2201 lines
1.2 MiB
Plaintext
2201 lines
1.2 MiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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"id": "c93a55c8",
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"metadata": {
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"ExecuteTime": {
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"end_time": "2025-07-03T10:13:26.569404Z",
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"start_time": "2025-07-03T10:13:04.404599Z"
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}
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},
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"outputs": [],
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"source": [
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"import pandas as pd\n",
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"import matplotlib.pyplot as plt\n",
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"import seaborn as sns\n",
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"import sys\n",
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"import os\n",
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"import importlib\n",
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"\n",
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"sys.path.append(os.path.abspath(\"..\"))\n",
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"import misc\n",
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"importlib.reload(misc)\n",
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"from misc import load_csv_dataset"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"id": "c0b00261",
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"metadata": {},
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"outputs": [
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{
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"name": "stderr",
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"output_type": "stream",
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"text": [
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">> Loading CSV dataset from names_featured.csv\n",
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">> Detected fieldnames: ['name', 'sex', 'region', 'year', 'words', 'length', 'probable_native', 'probable_surname', 'identified_category', 'identified_name', 'identified_surname', 'annotated', 'province']\n",
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">> Successfully loaded with UTF-8 encoding\n"
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]
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}
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],
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"source": [
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"df = pd.DataFrame(load_csv_dataset(\"names_featured.csv\"))"
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]
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},
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{
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"cell_type": "markdown",
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"id": "c5aee565",
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"metadata": {},
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"source": [
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"## Breakdown by major province"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"id": "27f6bcd2-f1de-419a-8d56-e29064934e2f",
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"metadata": {},
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"outputs": [
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 700x700 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"provinces = df['province'].value_counts()\n",
|
|
"plt.figure(figsize=(7, 7))\n",
|
|
"plt.pie(provinces, labels=provinces.index, autopct='%1.1f%%', startangle=140)\n",
|
|
"plt.axis('equal')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 4,
|
|
"id": "d51f3bee-d2a1-46a0-9e0b-af10c1ca7cb4",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x500 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"plt.figure(figsize=(10, 5))\n",
|
|
"provinces.plot(kind='bar', color='skyblue')\n",
|
|
"plt.xlabel(\"Province\")\n",
|
|
"plt.ylabel(\"Persons\")\n",
|
|
"plt.xticks(rotation=45)\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 16,
|
|
"id": "0374f8ee",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2025-07-03T10:13:53.107207Z",
|
|
"start_time": "2025-07-03T10:13:30.265456Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>name</th>\n",
|
|
" <th>surname</th>\n",
|
|
" <th>middle_name</th>\n",
|
|
" <th>first_name</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>epenge djongesongo jonas</td>\n",
|
|
" <td>epenge</td>\n",
|
|
" <td>djongesongo</td>\n",
|
|
" <td>jonas</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>eyongoyongo shako michel</td>\n",
|
|
" <td>eyongoyongo</td>\n",
|
|
" <td>shako</td>\n",
|
|
" <td>michel</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>okawonga ongondjo alphonse</td>\n",
|
|
" <td>okawonga</td>\n",
|
|
" <td>ongondjo</td>\n",
|
|
" <td>alphonse</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>ombala lokolo nathals</td>\n",
|
|
" <td>ombala</td>\n",
|
|
" <td>lokolo</td>\n",
|
|
" <td>nathals</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>shongo matete albert</td>\n",
|
|
" <td>shongo</td>\n",
|
|
" <td>matete</td>\n",
|
|
" <td>albert</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" name surname middle_name first_name\n",
|
|
"0 epenge djongesongo jonas epenge djongesongo jonas\n",
|
|
"1 eyongoyongo shako michel eyongoyongo shako michel\n",
|
|
"2 okawonga ongondjo alphonse okawonga ongondjo alphonse\n",
|
|
"3 ombala lokolo nathals ombala lokolo nathals\n",
|
|
"4 shongo matete albert shongo matete albert"
|
|
]
|
|
},
|
|
"execution_count": 16,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"#breakdown of names into surname, middle name and first name\n",
|
|
"#retrieve all rows whose name is identified as simple, and delete rows whose identified_name is null or empty\n",
|
|
"\n",
|
|
"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": 17,
|
|
"id": "f2924f79",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2025-07-03T10:14:06.060688Z",
|
|
"start_time": "2025-07-03T10:13:57.540461Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 640x480 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Simple distribution of first names (display of the 10 most popular 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": 18,
|
|
"id": "76979895",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2025-07-03T10:14:13.209239Z",
|
|
"start_time": "2025-07-03T10:14:12.462839Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/html": [
|
|
"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
|
" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
|
" vertical-align: top;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe thead th {\n",
|
|
" text-align: right;\n",
|
|
" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>First name</th>\n",
|
|
" <th>quantity</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>jean</td>\n",
|
|
" <td>62143</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>joseph</td>\n",
|
|
" <td>26678</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>esther</td>\n",
|
|
" <td>24639</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>marie</td>\n",
|
|
" <td>23330</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>grace</td>\n",
|
|
" <td>20964</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>5</th>\n",
|
|
" <td>david</td>\n",
|
|
" <td>20909</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>6</th>\n",
|
|
" <td>dorcas</td>\n",
|
|
" <td>20840</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>7</th>\n",
|
|
" <td>ruth</td>\n",
|
|
" <td>20633</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>8</th>\n",
|
|
" <td>patrick</td>\n",
|
|
" <td>20209</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>9</th>\n",
|
|
" <td>sarah</td>\n",
|
|
" <td>20190</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" 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": 18,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"firstnames = df_simple['first_name'].value_counts()\n",
|
|
"df_firstnames = firstnames.reset_index()\n",
|
|
"df_firstnames.columns = ['First name', 'quantity']\n",
|
|
"df_firstnames.head(10)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 19,
|
|
"id": "5022f136-3174-406d-acf0-dee379969213",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2025-07-03T10:14:20.920229Z",
|
|
"start_time": "2025-07-03T10:14:18.776729Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
">> Total number of first names registered : 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_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_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",
|
|
"print(f\">> Number of all-female first names : {len(female_firstnames)}\")\n",
|
|
"neutral_firstnames = firstnames_by_sex[(firstnames_by_sex['m'] > 0) & (firstnames_by_sex['f'] > 0)]\n",
|
|
"print(f\">> Number of all-neutral first names : {len(neutral_firstnames)}\")\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 20,
|
|
"id": "cfeec858-ad7e-4173-9262-a7d6e08a31d9",
|
|
"metadata": {
|
|
"ExecuteTime": {
|
|
"end_time": "2025-07-03T10:14:25.256143Z",
|
|
"start_time": "2025-07-03T10:14:25.149415Z"
|
|
}
|
|
},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# data for graphic interpretation \n",
|
|
"labels = ['Male', 'Female', 'Neutral']\n",
|
|
"values = [len(male_firstnames), len(female_firstnames), len(neutral_firstnames)]\n",
|
|
"\n",
|
|
"# circular\n",
|
|
"plt.figure(figsize=(6,6))\n",
|
|
"plt.pie(values, labels=labels, autopct='%1.1f%%', startangle=140, colors=['skyblue', 'lightgreen', 'lightgray'])\n",
|
|
"plt.title(\"Distribution of first names by sex\")\n",
|
|
"plt.axis('equal')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"id": "f94818e6-7c91-4f33-8070-0ec2cb8c0063",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Histogram\n",
|
|
"plt.figure(figsize=(6,4))\n",
|
|
"plt.bar(labels, values, color=['skyblue', 'lightpink', 'lightgray'])\n",
|
|
"plt.title(\"Distribution of first names by sex\")\n",
|
|
"plt.ylabel(\"Number of first names\")\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"id": "66e7aa9c-34ee-4a3b-aa6e-806eee980df4",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
">> Number of distinct regions: 12\n",
|
|
"Number of unique first names per region\n"
|
|
]
|
|
},
|
|
{
|
|
"data": {
|
|
"text/html": [
|
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"<div>\n",
|
|
"<style scoped>\n",
|
|
" .dataframe tbody tr th:only-of-type {\n",
|
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" vertical-align: middle;\n",
|
|
" }\n",
|
|
"\n",
|
|
" .dataframe tbody tr th {\n",
|
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" vertical-align: top;\n",
|
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" }\n",
|
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"\n",
|
|
" .dataframe thead th {\n",
|
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" text-align: right;\n",
|
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" }\n",
|
|
"</style>\n",
|
|
"<table border=\"1\" class=\"dataframe\">\n",
|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>Region</th>\n",
|
|
" <th>Unique first names</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>kinshasa</td>\n",
|
|
" <td>75509</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>bandundu</td>\n",
|
|
" <td>43309</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>katanga</td>\n",
|
|
" <td>37932</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>autres</td>\n",
|
|
" <td>31487</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>nord-kivu</td>\n",
|
|
" <td>27300</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>5</th>\n",
|
|
" <td>equateur</td>\n",
|
|
" <td>25389</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>6</th>\n",
|
|
" <td>bas-congo</td>\n",
|
|
" <td>24154</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>7</th>\n",
|
|
" <td>sud-kivu</td>\n",
|
|
" <td>23834</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>8</th>\n",
|
|
" <td>province-orientale</td>\n",
|
|
" <td>18356</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>9</th>\n",
|
|
" <td>kasaï-oriental</td>\n",
|
|
" <td>15906</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>10</th>\n",
|
|
" <td>kasaï-occidental</td>\n",
|
|
" <td>12365</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>11</th>\n",
|
|
" <td>maniema</td>\n",
|
|
" <td>11949</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" Region Unique first names\n",
|
|
"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": 22,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Count of unique first names per region (province)\n",
|
|
"distinct_regions = df_simple['province'].nunique()\n",
|
|
"print(f\">> Number of distinct regions: {distinct_regions}\")\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",
|
|
"df_firstnames_region.columns = ['Region', 'Unique first names']\n",
|
|
"df_firstnames_region.head(12)\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"id": "b4a18bad-bd59-4909-81ac-705767675dd8",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"AUTRES\n",
|
|
" jean 3626\n",
|
|
" patrick 2202\n",
|
|
" tresor 1965\n",
|
|
"\n",
|
|
"BANDUNDU\n",
|
|
" jean 4946\n",
|
|
" joel 1583\n",
|
|
" marie 1163\n",
|
|
"\n",
|
|
"BAS-CONGO\n",
|
|
" jean 3380\n",
|
|
" joseph 2090\n",
|
|
" marie 1803\n",
|
|
"\n",
|
|
"EQUATEUR\n",
|
|
" jean 8194\n",
|
|
" joseph 3095\n",
|
|
" marie 2318\n",
|
|
"\n",
|
|
"KASAÏ-OCCIDENTAL\n",
|
|
" jean 10390\n",
|
|
" andre 4787\n",
|
|
" marie 3589\n",
|
|
"\n",
|
|
"KASAÏ-ORIENTAL\n",
|
|
" jean 14205\n",
|
|
" joseph 5192\n",
|
|
" marie 4772\n",
|
|
"\n",
|
|
"KATANGA\n",
|
|
" jean 5300\n",
|
|
" ruth 3185\n",
|
|
" esther 3018\n",
|
|
"\n",
|
|
"KINSHASA\n",
|
|
" ruth 9823\n",
|
|
" dorcas 9801\n",
|
|
" sarah 9696\n",
|
|
"\n",
|
|
"MANIEMA\n",
|
|
" jean 1200\n",
|
|
" joseph 649\n",
|
|
" marie 528\n",
|
|
"\n",
|
|
"NORD-KIVU\n",
|
|
" justin 3301\n",
|
|
" grace 2991\n",
|
|
" moise 2790\n",
|
|
"\n",
|
|
"PROVINCE-ORIENTALE\n",
|
|
" jean 4447\n",
|
|
" joseph 2755\n",
|
|
" moise 2566\n",
|
|
"\n",
|
|
"SUD-KIVU\n",
|
|
" justin 2244\n",
|
|
" christian 1835\n",
|
|
" jean 1762\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# top 3 most popular first names by region\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",
|
|
"for province, group in top3_by_region.groupby('province'):\n",
|
|
" print(f\"{province.upper()}\")\n",
|
|
" for _, row in group.iterrows():\n",
|
|
" print(f\" {row['first_name']:<15} {row['count']}\")\n",
|
|
" print()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 24,
|
|
"id": "18744cca-72f1-4830-affc-e64af824225a",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"AUTRES - Neutral\n",
|
|
" m 26\n",
|
|
" f 4\n",
|
|
"\n",
|
|
"AUTRES - f\n",
|
|
" gracia 1257\n",
|
|
" marie 1031\n",
|
|
" sarah 892\n",
|
|
"\n",
|
|
"AUTRES - m\n",
|
|
" jean 3617\n",
|
|
" patrick 2189\n",
|
|
" tresor 1948\n",
|
|
"\n",
|
|
"BANDUNDU - Neutral\n",
|
|
" m 68\n",
|
|
" f 27\n",
|
|
"\n",
|
|
"BANDUNDU - f\n",
|
|
" marie 1126\n",
|
|
" ruth 1059\n",
|
|
" esther 1053\n",
|
|
"\n",
|
|
"BANDUNDU - m\n",
|
|
" jean 4917\n",
|
|
" joel 1539\n",
|
|
" dieu 1118\n",
|
|
"\n",
|
|
"BAS-CONGO - Neutral\n",
|
|
" f 3\n",
|
|
" m 2\n",
|
|
"\n",
|
|
"BAS-CONGO - f\n",
|
|
" marie 1790\n",
|
|
" dorcas 1377\n",
|
|
" esther 1166\n",
|
|
"\n",
|
|
"BAS-CONGO - m\n",
|
|
" jean 3369\n",
|
|
" joseph 2082\n",
|
|
" andre 1169\n",
|
|
"\n",
|
|
"EQUATEUR - Neutral\n",
|
|
" m 8\n",
|
|
" f 2\n",
|
|
"\n",
|
|
"EQUATEUR - f\n",
|
|
" marie 2277\n",
|
|
" esther 1807\n",
|
|
" ruth 1371\n",
|
|
"\n",
|
|
"EQUATEUR - m\n",
|
|
" jean 8161\n",
|
|
" joseph 3083\n",
|
|
" jeremie 2243\n",
|
|
"\n",
|
|
"KASAÏ-OCCIDENTAL - Neutral\n",
|
|
" m 17\n",
|
|
" f 9\n",
|
|
"\n",
|
|
"KASAÏ-OCCIDENTAL - f\n",
|
|
" marie 3517\n",
|
|
" therese 1594\n",
|
|
" esther 1456\n",
|
|
"\n",
|
|
"KASAÏ-OCCIDENTAL - m\n",
|
|
" jean 10374\n",
|
|
" andre 4782\n",
|
|
" francois 3332\n",
|
|
"\n",
|
|
"KASAÏ-ORIENTAL - Neutral\n",
|
|
" m 14\n",
|
|
" f 1\n",
|
|
"\n",
|
|
"KASAÏ-ORIENTAL - f\n",
|
|
" marie 4713\n",
|
|
" therese 2506\n",
|
|
" rachel 1599\n",
|
|
"\n",
|
|
"KASAÏ-ORIENTAL - m\n",
|
|
" jean 14179\n",
|
|
" joseph 5178\n",
|
|
" andre 4469\n",
|
|
"\n",
|
|
"KATANGA - Neutral\n",
|
|
" m 3\n",
|
|
"\n",
|
|
"KATANGA - f\n",
|
|
" ruth 3171\n",
|
|
" esther 3005\n",
|
|
" sarah 2889\n",
|
|
"\n",
|
|
"KATANGA - m\n",
|
|
" jean 5282\n",
|
|
" daniel 2679\n",
|
|
" gloire 2676\n",
|
|
"\n",
|
|
"KINSHASA - Neutral\n",
|
|
" m 26\n",
|
|
" f 5\n",
|
|
"\n",
|
|
"KINSHASA - f\n",
|
|
" ruth 9756\n",
|
|
" dorcas 9737\n",
|
|
" sarah 9626\n",
|
|
"\n",
|
|
"KINSHASA - m\n",
|
|
" jonathan 8574\n",
|
|
" christian 7770\n",
|
|
" exauce 5838\n",
|
|
"\n",
|
|
"MANIEMA - Neutral\n",
|
|
" f 3\n",
|
|
" m 2\n",
|
|
"\n",
|
|
"MANIEMA - f\n",
|
|
" marie 496\n",
|
|
" esther 217\n",
|
|
" jeanne 216\n",
|
|
"\n",
|
|
"MANIEMA - m\n",
|
|
" jean 1198\n",
|
|
" joseph 646\n",
|
|
" pierre 432\n",
|
|
"\n",
|
|
"NORD-KIVU - Neutral\n",
|
|
" m 15\n",
|
|
" f 4\n",
|
|
"\n",
|
|
"NORD-KIVU - f\n",
|
|
" esther 2681\n",
|
|
" rachel 2384\n",
|
|
" neema 1764\n",
|
|
"\n",
|
|
"NORD-KIVU - m\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 2383\n",
|
|
" marie 1963\n",
|
|
" sarah 1401\n",
|
|
"\n",
|
|
"PROVINCE-ORIENTALE - m\n",
|
|
" jean 4430\n",
|
|
" joseph 2736\n",
|
|
" moise 2557\n",
|
|
"\n",
|
|
"SUD-KIVU - Neutral\n",
|
|
" m 25\n",
|
|
" f 9\n",
|
|
"\n",
|
|
"SUD-KIVU - f\n",
|
|
" esther 1174\n",
|
|
" francine 906\n",
|
|
" esperance 839\n",
|
|
"\n",
|
|
"SUD-KIVU - m\n",
|
|
" justin 2205\n",
|
|
" christian 1817\n",
|
|
" jean 1748\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"#Group by region, gender and first name, then count\n",
|
|
"def determine_sex_category(row):\n",
|
|
" if row['first_name'] in neutral_firstnames:\n",
|
|
" return 'Neutral'\n",
|
|
" return row['sex']\n",
|
|
"\n",
|
|
"df_simple['sex_category'] = df.apply(determine_sex_category, axis=1)\n",
|
|
"\n",
|
|
"# Groupement\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",
|
|
"for (province, sex), group in top3_by_region_sex.groupby(['province', 'sex_category']):\n",
|
|
" print(f\"{province.upper()} - {sex}\")\n",
|
|
" for _, row in group.iterrows():\n",
|
|
" print(f\" {row['first_name']:<15} {row['count']}\")\n",
|
|
" print()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 32,
|
|
"id": "abbaa917-a6ba-45e7-b84d-d27bc104485b",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Top 10 surnames for sex: f\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 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_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",
|
|
"for sex, group in top10_per_sex.groupby('sex'):\n",
|
|
" print(f\"Top 10 surnames for sex: {sex}\")\n",
|
|
" for _, row in group.iterrows():\n",
|
|
" print(f\" {row['surname']:<15} {row['count']}\")\n",
|
|
" print()\n",
|
|
"\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 33,
|
|
"id": "5823f6ff-b4bb-44df-803c-724bf244e885",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"AUTRES\n",
|
|
" ilunga 7135\n",
|
|
" ngoy 5776\n",
|
|
" kasongo 4363\n",
|
|
"\n",
|
|
"BANDUNDU\n",
|
|
" mbo 3479\n",
|
|
" mpia 2408\n",
|
|
" mputu 1777\n",
|
|
"\n",
|
|
"BAS-CONGO\n",
|
|
" nzuzi 3836\n",
|
|
" nlandu 3292\n",
|
|
" matondo 2796\n",
|
|
"\n",
|
|
"EQUATEUR\n",
|
|
" mboyo 1676\n",
|
|
" lokuli 902\n",
|
|
" bolumbu 816\n",
|
|
"\n",
|
|
"KASAÏ-OCCIDENTAL\n",
|
|
" ntumba 4999\n",
|
|
" mbuyi 4114\n",
|
|
" kanku 2805\n",
|
|
"\n",
|
|
"KASAÏ-ORIENTAL\n",
|
|
" ngoyi 7899\n",
|
|
" ilunga 5223\n",
|
|
" mbuyi 4719\n",
|
|
"\n",
|
|
"KATANGA\n",
|
|
" ilunga 15911\n",
|
|
" ngoy 13243\n",
|
|
" kasongo 9776\n",
|
|
"\n",
|
|
"KINSHASA\n",
|
|
" ntumba 4741\n",
|
|
" nsimba 4470\n",
|
|
" matondo 4382\n",
|
|
"\n",
|
|
"MANIEMA\n",
|
|
" amisi 964\n",
|
|
" ramazani 843\n",
|
|
" assani 596\n",
|
|
"\n",
|
|
"NORD-KIVU\n",
|
|
" kambale 17178\n",
|
|
" kavira 17001\n",
|
|
" kasereka 11931\n",
|
|
"\n",
|
|
"PROVINCE-ORIENTALE\n",
|
|
" bahati 1059\n",
|
|
" baraka 867\n",
|
|
" kambale 849\n",
|
|
"\n",
|
|
"SUD-KIVU\n",
|
|
" bahati 2353\n",
|
|
" furaha 1964\n",
|
|
" mugisho 1876\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Grouping surnames by region\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",
|
|
"for province, group in top3_surnames_per_region.groupby('province'):\n",
|
|
" print(f\"{province.upper()}\")\n",
|
|
" for _, row in group.iterrows():\n",
|
|
" print(f\" {row['surname']:<15} {row['count']}\")\n",
|
|
" print()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 34,
|
|
"id": "a15ba0c5-9a4f-4876-93ac-5f4a5a5d50ba",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"AUTRES - f\n",
|
|
" ilunga 1753\n",
|
|
" ngoy 982\n",
|
|
" ngoie 960\n",
|
|
"\n",
|
|
"AUTRES - m\n",
|
|
" ilunga 5382\n",
|
|
" ngoy 4794\n",
|
|
" kasongo 3406\n",
|
|
"\n",
|
|
"BANDUNDU - f\n",
|
|
" mbo 1207\n",
|
|
" mpia 875\n",
|
|
" mputu 658\n",
|
|
"\n",
|
|
"BANDUNDU - m\n",
|
|
" mbo 2272\n",
|
|
" mpia 1533\n",
|
|
" mputu 1119\n",
|
|
"\n",
|
|
"BAS-CONGO - f\n",
|
|
" nzuzi 2054\n",
|
|
" nlandu 1529\n",
|
|
" tsimba 1463\n",
|
|
"\n",
|
|
"BAS-CONGO - m\n",
|
|
" nzuzi 1782\n",
|
|
" nlandu 1763\n",
|
|
" ngoma 1669\n",
|
|
"\n",
|
|
"EQUATEUR - f\n",
|
|
" mboyo 796\n",
|
|
" bolumbu 633\n",
|
|
" amba 466\n",
|
|
"\n",
|
|
"EQUATEUR - m\n",
|
|
" mboyo 880\n",
|
|
" lokuli 715\n",
|
|
" lokwa 456\n",
|
|
"\n",
|
|
"KASAÏ-OCCIDENTAL - f\n",
|
|
" ngalula 2629\n",
|
|
" kapinga 1597\n",
|
|
" ntumba 1536\n",
|
|
"\n",
|
|
"KASAÏ-OCCIDENTAL - m\n",
|
|
" ntumba 3463\n",
|
|
" ngalamulume 2735\n",
|
|
" mbuyi 2666\n",
|
|
"\n",
|
|
"KASAÏ-ORIENTAL - f\n",
|
|
" ntumba 2074\n",
|
|
" mbuyi 2023\n",
|
|
" ngoyi 1705\n",
|
|
"\n",
|
|
"KASAÏ-ORIENTAL - m\n",
|
|
" ngoyi 6194\n",
|
|
" ilunga 4742\n",
|
|
" kazadi 3876\n",
|
|
"\n",
|
|
"KATANGA - f\n",
|
|
" ilunga 5360\n",
|
|
" ngoy 3603\n",
|
|
" kasongo 2886\n",
|
|
"\n",
|
|
"KATANGA - m\n",
|
|
" ilunga 10551\n",
|
|
" ngoy 9640\n",
|
|
" kasongo 6890\n",
|
|
"\n",
|
|
"KINSHASA - f\n",
|
|
" ntumba 3245\n",
|
|
" ngalula 2831\n",
|
|
" kapinga 2663\n",
|
|
"\n",
|
|
"KINSHASA - m\n",
|
|
" ilunga 2030\n",
|
|
" nsimba 1848\n",
|
|
" matondo 1832\n",
|
|
"\n",
|
|
"MANIEMA - f\n",
|
|
" fatuma 206\n",
|
|
" feza 185\n",
|
|
" mangaza 140\n",
|
|
"\n",
|
|
"MANIEMA - m\n",
|
|
" amisi 829\n",
|
|
" ramazani 719\n",
|
|
" assani 511\n",
|
|
"\n",
|
|
"NORD-KIVU - f\n",
|
|
" kavira 16945\n",
|
|
" kavugho 10351\n",
|
|
" kahindo 10016\n",
|
|
"\n",
|
|
"NORD-KIVU - m\n",
|
|
" kambale 17137\n",
|
|
" kasereka 11889\n",
|
|
" muhindo 10482\n",
|
|
"\n",
|
|
"PROVINCE-ORIENTALE - f\n",
|
|
" kavira 817\n",
|
|
" mave 669\n",
|
|
" sifa 568\n",
|
|
"\n",
|
|
"PROVINCE-ORIENTALE - m\n",
|
|
" bahati 851\n",
|
|
" kambale 840\n",
|
|
" baraka 836\n",
|
|
"\n",
|
|
"SUD-KIVU - f\n",
|
|
" furaha 1920\n",
|
|
" neema 1827\n",
|
|
" nabintu 1557\n",
|
|
"\n",
|
|
"SUD-KIVU - m\n",
|
|
" mugisho 1851\n",
|
|
" bahati 1757\n",
|
|
" murhula 1678\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Grouping surnames by region and sex\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",
|
|
"for (province, sex), group in top3_surnames_by_region_sex.groupby(['province', 'sex']):\n",
|
|
" print(f\"{province.upper()} - {sex}\")\n",
|
|
" for _, row in group.iterrows():\n",
|
|
" print(f\" {row['surname']:<15} {row['count']}\")\n",
|
|
" print()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 35,
|
|
"id": "0c216ab9-6db0-4b15-82c0-a5f3f0dc641f",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"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_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",
|
|
"top_common_surnames = common_surnames.sort_values(['province', 'total'], ascending=[True, False])\n",
|
|
"top_common_surnames = top_common_surnames.groupby('province').first().reset_index()\n",
|
|
"\n",
|
|
"for _, row in top_common_surnames.iterrows():\n",
|
|
" print(f\"{row['province'].upper()} → {row['surname']} ({row['m']} M / {row['f']} F) - Total: {row['total']}\")"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 36,
|
|
"id": "497dd072-b4ee-4b2a-8887-db7543969855",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Top 10 middle names for sex: f\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 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_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",
|
|
"for sex, group in top10_middlenames_per_sex.groupby('sex'):\n",
|
|
" print(f\"Top 10 middle names for sex: {sex}\")\n",
|
|
" for _, row in group.iterrows():\n",
|
|
" print(f\" {row['middle_name']:<15} {row['count']}\")\n",
|
|
" print()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 37,
|
|
"id": "78253678-8bcd-4c29-9412-b0b4a5d5268c",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"AUTRES\n",
|
|
" ngoy 3646\n",
|
|
" ilunga 3591\n",
|
|
" kasongo 2761\n",
|
|
"\n",
|
|
"BANDUNDU\n",
|
|
" moke 3243\n",
|
|
" mbo 1634\n",
|
|
" mpia 1444\n",
|
|
"\n",
|
|
"BAS-CONGO\n",
|
|
" ngoma 3570\n",
|
|
" nlandu 2066\n",
|
|
" khonde 1787\n",
|
|
"\n",
|
|
"EQUATEUR\n",
|
|
" mboyo 1226\n",
|
|
" lokuli 1071\n",
|
|
" nkoy 724\n",
|
|
"\n",
|
|
"KASAÏ-OCCIDENTAL\n",
|
|
" ntumba 4552\n",
|
|
" muamba 2830\n",
|
|
" ngalamulume 2329\n",
|
|
"\n",
|
|
"KASAÏ-ORIENTAL\n",
|
|
" ngoyi 8302\n",
|
|
" ilunga 6402\n",
|
|
" kazadi 5260\n",
|
|
"\n",
|
|
"KATANGA\n",
|
|
" ilunga 8185\n",
|
|
" ngoy 8108\n",
|
|
" kasongo 6136\n",
|
|
"\n",
|
|
"KINSHASA\n",
|
|
" matondo 3989\n",
|
|
" ntumba 3289\n",
|
|
" ilunga 3232\n",
|
|
"\n",
|
|
"MANIEMA\n",
|
|
" ramazani 835\n",
|
|
" amisi 625\n",
|
|
" shabani 525\n",
|
|
"\n",
|
|
"NORD-KIVU\n",
|
|
" tsongo 1678\n",
|
|
" bahati 1212\n",
|
|
" mahamba 946\n",
|
|
"\n",
|
|
"PROVINCE-ORIENTALE\n",
|
|
" ramazani 549\n",
|
|
" bahati 476\n",
|
|
" yenga 432\n",
|
|
"\n",
|
|
"SUD-KIVU\n",
|
|
" bisimwa 1658\n",
|
|
" bahati 1633\n",
|
|
" mirindi 1049\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Grouping middle names by region\n",
|
|
"middlenames_by_region = df_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",
|
|
"for province, group in top3_middlenames_per_region.groupby('province'):\n",
|
|
" print(f\"{province.upper()}\")\n",
|
|
" for _, row in group.iterrows():\n",
|
|
" print(f\" {row['middle_name']:<20} {row['count']}\")\n",
|
|
" print() "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 38,
|
|
"id": "1e8697a3-edcb-4d15-a33f-0f3b8a8adcd0",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"AUTRES - f\n",
|
|
" ilunga 1196\n",
|
|
" kasongo 917\n",
|
|
" ngoy 824\n",
|
|
"\n",
|
|
"AUTRES - m\n",
|
|
" ngoy 2822\n",
|
|
" ilunga 2395\n",
|
|
" kasongo 1844\n",
|
|
"\n",
|
|
"BANDUNDU - f\n",
|
|
" mbo 669\n",
|
|
" mpia 590\n",
|
|
" modiri 580\n",
|
|
"\n",
|
|
"BANDUNDU - m\n",
|
|
" moke 2829\n",
|
|
" mbo 965\n",
|
|
" n 894\n",
|
|
"\n",
|
|
"BAS-CONGO - f\n",
|
|
" ngoma 1574\n",
|
|
" nlandu 920\n",
|
|
" khonde 797\n",
|
|
"\n",
|
|
"BAS-CONGO - m\n",
|
|
" ngoma 1996\n",
|
|
" nlandu 1146\n",
|
|
" muanda 999\n",
|
|
"\n",
|
|
"EQUATEUR - f\n",
|
|
" mboyo 462\n",
|
|
" lokuli 362\n",
|
|
" lokwa 219\n",
|
|
"\n",
|
|
"EQUATEUR - m\n",
|
|
" mboyo 764\n",
|
|
" lokuli 709\n",
|
|
" nkoy 509\n",
|
|
"\n",
|
|
"KASAÏ-OCCIDENTAL - f\n",
|
|
" ntumba 1136\n",
|
|
" muamba 679\n",
|
|
" mulumba 597\n",
|
|
"\n",
|
|
"KASAÏ-OCCIDENTAL - m\n",
|
|
" ntumba 3416\n",
|
|
" muamba 2151\n",
|
|
" ngalamulume 1790\n",
|
|
"\n",
|
|
"KASAÏ-ORIENTAL - f\n",
|
|
" ngoyi 2488\n",
|
|
" ilunga 1817\n",
|
|
" kazadi 1522\n",
|
|
"\n",
|
|
"KASAÏ-ORIENTAL - m\n",
|
|
" ngoyi 5814\n",
|
|
" ilunga 4585\n",
|
|
" kazadi 3738\n",
|
|
"\n",
|
|
"KATANGA - f\n",
|
|
" ilunga 3504\n",
|
|
" ngoy 2664\n",
|
|
" kasongo 2578\n",
|
|
"\n",
|
|
"KATANGA - m\n",
|
|
" ngoy 5444\n",
|
|
" ilunga 4681\n",
|
|
" kasongo 3558\n",
|
|
"\n",
|
|
"KINSHASA - f\n",
|
|
" matondo 2325\n",
|
|
" ntumba 1947\n",
|
|
" ilunga 1606\n",
|
|
"\n",
|
|
"KINSHASA - m\n",
|
|
" matondo 1664\n",
|
|
" ilunga 1626\n",
|
|
" kasongo 1539\n",
|
|
"\n",
|
|
"MANIEMA - f\n",
|
|
" fatuma 162\n",
|
|
" feza 153\n",
|
|
" sifa 123\n",
|
|
"\n",
|
|
"MANIEMA - m\n",
|
|
" ramazani 713\n",
|
|
" amisi 523\n",
|
|
" shabani 421\n",
|
|
"\n",
|
|
"NORD-KIVU - f\n",
|
|
" tsongo 739\n",
|
|
" furaha 525\n",
|
|
" bahati 522\n",
|
|
"\n",
|
|
"NORD-KIVU - m\n",
|
|
" tsongo 939\n",
|
|
" bahati 690\n",
|
|
" muhindo 578\n",
|
|
"\n",
|
|
"PROVINCE-ORIENTALE - f\n",
|
|
" mave 406\n",
|
|
" neema 320\n",
|
|
" furaha 265\n",
|
|
"\n",
|
|
"PROVINCE-ORIENTALE - m\n",
|
|
" ramazani 409\n",
|
|
" baraka 300\n",
|
|
" kombozi 290\n",
|
|
"\n",
|
|
"SUD-KIVU - f\n",
|
|
" bisimwa 726\n",
|
|
" bahati 717\n",
|
|
" mirindi 456\n",
|
|
"\n",
|
|
"SUD-KIVU - m\n",
|
|
" bisimwa 932\n",
|
|
" bahati 916\n",
|
|
" mirindi 593\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Grouping middle names by province and sex\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",
|
|
"for (province, sex), group in top3_middlenames_by_province_sex.groupby(['province', 'sex']):\n",
|
|
" print(f\"{province.upper()} - {sex}\")\n",
|
|
" for _, row in group.iterrows():\n",
|
|
" print(f\" {row['middle_name']:<20} {row['count']}\")\n",
|
|
" print()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 30,
|
|
"id": "38a99578-e224-472b-95ac-e2f2510f8347",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"AUTRES\n",
|
|
" ngoy 3646\n",
|
|
" ilunga 3591\n",
|
|
" kasongo 2761\n",
|
|
"\n",
|
|
"BANDUNDU\n",
|
|
" moke 3243\n",
|
|
" mbo 1634\n",
|
|
" mpia 1444\n",
|
|
"\n",
|
|
"BAS-CONGO\n",
|
|
" ngoma 3570\n",
|
|
" nlandu 2066\n",
|
|
" khonde 1787\n",
|
|
"\n",
|
|
"EQUATEUR\n",
|
|
" mboyo 1226\n",
|
|
" lokuli 1071\n",
|
|
" nkoy 724\n",
|
|
"\n",
|
|
"KASAÏ-OCCIDENTAL\n",
|
|
" ntumba 4552\n",
|
|
" muamba 2830\n",
|
|
" ngalamulume 2329\n",
|
|
"\n",
|
|
"KASAÏ-ORIENTAL\n",
|
|
" ngoyi 8302\n",
|
|
" ilunga 6402\n",
|
|
" kazadi 5260\n",
|
|
"\n",
|
|
"KATANGA\n",
|
|
" ilunga 8185\n",
|
|
" ngoy 8108\n",
|
|
" kasongo 6136\n",
|
|
"\n",
|
|
"KINSHASA\n",
|
|
" matondo 3989\n",
|
|
" ntumba 3289\n",
|
|
" ilunga 3232\n",
|
|
"\n",
|
|
"MANIEMA\n",
|
|
" ramazani 835\n",
|
|
" amisi 625\n",
|
|
" shabani 525\n",
|
|
"\n",
|
|
"NORD-KIVU\n",
|
|
" tsongo 1678\n",
|
|
" bahati 1212\n",
|
|
" mahamba 946\n",
|
|
"\n",
|
|
"PROVINCE-ORIENTALE\n",
|
|
" ramazani 549\n",
|
|
" bahati 476\n",
|
|
" yenga 432\n",
|
|
"\n",
|
|
"SUD-KIVU\n",
|
|
" bisimwa 1658\n",
|
|
" bahati 1633\n",
|
|
" mirindi 1049\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Find middle names common to both sexes per region\n",
|
|
"common_middlenames = df_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",
|
|
"common_middlenames = common_middlenames.sort_values(['province', 'total'], ascending=[True, False])\n",
|
|
"top3_common_middlenames = common_middlenames.groupby('province').head(3)\n",
|
|
"\n",
|
|
"for province, group in top3_common_middlenames.groupby('province'):\n",
|
|
" print(f\"{province.upper()}\")\n",
|
|
" for _, row in group.iterrows():\n",
|
|
" print(f\" {row['middle_name']:<20} {row['total']}\")\n",
|
|
" print()\n"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 39,
|
|
"id": "bdd0845d-c1e5-45db-97cb-6070190ba177",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Pie chart of surnames by sex\n",
|
|
"surnames_sex_count = surnames_by_sex.groupby('sex')['count'].sum()\n",
|
|
"plt.figure(figsize=(6,6))\n",
|
|
"plt.pie(surnames_sex_count, labels=surnames_sex_count.index, autopct='%1.1f%%', colors=['skyblue', 'lightpink'])\n",
|
|
"plt.title(\"Distribution of Surnames by Sex\")\n",
|
|
"plt.axis('equal')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 41,
|
|
"id": "154b6421-a719-4574-8fcd-50bd8acd0d5c",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1500x2000 with 12 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Pie chart of surnames bu sex and region\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",
|
|
"\n",
|
|
"plt.figure(figsize=(cols * 5, rows * 5))\n",
|
|
"for i, prov in enumerate(provinces, 1):\n",
|
|
" data = prov_sex_counts[prov_sex_counts['province'] == prov]\n",
|
|
" plt.subplot(rows, cols, i)\n",
|
|
" plt.pie(data['count'], labels=data['sex'], autopct='%1.1f%%', colors=['lightpink', 'skyblue'])\n",
|
|
" plt.title(f\"Distribution of Surnames by Sex\\nin {prov}\")\n",
|
|
" plt.axis('equal')\n",
|
|
"\n",
|
|
"plt.tight_layout()\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 42,
|
|
"id": "b8ffcff1-7457-4a97-a1b0-629121a157f5",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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|
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"text/plain": [
|
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"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# surnames per region (aggregated)\n",
|
|
"top_surnames_region = surnames_by_region.sort_values('count', ascending=False).drop_duplicates('province').head(12)\n",
|
|
"plt.figure(figsize=(10,6))\n",
|
|
"sns.barplot(y='province', x='count', data=top_surnames_region, hue='surname', dodge=False)\n",
|
|
"plt.title(\"Most Common Surname per Region\")\n",
|
|
"plt.xlabel(\"Count\")\n",
|
|
"plt.ylabel(\"Region\")\n",
|
|
"plt.legend(title=\"Surname\", bbox_to_anchor=(1.05, 1), loc='upper left')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 43,
|
|
"id": "af71df02-7694-4da4-b60d-02bf73a20b71",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
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"<Figure size 1200x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Bar chart surnames by region and sex\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",
|
|
"plt.xlabel(\"Number of entries\")\n",
|
|
"plt.ylabel(\"Region\")\n",
|
|
"plt.legend(title='Sex')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 47,
|
|
"id": "df7a7ce3-37c8-4ec5-9c03-6bd0f1c0a91b",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 600x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Pie chart of middle names by sex\n",
|
|
"middlenames_sex_count = middlenames_by_province_sex.groupby('sex')['count'].sum()\n",
|
|
"plt.figure(figsize=(6,6))\n",
|
|
"plt.pie(middlenames_sex_count, labels=middlenames_sex_count.index, autopct='%1.1f%%', colors=['lightpink', 'skyblue'])\n",
|
|
"plt.title(\"Distribution of Middle Names by Sex\")\n",
|
|
"plt.axis('equal')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 48,
|
|
"id": "7f713203-b498-4147-8a86-921f32dc5358",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"image/png": 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",
|
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"text/plain": [
|
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"<Figure size 1000x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
|
"# most popular middle name per region\n",
|
|
"top_middlename_region = middlenames_by_region.sort_values('count', ascending=False).drop_duplicates('province').head(12)\n",
|
|
"plt.figure(figsize=(10,6))\n",
|
|
"sns.barplot(y='province', x='count', data=top_middlename_region, hue='middle_name', dodge=False)\n",
|
|
"plt.title(\"Most Common Middle Name per Region\")\n",
|
|
"plt.xlabel(\"Count\")\n",
|
|
"plt.ylabel(\"Region\")\n",
|
|
"plt.legend(title=\"Middle Name\", bbox_to_anchor=(1.05, 1), loc='upper left')\n",
|
|
"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 49,
|
|
"id": "a2124712-e13b-403c-96ec-e6d6f1fc15a7",
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1200x600 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
}
|
|
],
|
|
"source": [
|
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"#Bar chart middle name by region and sex\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",
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"\n",
|
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"# Bar chart\n",
|
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"plt.figure(figsize=(12, 6))\n",
|
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"sns.barplot(\n",
|
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" data=top_middlename_sex_region,\n",
|
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" x='province',\n",
|
|
" y='count',\n",
|
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" hue='sex'\n",
|
|
")\n",
|
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"plt.title(\"Most Common Middle Name Count by Region and Sex\")\n",
|
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"plt.xlabel(\"Region\")\n",
|
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"plt.ylabel(\"Count\")\n",
|
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"plt.xticks(rotation=45)\n",
|
|
"plt.legend(title=\"Sex\")\n",
|
|
"plt.tight_layout()\n",
|
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"plt.show()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 52,
|
|
"id": "554a486f-6159-44af-a364-3dfb02dab33f",
|
|
"metadata": {},
|
|
"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": [
|
|
"<Figure size 1200x1000 with 2 Axes>"
|
|
]
|
|
},
|
|
"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": [
|
|
"<Figure size 1200x1000 with 2 Axes>"
|
|
]
|
|
},
|
|
"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": {
|
|
"image/png": 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",
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"text/plain": [
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"<Figure size 1200x1000 with 2 Axes>"
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]
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},
|
|
"metadata": {},
|
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"output_type": "display_data"
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}
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],
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"source": [
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"# frequency of joint appearance\n",
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"top_surnames = df_simple['surname'].value_counts().head(10).index \n",
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"top_middlenames = df_simple['middle_name'].value_counts().head(10).index\n",
|
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"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": [
|
|
"<Figure size 1800x600 with 3 Axes>"
|
|
]
|
|
},
|
|
"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": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.11.11"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 5
|
|
}
|