{ "cells": [ { "cell_type": "code", "execution_count": null, "id": "c93a55c8", "metadata": { "ExecuteTime": { "end_time": "2025-07-03T10:13:26.569404Z", "start_time": "2025-07-03T10:13:04.404599Z" } }, "outputs": [], "source": [ "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "import sys\n", "import os\n", "import importlib\n", "\n", "sys.path.append(os.path.abspath(\"..\"))\n", "import misc\n", "importlib.reload(misc)\n", "from misc import load_csv_dataset" ] }, { "cell_type": "code", "execution_count": 5, "id": "c0b00261", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ ">> Loading CSV dataset from names_featured.csv\n", ">> Detected fieldnames: ['name', 'sex', 'region', 'year', 'words', 'length', 'probable_native', 'probable_surname', 'identified_category', 'identified_name', 'identified_surname', 'annotated', 'province']\n", ">> Successfully loaded with UTF-8 encoding\n" ] } ], "source": [ "df = pd.DataFrame(load_csv_dataset(\"names_featured.csv\"))" ] }, { "cell_type": "markdown", "id": "c5aee565", "metadata": {}, "source": [ "## Breakdown by major province" ] }, { "cell_type": "code", "execution_count": 6, "id": "27f6bcd2-f1de-419a-8d56-e29064934e2f", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "provinces = df['province'].value_counts()\n", "plt.figure(figsize=(7, 7))\n", "plt.pie(provinces, labels=provinces.index, autopct='%1.1f%%', startangle=140)\n", "plt.axis('equal')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "d51f3bee-d2a1-46a0-9e0b-af10c1ca7cb4", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 5))\n", "provinces.plot(kind='bar', color='skyblue')\n", "plt.xlabel(\"Province\")\n", "plt.ylabel(\"Persons\")\n", "plt.xticks(rotation=45)\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "0374f8ee", "metadata": { "ExecuteTime": { "end_time": "2025-07-03T10:13:53.107207Z", "start_time": "2025-07-03T10:13:30.265456Z" } }, "outputs": [ { "data": { "text/html": [ "
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namesurnamemiddle_namefirst_name
0epenge djongesongo jonasepengedjongesongojonas
1eyongoyongo shako micheleyongoyongoshakomichel
2okawonga ongondjo alphonseokawongaongondjoalphonse
3ombala lokolo nathalsombalalokolonathals
4shongo matete albertshongomatetealbert
\n", "
" ], "text/plain": [ " name surname middle_name first_name\n", "0 epenge djongesongo jonas epenge djongesongo jonas\n", "1 eyongoyongo shako michel eyongoyongo shako michel\n", "2 okawonga ongondjo alphonse okawonga ongondjo alphonse\n", "3 ombala lokolo nathals ombala lokolo nathals\n", "4 shongo matete albert shongo matete albert" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#breakdown of names into surname, middle name and first name\n", "#constraint: take into account compound names (eg. ILUNGA WA ILUNGA MARC)\n", "# take into account missing names (eg. LOKUA KANZA, KASONGO GERMAINE)\n", "\n", "df['split'] = df['name'].str.strip().str.split()\n", "df = df[df['split'].notna() & df['split'].str.len() > 0]\n", "df['surname'] = df['split'].apply(lambda x: x[0] if len(x) >= 1 else \"null\")\n", "df['first_name'] = df['split'].apply(lambda x: x[-1] if len(x) >= 2 else \"null\")\n", "df['middle_name'] = df['split'].apply(lambda x: ' '.join(x[1:-1]) if len(x) > 2 else \"null\")\n", "df.drop(columns=['split'], inplace=True)\n", "df[['name', 'surname', 'middle_name', 'first_name']].head()" ] }, { "cell_type": "code", "execution_count": null, "id": "f2924f79", "metadata": { "ExecuteTime": { "end_time": "2025-07-03T10:14:06.060688Z", "start_time": "2025-07-03T10:13:57.540461Z" } }, "outputs": [ { "data": { "image/png": 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UFLVo0eKqfTZt2qQmTZqoT58+jrYjR4785bGtVqsjqAEAgOKt2IUoX19fDR48WP/4xz9kt9vVrFkzpaWladOmTfLz81O3bt0UGRmpTz75RCtWrFBERIQ+/fRTJSUlKSIiwtXlAwCAIqLYhShJGjt2rEJCQpSQkKCjR48qICBADRo00MsvvyxJ6t27t3bu3KkuXbrIYrGoa9eu6tOnj5YtW+biygEAQFFhMYrJa767du0qDw8PffbZZ64uxSE9PV3+/v6q13+6PKw2V5cDAECxkTwhvtD2feXvd1pamvz8/PLtV+Rftnnp0iXt27dPW7ZsUe3atV1dDgAAuE0U+RC1d+9excbGqnbt2nruuedcXQ4AALhNFPl7ourXr68LFy64ugwAAHCbKfJnogAAAFyBEAUAAGACIQoAAMAEQhQAAIAJhCgAAAATivzTeUXBhte6XvNlXQAAoOjhTBQAAIAJhCgAAAATCFEAAAAmEKIAAABMIEQBAACYQIgCAAAwgRAFAABgAu+JugXueWWePKw2V5cBuLXkCfGuLgEAbgpnogAAAEwgRAEAAJhAiAIAADCBEAUAAGACIQoAAMAEQhQAAIAJhCgAAAATCFEAAAAmuE2I6t69uzp16uTqMhxatmypgQMHuroMAADgptzmjeWTJ0+WYRiuLgMAAOCGuE2I8vf3d3UJAAAAN8wtL+dlZWVpwIABCg0NValSpdSsWTMlJSU5+p49e1ZxcXEKCQmRzWZTZGSkZs6c6Vh/8uRJde7cWQEBASpTpow6duyo48eP5xlrzJgxCgkJkZ+fn5577jllZ2c71WS32zV06FCVKVNG5cqV0+jRowtzCgAAQBHiNiHqz4YOHaovv/xSs2fP1o4dO1StWjW1adNGZ86ckSSNGDFC+/bt07Jly7R//35NmzZNwcHBkqScnBy1adNGvr6++v7777Vp0yb5+PjogQcecApJa9as0f79+7Vu3TrNmzdPX331lcaMGeNUx+zZs+Xt7a1t27Zp/PjxevXVV7Vq1apbNxEAAMBtuV2IOn/+vKZNm6YJEyaobdu2qlWrlj744APZbDZ99NFHkqSUlBRFR0crNjZWVapUUevWrdWhQwdJ0ueffy673a4PP/xQderUUc2aNTVz5kylpKRo3bp1jnG8vLz08ccfq3bt2mrXrp1effVVTZkyRXa73dGnbt26GjVqlCIjIxUfH6/Y2FitWbMm39qzsrKUnp7u9AEAAMWT24WoI0eOKCcnR02bNnW0eXp6qmHDhtq/f78k6fnnn1diYqLq16+voUOHavPmzY6+u3fv1uHDh+Xr6ysfHx/5+PioTJky+uOPP3TkyBFHv3r16ql06dKO5caNGyszM1MnT550tNWtW9eptrCwMKWmpuZbe0JCgvz9/R2f8PBw8xMBAADcmtvcWH4z2rZtqxMnTmjp0qVatWqVWrVqpb59+2rixInKzMxUTEyM5syZk2e7kJCQmxrH09PTadlisTidqfpfw4YN06BBgxzL6enpBCkAAIoptzsTdccdd8jLy0ubNm1ytOXk5CgpKUm1atVytIWEhKhbt2767LPP9Pbbb2vGjBmSpAYNGujQoUMKDQ1VtWrVnD5/fgJw9+7dunjxomN569at8vHx+Uuhx2q1ys/Pz+kDAACKJ7cLUd7e3nr++ec1ZMgQLV++XPv27VOvXr104cIF9ezZU5I0cuRIff311zp8+LD+/e9/69tvv1XNmjUlSXFxcQoODlbHjh31/fff69ixY1q3bp0GDBig//znP45xsrOz1bNnT+3bt09Lly7VqFGj1K9fP5Uo4XZTAgAA3JBbXs4bN26c7Ha7nn76aWVkZCg2NlYrVqxQYGCgpMs3hQ8bNkzHjx+XzWZT8+bNlZiYKEkqXbq0NmzYoJdeekmPPPKIMjIyVKFCBbVq1crpzFCrVq0UGRmpe+65R1lZWeratSuvMAAAADfMYrjJa8K7du0qDw8PffbZZ4U+Vvfu3XXu3DktWrSoUMdJT0+Xv7+/6vWfLg+rrVDHAoq65Anxri4BACT939/vtLS0a96a4/JrV5cuXdK+ffu0ZcsW1a5d29XlAAAA3BCXh6i9e/cqNjZWtWvX1nPPPefqcgAAAG6Iy++Jql+/vi5cuHBLx5w1a9YtHQ8AABQ/Lj8TBQAAUBQRogAAAEwgRAEAAJhAiAIAADCBEAUAAGCCy5/Oux1seK0r36MHAEAxw5koAAAAEwhRAAAAJhCiAAAATCBEAQAAmECIAgAAMIEQBQAAYAIhCgAAwATeE3UL3PPKPHlYba4uAyhUyRPiXV0CANxSnIkCAAAwgRAFAABgAiEKAADABEIUAACACYQoAAAAEwhRAAAAJhCiAAAATCBEAQAAmFDsQ1T37t3VqVMnV5cBAACKmWIToo4fPy6LxaJdu3a5uhQAAHAbKDYh6lbKzc2V3W53dRkAAMCF3C5E2e12JSQkKCIiQjabTfXq1dOCBQskSWfPnlVcXJxCQkJks9kUGRmpmTNnSpIiIiIkSdHR0bJYLGrZsqXTfidOnKiwsDAFBQWpb9++ysnJcazLysrS4MGDVaFCBXl7e6tRo0Zat26dY/2sWbMUEBCgxYsXq1atWrJarUpJSSnciQAAAG7N7b6AOCEhQZ999pmmT5+uyMhIbdiwQU899ZRCQkI0f/587du3T8uWLVNwcLAOHz6sixcvSpK2b9+uhg0bavXq1apdu7a8vLwc+1y7dq3CwsK0du1aHT58WF26dFH9+vXVq1cvSVK/fv20b98+JSYmqnz58lq4cKEeeOAB7dmzR5GRkZKkCxcu6M0339SHH36ooKAghYaG3vrJAQAAbsOtQlRWVpbeeOMNrV69Wo0bN5YkVa1aVRs3btT777+vzMxMRUdHKzY2VpJUpUoVx7YhISGSpKCgIJUrV85pv4GBgXrnnXfk4eGhGjVqqF27dlqzZo169eqllJQUzZw5UykpKSpfvrwkafDgwVq+fLlmzpypN954Q5KUk5Oj9957T/Xq1btm/VlZWY7l9PT0vz4pAADALblViDp8+LAuXLig++67z6k9Oztb0dHRGj16tB599FHt2LFD999/vzp16qQmTZpcd7+1a9eWh4eHYzksLEx79uyRJO3Zs0e5ubmqXr260zZZWVkKCgpyLHt5ealu3brXHCchIUFjxoy5bj0AAKDoc6sQlZmZKUlasmSJKlSo4LTOarUqPDxcJ06c0NKlS7Vq1Sq1atVKffv21cSJE6+5X09PT6dli8XiuDE8MzNTHh4eSk5OdgpakuTj4+P4t81mk8ViueY4w4YN06BBgxzL6enpCg8Pv+Y2AACgaHKrEPXnm7ZbtGhx1T4hISHq1q2bunXrpubNm2vIkCGaOHGi4x6o3NzcmxozOjpaubm5Sk1NVfPmzf9S/VarVVar9S/tAwAAFA1uFaJ8fX01ePBg/eMf/5DdblezZs2UlpamTZs2yc/PT0eOHFFMTIxq166trKwsffvtt6pZs6YkKTQ0VDabTcuXL1fFihVVqlQp+fv7X3fM6tWrKy4uTvHx8Zo0aZKio6P122+/ac2aNapbt67atWtX2IcNAACKILd7xcHYsWM1YsQIJSQkqGbNmnrggQe0ZMkSRUREyMvLS8OGDVPdunV1zz33yMPDQ4mJiZKkkiVLasqUKXr//fdVvnx5dezY8YbHnDlzpuLj4/Xiiy8qKipKnTp1UlJSkipVqlRYhwkAAIo4i2EYhquLKK7S09Pl7++vev2ny8Nqc3U5QKFKnhDv6hIAoEBc+fudlpYmPz+/fPu53ZkoAACAooAQBQAAYAIhCgAAwARCFAAAgAmEKAAAABMIUQAAACYQogAAAEwgRAEAAJjgVl/7UlxteK3rNV/WBQAAih7ORAEAAJhAiAIAADCBEAUAAGACIQoAAMAEQhQAAIAJhCgAAAATCFEAAAAm8J6oW+CeV+bJw2pzdRmAackT4l1dAgC4Hc5EAQAAmECIAgAAMIEQBQAAYAIhCgAAwARCFAAAgAmEKAAAABMIUQAAACYQogAAAEwgRP1/VapU0dtvv+3qMgAAQBHBG8v/v6SkJHl7e7u6DAAAUETc9iEqOztbXl5eCgkJcXUpAACgCHHry3ktW7ZU//79NXDgQAUGBqps2bL64IMPdP78eT3zzDPy9fVVtWrVtGzZMklSbm6uevbsqYiICNlsNkVFRWny5MlO++zevbs6deqk119/XeXLl1dUVJSkvJfzzp07p7///e8KCQmRn5+f/va3v2n37t237NgBAIB7c+sQJUmzZ89WcHCwtm/frv79++v555/X448/riZNmmjHjh26//779fTTT+vChQuy2+2qWLGi5s+fr3379mnkyJF6+eWX9cUXXzjtc82aNTpw4IBWrVqlb7/99qrjPv7440pNTdWyZcuUnJysBg0aqFWrVjpz5ky+tWZlZSk9Pd3pAwAAiie3D1H16tXTK6+8osjISA0bNkylSpVScHCwevXqpcjISI0cOVKnT5/Wjz/+KE9PT40ZM0axsbGKiIhQXFycnnnmmTwhytvbWx9++KFq166t2rVr5xlz48aN2r59u+bPn6/Y2FhFRkZq4sSJCggI0IIFC/KtNSEhQf7+/o5PeHh4gc8HAABwD25/T1TdunUd//bw8FBQUJDq1KnjaCtbtqwkKTU1VZL07rvv6uOPP1ZKSoouXryo7Oxs1a9f32mfderUkZeXV75j7t69W5mZmQoKCnJqv3jxoo4cOZLvdsOGDdOgQYMcy+np6QQpAACKKbcPUZ6enk7LFovFqc1isUiS7Ha7EhMTNXjwYE2aNEmNGzeWr6+vJkyYoG3btjnt43pP4WVmZiosLEzr1q3Lsy4gICDf7axWq6xW63WOCAAAFAduH6JuxqZNm9SkSRP16dPH0XatM0f5adCggX755ReVLFlSVapUKcAKAQBAceH290TdjMjISP3www9asWKFDh48qBEjRigpKemm99O6dWs1btxYnTp10sqVK3X8+HFt3rxZw4cP1w8//FAIlQMAgKKmWIWo3r1765FHHlGXLl3UqFEjnT592ums1I2yWCxaunSp7rnnHj3zzDOqXr26nnjiCZ04ccJxDxYAALi9WQzDMFxdRHGVnp4uf39/1es/XR5Wm6vLAUxLnhDv6hIA4Ja58vc7LS1Nfn5++fYrVmeiAAAAbhVCFAAAgAmEKAAAABMIUQAAACYQogAAAEwgRAEAAJhAiAIAADCBEAUAAGBCsfruPHe14bWu13xZFwAAKHo4EwUAAGACIQoAAMAEQhQAAIAJhCgAAAATCFEAAAAmEKIAAABMMB2iPv30UzVt2lTly5fXiRMnJElvv/22vv766wIrDgAAwF2Zek/UtGnTNHLkSA0cOFCvv/66cnNzJUkBAQF6++231bFjxwItsqi755V58rDaXF0GbjPJE+JdXQIAFGumzkRNnTpVH3zwgYYPHy4PDw9He2xsrPbs2VNgxQEAALgrUyHq2LFjio6OztNutVp1/vz5v1wUAACAuzMVoiIiIrRr16487cuXL1fNmjX/ak0AAABuz9Q9UYMGDVLfvn31xx9/yDAMbd++XfPmzVNCQoI+/PDDgq4RAADA7ZgKUX//+99ls9n0yiuv6MKFC3ryySdVvnx5TZ48WU888URB1wgAAOB2TIUoSYqLi1NcXJwuXLigzMxMhYaGFmRdAAAAbs10iLqidOnSKl26dEHUAgAAUGSYClGnT5/WyJEjtXbtWqWmpsputzutP3PmTIEUBwAA4K5Mhainn35ahw8fVs+ePVW2bFlZLJaCrgsAAMCtmQpR33//vTZu3Kh69eoVdD0AAABFgqn3RNWoUUMXL14s6FoKRHZ2tqtLAAAAtwFTIeq9997T8OHDtX79ep0+fVrp6elOn4KUkZGhuLg4eXt7KywsTG+99ZZatmypgQMHSpKqVKmisWPHKj4+Xn5+fnr22WclSS+99JKqV6+u0qVLq2rVqhoxYoRycnKc9v3NN9/orrvuUqlSpRQcHKyHH37YsS4rK0uDBw9WhQoV5O3trUaNGmndunUFemwAAKDoMnU5LyAgQOnp6frb3/7m1G4YhiwWi+MLiQvCoEGDtGnTJi1evFhly5bVyJEjtWPHDtWvX9/RZ+LEiRo5cqRGjRrlaPP19dWsWbNUvnx57dmzR7169ZKvr6+GDh0qSVqyZIkefvhhDR8+XJ988omys7O1dOlSx/b9+vXTvn37lJiYqPLly2vhwoV64IEHtGfPHkVGRl611qysLGVlZTmWCzpQAgAA92ExDMO42Y0aNmyokiVL6oUXXrjqjeUtWrQokOIyMjIUFBSkuXPn6rHHHpMkpaWlqXz58urVq5fefvttValSRdHR0Vq4cOE19zVx4kQlJibqhx9+kCQ1adJEVatW1WeffZanb0pKiqpWraqUlBSVL1/e0d66dWs1bNhQb7zxxlXHGD16tMaMGZOnvV7/6fKw2m74uIGCkDwh3tUlAECRlJ6eLn9/f6WlpcnPzy/ffqbORO3du1c7d+5UVFSU6QJvxNGjR5WTk6OGDRs62vz9/fOMGxsbm2fbzz//XFOmTNGRI0eUmZmpS5cuOU3Erl271KtXr6uOu2fPHuXm5qp69epO7VlZWQoKCsq33mHDhmnQoEGO5fT0dIWHh1/7IAEAQJFkKkTFxsbq5MmThR6ibpS3t7fT8pYtWxQXF6cxY8aoTZs28vf3V2JioiZNmuToY7Plf2YoMzNTHh4eSk5OloeHh9M6Hx+ffLezWq2yWq0mjwIAABQlpkJU//799cILL2jIkCGqU6eOPD09ndbXrVu3QIqrWrWqPD09lZSUpEqVKkm6fDnv4MGDuueee/LdbvPmzapcubKGDx/uaDtx4kSeGtesWaNnnnkmz/bR0dHKzc1VamqqmjdvXiDHAgAAihdTIapLly6SpB49ejjaLBZLgd9Y7uvrq27dumnIkCEqU6aMQkNDNWrUKJUoUeKaL/iMjIxUSkqKEhMTddddd2nJkiV57pkaNWqUWrVqpTvuuENPPPGELl26pKVLlzqe6ouLi1N8fLwmTZqk6Oho/fbbb1qzZo3q1q2rdu3aFcjxAQCAostUiDp27FhB15Gvf/3rX3ruuefUvn17+fn5aejQoTp58qRKlSqV7zYPPfSQ/vGPf6hfv37KyspSu3btNGLECI0ePdrRp2XLlpo/f77Gjh2rcePGyc/Pz+ns1syZM/Xaa6/pxRdf1M8//6zg4GDdfffdat++fWEeLgAAKCJMPZ3nSufPn1eFChU0adIk9ezZ09XlXNOVu/t5Og+uwNN5AGBOoT6dd8W+ffuUkpKS5y3hDz300F/ZrZOdO3fqp59+UsOGDZWWlqZXX31VktSxY8cCGwMAAOBmmQpRR48e1cMPP6w9e/Y47oWS5LhPqSBftildfsfTgQMH5OXlpZiYGH3//fcKDg4u0DEAAABuhqmvfXnhhRcUERGh1NRUlS5dWv/+97+1YcMGxcbGFvhXo0RHRys5OVmZmZk6c+aMVq1apTp16hToGAAAADfL1JmoLVu26LvvvlNwcLBKlCihEiVKqFmzZkpISNCAAQO0c+fOgq4TAADArZg6E5WbmytfX19JUnBwsP773/9KkipXrqwDBw4UXHUAAABuytSZqDvvvFO7d+9WRESEGjVqpPHjx8vLy0szZsxQ1apVC7pGAAAAt2MqRL3yyis6f/68JOnVV19V+/bt1bx5cwUFBenzzz8v0AIBAADckakQ1aZNG8e/q1Wrpp9++klnzpxRYGDgNd8kDgAAUFwUuZdtFiU3+rIuAADgPgr1ZZvnz5/XuHHjtGbNGqWmpsputzutP3r0qJndAgAAFBmmQtTf//53rV+/Xk8//bTCwsK4hAcAAG47pkLUsmXLtGTJEjVt2rSg6wEAACgSTL0nKjAwUGXKlCnoWgAAAIoMUyFq7NixGjlypC5cuFDQ9QAAABQJpi7nTZo0SUeOHFHZsmVVpUoVeXp6Oq3fsWNHgRQHAADgrkyFqE6dOhVwGQAAAEVLob4nat68eXrooYfk7e1dWEO4tSvvmajXf7o8rDZXl4PbTPKEeFeXAABF0o2+J8rUPVE3qnfv3vr1118LcwgAAACXKNQQxcvQAQBAcVWoIQoAAKC4IkQBAACYQIgCAAAwgRAFAABgQqGGqMqVK+d5EScAAEBxYCpEVa1aVadPn87Tfu7cOVWtWtWxvHfvXoWHh5uvDgAAwE2ZClHHjx9Xbm5unvasrCz9/PPPf7moG9GyZUsNHDiwwPZnsVi0aNGifNcfP35cFotFu3btKrAxAQBA0XVTX/uyePFix79XrFghf39/x3Jubq7WrFmjKlWqFFhxt9KpU6cUGBjo6jIAAEARcVMh6sp35lksFnXr1s1pnaenp6pUqaJJkyYVWHG3Urly5VxdAgAAKEJu6nKe3W6X3W5XpUqVlJqa6li22+3KysrSgQMH1L59+wIv8vz584qPj5ePj4/CwsLyBLVPP/1UsbGx8vX1Vbly5fTkk08qNTXVUXPFihU1bdo0p2127typEiVK6MSJE5LyXs7bvn27oqOjVapUKcXGxmrnzp0FflwAAKDoMnVP1LFjxxQcHOzUdu7cuYKo56qGDBmi9evX6+uvv9bKlSu1bt067dixw7E+JydHY8eO1e7du7Vo0SIdP35c3bt3lySVKFFCXbt21dy5c532OWfOHDVt2lSVK1fOM15mZqbat2+vWrVqKTk5WaNHj9bgwYOvW2dWVpbS09OdPgAAoHgyFaLefPNNff75547lxx9/XGXKlFGFChW0e/fuAitOuhxoPvroI02cOFGtWrVSnTp1NHv2bF26dMnRp0ePHmrbtq2qVq2qu+++W1OmTNGyZcuUmZkpSYqLi9OmTZuUkpIi6fLZqcTERMXFxV11zLlz58put+ujjz5S7dq11b59ew0ZMuS6tSYkJMjf39/x4clEAACKL1Mhavr06Y6AsGrVKq1evVrLly9X27Ztbyhs3IwjR44oOztbjRo1crSVKVNGUVFRjuXk5GR16NBBlSpVkq+vr1q0aCFJjtBUv3591axZ03E2av369UpNTdXjjz9+1TH379+vunXrqlSpUo62xo0bX7fWYcOGKS0tzfE5efLkzR8wAAAoEkyFqF9++cURor799lt17txZ999/v4YOHaqkpKQCLfB6zp8/rzZt2sjPz09z5sxRUlKSFi5cKEnKzs529IuLi3OEqLlz5+qBBx5QUFBQgdZitVrl5+fn9AEAAMWTqRAVGBjoOMuyfPlytW7dWpJkGMZV3x/1V9xxxx3y9PTUtm3bHG1nz57VwYMHJUk//fSTTp8+rXHjxql58+aqUaOG46byP3vyySe1d+9eJScna8GCBfleypOkmjVr6scff9Qff/zhaNu6dWsBHhUAACjqTIWoRx55RE8++aTuu+8+nT59Wm3btpV0+Ym3atWqFWiBPj4+6tmzp4YMGaLvvvtOe/fuVffu3VWixOXSK1WqJC8vL02dOlVHjx7V4sWLNXbs2Dz7qVKlipo0aaKePXsqNzdXDz30UL5jPvnkk7JYLOrVq5f27dunpUuXauLEiQV6XAAAoGgzFaLeeust9e/fX7Vq1dKqVavk4+Mj6fILK/v06VOgBUrShAkT1Lx5c3Xo0EGtW7dWs2bNFBMTI0kKCQnRrFmzNH/+fNWqVUvjxo3LN/DExcVp9+7devjhh2Wz2fIdz8fHR99884327Nmj6OhoDR8+XG+++WaBHxcAACi6LIZhGDezQU5Ojnr37q0RI0YoIiKisOoqFtLT0+Xv7696/afLw5p/aAMKQ/KEeFeXAABF0pW/32lpade8v/mmz0R5enrqyy+//EvFAQAAFHWmLud16tTpml/WCwAAUNzd1HfnXREZGalXX31VmzZtUkxMjLy9vZ3WDxgwoECKAwAAcFemQtRHH32kgIAAJScnKzk52WmdxWIhRAEAgGLPVIg6duxYQdcBAABQpJi6JwoAAOB2d8NnogYNGqSxY8fK29tbgwYNumbff/3rX3+5MAAAAHd2wyFq1qxZevnll+Xt7a2dO3fm289isRRIYQAAAO7shkPUuXPnZLfbJUknTpxQUlJSgX+Bb3G14bWufBkxAADFzA3fExUYGOi4ofz48eOOQAUAAHA7uuEzUY8++qhatGihsLAwWSwWxcbGysPD46p9jx49WmAFAgAAuKMbDlEzZszQI488osOHD2vAgAHq1auXfH19C7M2AAAAt3VT74l64IEHJEnJycl64YUXCFEAAOC2ZeplmzNnzizoOgAAAIoUXrYJAABgAiEKAADABFOX83Bz7nllnjysNleXgdtI8oR4V5cAAMUeZ6IAAABMIEQBAACYQIgCAAAwgRAFAABgAiEKAADABEIUAACACYQoAAAAEwhRAAAAJrh1iGrZsqUGDhzo6jIAAADycOsQBQAA4K6KbYjKzc2V3W53dRkAAKCYcpsQdf78ecXHx8vHx0dhYWGaNGmS0/qzZ88qPj5egYGBKl26tNq2batDhw451s+aNUsBAQFavHixatWqJavVqpSUFGVlZemll15SeHi4rFarqlWrpo8++kjS5aDVs2dPRUREyGazKSoqSpMnT3Yad926dWrYsKG8vb0VEBCgpk2b6sSJE4U/IQAAwK25zRcQDxkyROvXr9fXX3+t0NBQvfzyy9qxY4fq168vSerevbsOHTqkxYsXy8/PTy+99JIefPBB7du3T56enpKkCxcu6M0339SHH36ooKAghYaGKj4+Xlu2bNGUKVNUr149HTt2TL///rskyW63q2LFipo/f76CgoK0efNmPfvsswoLC1Pnzp116dIlderUSb169dK8efOUnZ2t7du3y2KxXPUYsrKylJWV5VhOT08v3EkDAAAu4xYhKjMzUx999JE+++wztWrVSpI0e/ZsVaxYUZIc4WnTpk1q0qSJJGnOnDkKDw/XokWL9Pjjj0uScnJy9N5776levXqSpIMHD+qLL77QqlWr1Lp1a0lS1apVHeN6enpqzJgxjuWIiAht2bJFX3zxhTp37qz09HSlpaWpffv2uuOOOyRJNWvWzPc4EhISnPYHAACKL7e4nHfkyBFlZ2erUaNGjrYyZcooKipKkrR//36VLFnSaX1QUJCioqK0f/9+R5uXl5fq1q3rWN61a5c8PDzUokWLfMd+9913FRMTo5CQEPn4+GjGjBlKSUlx1NC9e3e1adNGHTp00OTJk3Xq1Kl89zVs2DClpaU5PidPnrz5yQAAAEWCW4SogmKz2Zwutdlstmv2T0xM1ODBg9WzZ0+tXLlSu3bt0jPPPKPs7GxHn5kzZ2rLli1q0qSJPv/8c1WvXl1bt2696v6sVqv8/PycPgAAoHhyixB1xx13yNPTU9u2bXO0nT17VgcPHpR0+RLapUuXnNafPn1aBw4cUK1atfLdb506dWS327V+/fqrrr9yebBPnz6Kjo5WtWrVdOTIkTz9oqOjNWzYMG3evFl33nmn5s6da/ZQAQBAMeEWIcrHx0c9e/bUkCFD9N1332nv3r3q3r27SpS4XF5kZKQ6duyoXr16aePGjdq9e7eeeuopVahQQR07dsx3v1WqVFG3bt3Uo0cPLVq0SMeOHdO6dev0xRdfOPb7ww8/aMWKFTp48KBGjBihpKQkx/bHjh3TsGHDtGXLFp04cUIrV67UoUOHrnlfFAAAuD24RYiSpAkTJqh58+bq0KGDWrdurWbNmikmJsaxfubMmYqJiVH79u3VuHFjGYahpUuXOp7My8+0adP02GOPqU+fPqpRo4Z69eql8+fPS5J69+6tRx55RF26dFGjRo10+vRp9enTx7Ft6dKl9dNPP+nRRx9V9erV9eyzz6pv377q3bt34UwCAAAoMiyGYRiuLqK4Sk9Pl7+/v+r1ny4P67XvzwIKUvKEeFeXAABF1pW/32lpade8v9ltzkQBAAAUJYQoAAAAEwhRAAAAJhCiAAAATCBEAQAAmECIAgAAMIEQBQAAYAIhCgAAwISSri7gdrDhta58GTEAAMUMZ6IAAABMIEQBAACYQIgCAAAwgRAFAABgAiEKAADABEIUAACACYQoAAAAE3hP1C1wzyvz5GG1uboM3CaSJ8S7ugQAuC1wJgoAAMAEQhQAAIAJhCgAAAATCFEAAAAmEKIAAABMIEQBAACYQIgCAAAwgRAFAABgAiEqHy1bttTAgQNdXQYAAHBTt32IWrdunSwWi86dO+fqUgAAQBFSrENUdna2q0sAAADFVLEKUS1btlS/fv00cOBABQcHq02bNrJYLNq1a5ejz7lz52SxWLRu3TodP35c9957ryQpMDBQFotF3bt3d/S12+0aOnSoypQpo3Llymn06NG39oAAAIDbKlYhSpJmz54tLy8vbdq0SdOnT79m3/DwcH355ZeSpAMHDujUqVOaPHmy0768vb21bds2jR8/Xq+++qpWrVqV7/6ysrKUnp7u9AEAAMVTsQtRkZGRGj9+vKKiomS1Wq/Z18PDQ2XKlJEkhYaGqly5cvL393esr1u3rkaNGqXIyEjFx8crNjZWa9asyXd/CQkJ8vf3d3zCw8ML5qAAAIDbKXYhKiYmpsD2VbduXaflsLAwpaam5tt/2LBhSktLc3xOnjxZYLUAAAD3UtLVBRQ0b29vx79LlLicEQ3DcLTl5OTc8L48PT2dli0Wi+x2e779rVbrdc9+AQCA4qHYnYn6s5CQEEnSqVOnHG1/vslckry8vCRJubm5t6wuAABQ9BXrEGWz2XT33Xdr3Lhx2r9/v9avX69XXnnFqU/lypVlsVj07bff6rffflNmZqaLqgUAAEVJsQ5RkvTxxx/r0qVLiomJ0cCBA/Xaa685ra9QoYLGjBmjf/7znypbtqz69evnokoBAEBRYjH+fMMQClR6err8/f1Vr/90eVhtri4Ht4nkCfGuLgEAirQrf7/T0tLk5+eXb79ifyYKAACgMBCiAAAATCBEAQAAmECIAgAAMIEQBQAAYAIhCgAAwARCFAAAgAmEKAAAABOK3RcQu6MNr3W95su6AABA0cOZKAAAABMIUQAAACYQogAAAEwgRAEAAJhAiAIAADCBEAUAAGACrzi4Be55ZZ48rDZXl4FiKnlCvKtLAIDbEmeiAAAATCBEAQAAmECIAgAAMIEQBQAAYAIhCgAAwARCFAAAgAmEKAAAABMIUQAAACYQogAAAEy4rUKUxWLRokWLbqjv6NGjVb9+/UKtBwAAFF1FOkStW7dOFotF586du6H+p06dUtu2bQu3KAAAcFu4Lb47Lzs7W15eXipXrpyrSwEAAMWES89EtWzZUv369VO/fv3k7++v4OBgjRgxQoZhSJI+/fRTxcbGytfXV+XKldOTTz6p1NRUSdLx48d17733SpICAwNlsVjUvXt3p/0OHDhQwcHBatOmjaS8l/P+85//qGvXripTpoy8vb0VGxurbdu2XbXWI0eOqGrVqurXr5+jPgAAcPty+eW82bNnq2TJktq+fbsmT56sf/3rX/rwww8lSTk5ORo7dqx2796tRYsW6fjx446gFB4eri+//FKSdODAAZ06dUqTJ0922q+Xl5c2bdqk6dOn5xk3MzNTLVq00M8//6zFixdr9+7dGjp0qOx2e56+P/74o5o1a6Ynn3xS77zzjiwWy1WPJSsrS+np6U4fAABQPLn8cl54eLjeeustWSwWRUVFac+ePXrrrbfUq1cv9ejRw9GvatWqmjJliu666y5lZmbKx8dHZcqUkSSFhoYqICDAab+RkZEaP358vuPOnTtXv/32m5KSkhz7qVatWp5+mzdvVvv27TV8+HC9+OKL1zyWhIQEjRkz5kYPHQAAFGEuPxN19913O53Zady4sQ4dOqTc3FwlJyerQ4cOqlSpknx9fdWiRQtJUkpKynX3GxMTc831u3btUnR0tCNAXU1KSoruu+8+jRw58roBSpKGDRumtLQ0x+fkyZPX3QYAABRNLg9R+fnjjz/Upk0b+fn5ac6cOUpKStLChQslXb5R/Hq8vb2vud5ms113HyEhIWrYsKHmzZt3Q5fmrFar/Pz8nD4AAKB4cnmI+t8bubdu3arIyEj99NNPOn36tMaNG6fmzZurRo0ajpvKr/Dy8pIk5ebm3vS4devW1a5du3TmzJl8+9hsNn377bcqVaqU2rRpo4yMjJseBwAAFE8uD1EpKSkaNGiQDhw4oHnz5mnq1Kl64YUXVKlSJXl5eWnq1Kk6evSoFi9erLFjxzptW7lyZVksFn377bf67bfflJmZecPjdu3aVeXKlVOnTp20adMmHT16VF9++aW2bNni1M/b21tLlixRyZIl1bZt25saAwAAFF8uD1Hx8fG6ePGiGjZsqL59++qFF17Qs88+q5CQEM2aNUvz589XrVq1NG7cOE2cONFp2woVKmjMmDH65z//qbJly6pfv343PK6Xl5dWrlyp0NBQPfjgg6pTp47GjRsnDw+PPH19fHy0bNkyGYahdu3a6fz583/5uAEAQNFmMVz40qOWLVuqfv36evvtt11VQqFKT0+Xv7+/6vWfLg/r9e/BAsxInhDv6hIAoFi58vc7LS3tmvc3u/xMFAAAQFFEiAIAADDBpS/bXLdunSuHBwAAMI0zUQAAACYQogAAAEwgRAEAAJhAiAIAADCBEAUAAGCCS5/Ou11seK0rX0YMAEAxw5koAAAAEwhRAAAAJhCiAAAATCBEAQAAmECIAgAAMIEQBQAAYAKvOLgF7nllnjysNleXgWIqeUK8q0sAgNsSZ6IAAABMIEQBAACYQIgCAAAwgRAFAABgAiEKAADABEIUAACACYQoAAAAEwhRAAAAJhCiAAAATCBE5aN79+7q1KmTq8sAAABuihAFAABgwm0XonJyclxdAgAAKAaKRIhasGCB6tSpI5vNpqCgILVu3Vrnz59XUlKS7rvvPgUHB8vf318tWrTQjh07nLa1WCyaNm2aHnroIXl7e+v1119Xbm6uevbsqYiICNlsNkVFRWny5MlXHXvixIkKCwtTUFCQ+vbtSwgDAACSpJKuLuB6Tp06pa5du2r8+PF6+OGHlZGRoe+//16GYSgjI0PdunXT1KlTZRiGJk2apAcffFCHDh2Sr6+vYx+jR4/WuHHj9Pbbb6tkyZKy2+2qWLGi5s+fr6CgIG3evFnPPvuswsLC1LlzZ8d2a9euVVhYmNauXavDhw+rS5cuql+/vnr16nXVWrOyspSVleVYTk9PL7yJAQAALmUxDMNwdRHXsmPHDsXExOj48eOqXLnyNfva7XYFBARo7ty5at++vaTLZ6IGDhyot95665rb9uvXT7/88osWLFgg6fKN5evWrdORI0fk4eEhSercubNKlCihxMTEq+5j9OjRGjNmTJ72ev2ny8Nqu+6xAmYkT4h3dQkAUKykp6fL399faWlp8vPzy7ef21/Oq1evnlq1aqU6dero8ccf1wcffKCzZ89Kkn799Vf16tVLkZGR8vf3l5+fnzIzM5WSkuK0j9jY2Dz7fffddxUTE6OQkBD5+PhoxowZebarXbu2I0BJUlhYmFJTU/OtddiwYUpLS3N8Tp48+VcOHQAAuDG3D1EeHh5atWqVli1bplq1amnq1KmKiorSsWPH1K1bN+3atUuTJ0/W5s2btWvXLgUFBSk7O9tpH97e3k7LiYmJGjx4sHr27KmVK1dq165deuaZZ/Js5+np6bRssVhkt9vzrdVqtcrPz8/pAwAAiie3vydKuhxemjZtqqZNm2rkyJGqXLmyFi5cqE2bNum9997Tgw8+KEk6efKkfv/99+vub9OmTWrSpIn69OnjaDty5Eih1Q8AAIoftw9R27Zt05o1a3T//fcrNDRU27Zt02+//aaaNWsqMjJSn376qWJjY5Wenq4hQ4bIZrv+vUeRkZH65JNPtGLFCkVEROjTTz9VUlKSIiIibsERAQCA4sDtL+f5+flpw4YNevDBB1W9enW98sormjRpktq2bauPPvpIZ8+eVYMGDfT0009rwIABCg0Nve4+e/furUceeURdunRRo0aNdPr0aaezUgAAANfj9k/nFWVX7u7n6TwUJp7OA4CCVWyezgMAAHBHhCgAAAATCFEAAAAmEKIAAABMIEQBAACYQIgCAAAwgRAFAABgAiEKAADABLf/2pfiYMNrXfkyYgAAihnORAEAAJhAiAIAADCBy3mF6MrXEqanp7u4EgAAcKOu/N2+3tcLE6IK0enTpyVJ4eHhLq4EAADcrIyMDPn7++e7nhBViMqUKSNJSklJueZ/BFyWnp6u8PBwnTx5khvxbwDzdXOYr5vDfN0c5uvmuPt8GYahjIwMlS9f/pr9CFGFqESJy7ec+fv7u+UPibvy8/Njvm4C83VzmK+bw3zdHObr5rjzfN3IyQ9uLAcAADCBEAUAAGACIaoQWa1WjRo1Slar1dWlFAnM181hvm4O83VzmK+bw3zdnOIyXxbjes/vAQAAIA/ORAEAAJhAiAIAADCBEAUAAGACIQoAAMAEQlQheffdd1WlShWVKlVKjRo10vbt211dUoHbsGGDOnTooPLly8tisWjRokVO6w3D0MiRIxUWFiabzabWrVvr0KFDTn3OnDmjuLg4+fn5KSAgQD179lRmZqZTnx9//FHNmzdXqVKlFB4ervHjx+epZf78+apRo4ZKlSqlOnXqaOnSpQV+vH9VQkKC7rrrLvn6+io0NFSdOnXSgQMHnPr88ccf6tu3r4KCguTj46NHH31Uv/76q1OflJQUtWvXTqVLl1ZoaKiGDBmiS5cuOfVZt26dGjRoIKvVqmrVqmnWrFl56nH3n9Fp06apbt26jpfxNW7cWMuWLXOsZ66ubdy4cbJYLBo4cKCjjTn7P6NHj5bFYnH61KhRw7Geucrr559/1lNPPaWgoCDZbDbVqVNHP/zwg2P9bfk730CBS0xMNLy8vIyPP/7Y+Pe//2306tXLCAgIMH799VdXl1agli5dagwfPtz46quvDEnGwoULndaPGzfO8Pf3NxYtWmTs3r3beOihh4yIiAjj4sWLjj4PPPCAUa9ePWPr1q3G999/b1SrVs3o2rWrY31aWppRtmxZIy4uzti7d68xb948w2azGe+//76jz6ZNmwwPDw9j/Pjxxr59+4xXXnnF8PT0NPbs2VPoc3Az2rRpY8ycOdPYu3evsWvXLuPBBx80KlWqZGRmZjr6PPfcc0Z4eLixZs0a44cffjDuvvtuo0mTJo71ly5dMu68806jdevWxs6dO42lS5cawcHBxrBhwxx9jh49apQuXdoYNGiQsW/fPmPq1KmGh4eHsXz5ckefovAzunjxYmPJkiXGwYMHjQMHDhgvv/yy4enpaezdu9cwDObqWrZv325UqVLFqFu3rvHCCy842pmz/zNq1Cijdu3axqlTpxyf3377zbGeuXJ25swZo3Llykb37t2Nbdu2GUePHjVWrFhhHD582NHndvydT4gqBA0bNjT69u3rWM7NzTXKly9vJCQkuLCqwvW/IcputxvlypUzJkyY4Gg7d+6cYbVajXnz5hmGYRj79u0zJBlJSUmOPsuWLTMsFovx888/G4ZhGO+9954RGBhoZGVlOfq89NJLRlRUlGO5c+fORrt27ZzqadSokdG7d+8CPcaClpqaakgy1q9fbxjG5fnx9PQ05s+f7+izf/9+Q5KxZcsWwzAuB9cSJUoYv/zyi6PPtGnTDD8/P8ccDR061Khdu7bTWF26dDHatGnjWC6qP6OBgYHGhx9+yFxdQ0ZGhhEZGWmsWrXKaNGihSNEMWfORo0aZdSrV++q65irvF566SWjWbNm+a6/XX/nczmvgGVnZys5OVmtW7d2tJUoUUKtW7fWli1bXFjZrXXs2DH98ssvTvPg7++vRo0aOeZhy5YtCggIUGxsrKNP69atVaJECW3bts3R55577pGXl5ejT5s2bXTgwAGdPXvW0efP41zp4+7znZaWJun/vqg6OTlZOTk5TsdSo0YNVapUyWnO6tSpo7Jlyzr6tGnTRunp6fr3v//t6HOt+SiKP6O5ublKTEzU+fPn1bhxY+bqGvr27at27drlOS7mLK9Dhw6pfPnyqlq1quLi4pSSkiKJubqaxYsXKzY2Vo8//rhCQ0MVHR2tDz74wLH+dv2dT4gqYL///rtyc3Od/oclSWXLltUvv/zioqpuvSvHeq15+OWXXxQaGuq0vmTJkipTpoxTn6vt489j5NfHnefbbrdr4MCBatq0qe68805Jl4/Dy8tLAQEBTn3/d87Mzkd6erouXrxYpH5G9+zZIx8fH1mtVj333HNauHChatWqxVzlIzExUTt27FBCQkKedcyZs0aNGmnWrFlavny5pk2bpmPHjql58+bKyMhgrq7i6NGjmjZtmiIjI7VixQo9//zzGjBggGbPni3p9v2dX/KWjwhAffv21d69e7Vx40ZXl+LWoqKitGvXLqWlpWnBggXq1q2b1q9f7+qy3NLJkyf1wgsvaNWqVSpVqpSry3F7bdu2dfy7bt26atSokSpXrqwvvvhCNpvNhZW5J7vdrtjYWL3xxhuSpOjoaO3du1fTp09Xt27dXFyd63AmqoAFBwfLw8Mjz1Mcv/76q8qVK+eiqm69K8d6rXkoV66cUlNTndZfunRJZ86ccepztX38eYz8+rjrfPfr10/ffvut1q5dq4oVKzray5Urp+zsbJ07d86p///Omdn58PPzk81mK1I/o15eXqpWrZpiYmKUkJCgevXqafLkyczVVSQnJys1NVUNGjRQyZIlVbJkSa1fv15TpkxRyZIlVbZsWebsGgICAlS9enUdPnyYn6+rCAsLU61atZzaatas6bgEerv+zidEFTAvLy/FxMRozZo1jja73a41a9aocePGLqzs1oqIiFC5cuWc5iE9PV3btm1zzEPjxo117tw5JScnO/p89913stvtatSokaPPhg0blJOT4+izatUqRUVFKTAw0NHnz+Nc6eNu820Yhvr166eFCxfqu+++U0REhNP6mJgYeXp6Oh3LgQMHlJKS4jRne/bscfpFtGrVKvn5+Tl+wV1vPoryz6jdbldWVhZzdRWtWrXSnj17tGvXLscnNjZWcXFxjn8zZ/nLzMzUkSNHFBYWxs/XVTRt2jTPK1kOHjyoypUrS7qNf+ff8lvZbwOJiYmG1Wo1Zs2aZezbt8949tlnjYCAAKenOIqDjIwMY+fOncbOnTsNSca//vUvY+fOncaJEycMw7j8uGtAQIDx9ddfGz/++KPRsWPHqz7uGh0dbWzbts3YuHGjERkZ6fS467lz54yyZcsaTz/9tLF3714jMTHRKF26dJ7HXUuWLGlMnDjR2L9/vzFq1Ci3fMXB888/b/j7+xvr1q1zeqz6woULjj7PPfecUalSJeO7774zfvjhB6Nx48ZG48aNHeuvPFZ9//33G7t27TKWL19uhISEXPWx6iFDhhj79+833n333as+Vu3uP6P//Oc/jfXr1xvHjh0zfvzxR+Of//ynYbFYjJUrVxqGwVzdiD8/nWcYzNmfvfjii8a6deuMY8eOGZs2bTJat25tBAcHG6mpqYZhMFf/a/v27UbJkiWN119/3Th06JAxZ84co3Tp0sZnn33m6HM7/s4nRBWSqVOnGpUqVTK8vLyMhg0bGlu3bnV1SQVu7dq1hqQ8n27duhmGcfmR1xEjRhhly5Y1rFar0apVK+PAgQNO+zh9+rTRtWtXw8fHx/Dz8zOeeeYZIyMjw6nP7t27jWbNmhlWq9WoUKGCMW7cuDy1fPHFF0b16tUNLy8vo3bt2saSJUsK7bjNutpcSTJmzpzp6HPx4kWjT58+RmBgoFG6dGnj4YcfNk6dOuW0n+PHjxtt27Y1bDabERwcbLz44otGTk6OU5+1a9ca9evXN7y8vIyqVas6jXGFu/+M9ujRw6hcubLh5eVlhISEGK1atXIEKMNgrm7E/4Yo5uz/dOnSxQgLCzO8vLyMChUqGF26dHF65xFzldc333xj3HnnnYbVajVq1KhhzJgxw2n97fg732IYhnHrz38BAAAUbdwTBQAAYAIhCgAAwARCFAAAgAmEKAAAABMIUQAAACYQogAAAEwgRAEAAJhAiAIAADCBEAUAt9jx48dlsVi0a9cuV5cC4C8gRAEAAJhAiAJw27Hb7Ro/fryqVasmq9WqSpUq6fXXX5ck7dmzR3/7299ks9kUFBSkZ599VpmZmY5tW7ZsqYEDBzrtr1OnTurevbtjuUqVKnrjjTfUo0cP+fr6qlKlSpoxY4ZjfUREhCQpOjpaFotFLVu2LLRjBVB4CFEAbjvDhg3TuHHjNGLECO3bt09z585V2bJldf78ebVp00aBgYFKSkrS/PnztXr1avXr1++mx5g0aZJiY2O1c+dO9enTR88//7wOHDggSdq+fbskafXq1Tp16pS++uqrAj0+ALdGSVcXAAC3UkZGhiZPnqx33nlH3bp1kyTdcccdatasmT744AP98ccf+uSTT+Tt7S1Jeuedd9ShQwe9+eabKlu27A2P8+CDD6pPnz6SpJdeeklvvfWW1q5dq6ioKIWEhEiSgoKCVK5cuQI+QgC3CmeiANxW9u/fr6ysLLVq1eqq6+rVq+cIUJLUtGlT2e12x1mkG1W3bl3Hvy0Wi8qVK6fU1FTzhQNwO4QoALcVm832l7YvUaKEDMNwasvJycnTz9PT02nZYrHIbrf/pbEBuBdCFIDbSmRkpGw2m9asWZNnXc2aNbV7926dP3/e0bZp0yaVKFFCUVFRkqSQkBCdOnXKsT43N1d79+69qRq8vLwc2wIoughRAG4rpUqV0ksvvaShQ4fqk08+0ZEjR7R161Z99NFHiouLU6lSpdStWzft3btXa9euVf/+/fX000877of629/+piVLlmjJkiX66aef9Pzzz+vcuXM3VUNoaKhsNpuWL1+uX3/9VWlpaYVwpAAKGyEKwG1nxIgRevHFFzVy5EjVrFlTXbp0UWpqqkqXLq0VK1bozJkzuuuuu/TYY4+pVatWeueddxzb9ujRQ926dVN8fLxatGihqlWr6t57772p8UuWLKkpU6bo/fffV/ny5dWxY8eCPkQAt4DF+N+L+wAAALguzkQBAACYQIgCAAAwgRAFAABgAiEKAADABEIUAACACYQoAAAAEwhRAAAAJhCiAAAATCBEAQAAmECIAgAAMIEQBQAAYAIhCgAAwIT/B9BHiVClo1oZAAAAAElFTkSuQmCC", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Simple distribution of first names (display of the 10 most popular first names)\n", "sns.countplot(y=df['first_name'], order=df['first_name'].value_counts().iloc[:10].index)\n", "plt.title(\"Top 10 first names\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "76979895", "metadata": { "ExecuteTime": { "end_time": "2025-07-03T10:14:13.209239Z", "start_time": "2025-07-03T10:14:12.462839Z" } }, "outputs": [ { "data": { "text/html": [ "
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FIrst namequantity
0jean62175
1joseph26696
2esther24647
3marie23449
4grace21000
5david20926
6dorcas20847
7ruth20645
8patrick20213
9sarah20195
\n", "
" ], "text/plain": [ " FIrst name quantity\n", "0 jean 62175\n", "1 joseph 26696\n", "2 esther 24647\n", "3 marie 23449\n", "4 grace 21000\n", "5 david 20926\n", "6 dorcas 20847\n", "7 ruth 20645\n", "8 patrick 20213\n", "9 sarah 20195" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "firstnames = df['first_name'].value_counts()\n", "df_firstnames = firstnames.reset_index()\n", "df_firstnames.columns = ['FIrst name', 'quantity']\n", "df_firstnames.head(10)" ] }, { "cell_type": "code", "execution_count": null, "id": "5022f136-3174-406d-acf0-dee379969213", "metadata": { "ExecuteTime": { "end_time": "2025-07-03T10:14:20.920229Z", "start_time": "2025-07-03T10:14:18.776729Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ">> Total number of first names registered : 3406845\n", ">> Number of all-male first names : 111226\n", ">> Number of all-female first names : 61389\n", ">> Number of all-neutral first names : 26694\n" ] } ], "source": [ "# Total number of distinct first names\n", "total_firstnames = df['first_name'].notna().sum()\n", "print(f\">> Total number of first names registered : {total_firstnames}\")\n", "\n", "# categorization of first names\n", "firstnames_by_sex = df.groupby(['first_name', 'sex']).size().unstack(fill_value=0)\n", "male_firstnames = firstnames_by_sex[(firstnames_by_sex['M'] > 0) & (firstnames_by_sex['F'] == 0)]\n", "print(f\">> Number of all-male first names : {len(male_firstnames)}\")\n", "female_firstnames = firstnames_by_sex[(firstnames_by_sex['F'] > 0) & (firstnames_by_sex['M'] == 0)]\n", "print(f\">> Number of all-female first names : {len(female_firstnames)}\")\n", "neutral_firstnames = firstnames_by_sex[(firstnames_by_sex['M'] > 0) & (firstnames_by_sex['F'] > 0)]\n", "print(f\">> Number of all-neutral first names : {len(neutral_firstnames)}\")\n" ] }, { "cell_type": "code", "execution_count": null, "id": "cfeec858-ad7e-4173-9262-a7d6e08a31d9", "metadata": { "ExecuteTime": { "end_time": "2025-07-03T10:14:25.256143Z", "start_time": "2025-07-03T10:14:25.149415Z" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# data for graphic interpretation \n", "labels = ['Male', 'Female', 'Neutral']\n", "values = [len(male_firstnames), len(female_firstnames), len(neutral_firstnames)]\n", "\n", "# circular\n", "plt.figure(figsize=(6,6))\n", "plt.pie(values, labels=labels, autopct='%1.1f%%', startangle=140, colors=['skyblue', 'lightgreen', 'lightgray'])\n", "plt.title(\"Distribution of first names by sex\")\n", "plt.axis('equal')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "f94818e6-7c91-4f33-8070-0ec2cb8c0063", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Histogram\n", "plt.figure(figsize=(6,4))\n", "plt.bar(labels, values, color=['skyblue', 'lightpink', 'lightgray'])\n", "plt.title(\"Distribution of first names by sex\")\n", "plt.ylabel(\"Number of first names\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "66e7aa9c-34ee-4a3b-aa6e-806eee980df4", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ ">> Number of distinct regions: 12\n", "Number of unique first names per region\n" ] }, { "data": { "text/html": [ "
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RegionUnique first names
0KINSHASA75661
1BANDUNDU43387
2KATANGA38156
3AUTRES31683
4NORD-KIVU27356
5EQUATEUR25480
6BAS-CONGO24206
7SUD-KIVU23928
8PROVINCE-ORIENTALE18436
9KASAÏ-ORIENTAL15961
10KASAÏ-OCCIDENTAL12386
11MANIEMA11992
\n", "
" ], "text/plain": [ " Region Unique first names\n", "0 KINSHASA 75661\n", "1 BANDUNDU 43387\n", "2 KATANGA 38156\n", "3 AUTRES 31683\n", "4 NORD-KIVU 27356\n", "5 EQUATEUR 25480\n", "6 BAS-CONGO 24206\n", "7 SUD-KIVU 23928\n", "8 PROVINCE-ORIENTALE 18436\n", "9 KASAÏ-ORIENTAL 15961\n", "10 KASAÏ-OCCIDENTAL 12386\n", "11 MANIEMA 11992" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Count of unique first names per region (province)\n", "distinct_regions = df['legacy_province'].nunique()\n", "print(f\">> Number of distinct regions: {distinct_regions}\")\n", "firstnames_by_region = df.groupby('legacy_province')['first_name'].nunique().sort_values(ascending=False)\n", "\n", "print(\"Number of unique first names per region\")\n", "df_firstnames_region = firstnames_by_region.reset_index()\n", "df_firstnames_region.columns = ['Region', 'Unique first names']\n", "df_firstnames_region.head(12)\n" ] }, { "cell_type": "code", "execution_count": null, "id": "b4a18bad-bd59-4909-81ac-705767675dd8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AUTRES\n", " jean 3633\n", " patrick 2204\n", " tresor 1967\n", "\n", "BANDUNDU\n", " jean 4948\n", " joel 1583\n", " dieu 1219\n", "\n", "BAS-CONGO\n", " jean 3381\n", " joseph 2093\n", " marie 1806\n", "\n", "EQUATEUR\n", " jean 8195\n", " joseph 3095\n", " marie 2322\n", "\n", "KASAÏ-OCCIDENTAL\n", " jean 10392\n", " andre 4787\n", " marie 3591\n", "\n", "KASAÏ-ORIENTAL\n", " jean 14209\n", " joseph 5194\n", " marie 4774\n", "\n", "KATANGA\n", " jean 5307\n", " ruth 3190\n", " esther 3019\n", "\n", "KINSHASA\n", " ruth 9829\n", " dorcas 9802\n", " sarah 9699\n", "\n", "MANIEMA\n", " jean 1200\n", " joseph 649\n", " marie 530\n", "\n", "NORD-KIVU\n", " justin 3301\n", " grace 2996\n", " moise 2790\n", "\n", "PROVINCE-ORIENTALE\n", " jean 4450\n", " joseph 2755\n", " moise 2566\n", "\n", "SUD-KIVU\n", " justin 2245\n", " christian 1836\n", " jean 1765\n", "\n" ] } ], "source": [ "# top 3 most popular first names by region\n", "grouped = df.groupby(['legacy_province', 'first_name']).size().reset_index(name='count')\n", "grouped = grouped.sort_values(['legacy_province', 'count'], ascending=[True, False])\n", "top3_by_region = grouped.groupby('legacy_province').head(3)\n", "\n", "for province, group in top3_by_region.groupby('legacy_province'):\n", " print(f\"{province.upper()}\")\n", " for _, row in group.iterrows():\n", " print(f\" {row['first_name']:<15} {row['count']}\")\n", " print()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "18744cca-72f1-4830-affc-e64af824225a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AUTRES - F\n", " gracia 1259\n", " marie 1034\n", " sarah 893\n", "\n", "AUTRES - M\n", " jean 3623\n", " patrick 2191\n", " tresor 1950\n", "\n", "BANDUNDU - F\n", " marie 1127\n", " ruth 1059\n", " esther 1053\n", "\n", "BANDUNDU - M\n", " jean 4919\n", " joel 1539\n", " dieu 1199\n", "\n", "BAS-CONGO - F\n", " marie 1790\n", " dorcas 1378\n", " esther 1166\n", "\n", "BAS-CONGO - M\n", " jean 3370\n", " joseph 2085\n", " andre 1170\n", "\n", "EQUATEUR - F\n", " marie 2278\n", " esther 1807\n", " ruth 1371\n", "\n", "EQUATEUR - M\n", " jean 8162\n", " joseph 3083\n", " jeremie 2243\n", "\n", "KASAÏ-OCCIDENTAL - F\n", " marie 3518\n", " therese 1594\n", " esther 1456\n", "\n", "KASAÏ-OCCIDENTAL - M\n", " jean 10376\n", " andre 4782\n", " francois 3332\n", "\n", "KASAÏ-ORIENTAL - F\n", " marie 4713\n", " therese 2506\n", " rachel 1599\n", "\n", "KASAÏ-ORIENTAL - M\n", " jean 14182\n", " joseph 5180\n", " andre 4472\n", "\n", "KATANGA - F\n", " ruth 3176\n", " esther 3006\n", " sarah 2890\n", "\n", "KATANGA - M\n", " jean 5288\n", " daniel 2683\n", " gloire 2676\n", "\n", "KINSHASA - F\n", " ruth 9762\n", " dorcas 9738\n", " sarah 9629\n", "\n", "KINSHASA - M\n", " jonathan 8578\n", " christian 7775\n", " exauce 5838\n", "\n", "MANIEMA - F\n", " marie 497\n", " esther 218\n", " jeanne 216\n", "\n", "MANIEMA - M\n", " jean 1198\n", " joseph 646\n", " pierre 434\n", "\n", "NORD-KIVU - F\n", " esther 2682\n", " rachel 2384\n", " neema 1764\n", "\n", "NORD-KIVU - M\n", " justin 3255\n", " moise 2777\n", " jean 2098\n", "\n", "PROVINCE-ORIENTALE - F\n", " esther 2384\n", " marie 1963\n", " sarah 1401\n", "\n", "PROVINCE-ORIENTALE - M\n", " jean 4433\n", " joseph 2736\n", " moise 2557\n", "\n", "SUD-KIVU - F\n", " esther 1174\n", " francine 906\n", " esperance 839\n", "\n", "SUD-KIVU - M\n", " justin 2206\n", " christian 1818\n", " jean 1751\n", "\n" ] } ], "source": [ "#Group by region, gender and first name, then count\n", "def determine_sex_category(row):\n", " if row['first_name'] in neutral_firstnames:\n", " return 'Neutral'\n", " return row['sex']\n", "\n", "df['sex_category'] = df.apply(determine_sex_category, axis=1)\n", "\n", "# Groupement\n", "grouped = df.groupby(['legacy_province', 'sex_category', 'first_name']).size().reset_index(name='count')\n", "grouped = grouped.sort_values(['legacy_province', 'sex_category', 'count'], ascending=[True, True, False])\n", "top3_by_region_sex = grouped.groupby(['legacy_province', 'sex_category']).head(3)\n", "\n", "for (province, sex), group in top3_by_region_sex.groupby(['legacy_province', 'sex_category']):\n", " print(f\"{province.upper()} - {sex}\")\n", " for _, row in group.iterrows():\n", " print(f\" {row['first_name']:<15} {row['count']}\")\n", " print()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "abbaa917-a6ba-45e7-b84d-d27bc104485b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Top 10 surnames for sex: F\n", " KAVIRA 23005\n", " KAVUGHO 13653\n", " KAHINDO 13585\n", " NTUMBA 11523\n", " ILUNGA 10886\n", " MBUYI 10589\n", " NGALULA 10534\n", " MASIKA 10332\n", " MUJINGA 10100\n", " KAPINGA 9892\n", "\n", "Top 10 surnames for sex: M\n", " ILUNGA 30812\n", " KAMBALE 23357\n", " NGOY 21073\n", " KASONGO 20690\n", " KASEREKA 16116\n", " MUHINDO 14460\n", " KAZADI 12195\n", " MUTOMBO 11589\n", " KAKULE 11505\n", " MUMBERE 11196\n", "\n" ] } ], "source": [ "# Grouping surnames by sex\n", "surnames_by_sex = df.groupby(['surname', 'sex']).size().reset_index(name='count')\n", "surnames_by_sex = surnames_by_sex.sort_values(['sex', 'count'], ascending=[True, False])\n", "top10_per_sex = surnames_by_sex.groupby('sex').head(10)\n", "\n", "for sex, group in top10_per_sex.groupby('sex'):\n", " print(f\"Top 10 surnames for sex: {sex}\")\n", " for _, row in group.iterrows():\n", " print(f\" {row['surname']:<15} {row['count']}\")\n", " print()\n", "\n" ] }, { "cell_type": "code", "execution_count": null, "id": "5823f6ff-b4bb-44df-803c-724bf244e885", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AUTRES\n", " ilunga 7203\n", " ngoy 5876\n", " kasongo 4399\n", "\n", "BANDUNDU\n", " mbo 3490\n", " mpia 2413\n", " mputu 1778\n", "\n", "BAS-CONGO\n", " nzuzi 3843\n", " nlandu 3299\n", " matondo 2806\n", "\n", "EQUATEUR\n", " mboyo 1681\n", " lokuli 907\n", " bolumbu 816\n", "\n", "KASAÏ-OCCIDENTAL\n", " ntumba 5003\n", " mbuyi 4117\n", " ngalamulume 2815\n", "\n", "KASAÏ-ORIENTAL\n", " ngoyi 7915\n", " ilunga 5231\n", " mbuyi 4727\n", "\n", "KATANGA\n", " ilunga 16056\n", " ngoy 13447\n", " kasongo 9844\n", "\n", "KINSHASA\n", " ntumba 4751\n", " nsimba 4475\n", " matondo 4389\n", "\n", "MANIEMA\n", " amisi 966\n", " ramazani 844\n", " assani 598\n", "\n", "NORD-KIVU\n", " kambale 17268\n", " kavira 17028\n", " kasereka 11985\n", "\n", "PROVINCE-ORIENTALE\n", " bahati 1076\n", " baraka 874\n", " kambale 853\n", "\n", "SUD-KIVU\n", " bahati 2363\n", " furaha 1971\n", " mugisho 1889\n", "\n" ] } ], "source": [ "# Grouping surnames by region\n", "surnames_by_region = df.groupby(['legacy_province', 'surname']).size().reset_index(name='count')\n", "surnames_by_region = surnames_by_region.sort_values(['legacy_province', 'count'], ascending=[True, False])\n", "top3_surnames_per_region = surnames_by_region.groupby('legacy_province').head(3)\n", "\n", "for province, group in top3_surnames_per_region.groupby('legacy_province'):\n", " print(f\"{province.upper()}\")\n", " for _, row in group.iterrows():\n", " print(f\" {row['surname']:<15} {row['count']}\")\n", " print()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "a15ba0c5-9a4f-4876-93ac-5f4a5a5d50ba", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AUTRES - F\n", " ilunga 1760\n", " ngoy 992\n", " ngoie 963\n", "\n", "AUTRES - M\n", " ilunga 5443\n", " ngoy 4884\n", " kasongo 3438\n", "\n", "BANDUNDU - F\n", " mbo 1209\n", " mpia 876\n", " mputu 658\n", "\n", "BANDUNDU - M\n", " mbo 2281\n", " mpia 1537\n", " mputu 1120\n", "\n", "BAS-CONGO - F\n", " nzuzi 2054\n", " nlandu 1530\n", " tsimba 1464\n", "\n", "BAS-CONGO - M\n", " nzuzi 1789\n", " nlandu 1769\n", " ngoma 1674\n", "\n", "EQUATEUR - F\n", " mboyo 796\n", " bolumbu 633\n", " amba 466\n", "\n", "EQUATEUR - M\n", " mboyo 885\n", " lokuli 720\n", " lokwa 461\n", "\n", "KASAÏ-OCCIDENTAL - F\n", " ngalula 2629\n", " kapinga 1597\n", " ntumba 1537\n", "\n", "KASAÏ-OCCIDENTAL - M\n", " ntumba 3466\n", " ngalamulume 2803\n", " mbuyi 2669\n", "\n", "KASAÏ-ORIENTAL - F\n", " ntumba 2074\n", " mbuyi 2023\n", " ngoyi 1706\n", "\n", "KASAÏ-ORIENTAL - M\n", " ngoyi 6209\n", " ilunga 4749\n", " kazadi 3882\n", "\n", "KATANGA - F\n", " ilunga 5384\n", " ngoy 3642\n", " kasongo 2901\n", "\n", "KATANGA - M\n", " ilunga 10672\n", " ngoy 9805\n", " kasongo 6943\n", "\n", "KINSHASA - F\n", " ntumba 3251\n", " ngalula 2833\n", " kapinga 2665\n", "\n", "KINSHASA - M\n", " ilunga 2041\n", " nsimba 1852\n", " matondo 1836\n", "\n", "MANIEMA - F\n", " fatuma 206\n", " feza 185\n", " mangaza 142\n", "\n", "MANIEMA - M\n", " amisi 831\n", " ramazani 720\n", " assani 513\n", "\n", "NORD-KIVU - F\n", " kavira 16972\n", " kavugho 10367\n", " kahindo 10028\n", "\n", "NORD-KIVU - M\n", " kambale 17226\n", " kasereka 11943\n", " muhindo 10528\n", "\n", "PROVINCE-ORIENTALE - F\n", " kavira 819\n", " mave 671\n", " sifa 568\n", "\n", "PROVINCE-ORIENTALE - M\n", " bahati 867\n", " kambale 844\n", " baraka 843\n", "\n", "SUD-KIVU - F\n", " furaha 1924\n", " neema 1831\n", " nabintu 1563\n", "\n", "SUD-KIVU - M\n", " mugisho 1864\n", " bahati 1766\n", " murhula 1697\n", "\n" ] } ], "source": [ "# Grouping surnames by region and sex\n", "grouped = df.groupby(['legacy_province', 'sex', 'surname']).size().reset_index(name='count')\n", "grouped = grouped.sort_values(['legacy_province', 'sex', 'count'], ascending=[True, True, False])\n", "top3_surnames_by_region_sex = grouped.groupby(['legacy_province', 'sex']).head(3)\n", "\n", "for (province, sex), group in top3_surnames_by_region_sex.groupby(['legacy_province', 'sex']):\n", " print(f\"{province.upper()} - {sex}\")\n", " for _, row in group.iterrows():\n", " print(f\" {row['surname']:<15} {row['count']}\")\n", " print()" ] }, { "cell_type": "code", "execution_count": null, "id": "0c216ab9-6db0-4b15-82c0-a5f3f0dc641f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AUTRES → ilunga (5443 M / 1760 F) - Total: 7203\n", "BANDUNDU → mbo (2281 M / 1209 F) - Total: 3490\n", "BAS-CONGO → nzuzi (1789 M / 2054 F) - Total: 3843\n", "EQUATEUR → mboyo (885 M / 796 F) - Total: 1681\n", "KASAÏ-OCCIDENTAL → ntumba (3466 M / 1537 F) - Total: 5003\n", "KASAÏ-ORIENTAL → ngoyi (6209 M / 1706 F) - Total: 7915\n", "KATANGA → ilunga (10672 M / 5384 F) - Total: 16056\n", "KINSHASA → ntumba (1500 M / 3251 F) - Total: 4751\n", "MANIEMA → amisi (831 M / 135 F) - Total: 966\n", "NORD-KIVU → kambale (17226 M / 42 F) - Total: 17268\n", "PROVINCE-ORIENTALE → bahati (867 M / 209 F) - Total: 1076\n", "SUD-KIVU → bahati (1766 M / 597 F) - Total: 2363\n" ] } ], "source": [ "# Find surnames common to both sexes per region - the most popular per region\n", "\n", "common_surnames = df.groupby(['legacy_province', 'surname', 'sex']).size().unstack(fill_value=0)\n", "common_surnames = common_surnames[(common_surnames.get('M', 0) > 0) & (common_surnames.get('F', 0) > 0)]\n", "common_surnames['total'] = common_surnames['M'] + common_surnames['F']\n", "common_surnames = common_surnames.reset_index()\n", "top_common_surnames = common_surnames.sort_values(['legacy_province', 'total'], ascending=[True, False])\n", "top_common_surnames = top_common_surnames.groupby('legacy_province').first().reset_index()\n", "\n", "for _, row in top_common_surnames.iterrows():\n", " print(f\"{row['legacy_province'].upper()} → {row['surname']} ({row['M']} M / {row['F']} F) - Total: {row['total']}\")" ] }, { "cell_type": "code", "execution_count": null, "id": "497dd072-b4ee-4b2a-8887-db7543969855", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Top 10 middle names for sex: F\n", " ILUNGA 11073\n", " KASONGO 8279\n", " KAZADI 6638\n", " NGOY 6436\n", " NTUMBA 6234\n", " MUTOMBO 5969\n", " KABEYA 4706\n", " MUKENDI 4655\n", " MATONDO 4530\n", " NGOYI 4443\n", "\n", "Top 10 middle names for sex: M\n", " ILUNGA 18933\n", " KASONGO 14274\n", " NGOY 13313\n", " MUTOMBO 11146\n", " KAZADI 11076\n", " NTUMBA 9278\n", " NGOYI 9194\n", " KABEYA 8029\n", " MUKENDI 7967\n", " KALALA 7769\n", "\n" ] } ], "source": [ "# Grouping middle names by sex\n", "middlenames_by_sex = df.groupby(['middle_name', 'sex']).size().reset_index(name='count')\n", "middlenames_by_sex = middlenames_by_sex.sort_values(['sex', 'count'], ascending=[True, False])\n", "top10_middlenames_per_sex = middlenames_by_sex.groupby('sex').head(10)\n", "\n", "for sex, group in top10_middlenames_per_sex.groupby('sex'):\n", " print(f\"Top 10 middle names for sex: {sex}\")\n", " for _, row in group.iterrows():\n", " print(f\" {row['middle_name']:<15} {row['count']}\")\n", " print()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "78253678-8bcd-4c29-9412-b0b4a5d5268c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AUTRES\n", " ngoy 3646\n", " ilunga 3591\n", " kasongo 2761\n", "\n", "BANDUNDU\n", " moke 3243\n", " mbo 1634\n", " mpia 1444\n", "\n", "BAS-CONGO\n", " ngoma 3570\n", " nlandu 2066\n", " khonde 1787\n", "\n", "EQUATEUR\n", " mboyo 1226\n", " lokuli 1071\n", " nkoy 724\n", "\n", "KASAÏ-OCCIDENTAL\n", " ntumba 4552\n", " muamba 2830\n", " ngalamulume 2329\n", "\n", "KASAÏ-ORIENTAL\n", " ngoyi 8302\n", " ilunga 6402\n", " kazadi 5260\n", "\n", "KATANGA\n", " ilunga 8185\n", " ngoy 8108\n", " kasongo 6136\n", "\n", "KINSHASA\n", " matondo 3989\n", " ntumba 3289\n", " ilunga 3232\n", "\n", "MANIEMA\n", " ramazani 835\n", " amisi 625\n", " shabani 525\n", "\n", "NORD-KIVU\n", " tsongo 1678\n", " bahati 1212\n", " mahamba 946\n", "\n", "PROVINCE-ORIENTALE\n", " ramazani 549\n", " bahati 476\n", " yenga 432\n", "\n", "SUD-KIVU\n", " bisimwa 1658\n", " bahati 1633\n", " mirindi 1049\n", "\n" ] } ], "source": [ "# Grouping middle names by region\n", "middlenames_by_region = df.groupby(['legacy_province', 'middle_name']).size().reset_index(name='count')\n", "middlenames_by_region = middlenames_by_region.sort_values(['legacy_province', 'count'], ascending=[True, False])\n", "top3_middlenames_per_region = middlenames_by_region.groupby('legacy_province').head(3)\n", "\n", "for province, group in top3_middlenames_per_region.groupby('legacy_province'):\n", " print(f\"{province.upper()}\")\n", " for _, row in group.iterrows():\n", " print(f\" {row['middle_name']:<20} {row['count']}\")\n", " print() " ] }, { "cell_type": "code", "execution_count": null, "id": "1e8697a3-edcb-4d15-a33f-0f3b8a8adcd0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AUTRES - F\n", " ilunga 1196\n", " kasongo 917\n", " ngoy 824\n", "\n", "AUTRES - M\n", " ngoy 2822\n", " ilunga 2395\n", " kasongo 1844\n", "\n", "BANDUNDU - F\n", " mbo 669\n", " mpia 590\n", " modiri 580\n", "\n", "BANDUNDU - M\n", " moke 2829\n", " mbo 965\n", " n 894\n", "\n", "BAS-CONGO - F\n", " ngoma 1574\n", " nlandu 920\n", " khonde 797\n", "\n", "BAS-CONGO - M\n", " ngoma 1996\n", " nlandu 1146\n", " muanda 999\n", "\n", "EQUATEUR - F\n", " mboyo 462\n", " lokuli 362\n", " lokwa 219\n", "\n", "EQUATEUR - M\n", " mboyo 764\n", " lokuli 709\n", " nkoy 509\n", "\n", "KASAÏ-OCCIDENTAL - F\n", " ntumba 1136\n", " muamba 679\n", " mulumba 597\n", "\n", "KASAÏ-OCCIDENTAL - M\n", " ntumba 3416\n", " muamba 2151\n", " ngalamulume 1790\n", "\n", "KASAÏ-ORIENTAL - F\n", " ngoyi 2488\n", " ilunga 1817\n", " kazadi 1522\n", "\n", "KASAÏ-ORIENTAL - M\n", " ngoyi 5814\n", " ilunga 4585\n", " kazadi 3738\n", "\n", "KATANGA - F\n", " ilunga 3504\n", " ngoy 2664\n", " kasongo 2578\n", "\n", "KATANGA - M\n", " ngoy 5444\n", " ilunga 4681\n", " kasongo 3558\n", "\n", "KINSHASA - F\n", " matondo 2325\n", " ntumba 1947\n", " ilunga 1606\n", "\n", "KINSHASA - M\n", " matondo 1664\n", " ilunga 1626\n", " kasongo 1539\n", "\n", "MANIEMA - F\n", " fatuma 162\n", " feza 153\n", " sifa 123\n", "\n", "MANIEMA - M\n", " ramazani 713\n", " amisi 523\n", " shabani 421\n", "\n", "NORD-KIVU - F\n", " tsongo 739\n", " furaha 525\n", " bahati 522\n", "\n", "NORD-KIVU - M\n", " tsongo 939\n", " bahati 690\n", " muhindo 578\n", "\n", "PROVINCE-ORIENTALE - F\n", " mave 406\n", " neema 320\n", " furaha 265\n", "\n", "PROVINCE-ORIENTALE - M\n", " ramazani 409\n", " baraka 300\n", " kombozi 290\n", "\n", "SUD-KIVU - F\n", " bisimwa 726\n", " bahati 717\n", " mirindi 456\n", "\n", "SUD-KIVU - M\n", " bisimwa 932\n", " bahati 916\n", " mirindi 593\n", "\n" ] } ], "source": [ "# Grouping middle names by legacy_province and sex\n", "middlenames_by_legacy_province_sex = df.groupby(['legacy_province', 'sex', 'middle_name']).size().reset_index(name='count')\n", "middlenames_by_legacy_province_sex = middlenames_by_legacy_province_sex.sort_values(['legacy_province', 'sex', 'count'], ascending=[True, True, False])\n", "top3_middlenames_by_legacy_province_sex = middlenames_by_legacy_province_sex.groupby(['legacy_province', 'sex']).head(3)\n", "\n", "for (province, sex), group in top3_middlenames_by_legacy_province_sex.groupby(['legacy_province', 'sex']):\n", " print(f\"{province.upper()} - {sex}\")\n", " for _, row in group.iterrows():\n", " print(f\" {row['middle_name']:<20} {row['count']}\")\n", " print()" ] }, { "cell_type": "code", "execution_count": null, "id": "38a99578-e224-472b-95ac-e2f2510f8347", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AUTRES\n", " ngoy 3646\n", " ilunga 3591\n", " kasongo 2761\n", "\n", "BANDUNDU\n", " moke 3243\n", " mbo 1634\n", " mpia 1444\n", "\n", "BAS-CONGO\n", " ngoma 3570\n", " nlandu 2066\n", " khonde 1787\n", "\n", "EQUATEUR\n", " mboyo 1226\n", " lokuli 1071\n", " nkoy 724\n", "\n", "KASAÏ-OCCIDENTAL\n", " ntumba 4552\n", " muamba 2830\n", " ngalamulume 2329\n", "\n", "KASAÏ-ORIENTAL\n", " ngoyi 8302\n", " ilunga 6402\n", " kazadi 5260\n", "\n", "KATANGA\n", " ilunga 8185\n", " ngoy 8108\n", " kasongo 6136\n", "\n", "KINSHASA\n", " matondo 3989\n", " ntumba 3289\n", " ilunga 3232\n", "\n", "MANIEMA\n", " ramazani 835\n", " amisi 625\n", " shabani 525\n", "\n", "NORD-KIVU\n", " tsongo 1678\n", " bahati 1212\n", " mahamba 946\n", "\n", "PROVINCE-ORIENTALE\n", " ramazani 549\n", " bahati 476\n", " yenga 432\n", "\n", "SUD-KIVU\n", " bisimwa 1658\n", " bahati 1633\n", " mirindi 1049\n", "\n" ] } ], "source": [ "# Find middle names common to both sexes per region\n", "common_middlenames = df.groupby(['legacy_province', 'middle_name', 'sex']).size().unstack(fill_value=0)\n", "common_middlenames = common_middlenames[(common_middlenames.get('M', 0) > 0) & (common_middlenames.get('F', 0) > 0)]\n", "common_middlenames['total'] = common_middlenames['M'] + common_middlenames['F']\n", "common_middlenames = common_middlenames.reset_index()\n", "common_middlenames = common_middlenames.sort_values(['legacy_province', 'total'], ascending=[True, False])\n", "top3_common_middlenames = common_middlenames.groupby('legacy_province').head(3)\n", "\n", "for province, group in top3_common_middlenames.groupby('legacy_province'):\n", " print(f\"{province.upper()}\")\n", " for _, row in group.iterrows():\n", " print(f\" {row['middle_name']:<20} {row['total']}\")\n", " print()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "bdd0845d-c1e5-45db-97cb-6070190ba177", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pie chart of surnames by sex\n", "surnames_sex_count = surnames_by_sex.groupby('sex')['count'].sum()\n", "plt.figure(figsize=(6,6))\n", "plt.pie(surnames_sex_count, labels=surnames_sex_count.index, autopct='%1.1f%%', colors=['skyblue', 'lightpink'])\n", "plt.title(\"Distribution of Surnames by Sex\")\n", "plt.axis('equal')\n", "plt.show()\n" ] }, { "cell_type": "code", "execution_count": null, "id": "154b6421-a719-4574-8fcd-50bd8acd0d5c", "metadata": {}, "outputs": [ { "data": { "image/png": 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ENI1KZpk4gIFX62vJ3XkN5G5goIxKdmvRhDSNY5k4gEFQ3hzUy/kNKm+m7RowUEYlu3X0pHTG3egziujos9VVXr3D7HNgUFiSds9O0oIxqewmDmBAmC0bh/632MOm38AgsCTtMzpZB4xJkZtZ6QAGQHjL7PMPSj1i2A0MPLclHZCTor1HJ7OiDL1GER29VucP6bWCRuUygw0YdFmJLh07KV1jmNkGYDtUe0N6paBBm5vYfAwYbKOT3TpmUrpGMrMNwHao9ob0cn6Ditk4FBh041LjdNTEdA1Polc6ekYRHT0yxuirKq9WFDGDDRhKLkual5OifUYny+LqOIA+CBujT8ub9X6JR0FSNzBk4ixp/thU7ZmdRO4G0CfGGH1e6dV/i5vofQ4MoXiXtGBsqvYYSe5G9yiio1u1vpBeLWhUfiOzzwG7TEyL19GT0pSRwNVxAD2rbA7qlYJGZrABNpqUFq+jyN0AeqnOH9Ir+Yy7ATtNSovXkZPSlEnuRhcooqNT9E8FIkuS29LhE9O047BEu0MBEKHCxujDsmaton8qEBES3ZYOHZ+qnYcn2R0KgAi2usqrdzY3yce4G7BdosvSweNTNWcEuRsdUURHB7W+kF4paFQBV8GBiLPriEQdPC6NTUcBtFPvD+nFvAYV0fsciDg7DkvQoglpSo5z2R0KgAjSGAjr1YIGbaxn3A1EmumZCTpiQppS48nd+B+K6Gjn22qfXi1soAcbEMGGJ7p17OR05aSwcRkAKbfer3/nN6iZ5udAxEqLd+nIiWmampFgdygAIsC6Gp/eKGxUM0vHgIiV7La0aEKadsxiNThaUESHpJYl4CuKmvRphdfuUAD0gtuS5o9J0V6j2HQUiFXGGK0sbdbKUo84mQOiw+4jk3TQuFTFu8jdQCwKho3e2NyoNVU+u0MB0Eu7jkjUoePTFEfujnkU0SFPIKwX8hpo3wJEocnp8Tp6UrrSWGYGxJTmYFj/zmtQbgO5G4g22UlunTg1Q1mJbFwGxJJ6f0jP5zaohI2/gagzNiVOJ0xJVzqbjsY0iugxrsQT0PObGlRP/xYgaiXHWTpyYppmZLLMDIgFxU0BvZBL7gaiWZLb0nGT0zWF9i5ATChsDOiF3Ho10XoNiFqpcZaOn5KhCWnxdocCm1BEj2Frqrx6o7BR5HHAGXYfmaSDx6XKzTIzwLE+q2jWiqIm0UIViH6WpIPGpWqvUcl2hwJgEH1W0ax3ipoUJncDUc9lSQePS9Ue2eTuWEQRPQaFjNFbm5v0ZSX9zwGnmZAWpx9PyVBSHO1dACfxh4xeLWjQulq/3aEAGGCzsxJ1xER6rQJOEwwbvVbYqG+q6X8OOM0uwxO1aAK5O9ZQRI8xjYGwXsit1+Ym+rABTjU80a2TptFrFXCKyuagns9tUJUvZHcoAAZJTkqcTpySrgx6rQKOUOcP6flNDSptZtwNOBW5O/ZQRI8hmxtbeqg2BumhCjhdcpylH0/J0Hj6tQFRbW21V68VNor254DzpcZZOoHcDUS9/Aa/XsxrkIe+qYDjpcRZOn5yhiamk7tjAUX0GPFFRbPeog8bEFPclnTUxHTNGs6Go0A0eq+4SavKmu0OA8AQclvSoePTNHdkkt2hAOiHT8qb9W5Rk7j2DcQOl1r2ONmTPU4cjyK6wwXDRq8XNupr+rABMWvemBTtn5NidxgAeilsjF4tIHcDsWzuiCQdOiFVboteq0A0CISNXito1NoacjcQq2ZnJerwiWmKp0+6Y1FEd7B6f0jP5zaoxEMfNiDW7Tw8UUdMSJObhA5ENH/I6IW8em2qD9gdCgCbjU+N0wlTMpQaz2bhQCRrCoT19MY6lTWzdwkQ60Ynu3XytExyt0NRRHeoam9I/9pQp3qaqALYYkJanE6ckqHkOBI6EIk8gbCWb6rn4jeANhnxLp0yPUMjkuLsDgVAJ2p9IT21sU41PsbdAFpkJbp0yrRMDUtkw1GnoYjuQOXNQT21oU5NbGQCYBvDE906aVqGskjoQESp8YX01IY61foZhANoLyXO0snTMpWTQiEdiCQVzUE9tbFejUxcA7CN9HiXTpmWoZHJ5G4noYjuMMVNAT29sV7eEH9WAJ1LjrP04ykZGp/GDuJAJCjxBLR8Y708XPwG0IVEt6WTppK7gUjBuBtAT5Ldlk6alqGxqeRup6CI7iD5DX49u6lB/jB/UgDdc1vSkRPTNHt4kt2hADFtU71fz+fWi0lsAHoS75JOmJKhqRkJdocCxLS8er+ey2XcDaBnCS5LJ05N1+R0crcTUER3iA11fr2QWy8msQHoi3ljUrR/TordYQAx6esqr14taBT1cwC95bakYyana8dhiXaHAsSk72p9eimvQUxAB9Bbbks6dnK6ZpK7ox5FdAdYV+PTS/kN4kI4gP7Yd3SyFoxNtTsMIKasKvXovRKP3WEAiEKWpCMmpmnOCFaTAUNpdZVXrxU0imE3gL6yJB0+MU27krujGkX0KEciBzAQ9stJ1vwxFNKBwWaM0Zubm/RFpdfuUABEuYPHpWrPUcl2hwHEhI/LPFpRzMVvANvnoLEp2ns0K8GjFUX0KPZpebPeLmqyOwwADkFrF2BwGWP0SkGjvq722R0KAIc4ICdFB4whdwOD6d2iJn1U3mx3GAAcYp/RyTqQleBRiSJ6lPqgxKMPSrkSDmBgLRiTon0ppAMDzhijVwsbtaaKAjqAgbVndpIOHp9mdxiA4xhj9Hphk76qYvUYgIE1d0SSFk1IlWVZdoeCPqCIHoXeKWrSJ1wJBzBIWGIGDCwG4QAG25wRiTpiQhqDcWCAhI3RS3kNWlfrtzsUAA6107AEHTs5ndwdRVx2B4DeM8bo1YIGCugABtWKYo8+5XMGGDBvbKaADmBwrany6aX8RjE/Cth+re3XKKADGEzrav16rbDR7jDQBxTRo4QxRi/nN2o1y8ABDIG3i5r0eQWFdGB7vVHYqC/ZRBTAEPi2xqc3N7NfErC93tjcpG/YvwTAEFhd5dMK9jqMGhTRo8RbRU1aW0MiBzB03tzcpC8rKaQD/RX+Pleu6jq7wwAQQ76o9Or9EgbjQH+9U9TExW8AQ+rj8mZ9VMaeh9GAInoU+KjMo88rSOQAht7rhU1azUAC6Lv1+XJtKtTBpbna18XFKABDZ2VpM6vJgH74oMRD61QAtni32KOvGHdHPIroEW5ttVfvFnNFCoB9Xi1s1Br6OQO9l7tZ2pAvSbLCYc0vydN8CukAhtBbm5v0LatYgV77tMyjD0oZdwOwz+uFjfqO3B3RKKJHsLx6v/5TwCYDAOz3akGjvqmmkA70qLBE+m5Tu5ssY7RvSZ4WumixAGBoGEkv5zcot56NEYEebS7VLhu+V7oVtjsSADHMSHqJ3B3RKKJHqDJPUM/lNihs7I4EAFoS+n/yG5nVBnSnpEL6Zn2nd1nGaM+SfC1ycXEcwNAIG+m53HoVNwXsDgWIXOVV0jfrlVTfoAsaCjXCCtkdEYAYFtqSu4vI3RGJInoEqvWFtHxjvfxU0AFEECPp5TyujAOdqqmX1nzf7SGWkeYWF+hoi0I6gKERCEvLN9ar0hu0OxQg8tTUSV+uk0zLuDu+sUnn1uZrrIt/LwDs05q7y5v5LIo0FNEjTHMwrKc31qsxyFIyAJEnLOmFvAZVktCB//E0S1+slcI9525L0s4lBTrBqh/8uABAUnPI6KkN9ar3M8MWaNPQJH3eMXe7m706vSpP01zMAgVgH2/I6OkN9ar1kbsjCUX0CBIIGz2zqV7V/CMBEMF8IaPlm+rlCXCxD1Ag2DII9/dtsD2zZLNOVt0gBQUA7TUEwnpqQ708TNQBJK9P+uzrlhzeCZfPr8UVudrZxepLAPZpDIb1rw11amTcHTEookeIsDH6d16DipqY3Qkg8tX5w3o2t15B2k4hloWN9OW3UqOnXz8+tbRIp5maAQ4KADpX1doyMkTuRgwLhaUvvpW83RfIrUBQR5Xlai+Xd4gCA4COav1hPbWhjtwdISiiR4g3NzdpfR1XugFEj6KmoF4poLczYti366Wq2u16iIllJTozXDUw8QBAD0o8Qb2YVy9jGIwjRn3zg1TX0KtDrVBIB5Xm6kBX/y6WA8BAqPCG9J+C3n1uYXBRRI8AK0s9+rKSK9wAos+3NT59UMLAAjFoU6FUWDogDzW2vEznhivbNjYDgMG0sT6g90vJ3YhBmwql4vI+/YgVNtq7JE9HuJg4AsA+39f69SG523YU0W22psqr9ylAAYhiH5R69G21z+4wgKFTVil9nzugDzmqvFznhyplUUgHMARWlTZrfR25GzGkorrfudsy0pziAv2YTcEB2Oi9Eo821dPBwk4U0W1U0BDQa7RCAOAArxQ0qNTDng6IAXUN0urvBuWhR1RW6MJguVwU0gEMgZfzG1XtDdkdBjD4Gj3SV+u26yEsSTNKNut0Uz0wMQFAHxlJ/85rUK2P3G0Xiug28QTC+nd+g9hjF4ATBI30XG69PEE+1eBgXp/0+dqWTckGybCqKi0LlClOFNIBDC5fyOi5XDYahcMFgi25OzgwRafxZaX6SaiClWMAbOENGT27idxtF4roNjDG6KX8BjUGKDYBcI56f1gv5jYozKACThQ20pfrJN/gL6HMqK7WMl+JErjUDmCQVXpDeoXNyuBUxrTMQPc0D+jDZldUaFmQC94A7FFB7rYNRXQbfFjWrNyGgN1hIMa9+9Dd+uXu2Xrp9uvabnv+1qt1+7F76tf7TtCtC3fUI1eeofLc9d0+TkNVuZbfcIluO2xnXb/fRP3j4pNVWbCx3TEv3/Fr3XzgDP32iF315SvPtLvv6zdf1D8vXzpwLwy2ym8MaEVRk91hAAPvh1ypduh6oabV1GqZt0RJFNIBDLLvav36uIw9muBA322SKmsG5aEzq6r1U2+xksnTAGzwXa1fH5G7hxxF9CFW0BhgI1HYrnDtl/rk2UeUM2N2u9vH7bSrFt9wt656dqXOue8pyRj94+KTFA51vvzRGKNHrzpL1ZvzdcYfH9WlT7yjrDET9Pdli+Vvbimkrvvv61r92rM69/7lOvzyG/TcLVeqqaZKkuRtqNfr992m437xu8F9wRhSn1Z49U211+4wgIFTViXlbh7yp02prdMyT7FSGaADGGTvFnuU38BmZXCQzaVSXtGgPkVLni5ShkWeBjD0/lvsUS4bjQ4piuhDyBMI66W8BhZ9wVY+T6Oeum6ZTvz1nUrOyGx3314/PlNT9thPWWMnatxOu+rQn/5SdaVFqiku6PSxKgs2qfDrz3T8/7tdE2bvpuzJ03Xc/7tdAZ9Xq197TpJUnvuDpu6xv8bPmqu5h5+opNR0VW95vFfvvkn7LD5Hw8aMH9wXjSH3WkEjG43CGZq90tff2/b0SfX1usCzWekM0AEMIiPpxbwG1fvZrAwO0NAkrd0wJE+VWN+g8+sLlG1x3gtgaLXmbjYaHToU0YdIax/0Bvqgw2Yv/vZa7XjAoZq+94Juj/M3N+nzfz+prHGTlJkzrtNjQn6fJCkuIbHtNpfLpbiEBOV99bEkacwOs7X526/UXF+rom9XK+Br1sgJU5T35Ucq+m6N9jv1/AF6ZYgkrRuNegdxA0Zg0IXDLb1UA/YOjBPrG3VBQ6EyLU6QAQweT9Do+dwGBcNM+UEUC4Wl1d+15PAhEt/k0dm1BRrvopAOYGh5t2wSHiB3DwmK6EPkI/qgIwKsfv15FX/3tRZd+qsuj/nw6X/ohv0n6Yb9J+uHVW/rJ/cvV1x8QqfHZk+eoWE54/X6vbequb5WwYBf/334T6orK1ZDRZkkaYf9Fmq3I0/SvacfquU3XqqTbrpX8ckpeuH/fq4T/t8f9NHyh3THCfvoz+ccqbKN3w3K64Y96v1hvVlIf3REse9zpdrI2LQnvrFJ59cXagSFdACDqMQT1BubG+0OA+i/7ze1zEQfYu5mr06rytN0F2N+AEOrvDmkV/IjY8zidJYxhssVg6ywMaAn1tfRxgW2qi0t0n2nH6pz71+uMTu09EJ/8PzjNGaHnXXMNb9pO87bUK/Gmgo1VJTp/UfvV115iZY99B/FJyZ1+rhF367WszdfrpIf1srldmvaXvNluVySMTrn3qc6/Zm3/nK7vA112uPYU/WPi0/S5U+/p+/ee0MfPvV3XfrE2wP/4mGrE6aka+awxJ4PBCJJWZX0xVq7o+ggmJKsR4dNVFnYbXcoABzs8Alpmjuy83M/IGJFQO428XF6NXuy1oQ7n4QEAINl0YRU7TYy2e4wHI0i+iDzBMN66Lta2rjAdmtXvKLHrj5LLvf/Ci/hUEiWZclyuXTLR0Xt7pOkYMCvmxfM0InX/1FzDz+x28f3NtQrGPQrLWuk7jtzkcbvtKuO++XvOxxXnrtej1yxVJc++Y4+e/EJ5X/1sU773d/lb27SDftP1o3v5yoxNW1gXjQiQnKcpfN2zFJqPIufECU8XmnVF7a3celKKDlJj2dNVHE4zu5QADhUnCWds+MwjUjicwZRwuuTPvhCCtg/E9y4XXo3Z7I+DnEhCgPno+UP6ePlD6umpGV/sVFTd9TBF1ytmfsfIklqqCzTK3fdpA0fvytfU5OyJ0/TQT+5UjsffEyXj5n7+Sq998h9Klq3Wg2VZTr9jn9q9kFHtjvmvUfu03v/vFeStODsSzXvjJ+23Vfw9ed68f9+rp8+8rrcceQLu8W7pHNmZml4EpNtBgvv8kFkjNHL9EFHhJi+13xd/vR77W575sbLlD15hhacfWmHArokyRhJpq33eXeS0jMkSZUFG1X07Vc69KJfdPJwRi/85modddUtSkxJkwmFFQq2FKla/xsO06rAaZqDRq8WNGrxtAy7QwF6FiF90LvjbvbqdJOvp4ZPVH443u5wEKW6G4zXFBfo90fv0enPnfa7v2mXQ4/r9D6fp1Gv/ekWffvuq/LU1Wj42Ina79Tztffis9uOefmOX+uLl/6lhOQULbr019rtyMVt93395ov64uWnddbdjw/cC0W/BI30Ul6jzpiZKbdl2R0O0D1jpDXfR0QBXZKsUFgHFucqZcwkrQin2B0OHCJz1FgtuuxXGjlxqoyRvnjpX3r0yjN16ZPvaPS0HfX09ZfI21CnM//4mFKHDddXrz2rJ649T5c89qbG7jin08f0ez0as8Ns/ei40/TYz87ucH/JD2v11p9/p7PuelzGGP3ziqWasc+BypkxS6FgUC/c9jOd8Ks7KaBHiEBYeim/QWfskCkXuXtQ8E4fRB+VNWtTfWQkciAxNU0503dqd1tCcopSMrOUM30nVW/O05o3XtCMfQ5SatYI1ZUX678P/UlxiUmaecAhbT9z54n7atElv9LshUdJahnwpmaN1LCccSrdsE4v3X6dZh14hHbY96AOMXz6/GNKzRqhnRYskiRNmruX3nrw9ypY85m+X/m2Rk2dqeT0zEH8LcAuG+r9Wl3l1a4jmJGDCPdDnlQX+T0FXV6fTqnK17MjJmkjhXT0Q3eD8ezJM/T/3vim3fGfPPeo3nvkXu2w/8FdPuZ/7rheGz99X6fc+oCyxk7Q+g/f1Yu//bnSs3M0a8HhWvff17X6tWd17v3LVVmwSc/edLl22LflvMPbUK/X77tN5z3w7GC/dPRSaXNQK0s9mj8m1e5QgO5tKpSqau2Ooh3LGO1VkqeUMRP0n3C63eHAAVrH0K0WXXKdPn7mYRV8/ZlGT9tRBas/0XG/vF0Tdt5dkrTwvKv1weN/UdG61V0W0Wfuf0jbTPbOVOStV870WZq21zxJUs6MWS23zZil9x+5V1N231cTZu82QK8QA6HE05K755G7BwVF9EGyuTGg90s8docB9FpcYpJyv/xIK594UM31tUobka3Ju++rix56RWnDs9uOq8jbIG9jfdv39ZVl+s+d16uxqkLpI0drt6NP1sLzr+7w+A1V5Vrx9z/qoodfabttws67a97pP9XDl5+mtKyROunmewf3RcJWb29u0qS0eA1LZHkZIlRNnZS72e4oes3l82txRZ6ez56kH+i9ij7qaTCePnJ0u/vXrviP5hx6nBJTum65VrDmU+1+zBJN/dH+kqS9fnymPn72n9r8zReateBwlef+oKl77K/xs+Zq/Ky5+s8ffqXq4gKlZo3Qq3ffpH0Wn6NhY8YP/ItFv31Y2qzpGQkam8rFOkSo2nppfb7dUXTKMtIuxYVKyRmn5WKiEAZOOBTS12/9W/5mjybO2VOSNHHXvbTmjRe047xDlZSeqa/ffFFBn09T9ti/38+TM32WKgs2qrZks4wxqszfqNHTdlJVYa4++/eTuvRx9jOLRKtKmzU1I0HjyN0Djp7og6A5GNY/6IMOAB1MSIvTadMzZbG8DJEmFJJWfiE1NdsdSZ+Z+Di9PGqy1oYopKN/Wgfjy6+/pGVZ+NSZ7e4v+na17j39EC176D+atOteXT7Oc7dcpeLvv9YZdz6ijOwcbfpspR658nSdffcTmrLHfvph1Tt68bfX6pLH3lT15nz99cLjde1/vlTZxu/08h2/1k//+Vrn7eVgq6xEl87dMUvxLnI3Ikww2NIHvdlrdyQ9Kh6do0es4XaHgShXuv5bPXD2EQr6fUpITtUpt/1ZOx5wqCSpuaFOT157ntZ/9K5ccXGKT0rWab/7e6crxDvzy92zO+2J/vEzD+uDx/8sSTpg6TLtvfhs/W3Zj7XvKT9ROBTU23+5Xa64OB3zs99oyh77DewLRr9lJbp0zswsJbjJ3QOJIvogeCmvQWtreu4hDQCx6KCxKdp7NP0hEWG+2xRVs9C3ZeLcen30ZH0VSrQ7FESR7gbjW3vh/36u3M9W6spnV3b7eEG/T8/depW+fPlpueLiZFkunfjrO7X70ae0HfPWn3+vL19ZrvikZB267FrNnHeo7l16iE668R7lr/lUHz71N6UOG64TfnWnRk/bccBfM/pnt5FJWjSBjd8RYdZ8LxWV2R1Fr1VmZ+vvrpEyTCZBPwUDftWWbJavsUFfv/1vffb84zr/by9q9NSZ+vfvfqHCtV9q0cXXKTVruNaueFUrH/+zLvz7S8qZMavHx+6qiL6tz1/6l75991Ud//9u150n7KuLH3tDdWUleuq6Zfr5y58rLoFz0UhB7h54tHMZYHn1fgroANCN90o8mpqRoOxkUhAiRG19VBfQJckKhrSoNFdxo6foszCDF/TOyMnTdemTK9oG489cf2nbYLxVwNus1a8+22mrtm2t+tffVPj15zrzj49p2Jjxyv3iQ73422uVkZ2j6XsvkCQdsuznOmTZz9t+5q2/3K7pe82XKy5OK/5+py5/+j19994bevrXF+vSJ1gmHim+rPRqZmaCJmew4gURoqI6qgrokjSyokIXDQ/prwmjFRCFdPRdXHyCRk6cKkkaN2tXbV77lVY98aDmn3WJPnzq77pi+fttF6DH7LCz8r78SB8+/Q+dcN0fBuT5m2qq9PaDf9CFf/u3Cr/5QiMnTdPIiS1f4WBQlfkbe1Wwx9D4stKrmcMSNDmd3D1QXHYH4CTBsNHrmxvtDgMAIlrItOwaHmIhFCJBKCyt+cHuKAaEFQrr4NJc7euKvpY0sEfrYHzcrF11+KW/Vs4Os7XqiQfbHfP1Wy8p4G3Wbkef3O1jBbzNeuPe3+ioq27WTgsWacwOs7XfkvM057Dj9d4j93X6M+W56/XVK8t16E9/oU2fr9SU3fdVWtZIzTnsOBV/t0a+Js6rI8mrhY3yh8jdiAChkLR2g91R9EtGdbUu8hYrWbR+xfYz4bCCAZ8C3pZzP8tqX+JzuVwy4YF7r718x691wNILlTl6rEwopFAw0HZfKBRUOBwasOfCwHi1gNw9kCiiD6BVZR7V+EiGANCT8uaQPmDzZUSCDflSk3Pei1Y4rPkleZpPIR390DoY39pnLz6unRYsUlrWyG5/NhQMKhQMyHJtO4B3q7PukcYYvfCbq3XUVbcoMSVNJhRWKBhseyxJDMYjTJ0/rHeLm+wOA2jZSDQK+qB3JaW2Tss8m5VpUTtA7712zy3K/XyVaooLVLr+2y3fr9TcIxYre/IMjZgwRc//5moVfvOFqgpz9f6j92vDx//VrIOOaHuMv114olb9629t3/s8jSr+/msVf/+1JKmmqEDF33+t2pKOKzTXf/SuKgs2ap+TfyJJGj97N1XkbdD3K9/SJ88+IpfbrexJ0wf5t4C+IncPLNbSD5Aqb1AflzFgBYDe+qisWdMz2TUcNqpriPo2Lp2xjNG+JXmKGzNR74RT7Q4HEeq1e27RzP0O1rAx4+VratRXrz2r3M9X6pz7nm47prJgk/K++FBn/enJTh/jzhP31aJLfqXZC49SUlq6puyxn1696ybFJya3tHP5fJW++M/TOuqqmzv87KfPP6bUrBHaacEiSdKkuXvprQd/r4I1n+n7lW9r1NSZSk7PHJwXj377otKrnbISNSGN3A2b1DVIedGfuxPrG3V+qECPZExQuWFDZfSsqbpST19/iRoqy5SUlqGcGbN0zn1Pa8Y+B0qSzr7nSb32p1v0yBWny+dp0ogJU7T4pnvb7XVStTlPntrqtu+Lvl2tv15wfNv3/7nz15Kk3Y85RSfddG/b7QFvs/79u1/o1N/+Va4tF8szR4/VsT+/Tc/ceJni4hN10k33KD4peRB/A+ivL7a0dZlEW5ftxsaiA+SJ9XUqaAz0fCAAoE1Wokvn7pileBd9ITHEwmFp1ZdSg3NnZhhL+mrMRL0eZkMhdPTsTZdrwyfvtxuMLzj70rbBuCS9fs+t+vLVZ/Tzl79oGzRv7Ze7Z2vxjX/SHseeKklqqCzT6/fcqvUfvStPfa2yxozXnieeqQOWLpO11UZ6DVXluv/Mw3XRw68oIzun7fa3H/yDVj75oNKyRuqkm+/VhJ13H7xfAPqN3A3bGNOSu+ud0+oplJSkfw2fqMIw8xsBDJ5hCS25O8FN7t4eFNEHwNdVXv2nwDmJHACG0h7ZSTp0PEU+DLH1edKGArujGHRG0toxE/Wy4d8YgIGz16hkLRzHShcMsdzN0neb7I5iwIUTEvTCyEn6IcwKDwCDZ8/sJB3MuHu70BN9OzUHw3qH/kIA0G9fVHhV0Ry0OwzEkvpGaWOh3VEMCUvSziUFOt6qtzsUAA7yaXmzyjzkbgwhj7flArgDufx+nVCeq13dvp4PBoB++rzCq0ovuXt7UETfTu8UNak5yGR+AOgvI+ntIi5GYgh9u7FlSXgM2bFks05Snd1hAHAIcjeG3Nr1Usi5G3FawaAOL83VvmwMDmCQhCW9vZncvT0oom+HgsaAvq7majEAbK+8hoA21PntDgOxoKRCqonNYvK00iKdZmrsDgOAQxQ0BvRDLWMhDIHicqnS+fnLCoU1vyRPC10UuQAMjlzG3duFIno/hcJGrxfSBx0ABsqKoiaFY2x2MIZYKCx977xeqn0xsaxEZ5pqu8MA4BDvFDUpFCZ3YxD5A9K6jXZHMWQsY7Rncb6Otqg1ABgc7xQ1KcS4u18oovfTx+XNqvKG7A4DAByjyhfSFxVeu8OAk+UWSs3MmhxbVqpzwpUx19IGwMCr9Yf1WQXtJzCINha0FNJjSOt+Jier1u5QADhQtS+kzxl39wtF9H6o8YW0qtRjdxgA4DgflHrUHHRuv0vYyOuTNsXGZqK9Mbq8XOeFK2VRSAewnVaVNqspQO7GIGhqlvKL7Y7CNlNLi3VmuMruMAA40MpSjzzk7j6jiN4Prxc2ir1EAWDgeUNGK7lIicHwfa6jNyTrj5EVFbowWC4XhXQA28EXNnq/hNyNQfBDbsyvmhpbXqbzQxXkagADyhcy+m8J+y/0FUX0Pvquxqe8hthaTgYAQ+mLSq+qvEG7w4CT1NS3bEqGDoZVVWlZoExxYnAOoP9WV3lV5iF3YwDV1EullXZHERFGVFRoWaBU8eRqAANoTZWP3N1HFNH7IGyM3mOWBQAMqrBp2ewEGBDGxNSGZP2RUV2tZb4SJYiZ+gD6x0h6m9yNgRTjG4FvK6O6Rj9tLlYquRrAADGS3ipiE+O+oIjeB9/W+FTtYzNRABhsG+sDyqv32x0GnKC4XKprsDuKiJdWU6tl3hIlMTgH0E8FjQH9UMvmzRgApZUtM9HRTnJdnS5s2qxMi5oEgIFR2BjUdzXk7t6iiN5LYUOfXgAYSm8XNSlM/0dsj2CopRc6eiWltk7LPMxyA9B/K4qbFAqTu7EdwmFydzcSGhp1fl2BRrsopAMYGO8UNylI7u4Viui99E21TzU+BpUAMFQqvCGtrvLaHQaiWd5myceKhr5Iqq/XBZ7NSrc45wHQdzW+sD6raLY7DESzghLJw3uoO3GeZp1ZnadJLvZqA7D96v1hfVzO525vUETvhRCz0AHAFu+XeOQLUcxDPwSCUl6R3VFEpcT6Rl3QUMhycQD9sqq0WU0Bcjf6IRCUNhTYHUVUcHt9OqUyTzu6mCwAYPt9VOaRh9zdI4rovfB1lU91ft5MADDUPEGjVaVcFUc/5Be1DMbRL/GNTTq/vlAjKKQD6CNf2OijMiYgoR82FUoBZlf3lssf0HHludrNRT9jANsnEJY+ZSVZjyii9yAUNlrFLHQAsM1nFc2q81PIQx8wC31AxDV5dA59VwH0w1dVXjUHmYSEPvD6yN39YAVDOqwsV/u5KX4B2D5fVHjlJXd3iyJ6D1ZXeVXPkgYAsE3ISJ/Sow19wSz0ARPnadaZNfka6+L3CaD3AmHRGx19k1fUsqko+swKhTWvOE+HuJrsDgVAFPOFjT6vZE+y7lBE70YwbPRhGSd/AGC3NVU+roqjd5iFPuDczV6dXp3PBmYA+uTzCq/8IWN3GIgG/kDLhqLoN8sY7VGcr2OtBrtDARDFPitvJnd3gyJ6N76q9KqBWegAYDt/2OgLroqjN/KLmYU+CFxen06pytc0CukAeskbMvqykglJ6IX8YilE67DtZUmaVVKoJaq1OxQAUao5ZPRVFePurlBE70IgbPQRs9ABIGJ8XtGsYJir4uhGMCjlbbY7Csdy+fxaXJGnHVx+u0MBECU+KSd3owfBUEsbNgyYyaXFOjtcJRn+7QHou0/KyN1doYjehS8rvWqkdQAARIymoNE31T67w0AkYxb6oLMCAZ1QkafZbgrpAHrWFDRaw4w2dKewhNw9CHLKy3RBqEIuCukA+qgxGNbX1eTuzlBE70TLLHSP3WEAALbxSXmzDIMBdCYYlHKZhT4UrEBQR5flaq6bi1oAevZxebPC5G50JhQmdw+i4ZWVuihQqgQxORBA33xURu7uDEX0Tnxe0SxPkDcLAESaal9IP9QxAxadYBb6kLKCIS0qzdOPXBTSAXSvzh/WtzV8VqATRaWSj/O6wZReXaOLmouVSiEdQB/U+cNayyrwDiiib8MfMvq4nF7oABCpPma/CmwrHJby6Kc61KxQSAeX5mpfF/8mAXTvozJWkmEbxkibmIU+FJLr6nVhU6GyxOatAHrvQ3J3BxTRt/F1tVfNzEIHgIhV7AmqsDFgdxiIJCUVkp/3hB2scFjzS/I0z00hHUDXKr2sJMM2isulZnruDpWEhib9pL5AORaFdAC9U+0L6ftacvfWKKJv48tKEjkARDpmo6Od/GK7I4hpljHarzhPC11NdocCIIJ9RO5GK2OkTYV2RxFz4jzNOrMmT5NcTDwA0Dur2C+yHYroW8lr8KvSy5VZAIh0G+r9qvTS/xqSahukuga7o4h5ljHasyRfi1yNdocCIEKVeILKrWdGGyRV1kiNFGbs4PL6tKQyTzu5+LcIoGflzSFtZCVZG4roW/miglnoABAtPmFGGySpgF7okcIy0tziAh1tUUgH0LlP2HsKklRYYncEMc3yB3Rsea52Y3NwAL3wRSW5uxVF9C3q/SGt5+oKAESNtTU+NQbCdocBO/n8Lf3QETEsSTuXFOh4q97uUABEoNyGgGp9rPyNaV6fVF5tdxQxzwqGdFhprvZnc3AAPdhUH1C9n9wtUURv82WlV2wnCgDRI2Skz5jRFts2l0phsnck2rFks05Snd1hAIhAX1ez+jemFZa29ESH7axwWAeU5OlQ9jQB0A0j6etqVq5IFNElSaGw0eoqTuYAINp8WeWVL8Rs9JhkjFTAhqKRbFppkU4zNXaHASDCfF3lk6GIGpuMabkAjohhGaPdi/N1HCvIAHRjTZWX3C2K6JKk/JpmeYK8GQAg2vhCRutqaMUVk8oqJS9/+0g3saxEZxqW7QP4n/pAWLkNAbvDgB0qqlvauSCiWJJ2KtmsU8WFbwCdq/OHlUfupoguSVPX/6CrG/J0rNWgVDGjEQCiyTcsC49N+cxCjxZjy0p1TriS5fsA2rAKOEYVsKFoJJtUWqKzw1XkawCdIndTRJcaPVJNveKbPJpVUqhLKtbrvFCFZrmY3QYA0WBzU1B1bHQSWxqapGr6bUeT0eXlOi9cKYuBOQBJ6+v88rA5eGxp9rbMREdEyykv04XBcrnJ1wC2Qe6miN6hJ5sVCmlkRYWOLd6gq5rydZSrQcnMTgeAiLaWjU5iSyEz2aLRyIoKXRgsl4uBORDzwoYNRmNOIb3Qo0VWVZUu8pcokToIgK2EyN0xXkQPh6Wisi7vTmho0i7Fhbqscr1+EqrQDsxOB4CItLaGInrMCBuppMLuKNBPw6qqtCxQpjhRSAdi3RougMeOMBuKRpu0mlpd1FxMu1sA7aypiu3cHdtF9LIqyd9zY3wrGFJ2RYVOLN6gq5oKdISrUUkkEwCIGFXekEo9QbvDwFCoqulV7kbkyqiu1jJfiRI4lwJiWpU3pM2NfJ7HhPIqyceEtGiTVFevZY2FyrJomwigRZUvpMIYzt2xXUQvLu/zjyQ0NGrX4gJdXrle54QqNd0Vu28eAIgka2N8aVnM6EfuRuRJq6nVMm8JkxKAGLeGTcpiA7PQo1Z8Y5N+UlegsRaTVQC0iOUNRmO3iB4IbtfGJlYwpNEV5VpcvF5Xegp1mKuJGVUAYKN1NX6F6bXsbKFQyyoyOEJKbZ2WsVQciGnran3yhfgMcLRAQKqssTsKbIc4T7NOr87TFBeFdADS97U+eWM0d8duEb2sUhqgYktifYN2L87XlVUbdFa4iuQCADZoDIaV38DqIEcrr2oppMMxkurqdYFns9Kt2DwRB2JdICx9V0ObD0crqxqwcTfs4/L5dXJFrmaxTxwQ8wJh6dsY3dckdovog7ApmRUIakx5mU4p/kFXNG/WIa4mxbNxFgAMmW9iNJnHDFq5OFJifaMuaChUJj1XgZgUy8vCYwKbgTuGFQjomPJc7eHm3ywQ62J1c/DYLKL7A1JV7aA+RVJdvX5UnK+rqjboTFOtiRazIwFgsK2v8ysQ5uKlI/kDUgXLwZ0qvrFJ59cXagSFdCDmFHuCqvXxb9+RhmDcjaFlBUM6pCRP81zNdocCwEalnqDq/bGXu2OziD6ArVx6YgUCGltWqlNL1utyb5EOcnnkZjkbAAwKf9hofS3LTB2ptILl4A4X1+TROXUFGu2KvRNyINatryN3OxKtXBzJCoe1X0meFrma7A4FgI1iMXfHZhHdhiVllqTk2jrtXZynq2s26HRTrfH0TgeAAbe2hiWmjkQrl5gQ52nWmTX5GmtxjgTEklgciMeEUlq5OJVljOYW5+t4q97uUADYJBZzd+wV0X1+qbrW1hBc/oDGl5VqafEPutRbrPmuZrm4Qg8AAyK3PiBPgE0KHaXZK9UwSIsV7mavTq/JpxUeEEM2NwbkDZK7HYVWLo5nSdqxZLNOM7TbA2JRQWNA3lBs5e7YK6KXVipS9vq0JKXW1mq/4lz9rHajTjM1yqEXKABsl7Ckb2tjc6MTx2JTspjj8vq0pDpf01wU0oFYEJa0sT72ZrQ52hC2UIW9JpaV6Jwwf28g1oSNtKk+ts7VY6+IXhKZy8FdPr8mlpXorNLvdYmvWPu7mmWRhACgX9bG6G7hjlVWZXcEsIHL59fiyjzt4KKwBsSCWFwW7millXZHgCE0urxcy4Ll7P8GxJj1MTZ5LbaK6D5/xC8Ht4yUVlOrecW5uqZuk5aoVqOYnQ4AfVLiCaohwGenI/gDUm1k524MHssf0AkVeZrtprgGOF1ufUAhCnDOQCuXmDSsqko/9ZcoUbHV3gGIZZsaYit3x1YRvTK6enW5vD5NLi3WOaU/6GJ/ifZ1NbNECgB6KS/GlpY5VkW13RHAZlYgqKPLcjXXHVszXYBY4wsbFTSQux2BVi4xK7WmVhd5ipROIR2ICb5QbOXu2CqiR+lA3DJG6dU1WlCcq2vqcnWy6jSC2ekA0K28GErmjlYenbkbA8sKhrSoNE8/clFIB5yMli4OQe6OaUn1DbqgsZCaBRAjYil3x04R3RipstbuKLab2+vV1NIinVf6g37qL9VeLi9X+QGgE/mNFNGjXthIlQzE0cIKhXRwaW7LyjwAjrQhhgbijhUO08oFim9s0rm1+RprBe0OBcAgi6XcHTtF9LpGKeCcgopljDKqq7WweJOuqc/Vj606ZXGlFwDaNAbCqvRy4h7VauqkILkN/2OFw5pfkqd5bgrpgBPVB8Iq85C7o1pNvRQid0NyN3t1enWeprmcU4cB0FF9IKzSGMndsVNEd/BMNnezVzNKinRB2Q9aFijTHm6v3SEBQESgpUuUi7K9TDA0LGO0X3GeFrqa7A4FwCCIpWXhjkTuxlZcPr8WV+SyQTjgcOvrYqPlYgwV0Z2fzK2w0bCqKh1atEk/q8/VCVa9Mi029AAQuyiiR7kYyN3oH8sY7VmSr0WuRrtDATDAYmUg7ljkbmzDCgR1dGku+5oADhYrF8Bjo4geCEq19XZHMaTiPM2aWbJZy8p+0IWBMs11k7AAxJ7ChoDC7BsRnXx+qZ4CKbpmGWlucYGOtnifAE5S1hxSg592IFGJ3I0utOxrsknz2dcEcKTy5pDqYiB3x0YRvapGitEaihUOK6uqSocXbdTPGvJ0nNWgdGanA4gRvrBRSYz0Z3McZrKhFyxJO5cU6HgrtiZLAE6Xy0qy6MSGouiGFTbatyRXR7CKDHCkghjI3bFRRK9gIC5JcU0e7VRSqJ+W/6Dzg+XaxRUbyy0AxDZaukSpKnI3em/Hks06SXV2hwFggBQ1kbujEkV09MAy0pziAp1okbMBpylqcv7ktdgoojObrR0rFNaIykodVbxBVzfm6xirQalidjoAZ8pr4IJhVKqstTsCRJlppUU6zXDOBzhBLAzEHYkiOnrBkrRDSZGWkrMBR4mFC+DOL6J7vJKXfuBdiW9s0uySQl1SsV7nhSq0E7PTAThMcVNQgXCM9vSKVs3elr6qQB9NLCvRmaba7jAAbKdKb0jeIJN8okqzt+UL6KUJZSX6SahSYv8iwBEqvSF5Q87O3c4vosfYhqL9ZYVCGllRoeOKN+iqpnwd6WpUMrPTAThAyEiFjc6/Ku4o5G5sh7FlpTonzKAciHbMRo8yzEJHP2RXlOuiYLniYnUTO8BBjFomsDkZRXR0kNDQpDnFBbqscr3ODVVqBxfFJwDRjb7oUaa2we4IEOVGl5frvHClLArpQNSKhWXhjlJNj2v0T2ZVlS7yliiJSXxA1Nvs8NwdA0V0BuL9ZQVDGlVRrhOL1+tKT4EOdzUqkcQGIArRFz3K1HABHNtvZEWFLgiVy0UhHYhKzESPMkxew3ZIra3VRZ4ipVvUG4BoVtTo7Nzt7CJ6KCTVN9odhSMk1jdqbnGBrqjcoLPDVZrG7HQAUaS8OSRPgJPyqBAKk7sxYLIqq7QsUMYycSAKlXiCCnMRLDoEg1JTs91RIMol1jfogoZCjbRCdocCoJ+cnrudXUSva6Qf5gCzgkHllJfppOL1usJTqENdTUpgdjqAKFBAX/ToUE/uxsDKqK7WMl8J5ytAlPGHjcqbKaZFhToufmNgxDc26ZzafI13OXs2K+BUTs/dzi6is6RsUCXVN2iP4nxdWbVBZ4WrNIVEByCClTXzGRUVyN0YBGk1tVpGv1Ug6tAXPUrU0UIVA8fd7NVpVXmazup3ICo5OXc7vIhOMh8KViCoMeVlOrn4B13evFkLXU0smwYQcSocfEXcUSiiY5Ck1NZpWXOxUimkA1GDvuhRgjZsGGAun18/rsjVLi72NQKizWYHrwB3eBGdgfhQsiQl19Vrr+J8XV29QWeEqzWB2ekAIkSFl8+jqMAFcAyipLp6XeDZzMZlQJRw8mw2R2EmOgaBFQjqyLJc7eXy2h0KgD5w8gVw5xbRm72Sj6uWdrH8AY0rL9VpxT/oMm+RDnR55KbHLQAb1fnD8of4HIpoXl/LFzCIEusbdUFDoTLZuAyIeHX+sBrZGDyyBYKShyInBocVCumg0lwd6PLYHQqAXqoPhFXvd+Z5tnOL6MxkiwiWWpZP71Ocp6trNmqpqdFYy7lXpQBENmajRzhWkGGIxDc26fz6Qo2gkA5EvM3MRo9szELHILPCRnuX5OlIi7ZBQLRw6mx05xbRG5rsjgDbcPn9mlBWojNKftCl3mLNczXLxex0AEOIvugRro7BEYZOXJNH59QVaLSLzwUgkpU4dCDuGBTRMQQsI80pKdCPrTq7QwHQC6UeZ+Zu5xbRG1nuE6ksSam1tdq/OFc/q92oU1WjHGaCARgCzESPcORuDLE4T7POrMlnlRwQwaq8jBMiGhfAMYRmlBTpdFNtdxgAelDtc2bupogOW7l8fk0qLdFZpd/rEl+x9nM3y2J2OoBBwkz0CNdE7sbQczd7dXpNviZatIwAIpFTB+KOUc9MdAyt8WWl+kmogroBEMGqHXoB3JlF9HBY8jTbHQX6wDJSWk2t5hfl6pq6TTpFtcpmVhiAAcZM9AgWDrMxGWzj8vq0pDpf01wU0oFIU+sPKUyxLDL5A1IzG4Jj6GVXVGhZsExx4rMBiEROzd3OLKI3NUsO/GPFCpfXpymlxTq3dL0u9pdob5eXvyeAAdEcNGoMhO0OA53x8FkPe7l8fi2uzNMOLr/doQDYSthItT5yd0RqYuIa7JNZVa2feouVLD4fgEgTMlKd33n/Np1ZRKeViyNYxii9ukYHFW/SNfW5Okl1GkHvdADbqbKZ2egRidyNCGD5AzqhIk+z3RTSgUhCS5cIxepv2Cyltk7LPEXKsJxXrAOinRP3NKGIjqjgbvZqWmmRziv9QRcFSvUjF8sGAfRPuQOTuSPQDx0RwgoEdXRZrua6OdcAIgVF9AhFER0RILG+QefXF9AOFogwTszdFNERVSxjlFlVrUOKN+qauk36seqUJef9wwQweCqYiR6ZyN2IIFYwpEWleVy0ByKEUzcoi3rsZYIIEd/k0dm1BRrv4jwfiBROzN0OLaI32R0BhoC72asZpUW6oPwHLQuUaTcGugB6ocKBydwR6KuKCGOFQjq4NFf7unhvAnZz4mw2RyB3I4K4m706rSpPO7BJOBARnJi7nVdEN4ZkHmOssNGwqiotKt6on9Xn6nirnp5oALpU5Q3KsIFl5GEmOiKQFQ5rfmme5rk5twTs5MSBuCPQzgURxuXz64TyXM1hgh1gO2aiRwOPt6WQjpgU52nWjiWbdVHZD7owWE7yBNBBICzVOnCn8Kjm9Ukh551kwRmssNF+xXla6OJCD2CXxkBY/hBjvIgSCLZ8ARHGCgZ1RFmu9nbRbgiwU2MwLF/IWeNu5xXRvRRN0TJzLKuyUkcWb9TVDXk6zmpQupz1jxdA/1V6GfRFFGahI8JZxmjPkjwtctEyELALs9EjDLPQEcGsUFgHluTqIC6AA7aq8TmrDkcRHY4X3+TRTiWF+mnFDzo/WKHZbr/dIQGwWVOA2WwRhYE4ooBlpLnF+TrKarA7FCAmOXFZeFSjhSoinGWM9irO01Eu8jZglyqHTV6jiI6YYYXCGlFZoWOKNujqxnwdbTUoldnpQExqCvJvP6L4uLiJ6GBJ2rmkUMdb9XaHAsQcZqJHGC6AIwpYknYpLtRJqrM7FCAmOS13O7CIzkAcPYtvbNLOJYW6pGK9fhKq0I4u3jdALPFQRI8svoDdEQC9ZknasWQzA3JgiDltIB71PPSbRvSYVlqkM0213WEAMcdpq8gcWERnJjp6zwqFlF1RoeOLN+iqpgIdYTUqmdnpgON5Avw7jyjMREcUmlZapNNMjd1hADGj3u+sgXjUo4iOKDO2rFTnhSpkGdo6AkOl0WGT15xXRPdRREf/JDQ0ateSAl1WuV7nhiu1g4uZkYBTNQU5eY4oFNERpSaWlTCzDRgi3hC5O6L4yd2IPiMrKnRRoEzx4vMEGArNDht3O6+ITjsXbCcrGNKo8nKdWLxeV3oKtcjVpERmpwOOQjuXCEMRHVFsbFmpzglXSsxsAwYVuTvC+JlwhOiUUV2ti7zFrEAHhkCzw3K3s4ro4TADcQyoxPoG7VacryuqNujscJWmMjsdcAQ2Fo0w5G5EudHl5TovXMkScWAQeR02my2qGSMFgnZHAfRbSm2dLmrarEyLMQEwmJodtorMWUV0BuEYJFYgqJzyMp1cvF5XeDbrUFcTS8CAKOYNGoUpdkUGf4AZvHCEkRUVuiBULhfvZ2BQhCV5QxS8IgIFdDhAQkOjzq8v0CiL/RaAwRI2ks9BudtZRXQ2FcUQSKqv1x7F+bqqar3ODFdpErPTgahj5Lz+bFGLC+BwkKzKKi0LlCmOC+3AoGA2eoSglQscIq7Jo7Nq8jTR4j0NDBYnjbudVUT38cGHoWMFghpbXqYlxet1efNmLXR5GDQDUYSWLhGCIjocJqO6Wst8JUqg1yow4JzWWzVqUUSHg7i9Pi2pytMOTI4DBkUzM9EjVJBlZRh6lqTkunrtVZynq6o36HRTrfEu3otApPMEnJPMoxpFdDhQWk2tlnlLlEQhHRhQTuutGrUoosNhXP6ATijfpLluuhsAA42Z6JEqSC8r2MvlD2h8WamWFv+gy7xFOtDlkZveqEBEYiZ6hKCIDodKqa3TsuZipVJIBwYMM9EjBEV0OJAVDGlRaa72dTXbHQrgKE7K3c4qoocooiMyWGoZPO9TnKerazdqqWo01mJ2OhBJPA66Ih7VGIjDwZLq6nWBZ7PSLecMHgA7OWk2W1QLkLvhTFYorPkleTrY1WR3KIBjOCl3O6uIzkx0RCCXz68JpSU6o+QHXeor1gGuZlnMTgdsx0z0CBHm7wBnS6xv1AUNhcq0OE8FtpeT+qpGNS6Aw8EsY/Sj4nwdYzXYHQrgCE7K3Q4rojPTF5HLkpRaU6sDinN1Te1GnaoajXYxoAbsQk/0COGgkyqgK/GNTTqvvlAjKKQD28VJs9miGkV0OJwlaXZJoU5Wrd2hAFHPSbnbYUV0BiaIDi6fX5NKS3R2yQ+6xFei/ZidDgw5ZqJHCGaiI0bEN3l0Tl0BF9CB7eCkvqpRLcDkNcSGqaXFOjNcZXcYQFRzUu6miA7YyDJGaTU1ml+cq5/VbdIpqlU2vdOBIeGkK+JRjZnoiCFxnmadWZPPPilAPzWHyN0RgQvgiCFjy8t0fqhCLia9Af3ipNztsCI6AxJEL7fXpymlxTq3dL1+6i/V3m6vRKIGBk2If1+RIcwFcMQWd7NXp9fka6JFOwSgr5w0my2qcQ6FGDOiokIXBUqVID6DgL5yUu52VhE9xEAc0c8yRhnV1TqoaJOuqc/VYtXRQxUYBGHGf5GBmeiIQS6vT0uq8zXVRSEd6AsHTWaLbpxEIQalV9foouZipVJIB/rESbnbWUV02rnAYdzNXk0vLdJ5pT/ookCZfuTy2R0S4BgOyuXRjSI6YpTL59dJlXnaweW3OxQgalC7jRDMREeMSq6r14VNm5XJJDeg15yUu51VRKc3GxzKMkaZVVU6pHijflafqxOtOhI3sJ2clMyjGrkbMczyB3RCRZ5mU0gHeiVM8TYy8HdADEtoaNT5dQXKYTwO9Ipx0PQ1ZxXRnfN3AboU52nWDiVFWla2XssCZdqN2elAvzAQjxAU0RHjrEBQR5fnaq6bfA70hMwdIcjdiHFxnmadUZOnSbRlA3rkpMlrziqiW3YHAAwdKxzWsKoqLdoyO/14q14ZFie0QG/xryVC0M4FkBUMaVFpHm3bgB5w/TtC8IcA5Pb6dEplnnZkNRnQLSeljDi7AwCw/eI8zdrRs1kz3S7VZA3XRwnDtCacYHdYQERzUjKPahTRAUmSFQrp4NJcxedM0ofhZLvDASISGSNCOGlaIbAdXP6AjivPVfKoyfoynGh3OEBEclLudtZMdCDGWaGwhldW6sjiDbq6IU/HWg3sHg50gXYuEcLwGQW0ssJhzS/N0zx3s92hABHJkLsjA38HoI0VDOmw0lzt7yJ3A51xUu5mJjrgUPFNHs1q8mgnt1vB5CS7wwEijomLkzTC7jBg0YsN2JoVNtqvOE97pabYHQoQcUw8uTsiOKggAgwEKxzWASV52ofcDXTgpHG3w4roDMSBbVmhkOIbm+wOA4g8ibQ8igguFsUB27KMIXcDnSF3RwbauQAdkLuBLjgodzNyBQAA9qGIDgBAlKGIDgCIPYxcAQCxicVLkcHFHwIA0Eu0AIsMXAAHAPSWg3I32Q8AEJsclMyjGgNxAEBvkbojg5vcDQDoJQflbrIfACBGOSibRzOK6ACA3uICeGRwu+2OAAAQNZyTu501cmVJOACgt+IYAEYEcjcAoLcsZw1foxZFdABAbzlovOessxAKIgCA3iJnRAZmogMAeiue3B0RaOcCAOituDi7Ixgwzsp+XBEHAPQWRfTIQBEdANBbDhqIRzXG3QCA3op3Tu521siVgggAoLcYiEcGBy3vAwAMMgcNxKMaM9EBAL3loHG3s7IfV8QBAL3FhdfIwEx0AEBvkbsjA38HAEBvOagVm7NGrg66ugEAGGTkjMhAER0A0Fvk7sjA5DUAQG85KHc7a+TK8j4AQG8xiyoyJMTbHQEAIFow3osMtHMBAPSWg3K3s7Kfg65uAAAGGTkjMlBEBwD0Frk7MjATHQDQWw7K3c4qojvo6gYAYJAxEz0yJCbYHQEAIFow3osMFNEBAL3loHE3RXQAQGxyUDKPasxEBwD0loNms0U1LoADAHrLQbVaiugAgNjEQDwyJDAQBwD0UjwXwCNCErkbANBLDqrVOquIzhVxAEBvkTMiQyIz0QEAvcQF8MjAORQAoLcclLudVUTnijgAoLeSEu2OABLtXAAAveeg2WxRLZFzKABALzkodzuriB4fL7md9ZIAAIPA7XZUMo9qLhd/CwBAzyyLGdCRwk3uBgD0gstZudt5FWdmFgIAepJMrogozEYHAPQkObGlkI7IwLgbANCTJGflboroAIDYQ66ILA6anQAAGCTJSXZHgK2RuwEAPXFY7nZeEZ3ZhQCAnrCHRmRhJjoAoCcOG4hHPc6lAAA9cVjudl4RndmFAICekCsiC7PZAAA9YbJUZGFzUQBATxyWuymiAwBiD7kisqQk2x0BACDSOWw2W9RjJjoAoCcOy90U0QEAsYdcEVlSKaIDAHrgsNlsUY+Z6ACAnjgsdzuviO6wqxwAgEFAET2yMBMdANATxnmRhZnoAICeOCx3O6+ITmEEANATckVkSUmSLMvuKAAAkcqyyN2RJjXF7ggAAJHMgbnbeUX0OLeUEG93FACASJWYIMXH2R0FtmZZzEYHAHQtKYGLrZEmzu244ggAYAA5MHc7r4guSempdkcAAIhUacycikj0RQcAdMVhy8EdI51zKgBAF5Kcl7udWUSnQAIA6AoXWiMTRXQAQFcookemNM6pAABdSHFe7nZoEZ1kDgDoAhdaIxNFdABAV7gAHpnoiw4A6EpGmt0RDDhnFtFZVgYA6ApF9MjEQBwA0BUHDsQdgXMqAEBXHHgB3JlFdGaiAwC6Qo6ITMxEBwB0JYPcHZEoogMAuuLA3O3MInp8nJSYYHcUAIBIk5jQkiMQeRITpDi33VEAACJNUqIUH293FOhMfJyUxLgbALANh+ZuZxbRJUcuGwAAbCdmTEU2WroAALblwJlsjsIKPwDAthyau51bRKdQAgDYFhdYI5tDT7YAANshnX7oEY1xNwBgWw7N3RTRAQCxg9wQ2TLT7Y4AABBpuAAe2Ti3AgBsy6G527lFdIf+wQAA24HcENkyKKIDALaR4czZbI5BOxcAwLYcmrsdXERPkyzL7igAAJHC5XJsMneM9JSWvxMAAJLkdkspSXZHge5kMO4GAGzFwbnbuSNVN8USAMBWMtMo0EY6l4vVAgCA/0lPpUAb6dzkbgDAVhycu51dTcjKsDsCAECkGEZOiAqZXAAHAGzBhtPRgXMsAEArB19YdXYRnWQOAGhFTogO/J0AAK1YWRwdhrGnCQBgi0zn5gRnF9GZiQ4AaEVOiA4U0QEArYYPszsC9Aa5GwDQanim3REMGmcX0ZMSpeREu6MAANgtOVFKTLA7CvRGarKUEG93FAAAuyUmtOQERD5yNwBAkpKcnbudXUSXuCoOACAXRBv+XgAAB89kcyRW/AEAHL6CzPlFdJI5AIBcEF3orQoAcPhA3HGyuOgBADHP4RfAnV9EZzYbAIBcEF0YiAMARpALoorDCycAgF5w+AVw5xfRM9Ikt/NfJgCgC26XlJ5mdxToi2HpktttdxQAALskJkipKXZHgb7ISCN3A0Asi4G9TJxfXbYsZiACQCzLypRclt1RoC9cLmnEMLujAADYhVnN0ceyaMcGALEsBnK384vokpQ93O4IAAB2GZlldwToD/5uABC7YmAg7khcAAeA2BUDuTs2iugMxAEgdnEhNTqRuwEgdjm8p6pjcc4FALErBnJ3bBTR01OlpES7owAADLXkRCmNnqpRKTVZSkmyOwoAwFBLTCB3R6uMtJa/HwAgtsRI7o6NIrrEVXEAiEUj+eyPasxGB4DYEwPLwR1tFOdeABBzsmIjd8dQEZ2BOADEHD77oxsXQQAg9owgd0c1Jq8BQOyJkXF37BTRR2S17BgOAIgNlsVAPNqNGEbuBoBYYkkaPcLuKLA9RmRJLnI3AMQMS9Ko2MjdsVNEj3NLWRl2RwEAGCpZGS2f/Yhe5G4AiC3DMqWEeLujwPaIc8fE5nIAgC2yYid3x04RXWJpGQDEEj7znYG+6AAQO5iF7gycgwFA7Bg90u4IhgxFdACAM1F8dQb6ogNA7MiJnYG4o7G5KADEjhi6AB5bRfT0VCkp0e4oAACDLSlBykizOwoMhIxUKTHB7igAAIMtPVVKTrI7CgyElGQpNdnuKAAAgy3GcndsFdGlmLpCAgAxKyfb7ggwUCxLGsPfEwAcL4aWg8eEGNlkDgBiWozl7tgroo8ZZXcEAIDBRtHVWfh7AoDz0crFWWilCgDOF2MTlWOviJ6VISXT0gUAHCs5SRqWYXcUGEjDMmJqmSAAxJyUpJYl4XCO4ZlSQrzdUQAABktyUsy1UI29IrrEbHQAcDJmLTvTWP6uAOBYMbYcPCbQjg0AnC3GZqFLMVtEJ5kDgGPxGe9MXAAHAOeKwYF4TBg32u4IAACDJQZzd2wW0TPS2C0cAJwoNTnmlpTFjPRUKS3F7igAAAMtIZ42bE6Vmc64GwCcKCFeysq0O4ohF5tFdIkZbQDgRMxCdzb+vgDgPGNHtbT+gDONZdwNAI4zbnRM5u4YLqIzEAcAx+ECqbPx9wUA5xmfY3cEGEwU0QHAeWI0d8duET0thSX/AOAktPtwPtr1AICzZKa35G84V0qylEW7HgBwjGHpMTvujt0iusRsdABwEj7TYwMz2gDAOWJ0JlvMIXcDgHOMi93cHeNF9FFS7LXwAQDnsayWvmxwvhwulgCAI7hdXACPFWOyY7J3LgA4Tozn7tguoicnStnD7Y4CALC9Rg2XkhLtjgJDITlRys6yOwoAwPYaPVKKj7M7CgyF+PiWczUAQHSL8dwd20V0SZo41u4IAADba8IYuyPAUCJ3A0D0o5VLbBnLikEAiHoxnrspoo/MkpKT7I4CANBfyUktn+WIHdnDW2akAwCiU0qSNDzT7igwlEYNlxLi7Y4CANBfyeRuiuiWJU2I7SspABDVJoyhz2assSxWHwBANBuXQ+6ONS4X424AiGbjR8d87qaILrUsR4jxNwIARCXLaknmiD0TxkgucjcARCVyd2yaOJZxNwBEq3HkborokpSYIOWMtDsKAEBf5Yxs+QxH7EmIl3Jid2d4AIhaI7PYDDxWJSUy7gaAaEQrbEkU0f+HZeEAEH347I5tbDAKANGHz+7YNom/PwBEnUnj7I4gIlBEbzVimJSWYncUAIDeSk1p+exG7MrKkDLS7I4CANBbqSktG0widmVlSpnkbgCIGmkpUnaW3VFEBIroW2NGIwBEj4l8ZkO8DwAgmkwZR09sMKMRAKLJ5PHk7i0oom9t3GjJ7bY7CgBAT+LcbGyCFmNHSXFxdkcBAOhJYoI0ltwNSWOyW/Y2AQBEtsQEadwou6OIGBTRtxYfx4w2AIgGE8a0fGYDbi6oAEBUmDhWcjP8hCSXi3E3AESDSWNbPrMhiSJ6R5PHSS6WKQBAxLKsls9qoNVk2gMAQERzUzTFNiaOJXcDQCQjd3dAEX1bSYnSuBy7owAAdGXsqJbPaqBVSlLL+wIAEJnG59C+A+0lJrS0dQEARKbxOVI8uXtrFNE7M3W8xEVxAIhMU8bbHQEi0bSJ5G4AiESWWEGGzvG+AIDIRO7uFEX0zqQkSzlcFQeAiDNquJSeancUiESp5G4AiEg52S3jK2BbmelS9nC7owAAbGv0SHJ3Jyiid2XaRLsjAABsi89mdIf3BwBEHlaQoTszJtkdAQBgW+TuTlFE70p6KlfFASCSjBgmDcuwOwpEsvRUKWek3VEAAFoNz2yZbQx0JTNdGjXC7igAAK2yMhh3d4EieneY0QYAkYPPZPQG7xMAiBx8JqM3mI0OAJFjOp/JXaGI3p2sjJbZEwAAe2VltMxEB3qSkcaMNgCIBMMzpZFZdkeBaJCRJo0mdwOA7cjd3aKI3hNmTwCA/WZMtjsCRJPp5G4AsN0Ok+2OANGEmY8AYD9yd7coovdkZBazHwHATtnD+RxG32SmM4MCAOw0MkvKYkUv+iAjjX1NAMBO5O4eUUTvjZlT7I4AAGIXn8HoD2ajA4B9mMmG/mA2OgDYh9zdI4rovZGZLo3mqjgADLlxo6X0VLujQDTKyqQ3OgDYYfTIlvET0FfpqVJOtt1RAEDsIXf3CkX03tphsmTZHQQAxBCXS5rBjCRshx2nSBbJGwCGjGVJMyfbHQWiGSvJAGBokbt7jSJ6b6WlSONz7I4CAGLHpLFScpLdUSCapaZIE8faHQUAxI7xOS2fvUB/pae2rEQEAAyNCeTu3qKI3hczJktut91RAIDzxcdJ0ybYHQWcYMbElvcTAGBwud2sIMPAmDmFcTcADAW3i/0o+oAiel8kJkhTx9sdBQA439QJUny83VHACeLjOTEEgKEwZVzLeAnYXokJtHUBgKEwZTy5uw8oovcVbzAAGFxJidKkcXZHASeZOFZKTbY7CgBwroR4aQoryDCA/n97dx4fd1Xvf/w9W5LJzGRf2mZvlq5paVm8FxRE0SIVWVS8XCq2daHQXvZ7hSsqKiAqq5RF9EIR5NZ7vRUVxSt6QaUIP2QvtE2blqRN07RJtzTNNpn5/XGStKVLtpmcWV7Px2MemUzS9D2BzmfO53uW8iIpndoNAFGTmmJ6nBg2mugj5XKZQ0YBANFRXWaWlQGR4nRIUyfbTgEAiWtKheRm+w1EkNMpTaN2A0DUTJ0sudn2ciToUoxGUaGUGbCdAgAST1YGh0khOgpypdws2ykAIPFkZ5oDRYFIK8iV8nNspwCAxJOTKU0qsJ0i7tBEHw2HQ5pZLTlsBwGABDL42sqLK6JkWiW1GwAiyeGQZlTZToFENm0y7w0BIJIcDmlGte0UcYkm+mhl+NmzFwAiqbxICvhsp0AiC/iYLQkAkVRRTO1GdPnSzXtEAEBkVBRL/nTbKeISTfSxqC6X0jhkFADGLC1VqiqznQLJoLpc8rD3HwCMmTdVqiq1nQLJoLLUHF4LABgbaveY0EQfC7fLLA0HAIzNtEoOJMP4SE3hkFEAiIRpVZKL2o1x4HGbw2sBAGMzrZLaPQY00cdqQj6HnQDAWOTnSBPybKdAMimewCGjMa6pdacW/OAW5X7uXHnP/5hqL1+ov9etkyT1BoP66iMPqfbyhfJdME+TFlyoS++4VdvaWo/7M7/78yd08lVfUeDTZ6vg4vN0/re/pvVbGw/7nmsfXq6ciz6pkks/o5899+xhX/vvvz6nc2++IbJPFIhXBblSYa7tFEgmRYVSZsB2CgzhePVbklat/os+/rXrlPu5c+U45wy9Ub9hyJ/ZGwzq20+uUOXii5V23sc0e+li/f7vLx/2PT977lmVXPoZZV80X9c+vPywr73X0qyaL12ifQc6IvMkgXhVkCMVMu4eC5rokTC9SnLyqwSAEXM6zWsoMN5m1kguancs2t3ertOuXyaPy6Vnvv19vfvQT3Xnl5cqO2CaJwe6u/Taxjp9/eJL9dp9P9aqm76j9Vu36FPf+vfj/tw/r3lTSz95gV6660E9e+ud6u0L6uNfu14dXZ2SpN+8vFpP/vlP+sMtd+j7i5foS/d+X61790iS9nbs19ce+4nuv+KaqD53IC64nNJ0VuNinDkcUm2N5OSQ0Vg1VP2WpI6uTn1wRq2+t+iyYf/cm376E/3omd/ovsuv0rsPPaYl53xKF9xyk16vr5Mkte7doy/d+33d8cUr9Idb7tATzz2rp19+cfDPX3H/3bp90WXKSOf8BiQxp9OsIMOYsCloJKSnmT2F6t6znQQA4ktVqXkNBcZbeppUUyGtrbedBO/zvV88qZL8fD167Y2Dj1VMmDh4P9Pn17O33XXYn1l+xVU65eolatzRotKCwqP+3N9/5weHfb7i2htVcPF5enVDnU6vna21jQ36cO0JOqlmqk6qmaqrH16uzS3NysvM0r898pAun3/eMX82kFQqSyUvtRsWBHzmDB3G3TFpqPotSZ//6DxJZnb4cD3+f3/Q1z73eZ1z8j9Iki6ff77++PqrunPVf+mJf71Jm7Y3K9Pn1+fO+Igk6cxZc7R2S4M++YFT9Z/P/1Eet1sXnnb6WJ8eEN8qGXdHAlOwIoXTbQFgZHzp5rUTsKVskpSVYTsF3ufXL63WSdVT9dnbvqGCi8/TnGVf1I9//5vj/pm9HR1yOBzK8vuH/ffs7dgvScrpnyE3e3KV/r5hvXa3t+vVDevV2d2tqonFeuGdt/Taxjpd+alPj/5JAYnCT+2GZZNL2NYlRo2mfg9Hd2+v0lJSDnvMm5qqF955W5JUPalYB7q69Hp9nXa179MrG9ZpVkWldre36+uPP6Lll1895gxAXPN5pcnU7kigiR4pTqc0s9p2CgCIDw5Js2rYCgt2sTQ8Jm3a3qwHf/srVU8q1v/e8gNdPv88XfnQD/XYH39/1O/v6unWVx/9kS4+46PDXqodCoV09Y+W67TptZpZbg6anXfiKVpw5sd08tWXaeFd39Vj190oX1qaLl9+lx5adp0e/N2vNOXLC3TadUv1TsPmiD1fIK7MrKZ2wy6HQ5o1hdodg0Zav4dr3tyTddcv/0sbmrYqFArp2dde0aoX/6LmXW2SpOxAQI9dd6MuveM2nXL1El36kXmad+Ipuv4/HtCycy/Q5u3NmrPsi5p5+UL94oXnI/BMgTjiUP9rJrU7EtjOJZKyM82V8U1bbCcBgNg2uZQZwIgN/nSpskza8J7tJOgXCod0UvUU3bbwK5KkOZU1WtOwWQ/97lf6wllnH/a9vcGgLvruzQqHw3pw2bXD/juWPnC31jRs1gt33HfY4zcvWKSbFywa/PxbP1uhs+acJI/brVtWPq63H3hUT7/8oi698za9+sMfj+FZAnFocokZ7wC2+dOlqnKpjguasWQk9Xsk7l1ypb587w809bLPyyGHKidO0qKzPqFHnv3d4PdccOrpuuDUg1u2/PntN/TW5nrdt+QqVX3pn/WfX/2GJmTn6JSrl+j0mbNVkJU9+icKxBPG3RHFpYhIqy6TMoa/lBjx6eYnHpXjnDMOu039yucP+56/rV2jj9xwtXwXzFPGpz+h0//1X9TZ3X3Mn/mXt9/UuTffoEkLLpTjnDP01It/PeJ77viflSq4+DwVXHye7lz188O+9vK6d3XilV9WsC8YmScJREuG3+yFDsSKySVmn1XEhInZuZpeUn7YY9NKytS4c8dhj5kG+jfVsKNFz95657BnoS974B49/f/+puduv0fFeQXH/L51Wxr0xHN/0Hc+v1jPv/W6Tp8xS/mZWbro9DP12sY6tR84MOLnBsStDL8Z5wCxYnIx27rEmOHW75HKz8zSU9+4VR2rfq+GFT/Xuocfl9/r1eQJk476/d29Pbri/rv1o3+5XhubmxTs69MZtSdoSnGpaoqK9fL6d8eUB4gbmX5zjgQihpnokeZ0mqUSL74uhUK20yCKZpRV6I+33jn4udvlGrz/t7VrdPbX/003XnSJ7rv8KrldLr25aaOcx1l22NHVqdkVVVr88XN04S1fP+Lrb22u1zeeeERPf/N2hRXWJ2++QR+fc5JqKyoV7AtqyfI79fCV18vt4p81YpjTKc2eynIyxBanQ6qdIv3tdSkctp0m6Z02fabWNzUe9lhd01aVHXKo50ADfcO2Jj13+z3KzRh6dmw4HNa/PHivfvm3v+r52+894rCz93/vZffdqbu+vFR+b7r6QiH19l+k7g2aj32hvtE8PSD+ULsRiwa2dVn9qhSidseC4dTvsUhLSVVRXr56g0H9z+q/6KIPffio33fLfz6us088RXOravR6fZ2CfQfrdW9fn/r66NMgCTid0qypbH0VYXTboiHgk2rKpXWbbCdBFLldLk3IyT3q1655+H5d+alP64aLLhl8bErx8WfefuLkf9An+k8cP5p1Wxo0q7xSHzlhriRpVnml1m1tVG1FpX7wi5U6feZsnVwzbRTPBBhHUyo4hBmxKdNvZrXVsyWbbddc8Fmdet1S3fbzx3XRh87U/1u/Vg8/8xs9fOX1kkwT+zO3fUOvbazT0zffrr6+Pm3v3xc1J5ChFI9HkvTRG6/RBad+SMvOvVCS2cLlyef/pF9941YFvN7BP5Pp88ubmnpYhp/879PKz8zSuR84TZJ02vRa3fyzFXpp3Tt65u8va3ppubL8zIBEkphK7UaM8qdL1eXSerZ1iQVD1W9J2tW+T407WrStvwav32red03IzhkcW196x60qys3XdxeZbWFeXveumtpadcLkKjW17dTNP1uhUDikf/vMxUdkeLfxPf38L/+n15f/RJI0tbhMTqdT//G/v9WE7Byt29Kok2umRvX3AMQEandU0ESPlvIiaecuqW2P7SSIkg1NWzVpwYVKS0nRP06doe8u/IpKCwq1Y89uvbz+XV1y5lk69borVN+8TVOLS3XrF76kD86YNeq/r7Z8suqatqhxR4vC4bDqtm3RzLIK1Tc36dFnn2FvVsS+3Cyp7OjLLoGYUFVm6vaedttJktrJNdP0y5tu0Y0rHta3n/ypKiZM0D2XLdMlZ35MktTUtlO/fmm1JOmEZV887M8+d/s9+vCsOZKk+uZtat27d/BrD/72V5KkD3/1qsP+zKPX3KCFH/vE4Octu3fp1pVP6MU77x987JQp03TdhRdp/jdvUEFWlh679t8j+IyBGJaXLZVSuxHDKoql7a3SXmq3bUPVb0n69Uurteju2wc//6fvfUuS9M1/Xjh4Jknjzh1yHrLypau3Rzf99CfatL1Zfq9X55z0AT1+/deOuJgdDof1lR/eobu+vFS+NK8kyZuaqhXX3KClD9yj7mCvll9+lYry8qP2OwBiArU7ahzhMOuWo6az2ywv62WP6kTzzCsvaX9Xp6YUl6p5V5u+9eQKNbW2as2DK/RO42b947VXKCeQoTu+eLlOqKzST//0Bz3w9FNa8+AKVRcVD/nzHeecoV/edIvOP/VDhz3+0G9/pbuf+m9J0jXnf1ZL5p+ns/79Wi375AUKhvp0889WyONy6d7LrtTptbOj8tyBUXG7pQ+eKHlTh/5ewKbOLumF16QgtRtAkvP01+40ajdi3P4D0urX2E4VAKjdUcVM9GjypkrTq6Q319lOggg7dNuVWRWV+sCUaSpb+Dn911+f07QSc3DDZZ84V4s+fo4kczL5n954VY/84XeDy9JGY8n887Rk/nmDnz/2x98r4PXqH6fN0JSvfF6v3PMjbW3doX/63re0+dGVSvWkjPrvAiJqeiUNdMQHb5pUWyO9zqFTAJLczBoG4YgP/nRpRpX0dp3tJABg14xqancUcTpMtE0qkCayXCjRZfkDqikq1sZtTZrYv5fb9NLyw77HnEzeErG/s3XvHn3ryRW67/Kr9PL6taopKlZ1UbHOnD1XvcGg6rayry9ixIR8qSgyBwoB42JCHksgASS3okLzWgjEi+IJvN8EkNzoP0YdTfTxMKPazGxDwtrfeUD1zds0MSdH5YUTNCk3b/CQlAF1TVsidjK5JF3z8HJdc/5nVZxXoL5Qn3oP2XogGOpTH8sZEQvS06SZ1bZTACM3dbI5KBwAko03zawgA+LNjCpqN4DkNLATBqKKJvp48LilOdMlJ7/uRHH9Tx7Qn99+Q++1NOvFd9fogu/cJJfTqYs/fJYcDof+9dP/pB/++n/0ixee18ZtW/X1n/6H1m1t1BfnzR/8GR+98Rot/82qwc/3dx7QG/Ub9Eb9BknS5pZmvVG/QY07jpy9/uxrr6iuaauWfvICSdLJNVO1bmujnnnlJT38zK/lcro0pbg0yr8FYAhOp3nt87BzGOKQq///X5fLdhIAGD8Oh3TCVHOWCRBvXC5pzjRqN4Dkwrh73PAbHi+ZfvZpSyBbW3fq4u99W2379ik/M0sfnFGrl+5+UPmZWZKkq8//rLp6enTNw8u1q71dsydX6tlb71TlxKLBn1HfvE2te/cOfv73Det15g1XD35+7Y/vlyR94ayzteLaGwcf7+zu1rIH79XPb/jm4KnlxXkFum/JVVp0z/eU6vbosWtvlDeVfbBg2cxqKcNvOwUwej6vqd1vrbedBADGx/QqKSvDdgpg9HzpUm219AbnkgFIEjOqpMyA7RRJwREOh8O2QySVNXXSlu22UwBAdJVMZBsXJI631ktNkTvTAgBiUskEc5gokAje2SA1NttOAQDRxbh7XLG/yHibzhUiAAkuM8BeqkgsM6rMzDYASFRZAfZSRWKZVmlWgwNAospi3D3eaKKPN6fT7NPm8dhOAgCR5/GY1zjOgEAiYY9VAIksxcP5TUg8Tqd0wnT29weQmKjdVvDbtsGbZg7scdgOAgARdsJU8xoHJJqAT5o9xXYKAIgsh8MMwtM4SwcJKD1NmkXtBpBgqN3W0ES3JS9bqi63nQIAIqem3Ly2AYmqME+qLrOdAgAiZ9pkKSfTdgogegpzpcoS2ykAIHKmUrttoYlu0+QSU9QBIN4V5JrXNCDRVZVJE/NtpwCAsSsqlMqKbKcAoq+63FwIB4B4N6lAKqd220IT3SaHQ5o1VcrgwBMAcSzT379FFXtUIUnU1lC7AcS3DL80o9p2CmB8OBxmSzZqN4B4FvBJM6ndNtFEt83tkk6cwV5GAOKTN1U6cSYHLiK5uPprd2qK7SQAMHIpHmnudMnFUBBJhNoNIJ6lpkhzZzDutox3TrEgLVU6aaZpqANAvHC7TQOdwQiSUdrABSTeSgGIIy6nGXdwCDiSUVqqaaRTuwHEE5fL1O50ardtVI9YEfCZq0pshwAgHjgcZhZbwGc7CWBPpl+aPc12CgAYHodDmjNdygzYTgLYkxkwtZthN4B4MDDuZjuqmEATPZbkZpl9VgEg1tXWmNcsINkV5krTKm2nAICh1dZI+Tm2UwD2FeZK06pspwCAoc2aIuVl206BfjTRY01RoVRdZjsFABxbdZl5rQJglBdJZZNspwCAY5tSQe0GDlU2Saootp0CAI5tSoU0qcB2ChyCJnosqiqTiifYTgEARyoqNK9RAA43rZI3uQBiU3mRNLnEdgog9kypkCbm204BAEcqo3bHIprosWpGNUs2AMSW3CxpZrXtFEBscjik2ilmiTgAxIqJ+dLUybZTALHJ4TBbJbBFIYBYMiFfmkbtjkU00WOVs//gnywO/gEQA7IzzOHHTsoGcExOh3TCNC6CA4gNuVmmQejgBEXgmJxO8x43O8N2EgCQcjKp3TGMbkgsc7ukk2qlTE7hBWBRZkA6caZ5TQJwfE6nNHc6g3EAdmX4zWsRF7+Bobld0kkzmcAGwK6Az1zUc1G7YxX/ZWKdxy2dXGv+MQHAeMvwm9cgj9t2EiB+uFzmwhMXwQHYkJ5mGoJuajcwbG63mcCWQe0GYIHPa2o34+6YRhM9Hng80imzJH+67SQAkknARwMdGC1P/2Cc2g1gPKWnSafMllJTbCcB4g8T2ADY4POanl9aqu0kGAJN9HiR0t9I9zEYBzAOfF4ziEjx2E4CxK+B2p3utZ0EQDLweaUPzJa8DMKBUUvxmPfAXAQHMB586aZ200CPCzTR40lqinRKLYNxANGVnmYaf8xiA8ZuoHbzxhhANDEIByInNaV/AhvjbgBR5E+XPsC4O57QRI83aammoHvTbCcBkIi8qSwlAyLNy4UpAFHEIByIvIFGejrjbgBR4E9nfBCHaKLHI2+qeaNMkwtAJHGRDogen1f6hxMYjAOIrICPQTgQLYPvjRl3A4ggGuhxyxEOh8O2Q2CUOrukV96WOjptJwEQ73zpZv9HBglAdHX3mNrd3mE7CYB4l+Hn/BJgPBzoH3cfYNwNYIwGLn5Tu+MSTfR4190j/X2NtG+/7SQA4lVmQDppJoUcGC+9QVO79+yznQRAvMrwm/MWPNRuYFww7gYwVjTQ4x5N9EQQDEqvvSu17bGdBEC8yc2S5s6Q3C7bSYDk0tdnanfrbttJAMSbzICZge5x204CJBfG3QBGi9VjCYEmeqLoC0lvrpNaWm0nARAvJuRJs6dKTo7HAKwIhaQ310vbd9pOAiBe5GZJc6bTQAdsoXYDGKm8bFO7mbgW92iiJ5JwWHpng7Rlu+0kAGJdyQRpRrXkcNhOAiQ3ajeA4SoqlGZWc/EbsC0clt6tlxq32U4CINYV94+7nYy7EwFN9ERUt1mq32I7BYBYNblEmlJhOwWAQ63bJG3eajsFgFhVVSZVl9lOAeBQGxukDQ22UwCIVdVlpn4jYdBET1Sbt5oBOQAcaupkqaLYdgoAR1PfKNW9ZzsFgFjicJjZ58UTbCcBcDSN26R3NtpOASCWOBxSbY1ZQYaEQhM9kW3bIb1dZ/ZtA5DcnE5TyCcV2E4C4Hiad0hvUbsByOydOne6lJttOwmA49neKr25VgrRWgGSnttl9j/Po3YnIproiW7PPnOCeHeP7SQAbEnxSHNnSNkZtpMAGI697dJr70hd1G4gaaWlSifNlAI+20kADMeuPdJra6XeXttJANiSliKdVEvtTmA00ZNBV7dppO9tt50EwHgL+KQTZ0jeNNtJAIxEd49ppO+hdgNJJ8Nvandaqu0kAEais8uMu/ftt50EwHgL+KQTZ0peancio4meLPpC0po6s8ULgORQkCPNnmaWlAGIP30h6Z06qYnaDSSN/BzpBGo3ELf6+syWqs07bScBMF7ysk3t9rhtJ0GU0URPNvVbpLrNtlMAiLbKUnMauMNhOwmAsdq0RVpP7QYSXkWxNKWC2g0kgk394266LUBiqyyRqsup3UmCJnoy2tEmvbHOXCUHkFhcTql2ijQx33YSAJG0c5f0xlopSO0GEo7bZWr3hDzbSQBEUutuU7t7g7aTAIg0t1uaPUUqyLWdBOOIJnqyau8we60e6LKdBECkeNOkudPNXqoAEs/+A9Kra6jdQCIJ+KQ50yWf13YSANFwoNPsk97eYTsJgEjJ8Etzpknp1O5kQxM9mfX0Sm+tk3butp0EwFgV5Eq1NVKKx3YSANHU22tWk7VSu4G4V1woTa82q8gAJK5gn/TWeqml1XYSAGNF7U5qNNGTXTgsbd4q1b1n7gOIL06HNGWyVF5kOwmA8ULtBuKb0ylNr5JKJthOAmA81Tea2g0g/jgd/bV7ou0ksIgmOozde83Mtq5u20kADFe615wCnsn2LUBS2ttu9lplexcgfqSnme1b2HoNSE5te8ysdMbdQPzwppranRmwnQSW0UTHQT290tvrpR27bCcBMJRJBdKManMYGYDkFeyT3t0gNe2wnQTAUApzzQGiHrftJABs6g1K72yQmnfaTgJgKPnZ0qypbJsKSTTRcTQN26R1m6RQyHYSAO/n6l8CXswScACHaGqR3tko9fXZTgLg/RwOqaZcmlxiOwmAWNLUIr270VwQBxBbnA6ppsJsm+pw2E6DGEETHUfX3mGWiO8/YDsJgAEBn9m+xZ9uOwmAWNTRKb25zmzzAiA2+NOl2VPZvgXA0R3okt5aJ+3eZzsJgAEBn6ndAZ/tJIgxNNFxbH0haf0mMzMdgF1lk8wBopwCDuB4QiFzaNnmrbaTAKgolqrLqd0Aji8cNoeObmzkwHDAtopis3rMSe3GkWiiY2htu6W3N0idHFwGjLv0NGlmjZSbZTsJgHjSutscXNbdYzsJkHy8qdKsKVJOlu0kAOLJnn1mRRkHhgPjz5tqzi1h3I3joImO4enrMzPb3muynQRIHhXFUnWZ5OLwUACj0BuU6jZLjc22kwDJo2SiNLVCcnN4KIBRCPaZfdKbWmwnAZJH6USz6tvNuBvHRxMdI7N7n7Smjr3SgWjyp0u1NVJWhu0kABLB7r3Smg3UbiCavGmmdjODDUAk7NxlmunMSgeih9nnGCGa6Bi5UMjs17ZpC3u2AZHkcEiTS6SqUvZgAxBZoZBUv8XsuUrtBiKrbJJUU8EMNgCR1ReS6hukTVup3UCkMfsco0ATHaO3b7+Zlb53v+0kQPzL8JsZbBl+20kAJLL9B0zt3r3PdhIg/vnTpRnVUk6m7SQAEhm1G4icDL80vUrKZtU3Ro4mOsYmHJY2b5U2NJhZbgBGxuWUKkulihLJ6bCdBkAyCIelLc3S+s1m71UAI+N2mzNLSidRuwGMj3BY2toird9kzjwBMDIet1RdbmagO6jdGB2a6IiMzi4zGG/eaTsJED8m5pslZN5U20kAJKOubrPfakub7SRA/CieINWUS6kptpMASEY9vdK6eqlph+0kQPwomWC2XUvx2E6COEcTHZG1a6+0tt5s9QLg6DL80vRKKZvl3wBiwI42ad0mqaPTdhIgdmUGpBlV5iMA2Na2R3pnA7UbOJ7MgNm6JYvajcigiY7IG1hqVrfZXCkHYKR4zBXw4kKWkAGILaGwtLXZbM9G7QYOSvFIUyqkImo3gBgTCknvNZmDw4Ns8QIM8nikKeVm9Ri1GxFEEx3REwxKGxtNYed/MyQzh0MqL5KqSs0+qgAQq4JBadMWaXMTZ50guTkcUtkkqarM7KMKALGqt9c00hu2UbuR3BySSiZJNWWmkQ5EGE10RF9HpzkAhT1XkYwKcqSplZLPazsJAAxfV7dU957U1GI7CTD+8rKlaZWSP912EgAYvs4us6KM2o1kVJhrDg4N+GwnQQKjiY7x07ZH2vCetHuf7SRA9GVnmCKem2U7CQCM3r79Zr/0tj22kwDRl5slVZdxZgmA+NbeIa3fLO3cZTsJEH152ebAb84swTigiY7xt3OXtLFB2tNuOwkQeVkZZgCel207CQBEzs5dppm+/4DtJEDkZWea2s2FbwCJpG2PaabvZdyNBJSTaSat5XDhG+OHJjrs2bnLLDejqCMRZAbMADw/x3YSAIiOcFhq3mn2TG/vsJ0GGDsufANIBs07zYrwjk7bSYCxywyYmefUblhAEx327eifmU4zHfEo0y9VlZu9zwEgGYTDpnbXN1K7EZ+48A0g2XAhHPEu4DPN84Jc20mQxGiiI3bsaDMz0/ftt50EGFqGX6oqMweYAECyatst1W9hz3TEh4DPLP2mdgNIZjt3mWb6rr22kwBDC/ikylJpQp7kcNhOgyRHEx2xZ8cu6b2tDMgRm/KypfIi85EiDgDGnn2mmb6jzXYS4Ei5WaZ25+dQuwFgwJ5200xvabWdBDhSfs7BcTcQI2iiI3a1d0jvNUnbdkihkO00SGZOp1RUIJUVmSvhAICja+8wA/LmHRLvMGETtRsAhqfjgLR5q9TUIoUo3rDI5ZSKCk3t9qfbTgMcgSY6Yl9Pr9TYLDVuk7p7bKdBMklNkUonSaUTpRSP7TQAED8OdEoN26StLVIwaDsNkklaf+0uoXYDwIh095hJbI3bpGCf7TRIJqkpUhm1G7GPJjriRyhkDkNp2MZBZoiuDL9ZOjYx38xkAwCMTl+fWVHW2MyZJ4iurAxTuwvzJCdbtgDAqAWDUtMOaUszh5AiujL9Unmx2e+ccTfiAE10xKfde00zvaWNrV4QGU6nOWisdKKUk2U7DQAknt37zOy27a3UbkSGw2EG3uXFUlbAdhoASDy795lmevNOajciY3DcPUnKybSdBhgRmuiIb71Bs+9qU4s5GAUYqawMs+/axHzJ47adBgASX2/QzE5nhhtGKzNg9jufWMCybwAYD729Znb61u3UboxOdv+4ewLjbsQvmuhIHB0HzN6r21qkLvZOx3GkpUiTCqXiQsnHgSUAYM3edmnLdnNBnP1XcTzeVGlSganfHDYGAPbs3S81bTcXxHs59wTH4U01dbuoUPJ5bacBxowmOhJPOCy17TFXydnuBQMGlo0VFUp52WYJOAAgNvSFpNbd0vad0o42Guow3C4zY21SgVnyTe0GgNjRFzI1u3mHtHM3424YLpfZaq2okNqNhEMTHYmtN2j2Xm1pldp2SyH+d08qTqeUl2UOGSvMY9kYAMSDQxvqLW3mcFIkD4fDXOwuKpAK8iQXB40BQMwL9kk7d5lx945d1O5k43CYhnlRoRl3u122EwFRQRMdyePQwr5ztzl1HInH45byc8ys87wcCjgAxLO+kNS6q/+COA31hOV2mcZ5fo65pabYTgQAGK2Bi+EtrWamOlu+JCaP29TugXE3E9aQBGiiIzmFQtKuvWZAvqOVPdTjXVqKma1WmCvlZElOlowBQMI5tKG+cxeD8niXniYV5JqmeU6mWT0GAEgsoZDZarWl/2J4T6/tRBiLgdpdkCtlZzLuRtKhiQ5I5mCzljYzKN+333YaDEem31z5Lsgz99lrDQCSRzhs6nXrHrNd2+597MUa6xwOKTvjYOOcw0EBILmEw6Zet+02jfU97eYxxLas/tpdkCMFfLbTAFbRRAferzdoZqnv2mM+0lSPDeleKTfL7HGemyV5PJYDAQBiRl9I2r3XLB9v20PtjhU+rxl85+eYC98s9QYADAj2mdrdtseMvfdSu2NCwGcuemdnmnE3W6wBg2iiA0Pp7TXN9Lb+xnp7h+1EycHnNVuz5GSaW1qq7UQAgHjR02sG5QNN9c4u24kSn8MhZQb6B94ZpnnOwBsAMFy9QTPebuu/7T9gOVASOLR252Saj0xWA46JJjowUj39TfW97f23/RxSOlYpHrMlS4Zfyugv4gy8AQCR0tN7sGbv66/fnIcyNh63aZQPzFbLDEgu9jUHAERId4/Z/mVfu7Svw6wy66Z2j4nLJWUF+hvmmea+y2U7FRA3aKIDYxUOSwe6zIB8335za+/g0JRjSU0xA+2M/qZ5pp9Z5gCA8dfdc7CxPlDDGZwfnTdV8vvMPuYBn6nf/nTOIwEAjK+u7v6G+iFj785u26liU3qaqdl+n/kY8JnV3tRuYNRoogPR0t1zsKF+oNM02g90Jk+R96aafczTvQcLeIafGeYAgNjV1W1qd0fnkbU7Gd4yp6VKgfSDDfOBj25mqQEAYlRvb/9Ks/1mC5gDXWYbt64kGXeneA42yQcudvt91G4gCmiiA+MtFDJFvaPr8AH6QLEPhWwnHB6XU0pNlXxphzfLBz46WdINAIli4cKFeuyxx3TZZZfpoYceOuxrS5cu1QMPPKAvfOE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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pie chart of surnames bu sex and region\n", "prov_sex_counts = df.groupby(['legacy_province', 'sex']).size().reset_index(name='count')\n", "provinces = prov_sex_counts['legacy_province'].unique()\n", "cols = 3\n", "rows = (len(provinces) + cols - 1) // cols\n", "\n", "plt.figure(figsize=(cols * 5, rows * 5))\n", "for i, prov in enumerate(provinces, 1):\n", " data = prov_sex_counts[prov_sex_counts['legacy_province'] == prov]\n", " plt.subplot(rows, cols, i)\n", " plt.pie(data['count'], labels=data['sex'], autopct='%1.1f%%', colors=['skyblue', 'lightpink'])\n", " plt.title(f\"Distribution of Surnames by Sex\\nin {prov}\")\n", " plt.axis('equal')\n", "\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "b8ffcff1-7457-4a97-a1b0-629121a157f5", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# surnames per region (aggregated)\n", "top_surnames_region = surnames_by_region.sort_values('count', ascending=False).drop_duplicates('legacy_province').head(12)\n", "plt.figure(figsize=(10,6))\n", "sns.barplot(y='legacy_province', x='count', data=top_surnames_region, hue='surname', dodge=False)\n", "plt.title(\"Most Common Surname per Region\")\n", "plt.xlabel(\"Count\")\n", "plt.ylabel(\"Region\")\n", "plt.legend(title=\"Surname\", bbox_to_anchor=(1.05, 1), loc='upper left')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "af71df02-7694-4da4-b60d-02bf73a20b71", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Bar chart surnames by region and sex\n", "top10_regions = df['legacy_province'].value_counts().head(12).index.tolist()\n", "df_top10 = df[df['legacy_province'].isin(top10_regions)]\n", "plt.figure(figsize=(12,6))\n", "sns.countplot(data=df_top10, y='legacy_province', hue='sex', order=top10_regions)\n", "plt.title(\"Surnames Distribution by Region and Sex\")\n", "plt.xlabel(\"Number of entries\")\n", "plt.ylabel(\"Region\")\n", "plt.legend(title='Sex')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "df7a7ce3-37c8-4ec5-9c03-6bd0f1c0a91b", "metadata": {}, "outputs": [ { "data": { "image/png": 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A/5999lnMmjULa9euxcaNG3HnnXfiqaeewpYtW9C9e/fWPO0TuuGGG/D0009jzZo1mD59OlasWIGJEyee8Bj1sVJSUjBnzhxMmjQJvXr1wvLly7FkyZLAa3ffffcdd2bk2L8xGzZsACAfB8/NzQ3MxFHnYSCrzDvvvAMAJ5xeNJlMuOiii3DRRRfhueeew5NPPom//vWv2Lx5M8aNG9funb0OHjzY6HMhBA4dOtRov3R0dDQqKyubfG12djZ69eoV+LwttaWkpOCrr76Cw+FoNEret29f4Pr2kJKSgp07d8Lv9zcaJbf340yfPh1LlixB//7927Q/PCUlBX6/H+np6Y1Guvv37290u/j4eISEhDT5fjV32+akpaWhpqbmuI1M2qphlLxw4ULceOONTa5ftWoVxo4dizfffLPR5ZWVlYiLi2uXGgD5eQkhkJqa2qo3FYMHD8bgwYPx8MMP48cff8TIkSPx2muvYcmSJS1+XX5+PmpraxuNkg8cOAAAjXYPDBo0CKeffjqWL1+O7t27IycnB0uXLj25Jwf5dy8tLQ2///47AAR+36xWa6u+l+vXr8cbb7yB+++/H8uXL8eNN96In3/+WbNb77SKU9YqsmnTJjz++ONITU1tcaVleXl5k8sa/rg3HENq+IPQXECejP/85z+NjmuvWrUKBQUFuPTSSwOXpaWlYcuWLY32Qn766adNtpW0pbbLLrsMPp8PL730UqPLn3/+eUiS1OjxT8Vll12GwsJCfPDBB4HLvF4vli5dirCwMIwePbpdHmfu3Ll47LHH8Oyzz7bp6xqe57FTiceOOs1mM8aPH481a9YgJycncPnevXsDI6CWTJ06FT/99FOzt62srAwck22LBQsWICoqCosXL25yndlsbjJ7sXLlykbHN9vD1VdfDbPZjEWLFjV5PCEEysrKAADV1dVNnuPgwYNhMpma3UZ1LK/X22iLmcfjweuvv474+PgmTVKuv/56bNy4ES+88AJiY2Nb9bO8Y8cOlJaWNrk8Ozsbe/bsCbxZS0hIwJgxY/D666+joKCgye1LSkoC/6+srMTcuXNx9tln48knn8Qbb7yB3377DU8++eQJ66H2xbc/Cvniiy+wb98+eL1eFBUVYdOmTfjyyy+RkpKCdevWwWazHfdrFy9ejG+//RYTJkxASkoKiouL8corr6B79+4YNWoUADkco6Ki8NprryE8PBx2ux3nnHMOUlNTT6remJgYjBo1CrNnz0ZRURFeeOEF9O7du9HWrLlz52LVqlW45JJLMHXqVKSnp+Pdd99tctyzLbVdfvnlGDt2LP76178iKysLQ4cOxcaNG7F27VosWLCgyX2frFtuuQWvv/46Zs2aha1bt6Jnz55YtWoVfvjhB7zwwgstHtNvi5SUlFb1nT7WsGHDMH36dLzyyiuoqqrCiBEj8PXXX+PQoUNNbrto0SKsX78e559/Pm6//fbAG4uBAwdi586dLT7OX/7yF6xbtw4TJ07ErFmzMHz4cNTW1mLXrl1YtWoVsrKy2jxyjYyMxF133dXs4q6JEydi8eLFmD17NkaMGIFdu3Zh+fLljWZU2kNaWhqWLFmCBx98EFlZWbjqqqsQHh6OzMxMfPzxx7jllltw3333YdOmTZg3bx6mTJmCvn37wuv14p133oHZbMY111xzwsdJSkrC3/72N2RlZaFv37744IMPsH37dvzzn/9ssr1txowZuP/++/Hxxx/jtttua9X2ty+//BKPPfYYrrjiCpx77rkICwtDRkYG/v3vf8Ptdjf62Xr55ZcxatQoDB48GDfffDN69eqFoqIi/PTTT8jNzQ3s9b7rrrtQVlaGr776CmazGZdccgnmzp2LJUuW4Morr8TQoUPb9mLTyVNodbdhNWxxafgICgoSiYmJ4uKLLxb/+Mc/Gm2vaXDsFpivv/5aXHnllSIpKUkEBQWJpKQkMX369CZbVdauXSsGDBggLBZLo21GR29NOdbxtj2999574sEHHxQJCQkiJCRETJgwodG2mgbPPvus6NatmwgODhYjR44Uv/76a5P7bKm2Y7c9CSGEw+EQd999t0hKShJWq1X06dNHPP3008Lv9ze6HQBxxx13NKnpeNuxjlVUVCRmz54t4uLiRFBQkBg8eHCzW7NOZttTS1qz7UkIIZxOp7jzzjtFbGyssNvt4vLLLxeHDx9usu1JCCG++eYbMXz4cBEUFCR69eolXnvttWbvs7nXxuFwiAcffFD07t1bBAUFibi4ODFixAjxzDPPNNpy1Jzj/WxVVFSIyMjIZrc93XvvvaJr164iJCREjBw5Uvz000/H/Tk8djvS8bYRNjzXY7cGfvTRR2LUqFHCbrcLu90uTjvtNHHHHXeI/fv3CyGEyMjIEHPmzBFpaWnCZrOJmJgYMXbsWPHVV1+1+LyPfu6//vqrOO+884TNZhMpKSnipZdeOu7XXHbZZQKA+PHHH094/w31Pfroo+Lcc88VCQkJwmKxiPj4eDFhwgSxadOmJrdPT08XN9xwg0hMTBRWq1V069ZNTJw4UaxatUoIIf8e4pitWkIIUV1dLVJSUsTQoUNP+D2n9iMJoYLVLkREBjRp0iTs2rWr2ZkOMh4eQyYiUkBBQQE+++yzFs8WRsbCY8hERJ0oMzMTP/zwA9544w1YrdZGjUTI2DhCJiLqRN988w2uv/56ZGZm4u23325ySk4yLh5DJiIiUgGOkImIiFSAgUxERKQCDGQiIiIVYCATERGpAAOZiIhIBRjIREREKsBAJiIiUgEGMhERkQowkInIkGbNmgVJkpp88EQPpBT2siYiw7rkkkvw1ltvNbosPj5eoWrI6BjIRGRYwcHB7CVNqsEpayIiIhVgIBORYX366acICwsLfEyZMkXpksjAOGVNRIY1duxYvPrqq4HP7Xa7gtWQ0TGQiciw7HY7evfurXQZRAA4ZU1ERKQKDGQiIiIVYCATERGpgCSEEEoXQUREZHQcIRMREakAA5mIiEgFGMhEREQqwH3IRCpW7xdw+wTcPj9cvob/C/iEgAkSTBKOfEgwS4AkAWbpqMuP3KbRZZIEiwTYLHw/TqQmDGSiTlJb70elx4dKtw+1Xjlk3UeFrNsn4Gq47EgQ+ztwyaVZAuwWE+xW+SPMYoLdKiHMaoLdYpL/PfJ/i0nquEKICABXWRO1GyEEquv9qHD7UOk+8q/HF/jc05Hp2sFsZumo0JbDOjbYjPgQM+JsFgSZGdhEp4qBTNQGQghUuP0od/sCgVvp9qHC7UeVxwefQX+bIoNMiA+xIN5mDvwbazPDJDGoiVqLgUzUAqfXj/xaL/Lr6o/864XbqKnbRmYJiAk2NwrqOJsZkUEmSAxqoiYYyERH+IVAsdOH/Np65NV6UVDnRbnbp3RZuhNkkhAfYkZSqAUp4UFIDrMg2MwFZkQMZDIsR71PHvXWepFXW48ipxf1fqWrMh4TgMRQC3qEW5ESZkX3MCusXERGBsRAJsOoqfcjvdqDzGoP8mq9cDB9VcksAV1DLUgJtyIlLAjd7BaYGdBkAAxk0i2/EMir9SKj2oP0ag+KnZx+1iKLBHSzW+WADreia6iFi8VIlxjIpCtOrx+HquQAznLUw8UFWLoTZJKQHGZB78gg9I0Mht3K48+kDwxk0rxqjw8Hqzw4UOnB4Zp6cCLaOCQA3cMs6BcZjH5RQQgPMitdEtFJYyCTJpW6vDhQ6cGBKg8K67xKl0MqkRRqQb+oIPSLCkZUMMOZtIWBTJpRV+/HrnIXdpW7Ueri8WBqWTe7BQOig9E/Ohih7NtNGsBAJlUTQiDTUY8dZS4crPJ0aG9n0icTgNQIKwZEB6NvVDC3VJFqMZBJlao8Puwsc2FXmRvV3J5E7cRqAvpGBmNQTDB6hlvZMYxUhYFMquHzCxyo8mBHmQvZjnrwB5M6UkywGcPjbRgcY+PJMUgVGMikuBKnFzvKXNhd7oaT25SokwWbJAyODcbw+BBEcyEYKYiBTIrw+AT2VLixs8yFfK6SJhWQAPSKsOLM+BCkRgQpXQ4ZEAOZOlVNvR//K3Zie6lL0+cHJn2LtZkxPM6GQZzOpk7EQKZOUeXx4eciJ3aWueDlTxxpRLBZwpAYeTqb+5qpozGQqUOVu3z4qagOuyvc3LJEmiUBSIsMwpnxNvQM53Q2dQwGMnWIYqcXPxbWYX+lh6ulSVfibWac3zUUfaOClS6FdIaBTO0qv7YePxY6cajao3QpRB0qKdSC0UmhSOGImdoJA5naRbbDgx8LnciuqVe6FKJO1TPcitFdQ9HVblW6FNI4BjKdkvQqD34sqkNeLbcukbH1jQzCBV1DERdiUboU0igGMp2U3Jp6fJVXyzMtER1FAjAwJhijEkO5KpvajIFMbVLt8eG/+XXYU+FWuhQi1TJLwNBYG0YmhsJu5ZmmqHUYyNQqXr/Az8VObCmqA8/1QNQ6VhNwZnwIzkkIgY2ngKQTYCDTCe2rdGNzXi2qPExiopMRbJZwbkIIzkwI4ekf6bgYyHRcxU4vvsqtRQ5XThO1i6ggE8Ynh7FXNjWLgUxNOL1+fFdQh22lLjb1IOoAA6KDMa6bHaE8vkxHYSBTgF8IbCt14buCOrh4GkSiDmUzSxjbzY6hsTalSyGVYCATACDL4cHXubUocfmULoXIUJLDLLgkOQyxNu5fNjoGssHV1vuxMbcG+yvZ6pJIKWYJOK9LKM7rEgIzF30ZFgPZwPZXurHhcA3qeD5EIlWIDTZjfI8w9AhjG04jYiAbkNvnx5e5tfi9nM09iNRoaGwwxibZuXfZYBjIBpPt8OCz7BpUs7sHkarZLRIu6haGATE8zaNRMJANwusX+G9+LX4tcSldChG1QWq4FZf1CEN4EHtj6x0D2QAK67z4JNuBMq6gJtKkEIuEiT3CkRbJhiJ6xkDWMb8Q+LHQiR+L6uDnd5lI885JCMHopFCYJK7E1iMGsk6Vu3z4JNuBAp4ekUhXkkItuDI1HJGcwtYdBrLOCCGwtdSF/+bVgruZiPTJZpZwWY8w9I3igi89YSDrSE29H59mO5Dl4MkgiIxgeLwNFybZ2UxEJxjIOpFXW4+PMxyo8XI7E5GRJIbIU9jRwZzC1joGsg7sLHNhw+Ea8HwQRMYUbJJwSY8w9I/mFLaWMZA1zC8Evs6rxVbuLSYiAMNibRjX3Q4Lp7A1iYGsUU6vHx9nOpBTw+PFRPSHeJsZV6WG8+xRGsRA1qCiOi9WZ1ajysPjxUTUlNUETEwJRz+uwtYUBrLG7Ktw47McB9iKmohaIgG4sJsdZyWEKF0KtRIDWSOEEPi2oA4/FTmVLoWINGR4vA3jutkhsbuX6jGQNcDt82NdlgPp1TxeTERt1ycyCFf0DIeVi71UjYGscuUuHz7KqEaZmyeGIKKT1zXUgsm9ImC38hzLasVAVrH0Kg/WZTvg5gZjImoHkUEmTE2L4ApslWIgq9SOMhfW59SA3xwiak82s4Sre0WgR5hV6VLoGAxkFfq12Imv8mqVLoOIdMosARN6hGNADLdFqQkDWWV+LKzDtwV1SpdBRAYwumsozksMVboMOoKBrCKb82rxczG3NRFR5xkaG4zxyWEwcVuU4hjIKiCEwMbcWmwrZU9qIup8vcKtuCo1AkFmhrKSGMgK8wuBz7JrsLvCrXQpRGRgSaEWXNs7AsFmbotSCgNZQT6/wNosBw5UeZQuhYgI3ewWXJsWyZGyQhjICqn3C6zOqEamg923iEg9utstmMpQVgQDWQFunx8r06uRW+tVuhQioiaSw+RQZqvNzsVA7mROrx8fpFejsI5hTETqlRJmxeS0CIZyJ2Igd6Kaej/eP1SFUhf7UhOR+qWGW3FNrwhYGMqdgsvpOkltvR/LD1YyjIlIMzId9VidWQ2fn+O2zsBA7gRunx8fplehwu1XuhQiojbJqD4SypxM7XAM5A7m8wt8nOlAkZMjYyLSpvTqeqzJdMDPUO5QDOQOJITAp9kOZHFrExFp3MEqD9ZmMZQ7EgO5A32dV4u9lWz6QUT6sL/Sg08Yyh2GgdxBthTV4dcS9qYmIn3ZW+nBZ9k14Aad9sdA7gC7ylz4bz5PoUhE+rS7wo1veJrYdsdAbmfpVR58kVOjdBlERB1qS5ETu8o4C9ieGMjtKL+2HmuyqsHNTURkBOsP1+BwDRetthcGcjspc3mxMr0a9UxjIjIInwBWZ1aj0s1tne2BgdwOHPU+fHCoGk4fFzkQkbE4vQKrMqrh8nE0cqoYyKfI5fXjw0PVqObQmIgMqtTlw1o2DjllDORT4BMCH2VWo4T9qYnI4DId9fgqt1bpMjSNgXwKvs6txeEankaRiAgAfit14bcSp9JlaBYD+STtKnPht1Iu+SciOtpXubXIrGaHwpPBQD4JhXVebDjMvcZERMfyA1iT5UCpi7OHbcVAbqM6rx+rM6rh5doFIqJmuX0Cq9Kr4fRysWtbMJDbwC8E1mY6uKKaiOgEKj1++TzKfo5eWouB3Abf5Nchm11piIha5XCNF19y5XWrMZBbq7AU5+QcQjS4xYmIqLW2l7mwt8KtdBmawEBujTonsOsAQiurcHNFJoaYuIKQiKi11ufUsL1mKzCQT8TvB7bvBbzyikGT24NLC9JxpeRQuDAiIm1w+wXWZjngYyevFkmCZ5lu2Z5DQHZ+s1dVxcZimTUeTr6vIR3asvIt/LxyGSoKcgAACb1Ow0W33It+I8cBAMoOZ+LzFxYie9vP8Na70XfEhbj8/qcQHptw3Pv86rW/4+t/Pt3osvievXHP6p8Cn3/67CP47ZP3ERQSivHzH8Hpl00OXLfry7X47dMPceM/lrfnU6VOcnZCCC7sZle6DNWyKF2AqhWUHDeMASCyrAx3hNZhdVR3ZPitnVgYUceLTEjC+DsfRlyPXhAC+O2T9/HO3Tdg/nubEJ2UjH/fMRVd+wzE3NdXAwC+fPX/4T8LZuK2t9fDZDr+m9QuaafhpldXBT43mf/4M7T3mw3Ysf4jzHllJUpzMvDRorvQ97yxsEfHwuWoxoaXn8TcVz/quCdNHep/xU6khFmRFhmkdCmqxKHd8TjdwO8HT3gzS50TU4oycKGJKwlJX/qPHo/TRl2MuB5piE9Jw/h5f0VQqB05u35F1vb/oSI/B5MXLUVinwFI7DMAUxa9hLw925Hxy3ct3q/JbEZ4XJfAhz06NnBdceYB9Bo+Et0HDMOwS66GzR6O8nx5hP7FPxbh3MmzEdW1e4c+b+pYn+Y44Kjn8eTmMJCP5/cDgePGJyL5fDg7Pxuz/GWwgEcASH/8Ph92bPgYHmcdegw5Cz6PB5IkwRL0x0jHEhwMyWRC1rafW7yv0pxMPPmnQfj75Wfi/b/+GZUFuYHruvYdiNw92+GsrkTenh2odzsRl5yKrG1bkLdvJ0ZMv7nDniN1DqdX4LPsGvBoaVOcsm5Odj5QWtHmL0ssLsL8iDq8Z09CoTB3QGFEnavw4B68OutSeD1uBIXYMfPZZejSqx/s0bGwhoTii38sxvh5fwUgsP7Fx+H3+eAoLTru/SUPPgNTFr2IuJTecJQW4et/PoPXb7ocC1Z+h2B7GPqOuBCnXzYFL828GFZbCKYsegnWkFCseep+TFm4FFtWvoWfPngD9qgYTHr4OXRJO63zXgxqN1mOemwtceHMhBClS1EVLuo6Vp0T+H4rcAon2xZWKzbHJ+N/fls7FkbU+bz1HlQW5MJd48Cur9fh14+X4+Y31qJLr3448NNmrH3qflTkZUMymTBk/NUoztiP5EFn4KqHnj7xnQNwOqrwtwmnY8I9i3HWVTObvc1Xrz8Nl6MKw6+Yjn/fMQV3ffgt9n27ET998Cbmr/i6PZ8udSKLBMw6LQpxNo4LG3DK+mhCADv3n1IYA4BUX4+x+RmYhkr5Pok0ymINQlyPXug2YCgumf8IEvsOxI8r/gkA6HveWPxl3S/461d78fCm/bh2ySuoLilATLeUVt9/SHgk4nqkoexwZrPXF2cexPbPV+Li2x9AxtYfkHrGeQiLjsOQP12J/H074a7lSV60yiuAT7gVqhEG8tGy8oCK6na5KwlAz8J8zPcUIFJi72vSB+H3w1vfuOuSPToWIeGRSP/fd6gtL0X/0Ze0+v7cdTUoz81CeFyXpo8lBNY8cS8m3PM4gkPDIHx++I6s62j41+/n4iAtK3L68H1BndJlqAYDuUFNHXAgq93v1l5RiVsqMjGQ3b1IY9YvfRyZW39ERX4OCg/uOfL5Dxh2qbwv+Ne1K5Cz81eUHc7Ets9WYvn/3YSR1/0Z8T17B+7jjVuvxo/vvxH4/PPnH0PG1h9QkZ+D7B3/w7v3zoLJZMbQS65u8vi/fPwu7NGx6D96PAAgZdjZSP/lO+Ts/BXfv/saEnr1Q0h4ZAe/CtTRthQ5kctzBADgoi6ZXwA798lduTqA2eXGxMJ0pHZJxqcirEMeg6i91ZaX4sNH58FRWgRbWAQS+wzA7Jc/RJ9zxwAASrMPYcNLS+CsqkRUUjLG3nQ3Rl3350b3UZabhbrK8sDnVUX5eP/BW1FXVQF7dCx6DjsHt739BcKi4xp9naOsGJvffB63Lfs8cFnyoDNw/szbseyuGQiLjsOUxS913JOnTiMAfJrtwJzTohFklpQuR1Fc1AUAB7OBQ9md8lAVcXF42xIHFycniIgCzkkIwViDd/FiKlTVAOk5nfZw0aWluMORgxQTp2iIiBr8UuJEqbN1vR/0ytiB7BfArv2dvhLaWluHacUZGGPiYgYiIkD+c7zR4OdONnYgZ+cBDmV+ACSvD+fmZ+EGfxnMPGpARIScmnrsLncpXYZijBvIbk+nHTduSVJxEeY7c5EgcfsGEdHmvDq4T7EXhFYZN5D3ZwBedYSgrdqBWWUZGG427jtDIiIAqPH68Z1B9yYbM5ArqoC8YqWraMTkqce4/AxMQZXSpRARKeq3EheKDbjAy3iBLASw+5DSVTRLEkBaYR7muQsQzu5eRGRQfgAbDxuvLarxAjmnQLGFXK0VVlGBP1dm4TR29yIig8qt9WJXmbEO4xkrkD31wMEspatoFbPThSsLM3CpyXjvEomIAGBzfi1cBlrgZaxA3p8J1GvnuITk92Nofg5u9pYgGMb5oSQiAoA6r8C3+cZZ4GWcQK6sBnILla7ipMSWlmBezWF0N2nnzQQRUXvYVupCYZ0x/vYZI5CFAPaocyFXa1lranFdcQZGmZxKl0JE1GkE5AVeRjjtgjECOb9Y7lmtcZLXi5H5mZgpymEywA8nEREA5Nd5sbPcfeIbapz+A9nvl8/mpBMSgO5FhZjvykMsu3sRkUF8V1AHr1/fAxH9B3JuIeDU39L5kKpq3FSeidNN+n/XSERUU+/Hdp1vg9J3IPv8wKHOO7ViZzO5PfhTQQaultjdi4j0b0uRU9ejZH0Hck6+fBIJHZOEQN+CPNzuKYSdW6OISMdq6v3YXqrfUbJ+A9nrAzIOK11Fp4koL8ft1dnobapXuhQiog6j51GyfgM5K1fuzGUg5jonrilKx59M6m4NSkR0smq8fmzT6ShZn4FcXw9k5ipdhSIknx9n5GfjJl8JrNDnu0giMrYtRXWo1+EoWZ+BnJmrmnMdKyW+pATzaw8jSTJGhxsiMo5ar9DlKFl/gez2AFl5SlehCkGOGlxfmoHz2N2LiHTmZx2OkvUXyBmH5e1OBACQ6r24ID8TM0QFJHb3IiKd0OMoWV+B7PbI5zumRiQAPYoKMN+dj2gYeyqfiPRDb6NkfQVydr7cKpOaFVpZhZsrMjHEpO+92URkDLVegd9K9HNITj+B7PNzdNwKJrcHlxak40rJoXQpRESn7Odip25GyfoJ5LwiebsTnZAkBPoXHMZt9UUIYXcvItKwOh2NkvURyEJwZfVJiCwrwx3V2ejF7l5EpGE/F+uje5c+ArmkAqitU7oKTbLUOTGlKAMXsrsXEWlUnVdgX6X2z3ynj0DOMmZXrvYi+Xw4Oz8bs/xlsLC7FxFpkB62QGk/kKtrgLJKpavQhcTiIsyvy0WixK1RRKQtebVeFNVpuzOh9gOZx47bVXC1AzeWZuBsk/bfbRKRsWwv0/bfLW0HstsD5BcrXYXuSPX1GJufgWtRKS+YIyLSgN3lbrg13KlR24GcncfA6CASgNTCfMz3FCBS0u4POBEZh8cvsKdCu4u7tBvIbATSKewVlbilIhMD2d2LiDTgtxLtTltrN5CLSoF6bR/A1wqzy42JhemYKNUoXQoRUYtKXD7k1mizt4J2Azm3UOkKDEXyCwwqyMGt3mLY2N2LiFRMq1ugtBnIThe3OikkurQUdzhykMLuXkSkUvsr3XB6tTdw0GYg53FltZKstXWYVpyBMSZ2RyMi9fEKYKcGt0BpNJA5Xa00yevDuflZuMFfBjNXuhORymwvc0Fo7G+T9gK5vAqo0947H71KKi7CfGcu4iUusCMi9ahw+5Ht0NahNe0FMkfHqmOrdmB2WSaGm/lGiYjU4zeNLe7SViD7fEBBqdJVUDNMnnqMy8/EZFQpXQoREQDgUJUHNfXaWdylrUAuLJVDmVRJEgK9C/Mwz12AcHb3IiKF+SGvuNYKbQUy9x5rQlhFBf5cmYXT2N2LiBS2v1I7f4e0E8h1LnlBF2mC2enClYUZuNTE7l5EpJzDNfWa2ZOsnUDmWZ00R/L7MTQ/Bzd7SxDM7l5EpAAB4ECVNkbJ2gnkIi7m0qrY0hLMqzmM7iZujSKizndAI8eRtRHITjdQzalPLbPW1OK64gyMMjmVLoWIDCbLUa+J8yRrI5CLy5SugNqB5PViZH4mZopymDTWQYeItMsngPRq9TcJ0UYgc7paNyQA3YsKMd+Vh1iJW9iIqHNoYfuT+gO53svV1ToUUlWNm8ozMcys/l8SItK+jGoPvH51z8ypP5BLygFOb+qSye3B+PwMTJKqlS6FiHSu3i+HspqpP5CLePxYzyQh0K8gF7d7CmHn1igi6kBq3/6k7kD2++URMuleRHk5bq/ORm+T+hdeEJE2HarywK/iGVd1B3JZJXtXG4i5zolritLxJ1Ot0qUQkQ65fELVp2RUdyBzutpwJJ8fZ+Rn4yZfCaxQ7ztZItImNfe2Vm8gC8H9xwYWX1KC+bWHkSSxuxcRtZ+DVW4IlU5bqzeQq2sAt3rfyVDHC3LU4PrSDJzH7l5E1E5qvQKFdep8o6/eQObeYwIg1XtxQX4mZogKSCp9V0tE2nK4loHcNuWVSldAKiEB6FFUgPnufESDi/yI6NQcrlHnwi51BrIQQDmbRVBjoZVVuLkyC4NNPJRBRCcvt7ZelceR1RnIjlrAq84pBVKWyeXGZQXpuFJyKF0KEWmU0ytQ5lbfbJs6A5nHj6kFkhDoX3AYf64vQgi7exHRScitUd+gT6WBXKl0BaQBUWVluKM6G73Y3YuI2kiNx5HVF8hCcIRMrWapc2JKUQYuZHcvImqDw7UM5BOrqZNPuUjUSpLPh7PzszHLXwYLu3sRUStUe/yo9qjrOLL6ApmjYzpJicVFmF+Xi0RJXb9kRKROajuOrMJArlS6AtKw4GoHbizNwNkml9KlEJHKqW3aWoWBzBEynRqpvh5j8zNwLSrlNQlERM3IVdnCLnUFck0d4FHXC0TaJAFILczHfE8BIiVujSKipkpcPji96vn7oK5ArmKzB2pf9opK3FKRiQHs7kVEzchV0bS1ugK5ukbpCkiHzC43Li9MxwR29yKiY6hpYRcDmQxB8gsMLjiMW7zFsLG7FxEdoaYGISoLZDZ3oI4VU1qKOxw5SGF3LyICUOT0wq+SxZ/qCeQ6J08oQZ3CWluHacUZGGOqU7oUIlKYTwBVHnXMmqknkDldTZ1I8vpwbn4WbvCXwaySd8dEpIxSlzoGg+oJZAenq6nzJRUXYb4zF/GSOn4hiajzlbvU0d2PgUyGZ6t2YHZZJoab2d2LyIjKGMjHcPB4HinH5KnHuPxMTAY7xREZTZmbgfwHn09e1EWkIEkI9C7Mwzx3AcLZ3YvIMDhCPloNR8ekHmEVFfhzZRb6srsXkSG4fAK19cq/CVdHIPP4MamM2enCpMIMXGLi6n8iI1DDtLU6ApnT1aRCkt+PYfk5mOsrQRC7exHpmhpWWqskkLm6ldQrrqQE82sOo7uJW6OI9KpMBXuR1RHILrfSFRC1yFpTi+uKMzDKxNkcIj3ilHUDjpBJAySvFyPzMzFTlMPE7l5EuqKGldbKB7LfD7i5mpW0QQLQvagQ8115iJWU/wUmovZR7fGj3q/sG23lA9nJ6WrSnpCqatxUnolhZv78EumBgPILu5QPZBenq0mbTG4PxudnYJJUrXQpRNQOyhU+jqx8INdxhEHaJQmBfgW5uN1TCDu3RhFpWoXhA5kjZNKBiPJy3F6djd6meqVLIaKTVOdV9k218oHsZCCTPpjrnLimKB0Xm9h5jkiLnF4u6lK6AqJ2I/n8GJ6fjZt8pbCCW6OItIQjZI6QSYfiS4oxv/YwkiTlu/8QUesYe4QsBODiHmTSpyBHDa4vzcB57O5FpAl1PiOPkL0+OZSJdEqq9+KC/EzMEBWQ+LNOpGpOQ09ZezmdR/onAehRVID57nxEg929iNSq3g94FezWpWwg1zOQyThCK6twc2UWBpt4mIZIrZRc2MVAJupEJpcblxWk40rJoXQpRNQMJRd2ccqaqJNJQqB/wWH8ub4IIezuRaQqSh5H5giZSCFRZWW4ozobqSb+HhCpRZ3PqCNkBjIZnKXOialF6bjQVKd0KUQEI4+QOWVNBMnnw9n5WZjlL4OF3b2IFGXgRV3cAkLUILG4CPPrcpEo8feCSClc1EVEAIDgagduLM3A2Sa2lCVSgnGnrHkMmagJqb4eY/MzcC0q2cmOqJM5DbuoiyNkomZJAFIL8zHfU4BIiVujiDqLcTt1KdzIm0jt7BWVuKUiEwPY3YuoUyg5J6X86ReJqEVmlxuXF6ZjArt7EXU4BQfIDGQiLZD8AoMLDuMWbzFs7O5F1GH8Cq7bYCATaUhMaSnucOQgxVSvdClEumTgKWuuICVqK2ttHaYVZ2A0u3sRtTvjTlkzj4lOiuT14bz8LNzgL4OJW6OI2o2Sv06csibSsKTiItzpzEW8xC2ERO3Br+BI0aLYIxNRu7BVO3BTNVdgE7WLUBuAsxV5aIWnrDnVRkREKiJJij00p6yJiIgCGMhERETKUy6PGchEREQBnLImIiJSAcMGstms6MMTERE1YthAtjKQiYhIRSzK5ZKygWzhNmgiIlIRq3K5pHAgc4RMREQqouBAkSNkIiKiBhwhExERqQCPIRMREamAcaesOUImIiIV4ZQ1ERGRCnDKmoiISAU4ZU1ERKQCxg1kjpCJiEhFFOwgqWwgB1sVfXgiIqJGDDtCtlp5ggkiIlIHk2TgVdYAYAtWugIiIiLAZjPw2Z4AIISBTEREKqBwHikfyBwhExGRGjCQGchERKQCNpuiD698IHPKmoiI1IAjZAYyERGpQAhHyEpXQEREpPgAUflA5giZiIjUwPBT1maz3CCEiIhIKcFBgEnZSFQ+kAHF35UQEZHBqSCHVBLIyh5IJyIig1NBDqkjkMNDla6AiIiMjIF8RJhd6QqIiMjIwpXPIXUEsgpeCCIiMjAV5JA6AtkeovjqNiIiMiiTBIQpf+hUHSkoqePFICIiAwqzK3raxQbqCGRAFdMFRERkQCrJHwYyEREZm0ryRz2BzClrIiJSAgP5GCp5QYiIyGBUkj/qCWRbMGC1KF0FEREZSZBV7mOtAuoJZEA171KIiMggVJQ7DGQiIjKuiDClKwhQVyBHRShdARERGYmKBoLqCuToSKUrICIiI4lWz0BQXYEcEqyKc1ISEZEB2IKB0BClqwhQVyADHCUTEVHnUNHoGGAgExGRUcWoK2/UF8gqe4GIiEinYqKUrqAR9QVyWChgtSpdBRER6VmQVXUtm9UXyAAQo655fSIi0hkVHh5VZyCr8IUiIiIdUeHhUZUGMkfIRETUgVQ48FNnIEeEA2Z1lkZERBpnMQMR6unQ1UCdqWeS2EaTiIg6RnQkIElKV9GEOgMZAGKjlK6AiIj0SIXT1YCaAzk+RukKiIhIj+Kjla6gWeoN5Igwuc8oERFRewkJVtUpF4+m3kAGVPsuhoiINCohVukKjkvlgazeF46IiDSIgXySYqPkFddERESnymJRXf/qo6k7kC1mrrYmIqL2ER+t6kGeugMZUPX0AhERaYjK84SBTERE+idJqt9Oq/5AtgUDkeFKV0FERFoWEwlYLUpX0SL1BzIAdOEomYiIToEGZls1EshxSldARERaxkBuJ2GhQLj6zsxBREQaEG4HQm1KV3FC2ghkAOjWRekKiIhIi5ISlK6gVbQTyEkJgHq3jxERkRpJYCC3u+AgII69rYmIqA1iozVzoiLtBDIAJHHamoiI2kBDhzu1Fchd4uR2mkRERCdiMWtq26y2AtlsAhLjla6CiIi0oGs8YNbOIE5bgQwA3bRxcJ6IiBSmoelqQIuBHB0JhKh/PxkRESko1CbnhYZoL5AliaNkIiJqmcZGx4AWAxngamsiImoZA7mT2EOA6AilqyAiIjWK0eahTW0GMgD0SFK6AiIiUqPuiUpXcFK0G8iJcXL3LiIiogbBQfJ2Jw3SbiCbTBwlExFRYz26yvmgQdqsuoGGX3giImpnJhOQ3FXpKk6attMsyKqZs3gQEVEHS0rQ9KFMbQcyAPTspnQFRESkBhrPA+0HcrgdiI1SugoiIlJSbJScBxqm/UAGNP+uiIiITlFqd6UrOGX6COT4GCA0ROkqiIhICfYQIC5a6SpOmT4CWZKAFG6BIiIypJ7d5BzQOH0EMiB3ZrFo57yXRETUDqwWTfatbo5+AtliZqMQIiKjSe4KmPUxGNNPIAPyQX2dfGOIiOgETCZdLerVVyAHWYGeHCUTERlCj66abgRyLH0FMiCPknksmYhI38wmoFey0lW0K/0FstWqqykMIiJqRo8kXY2OAT0GMgD07C6vvCMiIv0xm3TRCORY+gxkq0UOZSIi0h8djo4BvQYyIE9bc5RMRKQvFrPujh030G8g6/ibRkRkWD27yztqdEi/gQzI7TR1+o0jIjKcIKsujx030HcgmzlKJiLSjV7Jut7Wqu9ABuSD/zb9HfwnIjIUW7Du2yPrP5DNJqBfL6WrICKiU9G3p/z3XMf0/ewaJCUA0RFKV0FERCcjKkL+O65zxghkABjQG9D+6TKJiIxnQG9dnO/4RIwTyBFhQPeuSldBRERtkdwViAxTuopOYZxABuRjEGwWQkSkDVaL/HfbIIwVyEFWoE9PpasgIqLW6NPTUL0kjBXIgHz+zHC70lUQEVFLIsLkv9cGYrxAliRgQJrSVRARUUsGpBliIdfRjBfIABATBXSNV7oKIiJqTlICEB2pdBWdzpiBDMjNQnS+yZyISHPMZuA0YzZzMm4ihQQDvVOUroKIiI7WJ0WX5zpuDeMGMiCfNSQyXOkqiIgIkBdypXRTugrFGDuQJQkY0g8wGftl0KO80hLMfHoJYq+9HCFXXYzBt83Crwf2Ba4XQuDRd95E1+smIeSqizHuoXtwMC+3xftc+O5bkC4b3ejjtFuub3Sbe/75EmKmTkTyDZOxfPOXja5b+d1mXL7wgfZ7kkR6Ymr4e2yshVxHY5eMsFB5imR/ptKVUDupcDgw8r55GDtkGL5Y/HfER0bhYH4uosP/mA35+6r38OK61Xj7ngeRmtgVj7zzJsY/ch/2vPY2bEHBx73vgSmp+OqJZwOfW8x/nAruk59/wIpvvsbGJc/gYH4u5rzwN4w/4yzERUahqrYGf337DXz15HMd86SJtK53iuG3pDKQAXnquqgUqHQoXQm1g7+tWoHk+Hi8dc+DgctSE//YzyiEwAtrVuLhadfjyvNGAQD+c+9D6DJjEtb89D2mjb7ouPdtMZuRGBPb7HV7c7IxZvAwnNn3NJzZ9zQs+OdLyCwqQFxkFO7/92u4bcKV6JHQpZ2eJZGORIbz3PUw+pR1A0kCBnPqWi/WbfkBZ/Y5DVOefBQJ06/E6fNuwr/WfxK4PrOwAIUV5Rg3bHjgskh7GM7p1x8/7d3d4n0fzMtF0syr0WvONFz398eRU1wUuG5or9749eB+VDgc2HpwP5xuN3p37Y7vd+/Eb4cO4M4rrmn/J0ukdSaTPFVtsD3HzeEIuQGnrnUjo7AAr362FvdMmoKHrp2JXw7sw52vvYggixU3jrsEhRXlAIAu0TGNvq5LVHTguuac068/lt3zAPp174GC8jIsWrEM5/9lPn5/dRnCQ0MxfvjZmDn2Ypy14FaEBAXh7XsfhN1mw20vPYdl9zyIVz9fi6XrViMuIhL/vPM+DExJ7dDXgUgT+vaU//4SA7mR1O5AURlQWa10JXQK/MKPM/v0w5OzbgEAnJ7WF79nZ+K1z9fixnGXnPT9XnrWuYH/D0lNwzn9+iNl1rX48LvNuGn8BADAwpmzsXDm7MDtFi1fhnGnnwmrxYIl77+DXa+8hU9//hE3PPsktr74r5OuhUgXoiOAnsZdVX0sztEeTZKAIX05da1xXaNjMSC5Z6PL+ienIKekGACQeGRkXHTMaLiosiJwXWtEhYWjb7fuOJSf1+z1+w5n493NG/H49XPw353bcMHAIYiPjMLUC8bit0MH4Kira8OzItIZs0k+VMip6gAmz7HsoYY63ZcejRwwCPvzchpddiAvFylHFlSlJnZFYnQMvt7xW+D66rpa/Lx/L87rP7DVj1PjrEN6QT66xjQNcSEEbl36LJ67+Q6EhYTC5/ej3ucFANR75X99fl+bnxuRbvTrBdhDlK5CVRjIzenZTZ5KIU26e9IUbNm3B09+8A4O5edixeYv8c8vPsEdEycBACRJwoKrpmDJ+//Bui0/YFdmOm545kkkxcbiqiOrrgHgogfvxkufrA58ft8br+CbXduRVVSAH/f8jkmPPwyzyYTpY8Y1qeGNDZ8iPjIKl58zEgAwcsBgbNqxDVv27cbza1ZiQI+eiApjUxoyqNgow53JqTV4DLk5kgQM7Q/88BtQX690NdRGZ/Xtj48fXoIHl/0Ti1f8B6mJiXjh1nm4buzFgdvcP3k6al1O3LL0GVTW1GDUwMFYv/jpRnuQ0wvyUVpVFfg8t7QE0/+2GGXV1YiPjMKogYOx5flXER8Z1ejxiyrK8cT77+LHZ18OXHZ2v/649+qpmPDYA0iIisLb9zzUcS8AkZpZLcDgvpyqboYkhBBKF6FaJeXAr78rXQURkX4MHwgkNL+X3+g4Zd2S+BggjZvViYjaRa9khnELGMgn0qcnEGO883ISEbWrmEgumD0BBvKJSBIwrL9hTwdGRHTKgoPkv6M8btwiBnJrBAcBQ08D+LNERNQ2EuS/nxzUnBADubVio+SzkRARUev16Sn//aQTYiC3RVoPIC5a6SqIiLQhPoZncWoDBnJbSJI89WLj1AsRUYtCgoGhbI3ZFgzktgqycnECEVFLTBJw+gDAalW6Ek1hIJ+M6Ei50wwRETU1oDcQydawbcVAPlndusjHlImI6A+9koFk9qk+GQzkU9EnBegar3QVRETqkBjP5h+ngIF8KiRJPp9nFM8MRUQGFxUBDOEirlPBQD5VZpPcLD3UpnQlRETKCLXJfwfNjJRTwVevPQRZgeGD5NOKEREZidUCnDlI/jtIp4SB3F7CQuVl/pyuISKjkCTgjAGAPVTpSnSBgdyeYqOAQX2UroKIqHMM7gvERCldhW4wkNtb90SeQ5mI9K9Pirz9k9oNA7kj9OkJdEtQugoioo7RrQtPttMBGMgdoWE7VJc4pSshImpfXeKAQexU2BEYyB1FkoBhp/HsUESkHwmx8t81ExevdgQGckcymeQViNFsHEJEGhcXDZzeX/67Rh2Cr2xHM5vlPcqRYUpXQkR0cmKjgDMGMow7GF/dzmC1AGcNBiIYykSkMdGR7MLVSfgKdxarVQ7lcLvSlRARtU5UhNyFy2xWuhJDYCB3piArcPYQuasXEZGaRYbJYWxhGHcWBnJnawhltpojIrUKt8szeuzP36kYyEoIDgLOGcLpayJSn7BQedBg5ckiOpskhBBKF2FY9V5g6+9ARbXSlRARAVHh8q4QnrlJEQxkpfl8wLa9QEm50pUQkZHFRct9E7iASzEMZDXwC2DXfiC/WOlKiMiIkhLkMzdxn7GiGMhqIQSwNwPIzlO6EiIykp7dgNN68VzuKsBAVptDOcDBLKWrICIj6NsTSOuhdBV0BANZjXLygd2HlK6CiPRKAjCwD5DcVelK6CgMZLUqKAF27JOnsomI2ovJJJ+xiaeHVR0GspqVVgC/7ZFXYhMRnSqLWe5LHROldCXUDAay2jlqgd92A3UupSshIi0LCZbP2MST3KgWA1kLPPXA9r1AWaXSlRCRFsVGAcP6s+GHyjGQtYLboojoZKQkAaelASZua1I7BrLW5BYCvx/kYi8iaplJkldSd09UuhJqJQayFlVUA9v2AG6P0pUQkRoFB8ltMKMilK6E2oCBrFUut7zYq6pG6UqISE2iwoHTBwC2YKUroTZiIGuZzw/8foA9sIlI1q2LPE1tZk9qLWIg60HGYeBAFo8rExmVJMn9qHt2U7oSOgUMZL2oqAZ27AWcbqUrIaLOZAsChp7GZh86wEDWk3ovsPug3HaTiPQvIVY+bSL3F+sCA1mPcguBPelsuUmkV6YjU9QpnKLWEwayXtU65SlsrsIm0hd7iNx1iy0wdYeBrGd+v7zYKzNX6UqIqD306CqPjM1mpSuhDsBANoLSCmDnfjYSIdKqICswuB+QEKN0JdSBGMhG4akHdu0HisuVroSI2qJLLDCIC7eMgIFsNLmFwL4MeUU2EamXxSJPTyezF7VRMJCNyO2RQ5kdvojUqWs80D9N7klNhsFANrKScmD3IcDpUroSIgKAkGC59WU8jxUbEQPZ6Hw+4GA2kJUL8CeBSBmSJLe97JPCFdQGxkAmWZVDPs9yNfctE3WqyDB50Rb3FRseA5n+IASQlQcczJLPJEVEHcdsBvr2BFKS5BEyGR4DmZqqcwF7DgIlFUpXQqRPCbHAgN7yMWOiIxjIdHwl5cD+TMBRq3QlRPpgDwVOS5UDmegYDGRqmRDy3uWD2ez0RXSygoOA3inynmJOT9NxMJCpdbw+uSd25mEeXyZqLbMJSE0GUrsDFq6eppYxkKlt3B75hBV5hdwmRXQ8EoDuXeVtTGzuQa3EQKaT46iVu32VcuEXUSMJMUC/XkBYqNKVkMYwkOnUlFbIwcyFX2R0keFAv1QgNkrpSkijGMh06oSQzyKVniM3GCEykogwIC0Z6BLHBVt0ShjI1L7KKoD0w0BZpdKVEHWsmEigVzL7TlO7YSBTx6iolkfMJTz/MulMQgzQqwcQHaF0JaQzDGTqWNU1QMZhoKBE6UqITp4EIDEeSOsBhNuVroZ0ioFMnaO2Tp7Kzi+WjzkTaYFJArolyvuI7SFKV0M6x0CmzuV0ATkFcvcvT73S1RA1z2oBuifKp0S0sd80dQ4GMinD7weKSuVwLq9SuhoiWXQEkNxVnp42m5SuhgyGgUzKc9QChwuAvCK5RSdRZ7JYgG4JchDz+DApiIFM6uHzyceYDxcAVTVKV0N6FxkO9OgKdI2Xz01MpDAGMqlTlQPIyZdXZ/NkFtRezGYgKUEO4ogwpashaoSBTOrm9QJFZfLIuayCJ7SgtpMkIC5KPi6cGM+zLpFqMZBJO9weoLAEyC8BKquVrobUTJLkntKJcXJLyyCr0hURnRADmbSpziWHc2Ep+2eTTAIQEyUfE2YIkwYxkEn7nC45mAtLOXI2GglAdOQfIcxzD5OGMZBJX9we+ZSQDR9sPqI/Vqt8TDg2Wu4rzRAmnWAgk34JAVTXAqXlcjhXVLNtpxZJktywIy5a/ogI42kOSZcYyGQcXh9QXvnH6LnWqXRFdDxhoX8EcEwk9wmTITCQybicLjmYKx3ywrCaWm6rUkpYqNyoIyZSDmH2jyYDYiATNfD6gGrHHwFd6QBcbqWr0p+QYDl8Ax9hcvtKIoNjIBO1xO05EtDVR/6tkZuVUOtYrUBUWOMA5iIsomYxkInayuWWjz/X1h3598j/nS7jTnkHWeXzBYeFAvZQ+d+wUCDEpnRlRJrBQCZqL37/UQF9VGA7XfL2K63/qgUHAaE2IDSk6b9swkF0yhjIRJ1BCKDeK0+Buz1yQB/v/50V3iaTHKTBQfK/x/t/w7/cakTUoRjIRGrk98tnufL7W/d/QA5Yk3TkX1Mznx9zHU+yQKQqDGQiIiIVMCldABERETGQSQGzZs2CJEn485//3OS6O+64A5IkYdasWZ1fGBGRghjIpIjk5GS8//77cDr/aF/pcrmwYsUK9OjRQ8HKiIiUwUAmRZxxxhlITk7G6tWrA5etXr0aPXr0wOmnn65gZUREymAgk2LmzJmDt956K/D5v//9b8yePVvBioiIlMNAJsXMnDkT33//PbKzs5GdnY0ffvgBM2fOVLosIiJFsKM7KSY+Ph4TJkzAsmXLIITAhAkTEBcXp3RZRESKYCCToubMmYN58+YBAF5++WWFqyEiUg4DmRR1ySWXwOPxQJIkjB8/XulyiIgUw0AmRZnNZuzduzfwfyIio2Igk+IiIiKULoGISHHsZU1ERKQC3PZERESkAgxkIiIiFWAgExERqQADmYiISAUYyERERCrAQCYiIlIBBjIREZEKMJCJiIhUgIFMRESkAgxkIiIiFWAgExERqQADmYiISAUYyERERCrAQCYiIlIBBjIREZEKMJCJiIhU4P8DWxUTNN08Nb0AAAAASUVORK5CYII=", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pie chart of middle names by sex\n", "middlenames_sex_count = middlenames_by_legacy_province_sex.groupby('sex')['count'].sum()\n", "plt.figure(figsize=(6,6))\n", "plt.pie(middlenames_sex_count, labels=middlenames_sex_count.index, autopct='%1.1f%%', colors=['skyblue', 'lightpink'])\n", "plt.title(\"Distribution of Middle Names by Sex\")\n", "plt.axis('equal')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "7f713203-b498-4147-8a86-921f32dc5358", "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# most popular middle name per region\n", "top_middlename_region = middlenames_by_region.sort_values('count', ascending=False).drop_duplicates('legacy_province').head(12)\n", "plt.figure(figsize=(10,6))\n", "sns.barplot(y='legacy_province', x='count', data=top_middlename_region, hue='middle_name', dodge=False)\n", "plt.title(\"Most Common Middle Name per Region\")\n", "plt.xlabel(\"Count\")\n", "plt.ylabel(\"Region\")\n", "plt.legend(title=\"Middle Name\", bbox_to_anchor=(1.05, 1), loc='upper left')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "a2124712-e13b-403c-96ec-e6d6f1fc15a7", "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "#Bar chart middle name by region and sex\n", "middlenames_by_sex_region = df.groupby(['legacy_province', 'sex', 'middle_name']).size().reset_index(name='count')\n", "top_middlename_sex_region = middlenames_by_sex_region.sort_values('count', ascending=False).drop_duplicates(['legacy_province', 'sex'])\n", "\n", "# Bar chart\n", "plt.figure(figsize=(12, 6))\n", "sns.barplot(\n", " data=top_middlename_sex_region,\n", " x='legacy_province',\n", " y='count',\n", " hue='sex'\n", ")\n", "plt.title(\"Most Common Middle Name Count by Region and Sex\")\n", "plt.xlabel(\"Region\")\n", "plt.ylabel(\"Count\")\n", "plt.xticks(rotation=45)\n", "plt.legend(title=\"Sex\")\n", "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": null, "id": "554a486f-6159-44af-a364-3dfb02dab33f", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": ".venv", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.11.11" } }, "nbformat": 4, "nbformat_minor": 5 }