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MaxHalford/analysis.ipynb

Created July 19, 2023 23:03
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French names through time
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analysis.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Dirty analysis of French birthnames through the years"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"https://www.insee.fr/fr/statistiques/3532172"
]
},
{
"cell_type": "code",
"execution_count": 89,
"metadata": {},
"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>sexe</th>\n",
" <th>preusuel</th>\n",
" <th>annais</th>\n",
" <th>nombre</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>126</th>\n",
" <td>1</td>\n",
" <td>AADAM</td>\n",
" <td>2009</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>127</th>\n",
" <td>1</td>\n",
" <td>AADAM</td>\n",
" <td>2014</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>128</th>\n",
" <td>1</td>\n",
" <td>AADAM</td>\n",
" <td>2015</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>129</th>\n",
" <td>1</td>\n",
" <td>AADAM</td>\n",
" <td>2016</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>130</th>\n",
" <td>1</td>\n",
" <td>AADAM</td>\n",
" <td>2017</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>703001</th>\n",
" <td>2</td>\n",
" <td>ZYNEB</td>\n",
" <td>2018</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>703002</th>\n",
" <td>2</td>\n",
" <td>ZYNEB</td>\n",
" <td>2019</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>703003</th>\n",
" <td>2</td>\n",
" <td>ZYNEB</td>\n",
" <td>2020</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>703004</th>\n",
" <td>2</td>\n",
" <td>ZYNEB</td>\n",
" <td>2021</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>703005</th>\n",
" <td>2</td>\n",
" <td>ZYNEB</td>\n",
" <td>2022</td>\n",
" <td>4</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>663263 rows × 4 columns</p>\n",
"</div>"
],
"text/plain": [
" sexe preusuel annais nombre\n",
"126 1 AADAM 2009 4\n",
"127 1 AADAM 2014 3\n",
"128 1 AADAM 2015 3\n",
"129 1 AADAM 2016 4\n",
"130 1 AADAM 2017 4\n",
"... ... ... ... ...\n",
"703001 2 ZYNEB 2018 5\n",
"703002 2 ZYNEB 2019 7\n",
"703003 2 ZYNEB 2020 8\n",
"703004 2 ZYNEB 2021 6\n",
"703005 2 ZYNEB 2022 4\n",
"\n",
"[663263 rows x 4 columns]"
]
},
"execution_count": 89,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"births = pd.read_csv('nat2022_csv.zip', sep=';')\n",
"births = births.query('annais != \"XXXX\"')\n",
"births = births.query('preusuel != \"_PRENOMS_RARES\"')\n",
"births = births[births.preusuel.notnull()]\n",
"births = births[births.preusuel.map(len).gt(2)]\n",
"births"
]
},
{
"cell_type": "code",
"execution_count": 125,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"preusuel\n",
"AADAM 28\n",
"AADEL 28\n",
"AADHIRA 22\n",
"AADIL 153\n",
"AAHIL 24\n",
" ... \n",
"ÖZGE 12\n",
"ÖZGÜR 9\n",
"ÖZKAN 9\n",
"ÖZLEM 88\n",
"ÜMMÜ 11\n",
"Name: nombre, Length: 34868, dtype: int64"
]
},
"execution_count": 125,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"births.groupby('preusuel')['nombre'].sum()"
]
},
{
"cell_type": "code",
"execution_count": 155,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1727"
]
},
"execution_count": 155,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from phonex import phonex\n",
"\n",
"counts = births.groupby('preusuel')['nombre'].sum()\n",
"names = counts[counts.gt(3000)].index.tolist()\n",
"len(names)"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<style>#sk-container-id-13 {color: black;background-color: white;}#sk-container-id-13 pre{padding: 0;}#sk-container-id-13 div.sk-toggleable {background-color: white;}#sk-container-id-13 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-13 label.sk-toggleable__label-arrow:before {content: \"▸\";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-13 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-13 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-13 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-13 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-13 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-13 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: \"▾\";}#sk-container-id-13 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-13 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-13 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-13 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-13 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-13 div.sk-parallel-item::after {content: \"\";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-13 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-13 div.sk-serial::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-13 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-13 div.sk-item {position: relative;z-index: 1;}#sk-container-id-13 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-13 div.sk-item::before, #sk-container-id-13 div.sk-parallel-item::before {content: \"\";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-13 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-13 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-13 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-13 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-13 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-13 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-13 div.sk-label-container {text-align: center;}#sk-container-id-13 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-13 div.sk-text-repr-fallback {display: none;}</style><div id=\"sk-container-id-13\" class=\"sk-top-container\"><div class=\"sk-text-repr-fallback\"><pre>AgglomerativeClustering(distance_threshold=0.5, linkage=&#x27;complete&#x27;,\n",
" metric=&#x27;precomputed&#x27;, n_clusters=None)</pre><b>In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook. <br />On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.</b></div><div class=\"sk-container\" hidden><div class=\"sk-item\"><div class=\"sk-estimator sk-toggleable\"><input class=\"sk-toggleable__control sk-hidden--visually\" id=\"sk-estimator-id-13\" type=\"checkbox\" checked><label for=\"sk-estimator-id-13\" class=\"sk-toggleable__label sk-toggleable__label-arrow\">AgglomerativeClustering</label><div class=\"sk-toggleable__content\"><pre>AgglomerativeClustering(distance_threshold=0.5, linkage=&#x27;complete&#x27;,\n",
" metric=&#x27;precomputed&#x27;, n_clusters=None)</pre></div></div></div></div></div>"
],
"text/plain": [
"AgglomerativeClustering(distance_threshold=0.5, linkage='complete',\n",
" metric='precomputed', n_clusters=None)"
]
},
"execution_count": 156,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import functools\n",
"from sklearn import cluster\n",
"from sklearn import metrics\n",
"from phonex import phonex\n",
"\n",
"@functools.cache\n",
"def cphonex(x):\n",
" return phonex(x)\n",
"\n",
"def same(x, y):\n",
" return (\n",
" cphonex(x) == cphonex(y) and\n",
" x[0] == y[0]\n",
" )\n",
"\n",
"similarities = [\n",
" [0 if cphonex(a) == cphonex(b) else 1 for a in names]\n",
" for b in names\n",
"]\n",
"\n",
"agglo = cluster.AgglomerativeClustering(\n",
" n_clusters=None,\n",
" metric='precomputed',\n",
" linkage='complete',\n",
" distance_threshold=0.5,\n",
" compute_distances=False\n",
")\n",
"agglo.fit(similarities)"
]
},
{
"cell_type": "code",
"execution_count": 157,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1397"
]
},
"execution_count": 157,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(set(agglo.labels_))"
]
},
{
"cell_type": "code",
"execution_count": 158,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
" name\n",
"ELYA 0.250901\n",
"ELLIOT 0.250901\n",
"ELIO 0.250901\n",
"ELIOT 0.250901\n",
"ELIA 0.250901\n",
" name\n",
"MATHEO 0.573841\n",
"MATÉO 0.573841\n",
"MATTHÉO 0.573841\n",
"MATTÉO 0.573841\n",
"MATHÉO 0.573841\n",
" name\n",
"ALIYAH 0.614537\n",
"ALIA 0.614537\n",
"ALIYA 0.614537\n",
"AALIYAH 0.614537\n",
"ALYA 0.614537\n",
" name\n",
"NAHEL 0.572831\n",
"NAEL 0.572831\n",
"MAËL 0.572831\n",
"NAËL 0.572831\n",
"MAEL 0.572831\n",
" name\n",
"MATTHIS 0.573858\n",
"MATIS 0.573858\n",
"MATHYS 0.573858\n",
"MATHIS 0.573858\n",
"MATYS 0.573858\n",
" name\n",
"MAUD 0.572314\n",
"MAX 0.572314\n",
"NOAH 0.572314\n",
"NOHA 0.572314\n",
"NOA 0.572314\n",
" name\n",
"THEA 0.738824\n",
"TÉO 0.738824\n",
"THEO 0.738824\n",
"THÉA 0.738824\n",
"THÉO 0.738824\n"
]
},
{
"ename": "ValueError",
"evalue": "Cannot take a larger sample than population when 'replace=False'",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[1;32m/Users/max/Downloads/playground.ipynb Cell 6\u001b[0m in \u001b[0;36m5\n\u001b[1;32m <a href='vscode-notebook-cell:/Users/max/Downloads/playground.ipynb#X23sZmlsZQ%3D%3D?line=2'>3</a>\u001b[0m \u001b[39mfor\u001b[39;00m label, _ \u001b[39min\u001b[39;00m Counter(agglo\u001b[39m.\u001b[39mlabels_)\u001b[39m.\u001b[39mmost_common(\u001b[39m10\u001b[39m):\n\u001b[1;32m <a href='vscode-notebook-cell:/Users/max/Downloads/playground.ipynb#X23sZmlsZQ%3D%3D?line=3'>4</a>\u001b[0m mask \u001b[39m=\u001b[39m agglo\u001b[39m.\u001b[39mlabels_ \u001b[39m==\u001b[39m label\n\u001b[0;32m----> <a href='vscode-notebook-cell:/Users/max/Downloads/playground.ipynb#X23sZmlsZQ%3D%3D?line=4'>5</a>\u001b[0m \u001b[39mprint\u001b[39m(phonexes[mask]\u001b[39m.\u001b[39;49msample(\u001b[39m5\u001b[39;49m))\n",
"File \u001b[0;32m~/.pyenv/versions/3.11.0/lib/python3.11/site-packages/pandas/core/generic.py:5773\u001b[0m, in \u001b[0;36mNDFrame.sample\u001b[0;34m(self, n, frac, replace, weights, random_state, axis, ignore_index)\u001b[0m\n\u001b[1;32m 5770\u001b[0m \u001b[39mif\u001b[39;00m weights \u001b[39mis\u001b[39;00m \u001b[39mnot\u001b[39;00m \u001b[39mNone\u001b[39;00m:\n\u001b[1;32m 5771\u001b[0m weights \u001b[39m=\u001b[39m sample\u001b[39m.\u001b[39mpreprocess_weights(\u001b[39mself\u001b[39m, weights, axis)\n\u001b[0;32m-> 5773\u001b[0m sampled_indices \u001b[39m=\u001b[39m sample\u001b[39m.\u001b[39;49msample(obj_len, size, replace, weights, rs)\n\u001b[1;32m 5774\u001b[0m result \u001b[39m=\u001b[39m \u001b[39mself\u001b[39m\u001b[39m.\u001b[39mtake(sampled_indices, axis\u001b[39m=\u001b[39maxis)\n\u001b[1;32m 5776\u001b[0m \u001b[39mif\u001b[39;00m ignore_index:\n",
"File \u001b[0;32m~/.pyenv/versions/3.11.0/lib/python3.11/site-packages/pandas/core/sample.py:150\u001b[0m, in \u001b[0;36msample\u001b[0;34m(obj_len, size, replace, weights, random_state)\u001b[0m\n\u001b[1;32m 147\u001b[0m \u001b[39melse\u001b[39;00m:\n\u001b[1;32m 148\u001b[0m \u001b[39mraise\u001b[39;00m \u001b[39mValueError\u001b[39;00m(\u001b[39m\"\u001b[39m\u001b[39mInvalid weights: weights sum to zero\u001b[39m\u001b[39m\"\u001b[39m)\n\u001b[0;32m--> 150\u001b[0m \u001b[39mreturn\u001b[39;00m random_state\u001b[39m.\u001b[39;49mchoice(obj_len, size\u001b[39m=\u001b[39;49msize, replace\u001b[39m=\u001b[39;49mreplace, p\u001b[39m=\u001b[39;49mweights)\u001b[39m.\u001b[39mastype(\n\u001b[1;32m 151\u001b[0m np\u001b[39m.\u001b[39mintp, copy\u001b[39m=\u001b[39m\u001b[39mFalse\u001b[39;00m\n\u001b[1;32m 152\u001b[0m )\n",
"File \u001b[0;32mmtrand.pyx:984\u001b[0m, in \u001b[0;36mnumpy.random.mtrand.RandomState.choice\u001b[0;34m()\u001b[0m\n",
"\u001b[0;31mValueError\u001b[0m: Cannot take a larger sample than population when 'replace=False'"
]
}
],
"source": [
"from collections import Counter\n",
"\n",
"for label, _ in Counter(agglo.labels_).most_common(10):\n",
" mask = agglo.labels_ == label\n",
" print(phonexes[mask].sample(5))"
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.5723140495867768, 0.5723140495867768)"
]
},
"execution_count": 159,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"phonex('MAX'), phonex('MAUD')"
]
},
{
"cell_type": "code",
"execution_count": 167,
"metadata": {},
"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>annais</th>\n",
" <th>1900</th>\n",
" <th>1901</th>\n",
" <th>1902</th>\n",
" <th>1903</th>\n",
" <th>1904</th>\n",
" <th>1905</th>\n",
" <th>1906</th>\n",
" <th>1907</th>\n",
" <th>1908</th>\n",
" <th>1909</th>\n",
" <th>1910</th>\n",
" <th>1911</th>\n",
" <th>1912</th>\n",
" <th>1913</th>\n",
" <th>1914</th>\n",
" <th>1915</th>\n",
" <th>1916</th>\n",
" <th>1917</th>\n",
" <th>1918</th>\n",
" <th>1919</th>\n",
" <th>1920</th>\n",
" <th>1921</th>\n",
" <th>1922</th>\n",
" <th>1923</th>\n",
" <th>1924</th>\n",
" <th>1925</th>\n",
" <th>1926</th>\n",
" <th>1927</th>\n",
" <th>1928</th>\n",
" <th>1929</th>\n",
" <th>1930</th>\n",
" <th>1931</th>\n",
" <th>1932</th>\n",
" <th>1933</th>\n",
" <th>1934</th>\n",
" <th>1935</th>\n",
" <th>1936</th>\n",
" <th>1937</th>\n",
" <th>1938</th>\n",
" <th>1939</th>\n",
" <th>1940</th>\n",
" <th>1941</th>\n",
" <th>1942</th>\n",
" <th>1943</th>\n",
" <th>1944</th>\n",
" <th>1945</th>\n",
" <th>1946</th>\n",
" <th>1947</th>\n",
" <th>1948</th>\n",
" <th>1949</th>\n",
" <th>1950</th>\n",
" <th>1951</th>\n",
" <th>1952</th>\n",
" <th>1953</th>\n",
" <th>1954</th>\n",
" <th>1955</th>\n",
" <th>1956</th>\n",
" <th>1957</th>\n",
" <th>1958</th>\n",
" <th>1959</th>\n",
" <th>1960</th>\n",
" <th>1961</th>\n",
" <th>1962</th>\n",
" <th>1963</th>\n",
" <th>1964</th>\n",
" <th>1965</th>\n",
" <th>1966</th>\n",
" <th>1967</th>\n",
" <th>1968</th>\n",
" <th>1969</th>\n",
" <th>1970</th>\n",
" <th>1971</th>\n",
" <th>1972</th>\n",
" <th>1973</th>\n",
" <th>1974</th>\n",
" <th>1975</th>\n",
" <th>1976</th>\n",
" <th>1977</th>\n",
" <th>1978</th>\n",
" <th>1979</th>\n",
" <th>1980</th>\n",
" <th>1981</th>\n",
" <th>1982</th>\n",
" <th>1983</th>\n",
" <th>1984</th>\n",
" <th>1985</th>\n",
" <th>1986</th>\n",
" <th>1987</th>\n",
" <th>1988</th>\n",
" <th>1989</th>\n",
" <th>1990</th>\n",
" <th>1991</th>\n",
" <th>1992</th>\n",
" <th>1993</th>\n",
" <th>1994</th>\n",
" <th>1995</th>\n",
" <th>1996</th>\n",
" <th>1997</th>\n",
" <th>1998</th>\n",
" <th>1999</th>\n",
" <th>2000</th>\n",
" <th>2001</th>\n",
" <th>2002</th>\n",
" <th>2003</th>\n",
" <th>2004</th>\n",
" <th>2005</th>\n",
" <th>2006</th>\n",
" <th>2007</th>\n",
" <th>2008</th>\n",
" <th>2009</th>\n",
" <th>2010</th>\n",
" <th>2011</th>\n",
" <th>2012</th>\n",
" <th>2013</th>\n",
" <th>2014</th>\n",
" <th>2015</th>\n",
" <th>2016</th>\n",
" <th>2017</th>\n",
" <th>2018</th>\n",
" <th>2019</th>\n",
" <th>2020</th>\n",
" <th>2021</th>\n",
" <th>2022</th>\n",
" </tr>\n",
" <tr>\n",
" <th>preusuel</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>AALIYAH</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>6</td>\n",
" <td>30</td>\n",
" <td>61</td>\n",
" <td>71</td>\n",
" <td>70</td>\n",
" <td>67</td>\n",
" <td>60</td>\n",
" <td>66</td>\n",
" <td>76</td>\n",
" <td>92</td>\n",
" <td>136</td>\n",
" <td>145</td>\n",
" <td>175</td>\n",
" <td>145</td>\n",
" <td>196</td>\n",
" <td>188</td>\n",
" <td>193</td>\n",
" <td>199</td>\n",
" <td>190</td>\n",
" <td>229</td>\n",
" <td>258</td>\n",
" <td>276</td>\n",
" <td>292</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AARON</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>6</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>6</td>\n",
" <td>10</td>\n",
" <td>9</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>11</td>\n",
" <td>10</td>\n",
" <td>15</td>\n",
" <td>17</td>\n",
" <td>15</td>\n",
" <td>24</td>\n",
" <td>20</td>\n",
" <td>31</td>\n",
" <td>18</td>\n",
" <td>26</td>\n",
" <td>46</td>\n",
" <td>35</td>\n",
" <td>75</td>\n",
" <td>87</td>\n",
" <td>104</td>\n",
" <td>120</td>\n",
" <td>141</td>\n",
" <td>139</td>\n",
" <td>144</td>\n",
" <td>345</td>\n",
" <td>443</td>\n",
" <td>598</td>\n",
" <td>913</td>\n",
" <td>1381</td>\n",
" <td>1355</td>\n",
" <td>1606</td>\n",
" <td>1766</td>\n",
" <td>1729</td>\n",
" <td>1907</td>\n",
" <td>2054</td>\n",
" <td>2156</td>\n",
" <td>2372</td>\n",
" <td>2383</td>\n",
" <td>2250</td>\n",
" <td>2447</td>\n",
" <td>2319</td>\n",
" <td>2497</td>\n",
" <td>2287</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABDALLAH</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>6</td>\n",
" <td>10</td>\n",
" <td>7</td>\n",
" <td>8</td>\n",
" <td>12</td>\n",
" <td>17</td>\n",
" <td>20</td>\n",
" <td>24</td>\n",
" <td>21</td>\n",
" <td>25</td>\n",
" <td>26</td>\n",
" <td>29</td>\n",
" <td>35</td>\n",
" <td>41</td>\n",
" <td>50</td>\n",
" <td>47</td>\n",
" <td>56</td>\n",
" <td>62</td>\n",
" <td>66</td>\n",
" <td>63</td>\n",
" <td>56</td>\n",
" <td>58</td>\n",
" <td>68</td>\n",
" <td>57</td>\n",
" <td>52</td>\n",
" <td>68</td>\n",
" <td>51</td>\n",
" <td>66</td>\n",
" <td>52</td>\n",
" <td>48</td>\n",
" <td>34</td>\n",
" <td>38</td>\n",
" <td>50</td>\n",
" <td>49</td>\n",
" <td>67</td>\n",
" <td>43</td>\n",
" <td>55</td>\n",
" <td>48</td>\n",
" <td>45</td>\n",
" <td>45</td>\n",
" <td>43</td>\n",
" <td>52</td>\n",
" <td>35</td>\n",
" <td>34</td>\n",
" <td>34</td>\n",
" <td>43</td>\n",
" <td>35</td>\n",
" <td>35</td>\n",
" <td>34</td>\n",
" <td>41</td>\n",
" <td>48</td>\n",
" <td>72</td>\n",
" <td>68</td>\n",
" <td>71</td>\n",
" <td>91</td>\n",
" <td>103</td>\n",
" <td>107</td>\n",
" <td>138</td>\n",
" <td>134</td>\n",
" <td>136</td>\n",
" <td>168</td>\n",
" <td>165</td>\n",
" <td>184</td>\n",
" <td>187</td>\n",
" <td>205</td>\n",
" <td>260</td>\n",
" <td>273</td>\n",
" <td>312</td>\n",
" <td>269</td>\n",
" <td>254</td>\n",
" <td>243</td>\n",
" <td>193</td>\n",
" <td>191</td>\n",
" <td>147</td>\n",
" <td>155</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABDEL</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>6</td>\n",
" <td>7</td>\n",
" <td>5</td>\n",
" <td>9</td>\n",
" <td>15</td>\n",
" <td>17</td>\n",
" <td>23</td>\n",
" <td>38</td>\n",
" <td>34</td>\n",
" <td>44</td>\n",
" <td>54</td>\n",
" <td>55</td>\n",
" <td>73</td>\n",
" <td>77</td>\n",
" <td>77</td>\n",
" <td>82</td>\n",
" <td>88</td>\n",
" <td>69</td>\n",
" <td>75</td>\n",
" <td>72</td>\n",
" <td>70</td>\n",
" <td>82</td>\n",
" <td>73</td>\n",
" <td>76</td>\n",
" <td>75</td>\n",
" <td>79</td>\n",
" <td>92</td>\n",
" <td>92</td>\n",
" <td>64</td>\n",
" <td>54</td>\n",
" <td>75</td>\n",
" <td>96</td>\n",
" <td>83</td>\n",
" <td>73</td>\n",
" <td>101</td>\n",
" <td>97</td>\n",
" <td>95</td>\n",
" <td>100</td>\n",
" <td>88</td>\n",
" <td>78</td>\n",
" <td>82</td>\n",
" <td>85</td>\n",
" <td>69</td>\n",
" <td>64</td>\n",
" <td>46</td>\n",
" <td>50</td>\n",
" <td>73</td>\n",
" <td>52</td>\n",
" <td>45</td>\n",
" <td>53</td>\n",
" <td>50</td>\n",
" <td>37</td>\n",
" <td>54</td>\n",
" <td>65</td>\n",
" <td>51</td>\n",
" <td>59</td>\n",
" <td>66</td>\n",
" <td>58</td>\n",
" <td>58</td>\n",
" <td>60</td>\n",
" <td>60</td>\n",
" <td>54</td>\n",
" <td>66</td>\n",
" <td>54</td>\n",
" <td>51</td>\n",
" <td>87</td>\n",
" <td>67</td>\n",
" <td>80</td>\n",
" <td>79</td>\n",
" <td>54</td>\n",
" <td>75</td>\n",
" <td>55</td>\n",
" <td>65</td>\n",
" <td>58</td>\n",
" <td>56</td>\n",
" <td>43</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABDELKADER</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>9</td>\n",
" <td>12</td>\n",
" <td>13</td>\n",
" <td>14</td>\n",
" <td>29</td>\n",
" <td>52</td>\n",
" <td>52</td>\n",
" <td>69</td>\n",
" <td>71</td>\n",
" <td>71</td>\n",
" <td>84</td>\n",
" <td>123</td>\n",
" <td>130</td>\n",
" <td>147</td>\n",
" <td>189</td>\n",
" <td>221</td>\n",
" <td>226</td>\n",
" <td>263</td>\n",
" <td>292</td>\n",
" <td>304</td>\n",
" <td>278</td>\n",
" <td>273</td>\n",
" <td>343</td>\n",
" <td>316</td>\n",
" <td>298</td>\n",
" <td>298</td>\n",
" <td>301</td>\n",
" <td>273</td>\n",
" <td>233</td>\n",
" <td>279</td>\n",
" <td>251</td>\n",
" <td>232</td>\n",
" <td>260</td>\n",
" <td>249</td>\n",
" <td>262</td>\n",
" <td>217</td>\n",
" <td>210</td>\n",
" <td>147</td>\n",
" <td>169</td>\n",
" <td>121</td>\n",
" <td>109</td>\n",
" <td>110</td>\n",
" <td>98</td>\n",
" <td>109</td>\n",
" <td>105</td>\n",
" <td>90</td>\n",
" <td>95</td>\n",
" <td>70</td>\n",
" <td>83</td>\n",
" <td>87</td>\n",
" <td>75</td>\n",
" <td>97</td>\n",
" <td>96</td>\n",
" <td>102</td>\n",
" <td>105</td>\n",
" <td>93</td>\n",
" <td>87</td>\n",
" <td>82</td>\n",
" <td>100</td>\n",
" <td>100</td>\n",
" <td>87</td>\n",
" <td>72</td>\n",
" <td>75</td>\n",
" <td>65</td>\n",
" <td>56</td>\n",
" <td>72</td>\n",
" <td>62</td>\n",
" <td>59</td>\n",
" <td>51</td>\n",
" <td>66</td>\n",
" <td>53</td>\n",
" <td>54</td>\n",
" <td>55</td>\n",
" <td>51</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ÉLISE</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>7</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>8</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>23</td>\n",
" <td>20</td>\n",
" <td>29</td>\n",
" <td>25</td>\n",
" <td>35</td>\n",
" <td>51</td>\n",
" <td>60</td>\n",
" <td>41</td>\n",
" <td>45</td>\n",
" <td>48</td>\n",
" <td>40</td>\n",
" <td>29</td>\n",
" <td>32</td>\n",
" <td>33</td>\n",
" <td>22</td>\n",
" <td>15</td>\n",
" <td>16</td>\n",
" <td>20</td>\n",
" <td>22</td>\n",
" <td>46</td>\n",
" <td>45</td>\n",
" <td>52</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>41</td>\n",
" <td>131</td>\n",
" <td>195</td>\n",
" <td>252</td>\n",
" <td>246</td>\n",
" <td>238</td>\n",
" <td>384</td>\n",
" <td>366</td>\n",
" <td>459</td>\n",
" <td>412</td>\n",
" <td>444</td>\n",
" <td>462</td>\n",
" <td>467</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ÉLODIE</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>7</td>\n",
" <td>8</td>\n",
" <td>17</td>\n",
" <td>17</td>\n",
" <td>25</td>\n",
" <td>27</td>\n",
" <td>21</td>\n",
" <td>49</td>\n",
" <td>58</td>\n",
" <td>77</td>\n",
" <td>137</td>\n",
" <td>197</td>\n",
" <td>234</td>\n",
" <td>237</td>\n",
" <td>255</td>\n",
" <td>267</td>\n",
" <td>240</td>\n",
" <td>256</td>\n",
" <td>294</td>\n",
" <td>201</td>\n",
" <td>170</td>\n",
" <td>131</td>\n",
" <td>97</td>\n",
" <td>65</td>\n",
" <td>47</td>\n",
" <td>47</td>\n",
" <td>87</td>\n",
" <td>56</td>\n",
" <td>92</td>\n",
" <td>12</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>13</td>\n",
" <td>22</td>\n",
" <td>34</td>\n",
" <td>16</td>\n",
" <td>25</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>23</td>\n",
" <td>17</td>\n",
" <td>18</td>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ÉLÉNA</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>32</td>\n",
" <td>94</td>\n",
" <td>146</td>\n",
" <td>201</td>\n",
" <td>170</td>\n",
" <td>211</td>\n",
" <td>209</td>\n",
" <td>251</td>\n",
" <td>327</td>\n",
" <td>351</td>\n",
" <td>340</td>\n",
" <td>364</td>\n",
" <td>332</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ÉLÉONORE</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
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" <td>3</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>5</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>7</td>\n",
" <td>11</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>15</td>\n",
" <td>8</td>\n",
" <td>9</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>15</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
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" <td>9</td>\n",
" <td>10</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>21</td>\n",
" <td>92</td>\n",
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" <td>192</td>\n",
" <td>144</td>\n",
" <td>204</td>\n",
" <td>245</td>\n",
" <td>276</td>\n",
" <td>286</td>\n",
" <td>369</td>\n",
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" <td>371</td>\n",
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" </tr>\n",
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" <th>ÉMILIE</th>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
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" <td>3</td>\n",
" <td>3</td>\n",
" <td>22</td>\n",
" <td>20</td>\n",
" <td>31</td>\n",
" <td>40</td>\n",
" <td>97</td>\n",
" <td>155</td>\n",
" <td>298</td>\n",
" <td>308</td>\n",
" <td>294</td>\n",
" <td>359</td>\n",
" <td>302</td>\n",
" <td>307</td>\n",
" <td>265</td>\n",
" <td>184</td>\n",
" <td>154</td>\n",
" <td>126</td>\n",
" <td>95</td>\n",
" <td>82</td>\n",
" <td>59</td>\n",
" <td>49</td>\n",
" <td>41</td>\n",
" <td>40</td>\n",
" <td>77</td>\n",
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" <td>82</td>\n",
" <td>94</td>\n",
" <td>113</td>\n",
" <td>132</td>\n",
" <td>149</td>\n",
" <td>152</td>\n",
" <td>142</td>\n",
" <td>155</td>\n",
" <td>146</td>\n",
" <td>137</td>\n",
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" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1727 rows × 123 columns</p>\n",
"</div>"
],
"text/plain": [
"annais 1900 1901 1902 1903 1904 1905 1906 1907 1908 1909 1910 \\\n",
"preusuel \n",
"AALIYAH 0 0 0 0 0 0 0 0 0 0 0 \n",
"AARON 0 0 0 0 0 0 0 3 0 0 0 \n",
"ABDALLAH 0 0 0 0 0 0 0 0 0 0 0 \n",
"ABDEL 0 0 0 0 0 0 0 0 0 0 0 \n",
"ABDELKADER 0 0 0 0 0 0 0 0 0 0 0 \n",
"... ... ... ... ... ... ... ... ... ... ... ... \n",
"ÉLISE 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉLODIE 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉLÉNA 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉLÉONORE 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉMILIE 0 0 0 0 0 0 0 0 0 0 0 \n",
"\n",
"annais 1911 1912 1913 1914 1915 1916 1917 1918 1919 1920 1921 \\\n",
"preusuel \n",
"AALIYAH 0 0 0 0 0 0 0 0 0 0 0 \n",
"AARON 3 0 0 0 0 0 0 0 0 0 0 \n",
"ABDALLAH 0 0 0 0 0 0 0 0 0 0 0 \n",
"ABDEL 0 0 0 0 0 0 0 0 0 0 0 \n",
"ABDELKADER 0 0 0 0 0 0 0 0 0 0 0 \n",
"... ... ... ... ... ... ... ... ... ... ... ... \n",
"ÉLISE 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉLODIE 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉLÉNA 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉLÉONORE 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉMILIE 0 0 0 0 0 0 0 0 0 0 0 \n",
"\n",
"annais 1922 1923 1924 1925 1926 1927 1928 1929 1930 1931 1932 \\\n",
"preusuel \n",
"AALIYAH 0 0 0 0 0 0 0 0 0 0 0 \n",
"AARON 0 0 0 0 0 0 0 0 0 3 0 \n",
"ABDALLAH 0 0 0 0 0 0 0 0 0 0 0 \n",
"ABDEL 0 0 0 0 0 0 0 0 0 0 0 \n",
"ABDELKADER 0 0 0 0 0 0 0 0 0 0 0 \n",
"... ... ... ... ... ... ... ... ... ... ... ... \n",
"ÉLISE 0 0 0 0 3 0 4 0 0 0 0 \n",
"ÉLODIE 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉLÉNA 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉLÉONORE 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉMILIE 0 0 0 0 0 0 0 0 0 0 0 \n",
"\n",
"annais 1933 1934 1935 1936 1937 1938 1939 1940 1941 1942 1943 \\\n",
"preusuel \n",
"AALIYAH 0 0 0 0 0 0 0 0 0 0 0 \n",
"AARON 0 0 3 0 0 0 0 0 0 0 0 \n",
"ABDALLAH 0 0 0 0 0 0 0 0 0 0 0 \n",
"ABDEL 0 0 0 0 0 0 0 0 0 0 0 \n",
"ABDELKADER 0 0 0 0 0 0 0 0 0 0 0 \n",
"... ... ... ... ... ... ... ... ... ... ... ... \n",
"ÉLISE 0 0 0 0 0 3 0 0 0 0 0 \n",
"ÉLODIE 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉLÉNA 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉLÉONORE 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉMILIE 0 0 0 0 0 0 0 0 0 0 0 \n",
"\n",
"annais 1944 1945 1946 1947 1948 1949 1950 1951 1952 1953 1954 \\\n",
"preusuel \n",
"AALIYAH 0 0 0 0 0 0 0 0 0 0 0 \n",
"AARON 0 0 0 0 0 3 0 0 0 0 0 \n",
"ABDALLAH 0 0 0 4 6 10 7 8 12 17 20 \n",
"ABDEL 0 0 0 6 7 5 9 15 17 23 38 \n",
"ABDELKADER 0 0 5 3 8 9 12 13 14 29 52 \n",
"... ... ... ... ... ... ... ... ... ... ... ... \n",
"ÉLISE 0 0 0 0 0 3 0 0 0 0 0 \n",
"ÉLODIE 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉLÉNA 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉLÉONORE 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉMILIE 0 0 0 0 0 0 0 0 0 0 0 \n",
"\n",
"annais 1955 1956 1957 1958 1959 1960 1961 1962 1963 1964 1965 \\\n",
"preusuel \n",
"AALIYAH 0 0 0 0 0 0 0 0 0 0 0 \n",
"AARON 0 0 0 0 0 3 0 3 5 4 5 \n",
"ABDALLAH 24 21 25 26 29 35 41 50 47 56 62 \n",
"ABDEL 34 44 54 55 73 77 77 82 88 69 75 \n",
"ABDELKADER 52 69 71 71 84 123 130 147 189 221 226 \n",
"... ... ... ... ... ... ... ... ... ... ... ... \n",
"ÉLISE 0 3 0 0 0 3 0 0 3 0 0 \n",
"ÉLODIE 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉLÉNA 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉLÉONORE 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉMILIE 0 0 0 0 0 0 0 0 0 0 0 \n",
"\n",
"annais 1966 1967 1968 1969 1970 1971 1972 1973 1974 1975 1976 \\\n",
"preusuel \n",
"AALIYAH 0 0 0 0 0 0 0 0 0 0 0 \n",
"AARON 3 0 0 0 4 0 0 0 0 3 6 \n",
"ABDALLAH 66 63 56 58 68 57 52 68 51 66 52 \n",
"ABDEL 72 70 82 73 76 75 79 92 92 64 54 \n",
"ABDELKADER 263 292 304 278 273 343 316 298 298 301 273 \n",
"... ... ... ... ... ... ... ... ... ... ... ... \n",
"ÉLISE 0 0 3 5 4 7 3 3 8 9 9 \n",
"ÉLODIE 0 0 0 4 7 8 17 17 25 27 21 \n",
"ÉLÉNA 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉLÉONORE 0 0 0 0 5 3 3 0 0 5 4 \n",
"ÉMILIE 0 0 0 0 0 6 3 3 22 20 31 \n",
"\n",
"annais 1977 1978 1979 1980 1981 1982 1983 1984 1985 1986 1987 \\\n",
"preusuel \n",
"AALIYAH 0 0 0 0 0 0 0 0 0 0 0 \n",
"AARON 3 0 4 6 10 9 8 8 11 10 15 \n",
"ABDALLAH 48 34 38 50 49 67 43 55 48 45 45 \n",
"ABDEL 75 96 83 73 101 97 95 100 88 78 82 \n",
"ABDELKADER 233 279 251 232 260 249 262 217 210 147 169 \n",
"... ... ... ... ... ... ... ... ... ... ... ... \n",
"ÉLISE 23 20 29 25 35 51 60 41 45 48 40 \n",
"ÉLODIE 49 58 77 137 197 234 237 255 267 240 256 \n",
"ÉLÉNA 0 0 0 0 4 0 0 4 0 0 0 \n",
"ÉLÉONORE 5 7 11 14 14 15 8 9 14 14 15 \n",
"ÉMILIE 40 97 155 298 308 294 359 302 307 265 184 \n",
"\n",
"annais 1988 1989 1990 1991 1992 1993 1994 1995 1996 1997 1998 \\\n",
"preusuel \n",
"AALIYAH 0 0 0 0 0 0 0 0 0 0 5 \n",
"AARON 17 15 24 20 31 18 26 46 35 75 87 \n",
"ABDALLAH 43 52 35 34 34 43 35 35 34 41 48 \n",
"ABDEL 85 69 64 46 50 73 52 45 53 50 37 \n",
"ABDELKADER 121 109 110 98 109 105 90 95 70 83 87 \n",
"... ... ... ... ... ... ... ... ... ... ... ... \n",
"ÉLISE 29 32 33 22 15 16 20 22 46 45 52 \n",
"ÉLODIE 294 201 170 131 97 65 47 47 87 56 92 \n",
"ÉLÉNA 0 0 0 4 0 0 0 0 3 5 3 \n",
"ÉLÉONORE 8 8 8 7 0 16 9 10 14 17 15 \n",
"ÉMILIE 154 126 95 82 59 49 41 40 77 74 88 \n",
"\n",
"annais 1999 2000 2001 2002 2003 2004 2005 2006 2007 2008 2009 \\\n",
"preusuel \n",
"AALIYAH 4 6 30 61 71 70 67 60 66 76 92 \n",
"AARON 104 120 141 139 144 345 443 598 913 1381 1355 \n",
"ABDALLAH 72 68 71 91 103 107 138 134 136 168 165 \n",
"ABDEL 54 65 51 59 66 58 58 60 60 54 66 \n",
"ABDELKADER 75 97 96 102 105 93 87 82 100 100 87 \n",
"... ... ... ... ... ... ... ... ... ... ... ... \n",
"ÉLISE 6 0 0 0 0 0 0 0 0 0 0 \n",
"ÉLODIE 12 0 0 0 0 0 0 0 0 0 0 \n",
"ÉLÉNA 0 0 0 0 0 0 0 0 0 0 0 \n",
"ÉLÉONORE 5 0 0 0 0 0 0 0 0 0 0 \n",
"ÉMILIE 18 0 0 0 0 0 0 0 0 0 0 \n",
"\n",
"annais 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020 \\\n",
"preusuel \n",
"AALIYAH 136 145 175 145 196 188 193 199 190 229 258 \n",
"AARON 1606 1766 1729 1907 2054 2156 2372 2383 2250 2447 2319 \n",
"ABDALLAH 184 187 205 260 273 312 269 254 243 193 191 \n",
"ABDEL 54 51 87 67 80 79 54 75 55 65 58 \n",
"ABDELKADER 72 75 65 56 72 62 59 51 66 53 54 \n",
"... ... ... ... ... ... ... ... ... ... ... ... \n",
"ÉLISE 41 131 195 252 246 238 384 366 459 412 444 \n",
"ÉLODIE 13 22 34 16 25 14 14 23 17 18 20 \n",
"ÉLÉNA 32 94 146 201 170 211 209 251 327 351 340 \n",
"ÉLÉONORE 21 92 127 192 144 204 245 276 286 369 331 \n",
"ÉMILIE 34 82 94 113 132 149 152 142 155 146 137 \n",
"\n",
"annais 2021 2022 \n",
"preusuel \n",
"AALIYAH 276 292 \n",
"AARON 2497 2287 \n",
"ABDALLAH 147 155 \n",
"ABDEL 56 43 \n",
"ABDELKADER 55 51 \n",
"... ... ... \n",
"ÉLISE 462 467 \n",
"ÉLODIE 20 13 \n",
"ÉLÉNA 364 332 \n",
"ÉLÉONORE 371 378 \n",
"ÉMILIE 154 158 \n",
"\n",
"[1727 rows x 123 columns]"
]
},
"execution_count": 167,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"common_births = births[births.preusuel.isin(names)]\n",
"year_by_year = pd.pivot_table(\n",
" data=common_births,\n",
" index='preusuel',\n",
" columns='annais',\n",
" values='nombre',\n",
" aggfunc='sum',\n",
" fill_value=0\n",
")\n",
"year_by_year"
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {},
"outputs": [
{
"data": {
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" <tr style=\"text-align: right;\">\n",
" <th>annais</th>\n",
" <th>1900</th>\n",
" <th>1901</th>\n",
" <th>1902</th>\n",
" <th>1903</th>\n",
" <th>1904</th>\n",
" <th>1905</th>\n",
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" <th>1909</th>\n",
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" <th>1914</th>\n",
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" <th>1916</th>\n",
" <th>1917</th>\n",
" <th>1918</th>\n",
" <th>1919</th>\n",
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" <th>1921</th>\n",
" <th>1922</th>\n",
" <th>1923</th>\n",
" <th>1924</th>\n",
" <th>1925</th>\n",
" <th>1926</th>\n",
" <th>1927</th>\n",
" <th>1928</th>\n",
" <th>1929</th>\n",
" <th>1930</th>\n",
" <th>1931</th>\n",
" <th>1932</th>\n",
" <th>1933</th>\n",
" <th>1934</th>\n",
" <th>1935</th>\n",
" <th>1936</th>\n",
" <th>1937</th>\n",
" <th>1938</th>\n",
" <th>1939</th>\n",
" <th>1940</th>\n",
" <th>1941</th>\n",
" <th>1942</th>\n",
" <th>1943</th>\n",
" <th>1944</th>\n",
" <th>1945</th>\n",
" <th>1946</th>\n",
" <th>1947</th>\n",
" <th>1948</th>\n",
" <th>1949</th>\n",
" <th>1950</th>\n",
" <th>1951</th>\n",
" <th>1952</th>\n",
" <th>1953</th>\n",
" <th>1954</th>\n",
" <th>1955</th>\n",
" <th>1956</th>\n",
" <th>1957</th>\n",
" <th>1958</th>\n",
" <th>1959</th>\n",
" <th>1960</th>\n",
" <th>1961</th>\n",
" <th>1962</th>\n",
" <th>1963</th>\n",
" <th>1964</th>\n",
" <th>1965</th>\n",
" <th>1966</th>\n",
" <th>1967</th>\n",
" <th>1968</th>\n",
" <th>1969</th>\n",
" <th>1970</th>\n",
" <th>1971</th>\n",
" <th>1972</th>\n",
" <th>1973</th>\n",
" <th>1974</th>\n",
" <th>1975</th>\n",
" <th>1976</th>\n",
" <th>1977</th>\n",
" <th>1978</th>\n",
" <th>1979</th>\n",
" <th>1980</th>\n",
" <th>1981</th>\n",
" <th>1982</th>\n",
" <th>1983</th>\n",
" <th>1984</th>\n",
" <th>1985</th>\n",
" <th>1986</th>\n",
" <th>1987</th>\n",
" <th>1988</th>\n",
" <th>1989</th>\n",
" <th>1990</th>\n",
" <th>1991</th>\n",
" <th>1992</th>\n",
" <th>1993</th>\n",
" <th>1994</th>\n",
" <th>1995</th>\n",
" <th>1996</th>\n",
" <th>1997</th>\n",
" <th>1998</th>\n",
" <th>1999</th>\n",
" <th>2000</th>\n",
" <th>2001</th>\n",
" <th>2002</th>\n",
" <th>2003</th>\n",
" <th>2004</th>\n",
" <th>2005</th>\n",
" <th>2006</th>\n",
" <th>2007</th>\n",
" <th>2008</th>\n",
" <th>2009</th>\n",
" <th>2010</th>\n",
" <th>2011</th>\n",
" <th>2012</th>\n",
" <th>2013</th>\n",
" <th>2014</th>\n",
" <th>2015</th>\n",
" <th>2016</th>\n",
" <th>2017</th>\n",
" <th>2018</th>\n",
" <th>2019</th>\n",
" <th>2020</th>\n",
" <th>2021</th>\n",
" <th>2022</th>\n",
" </tr>\n",
" <tr>\n",
" <th>preusuel</th>\n",
" <th></th>\n",
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" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>AALIYAH</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.001548</td>\n",
" <td>0.001238</td>\n",
" <td>0.001858</td>\n",
" <td>0.009288</td>\n",
" <td>0.018885</td>\n",
" <td>0.021981</td>\n",
" <td>0.021672</td>\n",
" <td>0.020743</td>\n",
" <td>0.018576</td>\n",
" <td>0.020433</td>\n",
" <td>0.023529</td>\n",
" <td>0.028483</td>\n",
" <td>0.042105</td>\n",
" <td>0.044892</td>\n",
" <td>0.054180</td>\n",
" <td>0.044892</td>\n",
" <td>0.060681</td>\n",
" <td>0.058204</td>\n",
" <td>0.059752</td>\n",
" <td>0.061610</td>\n",
" <td>0.058824</td>\n",
" <td>0.070898</td>\n",
" <td>0.079876</td>\n",
" <td>0.085449</td>\n",
" <td>0.090402</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AARON</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000088</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000088</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000088</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000088</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000088</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000088</td>\n",
" <td>0.000000</td>\n",
" <td>0.000088</td>\n",
" <td>0.000147</td>\n",
" <td>0.000118</td>\n",
" <td>0.000147</td>\n",
" <td>0.000088</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000118</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000088</td>\n",
" <td>0.000177</td>\n",
" <td>0.000088</td>\n",
" <td>0.000000</td>\n",
" <td>0.000118</td>\n",
" <td>0.000177</td>\n",
" <td>0.000294</td>\n",
" <td>0.000265</td>\n",
" <td>0.000235</td>\n",
" <td>0.000235</td>\n",
" <td>0.000324</td>\n",
" <td>0.000294</td>\n",
" <td>0.000441</td>\n",
" <td>0.000500</td>\n",
" <td>0.000441</td>\n",
" <td>0.000706</td>\n",
" <td>0.000588</td>\n",
" <td>0.000912</td>\n",
" <td>0.000530</td>\n",
" <td>0.000765</td>\n",
" <td>0.001354</td>\n",
" <td>0.001030</td>\n",
" <td>0.002207</td>\n",
" <td>0.002560</td>\n",
" <td>0.003060</td>\n",
" <td>0.003531</td>\n",
" <td>0.004149</td>\n",
" <td>0.004090</td>\n",
" <td>0.004237</td>\n",
" <td>0.010152</td>\n",
" <td>0.013035</td>\n",
" <td>0.017596</td>\n",
" <td>0.026865</td>\n",
" <td>0.040636</td>\n",
" <td>0.039871</td>\n",
" <td>0.047256</td>\n",
" <td>0.051964</td>\n",
" <td>0.050875</td>\n",
" <td>0.056113</td>\n",
" <td>0.060438</td>\n",
" <td>0.063440</td>\n",
" <td>0.069795</td>\n",
" <td>0.070119</td>\n",
" <td>0.066206</td>\n",
" <td>0.072002</td>\n",
" <td>0.068236</td>\n",
" <td>0.073474</td>\n",
" <td>0.067294</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABDALLAH</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000641</td>\n",
" <td>0.000962</td>\n",
" <td>0.001603</td>\n",
" <td>0.001122</td>\n",
" <td>0.001282</td>\n",
" <td>0.001923</td>\n",
" <td>0.002725</td>\n",
" <td>0.003206</td>\n",
" <td>0.003847</td>\n",
" <td>0.003366</td>\n",
" <td>0.004007</td>\n",
" <td>0.004167</td>\n",
" <td>0.004648</td>\n",
" <td>0.005610</td>\n",
" <td>0.006572</td>\n",
" <td>0.008014</td>\n",
" <td>0.007533</td>\n",
" <td>0.008976</td>\n",
" <td>0.009937</td>\n",
" <td>0.010579</td>\n",
" <td>0.010098</td>\n",
" <td>0.008976</td>\n",
" <td>0.009296</td>\n",
" <td>0.010899</td>\n",
" <td>0.009136</td>\n",
" <td>0.008335</td>\n",
" <td>0.010899</td>\n",
" <td>0.008174</td>\n",
" <td>0.010579</td>\n",
" <td>0.008335</td>\n",
" <td>0.007694</td>\n",
" <td>0.005450</td>\n",
" <td>0.006091</td>\n",
" <td>0.008014</td>\n",
" <td>0.007854</td>\n",
" <td>0.010739</td>\n",
" <td>0.006892</td>\n",
" <td>0.008816</td>\n",
" <td>0.007694</td>\n",
" <td>0.007213</td>\n",
" <td>0.007213</td>\n",
" <td>0.006892</td>\n",
" <td>0.008335</td>\n",
" <td>0.005610</td>\n",
" <td>0.005450</td>\n",
" <td>0.005450</td>\n",
" <td>0.006892</td>\n",
" <td>0.005610</td>\n",
" <td>0.005610</td>\n",
" <td>0.005450</td>\n",
" <td>0.006572</td>\n",
" <td>0.007694</td>\n",
" <td>0.011540</td>\n",
" <td>0.010899</td>\n",
" <td>0.011380</td>\n",
" <td>0.014586</td>\n",
" <td>0.016509</td>\n",
" <td>0.017150</td>\n",
" <td>0.022119</td>\n",
" <td>0.021478</td>\n",
" <td>0.021798</td>\n",
" <td>0.026927</td>\n",
" <td>0.026447</td>\n",
" <td>0.029492</td>\n",
" <td>0.029973</td>\n",
" <td>0.032858</td>\n",
" <td>0.041673</td>\n",
" <td>0.043757</td>\n",
" <td>0.050008</td>\n",
" <td>0.043116</td>\n",
" <td>0.040712</td>\n",
" <td>0.038949</td>\n",
" <td>0.030934</td>\n",
" <td>0.030614</td>\n",
" <td>0.023561</td>\n",
" <td>0.024844</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABDEL</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.001265</td>\n",
" <td>0.001476</td>\n",
" <td>0.001054</td>\n",
" <td>0.001897</td>\n",
" <td>0.003162</td>\n",
" <td>0.003583</td>\n",
" <td>0.004848</td>\n",
" <td>0.008010</td>\n",
" <td>0.007167</td>\n",
" <td>0.009275</td>\n",
" <td>0.011383</td>\n",
" <td>0.011594</td>\n",
" <td>0.015388</td>\n",
" <td>0.016231</td>\n",
" <td>0.016231</td>\n",
" <td>0.017285</td>\n",
" <td>0.018550</td>\n",
" <td>0.014545</td>\n",
" <td>0.015809</td>\n",
" <td>0.015177</td>\n",
" <td>0.014755</td>\n",
" <td>0.017285</td>\n",
" <td>0.015388</td>\n",
" <td>0.016020</td>\n",
" <td>0.015809</td>\n",
" <td>0.016653</td>\n",
" <td>0.019393</td>\n",
" <td>0.019393</td>\n",
" <td>0.013491</td>\n",
" <td>0.011383</td>\n",
" <td>0.015809</td>\n",
" <td>0.020236</td>\n",
" <td>0.017496</td>\n",
" <td>0.015388</td>\n",
" <td>0.021290</td>\n",
" <td>0.020447</td>\n",
" <td>0.020025</td>\n",
" <td>0.021079</td>\n",
" <td>0.018550</td>\n",
" <td>0.016442</td>\n",
" <td>0.017285</td>\n",
" <td>0.017917</td>\n",
" <td>0.014545</td>\n",
" <td>0.013491</td>\n",
" <td>0.009696</td>\n",
" <td>0.010540</td>\n",
" <td>0.015388</td>\n",
" <td>0.010961</td>\n",
" <td>0.009486</td>\n",
" <td>0.011172</td>\n",
" <td>0.010540</td>\n",
" <td>0.007799</td>\n",
" <td>0.011383</td>\n",
" <td>0.013702</td>\n",
" <td>0.010750</td>\n",
" <td>0.012437</td>\n",
" <td>0.013912</td>\n",
" <td>0.012226</td>\n",
" <td>0.012226</td>\n",
" <td>0.012648</td>\n",
" <td>0.012648</td>\n",
" <td>0.011383</td>\n",
" <td>0.013912</td>\n",
" <td>0.011383</td>\n",
" <td>0.010750</td>\n",
" <td>0.018339</td>\n",
" <td>0.014123</td>\n",
" <td>0.016863</td>\n",
" <td>0.016653</td>\n",
" <td>0.011383</td>\n",
" <td>0.015809</td>\n",
" <td>0.011594</td>\n",
" <td>0.013702</td>\n",
" <td>0.012226</td>\n",
" <td>0.011804</td>\n",
" <td>0.009064</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ABDELKADER</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000492</td>\n",
" <td>0.000295</td>\n",
" <td>0.000787</td>\n",
" <td>0.000885</td>\n",
" <td>0.001180</td>\n",
" <td>0.001279</td>\n",
" <td>0.001377</td>\n",
" <td>0.002852</td>\n",
" <td>0.005114</td>\n",
" <td>0.005114</td>\n",
" <td>0.006786</td>\n",
" <td>0.006983</td>\n",
" <td>0.006983</td>\n",
" <td>0.008261</td>\n",
" <td>0.012097</td>\n",
" <td>0.012785</td>\n",
" <td>0.014457</td>\n",
" <td>0.018588</td>\n",
" <td>0.021735</td>\n",
" <td>0.022227</td>\n",
" <td>0.025865</td>\n",
" <td>0.028718</td>\n",
" <td>0.029898</td>\n",
" <td>0.027341</td>\n",
" <td>0.026849</td>\n",
" <td>0.033733</td>\n",
" <td>0.031078</td>\n",
" <td>0.029308</td>\n",
" <td>0.029308</td>\n",
" <td>0.029603</td>\n",
" <td>0.026849</td>\n",
" <td>0.022915</td>\n",
" <td>0.027439</td>\n",
" <td>0.024685</td>\n",
" <td>0.022817</td>\n",
" <td>0.025570</td>\n",
" <td>0.024489</td>\n",
" <td>0.025767</td>\n",
" <td>0.021341</td>\n",
" <td>0.020653</td>\n",
" <td>0.014457</td>\n",
" <td>0.016621</td>\n",
" <td>0.011900</td>\n",
" <td>0.010720</td>\n",
" <td>0.010818</td>\n",
" <td>0.009638</td>\n",
" <td>0.010720</td>\n",
" <td>0.010327</td>\n",
" <td>0.008851</td>\n",
" <td>0.009343</td>\n",
" <td>0.006884</td>\n",
" <td>0.008163</td>\n",
" <td>0.008556</td>\n",
" <td>0.007376</td>\n",
" <td>0.009540</td>\n",
" <td>0.009441</td>\n",
" <td>0.010031</td>\n",
" <td>0.010327</td>\n",
" <td>0.009146</td>\n",
" <td>0.008556</td>\n",
" <td>0.008065</td>\n",
" <td>0.009835</td>\n",
" <td>0.009835</td>\n",
" <td>0.008556</td>\n",
" <td>0.007081</td>\n",
" <td>0.007376</td>\n",
" <td>0.006393</td>\n",
" <td>0.005507</td>\n",
" <td>0.007081</td>\n",
" <td>0.006098</td>\n",
" <td>0.005803</td>\n",
" <td>0.005016</td>\n",
" <td>0.006491</td>\n",
" <td>0.005212</td>\n",
" <td>0.005311</td>\n",
" <td>0.005409</td>\n",
" <td>0.005016</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ÉLISE</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000609</td>\n",
" <td>0.0</td>\n",
" <td>0.000812</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000609</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000609</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000609</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000609</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000609</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000609</td>\n",
" <td>0.001015</td>\n",
" <td>0.000812</td>\n",
" <td>0.001421</td>\n",
" <td>0.000609</td>\n",
" <td>0.000609</td>\n",
" <td>0.001624</td>\n",
" <td>0.001827</td>\n",
" <td>0.001827</td>\n",
" <td>0.004670</td>\n",
" <td>0.004061</td>\n",
" <td>0.005888</td>\n",
" <td>0.005076</td>\n",
" <td>0.007107</td>\n",
" <td>0.010355</td>\n",
" <td>0.012183</td>\n",
" <td>0.008325</td>\n",
" <td>0.009137</td>\n",
" <td>0.009746</td>\n",
" <td>0.008122</td>\n",
" <td>0.005888</td>\n",
" <td>0.006497</td>\n",
" <td>0.006701</td>\n",
" <td>0.004467</td>\n",
" <td>0.003046</td>\n",
" <td>0.003249</td>\n",
" <td>0.004061</td>\n",
" <td>0.004467</td>\n",
" <td>0.009340</td>\n",
" <td>0.009137</td>\n",
" <td>0.010558</td>\n",
" <td>0.001218</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.008325</td>\n",
" <td>0.026599</td>\n",
" <td>0.039594</td>\n",
" <td>0.051168</td>\n",
" <td>0.049949</td>\n",
" <td>0.048325</td>\n",
" <td>0.077970</td>\n",
" <td>0.074315</td>\n",
" <td>0.093198</td>\n",
" <td>0.083655</td>\n",
" <td>0.090152</td>\n",
" <td>0.093807</td>\n",
" <td>0.094822</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ÉLODIE</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.001087</td>\n",
" <td>0.001902</td>\n",
" <td>0.002173</td>\n",
" <td>0.004618</td>\n",
" <td>0.004618</td>\n",
" <td>0.006792</td>\n",
" <td>0.007335</td>\n",
" <td>0.005705</td>\n",
" <td>0.013312</td>\n",
" <td>0.015757</td>\n",
" <td>0.020918</td>\n",
" <td>0.037218</td>\n",
" <td>0.053518</td>\n",
" <td>0.063570</td>\n",
" <td>0.064385</td>\n",
" <td>0.069275</td>\n",
" <td>0.072535</td>\n",
" <td>0.065200</td>\n",
" <td>0.069546</td>\n",
" <td>0.079870</td>\n",
" <td>0.054605</td>\n",
" <td>0.046183</td>\n",
" <td>0.035588</td>\n",
" <td>0.026352</td>\n",
" <td>0.017658</td>\n",
" <td>0.012768</td>\n",
" <td>0.012768</td>\n",
" <td>0.023635</td>\n",
" <td>0.015213</td>\n",
" <td>0.024993</td>\n",
" <td>0.003260</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.003532</td>\n",
" <td>0.005977</td>\n",
" <td>0.009237</td>\n",
" <td>0.004347</td>\n",
" <td>0.006792</td>\n",
" <td>0.003803</td>\n",
" <td>0.003803</td>\n",
" <td>0.006248</td>\n",
" <td>0.004618</td>\n",
" <td>0.004890</td>\n",
" <td>0.005433</td>\n",
" <td>0.005433</td>\n",
" <td>0.003532</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ÉLÉNA</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.001311</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.001311</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.001311</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000983</td>\n",
" <td>0.001639</td>\n",
" <td>0.000983</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.010488</td>\n",
" <td>0.030810</td>\n",
" <td>0.047853</td>\n",
" <td>0.065880</td>\n",
" <td>0.055719</td>\n",
" <td>0.069158</td>\n",
" <td>0.068502</td>\n",
" <td>0.082268</td>\n",
" <td>0.107178</td>\n",
" <td>0.115044</td>\n",
" <td>0.111439</td>\n",
" <td>0.119305</td>\n",
" <td>0.108817</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ÉLÉONORE</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.001516</td>\n",
" <td>0.000909</td>\n",
" <td>0.000909</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.001516</td>\n",
" <td>0.001212</td>\n",
" <td>0.001516</td>\n",
" <td>0.002122</td>\n",
" <td>0.003334</td>\n",
" <td>0.004244</td>\n",
" <td>0.004244</td>\n",
" <td>0.004547</td>\n",
" <td>0.002425</td>\n",
" <td>0.002728</td>\n",
" <td>0.004244</td>\n",
" <td>0.004244</td>\n",
" <td>0.004547</td>\n",
" <td>0.002425</td>\n",
" <td>0.002425</td>\n",
" <td>0.002425</td>\n",
" <td>0.002122</td>\n",
" <td>0.000000</td>\n",
" <td>0.004850</td>\n",
" <td>0.002728</td>\n",
" <td>0.003031</td>\n",
" <td>0.004244</td>\n",
" <td>0.005153</td>\n",
" <td>0.004547</td>\n",
" <td>0.001516</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.006366</td>\n",
" <td>0.027887</td>\n",
" <td>0.038497</td>\n",
" <td>0.058199</td>\n",
" <td>0.043650</td>\n",
" <td>0.061837</td>\n",
" <td>0.074265</td>\n",
" <td>0.083662</td>\n",
" <td>0.086693</td>\n",
" <td>0.111852</td>\n",
" <td>0.100333</td>\n",
" <td>0.112458</td>\n",
" <td>0.114580</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ÉMILIE</th>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.001144</td>\n",
" <td>0.000572</td>\n",
" <td>0.000572</td>\n",
" <td>0.004194</td>\n",
" <td>0.003813</td>\n",
" <td>0.005910</td>\n",
" <td>0.007626</td>\n",
" <td>0.018494</td>\n",
" <td>0.029552</td>\n",
" <td>0.056816</td>\n",
" <td>0.058723</td>\n",
" <td>0.056053</td>\n",
" <td>0.068446</td>\n",
" <td>0.057579</td>\n",
" <td>0.058532</td>\n",
" <td>0.050524</td>\n",
" <td>0.035081</td>\n",
" <td>0.029361</td>\n",
" <td>0.024023</td>\n",
" <td>0.018112</td>\n",
" <td>0.015634</td>\n",
" <td>0.011249</td>\n",
" <td>0.009342</td>\n",
" <td>0.007817</td>\n",
" <td>0.007626</td>\n",
" <td>0.014681</td>\n",
" <td>0.014109</td>\n",
" <td>0.016778</td>\n",
" <td>0.003432</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</td>\n",
" <td>0.006482</td>\n",
" <td>0.015634</td>\n",
" <td>0.017922</td>\n",
" <td>0.021544</td>\n",
" <td>0.025167</td>\n",
" <td>0.028408</td>\n",
" <td>0.028980</td>\n",
" <td>0.027073</td>\n",
" <td>0.029552</td>\n",
" <td>0.027836</td>\n",
" <td>0.026120</td>\n",
" <td>0.029361</td>\n",
" <td>0.030124</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1727 rows × 123 columns</p>\n",
"</div>"
],
"text/plain": [
"annais 1900 1901 1902 1903 1904 1905 1906 1907 1908 1909 \\\n",
"preusuel \n",
"AALIYAH 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 0.0 \n",
"AARON 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000088 0.0 0.0 \n",
"ABDALLAH 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 0.0 \n",
"ABDEL 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 0.0 \n",
"ABDELKADER 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 0.0 \n",
"... ... ... ... ... ... ... ... ... ... ... \n",
"ÉLISE 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 0.0 \n",
"ÉLODIE 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 0.0 \n",
"ÉLÉNA 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 0.0 \n",
"ÉLÉONORE 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 0.0 \n",
"ÉMILIE 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 0.0 \n",
"\n",
"annais 1910 1911 1912 1913 1914 1915 1916 1917 1918 1919 \\\n",
"preusuel \n",
"AALIYAH 0.0 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"AARON 0.0 0.000088 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"ABDALLAH 0.0 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"ABDEL 0.0 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"ABDELKADER 0.0 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"... ... ... ... ... ... ... ... ... ... ... \n",
"ÉLISE 0.0 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"ÉLODIE 0.0 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"ÉLÉNA 0.0 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"ÉLÉONORE 0.0 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"ÉMILIE 0.0 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n",
"\n",
"annais 1920 1921 1922 1923 1924 1925 1926 1927 1928 \\\n",
"preusuel \n",
"AALIYAH 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 0.000000 \n",
"AARON 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 0.000000 \n",
"ABDALLAH 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 0.000000 \n",
"ABDEL 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 0.000000 \n",
"ABDELKADER 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 0.000000 \n",
"... ... ... ... ... ... ... ... ... ... \n",
"ÉLISE 0.0 0.0 0.0 0.0 0.0 0.0 0.000609 0.0 0.000812 \n",
"ÉLODIE 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 0.000000 \n",
"ÉLÉNA 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 0.000000 \n",
"ÉLÉONORE 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 0.000000 \n",
"ÉMILIE 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 0.0 0.000000 \n",
"\n",
"annais 1929 1930 1931 1932 1933 1934 1935 1936 1937 \\\n",
"preusuel \n",
"AALIYAH 0.0 0.0 0.000000 0.0 0.0 0.0 0.000000 0.0 0.0 \n",
"AARON 0.0 0.0 0.000088 0.0 0.0 0.0 0.000088 0.0 0.0 \n",
"ABDALLAH 0.0 0.0 0.000000 0.0 0.0 0.0 0.000000 0.0 0.0 \n",
"ABDEL 0.0 0.0 0.000000 0.0 0.0 0.0 0.000000 0.0 0.0 \n",
"ABDELKADER 0.0 0.0 0.000000 0.0 0.0 0.0 0.000000 0.0 0.0 \n",
"... ... ... ... ... ... ... ... ... ... \n",
"ÉLISE 0.0 0.0 0.000000 0.0 0.0 0.0 0.000000 0.0 0.0 \n",
"ÉLODIE 0.0 0.0 0.000000 0.0 0.0 0.0 0.000000 0.0 0.0 \n",
"ÉLÉNA 0.0 0.0 0.000000 0.0 0.0 0.0 0.000000 0.0 0.0 \n",
"ÉLÉONORE 0.0 0.0 0.000000 0.0 0.0 0.0 0.000000 0.0 0.0 \n",
"ÉMILIE 0.0 0.0 0.000000 0.0 0.0 0.0 0.000000 0.0 0.0 \n",
"\n",
"annais 1938 1939 1940 1941 1942 1943 1944 1945 1946 \\\n",
"preusuel \n",
"AALIYAH 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 \n",
"AARON 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 \n",
"ABDALLAH 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 \n",
"ABDEL 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 \n",
"ABDELKADER 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000492 \n",
"... ... ... ... ... ... ... ... ... ... \n",
"ÉLISE 0.000609 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 \n",
"ÉLODIE 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 \n",
"ÉLÉNA 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 \n",
"ÉLÉONORE 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 \n",
"ÉMILIE 0.000000 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.000000 \n",
"\n",
"annais 1947 1948 1949 1950 1951 1952 \\\n",
"preusuel \n",
"AALIYAH 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"AARON 0.000000 0.000000 0.000088 0.000000 0.000000 0.000000 \n",
"ABDALLAH 0.000641 0.000962 0.001603 0.001122 0.001282 0.001923 \n",
"ABDEL 0.001265 0.001476 0.001054 0.001897 0.003162 0.003583 \n",
"ABDELKADER 0.000295 0.000787 0.000885 0.001180 0.001279 0.001377 \n",
"... ... ... ... ... ... ... \n",
"ÉLISE 0.000000 0.000000 0.000609 0.000000 0.000000 0.000000 \n",
"ÉLODIE 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"ÉLÉNA 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"ÉLÉONORE 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"ÉMILIE 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"\n",
"annais 1953 1954 1955 1956 1957 1958 \\\n",
"preusuel \n",
"AALIYAH 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"AARON 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"ABDALLAH 0.002725 0.003206 0.003847 0.003366 0.004007 0.004167 \n",
"ABDEL 0.004848 0.008010 0.007167 0.009275 0.011383 0.011594 \n",
"ABDELKADER 0.002852 0.005114 0.005114 0.006786 0.006983 0.006983 \n",
"... ... ... ... ... ... ... \n",
"ÉLISE 0.000000 0.000000 0.000000 0.000609 0.000000 0.000000 \n",
"ÉLODIE 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"ÉLÉNA 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"ÉLÉONORE 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"ÉMILIE 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"\n",
"annais 1959 1960 1961 1962 1963 1964 \\\n",
"preusuel \n",
"AALIYAH 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"AARON 0.000000 0.000088 0.000000 0.000088 0.000147 0.000118 \n",
"ABDALLAH 0.004648 0.005610 0.006572 0.008014 0.007533 0.008976 \n",
"ABDEL 0.015388 0.016231 0.016231 0.017285 0.018550 0.014545 \n",
"ABDELKADER 0.008261 0.012097 0.012785 0.014457 0.018588 0.021735 \n",
"... ... ... ... ... ... ... \n",
"ÉLISE 0.000000 0.000609 0.000000 0.000000 0.000609 0.000000 \n",
"ÉLODIE 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"ÉLÉNA 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"ÉLÉONORE 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"ÉMILIE 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"\n",
"annais 1965 1966 1967 1968 1969 1970 \\\n",
"preusuel \n",
"AALIYAH 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"AARON 0.000147 0.000088 0.000000 0.000000 0.000000 0.000118 \n",
"ABDALLAH 0.009937 0.010579 0.010098 0.008976 0.009296 0.010899 \n",
"ABDEL 0.015809 0.015177 0.014755 0.017285 0.015388 0.016020 \n",
"ABDELKADER 0.022227 0.025865 0.028718 0.029898 0.027341 0.026849 \n",
"... ... ... ... ... ... ... \n",
"ÉLISE 0.000000 0.000000 0.000000 0.000609 0.001015 0.000812 \n",
"ÉLODIE 0.000000 0.000000 0.000000 0.000000 0.001087 0.001902 \n",
"ÉLÉNA 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"ÉLÉONORE 0.000000 0.000000 0.000000 0.000000 0.000000 0.001516 \n",
"ÉMILIE 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"\n",
"annais 1971 1972 1973 1974 1975 1976 \\\n",
"preusuel \n",
"AALIYAH 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"AARON 0.000000 0.000000 0.000000 0.000000 0.000088 0.000177 \n",
"ABDALLAH 0.009136 0.008335 0.010899 0.008174 0.010579 0.008335 \n",
"ABDEL 0.015809 0.016653 0.019393 0.019393 0.013491 0.011383 \n",
"ABDELKADER 0.033733 0.031078 0.029308 0.029308 0.029603 0.026849 \n",
"... ... ... ... ... ... ... \n",
"ÉLISE 0.001421 0.000609 0.000609 0.001624 0.001827 0.001827 \n",
"ÉLODIE 0.002173 0.004618 0.004618 0.006792 0.007335 0.005705 \n",
"ÉLÉNA 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"ÉLÉONORE 0.000909 0.000909 0.000000 0.000000 0.001516 0.001212 \n",
"ÉMILIE 0.001144 0.000572 0.000572 0.004194 0.003813 0.005910 \n",
"\n",
"annais 1977 1978 1979 1980 1981 1982 \\\n",
"preusuel \n",
"AALIYAH 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"AARON 0.000088 0.000000 0.000118 0.000177 0.000294 0.000265 \n",
"ABDALLAH 0.007694 0.005450 0.006091 0.008014 0.007854 0.010739 \n",
"ABDEL 0.015809 0.020236 0.017496 0.015388 0.021290 0.020447 \n",
"ABDELKADER 0.022915 0.027439 0.024685 0.022817 0.025570 0.024489 \n",
"... ... ... ... ... ... ... \n",
"ÉLISE 0.004670 0.004061 0.005888 0.005076 0.007107 0.010355 \n",
"ÉLODIE 0.013312 0.015757 0.020918 0.037218 0.053518 0.063570 \n",
"ÉLÉNA 0.000000 0.000000 0.000000 0.000000 0.001311 0.000000 \n",
"ÉLÉONORE 0.001516 0.002122 0.003334 0.004244 0.004244 0.004547 \n",
"ÉMILIE 0.007626 0.018494 0.029552 0.056816 0.058723 0.056053 \n",
"\n",
"annais 1983 1984 1985 1986 1987 1988 \\\n",
"preusuel \n",
"AALIYAH 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"AARON 0.000235 0.000235 0.000324 0.000294 0.000441 0.000500 \n",
"ABDALLAH 0.006892 0.008816 0.007694 0.007213 0.007213 0.006892 \n",
"ABDEL 0.020025 0.021079 0.018550 0.016442 0.017285 0.017917 \n",
"ABDELKADER 0.025767 0.021341 0.020653 0.014457 0.016621 0.011900 \n",
"... ... ... ... ... ... ... \n",
"ÉLISE 0.012183 0.008325 0.009137 0.009746 0.008122 0.005888 \n",
"ÉLODIE 0.064385 0.069275 0.072535 0.065200 0.069546 0.079870 \n",
"ÉLÉNA 0.000000 0.001311 0.000000 0.000000 0.000000 0.000000 \n",
"ÉLÉONORE 0.002425 0.002728 0.004244 0.004244 0.004547 0.002425 \n",
"ÉMILIE 0.068446 0.057579 0.058532 0.050524 0.035081 0.029361 \n",
"\n",
"annais 1989 1990 1991 1992 1993 1994 \\\n",
"preusuel \n",
"AALIYAH 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"AARON 0.000441 0.000706 0.000588 0.000912 0.000530 0.000765 \n",
"ABDALLAH 0.008335 0.005610 0.005450 0.005450 0.006892 0.005610 \n",
"ABDEL 0.014545 0.013491 0.009696 0.010540 0.015388 0.010961 \n",
"ABDELKADER 0.010720 0.010818 0.009638 0.010720 0.010327 0.008851 \n",
"... ... ... ... ... ... ... \n",
"ÉLISE 0.006497 0.006701 0.004467 0.003046 0.003249 0.004061 \n",
"ÉLODIE 0.054605 0.046183 0.035588 0.026352 0.017658 0.012768 \n",
"ÉLÉNA 0.000000 0.000000 0.001311 0.000000 0.000000 0.000000 \n",
"ÉLÉONORE 0.002425 0.002425 0.002122 0.000000 0.004850 0.002728 \n",
"ÉMILIE 0.024023 0.018112 0.015634 0.011249 0.009342 0.007817 \n",
"\n",
"annais 1995 1996 1997 1998 1999 2000 \\\n",
"preusuel \n",
"AALIYAH 0.000000 0.000000 0.000000 0.001548 0.001238 0.001858 \n",
"AARON 0.001354 0.001030 0.002207 0.002560 0.003060 0.003531 \n",
"ABDALLAH 0.005610 0.005450 0.006572 0.007694 0.011540 0.010899 \n",
"ABDEL 0.009486 0.011172 0.010540 0.007799 0.011383 0.013702 \n",
"ABDELKADER 0.009343 0.006884 0.008163 0.008556 0.007376 0.009540 \n",
"... ... ... ... ... ... ... \n",
"ÉLISE 0.004467 0.009340 0.009137 0.010558 0.001218 0.000000 \n",
"ÉLODIE 0.012768 0.023635 0.015213 0.024993 0.003260 0.000000 \n",
"ÉLÉNA 0.000000 0.000983 0.001639 0.000983 0.000000 0.000000 \n",
"ÉLÉONORE 0.003031 0.004244 0.005153 0.004547 0.001516 0.000000 \n",
"ÉMILIE 0.007626 0.014681 0.014109 0.016778 0.003432 0.000000 \n",
"\n",
"annais 2001 2002 2003 2004 2005 2006 \\\n",
"preusuel \n",
"AALIYAH 0.009288 0.018885 0.021981 0.021672 0.020743 0.018576 \n",
"AARON 0.004149 0.004090 0.004237 0.010152 0.013035 0.017596 \n",
"ABDALLAH 0.011380 0.014586 0.016509 0.017150 0.022119 0.021478 \n",
"ABDEL 0.010750 0.012437 0.013912 0.012226 0.012226 0.012648 \n",
"ABDELKADER 0.009441 0.010031 0.010327 0.009146 0.008556 0.008065 \n",
"... ... ... ... ... ... ... \n",
"ÉLISE 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"ÉLODIE 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"ÉLÉNA 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
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"ÉMILIE 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n",
"\n",
"annais 2007 2008 2009 2010 2011 2012 \\\n",
"preusuel \n",
"AALIYAH 0.020433 0.023529 0.028483 0.042105 0.044892 0.054180 \n",
"AARON 0.026865 0.040636 0.039871 0.047256 0.051964 0.050875 \n",
"ABDALLAH 0.021798 0.026927 0.026447 0.029492 0.029973 0.032858 \n",
"ABDEL 0.012648 0.011383 0.013912 0.011383 0.010750 0.018339 \n",
"ABDELKADER 0.009835 0.009835 0.008556 0.007081 0.007376 0.006393 \n",
"... ... ... ... ... ... ... \n",
"ÉLISE 0.000000 0.000000 0.000000 0.008325 0.026599 0.039594 \n",
"ÉLODIE 0.000000 0.000000 0.000000 0.003532 0.005977 0.009237 \n",
"ÉLÉNA 0.000000 0.000000 0.000000 0.010488 0.030810 0.047853 \n",
"ÉLÉONORE 0.000000 0.000000 0.000000 0.006366 0.027887 0.038497 \n",
"ÉMILIE 0.000000 0.000000 0.000000 0.006482 0.015634 0.017922 \n",
"\n",
"annais 2013 2014 2015 2016 2017 2018 \\\n",
"preusuel \n",
"AALIYAH 0.044892 0.060681 0.058204 0.059752 0.061610 0.058824 \n",
"AARON 0.056113 0.060438 0.063440 0.069795 0.070119 0.066206 \n",
"ABDALLAH 0.041673 0.043757 0.050008 0.043116 0.040712 0.038949 \n",
"ABDEL 0.014123 0.016863 0.016653 0.011383 0.015809 0.011594 \n",
"ABDELKADER 0.005507 0.007081 0.006098 0.005803 0.005016 0.006491 \n",
"... ... ... ... ... ... ... \n",
"ÉLISE 0.051168 0.049949 0.048325 0.077970 0.074315 0.093198 \n",
"ÉLODIE 0.004347 0.006792 0.003803 0.003803 0.006248 0.004618 \n",
"ÉLÉNA 0.065880 0.055719 0.069158 0.068502 0.082268 0.107178 \n",
"ÉLÉONORE 0.058199 0.043650 0.061837 0.074265 0.083662 0.086693 \n",
"ÉMILIE 0.021544 0.025167 0.028408 0.028980 0.027073 0.029552 \n",
"\n",
"annais 2019 2020 2021 2022 \n",
"preusuel \n",
"AALIYAH 0.070898 0.079876 0.085449 0.090402 \n",
"AARON 0.072002 0.068236 0.073474 0.067294 \n",
"ABDALLAH 0.030934 0.030614 0.023561 0.024844 \n",
"ABDEL 0.013702 0.012226 0.011804 0.009064 \n",
"ABDELKADER 0.005212 0.005311 0.005409 0.005016 \n",
"... ... ... ... ... \n",
"ÉLISE 0.083655 0.090152 0.093807 0.094822 \n",
"ÉLODIE 0.004890 0.005433 0.005433 0.003532 \n",
"ÉLÉNA 0.115044 0.111439 0.119305 0.108817 \n",
"ÉLÉONORE 0.111852 0.100333 0.112458 0.114580 \n",
"ÉMILIE 0.027836 0.026120 0.029361 0.030124 \n",
"\n",
"[1727 rows x 123 columns]"
]
},
"execution_count": 174,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"year_by_year.div(year_by_year.sum(axis=1), axis=0)"
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {},
"outputs": [
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{\"variable\": \"2014\", \"component 0\": -13433492.892296147, \"component 1\": -3254462.3785452754}, {\"variable\": \"2015\", \"component 0\": -13031763.252414182, \"component 1\": -3209528.3304163516}, {\"variable\": \"2016\", \"component 0\": -12493835.41792618, \"component 1\": -3116759.9021081394}, {\"variable\": \"2017\", \"component 0\": -11888604.508307101, \"component 1\": -3010283.156841067}, {\"variable\": \"2018\", \"component 0\": -11198850.872725675, \"component 1\": -2873419.7806429467}, {\"variable\": \"2019\", \"component 0\": -10621016.886111729, \"component 1\": -2758350.711138266}, {\"variable\": \"2020\", \"component 0\": -9868575.46035669, \"component 1\": -2627214.8567210715}, {\"variable\": \"2021\", \"component 0\": -9158152.261945685, \"component 1\": -2483463.5429362734}, {\"variable\": \"2022\", \"component 0\": -8611165.518346066, \"component 1\": -2341785.584814477}]}}, {\"mode\": \"vega-lite\"});\n",
"</script>"
],
"text/plain": [
"alt.LayerChart(...)"
]
},
"execution_count": 177,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import prince\n",
"\n",
"pca = prince.PCA(n_components=2)\n",
"pca = pca.fit(year_by_year.div(year_by_year.sum(axis=1), axis=0))\n",
"pca.plot(year_by_year)"
]
},
{
"cell_type": "code",
"execution_count": 198,
"metadata": {},
"outputs": [],
"source": [
"shares = year_by_year.div(year_by_year.sum(axis=1), axis=0)\n",
"R = shares.iloc[:, :33].sum(axis=1)\n",
"G = shares.iloc[:, 33:66].sum(axis=1)\n",
"B = shares.iloc[:, 66:].sum(axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 188,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 38.531956 , 22.69742 ],\n",
" [ 50.532345 , 20.41195 ],\n",
" [ 0.3605497 , -0.59383315],\n",
" ...,\n",
" [ 51.295406 , 38.907085 ],\n",
" [ 50.185795 , 39.470196 ],\n",
" [-43.183434 , -42.145145 ]], dtype=float32)"
]
},
"execution_count": 188,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn import manifold\n",
"\n",
"tsne = manifold.TSNE(n_components=2, perplexity=10)\n",
"embedding = tsne.fit_transform(year_by_year.div(year_by_year.sum(axis=1), axis=0))\n",
"embedding"
]
},
{
"cell_type": "code",
"execution_count": 207,
"metadata": {},
"outputs": [],
"source": [
"pd.DataFrame({\n",
" 'name': names,\n",
" 'x': embedding[:, 0],\n",
" 'y': embedding[:, 1],\n",
" 'R': R,\n",
" 'G': G,\n",
" 'B': B,\n",
"}).to_csv('embedding.csv', index=False)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.11.0"
},
"orig_nbformat": 4
},
"nbformat": 4,
"nbformat_minor": 2
}
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