From 80496feb99e68e11c37788c80c03ca6202eed634 Mon Sep 17 00:00:00 2001 From: Amaury Cansa <99196612+1Cansa@users.noreply.github.com> Date: Tue, 5 Aug 2025 21:15:06 +0200 Subject: [PATCH] Added full name analysis with grouping by first name, last name and postname by region, gender and former provinces. Extraction via identified_name, co-occurrence heatmaps, filtering of simple cases only, and restructuring of regional mappings, co-occurrence, and heatmaps by first name, last name and middle name. (#6) --- notebooks/eda.ipynb | 1565 +++++++++++++++++++++++++++---------------- 1 file changed, 972 insertions(+), 593 deletions(-) diff --git a/notebooks/eda.ipynb b/notebooks/eda.ipynb index d7edf70..3345deb 100644 --- a/notebooks/eda.ipynb +++ b/notebooks/eda.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "code", - "execution_count": null, + "execution_count": 1, "id": "c93a55c8", "metadata": { "ExecuteTime": { @@ -27,7 +27,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 2, "id": "c0b00261", "metadata": {}, "outputs": [ @@ -55,13 +55,13 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 3, "id": "27f6bcd2-f1de-419a-8d56-e29064934e2f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -80,13 +80,13 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 4, "id": "d51f3bee-d2a1-46a0-9e0b-af10c1ca7cb4", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -107,7 +107,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 16, "id": "0374f8ee", "metadata": { "ExecuteTime": { @@ -146,74 +146,73 @@ " \n", " \n", " 0\n", - " dikoko pamitshefu fabrice\n", - " dikoko\n", - " pamitshefu\n", - " fabrice\n", - " \n", - " \n", - " 1\n", " epenge djongesongo jonas\n", " epenge\n", " djongesongo\n", " jonas\n", " \n", " \n", - " 2\n", + " 1\n", " eyongoyongo shako michel\n", " eyongoyongo\n", " shako\n", " michel\n", " \n", " \n", - " 3\n", - " kassongo osango israel\n", - " kassongo\n", - " osango\n", - " israel\n", - " \n", - " \n", - " 4\n", + " 2\n", " okawonga ongondjo alphonse\n", " okawonga\n", " ongondjo\n", " alphonse\n", " \n", + " \n", + " 3\n", + " ombala lokolo nathals\n", + " ombala\n", + " lokolo\n", + " nathals\n", + " \n", + " \n", + " 4\n", + " shongo matete albert\n", + " shongo\n", + " matete\n", + " albert\n", + " \n", " \n", "\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" + "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": 10, + "execution_count": 16, "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", + "#retrieve all rows whose name is identified as simple, and delete rows whose identified_name is null or empty\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()" + "df_simple = df[df['identified_category'] == 'simple'].copy()\n", + "df_simple['surname'] = df_simple['identified_name'].str.split().str[0]\n", + "df_simple['middle_name'] = df_simple['identified_name'].str.split().str[1]\n", + "df_simple['first_name'] = df_simple['identified_surname']\n", + "df_simple = df_simple[df_simple['first_name'].notna() & (df_simple['first_name'].str.strip() != '')]\n", + "\n", + "df_simple[['name', 'surname', 'middle_name', 'first_name']].head()" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 17, "id": "f2924f79", "metadata": { "ExecuteTime": { @@ -224,7 +223,7 @@ "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", "text/plain": [ "
" ] @@ -235,14 +234,17 @@ ], "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", + "sns.countplot(y=df_simple['first_name'], order=df_simple['first_name'].value_counts().iloc[:10].index)\n", + "plt.title(\"Top 10 first names (simple names only)\")\n", + "plt.xlabel(\"Count\")\n", + "plt.ylabel(\"First name\")\n", + "plt.tight_layout()\n", "plt.show()" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 18, "id": "76979895", "metadata": { "ExecuteTime": { @@ -272,7 +274,7 @@ " \n", " \n", " \n", - " FIrst name\n", + " First name\n", " quantity\n", " \n", " \n", @@ -280,86 +282,86 @@ " \n", " 0\n", " jean\n", - " 48799\n", + " 62143\n", " \n", " \n", " 1\n", " joseph\n", - " 20818\n", + " 26678\n", " \n", " \n", " 2\n", " esther\n", - " 20048\n", + " 24639\n", " \n", " \n", " 3\n", " marie\n", - " 18523\n", + " 23330\n", " \n", " \n", " 4\n", - " dorcas\n", - " 18066\n", + " grace\n", + " 20964\n", " \n", " \n", " 5\n", - " ruth\n", - " 17660\n", + " david\n", + " 20909\n", " \n", " \n", " 6\n", - " grace\n", - " 17652\n", + " dorcas\n", + " 20840\n", " \n", " \n", " 7\n", - " sarah\n", - " 17533\n", + " ruth\n", + " 20633\n", " \n", " \n", " 8\n", - " jonathan\n", - " 16592\n", + " patrick\n", + " 20209\n", " \n", " \n", " 9\n", - " david\n", - " 16551\n", + " sarah\n", + " 20190\n", " \n", " \n", "\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" + " First name quantity\n", + "0 jean 62143\n", + "1 joseph 26678\n", + "2 esther 24639\n", + "3 marie 23330\n", + "4 grace 20964\n", + "5 david 20909\n", + "6 dorcas 20840\n", + "7 ruth 20633\n", + "8 patrick 20209\n", + "9 sarah 20190" ] }, - "execution_count": 12, + "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "firstnames = df['first_name'].value_counts()\n", + "firstnames = df_simple['first_name'].value_counts()\n", "df_firstnames = firstnames.reset_index()\n", - "df_firstnames.columns = ['FIrst name', 'quantity']\n", + "df_firstnames.columns = ['First name', 'quantity']\n", "df_firstnames.head(10)" ] }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 19, "id": "5022f136-3174-406d-acf0-dee379969213", "metadata": { "ExecuteTime": { @@ -372,20 +374,20 @@ "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" + ">> Total number of first names registered : 3392438\n", + ">> Number of all-male first names : 110947\n", + ">> Number of all-female first names : 61318\n", + ">> Number of all-neutral first names : 26593\n" ] } ], "source": [ "# Total number of distinct first names\n", - "total_firstnames = df['first_name'].notna().sum()\n", + "total_firstnames = df_simple['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", + "firstnames_by_sex = df_simple.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", @@ -396,7 +398,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 20, "id": 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", + "image/png": 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", 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" ] @@ -431,13 +433,13 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 21, "id": "f94818e6-7c91-4f33-8070-0ec2cb8c0063", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -457,7 +459,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 22, "id": "66e7aa9c-34ee-4a3b-aa6e-806eee980df4", "metadata": {}, "outputs": [ @@ -498,62 +500,62 @@ " \n", " 0\n", " kinshasa\n", - " 73988\n", + " 75509\n", " \n", " \n", " 1\n", " bandundu\n", - " 39558\n", + " 43309\n", " \n", " \n", " 2\n", " katanga\n", - " 32774\n", + " 37932\n", " \n", " \n", " 3\n", - " nord-kivu\n", - " 23873\n", + " autres\n", + " 31487\n", " \n", " \n", " 4\n", - " bas-congo\n", - " 23373\n", + " nord-kivu\n", + " 27300\n", " \n", " \n", " 5\n", - " autres\n", - " 18737\n", + " equateur\n", + " 25389\n", " \n", " \n", " 6\n", - " equateur\n", - " 18604\n", + " bas-congo\n", + " 24154\n", " \n", " \n", " 7\n", " sud-kivu\n", - " 14758\n", + " 23834\n", " \n", " \n", " 8\n", " province-orientale\n", - " 14504\n", + " 18356\n", " \n", " \n", " 9\n", " kasaï-oriental\n", - " 14114\n", + " 15906\n", " \n", " \n", " 10\n", - " maniema\n", - " 10905\n", + " kasaï-occidental\n", + " 12365\n", " \n", " \n", " 11\n", - " kasaï-occidental\n", - " 9426\n", + " maniema\n", + " 11949\n", " \n", " \n", "\n", @@ -561,30 +563,30 @@ ], "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" + "0 kinshasa 75509\n", + "1 bandundu 43309\n", + "2 katanga 37932\n", + "3 autres 31487\n", + "4 nord-kivu 27300\n", + "5 equateur 25389\n", + "6 bas-congo 24154\n", + "7 sud-kivu 23834\n", + "8 province-orientale 18356\n", + "9 kasaï-oriental 15906\n", + "10 kasaï-occidental 12365\n", + "11 maniema 11949" ] }, - "execution_count": 17, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Count of unique first names per region (province)\n", - "distinct_regions = df['province'].nunique()\n", + "distinct_regions = df_simple['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", + "firstnames_by_region = df_simple.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", @@ -594,7 +596,7 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 23, "id": "b4a18bad-bd59-4909-81ac-705767675dd8", "metadata": {}, "outputs": [ @@ -603,71 +605,71 @@ "output_type": "stream", "text": [ "AUTRES\n", - " jean 1986\n", - " patrick 1223\n", - " tresor 1185\n", + " jean 3626\n", + " patrick 2202\n", + " tresor 1965\n", "\n", "BANDUNDU\n", - " jean 4028\n", - " joel 1248\n", - " tresor 975\n", + " jean 4946\n", + " joel 1583\n", + " marie 1163\n", "\n", "BAS-CONGO\n", - " jean 3287\n", - " joseph 2041\n", - " marie 1765\n", + " jean 3380\n", + " joseph 2090\n", + " marie 1803\n", "\n", "EQUATEUR\n", - " jean 6439\n", - " joseph 2372\n", - " marie 1918\n", + " jean 8194\n", + " joseph 3095\n", + " marie 2318\n", "\n", "KASAÏ-OCCIDENTAL\n", - " jean 7704\n", - " andre 3595\n", - " marie 2562\n", + " jean 10390\n", + " andre 4787\n", + " marie 3589\n", "\n", "KASAÏ-ORIENTAL\n", - " jean 11827\n", - " joseph 4332\n", - " marie 3898\n", + " jean 14205\n", + " joseph 5192\n", + " marie 4772\n", "\n", "KATANGA\n", - " jean 4257\n", - " ruth 2475\n", - " esther 2342\n", + " jean 5300\n", + " ruth 3185\n", + " esther 3018\n", "\n", "KINSHASA\n", - " sarah 9554\n", - " dorcas 9494\n", - " ruth 9482\n", + " ruth 9823\n", + " dorcas 9801\n", + " sarah 9696\n", "\n", "MANIEMA\n", - " jean 1042\n", - " joseph 566\n", - " marie 479\n", + " jean 1200\n", + " joseph 649\n", + " marie 528\n", "\n", "NORD-KIVU\n", - " justin 2555\n", - " grace 2439\n", - " moise 2309\n", + " justin 3301\n", + " grace 2991\n", + " moise 2790\n", "\n", "PROVINCE-ORIENTALE\n", - " jean 3035\n", - " moise 1826\n", - " joseph 1729\n", + " jean 4447\n", + " joseph 2755\n", + " moise 2566\n", "\n", "SUD-KIVU\n", - " justin 1397\n", - " jean 1183\n", - " christian 1140\n", + " justin 2244\n", + " christian 1835\n", + " jean 1762\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 = df_simple.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", @@ -680,7 +682,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 24, "id": "18744cca-72f1-4830-affc-e64af824225a", "metadata": {}, "outputs": [ @@ -689,170 +691,171 @@ "output_type": "stream", "text": [ "AUTRES - Neutral\n", - " m 24\n", - " f 3\n", + " m 26\n", + " f 4\n", "\n", "AUTRES - f\n", - " gracia 723\n", - " marie 519\n", - " christelle 393\n", + " gracia 1257\n", + " marie 1031\n", + " sarah 892\n", "\n", "AUTRES - m\n", - " jean 1984\n", - " patrick 1219\n", - " tresor 1179\n", + " jean 3617\n", + " patrick 2189\n", + " tresor 1948\n", "\n", "BANDUNDU - Neutral\n", " m 68\n", - " f 31\n", + " f 27\n", "\n", "BANDUNDU - f\n", - " marie 848\n", - " esther 797\n", - " ruth 725\n", + " marie 1126\n", + " ruth 1059\n", + " esther 1053\n", "\n", "BANDUNDU - m\n", - " jean 4003\n", - " joel 1206\n", - " tresor 969\n", + " jean 4917\n", + " joel 1539\n", + " dieu 1118\n", "\n", "BAS-CONGO - Neutral\n", - " f 2\n", + " f 3\n", " m 2\n", "\n", "BAS-CONGO - f\n", - " marie 1750\n", - " dorcas 1295\n", - " esther 1116\n", + " marie 1790\n", + " dorcas 1377\n", + " esther 1166\n", "\n", "BAS-CONGO - m\n", - " jean 3277\n", - " joseph 2035\n", - " andre 1108\n", + " jean 3369\n", + " joseph 2082\n", + " andre 1169\n", "\n", "EQUATEUR - Neutral\n", - " m 7\n", + " m 8\n", " f 2\n", "\n", "EQUATEUR - f\n", - " marie 1878\n", - " esther 1424\n", - " ruth 1032\n", + " marie 2277\n", + " esther 1807\n", + " ruth 1371\n", "\n", "EQUATEUR - m\n", - " jean 6411\n", - " joseph 2364\n", - " jeremie 1691\n", + " jean 8161\n", + " joseph 3083\n", + " jeremie 2243\n", "\n", "KASAÏ-OCCIDENTAL - Neutral\n", - " m 13\n", - " f 6\n", + " m 17\n", + " f 9\n", "\n", "KASAÏ-OCCIDENTAL - f\n", - " marie 2510\n", - " therese 1203\n", - " esther 1032\n", + " marie 3517\n", + " therese 1594\n", + " esther 1456\n", "\n", "KASAÏ-OCCIDENTAL - m\n", - " jean 7695\n", - " andre 3593\n", - " francois 2492\n", + " jean 10374\n", + " andre 4782\n", + " francois 3332\n", "\n", "KASAÏ-ORIENTAL - Neutral\n", - " m 9\n", + " m 14\n", + " f 1\n", "\n", "KASAÏ-ORIENTAL - f\n", - " marie 3854\n", - " therese 2024\n", - " rachel 1287\n", + " marie 4713\n", + " therese 2506\n", + " rachel 1599\n", "\n", "KASAÏ-ORIENTAL - m\n", - " jean 11808\n", - " joseph 4321\n", - " andre 3717\n", + " jean 14179\n", + " joseph 5178\n", + " andre 4469\n", "\n", "KATANGA - Neutral\n", - " m 7\n", + " m 3\n", "\n", "KATANGA - f\n", - " ruth 2463\n", - " esther 2332\n", - " sarah 2323\n", + " ruth 3171\n", + " esther 3005\n", + " sarah 2889\n", "\n", "KATANGA - m\n", - " jean 4241\n", - " daniel 2104\n", - " david 2043\n", + " jean 5282\n", + " daniel 2679\n", + " gloire 2676\n", "\n", "KINSHASA - Neutral\n", - " m 31\n", - " f 10\n", + " m 26\n", + " f 5\n", "\n", "KINSHASA - f\n", - " sarah 9476\n", - " dorcas 9420\n", - " ruth 9417\n", + " ruth 9756\n", + " dorcas 9737\n", + " sarah 9626\n", "\n", "KINSHASA - m\n", - " jonathan 8549\n", - " christian 7768\n", - " joel 5686\n", + " jonathan 8574\n", + " christian 7770\n", + " exauce 5838\n", "\n", "MANIEMA - Neutral\n", - " m 4\n", " f 3\n", + " m 2\n", "\n", "MANIEMA - f\n", - " marie 454\n", - " esther 210\n", - " jeanne 191\n", + " marie 496\n", + " esther 217\n", + " jeanne 216\n", "\n", "MANIEMA - m\n", - " jean 1040\n", - " joseph 564\n", - " pierre 344\n", + " jean 1198\n", + " joseph 646\n", + " pierre 432\n", "\n", "NORD-KIVU - Neutral\n", - " m 11\n", - " f 3\n", + " m 15\n", + " f 4\n", "\n", "NORD-KIVU - f\n", - " esther 2286\n", - " rachel 1985\n", - " neema 1410\n", + " esther 2681\n", + " rachel 2384\n", + " neema 1764\n", "\n", "NORD-KIVU - m\n", - " justin 2519\n", - " moise 2298\n", - " jean 1521\n", + " justin 3255\n", + " moise 2777\n", + " jean 2098\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", + " esther 2383\n", + " marie 1963\n", + " sarah 1401\n", "\n", "PROVINCE-ORIENTALE - m\n", - " jean 3023\n", - " moise 1819\n", - " joseph 1713\n", + " jean 4430\n", + " joseph 2736\n", + " moise 2557\n", "\n", "SUD-KIVU - Neutral\n", - " m 13\n", - " f 5\n", + " m 25\n", + " f 9\n", "\n", "SUD-KIVU - f\n", - " esther 791\n", - " justine 577\n", - " marie 550\n", + " esther 1174\n", + " francine 906\n", + " esperance 839\n", "\n", "SUD-KIVU - m\n", - " justin 1371\n", - " jean 1170\n", - " christian 1127\n", + " justin 2205\n", + " christian 1817\n", + " jean 1748\n", "\n" ] } @@ -864,10 +867,10 @@ " return 'Neutral'\n", " return row['sex']\n", "\n", - "df['sex_category'] = df.apply(determine_sex_category, axis=1)\n", + "df_simple['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 = df_simple.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", @@ -880,7 +883,7 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 32, "id": "abbaa917-a6ba-45e7-b84d-d27bc104485b", "metadata": {}, "outputs": [ @@ -889,35 +892,35 @@ "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", + " kavira 18323\n", + " kavugho 10909\n", + " kahindo 10821\n", + " ntumba 9216\n", + " ilunga 8672\n", + " ngalula 8446\n", + " mbuyi 8437\n", + " masika 8290\n", + " mujinga 8017\n", + " kapinga 7920\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", + " ilunga 24581\n", + " kambale 18604\n", + " ngoy 16610\n", + " kasongo 16420\n", + " kasereka 12842\n", + " muhindo 11467\n", + " kazadi 9761\n", + " mutombo 9262\n", + " kakule 9179\n", + " mumbere 8871\n", "\n" ] } ], "source": [ "# Grouping surnames by sex\n", - "surnames_by_sex = df.groupby(['surname', 'sex']).size().reset_index(name='count')\n", + "surnames_by_sex = df_simple.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", @@ -931,7 +934,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 33, "id": "5823f6ff-b4bb-44df-803c-724bf244e885", "metadata": {}, "outputs": [ @@ -940,71 +943,71 @@ "output_type": "stream", "text": [ "AUTRES\n", - " ilunga 4432\n", - " ngoy 3649\n", - " kasongo 2574\n", + " ilunga 7135\n", + " ngoy 5776\n", + " kasongo 4363\n", "\n", "BANDUNDU\n", - " mbo 3165\n", - " mpia 2143\n", - " mputu 1573\n", + " mbo 3479\n", + " mpia 2408\n", + " mputu 1777\n", "\n", "BAS-CONGO\n", - " nzuzi 3691\n", - " nlandu 3091\n", - " matondo 2655\n", + " nzuzi 3836\n", + " nlandu 3292\n", + " matondo 2796\n", "\n", "EQUATEUR\n", - " mboyo 1403\n", - " lokuli 796\n", - " bolumbu 641\n", + " mboyo 1676\n", + " lokuli 902\n", + " bolumbu 816\n", "\n", "KASAÏ-OCCIDENTAL\n", - " ntumba 3578\n", - " mbuyi 3151\n", - " kanku 2117\n", + " ntumba 4999\n", + " mbuyi 4114\n", + " kanku 2805\n", "\n", "KASAÏ-ORIENTAL\n", - " ngoyi 7652\n", - " ilunga 4360\n", - " kasongo 3628\n", + " ngoyi 7899\n", + " ilunga 5223\n", + " mbuyi 4719\n", "\n", "KATANGA\n", - " ilunga 12442\n", - " ngoy 10448\n", - " kasongo 7967\n", + " ilunga 15911\n", + " ngoy 13243\n", + " kasongo 9776\n", "\n", "KINSHASA\n", - " ntumba 4610\n", - " nsimba 4291\n", - " matondo 4151\n", + " ntumba 4741\n", + " nsimba 4470\n", + " matondo 4382\n", "\n", "MANIEMA\n", - " amisi 860\n", - " ramazani 732\n", - " assani 577\n", + " amisi 964\n", + " ramazani 843\n", + " assani 596\n", "\n", "NORD-KIVU\n", - " kavira 13455\n", - " kambale 13371\n", - " kasereka 9503\n", + " kambale 17178\n", + " kavira 17001\n", + " kasereka 11931\n", "\n", "PROVINCE-ORIENTALE\n", - " bahati 814\n", - " baraka 644\n", - " kambale 634\n", + " bahati 1059\n", + " baraka 867\n", + " kambale 849\n", "\n", "SUD-KIVU\n", - " bahati 1338\n", - " furaha 1170\n", - " mugisho 1145\n", + " bahati 2353\n", + " furaha 1964\n", + " mugisho 1876\n", "\n" ] } ], "source": [ "# Grouping surnames by region\n", - "surnames_by_region = df.groupby(['province', 'surname']).size().reset_index(name='count')\n", + "surnames_by_region = df_simple.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", @@ -1017,7 +1020,7 @@ }, { "cell_type": "code", - "execution_count": 22, + "execution_count": 34, "id": "a15ba0c5-9a4f-4876-93ac-5f4a5a5d50ba", "metadata": {}, "outputs": [ @@ -1026,131 +1029,131 @@ "output_type": "stream", "text": [ "AUTRES - f\n", - " ilunga 1035\n", - " ngoy 579\n", - " ngoie 567\n", + " ilunga 1753\n", + " ngoy 982\n", + " ngoie 960\n", "\n", "AUTRES - m\n", - " ilunga 3397\n", - " ngoy 3070\n", - " kasongo 2026\n", + " ilunga 5382\n", + " ngoy 4794\n", + " kasongo 3406\n", "\n", "BANDUNDU - f\n", - " mbo 1064\n", - " mpia 757\n", - " mputu 578\n", + " mbo 1207\n", + " mpia 875\n", + " mputu 658\n", "\n", "BANDUNDU - m\n", - " mbo 2101\n", - " mpia 1386\n", - " mputu 995\n", + " mbo 2272\n", + " mpia 1533\n", + " mputu 1119\n", "\n", "BAS-CONGO - f\n", - " nzuzi 1995\n", - " nlandu 1431\n", - " tsimba 1424\n", + " nzuzi 2054\n", + " nlandu 1529\n", + " tsimba 1463\n", "\n", "BAS-CONGO - m\n", - " nzuzi 1696\n", - " nlandu 1660\n", - " ngoma 1653\n", + " nzuzi 1782\n", + " nlandu 1763\n", + " ngoma 1669\n", "\n", "EQUATEUR - f\n", - " mboyo 670\n", - " bolumbu 491\n", - " amba 385\n", + " mboyo 796\n", + " bolumbu 633\n", + " amba 466\n", "\n", "EQUATEUR - m\n", - " mboyo 733\n", - " lokuli 641\n", - " lokwa 389\n", + " mboyo 880\n", + " lokuli 715\n", + " lokwa 456\n", "\n", "KASAÏ-OCCIDENTAL - f\n", - " ngalula 1983\n", - " kapinga 1187\n", - " mbuyi 1105\n", + " ngalula 2629\n", + " kapinga 1597\n", + " ntumba 1536\n", "\n", "KASAÏ-OCCIDENTAL - m\n", - " ntumba 2485\n", - " mbuyi 2046\n", - " ngalamulume 2034\n", + " ntumba 3463\n", + " ngalamulume 2735\n", + " mbuyi 2666\n", "\n", "KASAÏ-ORIENTAL - f\n", - " ngoyi 1786\n", - " ntumba 1580\n", - " mbuyi 1515\n", + " ntumba 2074\n", + " mbuyi 2023\n", + " ngoyi 1705\n", "\n", "KASAÏ-ORIENTAL - m\n", - " ngoyi 5866\n", - " ilunga 3910\n", - " kazadi 3198\n", + " ngoyi 6194\n", + " ilunga 4742\n", + " kazadi 3876\n", "\n", "KATANGA - f\n", - " ilunga 4293\n", - " ngoy 2792\n", - " kasongo 2392\n", + " ilunga 5360\n", + " ngoy 3603\n", + " kasongo 2886\n", "\n", "KATANGA - m\n", - " ilunga 8149\n", - " ngoy 7656\n", - " kasongo 5575\n", + " ilunga 10551\n", + " ngoy 9640\n", + " kasongo 6890\n", "\n", "KINSHASA - f\n", - " ntumba 3135\n", - " ngalula 2697\n", - " kapinga 2556\n", + " ntumba 3245\n", + " ngalula 2831\n", + " kapinga 2663\n", "\n", "KINSHASA - m\n", - " ilunga 1926\n", - " nsimba 1799\n", - " matondo 1724\n", + " ilunga 2030\n", + " nsimba 1848\n", + " matondo 1832\n", "\n", "MANIEMA - f\n", - " fatuma 187\n", - " feza 166\n", - " safi 142\n", + " fatuma 206\n", + " feza 185\n", + " mangaza 140\n", "\n", "MANIEMA - m\n", - " amisi 732\n", - " ramazani 634\n", - " assani 496\n", + " amisi 829\n", + " ramazani 719\n", + " assani 511\n", "\n", "NORD-KIVU - f\n", - " kavira 13409\n", - " kavugho 8308\n", - " kahindo 8096\n", + " kavira 16945\n", + " kavugho 10351\n", + " kahindo 10016\n", "\n", "NORD-KIVU - m\n", - " kambale 13340\n", - " kasereka 9466\n", - " muhindo 8334\n", + " kambale 17137\n", + " kasereka 11889\n", + " muhindo 10482\n", "\n", "PROVINCE-ORIENTALE - f\n", - " kavira 597\n", - " mave 525\n", - " masika 388\n", + " kavira 817\n", + " mave 669\n", + " sifa 568\n", "\n", "PROVINCE-ORIENTALE - m\n", - " bahati 649\n", - " kambale 628\n", - " baraka 623\n", + " bahati 851\n", + " kambale 840\n", + " baraka 836\n", "\n", "SUD-KIVU - f\n", - " furaha 1143\n", - " neema 1096\n", - " nabintu 936\n", + " furaha 1920\n", + " neema 1827\n", + " nabintu 1557\n", "\n", "SUD-KIVU - m\n", - " mugisho 1134\n", - " bahati 1015\n", - " amani 948\n", + " mugisho 1851\n", + " bahati 1757\n", + " murhula 1678\n", "\n" ] } ], "source": [ "# Grouping surnames by region and sex\n", - "grouped = df.groupby(['province', 'sex', 'surname']).size().reset_index(name='count')\n", + "grouped = df_simple.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", @@ -1163,7 +1166,7 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 35, "id": "0c216ab9-6db0-4b15-82c0-a5f3f0dc641f", "metadata": {}, "outputs": [ @@ -1171,25 +1174,25 @@ "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" + "AUTRES → ilunga (5382 M / 1753 F) - Total: 7135\n", + "BANDUNDU → mbo (2272 M / 1207 F) - Total: 3479\n", + "BAS-CONGO → nzuzi (1782 M / 2054 F) - Total: 3836\n", + "EQUATEUR → mboyo (880 M / 796 F) - Total: 1676\n", + "KASAÏ-OCCIDENTAL → ntumba (3463 M / 1536 F) - Total: 4999\n", + "KASAÏ-ORIENTAL → ngoyi (6194 M / 1705 F) - Total: 7899\n", + "KATANGA → ilunga (10551 M / 5360 F) - Total: 15911\n", + "KINSHASA → ntumba (1496 M / 3245 F) - Total: 4741\n", + "MANIEMA → amisi (829 M / 135 F) - Total: 964\n", + "NORD-KIVU → kambale (17137 M / 41 F) - Total: 17178\n", + "PROVINCE-ORIENTALE → bahati (851 M / 208 F) - Total: 1059\n", + "SUD-KIVU → bahati (1757 M / 596 F) - Total: 2353\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 = df_simple.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", @@ -1202,7 +1205,7 @@ }, { "cell_type": "code", - "execution_count": 25, + "execution_count": 36, "id": "497dd072-b4ee-4b2a-8887-db7543969855", "metadata": {}, "outputs": [ @@ -1211,35 +1214,35 @@ "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", + " ilunga 8881\n", + " kasongo 6670\n", + " kazadi 5320\n", + " ngoy 5118\n", + " ntumba 4987\n", + " mutombo 4785\n", + " kabeya 3752\n", + " mukendi 3704\n", + " matondo 3666\n", + " ngoyi 3588\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", + " ilunga 15062\n", + " kasongo 11344\n", + " ngoy 10703\n", + " mutombo 8881\n", + " kazadi 8790\n", + " ntumba 7446\n", + " ngoyi 7445\n", + " kabeya 6425\n", + " mukendi 6333\n", + " kalala 6214\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 = df_simple.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", @@ -1252,7 +1255,7 @@ }, { "cell_type": "code", - "execution_count": 26, + "execution_count": 37, "id": "78253678-8bcd-4c29-9412-b0b4a5d5268c", "metadata": {}, "outputs": [ @@ -1261,71 +1264,71 @@ "output_type": "stream", "text": [ "AUTRES\n", - " ngoy 2177\n", - " ilunga 2129\n", - " kasongo 1583\n", + " ngoy 3646\n", + " ilunga 3591\n", + " kasongo 2761\n", "\n", "BANDUNDU\n", - " moke 1856\n", - " mbo 1241\n", - " n 1132\n", + " moke 3243\n", + " mbo 1634\n", + " mpia 1444\n", "\n", "BAS-CONGO\n", - " ngoma 3512\n", - " nlandu 2052\n", - " khonde 1681\n", + " ngoma 3570\n", + " nlandu 2066\n", + " khonde 1787\n", "\n", "EQUATEUR\n", - " mboyo 962\n", - " lokuli 950\n", - " lokwa 606\n", + " mboyo 1226\n", + " lokuli 1071\n", + " nkoy 724\n", "\n", "KASAÏ-OCCIDENTAL\n", - " ntumba 3272\n", - " muamba 2137\n", - " mulumba 1621\n", + " ntumba 4552\n", + " muamba 2830\n", + " ngalamulume 2329\n", "\n", "KASAÏ-ORIENTAL\n", - " ngoyi 7868\n", - " ilunga 5293\n", - " kasongo 4395\n", + " ngoyi 8302\n", + " ilunga 6402\n", + " kazadi 5260\n", "\n", "KATANGA\n", - " ilunga 6631\n", - " ngoy 6551\n", - " wa 5153\n", + " ilunga 8185\n", + " ngoy 8108\n", + " kasongo 6136\n", "\n", "KINSHASA\n", - " matondo 3853\n", - " ntumba 3136\n", - " ilunga 3030\n", + " matondo 3989\n", + " ntumba 3289\n", + " ilunga 3232\n", "\n", "MANIEMA\n", - " ramazani 706\n", - " amisi 535\n", - " shabani 461\n", + " ramazani 835\n", + " amisi 625\n", + " shabani 525\n", "\n", "NORD-KIVU\n", - " tsongo 1337\n", - " bahati 1095\n", - " mahamba 750\n", + " tsongo 1678\n", + " bahati 1212\n", + " mahamba 946\n", "\n", "PROVINCE-ORIENTALE\n", - " null 344\n", - " ramazani 329\n", - " bahati 328\n", + " ramazani 549\n", + " bahati 476\n", + " yenga 432\n", "\n", "SUD-KIVU\n", - " bahati 1079\n", - " bisimwa 1054\n", - " mirindi 663\n", + " bisimwa 1658\n", + " bahati 1633\n", + " mirindi 1049\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 = df_simple.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", @@ -1338,7 +1341,7 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 38, "id": "1e8697a3-edcb-4d15-a33f-0f3b8a8adcd0", "metadata": {}, "outputs": [ @@ -1347,131 +1350,131 @@ "output_type": "stream", "text": [ "AUTRES - f\n", - " ilunga 692\n", - " kasongo 517\n", - " ngoy 470\n", + " ilunga 1196\n", + " kasongo 917\n", + " ngoy 824\n", "\n", "AUTRES - m\n", - " ngoy 1707\n", - " ilunga 1437\n", - " kasongo 1066\n", + " ngoy 2822\n", + " ilunga 2395\n", + " kasongo 1844\n", "\n", "BANDUNDU - f\n", - " modiri 578\n", - " mbo 497\n", - " mpia 451\n", + " mbo 669\n", + " mpia 590\n", + " modiri 580\n", "\n", "BANDUNDU - m\n", - " moke 1625\n", - " n 802\n", - " mbo 744\n", + " moke 2829\n", + " mbo 965\n", + " n 894\n", "\n", "BAS-CONGO - f\n", - " ngoma 1539\n", - " nlandu 930\n", - " khonde 749\n", + " ngoma 1574\n", + " nlandu 920\n", + " khonde 797\n", "\n", "BAS-CONGO - m\n", - " ngoma 1973\n", - " nlandu 1122\n", - " muanda 963\n", + " ngoma 1996\n", + " nlandu 1146\n", + " muanda 999\n", "\n", "EQUATEUR - f\n", - " mboyo 349\n", - " lokuli 322\n", - " lokwa 190\n", + " mboyo 462\n", + " lokuli 362\n", + " lokwa 219\n", "\n", "EQUATEUR - m\n", - " lokuli 628\n", - " mboyo 613\n", - " nkoy 419\n", + " mboyo 764\n", + " lokuli 709\n", + " nkoy 509\n", "\n", "KASAÏ-OCCIDENTAL - f\n", - " ntumba 805\n", - " muamba 491\n", - " mulumba 431\n", + " ntumba 1136\n", + " muamba 679\n", + " mulumba 597\n", "\n", "KASAÏ-OCCIDENTAL - m\n", - " ntumba 2467\n", - " muamba 1646\n", - " ngalamulume 1223\n", + " ntumba 3416\n", + " muamba 2151\n", + " ngalamulume 1790\n", "\n", "KASAÏ-ORIENTAL - f\n", - " ngoyi 2419\n", - " ilunga 1470\n", - " kasongo 1357\n", + " ngoyi 2488\n", + " ilunga 1817\n", + " kazadi 1522\n", "\n", "KASAÏ-ORIENTAL - m\n", - " ngoyi 5449\n", - " ilunga 3823\n", - " kazadi 3064\n", + " ngoyi 5814\n", + " ilunga 4585\n", + " kazadi 3738\n", "\n", "KATANGA - f\n", - " ilunga 2813\n", - " ngoy 2152\n", - " kasongo 1993\n", + " ilunga 3504\n", + " ngoy 2664\n", + " kasongo 2578\n", "\n", "KATANGA - m\n", - " ngoy 4399\n", - " ilunga 3818\n", - " wa 3554\n", + " ngoy 5444\n", + " ilunga 4681\n", + " kasongo 3558\n", "\n", "KINSHASA - f\n", - " matondo 2200\n", - " ntumba 1852\n", - " ilunga 1472\n", + " matondo 2325\n", + " ntumba 1947\n", + " ilunga 1606\n", "\n", "KINSHASA - m\n", - " matondo 1653\n", - " ilunga 1558\n", - " kasongo 1507\n", + " matondo 1664\n", + " ilunga 1626\n", + " kasongo 1539\n", "\n", "MANIEMA - f\n", - " fatuma 148\n", - " feza 142\n", - " sifa 112\n", + " fatuma 162\n", + " feza 153\n", + " sifa 123\n", "\n", "MANIEMA - m\n", - " ramazani 601\n", - " amisi 434\n", - " shabani 375\n", + " ramazani 713\n", + " amisi 523\n", + " shabani 421\n", "\n", "NORD-KIVU - f\n", - " tsongo 602\n", - " bahati 484\n", - " furaha 442\n", + " tsongo 739\n", + " furaha 525\n", + " bahati 522\n", "\n", "NORD-KIVU - m\n", - " tsongo 735\n", - " bahati 611\n", - " muhindo 492\n", + " tsongo 939\n", + " bahati 690\n", + " muhindo 578\n", "\n", "PROVINCE-ORIENTALE - f\n", - " mave 314\n", - " neema 234\n", - " sifa 194\n", + " mave 406\n", + " neema 320\n", + " furaha 265\n", "\n", "PROVINCE-ORIENTALE - m\n", - " ramazani 240\n", - " null 228\n", - " baraka 217\n", + " ramazani 409\n", + " baraka 300\n", + " kombozi 290\n", "\n", "SUD-KIVU - f\n", - " bisimwa 487\n", - " bahati 476\n", - " mirindi 300\n", + " bisimwa 726\n", + " bahati 717\n", + " mirindi 456\n", "\n", "SUD-KIVU - m\n", - " bahati 603\n", - " bisimwa 567\n", - " mirindi 363\n", + " bisimwa 932\n", + " bahati 916\n", + " mirindi 593\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 = df_simple.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", @@ -1484,7 +1487,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 30, "id": "38a99578-e224-472b-95ac-e2f2510f8347", "metadata": {}, "outputs": [ @@ -1493,71 +1496,71 @@ "output_type": "stream", "text": [ "AUTRES\n", - " ngoy 2177\n", - " ilunga 2129\n", - " kasongo 1583\n", + " ngoy 3646\n", + " ilunga 3591\n", + " kasongo 2761\n", "\n", "BANDUNDU\n", - " moke 1856\n", - " mbo 1241\n", - " n 1132\n", + " moke 3243\n", + " mbo 1634\n", + " mpia 1444\n", "\n", "BAS-CONGO\n", - " ngoma 3512\n", - " nlandu 2052\n", - " khonde 1681\n", + " ngoma 3570\n", + " nlandu 2066\n", + " khonde 1787\n", "\n", "EQUATEUR\n", - " mboyo 962\n", - " lokuli 950\n", - " lokwa 606\n", + " mboyo 1226\n", + " lokuli 1071\n", + " nkoy 724\n", "\n", "KASAÏ-OCCIDENTAL\n", - " ntumba 3272\n", - " muamba 2137\n", - " mulumba 1621\n", + " ntumba 4552\n", + " muamba 2830\n", + " ngalamulume 2329\n", "\n", "KASAÏ-ORIENTAL\n", - " ngoyi 7868\n", - " ilunga 5293\n", - " kasongo 4395\n", + " ngoyi 8302\n", + " ilunga 6402\n", + " kazadi 5260\n", "\n", "KATANGA\n", - " ilunga 6631\n", - " ngoy 6551\n", - " wa 5153\n", + " ilunga 8185\n", + " ngoy 8108\n", + " kasongo 6136\n", "\n", "KINSHASA\n", - " matondo 3853\n", - " ntumba 3136\n", - " ilunga 3030\n", + " matondo 3989\n", + " ntumba 3289\n", + " ilunga 3232\n", "\n", "MANIEMA\n", - " ramazani 706\n", - " amisi 535\n", - " shabani 461\n", + " ramazani 835\n", + " amisi 625\n", + " shabani 525\n", "\n", "NORD-KIVU\n", - " tsongo 1337\n", - " bahati 1095\n", - " mahamba 750\n", + " tsongo 1678\n", + " bahati 1212\n", + " mahamba 946\n", "\n", "PROVINCE-ORIENTALE\n", - " null 344\n", - " ramazani 329\n", - " bahati 328\n", + " ramazani 549\n", + " bahati 476\n", + " yenga 432\n", "\n", "SUD-KIVU\n", - " bahati 1079\n", - " bisimwa 1054\n", - " mirindi 663\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(['province', 'middle_name', 'sex']).size().unstack(fill_value=0)\n", + "common_middlenames = df_simple.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", @@ -1573,13 +1576,13 @@ }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 39, "id": "bdd0845d-c1e5-45db-97cb-6070190ba177", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1595,18 +1598,18 @@ "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" + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 41, "id": "154b6421-a719-4574-8fcd-50bd8acd0d5c", "metadata": {}, "outputs": [ { "data": { - "image/png": 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"text/plain": [ "
" ] @@ -1617,7 +1620,7 @@ ], "source": [ "# Pie chart of surnames bu sex and region\n", - "prov_sex_counts = df.groupby(['province', 'sex']).size().reset_index(name='count')\n", + "prov_sex_counts = df_simple.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", @@ -1626,7 +1629,7 @@ "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.pie(data['count'], labels=data['sex'], autopct='%1.1f%%', colors=['lightpink', 'skyblue'])\n", " plt.title(f\"Distribution of Surnames by Sex\\nin {prov}\")\n", " plt.axis('equal')\n", "\n", @@ -1636,13 +1639,13 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 42, "id": "b8ffcff1-7457-4a97-a1b0-629121a157f5", "metadata": {}, "outputs": [ { "data": { - "image/png": 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nq1SpUkpNTVVoaKhGjhypwYMHKyMjQ127dlWnTp20d+/eXBkzKipK/fr1U0pKioKDg/XVV1/Jzs5OkjRixAgdPXpUoaGhcnJyUo8ePdSyZUudP38+V8a+HZ7ag3yHp/YAQO7hqT0AgEfZv+2pPcjfrP3cWNoDAAAAAABgJRIpAAAAAAAAVmLdBPKttT3XPlLT9wAAAAAA/37MSAEAAAAAALASiRQAAAAAAAArkUgBAAAAAACwEokUAAAAAAAAK5FIAQAAAAAAsBKJFAAAAAAAACvx+GMAAAAAAB6CGW9+9VDH6x0T9lDHu1+RkZFasWKFEhMT8zqUf0QiBfnWiain5eJgk9dhAMA9Kz1qb16HAAAA8MgYOHCg+vTpk9dh3BWJFAAAAAAAkOecnZ3l7Oyc12HcFXukAAAAAAAASVJISIj69u2rwYMHq0iRIvL09FRkZKQkKTY2ViaTKdvrxvmQkBBFRERY9NeyZUuFh4dLkuLj42/b/sb5yMhIBQcHP5TrvB8kUgAAAAAAgGHu3LkqVKiQtm/frnfffVdjx47V2rVr1a5dO508edJ4LViwQLa2tqpdu7ZV/daqVcui/YYNG+Tg4KC6des+4CvKXSztAQAAAAAAhooVK2r06NGSJH9/f82YMUPr169X48aN5ejoKEk6cuSI3njjDU2YMEGNGze2ql87Ozt5enpKks6cOaNu3bqpa9eu6tq164O5kAeEGSkAAAAAAMBQsWJFi+MSJUro1KlTxvH58+fVvHlzPffccxo0aFCO+7969apeeOEFeXt7a+rUqfcd78PGjBQAAAAAAGAoWLCgxbHJZFJWVpYkKTMzU+3atZOrq6tmzZplUa9AgQIym80WZVevXs3Wf69evXTixAnt2LFDtraPXlqCGSkAAAAAAMAq/fv31969e7VixQo5ODhYnPPw8NDJkyeN48zMTO3bt8+izqRJk7R48WJ9+eWXKlq06EOJObc9eqkfAAAAAADw0M2ZM0cffPCBli9fLpPJpN9++03S/z22uEGDBhowYIBWrVolPz8/TZo0SefOnTPar1u3ToMHD9b777+vYsWKGe0dHR3l5uaWF5d0T0ikAAAAAADwEPSOCcvrEO7L999/r8zMTLVo0cKifPTo0YqMjFTXrl2VlJSkTp06ydbWVv3791f9+vWNeps3b1ZmZqZ69uypnj17GuWdO3dWbGzsw7qM+2Yy37qACchj6enpcnNz075hgXJxsMnrcADgnpUetTevQwAA4JF247fB+fPn5erqmtfhWC0jI0PHjh1TmTJlsi1/Qf5l7efGHikAAAAAAABWIpECSVJsbKzc3d3zOgwAAAAAAPI1EinIkStXruR1CAAAAAAA5BkSKf8Sa9as0TPPPCN3d3cVLVpUzZs315EjRyRJ8fHxMplMFrslJyYmymQyKTU1VfHx8erSpYvOnz8vk8kkk8mkyMhISZKPj4/GjRunTp06ydXVVT169JB0fZOgOnXqyNHRUV5eXurbt68uXrxo9P/BBx/I399fDg4OKl68uF588cU7xn758mWlp6dbvAAAAAAAyI9IpPxLXLx4UQMGDNCuXbu0fv16FShQQK1atVJWVtZd29aqVUtTpkyRq6urTp48qZMnT2rgwIHG+ejoaFWqVEk//fSTRo4cqSNHjqhJkyZ64YUXtGfPHi1atEibN29W7969JUm7du1S3759NXbsWB08eFBr1qxR3bp17zj+xIkT5ebmZry8vLzu/4YAAAAAAPAA8Pjjf4kXXnjB4vjTTz+Vh4eH9u/ff9e2dnZ2cnNzk8lkkqenZ7bzDRo00Jtvvmkcd+vWTR07dlRERIQkyd/fX9OmTVO9evU0c+ZMpaWlqVChQmrevLlcXFzk7e2typUr33H8YcOGacCAAcZxeno6yRQAAAAAQL5EIuVfIiUlRaNGjdL27dv1xx9/GDNR0tLS5OTkdF99V6tWzeI4KSlJe/bsUVxcnFFmNpuVlZWlY8eOqXHjxvL29pavr6+aNGmiJk2aqFWrVneMw97eXvb29vcVIwAAAAAADwNLe/4lwsLC9Oeff2r27Nnavn27tm/fLun65rAFClz/mM1ms1H/6tWrVvddqFAhi+MLFy7otddeU2JiovFKSkpSSkqK/Pz85OLioh9//FELFixQiRIlNGrUKFWqVMlijxYAAAAAAB5FJFL+Bc6cOaODBw9qxIgRatiwoQIDA3X27FnjvIeHhyTp5MmTRlliYqJFH3Z2dsrMzLRqvCpVqmj//v0qW7ZstpednZ0kydbWVo0aNdK7776rPXv2KDU1VRs2bLjPKwUAAAAA5Ce3e7jJvx1Le/4FChcurKJFi2rWrFkqUaKE0tLSNHToUON82bJl5eXlpcjISI0fP16HDh1STEyMRR8+Pj66cOGC1q9fr0qVKsnJyemOS3GGDBmip59+Wr1791a3bt1UqFAh7d+/X2vXrtWMGTP09ddf6+jRo6pbt64KFy6sb775RllZWQoICHig9wEAAAAA8rPxL9/5aaYPwvDPlzzU8f4rmJHyL1CgQAEtXLhQu3fvVoUKFdS/f3+99957xvmCBQtqwYIFOnDggCpWrKh33nlHb7/9tkUftWrVUs+ePdWuXTt5eHjo3XffveN4FStW1Pfff69Dhw6pTp06qly5skaNGqWSJUtKktzd3bVs2TI1aNBAgYGB+vDDD7VgwQI9+eSTD+YGAAAAAADwkDAj5V+iUaNG2Z7Qc/OeKLVr19aePXvueF6SZs6cqZkzZ1qUpaam3na86tWr67vvvrvtuWeeeUbx8fFWRg4AAAAAyC9CQkIUFBQkGxsbzZ07V3Z2dnr77bfVoUMH9e7dW0uWLFHx4sU1ffp0NW3a1GiXkJCgYcOG6dChQwoODtbHH3+sChUqGOeXLl2qUaNG6fDhwypRooT69Olj8XTYRwkzUgAAAAAAgGHu3LkqVqyYduzYoT59+qhXr15q06aNatWqpR9//FHPPvusXnnlFV26dMloM2jQIMXExGjnzp3y8PBQWFiY8ZCT3bt3q23btnrppZe0d+9eRUZGauTIkYqNjc2jK7w/JFIAAAAAAIChUqVKGjFihPz9/TVs2DA5ODioWLFi6t69u/z9/TVq1CidOXPGYtXD6NGj1bhxYwUFBWnu3Ln6/ffftXz5cknSpEmT1LBhQ40cOVLlypVTeHi4evfubbElxaOERAoAAAAAADBUrFjReG9jY6OiRYsqKCjIKCtevLgk6dSpU0ZZzZo1jfdFihRRQECAkpOTJUnJycmqXbu2xRi1a9dWSkqK1U+PzU9IpAAAAAAAAEPBggUtjk0mk0WZyWSSJGVlZT3UuPILEikAAAAAAOC+bNu2zXh/9uxZHTp0SIGBgZKkwMBAJSQkWNRPSEhQuXLlZGNj81DjzA08tQcAAAAAANyXsWPHqmjRoipevLiGDx+uYsWKqWXLlpKkN998U9WrV9e4cePUrl07bd26VTNmzNAHH3yQt0HfI2akAAAAAACA+xIVFaV+/fqpatWq+u233/TVV1/Jzs5OklSlShUtXrxYCxcuVIUKFTRq1CiNHTtW4eHheRv0PTKZzWZzXgcB3Cw9PV1ubm7aNyxQLg6P3jQvALih9Ki9eR0CAACPtBu/Dc6fPy9XV9e8DsdqGRkZOnbsmMqUKSMHB4e8DgdWsvZzY2kP8i2vodseqf9YAgAAAAD+/VjaAwAAAAAAYCUSKQAAAAAAAFYikQIAAAAAAGAlEikAAAAAAABWIpECAAAAAABgJRIpAAAAAAAAViKRAgAAAAAAYCXbvA4AuJPNTZqqkC1fUSA31fvh+7wOAQAAAHikMSMFAAAAAABIkkJCQhQREXHP7ePj42UymXTu3Llci+mG2NhYubu753q/OcU/9wMAAAAA8BAkj9/wUMcLHN7goY6Xm3x8fBQREWGR1GnXrp2aNWuWd0H9fyRSAAAAAABAvufo6ChHR8e8DoOlPQAAAAAA4P9cu3ZNvXv3lpubm4oVK6aRI0fKbDZLkubNm6dq1arJxcVFnp6e6tChg06dOpWtj927d6tatWpycnJSrVq1dPDgQePckSNH9Pzzz6t48eJydnZW9erVtW7dOuN8SEiIjh8/rv79+8tkMslkMknKP0t7SKQAAAAAAADD3LlzZWtrqx07dmjq1KmaNGmSPv74Y0nS1atXNW7cOCUlJWnFihVKTU1VeHh4tj6GDx+umJgY7dq1S7a2turatatx7sKFC2rWrJnWr1+vn376SU2aNFFYWJjS0tIkScuWLdPjjz+usWPH6uTJkzp58uRDuW5rsbQHAAAAAAAYvLy8NHnyZJlMJgUEBGjv3r2aPHmyunfvbpEQ8fX11bRp01S9enVduHBBzs7Oxrnx48erXr16kqShQ4fqueeeU0ZGhhwcHFSpUiVVqlTJqDtu3DgtX75cK1euVO/evVWkSBHZ2NgYs17yG2akAAAAAAAAw9NPP20sp5GkmjVrKiUlRZmZmdq9e7fCwsJUunRpubi4GMmSG7NJbqhYsaLxvkSJEpJkLAG6cOGCBg4cqMDAQLm7u8vZ2VnJycnZ+sivSKQAAAAAAIC7ysjIUGhoqFxdXRUXF6edO3dq+fLlkqQrV65Y1C1YsKDx/kZSJisrS5I0cOBALV++XBMmTNCmTZuUmJiooKCgbH3kVyztAQAAAAAAhu3bt1scb9u2Tf7+/jpw4IDOnDmjqKgoeXl5SZJ27dqV4/4TEhIUHh6uVq1aSbo+QyU1NdWijp2dnTIzM+/tAh6wR3JGSkhIiMWzpB8WHx8fTZkyRYmJiTKZTNk+6Icdxz8xmUxasWLFQ4nnbvLq8wIAAAAA5FxaWpoGDBiggwcPasGCBZo+fbr69eun0qVLy87OTtOnT9fRo0e1cuVKjRs3Lsf9+/v7a9myZUpMTFRSUpI6dOhgzFa5wcfHRz/88IN++eUX/fHHH7l1abmCGSk5sHPnThUqVEh2dnY6efKkPDw88jSOh83Hx0cREREkRQAAAADgX6xTp076+++/VaNGDdnY2Khfv37q0aOHTCaTYmNj9dZbb2natGmqUqWKoqOj1aJFixz1P2nSJHXt2lW1atVSsWLFNGTIEKWnp1vUGTt2rF577TX5+fnp8uXLxuOX8wMSKTlwc+IkL3cOzqsEDgAAAADg3gUOb5DXIdxVfHy88X7mzJnZzrdv317t27e3KLs5yRESEpIt6REcHGxR5uPjow0bNljUeeONNyyOn376aSUlJVmUhYeH3/ZRyw/bI7m051arVq2Sm5ub4uLiNG/ePFWrVs14TFKHDh2MnYEl6ezZs+rYsaM8PDzk6Ogof39/zZkzxzg/ZMgQlStXTk5OTvL19dXIkSN19epV43xkZKSCg4P/MZ6srCyNHTtWjz/+uOzt7RUcHKw1a9ZY1Pnf//6n9u3bq0iRIipUqJCqVatmsQ7tq6++UvXq1eXg4KBixYoZa8ek7Et7UlJSVLduXTk4OKh8+fJau3ZttphOnDihtm3byt3dXUWKFNHzzz9vsTQpPDxcLVu2VHR0tEqUKKGiRYvqjTfeMK49JCREx48fV//+/WUymYzNgs6cOaP27durVKlScnJyUlBQkBYsWPCP9wcAAAAAgEfVI59ImT9/vtq3b6+4uDh17NhRV69e1bhx45SUlKQVK1YoNTXVImM1cuRI7d+/X6tXr1ZycrJmzpypYsWKGeddXFwUGxur/fv3a+rUqZo9e7YmT56co5imTp2qmJgYRUdHa8+ePQoNDVWLFi2UkpIi6fpGOvXq1dMvv/yilStXKikpSYMHDzbWhK1atUqtWrVSs2bN9NNPP2n9+vWqUaPGbcfKyspS69atZWdnp+3bt+vDDz/UkCFDLOpcvXpVoaGhcnFx0aZNm5SQkCBnZ2c1adLEYlfkjRs36siRI9q4caPmzp2r2NhYxcbGSpKWLVumxx9/XGPHjtXJkyd18uRJSdd3ba5atapWrVqlffv2qUePHnrllVe0Y8cOq+/X5cuXlZ6ebvECAAAAACA/eqSX9rz//vsaPny4vvrqK+PZ1V27djXO+/r6atq0aapevbouXLggZ2dnpaWlqXLlyqpWrZqk67M7bjZixAjjvY+PjwYOHKiFCxdq8ODBVscVHR2tIUOG6KWXXpIkvfPOO9q4caOmTJmi999/X/Pnz9fp06e1c+dOFSlSRJJUtmxZo/348eP10ksvacyYMUZZpUqVbjvWunXrdODAAX377bcqWbKkJGnChAlq2rSpUWfRokXKysrSxx9/bMwkmTNnjtzd3RUfH69nn31WklS4cGHNmDFDNjY2euKJJ/Tcc89p/fr16t69u4oUKSIbGxtjps8NpUqV0sCBA43jPn366Ntvv9XixYvvmPy51cSJEy2uFQAAAACA/OqRnZGyZMkS9e/fX2vXrjWSKJK0e/duhYWFqXTp0nJxcTHOpaWlSZJ69eqlhQsXKjg4WIMHD9aWLVss+l20aJFq164tT09POTs7a8SIEUbbW8XFxcnZ2dl4bdq0Senp6fr1119Vu3Zti7q1a9dWcnKyJCkxMVGVK1c2kii3SkxMVMOGDa26D8nJyfLy8jKSKJJUs2ZNizpJSUk6fPiwXFxcjFiLFCmijIwMHTlyxKj35JNPysbGxjguUaKExbKo28nMzNS4ceMUFBSkIkWKyNnZWd9+++0d79ntDBs2TOfPnzdeJ06csLotAAAAAAAP0yM7I6Vy5cr68ccf9emnn6patWoymUy6ePGiQkNDFRoaqri4OHl4eCgtLU2hoaHGEpamTZvq+PHj+uabb7R27Vo1bNhQb7zxhqKjo7V161Z17NhRY8aMUWhoqNzc3LRw4ULFxMTcNoYWLVroqaeeMo5LlSplsZ/KnTg6Ot7X+Zy6cOGCqlatqri4uGznbt64tmDBghbnTCZTtkdQ3eq9997T1KlTNWXKFAUFBalQoUKKiIiwWDJ0N/b29rK3t7e6PgAAAAAAeeWRnZHi5+enjRs36ssvv1SfPn0kSQcOHNCZM2cUFRWlOnXq6IknnrjtjAoPDw917txZn3/+uaZMmaJZs2ZJkrZs2SJvb28NHz5c1apVk7+/v44fP37HGFxcXFS2bFnj5ejoKFdXV5UsWVIJCQkWdRMSElS+fHlJUsWKFZWYmKg///zztv1WrFhR69evt+o+BAYG6sSJE8aeJZK0bds2izpVqlRRSkqKHnvsMYt4y5YtKzc3N6vGkSQ7OztlZmZmu67nn39eL7/8sipVqiRfX18dOnTI6j4BAAAAAHiUPLKJFEkqV66cNm7cqKVLlyoiIkKlS5eWnZ2dpk+frqNHj2rlypUaN26cRZtRo0bpyy+/1OHDh/Xzzz/r66+/VmBgoCTJ399faWlpWrhwoY4cOaJp06Zp+fLlOY5r0KBBeuedd7Ro0SIdPHhQQ4cOVWJiovr16yfp+uOiPD091bJlSyUkJOjo0aNaunSptm7dKkkaPXq0FixYoNGjRys5OVl79+7VO++8c9uxGjVqpHLlyqlz585KSkrSpk2bNHz4cIs6HTt2VLFixfT8889r06ZNOnbsmOLj49W3b1/973//s/q6fHx89MMPP+iXX37RH3/8YdyztWvXasuWLUpOTtZrr72m33//Pcf3DAAAAACAR8EjnUiRpICAAG3YsEELFixQVFSUYmNj9cUXX6h8+fKKiopSdHS0RX07OzsNGzZMFStWVN26dWVjY6OFCxdKur5Up3///urdu7eCg4O1ZcsWjRw5Mscx9e3bVwMGDNCbb76poKAgrVmzRitXrpS/v78Rw3fffafHHntMzZo1U1BQkKKiooz9SUJCQvTFF19o5cqVCg4OVoMGDe74FJwCBQpo+fLl+vvvv1WjRg1169ZN48ePt6jj5OSkH374QaVLl1br1q0VGBioV199VRkZGXJ1dbX6usaOHavU1FT5+fkZS4JGjBihKlWqKDQ0VCEhIUaCCAAAAACAfyOT2Ww253UQwM3S09Pl5uamVTVrqZDtI7uND5Av1fvh+7wOAQAAwGo3fhucP38+R/8InNcyMjJ07NgxlSlTRg4ODnkdDqxk7ef2yM9IAQAAAAAAeSM+Pl4mk0nnzp3L61AeGv65HwAAAACAhyAyMvJfPd5/BTNSAAAAAAAArEQiBQAAAAAASLr+8JM+ffooIiJChQsXVvHixTV79mxdvHhRXbp0kYuLi8qWLavVq1dbtEtISFDFihXl4OCgp59+Wvv27bM4v3TpUj355JOyt7eXj4+PYmJijHNjx45VhQoVssUSHBxsPAAmKytLY8eO1eOPPy57e3sFBwdrzZo1D+AO3B2JFAAAAAAAYJg7d66KFSumHTt2qE+fPurVq5fatGmjWrVq6ccff9Szzz6rV155RZcuXTLaDBo0SDExMdq5c6c8PDwUFhamq1evSpJ2796ttm3b6qWXXtLevXsVGRmpkSNHKjY2VpLUtWtXJScna+fOnUZ/P/30k/bs2aMuXbpIkqZOnaqYmBhFR0drz549Cg0NVYsWLZSSkvLwbsz/RyIFAAAAAAAYKlWqpBEjRsjf31/Dhg2Tg4ODihUrpu7du8vf31+jRo3SmTNntGfPHqPN6NGj1bhxYwUFBWnu3Ln6/ffftXz5cknSpEmT1LBhQ40cOVLlypVTeHi4evfurffee0+S9Pjjjys0NFRz5swx+pszZ47q1asnX19fSVJ0dLSGDBmil156SQEBAXrnnXcUHBysKVOmPLwb8/+RSAEAAAAAAIaKFSsa721sbFS0aFEFBQUZZcWLF5cknTp1yiirWbOm8b5IkSIKCAhQcnKyJCk5OVm1a9e2GKN27dpKSUlRZmamJKl79+5asGCBMjIydOXKFc2fP19du3aVdP0x2L/++utt+7gxxsPEU3sAAAAAAIChYMGCFscmk8mizGQySbq+b0luCQsLk729vZYvXy47OztdvXpVL774Yq71n5tIpCDfembNarm6uuZ1GAAAAACAu9i2bZtKly4tSTp79qwOHTqkwMBASVJgYKASEhIs6ickJKhcuXKysbGRJNna2qpz586aM2eO7Ozs9NJLL8nR0VGS5OrqqpIlSyohIUH16tWz6KNGjRoP4/IskEgBAAAAAAD3ZezYsSpatKiKFy+u4cOHq1ixYmrZsqUk6c0331T16tU1btw4tWvXTlu3btWMGTP0wQcfWPTRrVs3I/lya+Jl0KBBGj16tPz8/BQcHKw5c+YoMTFRcXFxD+X6bkYiBQAAAAAA3JeoqCj169dPKSkpCg4O1ldffSU7OztJUpUqVbR48WKNGjVK48aNU4kSJTR27FiFh4db9OHv769atWrpzz//1FNPPWVxrm/fvjp//rzefPNNnTp1SuXLl9fKlSvl7+//sC7RYDKbzeaHPirwD9LT0+Xm5qbz58+ztAcAAAD4D3tUfxtkZGTo2LFjKlOmjBwcHPI6nEeG2WyWv7+/Xn/9dQ0YMOChj2/t58aMFAAAAAAAkKdOnz6thQsX6rffflOXLl3yOpx/RCIFAAAAAADkqccee0zFihXTrFmzVLhw4bwO5x+RSAEAAAAAAHnqUdp1pEBeBwAAAAAAAPCoYEYK8q3NTZqqkC1fUeBu6v3wfV6HAAAAAPxnMCMFAAAAAADASiRSAAAAAAAArEQiBQAAAAAAwEokUgAAAAAAAKxEIgUAAAAAADww4eHhatmyZa7XzSs8EgUAAAAAgIdg8Rc1Hup4bdvseKjj3cnUqVNlNptzvW5eIZECAAAAAAAeGDc3twdSN6+wtAcAAAAAAEiS1qxZo2eeeUbu7u4qWrSomjdvriNHjkiSUlNTZTKZtHjxYtWpU0eOjo6qXr26Dh06pJ07d6patWpydnZW06ZNdfr0aaPPW5frLFmyREFBQXJ0dFTRokXVqFEjXbx48bZ18yMSKQAAAAAAQJJ08eJFDRgwQLt27dL69etVoEABtWrVSllZWUad0aNHa8SIEfrxxx9la2urDh06aPDgwZo6dao2bdqkw4c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" ] @@ -1665,13 +1668,13 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 43, "id": "af71df02-7694-4da4-b60d-02bf73a20b71", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -1682,8 +1685,8 @@ ], "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", + "top10_regions = df_simple['province'].value_counts().head(12).index.tolist()\n", + "df_top10 = df_simple[df_simple['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", @@ -1695,13 +1698,13 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 47, "id": "df7a7ce3-37c8-4ec5-9c03-6bd0f1c0a91b", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -1714,7 +1717,7 @@ "# 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.pie(middlenames_sex_count, labels=middlenames_sex_count.index, autopct='%1.1f%%', colors=['lightpink', 'skyblue'])\n", "plt.title(\"Distribution of Middle Names by Sex\")\n", "plt.axis('equal')\n", "plt.show()" @@ -1722,13 +1725,13 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 48, "id": "7f713203-b498-4147-8a86-921f32dc5358", "metadata": {}, "outputs": [ { "data": { - "image/png": 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8+PF4e3tjZ2fHvn37GDZsWLoRWI/6mae188Ybb9CpU6d71g0ICMjwfd3Po/STmVErcCdJ0bBhQ+DOLlQFChSgb9++1KtXj5deesmIw9/fn2nTpt2zjbuTUU/C4/i7FBGR/wYlV0RE5IFat25Nz549+emnn1i+fPl965UoUYItW7Zw9epVi9EraVMmSpQoYZRZWVnRoEEDGjRowLRp05g0aRIjR44kKiqKhg0bZjjxkaZ58+bMnTuXHTt2WEzhuV+cqampHDt2zBgBAncW+Lx06ZJFnDmtRIkSxMfHpyu/1zPNThn9zO/m5uaGvb29MbLkn+6+j7TP4cSJExajCu51v3dLG+1SsGBB4wd8VoWGhjJjxgzGjRuXLpkUHR3NhQsXWLlypcXCyv9cfDg7pO2alJKSkqX7utfz/+WXX3BwcDBGiWRHP5nRs2dPpk+fzqhRo2jdujUmkwlvb28OHDhAgwYNHvg3n/ZdOXXqlMWonIzshJX2NxIfH4+Xl5dRfvPmTU6dOvXE7l9ERP79tOaKiIg8kKOjIx999BFhYWEEBwfft17Tpk1JSUlhzpw5FuXTp0/HZDLRpEkTAP76669011asWBHA2H41T548AOm2Sr2foUOHkidPHrp168b58+fTnT9x4gQzZ8404gTS7YiS9q/nGd2B5Elo2rQpu3btYseOHUbZtWvXmDt3Lp6enpQtW/ax9JvRz/xu1tbWBAUFsXr1ahISEozyuLg4Nm3aZFE37fswa9Ysi/KM7IgTFBSEs7MzkyZNSrfbC9yZXpNZaaNX1qxZQ2xsrMW5tNEM/xy9cPPmTT788MNM9/Mg1tbWvPzyy6xYseKeI7Eyel87duywWDPl7NmzrFmzhhdffBFra+ts6yczcuXKxVtvvUVcXJwx9apNmzb89ttvzJs3L139v//+m2vXrgEY6/Xc/bxnz5790H4bNmyIjY0Ns2bNsvj8PvvsMy5fvvxU/b2LiMizTSNXRETkoe43deCfgoODqVevHiNHjuT06dNUqFCBb7/9ljVr1hAaGmqMNhg/fjzff/89zZo1o0SJEiQmJvLhhx9SrFgxY+FWb29vXF1d+fjjj3FyciJPnjw899xz9133wdvbmyVLltC2bVv8/Pzo2LEj5cuX5+bNm2zfvp0vv/ySkJAQACpUqECnTp2YO3euMd1j165dLFy4kFatWlGvXr3seWjZYPjw4SxdupQmTZrQv39/8uXLx8KFCzl16hQrVqx4pDVqMiojn/m9jBs3jo0bN1K7dm169+7N7du3mT17NuXKlbNYt6JixYq0a9eODz/8kMuXL1OzZk22bt2aodEIzs7OfPTRR3To0IHKlSvz2muv4ebmRkJCAuvWraNWrVrpknwZkbb2yoEDB4wEH0DNmjXJmzcvnTp1on///phMJhYvXvxYpopMnjyZqKgonnvuObp3707ZsmX566+/2LdvH1u2bLlncvJu5cuXJygoiP79+2Nra2skJcaNG5et/WRWSEgIY8aMYcqUKbRq1YoOHTrwxRdf8OabbxIVFUWtWrVISUnh6NGjfPHFF2zatImqVatSpUoVXn75ZWbMmMGFCxeoUaMG3333Hb/88gvw4Cl+bm5ujBgxgnHjxtG4cWNatGhBfHw8H374IdWqVbNYvFZERCQrlFwREZFsYWVlxddff82YMWNYvnw5CxYswNPTk/fff9/YiQegRYsWnD59mvnz5/Pnn39SoEAB6taty7hx44wFPnPnzs3ChQsZMWIEb775Jrdv32bBggUPXFSzRYsWHDx4kPfff581a9bw0UcfYWtrS0BAAOHh4XTv3t2o++mnn+Ll5UVERASrVq3C3d2dESNGMHbs2Mf3gB5BoUKF2L59O8OGDWP27NkkJycTEBDA2rVrn9p/cQ8ICGDTpk0MGjSIMWPGUKxYMcaNG8e5c+fSLQo6f/583NzciIyMZPXq1dSvX59169ZlaK2N119/nSJFijB58mTef/99bty4QdGiRalduzadO3d+pNhdXV0JDQ21SEIA5M+fn2+++Ya33nqLUaNGkTdvXt544w0aNGiQbhekrCpUqBC7du1i/PjxrFy5kg8//JD8+fNTrlw5pkyZkqE26taty/PPP8+4ceNISEigbNmyREREWKyjkh39ZJa9vT19+/YlLCyM6OhoAgMDWb16NdOnT2fRokWsWrUKBwcHvLy8GDBgAKVLlzauXbRoEe7u7ixdupRVq1bRsGFDli9fjq+vL3Z2dg/sNywsDDc3N+bMmcPAgQPJly8fPXr0YNKkSeTOnfux3KuIiPz3mMxaoUtERETkX8FkMtGnT59HGrnzrImNjaVSpUp8/vnntG/fPqfDERGR/zituSIiIiIiT7W///47XdmMGTOwsrKyWGRYREQkp2hakIiIiIg81d577z327t1LvXr1yJUrFxs2bGDDhg306NEjR7ZsFhERuZuSKyIiIiLyVKtZsyabN29mwoQJJCUlUbx4ccLCwhg5cmROhyYiIgJozRURERERERERkSzRmisiIiIiIiIiIlmg5IqIiIiIiIiISBZozRV56qSmpvL777/j5OSEyWTK6XBERERERCSHmM1mrl69SpEiRbCy0tgAeXopuSJPnd9//10r/4uIiIiIiOHs2bMUK1Ysp8MQuS8lV+Sp4+TkBNz5D6izs3MORyMiIiIiIjnlypUreHh4GL8RRJ5WSq7IUydtKpCzs7OSKyIiIiIiouUC5KmnSWsiIiIiIiIiIlmgkSvy1Prf5E+4Zmef02GIiIiIiPxnFB7TN6dDEHkmaeSKiIiIiIiIiEgWaOSKiIiIiIiIyGNgNpu5ffs2KSkpOR2KPAJra2ty5cqVoTV/lFwRERERERERyWY3b97k3LlzXL9+PadDkSxwcHCgcOHC2NjYPLCekisiIiIiIiIi2Sg1NZVTp05hbW1NkSJFsLGx0Y5Hzxiz2czNmzf5448/OHXqFD4+PlhZ3X9lFSVXRERERERERLLRzZs3SU1NxcPDAwcHh5wORx6Rvb09uXPn5syZM9y8eRM7O7v71tWCtiIiIiIiIiKPwYNGOsizIaOfoT5pEREREREREZEsUHJFRERERERERCQLlFwREREREREReQYFBgYSGhr6wDqenp7MmDHjgXVMJhOrV68G4PTp05hMJmJjY7Mlxv+K/3RyJSNfxMch7csdGxuLyWTi9OnT2dp+REQErq6u2drmo9IfpoiIiIiISMaEhIRgMpl48803053r06cPJpOJkJAQo2zlypVMmDDhCUaYMdHR0ZhMJsqVK0dKSorFOVdXVyIiInImsMfoP51cySm7d++mR48elC9fnnPnzuHh4ZGt7bdt25ZffvklW9tM++O4dOlStrYrIiIiIiIi/8fDw4Nly5bx999/G2XJycksWbKE4sWLW9TNly8fTk5OTzrEDDt58iSLFi3K6TCeCCVXcoCbmxsODg7kypULd3d3rK2ts63tW7duYW9vT8GCBbOtTREREREREXkyKleujIeHBytXrjTKVq5cSfHixalUqZJF3btnYyQmJhIcHIy9vT0lS5YkMjIyXfvHjh2jTp062NnZUbZsWTZv3vzQmA4fPkyTJk1wdHSkUKFCdOjQgT///POh1/Xr14+xY8dy48aN+9aZNm0a/v7+5MmTBw8PD3r37k1SUpJxPm1mxjfffIOvry8ODg688sorXL9+nYULF+Lp6UnevHnp37+/xSiZGzduMHjwYIoWLUqePHl47rnniI6OfmjMj0rJlX9Yt24dLi4uREZGsnjxYqpWrYqTkxPu7u68/vrrJCYmGnUvXrxI+/btcXNzw97eHh8fHxYsWGCcHzZsGKVLl8bBwQEvLy9Gjx7NrVu3jPNhYWFUrFjxgfGkpqYyfvx4ihUrhq2tLRUrVmTjxo3G+bQpN8uXL6du3brY2dkRGRl5z2lBa9asoXLlytjZ2eHl5cW4ceO4ffu2cd5kMvHpp5/SunVrHBwc8PHx4euvvzb6qVevHgB58+a1GIq2ceNGXnjhBVxdXcmfPz/NmzfnxIkTmXruIiIiIiIi8n+6dOli8fty/vz5dO7c+aHXhYSEcPbsWaKiovjqq6/48MMPLX7Hpqam8tJLL2FjY8POnTv5+OOPGTZs2APbvHTpEvXr16dSpUrs2bOHjRs3cv78edq0afPQeEJDQ7l9+zazZ8++bx0rKytmzZrFzz//zMKFC9m2bRtDhw61qHP9+nVmzZrFsmXL2LhxI9HR0bRu3Zr169ezfv16Fi9ezCeffMJXX31lXNO3b1927NjBsmXLOHjwIK+++iqNGzfm2LFjD437USi58v8tWbKEdu3aERkZSfv27bl16xYTJkzgwIEDrF69mtOnT1vMbRs9ejRHjhxhw4YNxMXF8dFHH1GgQAHjvJOTExERERw5coSZM2cyb948pk+fnqmYZs6cSXh4OFOnTuXgwYMEBQXRokWLdF+G4cOHM2DAAOLi4ggKCkrXzg8//EDHjh0ZMGAAR44c4ZNPPiEiIoKJEyda1Bs3bhxt2rTh4MGDNG3alPbt2/PXX3/h4eHBihUrAIiPj+fcuXPMnDkTgGvXrjFo0CD27NnD1q1bsbKyonXr1qSmpmb4Pm/cuMGVK1csXiIiIiIiIv9Vb7zxBj/++CNnzpzhzJkzxMTE8MYbbzzwml9++YUNGzYwb948atSoQZUqVfjss88sphdt2bKFo0ePsmjRIipUqECdOnWYNGnSA9udM2cOlSpVYtKkSZQpU4ZKlSoxf/58oqKiHrochYODA2PHjuXdd9/l8uXL96wTGhpKvXr18PT0pH79+rzzzjt88cUXFnVu3brFRx99RKVKlahTpw6vvPIKP/74I5999hlly5alefPm1KtXj6ioKAASEhJYsGABX375JbVr18bb25vBgwfzwgsvWCStslOux9LqM+aDDz5g5MiRrF27lrp16wJ3MoVpvLy8mDVrFtWqVSMpKQlHR0cSEhKoVKkSVatWBe4sUvtPo0aNMt57enoyePBgli1bli4D9yBTp05l2LBhvPbaawBMmTKFqKgoZsyYwQcffGDUCw0N5aWXXrpvO+PGjWP48OF06tTJuJ8JEyYwdOhQxo4da9QLCQmhXbt2AEyaNIlZs2axa9cuGjduTL58+QAoWLCgxaiYl19+2aKv+fPn4+bmxpEjRyhfvnyG7vPdd99l3LhxGaorIiIiIiLyb+fm5kazZs2IiIjAbDbTrFkzi3/Mv5e4uDhy5cpFlSpVjLIyZcpY/H6Li4vDw8ODIkWKGGXPP//8A9s9cOAAUVFRODo6pjt34sQJSpcu/cDru3btSnh4OFOmTLlnImfLli28++67HD16lCtXrnD79m2Sk5O5fv06Dg4OwJ0kjbe3t3FNoUKF8PT0tIipUKFCxiidQ4cOkZKSki62GzdukD9//gfG+6j+88mVr776isTERGJiYqhWrZpRvnfvXsLCwjhw4AAXL140RmIkJCRQtmxZevXqxcsvv8y+fft48cUXadWqFTVr1jSuX758ObNmzeLEiRMkJSVx+/ZtnJ2d7xlDZGQkPXv2NI43bNhAhQoV+P3336lVq5ZF3Vq1anHgwAGLsrQEz/0cOHCAmJgYi5EqKSkp6b6wAQEBxvk8efLg7OxsMYTsXo4dO8aYMWPYuXMnf/75p8VzymhyZcSIEQwaNMg4vnLlSrYv8isiIiIiIvIs6dKlC3379gWw+Mf1Jy0pKYng4GCmTJmS7lzhwoUfen2uXLmYOHEiISEhxv2kOX36NM2bN6dXr15MnDiRfPny8eOPP9K1a1du3rxp/FbNnTu3xXUmk+meZWm/R5OSkrC2tmbv3r3p1ji9V5IoO/znkyuVKlVi3759zJ8/n6pVq2Iymbh27RpBQUEEBQURGRmJm5sbCQkJBAUFcfPmTQCaNGnCmTNnWL9+PZs3b6ZBgwb06dOHqVOnsmPHDtq3b8+4ceMICgrCxcWFZcuWER4efs8YWrRowXPPPWccFy1a1GJ9lofJkyfPA88nJSUxbty4e45usbOzM94/6Mt5P8HBwZQoUYJ58+ZRpEgRUlNTKV++vPGcMsLW1hZbW9sM1xcREREREfm3a9y4MTdv3sRkMt1z+Ye7lSlThtu3b7N3715j4EB8fLzFjq9+fn6cPXuWc+fOGYmRn3766YHtVq5cmRUrVuDp6UmuXI+WQnj11Vd5//33081Y2Lt3L6mpqYSHh2NldWfVkrunBD2KSpUqkZKSQmJiIrVr185yexnxn0+ueHt7Ex4eTmBgINbW1syZM4ejR49y4cIFJk+ebIyg2LNnT7pr3dzc6NSpE506daJ27doMGTKEqVOnsn37dkqUKMHIkSONumfOnLlvDE5OTum2z7K3t6dIkSLExMQYU5UAYmJiqF69eqbusXLlysTHx1OqVKlMXfdPNjY2ABarL1+4cIH4+HjmzZtnfGF//PHHR+5DRERERERE7rC2tiYuLs54/zC+vr40btyYnj178tFHH5ErVy5CQ0Oxt7c36jRs2JDSpUvTqVMn3n//fa5cuWLxu/Ve+vTpw7x582jXrh1Dhw4lX758HD9+nGXLlvHpp59mePfbyZMnp0sSlSpVilu3bjF79myCg4OJiYnh448/zlB7D1K6dGnat29Px44dCQ8Pp1KlSvzxxx9s3bqVgIAAmjVrluU+7qYFbbnz4KOiolixYgWhoaEUL14cGxsbZs+ezcmTJ/n666+ZMGGCxTVjxoxhzZo1HD9+nJ9//plvvvkGPz8/AHx8fEhISGDZsmWcOHGCWbNmsWrVqkzHNWTIEKZMmcLy5cuJj49n+PDhxMbGMmDAgEy1M2bMGBYtWsS4ceP4+eefiYuLY9myZRbrwjxMiRIlMJlMfPPNN/zxxx8kJSWRN29e8ufPz9y5czl+/Djbtm2zmN4jIiIiIiIij87Z2fm+y0vcy4IFCyhSpAh169blpZdeokePHhQsWNA4b2VlxapVq/j777+pXr063bp1S7fRyd3S/tE/JSWFF198EX9/f0JDQ3F1dTVGm2RE/fr1qV+/vsWutRUqVGDatGlMmTKF8uXLExkZybvvvpvhNh9kwYIFdOzYkbfeegtfX19atWrF7t27KV68eLa0fzeT2Ww2P5aWnwGBgYFUrFiRGTNmAHcW9wkMDOSNN96gatWqvP3225w7d47KlSszYsQIWrRowf79+6lYsSLvvPMOS5Ys4fTp09jb21O7dm2mT59OyZIlARg6dCjz58/nxo0bNGvWjBo1ahAWFmYMyQoLC2P16tXExsbeN77U1FQmTJjAvHnzSExMpGzZskyePJnGjRsDd+anlSxZ0ogpTUREBKGhoRbDvzZt2sT48ePZv38/uXPnpkyZMnTr1o3u3bsDd6YArVq1ilatWhnXuLq6MmPGDGOXpAkTJvDhhx9y/vx5OnbsSEREBFu2bKF///6cPHkSX19fZs2aRWBgoNHW/WJ8kCtXruDi4kL8iPdwsrN/+AUiIiIiIpItCo/p+/BKT1Dab4PLly9nKsmQ05KTkzl16hQlS5a0WIpBnj0Z/Sz/08kVeTopuSIiIiIikjOUXMkeSq78e2T0s9S0IBERERERERGRLFByRUREREREREQkC5RcERERERERERHJAiVXRERERERERESyQMkVEREREREREZEsUHJFRERERERERCQLlFwREREREREREckCJVdERERERERERLIgV04HIHI/7sN74uzsnNNhiIiIiIiIZItz4+c80f4Kj+n7RPvLLhEREYSGhnLp0qWcDiXDNHJFRERERERERJ4abdu25ZdffsnpMDJFI1dERERERERE5Klhb2+Pvb19ToeRKRq5IiIiIiIiIiIABAYG0r9/f4YOHUq+fPlwd3cnLCzMOH/06FFeeOEF7OzsKFu2LFu2bMFkMrF69WqjzqFDh6hfvz729vbkz5+fHj16kJSUBMD3339P7ty5+d///mfRb2hoKLVr1wbuTAtydXV93LearZRcERERERERERHDwoULyZMnDzt37uS9995j/PjxbN68mZSUFFq1aoWDgwM7d+5k7ty5jBw50uLaa9euERQURN68edm9ezdffvklW7ZsoW/fO+u/1KlTBy8vLxYvXmxcc+vWLSIjI+nSpcsTvc/spGlBIiIiIiIiImIICAhg7NixAPj4+DBnzhy2bt1KSkoKJ06cIDo6Gnd3dwAmTpxIo0aNjGuXLFlCcnIyixYtIk+ePADMmTOH4OBgpkyZQqFChejatSsLFixgyJAhAKxdu5bk5GTatGnzhO80+2jkioiIiIiIiIgYAgICLI4LFy5MYmIi8fHxeHh4GIkVgOrVq1vUjYuLo0KFCkZiBaBWrVqkpqYSHx8PQEhICMePH+enn34C7kwDatOmjcU1zxqNXBERERERERERQ+7cuS2OTSYTqamp2dZ+wYIFCQ4OZsGCBZQsWZINGzYQHR2dbe3nBCVX5Kl1aOrLONrlfnhFEREREckxFd5en9MhiMgT4uvry9mzZzl//jyFChUCYPfu3RZ1/Pz8iIiI4Nq1a8ZIlJiYGKysrPD19TXqdevWjXbt2lGsWDG8vb2pVavWk7uRx0DTgkRERERERETkoRo1aoS3tzedOnXi4MGDxMTEMGrUKODO6BaA9u3bY2dnR6dOnTh8+DBRUVH069ePDh06GAkZgKCgIJydnXnnnXfo3LlzjtxPdtLIFREREREREZEnoPCYvjkdQpZYW1uzevVqunXrRrVq1fDy8uL9998nODgYOzs7ABwcHNi0aRMDBgygWrVqODg48PLLLzNt2jSLtqysrAgJCWHSpEl07NgxJ24nWym5IiIiIiIiIiIA91z7ZPXq1cb7MmXK8OOPPxrHMTExAJQqVcoo8/f3Z9u2bQ/t67fffqNp06YULlzYojwkJISQkJDMBZ7DlFwRERERERERkQxZtWoVjo6O+Pj4cPz4cQYMGECtWrXw9vbOcBuXL1/m0KFDLFmyhK+//voxRvvkKLkiIiIiIiIiIhly9epVhg0bRkJCAgUKFKBhw4aEh4dnqo2WLVuya9cu3nzzTRo1avSYIn2ylFwRERERERERkQzp2LFjltdIeda3Xb4X7RYkIiIiIiIiIpIFSq6IiIiIiIiIiGSBkisiIiIiIiIiIlmg5IqIiIiIiIiISBYoufIUCgwMJDQ0NKfDEBEREREREZEMUHLlXyY6OhqTycSlS5dyOhQRERERERGR/wRtxSwiIiIiIiLyBByY1PSJ9lfh7fWZviYwMJCKFSsyY8YMPD09CQ0N1cyKDNDIlWfAunXrcHFxITIyksWLF1O1alWcnJxwd3fn9ddfJzExEYDTp09Tr149APLmzYvJZCIkJASAjRs38sILL+Dq6kr+/Plp3rw5J06cMPo4ffo0JpOJlStXUq9ePRwcHKhQoQI7duywiGXevHl4eHjg4OBA69atmTZtGq6ursb5EydO0LJlSwoVKoSjoyPVqlVjy5YtD7y/GzducOXKFYuXiIiIiIiIPHkrV65kwoQJOR3GM0fJlafckiVLaNeuHZGRkbRv355bt24xYcIEDhw4wOrVqzl9+rSRQPHw8GDFihUAxMfHc+7cOWbOnAnAtWvXGDRoEHv27GHr1q1YWVnRunVrUlNTLfobOXIkgwcPJjY2ltKlS9OuXTtu374NQExMDG+++SYDBgwgNjaWRo0aMXHiRIvrk5KSaNq0KVu3bmX//v00btyY4OBgEhIS7nuP7777Li4uLsbLw8Mjux6fiIiIiIiIZEK+fPlwcnLK6TCeOUquPMU++OADevfuzdq1a2nevDkAXbp0oUmTJnh5eVGjRg1mzZrFhg0bSEpKwtramnz58gFQsGBB3N3dcXFxAeDll1/mpZdeolSpUlSsWJH58+dz6NAhjhw5YtHn4MGDadasGaVLl2bcuHGcOXOG48ePAzB79myaNGnC4MGDKV26NL1796ZJkyYW11eoUIGePXtSvnx5fHx8mDBhAt7e3nz99df3vc8RI0Zw+fJl43X27Nlse4YiIiIiIiKScffbYCVttkNsbKxRdunSJUwmE9HR0cD/rQG6detWqlatioODAzVr1iQ+Pt6irXfeeYeCBQvi5OREt27dGD58OBUrVjTO7969m0aNGlGgQAFcXFyoW7cu+/btewx3m32UXHlKffXVVwwcOJDNmzdTt25do3zv3r0EBwdTvHhxnJycjHMPGhkCcOzYMdq1a4eXlxfOzs54enre87qAgADjfeHChQGMaUfx8fFUr17dov7dx0lJSQwePBg/Pz9cXV1xdHQkLi7ugfHZ2tri7Oxs8RIREREREZFn08iRIwkPD2fPnj3kypWLLl26GOciIyOZOHEiU6ZMYe/evRQvXpyPPvrI4vqrV6/SqVMnfvzxR3766Sd8fHxo2rQpV69efdK3kmFa0PYpValSJfbt28f8+fOpWrUqJpOJa9euERQURFBQEJGRkbi5uZGQkEBQUBA3b958YHvBwcGUKFGCefPmUaRIEVJTUylfvny663Lnzm28N5lMAOmmDj3I4MGD2bx5M1OnTqVUqVLY29vzyiuvPDQ+ERERERER+XeYOHGiMRBg+PDhNGvWjOTkZOzs7Jg9ezZdu3alc+fOAIwZM4Zvv/2WpKQk4/r69etbtDd37lxcXV357rvvjFkdTxuNXHlKeXt7ExUVxZo1a+jXrx8AR48e5cKFC0yePJnatWtTpkwZY1RJGhsbGwBSUlKMsgsXLhAfH8+oUaNo0KABfn5+XLx4MdMx+fr6snv3bouyu49jYmIICQmhdevW+Pv74+7uzunTpzPdl4iIiIiIiDybsjoj4vz583Tv3h0fHx9cXFxwdnYmKSnpoTM2cpJGrjzFSpcuTVRUFIGBgeTKlYuRI0diY2PD7NmzefPNNzl8+HC6VZxLlCiByWTim2++oWnTptjb25M3b17y58/P3LlzKVy4MAkJCQwfPjzT8fTr1486deowbdo0goOD2bZtGxs2bDBGuAD4+PiwcuVKgoODMZlMjB49OlMjX0REREREROTpY2V1Z2yG2Ww2ym7dunXPulmdEdGpUycuXLjAzJkzKVGiBLa2tjz//PNP9YwIjVx5yvn6+rJt2zaWLl3K5MmTiYiI4Msvv6Rs2bJMnjyZqVOnWtQvWrQo48aNY/jw4RQqVIi+fftiZWXFsmXL2Lt3L+XLl2fgwIG8//77mY6lVq1afPzxx0ybNo0KFSqwceNGBg4ciJ2dnVFn2rRp5M2bl5o1axIcHExQUBCVK1fO8nMQERERERGRnOPm5gbAuXPnjLJ/Lm6bURmdEdG/f3+aNm1KuXLlsLW15c8//8x80E+QRq48hdJWWk7j5+fH+fPnjeN27dpZnP9n5hBg9OjRjB492qKsYcOG6XYG+ud1np6e6dpxdXVNV9a9e3e6d+9ucVyqVCmLdrZt22ZxTZ8+fRAREREREZFnl729PTVq1GDy5MmULFmSxMRERo0alel2+vXrR/fu3alatSo1a9Zk+fLlHDx4EC8vL6OOj48PixcvpmrVqly5coUhQ4Zgb2+fnbeT7ZRckUyZOnUqjRo1Ik+ePGzYsIGFCxfy4Ycf5nRYIiIiIiIiT70Kb6/P6RCyZP78+XTt2pUqVarg6+vLe++9x4svvpipNtq3b8/JkycZPHgwycnJtGnThpCQEHbt2mXU+eyzz+jRoweVK1fGw8ODSZMmMXjw4Oy+nWxlMt89NEHkAdq0aUN0dDRXr17Fy8uLfv368eabb2ZrH1euXMHFxYUfRzfE0S73wy8QERERkRzzrP9YlKdb2m+Dy5cv4+zsnNPhZFhycjKnTp2iZMmSFssoyL01atQId3d3Fi9enNOhpJPRz1IjVyRTvvjii5wOQURERERERJ5R169f5+OPPyYoKAhra2uWLl3Kli1b2Lx5c06HliVKroiIiIiIiIjIE2EymVi/fj0TJ04kOTkZX19fVqxYQcOGDXM6tCxRckVEREREREREngh7e3u2bNmS02FkO23FLCIiIiIiIiKSBUquiIiIiIiIiIhkgZIrIiIiIiIiIiJZoDVX5KnlP3jFM7XdmoiIiIiIiPw3aeSKiIiIiIiIiEgWKLkiIiIiIiIiIpIFmhYkIiIiIiIi8gR8OaPhE+3v1dB/35bHGeHp6UloaCihoaFPrE+NXBERERERERGRxyYkJIRWrVrldBiPlZIrIiIiIiIiIiJZoOSKiIiIiIiIiAAQGBhIv379CA0NJW/evBQqVIh58+Zx7do1OnfujJOTE6VKlWLDhg0ApKSk0LVrV0qWLIm9vT2+vr7MnDnTaC8sLIyFCxeyZs0aTCYTJpOJ6OhoAA4dOkT9+vWxt7cnf/789OjRg6SkJOPatBEvU6dOpXDhwuTPn58+ffpw69Yto05iYiLBwcHY29tTsmRJIiMj091TQkICLVu2xNHREWdnZ9q0acP58+ez9bkpuSIiIiIiIiIihoULF1KgQAF27dpFv3796NWrF6+++io1a9Zk3759vPjii3To0IHr16+TmppKsWLF+PLLLzly5Ahjxozh7bff5osvvgBg8ODBtGnThsaNG3Pu3DnOnTtHzZo1uXbtGkFBQeTNm5fdu3fz5ZdfsmXLFvr27WsRS1RUFCdOnCAqKoqFCxcSERFBRESEcT4kJISzZ88SFRXFV199xYcffkhiYqJxPjU1lZYtW/LXX3/x3XffsXnzZk6ePEnbtm2z9ZlpQVt5aq36sAUOdvqKiog8jf6rC+SJiIj8F1SoUIFRo0YBMGLECCZPnkyBAgXo3r07AGPGjOGjjz7i4MGD1KhRg3HjxhnXlixZkh07dvDFF1/Qpk0bHB0dsbe358aNG7i7uxv1Fi5cSHJyMosWLSJPnjwAzJkzh+DgYKZMmUKhQoUAyJs3L3PmzMHa2poyZcrQrFkztm7dSvfu3fnll1/YsGEDu3btolq1agB89tln+Pn5Gf1s3bqVQ4cOcerUKTw8PABYtGgR5cqVY/fu3cZ1WaWRKyIiIiIiIiJiCAgIMN5bW1uTP39+/P39jbK0xEfaCJEPPviAKlWq4ObmhqOjI3PnziUhIeGBfcTFxVGhQgUjsQJQq1YtUlNTiY+PN8rKlSuHtbW1cVy4cGGj37i4OHLlykWVKlWM82XKlMHV1dWiHw8PDyOxAlC2bFlcXV2Ji4vL0PPICCVXRERERERERMSQO3dui2OTyWRRZjKZgDtTbpYtW8bgwYPp2rUr3377LbGxsXTu3JmbN28+tlhSU1Ozpe3spOSKiIiIiIiIiDySmJgYatasSe/evalUqRKlSpXixIkTFnVsbGxISUmxKPPz8+PAgQNcu3bNoi0rKyt8fX0z1HeZMmW4ffs2e/fuNcri4+O5dOmSRT9nz57l7NmzRtmRI0e4dOkSZcuWzcytPpCSKyIiIiIiIiLySHx8fNizZw+bNm3il19+YfTo0ezevduijqenJwcPHiQ+Pp4///yTW7du0b59e+zs7OjUqROHDx8mKiqKfv360aFDB2Pa0cP4+vrSuHFjevbsyc6dO9m7dy/dunXD3t7eqNOwYUP8/f1p3749+/btY9euXXTs2JG6detStWrVbHsOWi1URERERERE5An4Ny4I37NnT/bv30/btm0xmUy0a9eO3r17G1s1A3Tv3p3o6GiqVq1KUlISUVFRBAYGsmnTJgYMGEC1atVwcHDg5ZdfZtq0aZnqf8GCBXTr1o26detSqFAh3nnnHUaPHm2cN5lMrFmzhn79+lGnTh2srKxo3Lgxs2fPzrZnAGAym83mbG1RJIuuXLmCi4sLEe/W1W5BIiJPqX/j/xyKiMjTJ+23weXLl3F2ds7pcDIsOTmZU6dOUbJkSezs7HI6HMmCjH6WmhYkIiIiIiIiIpIFSq6IiIiIiIiIiGSBkisiIiIiIiIiIlmg5MpTIDAwkNDQ0HueCwkJoVWrVtnWl6enJzNmzMi29kRERERERET+67Ra6FNu5syZaM1hERERERERkaeXkitPORcXl5wOQUREREREREQeQNOCnkLr1q3DxcWFyMjIdNOCAgMD6d+/P0OHDiVfvny4u7sTFhZmnDebzYSFhVG8eHFsbW0pUqQI/fv3t2j/+vXrdOnSBScnJ4oXL87cuXMtzg8bNozSpUvj4OCAl5cXo0eP5tatW8b5AwcOUK9ePZycnHB2dqZKlSrs2bMHgAsXLtCuXTuKFi2Kg4MD/v7+LF26NPsfkoiIiIiIiMhTQsmVp8ySJUto164dkZGRtG/f/p51Fi5cSJ48edi5cyfvvfce48ePZ/PmzQCsWLGC6dOn88knn3Ds2DFWr16Nv7+/xfXh4eFUrVqV/fv307t3b3r16kV8fLxx3snJiYiICI4cOcLMmTOZN28e06dPN863b9+eYsWKsXv3bvbu3cvw4cPJnTs3cGcP8CpVqrBu3ToOHz5Mjx496NChA7t27brvPd+4cYMrV65YvERERERERESeFZoW9BT54IMPGDlyJGvXrqVu3br3rRcQEMDYsWMB8PHxYc6cOWzdupVGjRqRkJCAu7s7DRs2JHfu3BQvXpzq1atbXN+0aVN69+4N3BmlMn36dKKiovD19QVg1KhRRl1PT08GDx7MsmXLGDp0KAAJCQkMGTKEMmXKGDGkKVq0KIMHDzaO+/Xrx6ZNm/jiiy/SxZHm3XffZdy4cRl+TiIiIiIiIiJPEyVXnhJfffUViYmJxMTEUK1atQfWDQgIsDguXLgwiYmJALz66qvMmDEDLy8vGjduTNOmTQkODiZXrlz3vN5kMuHu7m5cD7B8+XJmzZrFiRMnSEpK4vbt2zg7OxvnBw0aRLdu3Vi8eDENGzbk1VdfxdvbG4CUlBQmTZrEF198wW+//cbNmze5ceMGDg4O972fESNGMGjQIOP4ypUreHh4PPAZiIiIiIiIPGvCP6z3RPt7q3fUE+3vv0zTgp4SlSpVws3Njfnz5z90d6C0KThpTCYTqampAHh4eBAfH8+HH36Ivb09vXv3pk6dOhZrpjzo+h07dtC+fXuaNm3KN998w/79+xk5ciQ3b9406oeFhfHzzz/TrFkztm3bRtmyZVm1ahUA77//PjNnzmTYsGFERUURGxtLUFCQxfV3s7W1xdnZ2eIlIiIiIiIi8qxQcuUp4e3tTVRUFGvWrKFfv35Zasve3p7g4GBmzZpFdHQ0O3bs4NChQxm6dvv27ZQoUYKRI0dStWpVfHx8OHPmTLp6pUuXZuDAgXz77be89NJLLFiwAICYmBhatmzJG2+8QYUKFfDy8uKXX37J0v2IiIiIiIiIPM2UXHmKlC5dmqioKFasWEFoaOgjtREREcFnn33G4cOHOXnyJJ9//jn29vaUKFEiQ9f7+PiQkJDAsmXLOHHiBLNmzTJGpQD8/fff9O3bl+joaM6cOUNMTAy7d+/Gz8/PuH7z5s1s376duLg4evbsyfnz5x/pXkREREREROTJetgOtUePHuWFF17Azs6OsmXLsmXLFkwmE6tXrzbqHDp0iPr162Nvb0/+/Pnp0aMHSUlJxvm0XXEnTZpEoUKFcHV1Zfz48dy+fZshQ4aQL18+ihUrZvwjfpqH7Wybk7TmylPG19eXbdu2ERgYiLW1daavd3V1ZfLkyQwaNIiUlBT8/f1Zu3Yt+fPnz9D1LVq0YODAgfTt25cbN27QrFkzRo8ebfwxWVtbc+HCBTp27Mj58+cpUKAAL730krEg7ahRozh58iRBQUE4ODjQo0cPWrVqxeXLlzN9LyIiIiIiIvLkLVy4kEGDBrFz50527NhBSEgItWrVon79+rRq1YrixYuzc+dOrl69yltvvWVx7bVr1wgKCuL5559n9+7dJCYm0q1bN/r27UtERIRRb9u2bRQrVozvv/+emJgYunbtyvbt26lTpw47d+5k+fLl9OzZk0aNGlGsWDHg/3a2LVKkCIcOHaJ79+44OTkZm6/kJJP5YQt8iDxhV65cwcXFhYh36+Jgp/yfiMjT6NXQLTkdgoiI/Aek/Ta4fPnyM7U2Y3JyMqdOnaJkyZLY2dkZ5c/CgraBgYGkpKTwww8/GGXVq1enfv36BAYGEhwczNmzZ3F3dwdgy5YtNGrUiFWrVtGqVSvmzZvHsGHDOHv2LHny5AFg/fr1BAcH8/vvv1OoUCFCQkKIjo7m5MmTWFndmVBTpkwZChYsyPfffw/c2SzFxcWFTz/9lNdee+2esU6dOpVly5axZ8+eTN9nRt3vs7ybfrmKiIiIiIiIiOF+O9TGx8fj4eFhJFbgTuLln+Li4qhQoYKRWAGoVasWqampxMfHU6hQIQDKlStnJFYAChUqRPny5Y1ja2tr8ufPn6mdbXOS1lwREREREREREcODdph9nH1kdWfbnKSRKyIiIiIiIiLyUL6+vpw9e5bz588bI1B2795tUcfPz4+IiAiuXbtmjF6JiYnBysoKX1/fR+77nzvbprnXzrY5RSNXREREREREROShGjVqhLe3N506deLgwYPExMQwatQo4M4oE4D27dtjZ2dHp06dOHz4MFFRUfTr148OHToYCZlH8bCdbXOaRq6IiIiIiIiIPAGPssDs08Ta2prVq1fTrVs3qlWrhpeXF++//z7BwcHGYq8ODg5s2rSJAQMGUK1aNRwcHHj55ZeZNm1alvp+2M62OU27BclTR7sFiYg8/bRbkIiIPAn/tt2C/o1iYmJ44YUXOH78ON7e3jkdTrbTbkEiIiIiIiIikq1WrVqFo6MjPj4+HD9+nAEDBlCrVq1/ZWIlM5RcEREREREREZEMuXr1KsOGDSMhIYECBQrQsGFDwsPDczqsHKdpQfLUeVaH/omIiIiISPZ6Vn8b/JemBf3bZfSz1G5BIiIiIiIiIiJZoOSKiIiIiIiIiEgWKLkiIiIiIiIiIpIFSq6IiIiIiIiIiGSBkisiIiIiIiIiIlmg5IqIiIiIiIiISBbkyukARERERERERP4L2i2q/0T7W9px2xPtL7tFR0dTr149Ll68iKura06H80BKrshTa/a8ZtjZ6ysqInIvb/WOyukQRERE5D/IZDKxatUqWrVqldOhPFU0LUhEREREREREJAuUXBERERERERERAAIDA+nfvz9Dhw4lX758uLu7ExYWBoCnpycArVu3xmQyGcchISHpRrKEhoYSGBho0W6/fv0IDQ0lb968FCpUiHnz5nHt2jU6d+6Mk5MTpUqVYsOGDeliiomJISAgADs7O2rUqMHhw4eNcxcuXKBdu3YULVoUBwcH/P39Wbp0aXY+kgxRckVEREREREREDAsXLiRPnjzs3LmT9957j/Hjx7N582Z2794NwIIFCzh37pxxnJl2CxQowK5du+jXrx+9evXi1VdfpWbNmuzbt48XX3yRDh06cP36dYvrhgwZQnh4OLt378bNzY3g4GBu3boFQHJyMlWqVGHdunUcPnyYHj160KFDB3bt2pU9DyODlFwREREREREREUNAQABjx47Fx8eHjh07UrVqVbZu3YqbmxsArq6uuLu7G8cZVaFCBUaNGoWPjw8jRozAzs6OAgUK0L17d3x8fBgzZgwXLlzg4MGDFteNHTuWRo0a4e/vz8KFCzl//jyrVq0CoGjRogwePJiKFSvi5eVFv379aNy4MV988UX2PIwM0mqhIiIiIiIiImIICAiwOC5cuDCJiYnZ2q61tTX58+fH39/fKCtUqBBAur6ef/55432+fPnw9fUlLi4OgJSUFCZNmsQXX3zBb7/9xs2bN7lx4wYODg5ZjjczlFwREREREREREUPu3Lktjk0mE6mpqfetb2VlhdlstihLm7bzsHb/WWYymQAe2Nfd3n//fWbOnMmMGTPw9/cnT548hIaGcvPmzQy3kR00LUhEREREREREMiR37tykpKRYlLm5uXHu3DmLstjY2Gzr86effjLeX7x4kV9++QU/Pz/gzmK3LVu25I033qBChQp4eXnxyy+/ZFvfGaXkioiIiIiIiIhkiKenJ1u3buV///sfFy9eBKB+/frs2bOHRYsWcezYMcaOHWuxo09WjR8/nq1bt3L48GFCQkIoUKCAsTuRj48PmzdvZvv27cTFxdGzZ0/Onz+fbX1nlKYFiYiIiIiIiDwBSztuy+kQsiw8PJxBgwYxb948ihYtyunTpwkKCmL06NEMHTqU5ORkunTpQseOHTl06FC29Dl58mQGDBjAsWPHqFixImvXrsXGxgaAUaNGcfLkSYKCgnBwcKBHjx60atWKy5cvZ0vfGWUy3z0xSiSHXblyBRcXF96Z+gJ29sr/iYjcy1u9o3I6BBERkccu7bfB5cuXcXZ2zulwMiw5OZlTp05RsmRJ7OzscjocyYKMfpaaFvSYBAYGEhoamtNhiIiIiIiIiMhjpuSKiIiIiIiIiEgWKLkiIiIiIiIiIpIFSq48Rrdv36Zv3764uLhQoEABRo8ebez9vXjxYqpWrYqTkxPu7u68/vrrJCYmGtdevHiR9u3b4+bmhr29PT4+PixYsOCB/f388880b94cZ2dnnJycqF27NidOnADu7BM+fvx4ihUrhq2tLRUrVmTjxo3GtadPn8ZkMrFy5Urq1auHg4MDFSpUYMeOHRZ9zJs3Dw8PDxwcHGjdujXTpk3D1dXVos5HH32Et7c3NjY2+Pr6snjx4gfGfePGDa5cuWLxEhEREREREXlWKLnyGC1cuJBcuXKxa9cuZs6cybRp0/j0008BuHXrFhMmTODAgQOsXr2a06dPExISYlw7evRojhw5woYNG4iLi+Ojjz6iQIEC9+3rt99+o06dOtja2rJt2zb27t1Lly5duH37NgAzZ84kPDycqVOncvDgQYKCgmjRogXHjh2zaGfkyJEMHjyY2NhYSpcuTbt27Yw2YmJiePPNNxkwYACxsbE0atSIiRMnWly/atUqBgwYwFtvvcXhw4fp2bMnnTt3Jirq/gsvvvvuu7i4uBgvDw+PTD1nERERERERkZyk3YIek8DAQBITE/n5558xmUwADB8+nK+//pojR46kq79nzx6qVavG1atXcXR0pEWLFhQoUID58+dnqL+3336bZcuWER8fT+7cudOdL1q0KH369OHtt982yqpXr061atX44IMPOH36NCVLluTTTz+la9euABw5coRy5coRFxdHmTJleO2110hKSuKbb74x2njjjTf45ptvuHTpEgC1atWiXLlyzJ0716jTpk0brl27xrp16+4Z+40bN7hx44ZxfOXKFTw8PLRbkIjIA2i3IBER+S/QbkGS07Rb0FOgRo0aRmIF4Pnnn+fYsWOkpKSwd+9egoODKV68OE5OTtStWxeAhIQEAHr16sWyZcuoWLEiQ4cOZfv27UY7TZo0wdHREUdHR8qVKwdAbGwstWvXvmdi5cqVK/z+++/UqlXLorxWrVrExcVZlAUEBBjvCxcuDGBMV4qPj6d69eoW9e8+jouLy1A//2Rra4uzs7PFS0RERERERORZoeRKDkhOTiYoKAhnZ2ciIyPZvXs3q1atAuDmzZvAnQTKmTNnGDhwIL///jsNGjRg8ODBAHz66afExsYSGxvL+vXrAbC3t8+W2P6ZnElLDKWmpmZL2yIiIiIiIiL/RkquPEY7d+60OP7pp5/w8fHh6NGjXLhwgcmTJ1O7dm3KlCljsZhtGjc3Nzp16sTnn3/OjBkzjKk2RYsWpVSpUpQqVYoSJUoAd0ac/PDDD9y6dStdO87OzhQpUoSYmBiL8piYGMqWLZvh+/H19WX37t0WZXcf+/n5ZbkfERERERERkWeJFrR4jBISEhg0aBA9e/Zk3759zJ49m/DwcIoXL46NjQ2zZ8/mzTff5PDhw0yYMMHi2jFjxlClShXKlSvHjRs3+Oabb/Dz87tvX3379mX27Nm89tprjBgxAhcXF3766SeqV6+Or68vQ4YMYezYsXh7e1OxYkUWLFhAbGwskZGRGb6ffv36UadOHaZNm0ZwcDDbtm1jw4YNFlOfhgwZQps2bahUqRINGzZk7dq1rFy5ki1btmT+AYqIiIiIiPyLNFwY9kT729Lpyfb3X6aRK49Rx44d+fvvv6levTp9+vRhwIAB9OjRAzc3NyIiIvjyyy8pW7YskydPZurUqRbX2tjYMGLECAICAqhTpw7W1tYsW7bsvn3lz5+fbdu2kZSURN26dalSpQrz5s0zpvn079+fQYMG8dZbb+Hv78/GjRv5+uuv8fHxyfD91KpVi48//php06ZRoUIFNm7cyMCBAy0W9WnVqhUzZ85k6tSplCtXjk8++YQFCxYQGBiYuYcnIiIiIiIi8ozQbkGSJd27d+fo0aP88MMP2dZm2org2i1IROT+tFuQiIj8F/zbdgt6FkauBAYGEhAQgJ2dHZ9++ik2Nja8+eabhIXdaevo0aN069aNPXv24OXlxaxZs2jUqBGrVq2iVatWABw6dIgBAwawY8cOHBwcePnll5k2bRqOjo58//33NGjQgLNnz+Lu7m70Gxoayt69e7P1t2V20G5B8lhMnTqVAwcOcPz4cWbPns3ChQvp1KlTToclIiIiIiIi2WThwoXkyZOHnTt38t577zF+/Hg2b95MSkoKrVq1wsHBgZ07dzJ37lxGjhxpce21a9cICgoib9687N69my+//JItW7bQt29fAOrUqYOXlxeLFy82rrl16xaRkZF06dLlid5ndtKwAMmUXbt28d5773H16lUjS9mtW7ecDktERERERESySUBAAGPHjgXAx8eHOXPmsHXrVlJSUjhx4gTR0dHGqJOJEyfSqFEj49olS5aQnJzMokWLyJMnDwBz5swhODiYKVOmUKhQIbp27cqCBQsYMmQIAGvXriU5OZk2bdo84TvNPkquSKZ88cUXOR2CiIiIiIiIPEYBAQEWx4ULFyYxMZH4+Hg8PDwspvNUr17dom5cXBwVKlQwEitwZ/3O1NRU4uPjKVSoECEhIYwaNYqffvqJGjVqEBERQZs2bSyuedYouSIiIiIiIiIihrSNUdKYTCZSU1Ozrf2CBQsSHBzMggULKFmyJBs2bCA6Ojrb2s8JWnNFRERERERERB7K19eXs2fPcv78eaNs9+7dFnX8/Pw4cOAA165dM8piYmKwsrLC19fXKOvWrRvLly9n7ty5eHt7U6tWrcd/A4+RkisiIiIiIiIi8lCNGjXC29ubTp06cfDgQWJiYhg1ahRwZ3QLQPv27bGzs6NTp04cPnyYqKgo+vXrR4cOHShUqJDRVlBQEM7Ozrzzzjt07tw5R+4nOym5IiIiIiIiIiIPZW1tzerVq0lKSqJatWp069bN2C0obZtiBwcHNm3axF9//UW1atV45ZVXaNCgAXPmzLFoy8rKipCQEFJSUujYseMTv5fspjVXRERERERERJ6ALZ3CcjqEh7rX2ierV6823pcpU4Yff/zROI6JiQGgVKlSRpm/vz/btm17aF+//fYbTZs2pXDhwo8e8FNCyRV5avXrvg5nZ+ecDkNERERERET+v1WrVuHo6IiPjw/Hjx9nwIAB1KpVC29v7wy3cfnyZQ4dOsSSJUv4+uuvH2O0T46SKyIiIiIiIiKSIVevXmXYsGEkJCRQoEABGjZsSHh4eKbaaNmyJbt27eLNN9+kUaNGjynSJ0vJFRERERERERHJkI4dO2Z5jZRnfdvle9GCtiIiIiIiIiIiWaDkioiIiIiIiIhIFii5IiIiIiIiIiKSBUquiIiIiIiIiIhkgZIrIiIiIiIiIiJZoN2C5KnVZWlzctvrKyoiz66lHbfldAgiIiIi8gRo5IqIiIiIiIiIPDaBgYGEhobmdBiPlYYFiIiIiIiIiDwBLy74+In2923nN59of/9lGrkiIiIiIiIiIpIFSq6IiIiIiIiICHBnCk+/fv0IDQ0lb968FCpUiHnz5nHt2jU6d+6Mk5MTpUqVYsOGDcY13333HdWrV8fW1pbChQszfPhwbt++fd8+1q1bh4uLC5GRkQCcPXuWNm3a4OrqSr58+WjZsiWnT59+3LearZRcERERERERERHDwoULKVCgALt27aJfv3706tWLV199lZo1a7Jv3z5efPFFOnTowPXr1/ntt99o2rQp1apV48CBA3z00Ud89tlnvPPOO/dse8mSJbRr147IyEjat2/PrVu3CAoKwsnJiR9++IGYmBgcHR1p3LgxN2/efMJ3/uiUXBERERERERERQ4UKFRg1ahQ+Pj6MGDECOzs7ChQoQPfu3fHx8WHMmDFcuHCBgwcP8uGHH+Lh4cGcOXMoU6YMrVq1Yty4cYSHh5OammrR7gcffEDv3r1Zu3YtzZs3B2D58uWkpqby6aef4u/vj5+fHwsWLCAhIYHo6OgcuPtHowVtRURERERERMQQEBBgvLe2tiZ//vz4+/sbZYUKFQIgMTGRuLg4nn/+eUwmk3G+Vq1aJCUl8euvv1K8eHEAvvrqKxITE4mJiaFatWpG3QMHDnD8+HGcnJwsYkhOTubEiROP5f4eByVXRERERERERMSQO3dui2OTyWRRlpZIuXtkyoNUqlSJffv2MX/+fKpWrWq0kZSURJUqVYz1V/7Jzc3tUcLPEUquiIiIiIiIiMgj8fPzY8WKFZjNZiNhEhMTg5OTE8WKFTPqeXt7Ex4eTmBgINbW1syZMweAypUrs3z5cgoWLIizs3OO3EN2eCbXXAkMDCQ0NPSJ9+vp6cmMGTOIjY3FZDLl2OrFaXE8iMlkYvXq1U8knofJqc9LREREREREHq/evXtz9uxZ+vXrx9GjR1mzZg1jx45l0KBBWFlZphxKly5NVFQUK1asMH4jtm/fngIFCtCyZUt++OEHTp06RXR0NP379+fXX3/NgTt6NBq5kgm7d+8mT5482NjYcO7cuRwbopQWx5Pm6elJaGioEiUiIiIiIiICQNGiRVm/fj1DhgyhQoUK5MuXj65duzJq1Kh71vf19WXbtm3GCJbw8HC+//57hg0bxksvvcTVq1cpWrQoDRo0eKZGsii5kgn/TKa4u7s/FXGIiIiIiIjIs+Hbzm/mdAgPda8deu41a8NsNhvv69aty65duzLcpp+fH+fPnzeO3d3dWbhwYaZjfZo8k9OC7rZu3TpcXFyIjIxk8eLFVK1aFScnJ9zd3Xn99ddJTEw06l68eJH27dvj5uaGvb09Pj4+LFiwwDg/bNgwSpcujYODA15eXowePZpbt24Z58PCwqhYseID40lNTWX8+PEUK1YMW1tbKlasyMaNGy3q/Prrr7Rr1458+fKRJ08eqlatys6dO43za9eupVq1asaWV61btzbO3T0t6NixY9SpUwc7OzvKli3L5s2b08V09uxZ2rRpg6urK/ny5aNly5YWfyAhISG0atWKqVOnUrhwYfLnz0+fPn2Mew8MDOTMmTMMHDgQk8lkzKW7cOEC7dq1o2jRojg4OODv78/SpUsf+HxERERERERE/k2e+eTKkiVLaNeuHZGRkbRv355bt24xYcIEDhw4wOrVqzl9+jQhISFG/dGjR3PkyBE2bNhAXFwcH330EQUKFDDOOzk5ERERwZEjR5g5cybz5s1j+vTpmYpp5syZhIeHM3XqVA4ePEhQUBAtWrTg2LFjwJ3VkOvWrctvv/3G119/zYEDBxg6dKix0vK6deto3bo1TZs2Zf/+/WzdupXq1avfs6/U1FReeuklbGxs2LlzJx9//DHDhg2zqHPr1i2CgoJwcnLihx9+ICYmBkdHRxo3bszNmzeNelFRUZw4cYKoqCgWLlxIREQEERERAKxcuZJixYoxfvx4zp07x7lz54A722NVqVKFdevWcfjwYXr06EGHDh0emLW8240bN7hy5YrFS0RERERERORZ8UxPC/rggw8YOXIka9eupW7dugB06dLFOO/l5cWsWbOoVq0aSUlJODo6kpCQQKVKlahatSpwZxTIP/1zXpinpyeDBw9m2bJlDB06NMNxTZ06lWHDhvHaa68BMGXKFKKiopgxYwYffPABS5Ys4Y8//mD37t3ky5cPgFKlShnXT5w4kddee41x48YZZRUqVLhnX1u2bOHo0aNs2rSJIkWKADBp0iSaNGli1Fm+fDmpqal8+umnxoiTBQsW4OrqSnR0NC+++CIAefPmZc6cOVhbW1OmTBmaNWvG1q1b6d69O/ny5cPa2toYEZSmaNGiDB482Dju168fmzZt4osvvrhvQuhu7777rsW9ioiIiIiIiDxLntmRK1999RUDBw5k8+bNRmIFYO/evQQHB1O8eHGcnJyMcwkJCQD06tWLZcuWUbFiRYYOHcr27dst2l2+fDm1atXC3d0dR0dHRo0aZVx7t8jISBwdHY3XDz/8wJUrV/j999+pVauWRd1atWoRFxcHQGxsLJUqVTISK3eLjY2lQYMGGXoOcXFxeHh4GIkVgOeff96izoEDBzh+/DhOTk5GrPny5SM5OZkTJ04Y9cqVK4e1tbVxXLhwYYspVfeSkpLChAkT8Pf3J1++fDg6OrJp06b7PrN7GTFiBJcvXzZeZ8+ezfC1IiIiIiIiIjntmR25UqlSJfbt28f8+fOpWrUqJpOJa9euERQURFBQEJGRkbi5uZGQkEBQUJAx/aVJkyacOXOG9evXs3nzZho0aECfPn2YOnUqO3bsoH379owbN46goCBcXFxYtmwZ4eHh94yhRYsWPPfcc8Zx0aJFLdZnuR97e/ssnc+spKQkqlSpQmRkZLpz/1wcN3fu3BbnTCaTMVXpft5//31mzpzJjBkz8Pf3J0+ePISGhlpMN3oYW1tbbG1tM1xfRERERERE5GnyzI5c8fb2JioqijVr1tCvXz8Ajh49yoULF5g8eTK1a9emTJky9xx54ebmRqdOnfj888+ZMWMGc+fOBWD79u2UKFGCkSNHUrVqVXx8fDhz5sx9Y3BycqJUqVLGy97eHmdnZ4oUKUJMTIxF3ZiYGMqWLQtAQEAAsbGx/PXXX/dsNyAggK1bt2boOfj5+XH27FljDRSAn376yaJO5cqVOXbsGAULFrSIt1SpUri4uGSoHwAbGxtSUlLS3VfLli154403qFChAl5eXvzyyy8ZblNERERERETkWffMJlcASpcuTVRUFCtWrCA0NJTixYtjY2PD7NmzOXnyJF9//TUTJkywuGbMmDGsWbOG48eP8/PPP/PNN9/g5+cHgI+PDwkJCSxbtowTJ04wa9YsVq1alem4hgwZwpQpU1i+fDnx8fEMHz6c2NhYBgwYAEC7du1wd3enVatWxMTEcPLkSVasWMGOHTsAGDt2LEuXLmXs2LHExcVx6NAhpkyZcs++GjZsSOnSpenUqRMHDhzghx9+YOTIkRZ12rdvT4ECBWjZsiU//PADp06dIjo6mv79+/Prr79m+L48PT35/vvv+e233/jzzz+NZ7Z582a2b99OXFwcPXv2tNhSS0REREREROTf7plOrgD4+vqybds2li5dyuTJk4mIiODLL7+kbNmyTJ48malTp1rUt7GxYcSIEQQEBFCnTh2sra1ZtmwZcGeaz8CBA+nbty8VK1Zk+/btjB49OtMx9e/fn0GDBvHWW2/h7+/Pxo0b+frrr/Hx8TFi+PbbbylYsCBNmzbF39+fyZMnG+udBAYG8uWXX/L1119TsWJF6tevf9/dd6ysrFi1ahV///031atXp1u3bkycONGijoODA99//z3FixfnpZdews/Pj65du5KcnIyzs3OG72v8+PGcPn0ab29vYzrRqFGjqFy5MkFBQQQGBhpJIxEREREREZH/CpPZbDbndBAi/3TlyhVcXFx4+ePa5LZ/ZpcFEhFhacdtOR2CiIjIMy3tt8Hly5cz9Q/DOS05OZlTp05RsmRJ7OzscjocyYKMfpbP/MgVEREREREREZGcpGEBIiIiIiIiIk9AkwWZX9MzKzZ0bp3pawIDA6lYsSIzZszI/oD+xTRyRUREREREREQkC5RcERERERERERFCQkL47rvvmDlzJiaTCZPJxP79+2nfvj1ubm7Y29vj4+PDggULjGsOHTpE/fr1sbe3J3/+/PTo0YOkpCSLNlu1asXUqVMpXLgw+fPnp0+fPty6dcuoc+7cOZo1a4a9vT0lS5ZkyZIleHp6WoyeSUhIoGXLljg6OuLs7EybNm2eqp1qNS1IRERERERERJg5cya//PIL5cuXZ/z48QCMGzeOI0eOsGHDBgoUKMDx48f5+++/Abh27RpBQUE8//zz7N69m8TERLp160bfvn2JiIgw2o2KiqJw4cJERUVx/Phx2rZtS8WKFenevTsAHTt25M8//yQ6OprcuXMzaNAgEhMTjetTU1ONxMp3333H7du36dOnD23btiU6OvqJPZ8HUXJFRERERERERHBxccHGxgYHBwfc3d0B+O2336hUqRJVq1YFwNPT06i/ZMkSkpOTWbRoEXny5AFgzpw5BAcHM2XKFAoVKgRA3rx5mTNnDtbW1pQpU4ZmzZqxdetWunfvztGjR9myZQu7d+82+vj000/x8fEx+tm6dSuHDh3i1KlTeHh4ALBo0SLKlSvH7t27qVat2mN/Ng+jaUEiIiIiIiIick+9evVi2bJlVKxYkaFDh7J9+3bjXFxcHBUqVDASKwC1atUiNTWV+Ph4o6xcuXJYW1sbx4ULFzZGpsTHx5MrVy4qV65snC9VqhR58+a16MfDw8NIrACULVsWV1dX4uLisveGH5GSKyIiIiIiIiJyT02aNOHMmTMMHDiQ33//nQYNGjB48OBMtZE7d26LY5PJRGpqanaGmeM0LUieWvPbfYOzs3NOhyEiIiIiIvKfYWNjQ0pKikWZm5sbnTp1olOnTtSuXZshQ4YwdepU/Pz8iIiI4Nq1a8bolZiYGKysrPD19c1Qf76+vty+fZv9+/dTpUoVAI4fP87FixeNOn5+fpw9e5azZ88ao1eOHDnCpUuXKFu2bHbcdpZp5IqIiIiIiIiIAHfWVNm5cyenT5/mzz//ZMyYMaxZs4bjx4/z888/88033+Dn5wdA+/btsbOzo1OnThw+fJioqCj69etHhw4djPVWHqZMmTI0bNiQHj16sGvXLvbv30+PHj2wt7fHZDIB0LBhQ/z9/Wnfvj379u1j165ddOzYkbp16xrrtOQ0JVdEREREREREBIDBgwdjbW1N2bJlcXNzw8bGhhEjRhAQEECdOnWwtrZm2bJlADg4OLBp0yb++usvqlWrxiuvvEKDBg2YM2dOpvpctGgRhQoVok6dOrRu3Zru3bvj5OSEnZ0dcGca0Zo1a8ibNy916tShYcOGeHl5sXz58my//0dlMpvN5pwOQuSfrly5gouLC5cvX9a0IBERERGR/7Bn9bdBcnIyp06domTJkkaCQDLu119/xcPDgy1bttCgQYMcjSWjn6XWXBERERERERGRHLNt2zaSkpLw9/fn3LlzDB06FE9PT+rUqZPToWWYkisiIiIiIiIikmNu3brF22+/zcmTJ3FycqJmzZpERkam22XoaabkioiIiIiIiIjkmKCgIIKCgnI6jCzRgrYiIiIiIiIiIlmgkSvy1Gqx5F1y2dvmdBgiT70tncJyOgQRERERkf80jVwREREREREREckCJVdERERERERERLJAyRURERERERERkSxQckVEREREREREJAuUXBERERERERERAAIDAwkNDX3k66OjozGZTFy6dCnbYkoTERGBq6trtrebHbRbkIiIiIiIiMgT8HJE3BPtb0WI3xPtLzt5enoSGhpqkehp27YtTZs2zbmgHkDJFRERERERERF56tnb22Nvb5/TYdyTpgWJiIiIiIiIiOH27dv07dsXFxcXChQowOjRozGbzQAsXryYqlWr4uTkhLu7O6+//jqJiYnp2ti7dy9Vq1bFwcGBmjVrEh8fb5w7ceIELVu2pFChQjg6OlKtWjW2bNlinA8MDOTMmTMMHDgQk8mEyWQCnu5pQUquiIiIiIiIiIhh4cKF5MqVi127djFz5kymTZvGp59+CsCtW7eYMGECBw4cYPXq1Zw+fZqQkJB0bYwcOZLw8HD27NlDrly56NKli3EuKSmJpk2bsnXrVvbv30/jxo0JDg4mISEBgJUrV1KsWDHGjx/PuXPnOHfu3BO576zQtCARERERERERMXh4eDB9+nRMJhO+vr4cOnSI6dOn0717d4skiZeXF7NmzaJatWokJSXh6OhonJs4cSJ169YFYPjw4TRr1ozk5GTs7OyoUKECFSpUMOpOmDCBVatW8fXXX9O3b1/y5cuHtbW1MTrmWaCRKyIiIiIiIiJiqFGjhjEVB+D555/n2LFjpKSksHfvXoKDgylevDhOTk5GAiVt1EmagIAA433hwoUBjOlDSUlJDB48GD8/P1xdXXF0dCQuLi5dG88SJVcEeLrnromIiIiIiEjOS05OJigoCGdnZyIjI9m9ezerVq0C4ObNmxZ1c+fObbxPS9SkpqYCMHjwYFatWsWkSZP44YcfiI2Nxd/fP10bzxJNC5JMuXnzJjY2NjkdhoiIiIiIiDwmO3futDj+6aef8PHx4ejRo1y4cIHJkyfj4eEBwJ49ezLdfkxMDCEhIbRu3Rq4M5Ll9OnTFnVsbGxISUl5tBvIARq58i+xceNGXnjhBVxdXcmfPz/NmzfnxIkTAERHR2Mymbh06ZJRPzY2FpPJxOnTp4mOjqZz585cvnzZWIk5LCwMuLO3+IQJE+jYsSPOzs706NEDgB9//JHatWtjb2+Ph4cH/fv359q1a0b7H374IT4+PtjZ2VGoUCFeeeWV+8Z+48YNrly5YvESERERERGRnJGQkMCgQYOIj49n6dKlzJ49mwEDBlC8eHFsbGyYPXs2J0+e5Ouvv2bChAmZbt/Hx4eVK1cSGxvLgQMHeP31141RLWk8PT35/vvv+e233/jzzz+z69Yem0dOrly6dIlvv/2Wzz//nEWLFlm85Mm7du0agwYNYs+ePWzduhUrKytat26d7gt6LzVr1mTGjBk4OzsbKzEPHjzYOD916lQqVKjA/v37GT16NCdOnKBx48a8/PLLHDx4kOXLl/Pjjz/St29f4E7msn///owfP574+Hg2btxInTp17tv/u+++i4uLi/FKy4CKiIiIiIjIk9exY0f+/vtvqlevTp8+fRgwYAA9evTAzc2NiIgIvvzyS8qWLcvkyZOZOnVqptufNm0aefPmpWbNmgQHBxMUFETlypUt6owfP57Tp0/j7e2Nm5tbdt3aY2Myp21WnQlr166lffv2JCUl4ezsbLHQjclk4q+//srWICXz/vzzT9zc3Dh06BB//vkn9erV4+LFi8a6KrGxsVSqVIlTp07h6elJREQEoaGhFqNb4E62sFKlSsY8OoBu3bphbW3NJ598YpT9+OOP1K1bl2vXrrF+/Xo6d+7Mr7/+ipOT00NjvXHjBjdu3DCOr1y5goeHB3U/Gk4ue9usPQiR/4AtncJyOgQRERGRx+LKlSu4uLhw+fJlnJ2dczqcDEtOTubUqVOULFkSOzu7nA5HsiCjn+UjjVx566236NKlC0lJSVy6dImLFy8aLyVWcsaxY8do164dXl5eODs74+npCaRfsflRVK1a1eL4wIEDRERE4OjoaLyCgoJITU3l1KlTNGrUiBIlSuDl5UWHDh2IjIzk+vXr923f1tYWZ2dni5eIiIiIiIjIs+KRkiu//fYb/fv3x8HBIbvjkUcUHBzMX3/9xbx589i5c6exANHNmzexsrrzMf9zkNKtW7cy3HaePHksjpOSkujZsyexsbHG68CBAxw7dgxvb2+cnJzYt28fS5cupXDhwowZM4YKFSqkGxUjIiIiIiIi8m/wSLsFBQUFsWfPHry8vLI7HnkEFy5cID4+nnnz5lG7dm3gzjSdNGnz086dO0fevHmBO9OC/ikzKzFXrlyZI0eOUKpUqfvWyZUrFw0bNqRhw4aMHTsWV1dXtm3bxksvvZSZWxMRERERERF56j1ScqVZs2YMGTKEI0eO4O/vb7F/NUCLFi2yJTjJmLx585I/f37mzp1L4cKFSUhIYPjw4cb5UqVK4eHhQVhYGBMnTuSXX34hPDzcog1PT0+SkpLYunUrFSpUwMHB4b4jk4YNG0aNGjXo27cv3bp1I0+ePBw5coTNmzczZ84cvvnmG06ePEmdOnXImzcv69evJzU1FV9f38f6HERERERERERywiMlV7p37w7cWb33biaT6Znai/rfwMrKimXLltG/f3/Kly+Pr68vs2bNIjAwEIDcuXOzdOlSevXqRUBAANWqVeOdd97h1VdfNdqoWbMmb775Jm3btuXChQuMHTvW2I75bgEBAXz33XeMHDmS2rVrYzab8fb2pm3btgC4urqycuVKwsLCSE5OxsfHh6VLl1KuXLnH/ShEREREREREnrhH2i1I5HFKWxFcuwWJZIx2CxIREZF/K+0WJDntse4WJCIiIiIiIiIidzxycuW7774jODiYUqVKUapUKVq0aMEPP/yQnbGJiIiIiIiIiDz1Him58vnnn9OwYUMcHBzo378//fv3x97engYNGrBkyZLsjlFERERERERE5Kn1SAvaTpw4kffee4+BAwcaZf3792fatGlMmDCB119/PdsCFBEREREREZGnU3R0NPXq1ePixYu4urrmdDg55pGSKydPniQ4ODhdeYsWLXj77bezHJSIiIiIiIjIv81Xc//3RPt7pYf7E+3vv+yRpgV5eHiwdevWdOVbtmzBw8Mjy0GJiIiIiIiIiDwrHim58tZbb9G/f3969erF4sWLWbx4MW+++SahoaEMHjw4u2MUERERERERkScgMDCQfv36ERoaSt68eSlUqBDz5s3j2rVrdO7cGScnJ0qVKsWGDRssrouJiSEgIAA7Oztq1KjB4cOHLc6vWLGCcuXKYWtri6enJ+Hh4ca58ePHU758+XSxVKxYkdGjRwOQmprK+PHjKVasGLa2tlSsWJGNGzc+hifwaB4pudKrVy+WLVvGoUOHCA0NJTQ0lMOHD7N8+XJ69uyZ3TGKiIiIiIiIyBOycOFCChQowK5du+jXrx+9evXi1VdfpWbNmuzbt48XX3yRDh06cP36deOaIUOGEB4ezu7du3FzcyM4OJhbt24BsHfvXtq0acNrr73GoUOHCAsLY/To0URERADQpUsX4uLi2L17t9He/v37OXjwIJ07dwZg5syZhIeHM3XqVA4ePEhQUBAtWrTg2LFjT+7BPIDJbDabczoIkX+6cuUKLi4uXL58GWdn55wOR0REREREcsiz+tsgOTmZU6dOUbJkSezs7IzyZ2HNlcDAQFJSUvjhhx8ASElJwcXFhZdeeolFixYB8L///Y/ChQuzY8cOkpOTqVevHsuWLaNt27YA/PXXXxQrVoyIiAjatGlD+/bt+eOPP/j222+NfoYOHcq6dev4+eefAWjatCmenp58+OGHwJ1Ncw4dOkRUVBQARYsWpU+fPhbrvFavXp1q1arxwQcfPMLTyZj7fZZ3e6SRKyIiIiIiIiLy7xQQEGC8t7a2Jn/+/Pj7+xtlhQoVAiAxMdEoe/755433+fLlw9fXl7i4OADi4uKoVauWRR+1atXi2LFjpKSkANC9e3eWLl1KcnIyN2/eZMmSJXTp0gW4k2T7/fff79lGWh85LcO7BeXLl49ffvmFAgUKkDdvXkwm033r/vXXX9kSnIiIiIiIiIg8Wblz57Y4NplMFmVp+YDU1NRs6zM4OBhbW1tWrVqFjY0Nt27d4pVXXsm29h+3DCdXpk+fjpOTEwAzZsx4XPGIiIiIiIiIyDPmp59+onjx4gBcvHiRX375BT8/PwD8/PyIiYmxqB8TE0Pp0qWxtrYGIFeuXHTq1IkFCxZgY2PDa6+9hr29PQDOzs4UKVKEmJgY6tata9FG9erVn8TtPVSGkyudOnW653sRERERERER+W8bP348+fPnp1ChQowcOZICBQrQqlUr4M6Ow9WqVWPChAm0bduWHTt2MGfOHGN9lTTdunUzEjJ3J2OGDBnC2LFj8fb2pmLFiixYsIDY2FgiIyOfyP09TIaTK/905cqVe5abTCZsbW2xsbHJUlAiIiIiIiIi8uyYPHkyAwYM4NixY1SsWJG1a9cauYHKlSvzxRdfMGbMGCZMmEDhwoUZP348ISEhFm34+PhQs2ZN/vrrL5577jmLc/379+fy5cu89dZbJCYmUrZsWb7++mt8fHye1C0+0CPtFmRlZfXANVeKFStGSEgIY8eOxcpKa+ZK5jyrK4KLiIiIiEj2elZ/G2R0hxmxZDab8fHxoXfv3gwaNCinwwEy/lk+0siViIgIRo4cSUhIiDG/adeuXSxcuJBRo0bxxx9/MHXqVGxtbS22SRIRERERERERudsff/zBsmXL+N///kfnzp1zOpxMe6TkysKFCwkPD6dNmzZGWXBwMP7+/nzyySds3bqV4sWLM3HiRCVX5JG1+vwzcv3/BYxEngXfdn4zp0MQEREREXkmFSxYkAIFCjB37lzy5s2b0+Fk2iMlV7Zv387HH3+crrxSpUrs2LEDgBdeeIGEhISsRSciIiIiIiIi/3qPsGLJU+WRFkTx8PDgs88+S1f+2Wef4eHhAcCFCxeeyWyTiIiIiIiIiEhmPNLIlalTp/Lqq6+yYcMGqlWrBsCePXs4evQoX331FQC7d++mbdu22RepiIiIiIiIiMhT6JGSKy1atODo0aN88skn/PLLLwA0adKE1atX4+npCUCvXr2yLUgRERERERERkafVIyVXAEqWLMnkyZOzMxYRERERERERkWfOI625AvDDDz/wxhtvULNmTX777TcAFi9ezI8//phtwYmIiIiIiIiIPO0eKbmyYsUKgoKCsLe3Z9++fdy4cQOAy5cvM2nSpGwNUERERERERETkafZIyZV33nmHjz/+mHnz5pE7d26jvFatWuzbty/bghMREREREREReVzCwsKoWLFiltt5pDVX4uPjqVOnTrpyFxcXLl26lNWYRERERERERP51fhlx9on2V/pdjyfa37No8ODB9OvXL8vtPNLIFXd3d44fP56u/Mcff8TLyyvLQf1bBAYGEhoa+sT7za7M28OcPn0ak8lEbGzsY+9LREREREREnrybN2/mdAiPlaOjI/nz589yO4+UXOnevTsDBgxg586dmEwmfv/9dyIjI3nrrbe0BbOIiIiIiIjIMyowMJC+ffsSGhpKgQIFCAoKYtq0afj7+5MnTx48PDzo3bs3SUlJxjURERG4urryzTff4Ovri4ODA6+88grXr19n4cKFeHp6kjdvXvr3709KSopx3eLFi6latSpOTk64u7vz+uuvk5iYaJwPCQnBZDKle0VHR2fo+ujoaEwmE1u3bqVq1ao4ODhQs2ZN4uPjjTrZNTjhkZIrw4cP5/XXX6dBgwYkJSVRp04dunXrRq9evejWrVuWgxIRERERERGRnLFw4UJsbGyIiYnh448/xsrKilmzZvHzzz+zcOFCtm3bxtChQy2uuX79OrNmzWLZsmVs3LiR6OhoWrduzfr161m/fj2LFy/mk08+4auvvjKuuXXrFhMmTODAgQOsXr2a06dPExISYpyfOXMm586dM14DBgygYMGClClTJkPXpxk5ciTh4eHs2bOHXLly0aVLl2x/Zo+UXDGZTIwcOZK//vqLw4cP89NPP/HHH3/g4uJCyZIlszvGZ9rt27fp27cvLi4uFChQgNGjR2M2m4HsybIBTJ48mUKFCuHk5ETXrl1JTk62OH+v6UmtWrWy+NJ5enoyadIkunTpgpOTE8WLF2fu3LkW1+zatYtKlSphZ2dH1apV2b9/v8X5tGzlP61evRqTyZSZRyYiIiIiIiI5yMfHh/feew9fX198fX0JDQ2lXr16eHp6Ur9+fd555x2++OILi2tu3brFRx99RKVKlahTpw6vvPIKP/74I5999hlly5alefPm1KtXj6ioKOOaLl260KRJE7y8vKhRowazZs1iw4YNxqgYFxcX3N3dcXd3Z/v27XzyySesXLkSd3f3DF2fZuLEidStW5eyZcsyfPhwtm/fnu53c1ZlKrly48YNRowYQdWqValVqxbr16+nbNmy/Pzzz/j6+jJz5kwGDhyYrQE+6xYuXEiuXLnYtWsXM2fOZNq0aXz66adA9mTZvvjiC8LCwpg0aRJ79uyhcOHCfPjhh48Ua3h4uJE06d27N7169TISOUlJSTRv3pyyZcuyd+9ewsLCGDx48CP1c7cbN25w5coVi5eIiIiIiIjkjCpVqlgcb9myhQYNGlC0aFGcnJzo0KEDFy5c4Pr160YdBwcHvL29jeNChQrh6emJo6OjRdk/BxTs3buX4OBgihcvjpOTE3Xr1gUgISHBov/9+/fToUMH5syZQ61atTJ9fUBAgPG+cOHCABZxZIdMJVfGjBnDRx99hKenJ6dOneLVV1+lR48eTJ8+nfDwcE6dOsWwYcOyNcBnnYeHB9OnT8fX15f27dvTr18/pk+fDmRPlm3GjBl07dqVrl274uvryzvvvEPZsmUfKdamTZvSu3dvSpUqxbBhwyhQoICRVVyyZAmpqal89tlnlCtXjubNmzNkyJAsPJn/8+677+Li4mK8PDy0orWIiIiIiEhOyZMnj/H+9OnTNG/enICAAFasWMHevXv54IMPAMvFbnPnzm3RhslkumdZamoqANeuXSMoKAhnZ2ciIyPZvXs3q1atStfu//73P1q0aEG3bt3o2rWrUZ7R6++OLW1mRVoc2SVTyZUvv/ySRYsW8dVXX/Htt9+SkpLC7du3OXDgAK+99hrW1tbZGty/QY0aNSymxTz//PMcO3aMlJSUbMmyxcXF8dxzz1nUf/755x8p1n/2YzKZcHd3t+gnICAAOzu7LPdztxEjRnD58mXjdfbsk92eTERERERERO5t7969pKamEh4eTo0aNShdujS///57lts9evQoFy5cYPLkydSuXZsyZcqkG02SnJxMy5YtKVOmDNOmTcv09U9SrsxU/vXXX43hQeXLl8fW1paBAwdqTY1HkJycTFBQEEFBQURGRuLm5kZCQgJBQUHZnmWzsrIy1nlJc+vWrXT1HpRVzM5+7mZra4utrW2G+xERERE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", 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" ] @@ -1751,13 +1754,13 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 49, "id": "a2124712-e13b-403c-96ec-e6d6f1fc15a7", "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", "text/plain": [ "
" ] @@ -1768,7 +1771,7 @@ ], "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", + "middlenames_by_sex_region = df_simple.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", @@ -1790,16 +1793,392 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 52, "id": "554a486f-6159-44af-a364-3dfb02dab33f", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- Top 10 Firstname vs Surname Crossovers ---\n", + "first_name surname\n", + "jean ilunga 708\n", + " ngoyi 521\n", + " kasongo 514\n", + "rachel kavira 430\n", + "jean mbuyi 424\n", + "justin kambale 396\n", + "jean ntumba 393\n", + " ngoy 391\n", + "neema kavira 382\n", + "esther kavira 382\n", + "dtype: int64\n", + "\n", + "\n" + ] + } + ], + "source": [ + "# Crossover 1: Firstname vs Surname\n", + "crossover_firstname_surname = df_simple.groupby(['first_name', 'surname']).size().sort_values(ascending=False).head(10)\n", + "print(\"--- Top 10 Firstname vs Surname Crossovers ---\")\n", + "print(crossover_firstname_surname)\n", + "print(\"\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "id": "b850b301-6073-45f2-a015-e76d915a138f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- Top 10 Firstname vs Surname Crossovers by Sex ---\n", + "\n", + "SEX: f\n", + " rachel kavira — 428\n", + " neema kavira — 382\n", + " esther kavira — 381\n", + "\n", + "SEX: m\n", + " jean ilunga — 707\n", + " jean ngoyi — 521\n", + " jean kasongo — 513\n", + " jean mbuyi — 424\n", + " justin kambale — 396\n", + " jean ntumba — 393\n", + " jean ngoy — 388\n" + ] + } + ], + "source": [ + "# Crossover: Firstname vs Surname vs Sex\n", + "crossover_fname_sname_sex = df_simple.groupby(['sex', 'first_name', 'surname']).size().reset_index(name='count')\n", + "crossover_fname_sname_sex = crossover_fname_sname_sex.sort_values('count', ascending=False).head(10)\n", + "\n", + "print(\"--- Top 10 Firstname vs Surname Crossovers by Sex ---\")\n", + "for sex, group in crossover_fname_sname_sex.groupby('sex'):\n", + " print(f\"\\nSEX: {sex}\")\n", + " for _, row in group.iterrows():\n", + " print(f\" {row['first_name']} {row['surname']} — {row['count']}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "id": "ffb67b85-4877-450e-9585-dd0d5fe6a0f3", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# frequency of joint appearance\n", + "top_firstnames = df_simple['first_name'].value_counts().head(10).index\n", + "top_surnames = df_simple['surname'].value_counts().head(10).index\n", + "\n", + "filtered_df = df_simple[\n", + " df_simple['first_name'].isin(top_firstnames) &\n", + " df_simple['surname'].isin(top_surnames)\n", + "]\n", + "\n", + "cooccurrence = filtered_df.groupby(['first_name', 'surname']).size().unstack(fill_value=0)\n", + "\n", + "#heatmap\n", + "plt.figure(figsize=(12, 10))\n", + "sns.heatmap(cooccurrence, annot=True, fmt='d', cmap='Blues')\n", + "plt.title('Heatmap of First Name vs Surname Cooccurrence')\n", + "plt.xlabel('Surname')\n", + "plt.ylabel('First Name')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "id": "6b9549ca-4c4e-4e9a-b1fd-2c49d96bdd2a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- Top 10 Firstname vs Middle Name Crossovers ---\n", + "first_name middle_name\n", + "jean ilunga 493\n", + " ngoyi 474\n", + "kasongo wa 459\n", + "ilunga wa 449\n", + "jean kasongo 397\n", + "ngoy ngoy 365\n", + "jean ntumba 361\n", + "pierre jean 341\n", + "paul jean 329\n", + "ngoy wa 322\n", + "dtype: int64\n", + "\n", + "\n" + ] + } + ], + "source": [ + "# Crossover 2: Firstname vs Middle Name\n", + "crossover_firstname_middlename = df_simple.groupby(['first_name', 'middle_name']).size().sort_values(ascending=False).head(10)\n", + "print(\"--- Top 10 Firstname vs Middle Name Crossovers ---\")\n", + "print(crossover_firstname_middlename)\n", + "print(\"\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "id": "f3bd5598-4f9e-4c95-a725-a1fd65f363b6", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# frequency of joint appearance\n", + "top_middlenames = df_simple['middle_name'].value_counts().head(10).index\n", + "\n", + "filtered_df = df_simple[\n", + " df_simple['first_name'].isin(top_firstnames) &\n", + " df_simple['middle_name'].isin(top_middlenames)\n", + "]\n", + "\n", + "cooccurrence = filtered_df.groupby(['first_name', 'middle_name']).size().unstack(fill_value=0)\n", + "\n", + "plt.figure(figsize=(12, 10))\n", + "sns.heatmap(cooccurrence, annot=True, fmt='d', cmap='Greens')\n", + "plt.title('Heatmap of First Name vs Middle Name Cooccurrence')\n", + "plt.xlabel('Middle Name')\n", + "plt.ylabel('First Name')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "392da663-488c-4844-99ae-0f995d323824", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- Top 10 Firstname vs Middle Name Crossovers by Sex ---\n", + "\n", + "SEX: m\n", + " jean ilunga — 491\n", + " jean ngoyi — 474\n", + " jean kasongo — 396\n", + " jean ntumba — 357\n", + " pierre jean — 337\n", + " kasongo wa — 337\n", + " paul jean — 328\n", + " jean mutombo — 321\n", + " jean kazadi — 312\n", + " ilunga wa — 295\n" + ] + } + ], + "source": [ + "# Crossover: Firstname vs Middle Name vs Sex\n", + "crossover_fname_middlename_sex = df_simple.groupby(['sex', 'first_name', 'middle_name']).size().reset_index(name='count')\n", + "crossover_fname_middlename_sex = crossover_fname_middlename_sex.sort_values('count', ascending=False).head(10)\n", + "\n", + "print(\"--- Top 10 Firstname vs Middle Name Crossovers by Sex ---\")\n", + "for sex, group in crossover_fname_middlename_sex.groupby('sex'):\n", + " print(f\"\\nSEX: {sex}\")\n", + " for _, row in group.iterrows():\n", + " print(f\" {row['first_name']} {row['middle_name']} — {row['count']}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "id": "a94a4b97-e62e-443c-8557-9136f4efc991", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- Top 10 Surname vs Middle Name Crossovers ---\n", + "surname middle_name\n", + "ilunga ilunga 1173\n", + " ngoy 964\n", + "ngoyi ngoyi 885\n", + "kabange numbi 830\n", + "ngoy mwilambwe 707\n", + "kazadi kazadi 663\n", + "ilunga kasongo 633\n", + "kasongo ilunga 597\n", + "ntumba ntumba 585\n", + "kasongo ngoy 575\n", + "dtype: int64\n", + "\n", + "\n" + ] + } + ], + "source": [ + "# Crossover 3: Surname vs Middle Name\n", + "print(\"--- Top 10 Surname vs Middle Name Crossovers ---\")\n", + "crossover_surname_middlename = df_simple.groupby(['surname', 'middle_name']).size().sort_values(ascending=False).head(10)\n", + "print(crossover_surname_middlename)\n", + "print(\"\\n\")" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "a9f9cec3-8285-48c4-b493-44c30f9200ad", + "metadata": {}, + "outputs": [ + { + "data": { + 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omn6YF3sdEps2gLouAAlg0wZQUQNiwmU2IWk0AJLRf0My8A+gwQ+AhD3rqexSiJ4rvXv3RkhICKpWrZrvdVNSUpCSkiLTppqaBnU1xekGmJGRAc9NB1C/RiXYVDIX279rUQ/lTQxgaqSHWw9isXzrYdx//BxrfsrsGq2tqY7N80fAdfFWbNiReQ9pJQtjbJwzBCrKPHF9SsyzXQ55NjWEqaEebj2MxfIth3D/8TOs+clJZv0py/1x/PwNJKemoXUjO8wf931x70KJkJGRgUW/70R9+6qwsS6f5/WevXoDI33Z3kMqysrQ19XC81e8+Cksz14kQFVVBXqfFAnKGenj+YsE+QSl4DKP6V2ob18lX8c0ADj9rxXsq1nCQFcbl2/cw4rN+/D05RvMGMnzx6cyMgR4+v6D+rYVYWOVeQFf16YCNNXVsMzvOCb3bw1BELBi23FIMwQ8S0gU13Xq3Aj2lc2hr6OJy7ceYaV/MJ69SsRPzu0/93Jl1tcezxKJBD6LxmOcx0Y0+P5HKEkkMDLQwcb5Y/JVpClrAv8Jxo1bUdjpm/Ntmh/buf8Qqla2Qv06NYshstJFR1sL9WrVwHqfAFSpVBHGRgYIPHoS4RG3YFUxc8yP5o4N0KFlU1Qob4aYR7FY+ftWjHSbiwCvpVDmdXM2QtwN4Ign8Coa0C6XOQZL37UQtjgDae8hBLpD0mUulMYGQpCmA+nJEPb/DLx+/GEb4buAp7eB5DdA+VqQNBsFaJeDcHKdHPesrOGYK4pEIYora9euRZ8+ffDvv/+idu3aUP3k/sgJEyZ8dl1PT0/Mmyc7UNWcsX3hPq5fkcT6NTy89iMqOh5+i0bLtPft8OF+W5tK5jAx1MMQ9z8QHfsCVhblkJyShtnrdsGhRiUsc/sB0gwBPvv+xegFm7Fj6ThoqCtOAUkReHjtQ9TDOPh5jpFp79vxw2CgNtbmMDHUxZA5H/Kc5aeh32Fcv7Z48OQ5Vmw9jMXegXAf3aO4wi8xPNZtR9SDJ9i2bIq8QyEqFB7rtyPq4RNsW+b25YU/MaRXW/F328oVoKqqDPc1/pgy5H+81/8THpsOISrmGfw8nMU2Iz1trHLrhXl/HMKfh0KhJJGgS7OasK9sDslHg/S5fPfh1k3bSmZQVVHG3I0H4TagNdRUFeJSRmF4rN+BqIex2LZsUr7WEwQBHut3oJyBLvx+mQR1dVXsPHIGY+Z6YcfqqTDlrW/ZxMY/xcIV6+C95pdsPSo+lZycggNHjmPssJwHuKUv+2WOG2YuWo2W3V2grKwEe5uq6NquBa7fugMA6Nq+hbisbVVr2FarjPZ9RiD0cgSafNSbk/7z4PyH35/fgxAXCcmwvzJ7qFwPhKTJMEBdBxk7JwHvXwPVmmeOufKXK/DiXuZ6l/6S3YY0HZK2U4HTXoA0rVh3h0gRKMQVib+/P/755x9oaGggJCRE5oJKIpHkWlyZMWMG3NxkL4hV7x0qsljza77XPpy4cBNbF46EuXHuFyZ1bCwBANFxmR/6D/wbjsdPE+C/eAyUlDLv4Fo6uR++cfLAsdAb6NqcbxRZ5nvtw4mwm9i6aFQe8pzZvTkrz1lMDHVhYqiLKhVNoa+jhUEzf8OYvm1gyvvMRR7rtyMk9Br+XOoGc5P83ZpmYqiHl6/fyrSlS6V4/TYJxobMcWExKWeAtLR0vHn7Tqb3youXr2HMcW2yyTymI/DnL5Nhblzw2y3r2FojXZqBR/EvZZ7UUtbN33QYJy5FYeu8wTAvJ/v/3qxuVfyzZjxevUmCsrIS9LQ10HzESliaff7vUad6BaRLM/D42WuZJw+VdR7r//rveJ6Y7+P53JXbCAmNQOhfS6Dz33ggNav1w5nLt7A36DyfgJWD65FRePEyAb0Gf/jyTCrNQNjla/DbsRfXTh0Se0wcPn4Syckp6NGFva2+llVFC/y5fjGS3icj8V0STI2NMHn2EliWN89xecsK5jA00MPDR09YXMmLlETgVQwkBhUg6JeHxOF7ZGwZDLx4kDn/+V2gQh1I6vWEcGx5ztuIuwGJsgoEPXPgVUzOyxCVYgpRXJk1axbmzZuHn376SSwi5JW6ujrU1dVl2jIU4JYgQRCwYON+BJ2/gc3zR6CimdEX17l5/wkAiAOvJqekQaIkkSk2Kf03LQhC0QRewoh5PncdmxeM/Ko85yRDyLyXPy0tvXACLeEEQcD8DX8h6Ew4tiyZjIrm+R9MuZ5dZbxJfI+IqGjUqp5Z4DoXfgsZgoA6NawLOeKyq6ZtVaiqqODsxavo2KoJAOBe9GM8iX+GejU5mG0W8Zg+ewVbFk/6qmM6JzfvPYKSkgTl9D9/filLBEHAAu8jCAq9hc1znVAxl/HCDPUybz05F3EfL968Q5uGn3/8780HcZm3rejxdhUg63jegaCzV7Fl8YSvOp6zxiKTSGSvwyQSCTJ4zZGjbxo54G//jTJtMzyWooq1FUYM7idzK8qu/YfQpkUTGBkaFHOUpY+Wpga0NDXw+k0iTp2/jKljXXJcLu7pcyS8fgvTcl++NiQAqpqAQQUIkf8AKv899e7T//2MjNwf/WtSHUKGFEh6VXRxkiw+ilmhKERxJTU1Ff369ct3YUWReXjtQ+DJK1g7wwnamup49irzG3tdLQ1oqKsiOvYFDvwbjpYNasBAVwu3HsRisXcgGtpXhq115r2jTetWw9LNh+DhtQ+DujRFhiBg4+4QKCspoXGtKrm9fJnh8fs+BJ4Mx9qZgz+f55PhaNnANjPPD+OweNMBNKz5Ic8nLtzEi9eJqFWtIrQ11BAV8xTLfA+ivl0lVMhDsaYs8FgXgAMhF7BuzqjMPL98DQDQ1daExn9doZ+9fI3nr94g+skzAMDtB0+grakOC1MjGOhqo6qVBZo3tMec1X6Y69of6elSzN/wF7q0bMAnBX3kXdJ7RD+OE6cfxcYjMuo+9HV1UN7cBAlv3iI2/jmePs8cmf9+dOa9z8ZGBjApZwhdHW18/11bLFnjA309HehoaWHBqo2oV8uWTwr6iMf67QU+pi9H3sPVWw/gWMcG2poaCL95D55eu9CtdWOOUfEfj02HEXgqAmun9YW2ppo4joquljo0/vsiZHdwOKpUMIaRnhbCbz/GIt9/4NzVUeyRcvn2I1yNegzHmtbQ1lRD+O1HWLz5KLo1r5VtkPiyymP9XzgQchHr5oyAtqYGnr3MHMdKV1vjo+P5TQ7HswYsTA1hoKsNhxqVoaejhZ+Wb8W4AZ2grqaGHUfO4HH8C7RqxDFCcqKjrQWbqrKD32tpasBAX0+m/WHMY4RdvgavVQuLO8RS5d9zlwAIqGxVAQ8fxWLpOh9UqVQRvb5rh3dJ77HO2x8dWjWFcTlDxDyOw9J1PrCqaIFvHevLO3SFJGk+FsK908DbeEDbGJImQzKLJ7eCgJRECK8eQdJ2KoST64Hk10DV5kClhhD2/pS5AYuagLk9EHMJSEsCLGpB0nI8cPNoZi8YojJIIihAF4jJkyfDxMQEM2fOLJTtZdzYXSjbKQi7njNybF/k2hs92zRA7PMETFv5F6Ki4/A+JQ3mxvpo51gTY/q0ho6Whrj86fAorN9+DFHR8VBSksCucnlMHNgB9WwVYOR+BaiU2vX4Kcf2Ra690bNtQ8Q+S8C0VdsRFR2P98mpH/Lct42Y5/PX7mLVn0dwN+YpUtPTYW5sgPbf1MSIXq2gpyAX7hJ1+d42U6Pz2BzbF7k5oVf7zN4Ra/48gHV+B3NdJuHtO8xfvx3B569BSSJBh2YOmDWmD7Q1NbKtJxe6FvKOAOcvRcB5wuxs7T06t8biWROw++BxzFy0Jtv8cUP6wXXYDwCAlJRULFnrg8CgU0hNS8O3jethzpRRivN4yjdP5B0BanQZl2P7osmDPjqmA7FuWw7H9H/LXL8TDY9123HvUTxS09JR0awc/temMYb0aqMQ460IibHyDgF2fRfk2L5obDf0bJXZTX+533HsDbmC14nvUd7UAD+0rw/nro5ir83r92LhsSlzwPfUNCkqmhrgfy1qw+U7R4UYb0WiI//bv2p0cc2xfdHkgejVPnO8mjV/HsS6bdlvm/54mWu3o7Fqy9+IiIpGenoGqlUyx7j+ndBCAYorEmM7eYeQJ06j3VDDphpmuX1431yxfhP2HwrC8X1+Cv9FopD+Xt4hfNahY/9ixYYtiHv2HAZ6umjfqikmj3KCro42klNSMG76QkTevoe3ie9gYmyEZo0dMHHkQBgbKch73yeELcPl+vqSLu5AhbqAhh7wPgF4cg3C6Y3A6//eow0qQvLtKKB8bUBNE0h4DOFiABD5T+Z8UxtI2kwGDK0ynyL0OhZC5JHMcVgUaLwVpckn5R1C0XodLe8I8k9fAT7HFhGFKK5MmDABW7ZsQd26dVGnTp1sA9quWLEiX9tThOJKmaAAxZWyQt7FlTJDAYorZYICFFfKAkUorpQFilBcKQtKSnGlpFPk4kppI+/iSlnB4ooCKsXFFfl/5QPg2rVrcHBwAABERETIzJPwAzwRERERERHRJ/hZWZEoRHElODhY3iEQEREREREREX0Vxb7xk4iIiIiIiIhIwSlEz5XWrVvnevvP8ePHizEaIiIiIiIiIgXHITQUikIUV+rVqycznZaWhvDwcERERMDZ2Vk+QRERERERERER5YFCFFdWrlyZY/vcuXORmMjnpBMRERERERGR4lLoMVcGDRoEb29veYdBRERERERERPRZCtFz5XPOnj0LDQ0NeYdBREREREREpGA45ooiUYjiSq9evWSmBUFAbGwsLly4gNmzZ8spKiIiIiIiIiKiL1OI4oqenp7M04KUlJRga2sLDw8PdOjQQY6RERERERERERHlTiGKK76+vvIOgYiIiIiIiKjk4KOYFYpCDGhbpUoVvHjxIlt7QkICqlSpIoeIiIiIiIiIiIjyRiGKKw8ePIBUKs3WnpKSgsePH8shIiIiIiIiIiKivJHrbUH79+8Xfz9y5Aj09fXFaalUimPHjsHa2loOkRERERERERER5Y1ciys9evQAAEgkEjg7O8vMU1VVhbW1NZYvXy6HyIiIiIiIiIgUGcdcUSRyLa5kZGQAACpXroywsDAYGxvLMxwiIiIiIiIionxTiKcF3b9/H8eOHcOxY8fw9OlTseiSxdvbW06RERERERERERHlTiGKKx4eHpg3bx4aNmwICwsLSPhIKSIiIiIiIiIqIRSiuLJhwwb4+vrCyclJ3qEQERERERERKT72SVAoCvEo5tTUVDRt2lTeYRARERERERER5ZtCFFeGDx+Obdu2yTsMIiIiIiIiIqJ8U4jbgpKTk+Hl5YWgoCDUqVMHqqqqMvNXrFghp8iIiIiIiIiIFBHvC1IkClFcuXr1KurVqwcAiIiIkJnHwW2JiIiIiIiISJEpRHElODhY3iEQEREREREREX0VhRhzhYiIiIiIiIiopFKInitERERERERElA8cQkOhsOcKEREREREREVEBsLhCRERERERERFQAvC2IiIiIiIiIqMThbUGKhD1XiIiIiIiIiIgKgMUVIiIiIiIiIqICYHGFiIiIiIiIiKgAOOYKERERERERUUnDRzErFPZcISIiIiIiIiIqABZXiIiIiIiIiIgKgMUVIiIiIiIiohJHUgJ/8m/dunWwtraGhoYGHB0dERoa+lXbKWosrhARERERERGRwtm+fTvc3Nzg7u6OS5cuoW7duujYsSOePn0q79CyYXGFiIiIiIiIiBTOihUrMGLECAwZMgT29vb47bffoKWlBW9vb3mHlg2LK0RERERERERU5FJSUvDmzRuZn5SUlByXTU1NxcWLF9GuXTuxTUlJCe3atcPZs2eLK+Q8K5WPYlay7yXvEPIlJSUFnp6emDFjBtTV1eUdTqnFPBcf5rp4lNg8m9jLO4J8Kal5LmkPZyypeS5pmOfiUVLzzPNG8ZFMPinvEPKlJOe6VNMylncE+eY5dy7mzZsn0+bu7o65c+dmW/b58+eQSqUwMzOTaTczM8PNmzeLMsyvIhEEQZB3EGXdmzdvoK+vj9evX0NPT0/e4ZRazHPxYa6LB/NcPJjn4sE8Fw/muXgwz8WDeS4+zDUVlpSUlGw9VdTV1XMs2j158gQVKlTAmTNn0KRJE7F92rRpOHHiBM6fP1/k8eZHqey5QkRERERERESK5XOFlJwYGxtDWVkZ8fHxMu3x8fEwNzcvivAKhGOuEBEREREREZFCUVNTQ4MGDXDs2DGxLSMjA8eOHZPpyaIo2HOFiIiIiIiIiBSOm5sbnJ2d0bBhQzRu3BirVq3Cu3fvMGTIEHmHlg2LKwpAXV0d7u7uHByqiDHPxYe5Lh7Mc/FgnosH81w8mOfiwTwXD+a5+DDXJC/9+vXDs2fPMGfOHMTFxaFevXo4fPhwtkFuFQEHtCUiIiIiIiIiKgCOuUJEREREREREVAAsrhARERERERERFQCLK0REREREREREBcDiyldq1aoVJk2aBACwtrbGqlWr5BpPafFxXvMrJCQEEokECQkJhRpTWVHcuS/I6ymy0rpfJYmi/Q0+/f/w9fWFgYGBXGOSl7lz56JevXrF/rouLi7o0aOHOK1ox0hJJJFIsHfvXnmHQVRgZfmcXBR4PU5lGZ8W9JV2794NVVVVeYdBREQlTL9+/dClSxd5h1Gmlcb38Llz52Lv3r0IDw+XdyhEJUpZOCdLJBLs2bNHpshMRIWPxZWvZGRkJO8QiIioBNLU1ISmpqa8wyjT+B5ORFl4TiaiwsLbgr7S57oUP3jwABKJROabo4SEBEgkEoSEhAD40F3u2LFjaNiwIbS0tNC0aVPcunVLZlsLFiyAqakpdHV1MXz4cPz0008y3anDwsLQvn17GBsbQ19fHy1btsSlS5eKYG/lJzAwEPr6+vDz88PWrVvRsGFD6OrqwtzcHAMGDMDTp0+zrXP69GnUqVMHGhoa+OabbxARESEz/9SpU2jevDk0NTVhaWmJCRMm4N27dwAADw8P1KpVK9s269Wrh9mzZwMoG3kHvi73WV68eIH+/fujQoUK0NLSQu3ateHv75/r6+X3NUqK/OTx1atXGDhwIExMTKCpqYnq1avDx8dHnH/t2jW0adMGmpqaKFeuHEaOHInExERxftatD8uWLYOFhQXKlSuHcePGIS0tTVwmNjYWXbt2haamJipXroxt27Zlu7UxOjoa3bt3h46ODvT09NC3b1/Ex8cXbaKKUH7+Bi4uLpBIJNl+ss7feTlODx48CBsbG2hqaqJ169Z48OCBzPyS0gW9VatWcHV1xaRJk2BoaAgzMzNs3LgR7969w5AhQ6Crq4tq1arh0KFDAHLer71790IikXz2Ne7evYsqVapg/PjxEAQBKSkpmDp1KipUqABtbW04OjqKuf/4NY4cOQI7Ozvo6OigU6dOiI2NFZeRSqVwc3ODgYEBypUrh2nTpkEQhGz7Js/bggo7t76+vpg3bx6uXLkiHrO+vr4Avvz/nHWrlre3N6ysrKCjo4OxY8dCKpXil19+gbm5OUxNTbFw4cJs+xEbG4vOnTtDU1MTVapUwc6dO2Xmf+mcpehatWqFCRMmYNq0aTAyMoK5uTnmzp0rzr958ya+/fZbaGhowN7eHkFBQdlul8otBydPnoSqqiri4uJkXnfSpElo3rx5ceyi3ClCjkvKOTk3ueXR2toaANCzZ09IJBJx+tPbJYHMvLRq1Upmu/k5V30st+vxr7lOJCoJWFyRo1mzZmH58uW4cOECVFRUMHToUHGen58fFi5ciCVLluDixYuwsrLChg0bZNZ/+/YtnJ2dcerUKZw7dw7Vq1dHly5d8Pbt2+LelSKxbds29O/fH35+fhg4cCDS0tIwf/58XLlyBXv37sWDBw/g4uKSbb0ff/wRy5cvR1hYGExMTNCtWzfxw+Xdu3fRqVMnfP/997h69Sq2b9+OU6dOYfz48QCAoUOHIjIyEmFhYeL2Ll++jKtXr2LIkCEASn/ega/PfZbk5GQ0aNAAgYGBiIiIwMiRI+Hk5ITQ0NDPrpPf1ygJ8pvH2bNn48aNGzh06BAiIyOxYcMGGBsbAwDevXuHjh07wtDQEGFhYdixYweCgoLEYzdLcHAw7t69i+DgYGzevBm+vr7ihywAGDx4MJ48eYKQkBDs2rULXl5eMsWBjIwMdO/eHS9fvsSJEydw9OhR3Lt3D/369SvSXBWV/P4NVq9ejdjYWPFn4sSJMDU1RY0aNQB8+TiNiYlBr1690K1bN4SHh4uF8ZJq8+bNMDY2RmhoKFxdXTFmzBj06dMHTZs2xaVLl9ChQwc4OTkhKSkp39u+evUqvv32WwwYMABr166FRCLB+PHjcfbsWQQEBODq1avo06cPOnXqhKioKHG9pKQkLFu2DFu3bsXJkycRHR2NqVOnivOXL18OX19feHt749SpU3j58iX27NlTKPkoTIWZ2379+mHKlCmoWbOmeOz269cvz//Pd+/exaFDh3D48GH4+/tj06ZN6Nq1Kx49eoQTJ05gyZIl+Pnnn3H+/HmZ9WbPno3vv/8eV65cwcCBA/HDDz8gMjISQN7PWYpu8+bN0NbWxvnz5/HLL7/Aw8MDR48ehVQqRY8ePaClpYXz58/Dy8sLs2bNkln3Szlo0aIFqlSpgq1bt4rrpKWlwc/PT+aasLRjjgvH5/KYdU3r4+OD2NhYmWvcvG73a85VuV2Pf811IlGJINBXadmypTBx4kRBEAShUqVKwsqVKwVBEIT79+8LAITLly+Ly7569UoAIAQHBwuCIAjBwcECACEoKEhcJjAwUAAgvH//XhAEQXB0dBTGjRsn85rNmjUT6tat+9mYpFKpoKurK/z9998F3j95ycrr2rVrBX19fSEkJOSzy4aFhQkAhLdv3wqC8CGvAQEB4jIvXrwQNDU1he3btwuCIAjDhg0TRo4cKbOdf//9V1BSUhJz37lzZ2HMmDHifFdXV6FVq1afjaM05F0QCif3r169+uw6Xbt2FaZMmZLt9fL6GiVFQfLYrVs3YciQITku6+XlJRgaGgqJiYliW2BgoKCkpCTExcUJgiAIzs7OQqVKlYT09HRxmT59+gj9+vUTBEEQIiMjBQBCWFiYOD8qKkoAIJ7D/vnnH0FZWVmIjo4Wl7l+/boAQAgNDc1nNuSjIH+Dj+3atUvQ0NAQTp06lef1Z8yYIdjb28ssM336dJn/Dx8fH0FfXz//O1bMWrZsKXz77bfidHp6uqCtrS04OTmJbbGxsQIA4ezZsznu1549e4SPLzXc3d2FunXrCqdPnxYMDQ2FZcuWifMePnwoKCsrC48fP5bZRtu2bYUZM2YIgpCZOwDCnTt3xPnr1q0TzMzMxGkLCwvhl19+EafT0tKEihUrCt27d5fZt9zOP0WtKHP7sbz8P7u7uwtaWlrCmzdvxGU6duwoWFtbC1KpVGyztbUVPD09xWkAwujRo2Vez9HRUXz/zMs5S9F9+ncSBEFo1KiRMH36dOHQoUOCioqKEBsbK847evSoAEDYs2ePIAh5y8GSJUsEOzs7cf6uXbsEHR0dmXVKM0XIcUk5J+cmtzwKgiCTsyzOzs4y50VBEISJEycKLVu2/Ox2v3SuEoS8XY/n5NPrRKKSiD1X5KhOnTri7xYWFgAgfoN869YtNG7cWGb5T6fj4+MxYsQIVK9eHfr6+tDT00NiYiKio6OLOPKitXPnTkyePBlHjx5Fy5YtxfaLFy+iW7dusLKygq6urjjv0/1t0qSJ+LuRkRFsbW3Fb9KuXLkCX19f6OjoiD8dO3ZERkYG7t+/DwAYMWIE/P39kZycjNTUVGzbtk3m243Smneg4LnPIpVKMX/+fNSuXRtGRkbQ0dHBkSNHcs1Rfl9DkX1tHseMGYOAgADUq1cP06ZNw5kzZ8R1IyMjUbduXWhra4ttzZo1Q0ZGhswthTVr1oSysrI4bWFhIXNeUVFRQf369cX51apVg6GhoczrWFpawtLSUmyzt7eHgYGB+H9UEhT0WL58+TKcnJywdu1aNGvWLM/rR0ZGwtHRUWZbH5+TSpqP36eUlZVRrlw51K5dW2wzMzMDgHzdwhcdHY327dtjzpw5mDJlith+7do1SKVS2NjYyJyjT5w4gbt374rLaWlpoWrVquL0x8f469evERsbK/M3UFFRQcOGDfOx18WjKHL7qbz+P1tbW0NXV1fmte3t7aGkpCTT9mksnx7bTZo0Ebeb13OWovv47wR8ON5u3boFS0tLmJubi/M+vU7LSw5cXFxw584dnDt3DkDmLSp9+/aVWae0Y44Lx+fyWJjbzc+5Krfr8a+5TiQqCVhcKWRZFyLCR/d3fzzewcc+flJB1n3TGRkZeX4tZ2dnhIeHY/Xq1Thz5gzCw8NRrlw5pKamfk3oCsPBwQEmJibw9vYW85jV7VNPTw9+fn4ICwsTu3nnZ38TExMxatQohIeHiz9XrlxBVFSUeLHerVs3qKurY8+ePfj777+RlpaG3r17i9sorXkHCi/3S5cuxerVqzF9+nQEBwcjPDwcHTt2/OzyhfX3VRRfm8fOnTvj4cOHmDx5Mp48eYK2bdvK3O6QF58+AUUikeTrvFJaFORYjouLw//+9z8MHz4cw4YNE9tL23GaFzkdT59771JSUso2tklO738mJiZo3Lgx/P398ebNG7E9MTERysrKuHjxosw5OjIyEqtXr841pk9ftyQoitwWVSxZbWXxXFLUeTA1NUW3bt3g4+OD+Ph4HDp0qNTdrvIlzHHhyG8e83peyc+5Kq/ye51IVFKwuFLITExMAEBmcL2veSyira1ttnsiP50+ffo0JkyYgC5duqBmzZpQV1fH8+fP8x+0gqlatSqCg4Oxb98+uLq6Asgc0OzFixdYvHgxmjdvjho1any2Gp/1zQSQOUDo7du3YWdnBwCoX78+bty4gWrVqmX7UVNTA5D5LaezszN8fHzg4+ODH374QWYU+dKad6Dguc9y+vRpdO/eHYMGDULdunVRpUoV3L59+7PLf81rKLKC5NHExATOzs74888/sWrVKnh5eQEA7OzscOXKFXHwZSAzz0pKSrC1tc1TXLa2tkhPT8fly5fFtjt37uDVq1fitJ2dHWJiYhATEyO23bhxAwkJCbC3t89fIuToa/8GycnJ6N69O2rUqIEVK1bIzMvL+nZ2dtnuGf/4nFSamZiY4O3btzLHaE7vf5qamjhw4AA0NDTQsWNHcbwqBwcHSKVSPH36NNv5+eNvrnOjr68PCwsLmbFB0tPTcfHixYLtnJzlJbdqamqQSqUybUX9//zpsX3u3Dnx/bYwzlmKzNbWFjExMTKDA396nZbXHAwfPhzbt2+Hl5cXqlatKtNbrixjjguPqqpqtvODiYmJzOcV4Os+s3xObtfj+b1OJCopWFwpZJqamvjmm2+wePFiREZG4sSJE/j555/zvR1XV1ds2rQJmzdvRlRUFBYsWICrV6/KPHWhevXq2Lp1KyIjI3H+/HkMHDiw1DxKzsbGBsHBwdi1axcmTZoEKysrqKmpYc2aNbh37x7279+P+fPn57iuh4cHjh07hoiICLi4uMDY2FgcDX369Ok4c+YMxo8fj/DwcERFRWHfvn3ZBtgbPnw4jh8/jsOHD2f7dqM05x0oWO6zVK9eHUePHsWZM2cQGRmJUaNG5fq0ma95DUX3NXmcM2cO9u3bhzt37uD69es4cOCAeCEycOBAaGhowNnZGREREQgODoarqyucnJzELrlfUqNGDbRr1w4jR45EaGgoLl++jJEjR0JTU1M8t7Rr1w61a9fGwIEDcenSJYSGhmLw4MFo2bKlQt5akZuv+RuMGjUKMTEx+PXXX/Hs2TPExcUhLi4OqampeVp/9OjRiIqKwo8//ohbt25h27ZtMgMKl2aOjo7Q0tLCzJkzcffu3Vz3XVtbG4GBgVBRUUHnzp2RmJgIGxsbDBw4EIMHD8bu3btx//59hIaGwtPTE4GBgXmOY+LEiVi8eDH27t2LmzdvYuzYsUhISCicnZSTvOTW2toa9+/fR3h4OJ4/f46UlJQi/3/esWMHvL29cfv2bbi7uyM0NFR8Py2Mc5Yia9++PapWrQpnZ2dcvXoVp0+fFq/3ss6nec1BVo+4BQsWiIPnE3NcmKytrXHs2DHExcWJX6i0adMGFy5cwJYtWxAVFQV3d/dsT9gsiNyux/N7nUhUUrC4UgS8vb2Rnp6OBg0aYNKkSViwYEG+tzFw4EDMmDEDU6dORf369XH//n24uLhAQ0NDXGbTpk149eoV6tevDycnJ0yYMAGmpqaFuStyZWtri+PHj8Pf3x+LFy+Gr68vduzYAXt7eyxevBjLli3Lcb3Fixdj4sSJaNCgAeLi4vD333+LvVLq1KmDEydO4Pbt22jevDkcHBwwZ84clC9fXmYb1atXR9OmTVGjRo1s4yeU9rwDX5/7LD///DPq16+Pjh07olWrVjA3N8/2uL+PmZiY5Ps1SoL85lFNTQ0zZsxAnTp10KJFCygrKyMgIABA5jgTR44cwcuXL9GoUSP07t0bbdu2xdq1a/MV05YtW2BmZoYWLVqgZ8+eGDFiBHR1dcVzi0Qiwb59+2BoaIgWLVqgXbt2qFKlCrZv3144SSlm+f0bnDhxArGxsbC3t4eFhYX4c+bMmTwdp1ZWVti1axf27t2LunXr4rfffsOiRYuKc5flxsjICH/++ScOHjwoPlbz40eqfkpHRweHDh2CIAjo2rUr3r17Bx8fHwwePBhTpkyBra0tevTogbCwMFhZWeU5jilTpsDJyQnOzs5o0qQJdHV10bNnz0LYQ/nJS26///57dOrUCa1bt4aJiQn8/f2L/P953rx5CAgIQJ06dbBlyxb4+/uLPWIK65ylqJSVlbF3714kJiaiUaNGGD58uPgkm6zzaV5zoKSkBBcXF0ilUgwePLjY90VRMceFZ/ny5Th69CgsLS3h4OAAILPgNHv2bEybNg2NGjXC27dvCzU3uV2P5/c6kaikkAgl8UblMqp9+/YwNzeXeZwcFQ1BEFC9enWMHTsWbm5u8g6HqMg8evQIlpaWCAoKQtu2beUdDhFRiXX69Gl8++23uHPnjsygy3kxbNgwPHv2DPv37y+i6EoH5piIFJmKvAOgnCUlJeG3335Dx44doaysDH9/fwQFBeHo0aPyDq3Ue/bsGQICAhAXF1cmu45S6Xb8+HEkJiaidu3aiI2NxbRp02BtbY0WLVrIOzQiohJlz5490NHRQfXq1XHnzh1MnDgRzZo1y9eH/tevX+PatWvYtm0bP/TngDkmopKExRUFJZFIcPDgQSxcuBDJycmwtbXFrl270K5dO3mHVuqZmprC2NgYXl5eMo+oJSoN0tLSMHPmTNy7dw+6urpo2rQp/Pz8sj0NgIiIcvf27VtMnz4d0dHRMDY2Rrt27bB8+fJ8baN79+4IDQ3F6NGj0b59+yKKtORijomoJOFtQUREREREREREBcABbYmIiIiIiIiICoDFFSIiIiIiIiKiAmBxhYiIiIiIiIioAFhcISIiIiIiIiIqABZXiIiIiIiIiIgKgMUVIiKiQtaqVStMmjQp12Wsra2xatWqXJeRSCTYu3cvAODBgweQSCQIDw8vlBiJiIiIqPCwuEJERPQFLi4ukEgkGD16dLZ548aNg0QigYuLi9i2e/duzJ8/vxgjzJuQkBBIJBLUrFkTUqlUZp6BgQF8fX3lExgRERFRCcfiChERUR5YWloiICAA79+/F9uSk5Oxbds2WFlZySxrZGQEXV3d4g4xz+7du4ctW7bIOwwiIiKiUoPFFSIiojyoX78+LC0tsXv3brFt9+7dsLKygoODg8yyn94W9PTpU3Tr1g2ampqoXLky/Pz8sm0/KioKLVq0gIaGBuzt7XH06NEvxhQREYHOnTtDR0cHZmZmcHJywvPnz7+4nqurK9zd3ZGSkvLZZVasWIHatWtDW1sblpaWGDt2LBITE8X5vr6+MDAwwIEDB2BrawstLS307t0bSUlJ2Lx5M6ytrWFoaIgJEybI9JJJSUnB1KlTUaFCBWhra8PR0REhISFfjJmIiIhIkbG4QkRElEdDhw6Fj4+POO3t7Y0hQ4Z8cT0XFxfExMQgODgYO3fuxPr16/H06VNxfkZGBnr16gU1NTWcP38ev/32G6ZPn57rNhMSEtCmTRs4ODjgwoULOHz4MOLj49G3b98vxjNp0iSkp6djzZo1n11GSUkJv/76K65fv47Nmzfj+PHjmDZtmswySUlJ+PXXXxEQEIDDhw8jJCQEPXv2xMGDB3Hw4EFs3boVv//+O3bu3CmuM378eJw9exYBAQG4evUq+vTpg06dOiEqKuqLcRMREREpKhV5B0BERFRSDBo0CDNmzMDDhw8BAKdPn0ZAQECuPS9u376NQ4cOITQ0FI0aNQIAbNq0CXZ2duIyQUFBuHnzJo4cOYLy5csDABYtWoTOnTt/drtr166Fg4MDFi1aJLZ5e3vD0tISt2/fho2NzWfX1dLSgru7O2bOnIkRI0ZAX18/2zIf97yxtrbGggULMHr0aKxfv15sT0tLw4YNG1C1alUAQO/evbF161bEx8dDR0cH9vb2aN26NYKDg9GvXz9ER0fDx8cH0dHR4n5OnToVhw8fho+Pj8y+EBEREZUkLK4QERHlkYmJCbp27QpfX18IgoCuXbvC2Ng413UiIyOhoqKCBg0aiG01atSAgYGBzDKWlpZiwQEAmjRpkut2r1y5guDgYOjo6GSbd/fu3VyLKwAwbNgwLF++HEuWLMmxqBEUFARPT0/cvHkTb968QXp6OpKTk5GUlAQtLS0AmUWarMIKAJiZmcHa2lomJjMzM7GXzrVr1yCVSrPFlpKSgnLlyuUaLxEREZEiY3GFiIgoH4YOHYrx48cDANatWye3OBITE9GtWzcsWbIk2zwLC4svrq+iooKFCxfCxcVF3J8sDx48wHfffYcxY8Zg4cKFMDIywqlTpzBs2DCkpqaKxRVVVVWZ9SQSSY5tGRkZYszKysq4ePEilJW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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# frequency of joint appearance\n", + "top_surnames = df_simple['surname'].value_counts().head(10).index \n", + "top_middlenames = df_simple['middle_name'].value_counts().head(10).index\n", + "filtered_df = df_simple[\n", + " df_simple['surname'].isin(top_surnames) &\n", + " df_simple['middle_name'].isin(top_middlenames)\n", + "]\n", + "\n", + "cooccurrence = filtered_df.groupby(['surname', 'middle_name']).size().unstack(fill_value=0)\n", + "\n", + "plt.figure(figsize=(12, 10))\n", + "sns.heatmap(cooccurrence, annot=True, fmt='d', cmap='Oranges')\n", + "plt.title('Heatmap of Surname vs Middle Name Cooccurrence')\n", + "plt.xlabel('Middle Name')\n", + "plt.ylabel('Surname')\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "id": "131a63b8-7ed7-462a-976c-9f19c8e6c03a", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "--- Top 10 Surname vs Middle Name Crossovers by Sex ---\n", + "\n", + "SEX: m\n", + " ilunga ilunga — 1095\n", + " ngoyi ngoyi — 752\n", + " kazadi kazadi — 626\n", + " kabange numbi — 587\n", + " ilunga ngoy — 583\n", + " mutombo mutombo — 538\n", + " ngoy mwilambwe — 528\n", + " mukendi mukendi — 512\n", + " kasongo kasongo — 492\n", + " kabeya kabeya — 489\n" + ] + } + ], + "source": [ + "# Crossover: Surname vs Middle Name vs Sex\n", + "crossover_surname_middlename_sex = df_simple.groupby(['sex', 'surname', 'middle_name']).size().reset_index(name='count')\n", + "crossover_surname_middlename_sex = crossover_surname_middlename_sex.sort_values('count', ascending=False).head(10)\n", + "\n", + "print(\"--- Top 10 Surname vs Middle Name Crossovers by Sex ---\")\n", + "for sex, group in crossover_surname_middlename_sex.groupby('sex'):\n", + " print(f\"\\nSEX: {sex}\")\n", + " for _, row in group.iterrows():\n", + " print(f\" {row['surname']} {row['middle_name']} — {row['count']}\")" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "7f2d51ad-5a73-409f-8c74-8b47c5adbdd0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Calculate the length of first names, surnames, and middle names\n", + "df['firstname_length'] = df_simple['first_name'].str.len()\n", + "df['surname_length'] = df_simple['surname'].str.len()\n", + "df['middlename_length'] = df_simple['middle_name'].str.len()\n", + "\n", + "fig, axes = plt.subplots(1, 3, figsize=(18, 6))\n", + "\n", + "# Histogram for firstname length\n", + "sns.histplot(df['firstname_length'], kde=True, ax=axes[0], color='skyblue')\n", + "axes[0].set_title('Distribution of First Name Length')\n", + "axes[0].set_xlabel('Number of Letters')\n", + "axes[0].set_ylabel('Frequency')\n", + "\n", + "# Histogram for surname length\n", + "sns.histplot(df['surname_length'], kde=True, ax=axes[1], color='lightgreen')\n", + "axes[1].set_title('Distribution of Surname Length')\n", + "axes[1].set_xlabel('Number of Letters')\n", + "axes[1].set_ylabel('Frequency')\n", + "\n", + "# Histogram for middle name length\n", + "sns.histplot(df['middlename_length'], kde=True, ax=axes[2], color='salmon')\n", + "axes[2].set_title('Distribution of Middle Name Length')\n", + "axes[2].set_xlabel('Number of Letters')\n", + "axes[2].set_ylabel('Frequency')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] } ], "metadata": { "kernelspec": { - "display_name": ".venv", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" },