{ "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": 9, "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": 10, "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
0dikoko pamitshefu fabricedikokopamitshefufabrice
1epenge djongesongo jonasepengedjongesongojonas
2eyongoyongo shako micheleyongoyongoshakomichel
3kassongo osango israelkassongoosangoisrael
4okawonga ongondjo alphonseokawongaongondjoalphonse
\n", "
" ], "text/plain": [ " name surname middle_name first_name\n", "0 dikoko pamitshefu fabrice dikoko pamitshefu fabrice\n", "1 epenge djongesongo jonas epenge djongesongo jonas\n", "2 eyongoyongo shako michel eyongoyongo shako michel\n", "3 kassongo osango israel kassongo osango israel\n", "4 okawonga ongondjo alphonse okawonga ongondjo alphonse" ] }, "execution_count": 10, "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": 11, "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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2Apqkxo0by263KyMjQx06dLhgn82bN6tt27YaNmyY2Xbo0KGr3rbdbjdDIAAAgERAkyT5+vpq7Nix+utf/yqn06mbbrpJWVlZ2rx5s/z8/DRgwABFRUXp/fff1+rVqxUZGalFixYpJSVFkZGR7i4fAACUMwS0/+/5559XSEiIEhMT9eOPPyogIEAtWrTQ008/LUkaOnSo0tLS1K9fP9lsNvXv31/Dhg3TypUr3Vw5AAAob2xGBX6Ufv/+/eXh4aEPPvjA3aWYsrOz5e/vr9iRc+Rhd7i7HAAAyo3UaQmlNvb5v99ZWVny8/O76vEq5INqz507p/T0dG3dulUxMTHuLgcAAMBFhQxoe/fuVVxcnGJiYvTII4+4uxwAAAAXFfIatGbNmunMmTPuLgMAAOCCKuQMGgAAgJUR0AAAACyGgAYAAGAxBDQAAACLIaABAABYTIW8i7Ms2PhC/xJ50B0AACh7mEEDAACwGAIaAACAxRDQAAAALIaABgAAYDEENAAAAIshoAEAAFgMAQ0AAMBieA6aRd088SN52B3uLgOwpNRpCe4uAQBKFTNoAAAAFkNAAwAAsBgCGgAAgMUQ0AAAACyGgAYAAGAxBDQAAACLIaABAABYDAENAADAYsp0QBs4cKB69+7t7jJMHTt21OjRo91dBgAAKOPK9DcJzJo1S4ZhuLsMAACAElWmA5q/v7+7SwAAAChx5eYUZ15enkaNGqXQ0FBVqVJFN910k1JSUsy+J0+eVHx8vEJCQuRwOBQVFaX58+eb648dO6a+ffsqICBA1apVU69evXTkyJEi25oyZYpCQkLk5+enRx55RPn5+S41OZ1OPfHEE6pWrZpq1KihZ599tjQPAQAAKIfKdED7oyeeeEJ///vftXDhQu3cuVMNGjRQly5d9Ouvv0qSnnnmGaWnp2vlypXat2+fZs+ereDgYElSQUGBunTpIl9fX33zzTfavHmzfHx81LVrV5cAlpycrH379mn9+vX66KOP9Omnn2rKlCkudSxcuFDe3t7avn27XnnlFT333HNas2bNtTsQAACgzCsXAe306dOaPXu2pk2bpm7duqlx48Z655135HA4NG/ePElSRkaGmjdvrri4OEVERKhz587q2bOnJOnjjz+W0+nUu+++qyZNmqhRo0aaP3++MjIytH79enM7Xl5eeu+99xQTE6MePXroueee02uvvSan02n2adq0qSZPnqyoqCglJCQoLi5OycnJF609Ly9P2dnZLi8AAFCxlYuAdujQIRUUFKhdu3Zmm6enp1q1aqV9+/ZJkh599FElJSWpWbNmeuKJJ7Rlyxaz7+7du3Xw4EH5+vrKx8dHPj4+qlatmn777TcdOnTI7BcbG6uqVauay23atFFubq6OHTtmtjVt2tSltrCwMGVmZl609sTERPn7+5uv8PDw4h8IAABQLpTpmwSuRLdu3XT06FGtWLFCa9asUadOnTR8+HBNnz5dubm5atmypT788MMi7wsJCbmi7Xh6eros22w2lxm2/zV+/HiNGTPGXM7OziakAQBQwZWLGbT69evLy8tLmzdvNtsKCgqUkpKixo0bm20hISEaMGCAPvjgA82cOVNz586VJLVo0UIHDhxQaGioGjRo4PL6452iu3fv1tmzZ83lbdu2ycfH56oCld1ul5+fn8sLAABUbOUioHl7e+vRRx/VuHHjtGrVKqWnp2vIkCE6c+aMBg8eLEmaNGmSvvjiCx08eFD//Oc/9eWXX6pRo0aSpPj4eAUHB6tXr1765ptvdPjwYa1fv16jRo3Sv/71L3M7+fn5Gjx4sNLT07VixQpNnjxZI0aMUKVK5eIwAgAAiyg3pzinTp0qp9OpBx98UDk5OYqLi9Pq1asVGBgo6fcL/MePH68jR47I4XCoffv2SkpKkiRVrVpVGzdu1JNPPqm77rpLOTk5qlWrljp16uQyo9WpUydFRUXp5ptvVl5envr3789jNAAAQImzGWX4Ufz9+/eXh4eHPvjgg1Lf1sCBA3Xq1Cl9/vnnpbqd7Oxs+fv7K3bkHHnYHaW6LaCsSp2W4O4SAMDF+b/fWVlZJXK5Upk8N3fu3Dmlp6dr69atiomJcXc5AAAAJapMBrS9e/cqLi5OMTExeuSRR9xdDgAAQIkqk9egNWvWTGfOnLmm21ywYME13R4AAKi4yuQMGgAAQHlGQAMAALAYAhoAAIDFENAAAAAshoAGAABgMWXyLs6KYOML/fleTgAAKihm0AAAACyGgAYAAGAxBDQAAACLIaABAABYDAENAADAYghoAAAAFkNAAwAAsBieg2ZRN0/8SB52h7vLANwmdVqCu0sAALdhBg0AAMBiCGgAAAAWQ0ADAACwGAIaAACAxRDQAAAALIaABgAAYDEENAAAAIshoAEAAFgMAe0CBg4cqN69e7u7DAAAUEFV6IB25MgR2Ww27dq1y92lAAAAmCp0QLuWCgsL5XQ63V0GAAAoA8pFQHM6nUpMTFRkZKQcDodiY2O1dOlSSdLJkycVHx+vkJAQORwORUVFaf78+ZKkyMhISVLz5s1ls9nUsWNHl3GnT5+usLAwBQUFafjw4SooKDDX5eXlaezYsapVq5a8vb3VunVrrV+/3ly/YMECBQQEaNmyZWrcuLHsdrsyMjJK90AAAIByoVx8WXpiYqI++OADzZkzR1FRUdq4caMeeOABhYSEaMmSJUpPT9fKlSsVHBysgwcP6uzZs5KkHTt2qFWrVlq7dq1iYmLk5eVljrlu3TqFhYVp3bp1OnjwoPr166dmzZppyJAhkqQRI0YoPT1dSUlJqlmzpj777DN17dpVe/bsUVRUlCTpzJkzevnll/Xuu+8qKChIoaGh1/7gAACAMqfMB7S8vDy99NJLWrt2rdq0aSNJqlevnjZt2qS3335bubm5at68ueLi4iRJERER5ntDQkIkSUFBQapRo4bLuIGBgXrjjTfk4eGh6667Tj169FBycrKGDBmijIwMzZ8/XxkZGapZs6YkaezYsVq1apXmz5+vl156SZJUUFCgt956S7GxsZesPy8vz1zOzs6++oMCAADKtDIf0A4ePKgzZ87otttuc2nPz89X8+bN9eyzz+ruu+/Wzp07dfvtt6t3795q27btn44bExMjDw8PczksLEx79uyRJO3Zs0eFhYVq2LChy3vy8vIUFBRkLnt5ealp06aX3E5iYqKmTJnyp/UAAICKo8wHtNzcXEnS8uXLVatWLZd1drtd4eHhOnr0qFasWKE1a9aoU6dOGj58uKZPn37JcT09PV2WbTabeZF/bm6uPDw8lJqa6hLiJMnHx8f82eFwyGazXXI748eP15gxY8zl7OxshYeHX/I9AACgfCvzAe2PF+B36NDhgn1CQkI0YMAADRgwQO3bt9e4ceM0ffp085qzwsLCK9pm8+bNVVhYqMzMTLVv3/6q6rfb7bLb7Vc1BgAAKF/KfEDz9fXV2LFj9de//lVOp1M33XSTsrKytHnzZvn5+enQoUNq2bKlYmJilJeXpy+//FKNGjWSJIWGhsrhcGjVqlWqXbu2qlSpIn9//z/dZsOGDRUfH6+EhATNmDFDzZs313//+18lJyeradOm6tGjR2nvNgAAKMfKxWM2nn/+eT3zzDNKTExUo0aN1LVrVy1fvlyRkZHy8vLS+PHj1bRpU918883y8PBQUlKSJKly5cp67bXX9Pbbb6tmzZrq1avXZW9z/vz5SkhI0OOPP67o6Gj17t1bKSkpqlOnTmntJgAAqCBshmEY7i4C/yc7O1v+/v6KHTlHHnaHu8sB3CZ1WoK7SwCAy3b+73dWVpb8/PyuerxyMYMGAABQnhDQAAAALIaABgAAYDEENAAAAIshoAEAAFgMAQ0AAMBiCGgAAAAWQ0ADAACwmDL/VU/l1cYX+pfIg+4AAEDZwwwaAACAxRDQAAAALIaABgAAYDEENAAAAIshoAEAAFgMAQ0AAMBiCGgAAAAWw3PQLOrmiR/Jw+5wdxnAVUmdluDuEgCgTGIGDQAAwGIIaAAAABZDQAMAALAYAhoAAIDFENAAAAAshoAGAABgMQQ0AAAAiyGgAQAAWAwB7SpERERo5syZ7i4DAACUM3yTwFVISUmRt7e3u8sAAADlDAGtGPLz8+Xl5aWQkBB3lwIAAMqhcneKs2PHjho5cqRGjx6twMBAVa9eXe+8845Onz6thx56SL6+vmrQoIFWrlwpSSosLNTgwYMVGRkph8Oh6OhozZo1y2XMgQMHqnfv3nrxxRdVs2ZNRUdHSyp6ivPUqVP6y1/+opCQEPn5+enWW2/V7t27r9m+AwCA8qHcBTRJWrhwoYKDg7Vjxw6NHDlSjz76qO699161bdtWO3fu1O23364HH3xQZ86ckdPpVO3atbVkyRKlp6dr0qRJevrpp/XJJ5+4jJmcnKz9+/drzZo1+vLLLy+43XvvvVeZmZlauXKlUlNT1aJFC3Xq1Em//vrrRWvNy8tTdna2ywsAAFRs5TKgxcbGauLEiYqKitL48eNVpUoVBQcHa8iQIYqKitKkSZN04sQJfffdd/L09NSUKVMUFxenyMhIxcfH66GHHioS0Ly9vfXuu+8qJiZGMTExRba5adMm7dixQ0uWLFFcXJyioqI0ffp0BQQEaOnSpRetNTExUf7+/uYrPDy8xI8HAAAoW8rlNWhNmzY1f/bw8FBQUJCaNGlitlWvXl2SlJmZKUl688039d577ykjI0Nnz55Vfn6+mjVr5jJmkyZN5OXlddFt7t69W7m5uQoKCnJpP3v2rA4dOnTR940fP15jxowxl7OzswlpAABUcOUyoHl6eros22w2lzabzSZJcjqdSkpK0tixYzVjxgy1adNGvr6+mjZtmrZv3+4yxp/drZmbm6uwsDCtX7++yLqAgICLvs9ut8tut//JHgEAgIqkXAa0K7F582a1bdtWw4YNM9suNeN1MS1atNBPP/2kypUrKyIiogQrBAAAFU25vAbtSkRFRenbb7/V6tWr9cMPP+iZZ55RSkrKFY/TuXNntWnTRr1799ZXX32lI0eOaMuWLZowYYK+/fbbUqgcAACUVxU+oA0dOlR33XWX+vXrp9atW+vEiRMus2mXy2azacWKFbr55pv10EMPqWHDhrrvvvt09OhR85o3AACAy2EzDMNwdxH4P9nZ2fL391fsyDnysDvcXQ5wVVKnJbi7BAC4Js7//c7KypKfn99Vj1fhZ9AAAACshoAGAABgMQQ0AAAAiyGgAQAAWAwBDQAAwGIIaAAAABZDQAMAALAYAhoAAIDFVPjv4rSqjS/0L5EH3QEAgLKHGTQAAACLIaABAABYDAENAADAYghoAAAAFkNAAwAAsBgCGgAAgMUUO6AtWrRI7dq1U82aNXX06FFJ0syZM/XFF1+UWHEAAAAVUbGegzZ79mxNmjRJo0eP1osvvqjCwkJJUkBAgGbOnKlevXqVaJEV0c0TP5KH3eHuMoArkjotwd0lAEC5UKwZtNdff13vvPOOJkyYIA8PD7M9Li5Oe/bsKbHiAAAAKqJiBbTDhw+refPmRdrtdrtOnz591UUBAABUZMUKaJGRkdq1a1eR9lWrVqlRo0ZXWxMAAECFVqxr0MaMGaPhw4frt99+k2EY2rFjhz766CMlJibq3XffLekaAQAAKpRiBbS//OUvcjgcmjhxos6cOaP7779fNWvW1KxZs3TfffeVdI0AAAAVSrECmiTFx8crPj5eZ86cUW5urkJDQ0uyLgAAgAqr2AHtvKpVq6pq1aolUQsAAABUzIB24sQJTZo0SevWrVNmZqacTqfL+l9//bVEigMAAKiIihXQHnzwQR08eFCDBw9W9erVZbPZSrquYuvYsaOaNWummTNnursUAACAYilWQPvmm2+0adMmxcbGlnQ9AAAAFV6xnoN23XXX6ezZsyVdi9sVFhYWOV0LAABwrRUroL311luaMGGCNmzYoBMnTig7O9vlda2cPn1aCQkJ8vHxUVhYmGbMmOGy/uTJk0pISFBgYKCqVq2qbt266cCBA+b6BQsWKCAgQMuWLVPjxo1lt9uVkZGhvLw8PfnkkwoPD5fdbleDBg00b948Sb+HuMGDBysyMlIOh0PR0dGaNWuWy3bXr1+vVq1aydvbWwEBAWrXrp35hfIAAAB/plinOAMCApSdna1bb73Vpd0wDNlsNvPL00vbuHHjtGHDBn3xxRcKDQ3V008/rZ07d6pZs2aSpIEDB+rAgQNatmyZ/Pz89OSTT6p79+5KT0+Xp6enJOnMmTN6+eWX9e677yooKEihoaFKSEjQ1q1b9dprryk2NlaHDx/WL7/8IklyOp2qXbu2lixZoqCgIG3ZskUPP/ywwsLC1LdvX507d069e/fWkCFD9NFHHyk/P187duy46HV6eXl5ysvLM5evZcAFAADWVKyAFh8fL09PTy1evNhtNwnk5uZq3rx5+uCDD9SpUydJ0sKFC1W7dm1JMoPZ5s2b1bZtW0nShx9+qPDwcH3++ee69957JUkFBQV66623zOvpfvjhB33yySdas2aNOnfuLEmqV6+euV1PT09NmTLFXI6MjNTWrVv1ySefqG/fvsrOzlZWVpbuuOMO1a9fX5Iu+fVXiYmJLuMBAAAUK6Dt3btXaWlpio6OLul6LtuhQ4eUn5+v1q1bm23VqlUza9q3b58qV67ssj4oKEjR0dHat2+f2ebl5aWmTZuay7t27ZKHh4c6dOhw0W2/+eabeu+995SRkaGzZ88qPz/fnLWrVq2aBg4cqC5duui2225T586d1bdvX4WFhV1wrPHjx2vMmDHmcnZ2tsLDw6/sYAAAgHKlWNegxcXF6dixYyVdi1s4HA6XGUCHw3HJ/klJSRo7dqwGDx6sr776Srt27dJDDz2k/Px8s8/8+fO1detWtW3bVh9//LEaNmyobdu2XXA8u90uPz8/lxcAAKjYihXQRo4cqccee0wLFixQamqqvvvuO5fXtVC/fn15enpq+/btZtvJkyf1ww8/SPr9tOK5c+dc1p84cUL79+9X48aNLzpukyZN5HQ6tWHDhguuP3/KdNiwYWrevLkaNGigQ4cOFenXvHlzjR8/Xlu2bNH111+vxYsXF3dXAQBABVOsU5z9+vWTJA0aNMhss9ls1/QmAR8fHw0ePFjjxo0zL+6fMGGCKlX6PXNGRUWpV69eGjJkiN5++235+vrqqaeeUq1atdSrV6+LjhsREaEBAwZo0KBB5k0CR48eVWZmpvr27auoqCi9//77Wr16tSIjI7Vo0SKlpKQoMjJSknT48GHNnTtXd955p2rWrKn9+/frwIEDSkhIKPVjAgAAyodiBbTDhw+XdB3FMm3aNOXm5qpnz57y9fXV448/rqysLHP9/Pnz9dhjj+mOO+5Qfn6+br75Zq1YscK8g/NiZs+eraefflrDhg3TiRMnVKdOHT399NOSpKFDhyotLU39+vWTzWZT//79NWzYMK1cuVLS799N+v3332vhwoU6ceKEwsLCNHz4cA0dOrT0DgQAAChXbIZhGO4uAv8nOztb/v7+ih05Rx72S18PB1hN6jRmigFUTOf/fmdlZZXI9eTFmkE7Lz09XRkZGS4XyEvSnXfeeVVFAQAAVGTFCmg//vij+vTpoz179pjXnkky74a8Vg+qBQAAKI+KdRfnY489psjISGVmZqpq1ar65z//qY0bNyouLk7r168v4RIBAAAqlmLNoG3dulVff/21goODValSJVWqVEk33XSTEhMTNWrUKKWlpZV0nQAAABVGsWbQCgsL5evrK0kKDg7Wf/7zH0lS3bp1tX///pKrDgAAoAIq1gza9ddfr927dysyMlKtW7fWK6+8Ii8vL82dO9fleysBAABw5YoV0CZOnKjTp09Lkp577jndcccdat++vYKCgvTxxx+XaIEAAAAVTbECWpcuXcyfGzRooO+//16//vqrAgMDXb7XEgAAAFeOB9VaTEk/6A4AAJQ+Szyo9vTp05o6daqSk5OVmZkpp9Ppsv7HH3+86sIAAAAqqmIFtL/85S/asGGDHnzwQYWFhXFaEwAAoAQVK6CtXLlSy5cvV7t27Uq6HgAAgAqvWM9BCwwMVLVq1Uq6FgAAAKiYAe3555/XpEmTdObMmZKuBwAAoMIr1inOGTNm6NChQ6pevboiIiLk6enpsn7nzp0lUhwAAEBFVKyA1rt37xIuAwAAAOeV6nPQPvroI915553y9vYurU2UO+efoxI7co487A53lwNcUuq0BHeXAACWUNLPQSvWNWiXa+jQofr5559LcxMAAADlTqkGNL6kAAAA4MqVakADAADAlSOgAQAAWAwBDQAAwGIIaAAAABZTqgGtbt26RR5iCwAAgEsrVkCrV6+eTpw4UaT91KlTqlevnrm8d+9ehYeHF786AACACqhYAe3IkSMqLCws0p6Xl6d///vfV11UWdWxY0eNHj3a3WUAAIAy7oq+6mnZsmXmz6tXr5a/v7+5XFhYqOTkZEVERJRYcVa1fv163XLLLTp58qQCAgLcXQ4AAChnriignf8OTpvNpgEDBris8/T0VEREhGbMmFFixblDfn6+vLy83F0GAACowK7oFKfT6ZTT6VSdOnWUmZlpLjudTuXl5Wn//v264447SqvWUtGxY0eNGDFCo0ePVnBwsLp06SKbzaZdu3aZfU6dOiWbzab169fryJEjuuWWWyRJgYGBstlsGjhwoNnX6XTqiSeeULVq1VSjRg09++yz13aHAABAmVesa9AOHz6s4OBgl7ZTp06VRD1usXDhQnl5eWnz5s2aM2fOJfuGh4fr73//uyRp//79On78uGbNmuUylre3t7Zv365XXnlFzz33nNasWXPR8fLy8pSdne3yAgAAFVuxAtrLL7+sjz/+2Fy+9957Va1aNdWqVUu7d+8useKulaioKL3yyiuKjo6W3W6/ZF8PDw9Vq1ZNkhQaGqoaNWq4XIvXtGlTTZ48WVFRUUpISFBcXJySk5MvOl5iYqL8/f3NF3e9AgCAYgW0OXPmmEFizZo1Wrt2rVatWqVu3bpp3LhxJVrgtdCyZcsSG6tp06Yuy2FhYcrMzLxo//HjxysrK8t8HTt2rMRqAQAAZdMV3SRw3k8//WQGtC+//FJ9+/bV7bffroiICLVu3bpEC7wWvL29zZ8rVfo9sxqGYbYVFBRc9lj/+2Bem80mp9N50f52u/1PZ+0AAEDFUqwZtMDAQHOmZ9WqVercubOk30PNhZ6PVpaEhIRIko4fP262/fGGAUnmXZ5lfV8BAIA1FWsG7a677tL999+vqKgonThxQt26dZMkpaWlqUGDBiVa4LXmcDh04403aurUqYqMjFRmZqYmTpzo0qdu3bqy2Wz68ssv1b17dzkcDvn4+LipYgAAUN4Uawbt1Vdf1ciRI9W4cWOtWbPGDCfHjx/XsGHDSrRAd3jvvfd07tw5tWzZUqNHj9YLL7zgsr5WrVqaMmWKnnrqKVWvXl0jRoxwU6UAAKA8shl/vNjqMhQUFGjo0KF65plnFBkZWVp1VVjZ2dny9/dX7Mg58rA73F0OcEmp0xLcXQIAWML5v99ZWVny8/O76vGueAbN09PTfA4YAAAASl6xTnH27t1bn3/+eQmXAgAAAKmYNwlERUXpueee0+bNm9WyZUuXx1RI0qhRo0qkOAAAgIqoWAFt3rx5CggIUGpqqlJTU13W2Ww2AhoAAMBVKFZAO3z4cEnXAQAAgP+vWNegAQAAoPRc9gzamDFj9Pzzz8vb21tjxoy5ZN+//e1vV10YAABARXXZAW3BggV6+umn5e3trbS0tIv2s9lsJVIYAABARXXZAe3UqVPml34fPXpUKSkpCgoKKrXCKrqNL/QvkQfdAQCAsueyr0ELDAw0bw44cuSIGdYAAABQsi57Bu3uu+9Whw4dFBYWJpvNpri4OHl4eFyw748//lhiBQIAAFQ0lx3Q5s6dq7vuuksHDx7UqFGjNGTIEPn6+pZmbQAAABXSFT0HrWvXrpKk1NRUPfbYYwQ0AACAUlCsB9XOnz+/pOsAAADA/8eDagEAACyGgAYAAGAxxTrFidJ388SP5GF3uLsM4JJSpyW4uwQAKJeYQQMAALAYAhoAAIDFENAAAAAshoAGAABgMQQ0AAAAiyGgAQAAWAwBDQAAwGIIaAAAABZDQAMAALAYAhoAAIDFEND+v/z8fHeXAAAAIKkcB7ScnBzFx8fL29tbYWFhevXVV9WxY0eNHj1akhQREaHnn39eCQkJ8vPz08MPPyxJevLJJ9WwYUNVrVpV9erV0zPPPKOCggKXsf/xj3/ohhtuUJUqVRQcHKw+ffqY6/Ly8jR27FjVqlVL3t7eat26tdavX3+tdhsAAJQD5TagjRkzRps3b9ayZcu0Zs0affPNN9q5c6dLn+nTpys2NlZpaWl65plnJEm+vr5asGCB0tPTNWvWLL3zzjt69dVXzfcsX75cffr0Uffu3ZWWlqbk5GS1atXKXD9ixAht3bpVSUlJ+u6773Tvvfeqa9euOnDgwAXrzMvLU3Z2tssLAABUbDbDMAx3F1HScnJyFBQUpMWLF+uee+6RJGVlZalmzZoaMmSIZs6cqYiICDVv3lyfffbZJceaPn26kpKS9O2330qS2rZtq3r16umDDz4o0jcjI0P16tVTRkaGatasabZ37txZrVq10ksvvVTkPc8++6ymTJlSpD125Bx52B1XtN/AtZY6LcHdJQCAJWRnZ8vf319ZWVny8/O76vEql0BNlvPjjz+qoKDAZWbL399f0dHRLv3i4uKKvPfjjz/Wa6+9pkOHDik3N1fnzp1zOdC7du3SkCFDLrjdPXv2qLCwUA0bNnRpz8vLU1BQ0AXfM378eI0ZM8Zczs7OVnh4+J/vJAAAKLfKZUC7XN7e3i7LW7duVXx8vKZMmaIuXbrI399fSUlJmjFjhtnH4bj4rFZubq48PDyUmpoqDw8Pl3U+Pj4XfI/dbpfdbr+KvQAAAOVNuQxo9erVk6enp1JSUlSnTh1Jv5/i/OGHH3TzzTdf9H1btmxR3bp1NWHCBLPt6NGjLn2aNm2q5ORkPfTQQ0Xe37x5cxUWFiozM1Pt27cvob0BAAAVTbkMaL6+vhowYIDGjRunatWqKTQ0VJMnT1alSpVks9ku+r6oqChlZGQoKSlJN9xwg5YvX17kGrXJkyerU6dOql+/vu677z6dO3dOK1asMO/+jI+PV0JCgmbMmKHmzZvrv//9r5KTk9W0aVP16NGjtHcdAACUA+X2Ls6//e1vatOmje644w517txZ7dq1U6NGjVSlSpWLvufOO+/UX//6V40YMULNmjXTli1bzLs7z+vYsaOWLFmiZcuWqVmzZrr11lu1Y8cOc/38+fOVkJCgxx9/XNHR0erdu7fLTB4AAMCfKZd3cV7I6dOnVatWLc2YMUODBw92dzkXdf4uEO7iRFnAXZwA8Dvu4rxMaWlp+v7779WqVStlZWXpueeekyT16tXLzZUBAABcWrkNaNLvzzDbv3+/vLy81LJlS33zzTcKDg52d1kAAACXVG4DWvPmzZWamuruMgAAAK5Yub1JAAAAoKwioAEAAFgMAQ0AAMBiCGgAAAAWQ0ADAACwmHJ7F2dZt/GF/iXyoDsAAFD2MIMGAABgMQQ0AAAAiyGgAQAAWAwBDQAAwGIIaAAAABZDQAMAALAYAhoAAIDF8Bw0i7p54kfysDvcXQZwUanTEtxdAgCUW8ygAQAAWAwBDQAAwGIIaAAAABZDQAMAALAYAhoAAIDFENAAAAAshoAGAABgMQQ0AAAAiyGglaCBAweqd+/e7i4DAACUcQQ0AAAAiyGgXYaCggJ3lwAAACqQchvQli5dqiZNmsjhcCgoKEidO3fW6dOnlZKSottuu03BwcHy9/dXhw4dtHPnTpf32mw2zZ49W3feeae8vb314osvqrCwUIMHD1ZkZKQcDoeio6M1a9asC257+vTpCgsLU1BQkIYPH07AAwAAV6Rcfln68ePH1b9/f73yyivq06ePcnJy9M0338gwDOXk5GjAgAF6/fXXZRiGZsyYoe7du+vAgQPy9fU1x3j22Wc1depUzZw5U5UrV5bT6VTt2rW1ZMkSBQUFacuWLXr44YcVFhamvn37mu9bt26dwsLCtG7dOh08eFD9+vVTs2bNNGTIkAvWmpeXp7y8PHM5Ozu79A4MAAAoE2yGYRjuLqKk7dy5Uy1bttSRI0dUt27dS/Z1Op0KCAjQ4sWLdccdd0j6fQZt9OjRevXVVy/53hEjRuinn37S0qVLJf1+k8D69et16NAheXh4SJL69u2rSpUqKSkp6YJjPPvss5oyZUqR9tiRc+Rhd/zpvgLukjotwd0lAIBlZGdny9/fX1lZWfLz87vq8crlKc7Y2Fh16tRJTZo00b333qt33nlHJ0+elCT9/PPPGjJkiKKiouTv7y8/Pz/l5uYqIyPDZYy4uLgi47755ptq2bKlQkJC5OPjo7lz5xZ5X0xMjBnOJCksLEyZmZkXrXX8+PHKysoyX8eOHbuaXQcAAOVAuQxoHh4eWrNmjVauXKnGjRvr9ddfV3R0tA4fPqwBAwZo165dmjVrlrZs2aJdu3YpKChI+fn5LmN4e3u7LCclJWns2LEaPHiwvvrqK+3atUsPPfRQkfd5enq6LNtsNjmdzovWarfb5efn5/ICAAAVW7m8Bk36PRi1a9dO7dq106RJk1S3bl199tln2rx5s9566y11795dknTs2DH98ssvfzre5s2b1bZtWw0bNsxsO3ToUKnVDwAAKq5yGdC2b9+u5ORk3X777QoNDdX27dv13//+V40aNVJUVJQWLVqkuLg4ZWdna9y4cXI4/vxar6ioKL3//vtavXq1IiMjtWjRIqWkpCgyMvIa7BEAAKhIyuUpTj8/P23cuFHdu3dXw4YNNXHiRM2YMUPdunXTvHnzdPLkSbVo0UIPPvigRo0apdDQ0D8dc+jQobrrrrvUr18/tW7dWidOnHCZTQMAACgp5fIuzrLs/F0g3MUJq+MuTgD4P9zFCQAAUM4R0AAAACyGgAYAAGAxBDQAAACLIaABAABYDAENAADAYghoAAAAFkNAAwAAsJhy+VVP5cHGF/rzxekAAFRQzKABAABYDAENAADAYghoAAAAFkNAAwAAsBgCGgAAgMUQ0AAAACyGx2xY1M0TP5KH3eHuMlBBpU5LcHcJAFChMYMGAABgMQQ0AAAAiyGgAQAAWAwBDQAAwGIIaAAAABZDQAMAALAYAhoAAIDFENAAAAAshoAGAABgMW4PaAMHDlTv3r3dXYYWLFiggIAAd5cBAADg/oA2a9YsLViw4JpuMyIiQjNnzrym2wQAALhcbv8uTn9/f3eXAAAAYClun0H74ynOvLw8jRo1SqGhoapSpYpuuukmpaSkmH3Xr18vm82m5ORkxcXFqWrVqmrbtq32799v9jl06JB69eql6tWry8fHRzfccIPWrl1rru/YsaOOHj2qv/71r7LZbLLZbC71rF69Wo0aNZKPj4+6du2q48ePm+tSUlJ02223KTg4WP7+/urQoYN27tzp8n6bzaZ3331Xffr0UdWqVRUVFaVly5aV5CEDAADlnNsD2h898cQT+vvf/66FCxdq586datCggbp06aJff/3Vpd+ECRM0Y8YMffvtt6pcubIGDRpkrsvNzVX37t2VnJystLQ0de3aVT179lRGRoYk6dNPP1Xt2rX13HPP6fjx4y4B7MyZM5o+fboWLVqkjRs3KiMjQ2PHjjXX5+TkaMCAAdq0aZO2bdumqKgode/eXTk5OS71TZkyRX379tV3332n7t27Kz4+vsg+nJeXl6fs7GyXFwAAqNgsE9BOnz6t2bNna9q0aerWrZsaN26sd955Rw6HQ/PmzXPp++KLL6pDhw5q3LixnnrqKW3ZskW//fabJCk2NlZDhw7V9ddfr6ioKD3//POqX7++OYtVrVo1eXh4yNfXVzVq1FCNGjXMcQsKCjRnzhzFxcWpRYsWGjFihJKTk831t956qx544AFdd911atSokebOnaszZ85ow4YNLvUNHDhQ/fv3V4MGDfTSSy8pNzdXO3bsuOB+JyYmyt/f33yFh4eXyPEEAABll2UC2qFDh1RQUKB27dqZbZ6enmrVqpX27dvn0rdp06bmz2FhYZKkzMxMSb/PoI0dO1aNGjVSQECAfHx8tG/fPnMG7VKqVq2q+vXru4x9flxJ+vnnnzVkyBBFRUXJ399ffn5+ys3NLTL2H+vz9vaWn5+fyzh/NH78eGVlZZmvY8eO/WmdAACgfHP7TQLF4enpaf58/hoyp9MpSRo7dqzWrFmj6dOnq0GDBnI4HLrnnnuUn59/ReOeH9swDHN5wIABOnHihGbNmqW6devKbrerTZs2Rca+0Djn6/tfdrtddrv9T2sDAAAVh2Vm0OrXry8vLy9t3rzZbCsoKFBKSooaN2582eNs3rxZAwcOVJ8+fdSkSRPVqFFDR44ccenj5eWlwsLCK65x8+bNGjVqlLp3766YmBjZ7Xb98ssvVzwOAADApVgmoHl7e+vRRx/VuHHjtGrVKqWnp2vIkCE6c+aMBg8efNnjREVF6dNPP9WuXbu0e/du3X///UVmryIiIrRx40b9+9//vqKAFRUVpUWLFmnfvn3avn274uPj5XA4Lvv9AAAAl8MyAU2Spk6dqrvvvlsPPvigWrRooYMHD2r16tUKDAy87DH+9re/KTAwUG3btlXPnj3VpUsXtWjRwqXPc889pyNHjqh+/foKCQm57LHnzZunkydPqkWLFnrwwQfNR4IAAACUJJvxx4us3KB///7y8PDQBx984M4yLCM7O1v+/v6KHTlHHnZm5+AeqdMS3F0CAJQp5/9+Z2Vlyc/P76rHc9sM2rlz55Senq6tW7cqJibGXWUAAABYjtsC2t69exUXF6eYmBg98sgj7ioDAADActz2mI1mzZrpzJkz7to8AACAZVnqJgEAAAAQ0AAAACyHgAYAAGAxBDQAAACLIaABAABYTJn8svSKYOML/UvkQXcAAKDsYQYNAADAYghoAAAAFkNAAwAAsBgCGgAAgMUQ0AAAACyGgAYAAGAxPGbDom6e+JE87A53l4EKKHVagrtLAIAKjxk0AAAAiyGgAQAAWAwBDQAAwGIIaAAAABZDQAMAALAYAhoAAIDFENAAAAAshoAGAABgMQQ0AAAAi6lQAa1jx44aPXp0iY1ns9n0+eefX3T9kSNHZLPZtGvXrhLbJgAAKP/4qqercPz4cQUGBrq7DAAAUM4Q0K5CjRo13F0CAAAoh8rtKc7Tp08rISFBPj4+CgsL04wZM1zWL1q0SHFxcfL19VWNGjV0//33KzMzU5LkdDpVu3ZtzZ492+U9aWlpqlSpko4ePSqp6CnOHTt2qHnz5qpSpYri4uKUlpZWujsJAADKpXIb0MaNG6cNGzboiy++0FdffaX169dr586d5vqCggI9//zz2r17tz7//HMdOXJEAwcOlCRVqlRJ/fv31+LFi13G/PDDD9WuXTvVrVu3yPZyc3N1xx13qHHjxkpNTdWzzz6rsWPH/mmdeXl5ys7OdnkBAICKrVye4szNzdW8efP0wQcfqFOnTpKkhQsXqnbt2mafQYMGmT/Xq1dPr732mm644Qbl5ubKx8dH8fHxmjFjhjIyMlSnTh05nU4lJSVp4sSJF9zm4sWL5XQ6NW/ePFWpUkUxMTH617/+pUcfffSStSYmJmrKlCklsNcAAKC8KJczaIcOHVJ+fr5at25ttlWrVk3R0dHmcmpqqnr27Kk6derI19dXHTp0kCRlZGRIkpo1a6ZGjRqZs2gbNmxQZmam7r333gtuc9++fWratKmqVKlitrVp0+ZPax0/fryysrLM17Fjx658hwEAQLlSLgPanzl9+rS6dOkiPz8/ffjhh0pJSdFnn30mScrPzzf7xcfHmwFt8eLF6tq1q4KCgkq0FrvdLj8/P5cXAACo2MplQKtfv748PT21fft2s+3kyZP64YcfJEnff/+9Tpw4oalTp6p9+/a67rrrzBsE/uj+++/X3r17lZqaqqVLlyo+Pv6i22zUqJG+++47/fbbb2bbtm3bSnCvAABARVEuA5qPj48GDx6scePG6euvv9bevXs1cOBAVar0++7WqVNHXl5eev311/Xjjz9q2bJlev7554uMExERobZt22rw4MEqLCzUnXfeedFt3n///bLZbBoyZIjS09O1YsUKTZ8+vdT2EQAAlF/lMqBJ0rRp09S+fXv17NlTnTt31k033aSWLVtKkkJCQrRgwQItWbJEjRs31tSpUy8apuLj47V792716dNHDofjotvz8fHRP/7xD+3Zs0fNmzfXhAkT9PLLL5fKvgEAgPLNZhiG4e4i8H+ys7Pl7++v2JFz5GG/eCAESkvqtAR3lwAAZc75v99ZWVklcj15uZ1BAwAAKKsIaAAAABZDQAMAALAYAhoAAIDFENAAAAAshoAGAABgMQQ0AAAAiyGgAQAAWExldxeAC9v4Qn++OB0AgAqKGTQAAACLIaABAABYDKc4Leb8V6NmZ2e7uRIAAHC5zv/dLqmvOCegWcyJEyckSeHh4W6uBAAAXKmcnBz5+/tf9TgENIupVq2aJCkjI6NEPmBcuezsbIWHh+vYsWPcqOEmfAbuxfF3Pz4D97vSz8AwDOXk5KhmzZolsn0CmsVUqvT7ZYH+/v78UrqZn58fn4Gb8Rm4F8ff/fgM3O9KPoOSnFjhJgEAAACLIaABAABYDAHNYux2uyZPniy73e7uUiosPgP34zNwL46/+/EZuJ+7PwObUVL3gwIAAKBEMIMGAABgMQQ0AAAAiyGgAQAAWAwBDQAAwGIIaBby5ptvKiIiQlWqVFHr1q21Y8cOd5dUJmzcuFE9e/ZUzZo1ZbPZ9Pnnn7usNwxDkyZNUlhYmBwOhzp37qwDBw649Pn1118VHx8vPz8/BQQEaPDgwcrNzXXp891336l9+/aqUqWKwsPD9corrxSpZcmSJbruuutUpUoVNWnSRCtWrCjx/bWixMRE3XDDDfL19VVoaKh69+6t/fv3u/T57bffNHz4cAUFBcnHx0d33323fv75Z5c+GRkZ6tGjh6pWrarQ0FCNGzdO586dc+mzfv16tWjRQna7XQ0aNNCCBQuK1FMRf5dmz56tpk2bmg/VbNOmjVauXGmu5/hfW1OnTpXNZtPo0aPNNj6D0vXss8/KZrO5vK677jpzfZk7/gYsISkpyfDy8jLee+8945///KcxZMgQIyAgwPj555/dXZrlrVixwpgwYYLx6aefGpKMzz77zGX91KlTDX9/f+Pzzz83du/ebdx5551GZGSkcfbsWbNP165djdjYWGPbtm3GN998YzRo0MDo37+/uT4rK8uoXr26ER8fb+zdu9f46KOPDIfDYbz99ttmn82bNxseHh7GK6+8YqSnpxsTJ040PD09jT179pT6MXC3Ll26GPPnzzf27t1r7Nq1y+jevbtRp04dIzc31+zzyCOPGOHh4UZycrLx7bffGjfeeKPRtm1bc/25c+eM66+/3ujcubORlpZmrFixwggODjbGjx9v9vnxxx+NqlWrGmPGjDHS09ON119/3fDw8DBWrVpl9qmov0vLli0zli9fbvzwww/G/v37jaefftrw9PQ09u7daxgGx/9a2rFjhxEREWE0bdrUeOyxx8x2PoPSNXnyZCMmJsY4fvy4+frvf/9rri9rx5+AZhGtWrUyhg8fbi4XFhYaNWvWNBITE91YVdnzvwHN6XQaNWrUMKZNm2a2nTp1yrDb7cZHH31kGIZhpKenG5KMlJQUs8/KlSsNm81m/Pvf/zYMwzDeeustIzAw0MjLyzP7PPnkk0Z0dLS53LdvX6NHjx4u9bRu3doYOnRoie5jWZCZmWlIMjZs2GAYxu/H3NPT01iyZInZZ9++fYYkY+vWrYZh/B60K1WqZPz0009mn9mzZxt+fn7mcX/iiSeMmJgYl23169fP6NKli7nM79L/CQwMNN59912O/zWUk5NjREVFGWvWrDE6dOhgBjQ+g9I3efJkIzY29oLryuLx5xSnBeTn5ys1NVWdO3c22ypVqqTOnTtr69atbqys7Dt8+LB++uknl2Pr7++v1q1bm8d269atCggIUFxcnNmnc+fOqlSpkrZv3272ufnmm+Xl5WX26dKli/bv36+TJ0+aff64nfN9KuJnmJWVJUmqVq2aJCk1NVUFBQUux+e6665TnTp1XD6HJk2aqHr16mafLl26KDs7W//85z/NPpc6xvwu/a6wsFBJSUk6ffq02rRpw/G/hoYPH64ePXoUOU58BtfGgQMHVLNmTdWrV0/x8fHKyMiQVDaPPwHNAn755RcVFha6/EchSdWrV9dPP/3kpqrKh/PH71LH9qefflJoaKjL+sqVK6tatWoufS40xh+3cbE+Fe0zdDqdGj16tNq1a6frr79e0u/HxsvLSwEBAS59//dzKO4xzs7O1tmzZyv879KePXvk4+Mju92uRx55RJ999pkaN27M8b9GkpKStHPnTiUmJhZZx2dQ+lq3bq0FCxZo1apVmj17tg4fPqz27dsrJyenTB7/ylfUGwD+xPDhw7V3715t2rTJ3aVUONHR0dq1a5eysrK0dOlSDRgwQBs2bHB3WRXCsWPH9Nhjj2nNmjWqUqWKu8upkLp162b+3LRpU7Vu3Vp169bVJ598IofD4cbKiocZNAsIDg6Wh4dHkbtJfv75Z9WoUcNNVZUP54/fpY5tjRo1lJmZ6bL+3Llz+vXXX136XGiMP27jYn0q0mc4YsQIffnll1q3bp1q165ttteoUUP5+fk6deqUS////RyKe4z9/PzkcDgq/O+Sl5eXGjRooJYtWyoxMVGxsbGaNWsWx/8aSE1NVWZmplq0aKHKlSurcuXK2rBhg1577TVVrlxZ1atX5zO4xgICAtSwYUMdPHiwTP4OENAswMvLSy1btlRycrLZ5nQ6lZycrDZt2rixsrIvMjJSNWrUcDm22dnZ2r59u3ls27Rpo1OnTik1NdXs8/XXX8vpdKp169Zmn40bN6qgoMDss2bNGkVHRyswMNDs88ftnO9TET5DwzA0YsQIffbZZ/r6668VGRnpsr5ly5by9PR0OT779+9XRkaGy+ewZ88el7C8Zs0a+fn5qXHjxmafSx1jfpdcOZ1O5eXlcfyvgU6dOmnPnj3atWuX+YqLi1N8fLz5M5/BtZWbm6tDhw4pLCysbP4OXNEtBSg1SUlJht1uNxYsWGCkp6cbDz/8sBEQEOByNwkuLCcnx0hLSzPS0tIMScbf/vY3Iy0tzTh69KhhGL8/ZiMgIMD44osvjO+++87o1avXBR+z0bx5c2P79u3Gpk2bjKioKJfHbJw6dcqoXr268eCDDxp79+41kpKSjKpVqxZ5zEblypWN6dOnG/v27TMmT55cYR6z8eijjxr+/v7G+vXrXW5xP3PmjNnnkUceMerUqWN8/fXXxrfffmu0adPGaNOmjbn+/C3ut99+u7Fr1y5j1apVRkhIyAVvcR83bpyxb98+480337zgLe4V8XfpqaeeMjZs2GAcPnzY+O6774ynnnrKsNlsxldffWUYBsffHf54F6dh8BmUtscff9xYv369cfjwYWPz5s1G586djeDgYCMzM9MwjLJ3/AloFvL6668bderUMby8vIxWrVoZ27Ztc3dJZcK6desMSUVeAwYMMAzj90dtPPPMM0b16tUNu91udOrUydi/f7/LGCdOnDD69+9v+Pj4GH5+fsZDDz1k5OTkuPTZvXu3cdNNNxl2u92oVauWMXXq1CK1fPLJJ0bDhg0NLy8vIyYmxli+fHmp7beVXOj4SzLmz59v9jl79qwxbNgwIzAw0KhatarRp08f4/jx4y7jHDlyxOjWrZvhcDiM4OBg4/HHHzcKCgpc+qxbt85o1qyZ4eXlZdSrV89lG+dVxN+lQYMGGXXr1jW8vLyMkJAQo1OnTmY4MwyOvzv8b0DjMyhd/fr1M8LCwgwvLy+jVq1aRr9+/YyDBw+a68va8bcZhmFc2ZwbAAAAShPXoAEAAFgMAQ0AAMBiCGgAAAAWQ0ADAACwGAIaAACAxRDQAAAALIaABgAAYDEENAAAAIshoAFAGXDkyBHZbDbt2rXL3aUAuAYIaAAAABZDQAOAy+B0OvXKK6+oQYMGstvtqlOnjl588UVJ0p49e3TrrbfK4XAoKChIDz/8sHJzc833duzYUaNHj3YZr3fv3ho4cKC5HBERoZdeekmDBg2Sr6+v6tSpo7lz55rrIyMjJUnNmzeXzWZTx44dS21fAbgfAQ0ALsP48eM1depUPfPMM0pPT9fixYtVvXp1nT59Wl26dFFgYKBSUlK0ZMkSrV27ViNGjLjibcyYMUNxcXFKS0vTsGHD9Oijj2r//v2SpB07dkiS1q5dq+PHj+vTTz8t0f0DYC2V3V0AAFhdTk6OZs2apTfeeEMDBgyQJNWvX1833XST3nnnHf322296//335e3tLUl644031LNnT7388suqXr36ZW+ne/fuGjZsmCTpySef1Kuvvqp169YpOjpaISEhkqSgoCDVqFGjhPcQgNUwgwYAf2Lfvn3Ky8tTp06dLrguNjbWDGeS1K5dOzmdTnP263I1bdrU/Nlms6lGjRrKzMwsfuEAyiwCGgD8CYfDcVXvr1SpkgzDcGkrKCgo0s/T09Nl2Wazyel0XtW2AZRNBDQA+BNRUVFyOBxKTk4usq5Ro0bavXu3Tp8+bbZt3rxZlSpVUnR0tCQpJCREx48fN9cXFhZq7969V1SDl5eX+V4A5R8BDQD+RJUqVfTkk0/qiSee0Pvvv69Dhw5p27ZtmjdvnuLj41WlShUNGDBAe/fu1bp16zRy5Eg9+OCD5vVnt956q5YvX67ly5fr+++/16OPPqpTp05dUQ2hoaFyOBxatWqVfv75Z2VlZZXCngKwCgIaAFyGZ555Ro8//rgmTZqkRo0aqV+/fsrMzFTVqlW1evVq/frrr7rhhht0zz33qFOnTnrjjTfM9w4aNEgDBgxQQkKCOnTooHr16umWW265ou1XrlxZr732mt5++23VrFlTvXr1KuldBGAhNuN/L4wAAACAWzGDBgAAYDEENAAAAIshoAEAAFgMAQ0AAMBiCGgAAAAWQ0ADAACwGAIaAACAxRDQAAAALIaABgAAYDEENAAAAIshoAEAAFgMAQ0AAMBi/h87K4MQWuUSGgAAAABJRU5ErkJggg==", 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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": 12, "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
0jean48799
1joseph20818
2esther20048
3marie18523
4dorcas18066
5ruth17660
6grace17652
7sarah17533
8jonathan16592
9david16551
\n", "
" ], "text/plain": [ " FIrst name quantity\n", "0 jean 48799\n", "1 joseph 20818\n", "2 esther 20048\n", "3 marie 18523\n", "4 dorcas 18066\n", "5 ruth 17660\n", "6 grace 17652\n", "7 sarah 17533\n", "8 jonathan 16592\n", "9 david 16551" ] }, "execution_count": 12, "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": 14, "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 : 2754239\n", ">> Number of all-male first names : 94503\n", ">> Number of all-female first names : 55062\n", ">> Number of all-neutral first names : 22516\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": 15, "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": 16, "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": 17, "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
0kinshasa73988
1bandundu39558
2katanga32774
3nord-kivu23873
4bas-congo23373
5autres18737
6equateur18604
7sud-kivu14758
8province-orientale14504
9kasaï-oriental14114
10maniema10905
11kasaï-occidental9426
\n", "
" ], "text/plain": [ " Region Unique first names\n", "0 kinshasa 73988\n", "1 bandundu 39558\n", "2 katanga 32774\n", "3 nord-kivu 23873\n", "4 bas-congo 23373\n", "5 autres 18737\n", "6 equateur 18604\n", "7 sud-kivu 14758\n", "8 province-orientale 14504\n", "9 kasaï-oriental 14114\n", "10 maniema 10905\n", "11 kasaï-occidental 9426" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Count of unique first names per region (province)\n", "distinct_regions = df['province'].nunique()\n", "print(f\">> Number of distinct regions: {distinct_regions}\")\n", "firstnames_by_region = df.groupby('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": 18, "id": "b4a18bad-bd59-4909-81ac-705767675dd8", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AUTRES\n", " jean 1986\n", " patrick 1223\n", " tresor 1185\n", "\n", "BANDUNDU\n", " jean 4028\n", " joel 1248\n", " tresor 975\n", "\n", "BAS-CONGO\n", " jean 3287\n", " joseph 2041\n", " marie 1765\n", "\n", "EQUATEUR\n", " jean 6439\n", " joseph 2372\n", " marie 1918\n", "\n", "KASAÏ-OCCIDENTAL\n", " jean 7704\n", " andre 3595\n", " marie 2562\n", "\n", "KASAÏ-ORIENTAL\n", " jean 11827\n", " joseph 4332\n", " marie 3898\n", "\n", "KATANGA\n", " jean 4257\n", " ruth 2475\n", " esther 2342\n", "\n", "KINSHASA\n", " sarah 9554\n", " dorcas 9494\n", " ruth 9482\n", "\n", "MANIEMA\n", " jean 1042\n", " joseph 566\n", " marie 479\n", "\n", "NORD-KIVU\n", " justin 2555\n", " grace 2439\n", " moise 2309\n", "\n", "PROVINCE-ORIENTALE\n", " jean 3035\n", " moise 1826\n", " joseph 1729\n", "\n", "SUD-KIVU\n", " justin 1397\n", " jean 1183\n", " christian 1140\n", "\n" ] } ], "source": [ "# top 3 most popular first names by region\n", "grouped = df.groupby(['province', 'first_name']).size().reset_index(name='count')\n", "grouped = grouped.sort_values(['province', 'count'], ascending=[True, False])\n", "top3_by_region = grouped.groupby('province').head(3)\n", "\n", "for province, group in top3_by_region.groupby('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": 19, "id": "18744cca-72f1-4830-affc-e64af824225a", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AUTRES - Neutral\n", " m 24\n", " f 3\n", "\n", "AUTRES - f\n", " gracia 723\n", " marie 519\n", " christelle 393\n", "\n", "AUTRES - m\n", " jean 1984\n", " patrick 1219\n", " tresor 1179\n", "\n", "BANDUNDU - Neutral\n", " m 68\n", " f 31\n", "\n", "BANDUNDU - f\n", " marie 848\n", " esther 797\n", " ruth 725\n", "\n", "BANDUNDU - m\n", " jean 4003\n", " joel 1206\n", " tresor 969\n", "\n", "BAS-CONGO - Neutral\n", " f 2\n", " m 2\n", "\n", "BAS-CONGO - f\n", " marie 1750\n", " dorcas 1295\n", " esther 1116\n", "\n", "BAS-CONGO - m\n", " jean 3277\n", " joseph 2035\n", " andre 1108\n", "\n", "EQUATEUR - Neutral\n", " m 7\n", " f 2\n", "\n", "EQUATEUR - f\n", " marie 1878\n", " esther 1424\n", " ruth 1032\n", "\n", "EQUATEUR - m\n", " jean 6411\n", " joseph 2364\n", " jeremie 1691\n", "\n", "KASAÏ-OCCIDENTAL - Neutral\n", " m 13\n", " f 6\n", "\n", "KASAÏ-OCCIDENTAL - f\n", " marie 2510\n", " therese 1203\n", " esther 1032\n", "\n", "KASAÏ-OCCIDENTAL - m\n", " jean 7695\n", " andre 3593\n", " francois 2492\n", "\n", "KASAÏ-ORIENTAL - Neutral\n", " m 9\n", "\n", "KASAÏ-ORIENTAL - f\n", " marie 3854\n", " therese 2024\n", " rachel 1287\n", "\n", "KASAÏ-ORIENTAL - m\n", " jean 11808\n", " joseph 4321\n", " andre 3717\n", "\n", "KATANGA - Neutral\n", " m 7\n", "\n", "KATANGA - f\n", " ruth 2463\n", " esther 2332\n", " sarah 2323\n", "\n", "KATANGA - m\n", " jean 4241\n", " daniel 2104\n", " david 2043\n", "\n", "KINSHASA - Neutral\n", " m 31\n", " f 10\n", "\n", "KINSHASA - f\n", " sarah 9476\n", " dorcas 9420\n", " ruth 9417\n", "\n", "KINSHASA - m\n", " jonathan 8549\n", " christian 7768\n", " joel 5686\n", "\n", "MANIEMA - Neutral\n", " m 4\n", " f 3\n", "\n", "MANIEMA - f\n", " marie 454\n", " esther 210\n", " jeanne 191\n", "\n", "MANIEMA - m\n", " jean 1040\n", " joseph 564\n", " pierre 344\n", "\n", "NORD-KIVU - Neutral\n", " m 11\n", " f 3\n", "\n", "NORD-KIVU - f\n", " esther 2286\n", " rachel 1985\n", " neema 1410\n", "\n", "NORD-KIVU - m\n", " justin 2519\n", " moise 2298\n", " jean 1521\n", "\n", "PROVINCE-ORIENTALE - Neutral\n", " m 7\n", " f 3\n", "\n", "PROVINCE-ORIENTALE - f\n", " esther 1650\n", " marie 1371\n", " sarah 1056\n", "\n", "PROVINCE-ORIENTALE - m\n", " jean 3023\n", " moise 1819\n", " joseph 1713\n", "\n", "SUD-KIVU - Neutral\n", " m 13\n", " f 5\n", "\n", "SUD-KIVU - f\n", " esther 791\n", " justine 577\n", " marie 550\n", "\n", "SUD-KIVU - m\n", " justin 1371\n", " jean 1170\n", " christian 1127\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(['province', 'sex_category', 'first_name']).size().reset_index(name='count')\n", "grouped = grouped.sort_values(['province', 'sex_category', 'count'], ascending=[True, True, False])\n", "top3_by_region_sex = grouped.groupby(['province', 'sex_category']).head(3)\n", "\n", "for (province, sex), group in top3_by_region_sex.groupby(['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": 20, "id": "abbaa917-a6ba-45e7-b84d-d27bc104485b", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Top 10 surnames for sex: f\n", " kavira 14338\n", " kavugho 8670\n", " kahindo 8644\n", " ntumba 7519\n", " mbuyi 6889\n", " ngalula 6792\n", " ilunga 6787\n", " kapinga 6486\n", " mujinga 6465\n", " masika 6297\n", "\n", "Top 10 surnames for sex: m\n", " ilunga 18801\n", " kambale 14270\n", " kasongo 13358\n", " ngoy 12646\n", " kasereka 10052\n", " muhindo 8945\n", " kazadi 7804\n", " mutombo 7371\n", " ngoyi 7312\n", " mumbere 7052\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": 21, "id": "5823f6ff-b4bb-44df-803c-724bf244e885", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AUTRES\n", " ilunga 4432\n", " ngoy 3649\n", " kasongo 2574\n", "\n", "BANDUNDU\n", " mbo 3165\n", " mpia 2143\n", " mputu 1573\n", "\n", "BAS-CONGO\n", " nzuzi 3691\n", " nlandu 3091\n", " matondo 2655\n", "\n", "EQUATEUR\n", " mboyo 1403\n", " lokuli 796\n", " bolumbu 641\n", "\n", "KASAÏ-OCCIDENTAL\n", " ntumba 3578\n", " mbuyi 3151\n", " kanku 2117\n", "\n", "KASAÏ-ORIENTAL\n", " ngoyi 7652\n", " ilunga 4360\n", " kasongo 3628\n", "\n", "KATANGA\n", " ilunga 12442\n", " ngoy 10448\n", " kasongo 7967\n", "\n", "KINSHASA\n", " ntumba 4610\n", " nsimba 4291\n", " matondo 4151\n", "\n", "MANIEMA\n", " amisi 860\n", " ramazani 732\n", " assani 577\n", "\n", "NORD-KIVU\n", " kavira 13455\n", " kambale 13371\n", " kasereka 9503\n", "\n", "PROVINCE-ORIENTALE\n", " bahati 814\n", " baraka 644\n", " kambale 634\n", "\n", "SUD-KIVU\n", " bahati 1338\n", " furaha 1170\n", " mugisho 1145\n", "\n" ] } ], "source": [ "# Grouping surnames by region\n", "surnames_by_region = df.groupby(['province', 'surname']).size().reset_index(name='count')\n", "surnames_by_region = surnames_by_region.sort_values(['province', 'count'], ascending=[True, False])\n", "top3_surnames_per_region = surnames_by_region.groupby('province').head(3)\n", "\n", "for province, group in top3_surnames_per_region.groupby('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": 22, "id": "a15ba0c5-9a4f-4876-93ac-5f4a5a5d50ba", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AUTRES - f\n", " ilunga 1035\n", " ngoy 579\n", " ngoie 567\n", "\n", "AUTRES - m\n", " ilunga 3397\n", " ngoy 3070\n", " kasongo 2026\n", "\n", "BANDUNDU - f\n", " mbo 1064\n", " mpia 757\n", " mputu 578\n", "\n", "BANDUNDU - m\n", " mbo 2101\n", " mpia 1386\n", " mputu 995\n", "\n", "BAS-CONGO - f\n", " nzuzi 1995\n", " nlandu 1431\n", " tsimba 1424\n", "\n", "BAS-CONGO - m\n", " nzuzi 1696\n", " nlandu 1660\n", " ngoma 1653\n", "\n", "EQUATEUR - f\n", " mboyo 670\n", " bolumbu 491\n", " amba 385\n", "\n", "EQUATEUR - m\n", " mboyo 733\n", " lokuli 641\n", " lokwa 389\n", "\n", "KASAÏ-OCCIDENTAL - f\n", " ngalula 1983\n", " kapinga 1187\n", " mbuyi 1105\n", "\n", "KASAÏ-OCCIDENTAL - m\n", " ntumba 2485\n", " mbuyi 2046\n", " ngalamulume 2034\n", "\n", "KASAÏ-ORIENTAL - f\n", " ngoyi 1786\n", " ntumba 1580\n", " mbuyi 1515\n", "\n", "KASAÏ-ORIENTAL - m\n", " ngoyi 5866\n", " ilunga 3910\n", " kazadi 3198\n", "\n", "KATANGA - f\n", " ilunga 4293\n", " ngoy 2792\n", " kasongo 2392\n", "\n", "KATANGA - m\n", " ilunga 8149\n", " ngoy 7656\n", " kasongo 5575\n", "\n", "KINSHASA - f\n", " ntumba 3135\n", " ngalula 2697\n", " kapinga 2556\n", "\n", "KINSHASA - m\n", " ilunga 1926\n", " nsimba 1799\n", " matondo 1724\n", "\n", "MANIEMA - f\n", " fatuma 187\n", " feza 166\n", " safi 142\n", "\n", "MANIEMA - m\n", " amisi 732\n", " ramazani 634\n", " assani 496\n", "\n", "NORD-KIVU - f\n", " kavira 13409\n", " kavugho 8308\n", " kahindo 8096\n", "\n", "NORD-KIVU - m\n", " kambale 13340\n", " kasereka 9466\n", " muhindo 8334\n", "\n", "PROVINCE-ORIENTALE - f\n", " kavira 597\n", " mave 525\n", " masika 388\n", "\n", "PROVINCE-ORIENTALE - m\n", " bahati 649\n", " kambale 628\n", " baraka 623\n", "\n", "SUD-KIVU - f\n", " furaha 1143\n", " neema 1096\n", " nabintu 936\n", "\n", "SUD-KIVU - m\n", " mugisho 1134\n", " bahati 1015\n", " amani 948\n", "\n" ] } ], "source": [ "# Grouping surnames by region and sex\n", "grouped = df.groupby(['province', 'sex', 'surname']).size().reset_index(name='count')\n", "grouped = grouped.sort_values(['province', 'sex', 'count'], ascending=[True, True, False])\n", "top3_surnames_by_region_sex = grouped.groupby(['province', 'sex']).head(3)\n", "\n", "for (province, sex), group in top3_surnames_by_region_sex.groupby(['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": 24, "id": "0c216ab9-6db0-4b15-82c0-a5f3f0dc641f", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AUTRES → ilunga (3397 M / 1035 F) - Total: 4432\n", "BANDUNDU → mbo (2101 M / 1064 F) - Total: 3165\n", "BAS-CONGO → nzuzi (1696 M / 1995 F) - Total: 3691\n", "EQUATEUR → mboyo (733 M / 670 F) - Total: 1403\n", "KASAÏ-OCCIDENTAL → ntumba (2485 M / 1093 F) - Total: 3578\n", "KASAÏ-ORIENTAL → ngoyi (5866 M / 1786 F) - Total: 7652\n", "KATANGA → ilunga (8149 M / 4293 F) - Total: 12442\n", "KINSHASA → ntumba (1475 M / 3135 F) - Total: 4610\n", "MANIEMA → amisi (732 M / 128 F) - Total: 860\n", "NORD-KIVU → kavira (46 M / 13409 F) - Total: 13455\n", "PROVINCE-ORIENTALE → bahati (649 M / 165 F) - Total: 814\n", "SUD-KIVU → bahati (1015 M / 323 F) - Total: 1338\n" ] } ], "source": [ "# Find surnames common to both sexes per region - the most popular per region\n", "\n", "common_surnames = df.groupby(['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(['province', 'total'], ascending=[True, False])\n", "top_common_surnames = top_common_surnames.groupby('province').first().reset_index()\n", "\n", "for _, row in top_common_surnames.iterrows():\n", " print(f\"{row['province'].upper()} → {row['surname']} ({row['m']} M / {row['f']} F) - Total: {row['total']}\")" ] }, { "cell_type": "code", "execution_count": 25, "id": "497dd072-b4ee-4b2a-8887-db7543969855", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Top 10 middle names for sex: f\n", " ilunga 7014\n", " kasongo 5443\n", " kazadi 4379\n", " ngoy 4126\n", " ntumba 4078\n", " mutombo 3858\n", " ngoyi 3354\n", " matondo 3268\n", " kabeya 3115\n", " mukendi 3064\n", "\n", "Top 10 middle names for sex: m\n", " ilunga 12015\n", " kasongo 9341\n", " ngoy 8166\n", " kazadi 7070\n", " mutombo 6953\n", " ngoyi 6742\n", " ntumba 5687\n", " wa 5146\n", " kabeya 5034\n", " mukendi 4881\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": 26, "id": "78253678-8bcd-4c29-9412-b0b4a5d5268c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AUTRES\n", " ngoy 2177\n", " ilunga 2129\n", " kasongo 1583\n", "\n", "BANDUNDU\n", " moke 1856\n", " mbo 1241\n", " n 1132\n", "\n", "BAS-CONGO\n", " ngoma 3512\n", " nlandu 2052\n", " khonde 1681\n", "\n", "EQUATEUR\n", " mboyo 962\n", " lokuli 950\n", " lokwa 606\n", "\n", "KASAÏ-OCCIDENTAL\n", " ntumba 3272\n", " muamba 2137\n", " mulumba 1621\n", "\n", "KASAÏ-ORIENTAL\n", " ngoyi 7868\n", " ilunga 5293\n", " kasongo 4395\n", "\n", "KATANGA\n", " ilunga 6631\n", " ngoy 6551\n", " wa 5153\n", "\n", "KINSHASA\n", " matondo 3853\n", " ntumba 3136\n", " ilunga 3030\n", "\n", "MANIEMA\n", " ramazani 706\n", " amisi 535\n", " shabani 461\n", "\n", "NORD-KIVU\n", " tsongo 1337\n", " bahati 1095\n", " mahamba 750\n", "\n", "PROVINCE-ORIENTALE\n", " null 344\n", " ramazani 329\n", " bahati 328\n", "\n", "SUD-KIVU\n", " bahati 1079\n", " bisimwa 1054\n", " mirindi 663\n", "\n" ] } ], "source": [ "# Grouping middle names by region\n", "middlenames_by_region = df.groupby(['province', 'middle_name']).size().reset_index(name='count')\n", "middlenames_by_region = middlenames_by_region.sort_values(['province', 'count'], ascending=[True, False])\n", "top3_middlenames_per_region = middlenames_by_region.groupby('province').head(3)\n", "\n", "for province, group in top3_middlenames_per_region.groupby('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": 27, "id": "1e8697a3-edcb-4d15-a33f-0f3b8a8adcd0", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AUTRES - f\n", " ilunga 692\n", " kasongo 517\n", " ngoy 470\n", "\n", "AUTRES - m\n", " ngoy 1707\n", " ilunga 1437\n", " kasongo 1066\n", "\n", "BANDUNDU - f\n", " modiri 578\n", " mbo 497\n", " mpia 451\n", "\n", "BANDUNDU - m\n", " moke 1625\n", " n 802\n", " mbo 744\n", "\n", "BAS-CONGO - f\n", " ngoma 1539\n", " nlandu 930\n", " khonde 749\n", "\n", "BAS-CONGO - m\n", " ngoma 1973\n", " nlandu 1122\n", " muanda 963\n", "\n", "EQUATEUR - f\n", " mboyo 349\n", " lokuli 322\n", " lokwa 190\n", "\n", "EQUATEUR - m\n", " lokuli 628\n", " mboyo 613\n", " nkoy 419\n", "\n", "KASAÏ-OCCIDENTAL - f\n", " ntumba 805\n", " muamba 491\n", " mulumba 431\n", "\n", "KASAÏ-OCCIDENTAL - m\n", " ntumba 2467\n", " muamba 1646\n", " ngalamulume 1223\n", "\n", "KASAÏ-ORIENTAL - f\n", " ngoyi 2419\n", " ilunga 1470\n", " kasongo 1357\n", "\n", "KASAÏ-ORIENTAL - m\n", " ngoyi 5449\n", " ilunga 3823\n", " kazadi 3064\n", "\n", "KATANGA - f\n", " ilunga 2813\n", " ngoy 2152\n", " kasongo 1993\n", "\n", "KATANGA - m\n", " ngoy 4399\n", " ilunga 3818\n", " wa 3554\n", "\n", "KINSHASA - f\n", " matondo 2200\n", " ntumba 1852\n", " ilunga 1472\n", "\n", "KINSHASA - m\n", " matondo 1653\n", " ilunga 1558\n", " kasongo 1507\n", "\n", "MANIEMA - f\n", " fatuma 148\n", " feza 142\n", " sifa 112\n", "\n", "MANIEMA - m\n", " ramazani 601\n", " amisi 434\n", " shabani 375\n", "\n", "NORD-KIVU - f\n", " tsongo 602\n", " bahati 484\n", " furaha 442\n", "\n", "NORD-KIVU - m\n", " tsongo 735\n", " bahati 611\n", " muhindo 492\n", "\n", "PROVINCE-ORIENTALE - f\n", " mave 314\n", " neema 234\n", " sifa 194\n", "\n", "PROVINCE-ORIENTALE - m\n", " ramazani 240\n", " null 228\n", " baraka 217\n", "\n", "SUD-KIVU - f\n", " bisimwa 487\n", " bahati 476\n", " mirindi 300\n", "\n", "SUD-KIVU - m\n", " bahati 603\n", " bisimwa 567\n", " mirindi 363\n", "\n" ] } ], "source": [ "# Grouping middle names by province and sex\n", "middlenames_by_province_sex = df.groupby(['province', 'sex', 'middle_name']).size().reset_index(name='count')\n", "middlenames_by_province_sex = middlenames_by_province_sex.sort_values(['province', 'sex', 'count'], ascending=[True, True, False])\n", "top3_middlenames_by_province_sex = middlenames_by_province_sex.groupby(['province', 'sex']).head(3)\n", "\n", "for (province, sex), group in top3_middlenames_by_province_sex.groupby(['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": 29, "id": "38a99578-e224-472b-95ac-e2f2510f8347", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AUTRES\n", " ngoy 2177\n", " ilunga 2129\n", " kasongo 1583\n", "\n", "BANDUNDU\n", " moke 1856\n", " mbo 1241\n", " n 1132\n", "\n", "BAS-CONGO\n", " ngoma 3512\n", " nlandu 2052\n", " khonde 1681\n", "\n", "EQUATEUR\n", " mboyo 962\n", " lokuli 950\n", " lokwa 606\n", "\n", "KASAÏ-OCCIDENTAL\n", " ntumba 3272\n", " muamba 2137\n", " mulumba 1621\n", "\n", "KASAÏ-ORIENTAL\n", " ngoyi 7868\n", " ilunga 5293\n", " kasongo 4395\n", "\n", "KATANGA\n", " ilunga 6631\n", " ngoy 6551\n", " wa 5153\n", "\n", "KINSHASA\n", " matondo 3853\n", " ntumba 3136\n", " ilunga 3030\n", "\n", "MANIEMA\n", " ramazani 706\n", " amisi 535\n", " shabani 461\n", "\n", "NORD-KIVU\n", " tsongo 1337\n", " bahati 1095\n", " mahamba 750\n", "\n", "PROVINCE-ORIENTALE\n", " null 344\n", " ramazani 329\n", " bahati 328\n", "\n", "SUD-KIVU\n", " bahati 1079\n", " bisimwa 1054\n", " mirindi 663\n", "\n" ] } ], "source": [ "# Find middle names common to both sexes per region\n", "common_middlenames = df.groupby(['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(['province', 'total'], ascending=[True, False])\n", "top3_common_middlenames = common_middlenames.groupby('province').head(3)\n", "\n", "for province, group in top3_common_middlenames.groupby('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": 30, "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": 31, "id": "154b6421-a719-4574-8fcd-50bd8acd0d5c", "metadata": {}, "outputs": [ { "data": { "image/png": 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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(['province', 'sex']).size().reset_index(name='count')\n", "provinces = prov_sex_counts['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['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": 32, "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('province').head(12)\n", "plt.figure(figsize=(10,6))\n", "sns.barplot(y='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": 33, "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['province'].value_counts().head(12).index.tolist()\n", "df_top10 = df[df['province'].isin(top10_regions)]\n", "plt.figure(figsize=(12,6))\n", "sns.countplot(data=df_top10, y='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": 34, "id": "df7a7ce3-37c8-4ec5-9c03-6bd0f1c0a91b", "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Pie chart of middle names by sex\n", "middlenames_sex_count = middlenames_by_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": 35, "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('province').head(12)\n", "plt.figure(figsize=(10,6))\n", "sns.barplot(y='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": 36, "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(['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(['province', 'sex'])\n", "\n", "# Bar chart\n", "plt.figure(figsize=(12, 6))\n", "sns.barplot(\n", " data=top_middlename_sex_region,\n", " x='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 }