fSCe3VbFo0SJ0Oh0TJkwoM4mDEKGqtElCvFVPmN0T7HCEEM1UuFHnT3BznRR7FH8ecnJCjBmTXhJc0bg1uuT266+/LnPfYrHw1FNP8dRTTwUnICGqqbRJQtdoM1JxK4QIpjCjjp4xZv467KTEq/jzsJMTYkyY9SHdalGIY5KrV4gG5PhHk4Qu0aYgRyOEEGA1+BNcs17D4VX8eciFw+MLdlhC1Jgkt0I0oG35LnwK4ix6Wloa3Q8nQogmymLQ0TPGhEWv4fT5a3BLJMEVjZR8uwrRgDYfaZLQJdoc5EhEQ9NpeoannhNYriml03PwrHMCyyI0paWlBfXxNWHWH2mikOukxFPaRMGMzSD1YKJxkeRWiAZS4vGxq8DfJKFrC2mS0NyYDRbm/+uVWpejLBY2P1f7ckT9OJSdCZrGlClT6qS8oqKiOimnqkx6jRNa+DuZ2T2Kvw47OaGFGZtRElzReEhyK0QD2ZLnwod/lIRYaZIgRJNUlJ8PSjH73kfoPWBgjcv56avPeGHhfBwORx1GVzUmvRYYJqz4HzW4YZLgikZCvmGFaCCbcv1NErq3kCYJQjR1rVM70KVXnxo/Pn3blroLpgaMOo0e/0hw/zoyDq4QjYH8GyZEAyh0ecko8jdJ6CbJbbNU4i7m1OfCOfW5cErcxTUuR2cv5pSkcE5JCkdnr3k5QhyPUeevwQ03angU/HXYidtgCXZYQhyXJLdCNIC0PBcAbcIMRJmkE5AQonEw6DR6tDATYdThVVAQ3Ybknv2CHZYQxyTJrRANQJokCCEaK4NOo3sLE5FGHUqnZ/pTb5OLfJaJ0CXJrRD17LDDS6bdg8aRWcmEEKKRKU1wja5iLOERrCeOjCMT0ggRaiS5FaKeldbatoswynA6QohGS6/TiMzbx7Yfv8Kr6XhrRz67C13BDkuIcuSbVoh6pJTir8P+oXykp7EQorHTULx8wyXEqhI8ClbsKGBngSS4IrRIcitEPdpb7CHP5cOk0+gcJcmtEKLx87ic9OEgHaNMeBS8s7OAtCO/UAkRCmScWyHq0Z9Ham27RJsw6bUgRyOCSafpOTl5VGC5ppROz+ERowLLQgSDDji3XQT/Sy9kc56LD3YXUuj2cVK8NdihCSHJrRD1xe1TbM71/1zXs6WMDdncmQ0WHhz9Tq3LURYLG5fXvhwhakuv0xjfLoKwfcWsO+jgy33FFLl9nJZkQ9Pkn3kRPNIsQYh6sjXPicuniDLpSA6T/yOFEE2PTtMY2TqM4Uk2AH7JLuF/6UV4fSrIkYnmTJJbIerJn4f9bdB6xlikFkMI0WRpmsbJCTbOSglHh3+EmLd2FOD0+oIdmmimJLkVoh4UuLzsPjIG5AkySoLAP/3uGS/Gc8aL8bWefndwh3gGd4iX6XdFSDkhxsLEDpGYdBrpRW6Wb80nz+kNdliiGZLkVoh6UFprmxxuINosnX6En8Njx+Gx17ocfYkdfUntyxGirqVGmri4UxThBh05Di8vbcmTsXBFg5PkVog65lOK33P8oyT0lo5kQohmJtFmYGrXKFrZDDi8ije3F/BLdglKSTtc0TAkuRWiju0scFPg9mHRazLdrhCiWYow6pncKYoeLcwo4Mt9xby7qxCHR9rhivonya0Qdey3nBIAerW0YNBJRzIhRPNk0GmclRLOGW3C0GuwLd/F0i157Ct2Bzs00cRJcitEHcp3edlR4P/g7iNNEoQQzZymaZwYZ2VK5yiiTDryXT5e2ZrPdweK8UkzBVFPJLkVog6VtrVNCTcSY5GOZEIIAdDKZuSyLtF0P9JMYU1mCa9szSenxBPs0EQTJCPLC1FHvErx+yF/cts3VmptRVk6TUefVkMDyzWm6cgbNDSwLERjYTHoGN8ugg6RRj7bW8x+u4elW/IYlGBjUIIVfS2bcWVkZJCTk1PrOGNjY2nbtm2tyxHBI8mtEHVka56LYo/CZtDoFGUKdjgixJgNVh4ft6rW5fisVv58p/blCBEsPWIsJIcb+XRPETsK3HyfaWdznpMRrcNIjazZZ2dGRgbdunXDbq/9EHk2m420tDRJcBsxSW6FqANKKX7J9nck6xtrqXUNhBBCNGWRJj3nt48kLc/FF3uLyHF4eXNHAR0ijZzeOoyWluqlJzk5Odjtdu588gVSOnapcVzp27dw3+zLycnJkeS2EZPkVog6sK/YwwG7B70GJ8Zagx2OEEKEPE3T6N7CTPsII99n2ll/0MGOAje7CvI4Mc7C0EQbFkP1mt6kdOxCl1596idg0WhIgy0h6sCvB/21tj1izIQZ5W0lyitxFzPu5RTGvZxS6+l3Tz4hhZNPSJHpd0WTYDHoGNkmnMu7RdMh0ogPWHvQwTObcvkluwS3T0ZVENUjNbdC1FKe08vWPP/0kgPipNZWVC7fcahOyjEerptyhAglLS0GJnaIYleBi9X7islxePlyXzE/ZdkZGG+lb6wVk16afInjk+RWiFpae7AEBaRGGImzyltKCCFqIzXSxPQII38edvJDpp18l4+v9tv5ObuEk+KtnChJrjgO+SYWohYcHh9/HHICMCBeam2FEKIu6DSN3i0tnBBjZuORJDfP5ePr/XZ+ziqhf7yVE2MtWKvZJlc0D5LcClELvx4sweVTxFn0pEYYgx2OEEI0KXpNo9c/k9wsO7lOH98dsPNTlp0+LS1SsSDKkeRWiBpyeH2sPeiftGFIog1Nk5/JhBCiPug0jZ4tLfSIMbM5z8VPWXayS7z8etDBuhwHrYghrl3HYIcpQoQkt0LU0LqDDpxeRaxFT5dombRBCCHqm+7I8GHdok3sKnTzY5adPUUe9mnhXL9iDQWuYgpdPiJM0lyhOZPkVogacHp9/Hpk0obBUmsrqkCn6egad2JgucY0HYW9TwwsC9EcaZpG+0gT7SNN7Ct2s2rLAQ7qbLgsEfxx2EmUSUfrMAPRJp18PjdDktwKUQPrDzpweBUxZj1dpdZWVIHZYOW5c7+tdTk+q5UNK2tfjhC1kZaWViflxMbG1nomsNZhRvqSw+gJF/GfVz7BZY0i3+Uj3+UizKDRJsxAS4tektxmRJJbIarJ4fHxc6DW1opOPjCFEM3EoexM0DSmTJlSJ+XZbDbS0tLqZKrb7F1biSjMpF3bePYVe8gq8VLsUWzJd2Mp8tA6zEC8VS+f2c1ASCe3CxYs4N1332Xz5s1YrVYGDx7MwoUL6dLl73mjHQ4HN910E2+88QZOp5NRo0bx9NNPk5CQEMTIRVP2Y1YJjiNtbbu3MAc7HCGEaDBF+fmgFLPvfYTeAwbWqqz07Vu4b/bl5OTk1ElyW8qs19E+0kRyuOKA3cOBYg8Or2JHgZuMIjdJNgOJNgMGnSS5TVVIJ7fffPMNV199NQMGDMDj8XD77bdzxhlnsGnTJsLCwgC44YYb+Pjjj3n77beJiopi9uzZnHfeeaxZsybI0YumKM/pZe2RqXZPSwqTGgBRZQ6PnUvf6g/AyxesxWKw1agcnd1Ov+H+ctZ9vRafrWblCFEbrVM70KVXn2CHcUxGnUbbcCOtbQaySrzsK/bg8inSizzsLfbX5LaSJLdJCunkdtWqVWXuv/TSS8THx7Nu3TpOPfVU8vPzeeGFF3jttdc4/fTTAVi6dCndunXjp59+4uSTTw5G2KIJ+/aAHa+ClHAj7SNlXFtRdUopMosyAsu1KAnL3ozAshDi2PQ6jaQwA4k2PTkOL3uLPZR4FBlFHvYXe2gTbqSVTZorNCUhndweLT8/H4CYmBgA1q1bh9vtZuTIkYF9unbtStu2bfnxxx8rTW6dTidOpzNwv6CgoB6jFk3FgWI3m3L9181prcOkc4IQQtSBuuicVpUydJpGvNVAnMWf5GYU+Zsr7C50s7/YQ3K4Qf5dbCIaTXLr8/m4/vrrGTJkCCeccAIAmZmZmEwmoqOjy+ybkJBAZmZmpWUtWLCAe+65pz7DFU2MUoov9hUDcEKMmURbo3nrCCFESKrrzmkARUVFx91H0zTirAZiLXqySrzsKfI3V9hR4EYXk0q3YWdKktvINZpv6Kuvvpq//vqL77//vtZlzZkzhxtvvDFwv6CggOTk5FqXK5quDYcc7Cv2YNJpnNpK2jgKIURt1WXntJ+++owXFs7H4XBU+TGappFo84+gkGn3srfYjdtg4tJFy1mrHLS2e6Qio5FqFK/a7Nmz+eijj/j2229p06ZNYH1iYiIul4u8vLwytbdZWVkkJiZWWp7ZbMZsll7uomqK3D6+3m8H4JRWNiJN+iBHJIQQTUdddE5L37alxo/Vaf42ufFWPX/s2keBIYxcs4WXtuRxQoyZYa1sRMjnfqMS0tPbKKWYPXs27733Hl9++SWpqalltvfr1w+j0cjq1asD67Zs2UJGRgaDBg1q6HBFE/XF3iKcXkWizUC/OEuwwxFCCFEPDDqNsOIcHj1vEInK3wztr8NOnt2Uy3cHinF5pbFCYxHSNbdXX301r732Gh988AERERGBdrRRUVFYrVaioqK4/PLLufHGG4mJiSEyMpJrrrmGQYMGyUgJok5sz3exOc+FBoxODpfetKLGNE2jXYuugeValERx566BZSFE3co7sJdeHOKMzkl8ua+YvcUe1mSW8HuOk1OSbPSMMct3QYgL6eR2yZIlAAwfPrzM+qVLlzJt2jQAFi1ahE6nY8KECWUmcRCitordPj7JKARgQLyVBGl7JWrBYrDx8sS1tS7HZ7Ox/uvalyOEOLakMCOTO0WxJd/F1/uKyXP5WJlRxLqDJZzeOox2ETL1eqgK6W/rqowFabFYeOqpp3jqqacaICLRXCil+Di9ELtHEWfRc4p0IhNCiGZH0zS6RpvpGGli3cESfsgqIbvEyxvbC+gYaeK01jZaWkI6lWqW5BURogK/HnSws9CNQYOz20VglBlshBCi2TLoNAYm2OjZ0sKaTDvrDzrYXuBiZ4GLvnEWhibasBpCuhtTsyLJrRBHOVDs5uv9/s4EI9qEEWuVt4moPYfHzsz3TgXguXO/rdX0u33G+MvZ8Mm3Mv2uEPXgWJNCtAQGY2Ar0RzUbKw76OD3bDsdyCeZwjI99WNjY2nbtm29xyvKkm9tIf6hwOXlnZ2F+BR0ijLRp6WMjiDqhlKK3bmbA8u1KImwrZsDy0KIulPdiSU6nHQqY2+8h1adT2ALLViTkcuqx+ez8cuPAbDZbKSlpUmC28AkuRXiCJdX8c7OAoo8PmItes5KCZcpdoUQohmpycQSCnAWZFIcFkts2/ZMefglDO4SirZt4J4p48nJyZHktoFJcisE/pq0j9ILySrxYjNonN8+ErNe2k8JIURzVJOJJTw+xb5iD/vtHjxGK5bug5jx/AfkIpNGNTT59hbNnlKKlRlFbM13odfgvNRIos0yG40QQoiqM+g0UiKM9Iu1kGTTg/LRvt9gftUSeGt7PvuL3cEOsdmQmlvRrCmlWLWniD8OO9GAs1IiaBNuDHZYQgghGimTXiM10kRJxlZWff0dJ0+Yys5CNzsL80kON3ByvI32kcZqN3vLyMggJyenTmJs6h3dJLkVzZZPKT7bU8zvh/yJ7biUCLq1kJ+PhBBC1J7e5+H9B27hpglnkB+TysZcJ3uKPOwpKiDOomdggpVuLczoq5DkZmRk0K1bN+x2e53E1tQ7uklyK5oll1fxYXoh2/NdAIxNCad7jCS2ov5omkZieNvAci1KwtGmbWBZCBHabHgYmhLBKa1srD3oYEOOg4MOLx+lF/HNfjt9Yi30ijETYaq8OVxOTg52u507n3yBlI5dahVP+vYt3Df78ibd0U2S2yCRnxeCp9DlZcXOArJKvOg1f41tV6mxFfXMYrDx1sWbal2Oz2bj119qX44QomFFmvSc3jqMwQlWfstxsPZgCYVuH98dsPP9ATsdIk30ibXQPtKIrpJ/gFM6dql2R7fKHGss36oK1fxDktsgkJ8XgmdHvouPM/zT6toMGhPaR9I6TNrYCiGEaBgWg45BiTYGxFvZkudkwyEHe4o8bC9wsb3ARYRRR88YM11bmImz6Ot8SMrqjuV7LKGaf0hyGwTy80LD8/gUX+0vZt1BBwBxFj0T2suoCEIIIYLDoNPoEWOhR4yFQw4Pvx9y8udhB4VuHz9klfBDVgktLXq6RptQdZiu1WQs34qEcv4hyW0Q1eXPC6JyO/JdfLGviFynD4B+cRaGJ4Vh1El7RdFwnJ4SrvnfKACeGPcpZoO1RuXoSkrodZ6/nD/e/RSftWblCCFCR0uLgdNbGzi1lY1t+S425TrZWeDikMPLmswS0JK47s1vKA5rSaHLR7hRq3WNbk3G8m0sJLkVTVaOw8PX++xsL/B3Ggs36BjdNpwOUaYgRyaaI5/ysfng+sByjSkfEb+vDywLIZoOg06jWwsz3VqYcXh9bM93kZbrZGe+i8RO3SkB/jjsxKBBC7OeFmYdLcx6DFJZU4Ykt6LJybJ7+CHLzpY8f1KrAwbEWxmcaJVZx4QQQjQKFr2OE2IsnBBj4ef1vzHrroVMvv0BvNZIPAoOOrwcdHgBN5FGXSDRtRlqX6vb2ElyK5oEj0+VaZhfqnOUiWFJNlpa5FIXQgjROBlRrP/oTf49+xo6pcRT6PKR6/Jx2OmlxKMocPsocPtIL/Jg0mmBRDfapEPfDGt15Rtf1IuGGOrM61PsLnSzOc/J1nwXTq8C/CN/do02MTjRRpy17CUuQ7AJIYRozHSaRpRZT5RZT7sIIw6Pj1ynj1ynl3yXD5dPkVXiJavEiwZEmv6u1bXqm0eiK8mtqHP1NdRZ6+RkDpZ42VPkZnehi4wiN+5/NDmMNOro1dJC75YVD4YtQ7AJIYRoaiwGHa0MOlqFGfAqRYHLn+jmOn04vIp8l498l4/dhR7Meg1Tag/anTgo2GHXK0luRZ2ri6HOFBpevYms3FzWr/+Nj3L0FB8+xJHK2YBwg47O0Sa6RptpE26odODruoqrVCgPgSKEEKJ50mvakY5mepRSOLyqTK2u06swJnXgyv/7EDwutue7aGnRE2XSHfP7s7GR5LaJCMWZRo411JnXp3CV3rwKp9f/JizxKhwe/3oAc8t2DOrYlwIABWa9RpLNQLsII+0iTMRbqz/AtQzBJoIlytKyTspxx9RNOUKIpkvTNKwGDatBR1KYAa9Pkefy8efWHXgsEVgjowPNFwwatLToibfqiTDqGn2HNEluG7n6mmlEKYVXgU+BV6nAX6/yJ6aeo+57j9x3ehXpRHD6jJsoDo9je77Lv69P4VEKjw9cPn95x6PXQHPa+fKNpVx9yYUM7tGJaFPjf9OJ5slqDON/l6bXuhyfLYyf/qp9OUKI5kWv02hp0ePa9hsP3HAl97/9BQlde3HY6cXtI5DoWvQacRY9cVY9VkPjHGFIkttG7uiZRhTg0+lROgO+Mjc9StOhdDr/X02H0vQoTQM0vD4vToeTN3IsqEM5VCH3rJzWgn/9+z+UACUl3kp302lg0mmYdBpmvYZFr2ExaFj1OiwGDYMGW//cwsrFd3PfJeNoEYKzidW2xrwuatyFEEKI6vB5PFCcR8coE0r52+UeLPGS4/Ti8Cr2FHvYU+wh0qgjwaYn1qJvVM0WJLltpDw+hd3jwxCfzJnXzqX1qWdRFN0Sx9GNUqtI0xuwGM0ca0h4nQYGTUOv+f8D1Gv+9j16zT/wtF4Dk17Dnp/HB++8zfDR44lLiPc/Ruff16D7O6FtzMOT1GWNOUBRUVGdlCOEEEJUh6ZpRJv1RJv1tPcpDjm9HCzxkufyDy9WkO9jV4GbeKuBRFvjqM2V5LYRUEph9ygK3T7/zeWj5EgSa+7Ul2Gd+gKUSWxNOjDqNEx6fyJp1PkTzEByeiTh1GkaGpC+dTN3Tp/EB++/S6+eJ6BHQ3ckidVp/okQqtocYP36HVz2wC2MPXUQyeGt6+Qc1EUNZ13WktbV3Nw/ffUZLyycj8PhqLPYRGhyekq4ZeW5ADw0+r1aTb/bY4q/nI2vvCfT7woR4kLt++tY9DqNeKuBeKsBp1eRXeIh0+7F5VPst3vYb/cQZdKRaDPU7hfeeibJbYgq8fjIc/rIdXkpcPnKjRIA/gS25PBBfl71AYOHnUaP7t2wGnSYdFVPREsZvC4O7dmJFS8RxtD5+b+ua0ihbmtJazs3d/q2LXUWiwhtPuVjw4HvA8s1pnxE//h9YFkIEZpC/fvreMx6jeRwI23CDOQ6fWSWeMh1+o4MLeZC17I9p069BhehV5MryW2I8CpF/pFkNu/I2HT/pNMg3Kgj0qgjwqgjwqTDqNP47Lsf+d+Dcxjc632izScEKfr6U1c1pCC1pEIIIRpOU/n+0jSNGIueGIsep9dHpt1LVokHN0ZGX3cXm1UxJzd4VMcmyW0QKTRyHF4OObwcdnrLjCBQOqtItElHtFlPWDOfK7q2NaQgtaRCCCEaXlP6/jLrdaRE6EgON/Dntl1s2ZdN/66JwQ6rHEluG5jLq8jExkX//T8OxXXkUJ4rsM2k04gx+5PZKJMOQyPucCWEEEKIpkmnaVgcBTw5eSTT1q0LdjjlSHLbwHYVuvhDi6XXGWcD/jYtsRY9Lc16wo3Br51tTA3fhRBCCBFcoVgNJ8ltA2sfaSJCufjf0iWcc87ZdO/WNegJLTT+hu9CCCGEECDJbYMz6jQGkcnsJ+/j/LPODInEFppOw3chQpnFYKuTcrzWuilHCCGaIkluRRlNqeG7EKHEagzjs+nZtS7HZwvjhx21L0cIIZqq0BucTAghhBBCiBqS5FYIIYQQQjQZktwKIUQDcHoc3LpyAreunIDTU/P26JrDQY9LJtDjkglo0q5dCCHKkTa3QgjRAHzKy097Pg0s15Tm8xKz+tPAcijP7y6EEMEgNbdCCCGEEKLJkORWCCGEEEI0GU0muX3qqado164dFouFgQMH8ssvvwQ7JCGEEEII0cCaRHL75ptvcuONNzJv3jzWr19P7969GTVqFNnZMhakEEIIIURz0iSS20cffZQZM2Zw2WWX0b17d5555hlsNhsvvvhisEMTQgghhBANqNGPluByuVi3bh1z5swJrNPpdIwcOZIff/yxwsc4nU6cTmfgfn5+PgAFBQX1G+wRRUVFAGz9cwMlxcW1Kit9x1YAdqVtJMxqDXo5Ulbjj6k5lBWMmJy+Ejgyctcfv/yIWVd+36qUZXCW0JO/y/GYK96vMZ8rKSs0Y2oOZYViTKFa1p6d2wB/TtNQ+VPpcZQ6zjgxqpHbt2+fAtQPP/xQZv0tt9yiTjrppAofM2/ePAXITW5yk5vc5CY3ucmtkd327NlzzNyw0dfc1sScOXO48cYbA/d9Ph+HDx+mZcuWaJpWr8cuKCggOTmZPXv2EBkZWa/HakzkvFROzk3F5LxUTs5N5eTcVEzOS+Xk3FSuoc+NUorCwkKSkpKOuV+jT25jY2PR6/VkZWWVWZ+VlUViYmKFjzGbzZjN5jLroqOj6yvECkVGRsqbpAJyXion56Zicl4qJ+emcnJuKibnpXJybirXkOcmKirquPs0+g5lJpOJfv36sXr16sA6n8/H6tWrGTRoUBAjE0IIIYQQDa3R19wC3HjjjUydOpX+/ftz0kknsXjxYoqLi7nsssuCHZoQQgghhGhATSK5vfDCCzl48CB33XUXmZmZ9OnTh1WrVpGQkBDs0Moxm83MmzevXLOI5k7OS+Xk3FRMzkvl5NxUTs5NxeS8VE7OTeVC9dxoSh1vPAUhhBBCCCEah0bf5lYIIYQQQohSktwKIYQQ/9/evcflfP//A39U6uqqq4PWER2ECquILWWYFdXcLDsQ2sSsbcZocwiz5bhs3cZmH7MDK8xkyGFzmBwKSYQo0kmEW2aLEDlUj98fvtf717uuDs50ve63W7db1/v1er/er9fzer6v63XV+/W+BEFoMsTkVhAEQRAEQWgyxORWEARBEARBaDLE5PY+7N69G/3790eLFi2go6OD9evXy8pJ4osvvoCdnR2USiX8/f2Rl5cnq3Pp0iWEhobC1NQU5ubmGDlyJMrKymR1jh07hh49esDQ0BD29vb4+uuvH/XQHkhDcRk+fDh0dHRkP4GBgbI6TTEu0dHReOGFF2BiYgJra2sMGDAAOTk5sjo3b97E6NGj8dxzz0GlUuHNN9+s9cUkRUVF6NevH4yMjGBtbY2JEyeioqJCVicpKQleXl5QKBRo27Yt4uLiHvXwHkhjYvPyyy/XypsPP/xQVqcpxmbRokXw8PCQbo7u4+ODLVu2SOXamjMNxUVb80WTuXPnQkdHBxEREdI2bc2b6jTFRVvzZvr06bXG7ebmJpU/s/lS75fzChpt3ryZn332GRMSEgiA69atk5XPnTuXZmZmXL9+PY8ePcrXXnuNrVu3Znl5uVQnMDCQnp6e3L9/P/fs2cO2bdtyyJAhUvmVK1doY2PD0NBQZmVlceXKlVQqlfzpp58e1zDvWUNxCQsLY2BgIIuLi6WfS5cuyeo0xbgEBAQwNjaWWVlZzMjI4KuvvkoHBweWlZVJdT788EPa29tzx44dTE9PZ7du3ejr6yuVV1RU8Pnnn6e/vz+PHDnCzZs309LSklOmTJHqnDp1ikZGRvz000954sQJfv/999TT0+PWrVsf63jvRWNi06tXL4aHh8vy5sqVK1J5U43Nxo0buWnTJubm5jInJ4dTp06lvr4+s7KySGpvzjQUF23Nl5oOHDhAJycnenh4cNy4cdJ2bc0btbrioq15ExUVxY4dO8rG/e+//0rlz2q+iMntA6o5iauqqqKtrS1jYmKkbaWlpVQoFFy5ciVJ8sSJEwTAgwcPSnW2bNlCHR0dnj9/niT5ww8/sHnz5rx165ZUJzIykq6uro94RA9HXZPb4ODgOvfRhriQ5MWLFwmAycnJJO/mh76+PlevXi3Vyc7OJgCmpqaSvPvBQVdXlxcuXJDqLFq0iKamplIsJk2axI4dO8qOFRISwoCAgEc9pIemZmzIu2861d+EatKW2JBk8+bNuXjxYpEzNajjQop8Iclr166xXbt2TExMlMVD2/OmrriQ2ps3UVFR9PT01Fj2LOeLuCzhISssLMSFCxfg7+8vbTMzM4O3tzdSU1MBAKmpqTA3N0fXrl2lOv7+/tDV1UVaWppUp2fPnjAwMJDqBAQEICcnB5cvX35Mo3n4kpKSYG1tDVdXV4waNQolJSVSmbbE5cqVKwAACwsLAMChQ4dw584dWc64ubnBwcFBljPu7u6yLyYJCAjA1atXcfz4calO9TbUddRtPAtqxkZtxYoVsLS0xPPPP48pU6bgxo0bUpk2xKayshLx8fG4fv06fHx8RM78n5pxUdP2fBk9ejT69etXawzanjd1xUVNW/MmLy8PLVq0gLOzM0JDQ1FUVATg2c6XJvENZU+TCxcuAECtb0ezsbGRyi5cuABra2tZebNmzWBhYSGr07p161ptqMuaN2/+SPr/KAUGBuKNN95A69atUVBQgKlTpyIoKAipqanQ09PTirhUVVUhIiIC3bt3x/PPPw/gbr8NDAxgbm4uq1szZzTllLqsvjpXr15FeXk5lErloxjSQ6MpNgAwdOhQODo6okWLFjh27BgiIyORk5ODhIQEAE07NpmZmfDx8cHNmzehUqmwbt06dOjQARkZGVqdM3XFBdDufAGA+Ph4HD58GAcPHqxVps2vNfXFBdDevPH29kZcXBxcXV1RXFyMGTNmoEePHsjKynqm80VMboXHZvDgwdLv7u7u8PDwQJs2bZCUlAQ/P78n2LPHZ/To0cjKysLevXufdFeeOnXF5v3335d+d3d3h52dHfz8/FBQUIA2bdo87m4+Vq6ursjIyMCVK1ewZs0ahIWFITk5+Ul364mrKy4dOnTQ6nw5e/Ysxo0bh8TERBgaGj7p7jw1GhMXbc2boKAg6XcPDw94e3vD0dERf/zxx1M5GW8scVnCQ2ZrawsAtVYT/vPPP1KZra0tLl68KCuvqKjApUuXZHU0tVH9GM86Z2dnWFpaIj8/H0DTj8uYMWPw119/YdeuXWjVqpW03dbWFrdv30Zpaamsfs2caWjcddUxNTV96l+k6oqNJt7e3gAgy5umGhsDAwO0bdsWXbp0QXR0NDw9PfHdd99pfc7UFRdNtClfDh06hIsXL8LLywvNmjVDs2bNkJycjAULFqBZs2awsbHRyrxpKC6VlZW19tGmvKnO3NwcLi4uyM/Pf6ZfZ8Tk9iFr3bo1bG1tsWPHDmnb1atXkZaWJl0T5uPjg9LSUhw6dEiqs3PnTlRVVUknlI+PD3bv3o07d+5IdRITE+Hq6vrU/+u9sc6dO4eSkhLY2dkBaLpxIYkxY8Zg3bp12LlzZ63LKrp06QJ9fX1ZzuTk5KCoqEiWM5mZmbLJf2JiIkxNTaV/x/r4+MjaUNepfi3i06ah2GiSkZEBALK8aYqx0aSqqgq3bt3S6pzRRB0XTbQpX/z8/JCZmYmMjAzpp2vXrggNDZV+18a8aSguenp6tfbRpryprqysDAUFBbCzs3u2X2ce2VK1JuzatWs8cuQIjxw5QgCcN28ejxw5wjNnzpC8eyswc3NzbtiwgceOHWNwcLDGW4F17tyZaWlp3Lt3L9u1aye75VVpaSltbGz4zjvvMCsri/Hx8TQyMnqqb3lVX1yuXbvGCRMmMDU1lYWFhdy+fTu9vLzYrl073rx5U2qjKcZl1KhRNDMzY1JSkux2Kzdu3JDqfPjhh3RwcODOnTuZnp5OHx8f+vj4SOXq26307duXGRkZ3Lp1K62srDTebmXixInMzs7mwoULn/rb0DQUm/z8fM6cOZPp6eksLCzkhg0b6OzszJ49e0ptNNXYTJ48mcnJySwsLOSxY8c4efJk6ujocNu2bSS1N2fqi4s250tdat4FQFvzpqbqcdHmvBk/fjyTkpJYWFjIlJQU+vv709LSkhcvXiT57OaLmNzeh127dhFArZ+wsDCSd28H9vnnn9PGxoYKhYJ+fn7MycmRtVFSUsIhQ4ZQpVLR1NSUI0aM4LVr12R1jh49ypdeeokKhYItW7bk3LlzH9cQ70t9cblx4wb79u1LKysr6uvr09HRkeHh4bLbh5BNMy6aYgKAsbGxUp3y8nJ+9NFHbN68OY2MjPj666+zuLhY1s7p06cZFBREpVJJS0tLjh8/nnfu3JHV2bVrFzt16kQDAwM6OzvLjvE0aig2RUVF7NmzJy0sLKhQKNi2bVtOnDhRdv9JsmnG5t1336WjoyMNDAxoZWVFPz8/aWJLam/O1BcXbc6XutSc3Gpr3tRUPS7anDchISG0s7OjgYEBW7ZsyZCQEObn50vlz2q+6JDko/u7sCAIgiAIgiA8PuKaW0EQBEEQBKHJEJNbQRAEQRAEockQk1tBEARBEAShyRCTW0EQBEEQBKHJEJNbQRAEQRAEockQk1tBEARBEAShyRCTW0EQBEEQBKHJEJNbQRAEQRAEockQk1tBeASSkpKgo6OD0tLSB26rZ8+e+P333x+8U8JT6eWXX0ZERESTOc7D1Jg+6+joYP369Y+lP/fq9OnT0NHRQUZGRp114uLiYG5u/tj69Kzr1q0b1q5d+6S7ITzlxORW0FrDhw+Hjo4OdHR0oK+vj9atW2PSpEm4efPmPbWj6Q3Y19cXxcXFMDMze6A+bty4Ef/88w8GDx78QO0Iz76lS5fipZdeuu/9ExISMGvWrIfYo6dDcXExgoKCnnQ37ltISAhyc3OfdDceOycnJ3z77bf3vN+0adMwefJkVFVVPfxOCU2GmNwKWi0wMBDFxcU4deoU5s+fj59++glRUVEP3K6BgQFsbW2ho6PzQO0sWLAAI0aMgK5u3afqnTt3HugYwrNhw4YNeO211+57fwsLC5iYmDzEHj0dbG1toVAo7nv/27dv39d+JFFRUXHfx1VTKpWwtrZ+4Ha0RVBQEK5du4YtW7Y86a4ITzExuRW0mkKhgK2tLezt7TFgwAD4+/sjMTFRKi8pKcGQIUPQsmVLGBkZwd3dHStXrpTKhw8fjuTkZHz33XfSX4FPnz6t8bKEtWvXomPHjlAoFHBycsI333xTb9/+/fdf7Ny5E/3795dt19HRwaJFi/Daa6/B2NgYc+bMAXB38uPl5QVDQ0M4OztjxowZ0pvv0KFDERISImvnzp07sLS0xLJlywAAVVVViI6ORuvWraFUKuHp6Yk1a9ZI9dVj2rFjB7p27QojIyP4+voiJydHFo8BAwbIjhMREYGXX35ZetzQcTRxcnLC7NmzMWzYMKhUKjg6OmLjxo34999/ERwcDJVKBQ8PD6Snp8v227t3L3r06AGlUgl7e3uMHTsW169fl7X75Zdf4t1334WJiQkcHBzw888/S+W3b9/GmDFjYGdnB0NDQzg6OiI6OhqA5n85l5aWQkdHB0lJSdK2rKwsBAUFQaVSwcbGBu+88w7++++/esdb082bN7Ft27Y6J7fTp09Hp06dsHz5cjg5OcHMzAyDBw/GtWvXpDrV/8MwdepUeHt712rH09MTM2fOlB4vXrwY7du3h6GhIdzc3PDDDz/I6kdGRsLFxQVGRkZwdnbG559/Lvuw1Zh8aEhVVRUmTZoECwsL2NraYvr06bLympclnD17FoMGDYK5uTksLCwQHByM06dP1+rTnDlz0KJFC7i6ugIAli9fjq5du8LExAS2trYYOnQoLl68KO2nzv8tW7agS5cuUCgU2Lt3L6qqqvD111+jbdu2UCgUcHBwkM5JtVOnTqF3794wMjKCp6cnUlNTpTJNlyXMnTsXNjY2MDExwciRIzF58mR06tRJKtf036IBAwZg+PDh0uNbt25hwoQJaNmyJYyNjeHt7S3Ly/qo+7R+/Xq0a9cOhoaGCAgIwNmzZ2X1Fi1ahDZt2sDAwACurq5Yvny5VEYS06dPh4ODAxQKBVq0aIGxY8dK/T9z5gw++eQT6XVTraFzVk9PD6+++iri4+MbNRZBS1EQtFRYWBiDg4Olx5mZmbS1taW3t7e07dy5c4yJieGRI0dYUFDABQsWUE9Pj2lpaSTJ0tJS+vj4MDw8nMXFxSwuLmZFRQV37dpFALx8+TJJMj09nbq6upw5cyZzcnIYGxtLpVLJ2NjYOvuXkJBAY2NjVlZWyrYDoLW1NX/99VcWFBTwzJkz3L17N01NTRkXF8eCggJu27aNTk5OnD59Oknyr7/+olKp5LVr16R2/vzzTyqVSl69epUkOXv2bLq5uXHr1q0sKChgbGwsFQoFk5KSSFIak7e3N5OSknj8+HH26NGDvr6+dcaUJMeNG8devXpJjxs6jiaOjo60sLDgjz/+yNzcXI4aNYqmpqYMDAzkH3/8wZycHA4YMIDt27dnVVUVSTI/P5/GxsacP38+c3NzmZKSws6dO3P48OG12l24cCHz8vIYHR1NXV1dnjx5kiQZExNDe3t77t69m6dPn+aePXv4+++/kyQLCwsJgEeOHJHau3z5MgFw165d0mMrKytOmTKF2dnZPHz4MPv06cPevXtL+/Tq1Yvjxo2rc+zq58/FxaXO8qioKKpUKr7xxhvMzMzk7t27aWtry6lTp2o8TlZWFgEwPz9fKldvy8vLI0n+9ttvtLOz49q1a3nq1CmuXbuWFhYWjIuLk/aZNWsWU1JSWFhYyI0bN9LGxoZfffWVVN6YfKhPr169aGpqyunTpzM3N5dLly6ljo4Ot23bJtUBwHXr1pEkb9++zfbt2/Pdd9/lsWPHeOLECQ4dOpSurq68deuW1CeVSsV33nmHWVlZzMrKIkkuWbKEmzdvZkFBAVNTU+nj48OgoCDpOOr89/Dw4LZt25ifn8+SkhJOmjSJzZs3Z1xcHPPz87lnzx7+8ssvJP9/jri5ufGvv/5iTk4O33rrLTo6OvLOnTskydjYWJqZmUnHWbVqFRUKBRcvXsyTJ0/ys88+o4mJCT09PTU+l2rBwcEMCwuTHr/33nv09fXl7t27mZ+fz5iYGCoUCubm5jYY99jYWOrr67Nr167ct28f09PT+eKLL8rO9YSEBOrr63PhwoXMycnhN998Qz09Pe7cuZMkuXr1apqamnLz5s08c+YM09LS+PPPP5MkS0pK2KpVK86cOVN63SQbd86S5KJFi+jo6NjgOATtJSa3gtYKCwujnp4ejY2NqVAoCIC6urpcs2ZNvfv169eP48ePlx5reqOpObkdOnQo+/TpI6szceJEdujQoc7jzJ8/n87OzrW2A2BERIRsm5+fH7/88kvZtuXLl9POzo4keefOHVpaWnLZsmVS+ZAhQxgSEkKSvHnzJo2MjLhv3z5ZGyNHjuSQIUNkY9q+fbtUvmnTJgJgeXk5yYYnM405jiaOjo58++23pcfFxcUEwM8//1zalpqaSgDSG+XIkSP5/vvvy9rZs2cPdXV1pf7WbLeqqorW1tZctGgRSfLjjz/mK6+8Ik2Yq2vM5HbWrFns27evbL+zZ88SAHNyckg2bnIbHh7OCRMm1FkeFRVFIyMj6YMKeTe/qn9Qq3kcT09Pzpw5U3o8ZcoUWf02bdpIE3m1WbNm0cfHp85+xMTEsEuXLtLjhzG5femll2TbXnjhBUZGRkqPq09uly9fTldXV9nzdevWLSqVSv79999Sn2xsbKTJbl0OHjxIANIHQnX+r1+/Xqpz9epVKhQKaTJbkzpHFi9eLG07fvw4ATA7O5tk7cmtj48PP/roI1k73t7e9zS5PXPmDPX09Hj+/HlZHT8/P06ZMqXecav7BID79++XtmVnZxOA9MHe19eX4eHhsv0GDhzIV199lST5zTff0MXFhbdv39Z4DEdHR86fP1+2rTHnLElu2LCBurq6tT74C4KauCxB0Gq9e/dGRkYG0tLSEBYWhhEjRuDNN9+UyisrKzFr1iy4u7vDwsICKpUKf//9N4qKiu7pONnZ2ejevbtsW/fu3ZGXl4fKykqN+5SXl8PQ0FBjWdeuXWWPjx49ipkzZ0KlUkk/4eHhKC4uxo0bN9CsWTMMGjQIK1asAABcv34dGzZsQGhoKAAgPz8fN27cQJ8+fWRtLFu2DAUFBbJjeXh4SL/b2dkBgOzft/W5l+PUVP24NjY2AAB3d/da29R9OXr0KOLi4mTHCQgIQFVVFQoLCzW2q6OjA1tbW6mN4cOHIyMjA66urhg7diy2bdvWqHGqHT16FLt27ZL1wc3NDQAaHK8aSfz5558NXm/r5OQku6bWzs6u3uclNDRUugsHSaxcuVLKh+vXr6OgoAAjR46U9X327Nmyfq9atQrdu3eHra0tVCoVpk2bds/nRkOqPz8Njevo0aPIz8+HiYmJ1GcLCwvcvHlT1m93d3cYGBjI9j106BD69+8PBwcHmJiYoFevXgBQazzVz73s7GzcunULfn5+jR5DQ+dMdnZ2rUtGfHx86m2/pszMTFRWVsLFxUX2/CUnJzc675o1a4YXXnhBeuzm5gZzc3NkZ2dL/dT0mqYuHzhwIMrLy+Hs7Izw8HCsW7euwWuUG3vOKpVKVFVV4datW40ai6B9mj3pDgjCk2RsbIy2bdsCAH799Vd4enpiyZIlGDlyJAAgJiYG3333Hb799lu4u7vD2NgYERER970I5V5YWlri8uXLdfa7urKyMsyYMQNvvPFGrbrqCXJoaCh69eqFixcvIjExEUqlEoGBgdL+ALBp0ya0bNlStn/NxTr6+vrS7+pr5dQrl3V1dUFSVr/6NZj3cpyaNB23vr6UlZXhgw8+kK7zq87BwUFju+p21G14eXmhsLAQW7Zswfbt2zFo0CD4+/tjzZo10iK/6uOtubivrKwM/fv3x1dffVWrD+pJTkMOHDiAiooK+Pr61luvvnFoMmTIEERGRuLw4cMoLy/H2bNnpeuy1c/TL7/8UmuipaenBwBITU1FaGgoZsyYgYCAAJiZmSE+Pl52LXlD+dAY9zKusrIydOnSRfoQV52VlZX0e83z5/r16wgICEBAQABWrFgBKysrFBUVISAgoNa5Xn1fpVJ5z2Oomaf3ozHnmZ6eHg4dOiQ9X2oqleq+j3sv7O3tkZOTg+3btyMxMREfffQRYmJikJycXOs5VWvsOXvp0iUYGxs3Ov6C9hGTW0H4P7q6upg6dSo+/fRTDB06FEqlEikpKQgODsbbb78N4O4bUm5uLjp06CDtZ2BgUOdfX9Xat2+PlJQU2baUlBS4uLjUevNR69y5My5cuIDLly+jefPm9bbv5eWFnJwcaaKuia+vL+zt7bFq1Sps2bIFAwcOlN5kOnToAIVCgaKiIukvVvfDysoKWVlZsm0ZGRkP/TiN4eXlhRMnTtQbk8YwNTVFSEgIQkJC8NZbbyEwMBCXLl2SJkvFxcXo3LkzANS6n6mXlxfWrl0LJycnNGt2fy+3GzZsQL9+/erMk/vVqlUr9OrVCytWrEB5eTn69Okjrdq3sbFBixYtcOrUKemvuTXt27cPjo6O+Oyzz6RtZ86ckdVpKB8eNi8vL6xatQrW1tYwNTVt9H4nT55ESUkJ5s6dC3t7ewCotThRk3bt2kGpVGLHjh1477337rvf1bVv3x5paWkYNmyYtG3//v2yOlZWViguLpYeV1ZWIisrC7179wZw97WjsrISFy9eRI8ePe6rHxUVFUhPT8eLL74IAMjJyUFpaSnat28v9TMlJQVhYWHSPikpKbLXRqVSif79+6N///4YPXo03NzckJmZCS8vL42vm409Z7OysqRzThA0EZclCEI1AwcOhJ6eHhYuXAjg7ptXYmIi9u3bh+zsbHzwwQf4559/ZPs4OTkhLS0Np0+fxn///afxLzLjx4/Hjh07MGvWLOTm5mLp0qX43//+hwkTJtTZl86dO8PS0rLWpFiTL774AsuWLcOMGTNw/PhxZGdnIz4+HtOmTZPVGzp0KH788UckJibKJi0mJiaYMGECPvnkEyxduhQFBQU4fPgwvv/+eyxdurTB46u98sorSE9Px7Jly5CXl4eoqCjZ5OZhHacxIiMjsW/fPowZMwYZGRnIy8vDhg0bMGbMmEa3MW/ePKxcuRInT55Ebm4uVq9eDVtbW5ibm0OpVKJbt26YO3cusrOzkZycXCveo0ePxqVLlzBkyBAcPHgQBQUF+PvvvzFixIgGPxCpbdy48YFuAVaf0NBQxMfHY/Xq1bUmsTNmzEB0dDQWLFiA3NxcZGZmIjY2FvPmzQNw99woKipCfHw8CgoKsGDBAqxbt07WRkP58CjGY2lpieDgYOzZsweFhYVISkrC2LFjce7cuTr3c3BwgIGBAb7//nucOnUKGzdubNQ9gQ0NDREZGYlJkyZJl9bs378fS5Ysue8xjBs3Dr/++itiY2ORm5uLqKgoHD9+XFbnlVdewaZNm7Bp0yacPHkSo0aNkt2ZxcXFBaGhoRg2bBgSEhJQWFiIAwcOIDo6Gps2bWpUP/T19fHxxx8jLS0Nhw4dwvDhw9GtWzdpsjtx4kTExcVh0aJFyMvLw7x585CQkCC9psXFxWHJkiXIysrCqVOn8Ntvv0GpVMLR0RHA3dfN3bt34/z589LdQxp7zu7Zswd9+/a9r/gKWuJJXvArCE+SpsUuJBkdHU0rKyuWlZWxpKSEwcHBVKlUtLa25rRp0zhs2DDZfjk5OezWrRuVSiUBsLCwsNaCMpJcs2YNO3ToQH19fTo4ODAmJqbBPk6aNImDBw+WbUO1BTTVbd26lb6+vlQqlTQ1NeWLL74orU5WO3HiBAHQ0dGx1iKpqqoqfvvtt3R1daW+vj6trKwYEBDA5ORkkrUXyZHkkSNHpDGrffHFF7SxsaGZmRk/+eQTjhkzRraAqKHjaKJp8UnNOGha4HXgwAH26dOHKpWKxsbG9PDw4Jw5c+pt19PTk1FRUSTJn3/+mZ06daKxsTFNTU3p5+fHw4cPy+Lp4+NDpVLJTp06cdu2bbIFZSSZm5vL119/nebm5lQqlXRzc2NERIQU//oWlOXn51OhULCsrKzO2JB3F5RVX3BE3l2QWH1FuabjXL58mQqFgkZGRrI7aaitWLGCnTp1ooGBAZs3b86ePXsyISFBKp84cSKfe+45qlQqhoSEcP78+bLFUWTD+VCfxtwVoGYeFBcXc9iwYbS0tKRCoaCzszPDw8N55coVknWf97///judnJyoUCjo4+PDjRs3yvJJU/6TZGVlJWfPnk1HR0fp3FYv7mzMosOaC8pIcs6cObS0tKRKpWJYWBgnTZoke35v377NUaNG0cLCgtbW1oyOjq4Vl9u3b/OLL76gk5MT9fX1aWdnx9dff53Hjh2rK9wSdZ/Wrl1LZ2dnKhQK+vv788yZM7J6P/zwA52dnamvr08XFxfZgtV169bR29ubpqamNDY2Zrdu3WSLUVNTU+nh4SEt5lVr6Jw9d+4c9fX1efbs2QbHIWgvHbLGhTuCIDw1Lly4gI4dO+Lw4cPSXzwE7TFv3jxs374dmzdvftJdEZ6g6dOnY/369fV+je/DFBcXh4iIiIfy9eEPW2RkJC5fviy7H7Ug1CQuSxCEp5itrS2WLFny0FegC8+GVq1aYcqUKU+6G4Lw1LC2tm6SXyMtPFxiQZkgPOVqfsOToD0GDRr0pLvwyBQVFckWH9V04sQJ2Qp54eEJCgrCnj17NJZNnToVLVq0eMw9arzx48c/6S4IzwBxWYIgCILw2FVUVMi+FremB7nDhFC/8+fPo7y8XGOZhYUFLCwsHnOPBOHhEpNbQRAEQRAEockQ19wKgiAIgiAITYaY3AqCIAiCIAhNhpjcCoIgCIIgCE2GmNwKgiAIgiAITYaY3AqCIAiCIAhNhpjcCoIgCIIgCE2GmNwKgiAIgiAITcb/A+F7ljcVdl3zAAAAAElFTkSuQmCC", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['revenu_par_niveau'] = safe_div(df['revenu_mensuel'], df['niveau_hierarchique_poste'].replace(0, np.nan))\n", "\n", "plt.figure(figsize=(8,4))\n", "sns.histplot(df['revenu_par_niveau'], bins=30, kde=True, color=\"skyblue\")\n", "plt.axvline(df['revenu_par_niveau'].mean(), color=\"red\", linestyle=\"--\", label=f\"Moyenne = {df['revenu_par_niveau'].mean():.2f}\")\n", "plt.axvline(df['revenu_par_niveau'].median(), color=\"green\", linestyle=\"--\", label=f\"Médiane = {df['revenu_par_niveau'].median():.2f}\")\n", "plt.title(\"Distribution du ratio temps dans le poste / temps dans l'entreprise\")\n", "plt.xlabel(\"Ratio (revenue mensuel / niveau_hierarchique_poste)\")\n", "plt.ylabel(\"Effectif\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df['delta_eval'] = df['note_evaluation_actuelle'] - df['note_evaluation_precedente']\n", "plt.figure(figsize=(8,4))\n", "sns.histplot(df['delta_eval'], bins=20, kde=True, color=\"skyblue\")\n", "plt.axvline(df['delta_eval'].mean(), color=\"red\", linestyle=\"--\", label=f\"Moyenne = {df['delta_eval'].mean():.2f}\")\n", "plt.axvline(0, color=\"black\", linestyle=\":\") \n", "plt.title(\"Distribution des écarts de notes d'évaluation (delta_eval)\")\n", "plt.xlabel(\"Delta (note actuelle - note précédente)\")\n", "plt.ylabel(\"Effectif\")\n", "plt.legend()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [], "source": [ "sat_cols = [\n", " 'satisfaction_employee_environnement',\n", " 'satisfaction_employee_nature_travail',\n", " 'satisfaction_employee_equipe',\n", " 'satisfaction_employee_equilibre_pro_perso'\n", "]\n", "df['sat_mean'] = df[sat_cols].mean(axis=1)\n", "df['sat_std'] = df[sat_cols].std(axis=1)" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(8,4))\n", "sns.histplot(df['sat_mean'], bins=10, kde=True, color=\"skyblue\")\n", "plt.title(\"Distribution de la satisfaction moyenne des employés\")\n", "plt.xlabel(\"Satisfaction moyenne\")\n", "plt.ylabel(\"Nombre d’employés\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_256586/3338083500.py:6: FutureWarning: The default of observed=False is deprecated and will be changed to True in a future version of pandas. Pass observed=False to retain current behavior or observed=True to adopt the future default and silence this warning.\n", " proba_depart_sat = df.groupby('tranche_sat_mean')['a_quitte_l_entreprise'].mean()\n", "/tmp/ipykernel_256586/3338083500.py:9: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.barplot(x=proba_depart_sat.index, y=proba_depart_sat.values, palette=\"coolwarm\")\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "bins = [0, 2, 3, 4, 5]\n", "labels = ['0-2', '2-3', '3-4', '4-5']\n", "\n", "df['tranche_sat_mean'] = pd.cut(df['sat_mean'], bins=bins, labels=labels, include_lowest=True)\n", "\n", "proba_depart_sat = df.groupby('tranche_sat_mean')['a_quitte_l_entreprise'].mean()\n", "\n", "plt.figure(figsize=(8,4))\n", "sns.barplot(x=proba_depart_sat.index, y=proba_depart_sat.values, palette=\"coolwarm\")\n", "plt.title(\"Probabilité de départ selon la satisfaction moyenne\")\n", "plt.ylabel(\"Probabilité de quitter l’entreprise\")\n", "plt.xlabel(\"Niveau de satisfaction\")\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [], "source": [ "# Drop colonne innutiles\n", "\n", "cols_to_drop = [\n", " 'age', \n", " 'revenu_mensuel', \n", " 'distance_domicile_travail', \n", "]\n", "\n", "df = df.drop(columns=cols_to_drop)\n" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['df.joblib']" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "joblib.dump(df, \"df.joblib\")" ] } ], "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 }