{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Analyse Varicelle"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import isoweek\n",
"from math import floor\n",
"\n",
"from os.path import exists\n",
"import requests"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Chargement des données"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" \n",
" \n",
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" week \n",
" indicator \n",
" inc \n",
" inc_low \n",
" inc_up \n",
" inc100 \n",
" inc100_low \n",
" inc100_up \n",
" geo_insee \n",
" geo_name \n",
" \n",
" \n",
" \n",
" \n",
" 0 \n",
" 202248 \n",
" 7 \n",
" 5910 \n",
" 3269 \n",
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" 4674 \n",
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" FR \n",
" France \n",
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" 9 \n",
" FR \n",
" France \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" week indicator inc inc_low inc_up inc100 inc100_low inc100_up \\\n",
"0 202248 7 5910 3269 8551 9 5 13 \n",
"1 202247 7 6041 3680 8402 9 5 13 \n",
"2 202246 7 3033 1392 4674 5 3 7 \n",
"3 202245 7 3827 1720 5934 6 3 9 \n",
"4 202244 7 4271 2231 6311 6 3 9 \n",
"\n",
" geo_insee geo_name \n",
"0 FR France \n",
"1 FR France \n",
"2 FR France \n",
"3 FR France \n",
"4 FR France "
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data_url = \"https://www.sentiweb.fr/datasets/incidence-PAY-7.csv\"\n",
"data_path = 'data-varicelle.csv'\n",
"\n",
"if not exists(data_path):\n",
" print('Download file')\n",
" res = requests.get(data_url, allow_redirects=True)\n",
" open(data_path, 'wb').write(res.content)\n",
" \n",
"data = pd.read_csv(data_path, skiprows=1) # La première ligne est un commentaire\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Vérification des données"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
"\n",
"
\n",
" \n",
" \n",
" \n",
" week \n",
" indicator \n",
" inc \n",
" inc_low \n",
" inc_up \n",
" inc100 \n",
" inc100_low \n",
" inc100_up \n",
" geo_insee \n",
" geo_name \n",
" \n",
" \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
"Empty DataFrame\n",
"Columns: [week, indicator, inc, inc_low, inc_up, inc100, inc100_low, inc100_up, geo_insee, geo_name]\n",
"Index: []"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data[data.isnull().any(axis=1)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Il n'y a aucune valeur manquantes, on peut passer à la suite."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Formatage des données"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nos données utilisent une convention inhabituelle: le numéro de\n",
"semaine est collé à l'année, donnant l'impression qu'il s'agit\n",
"de nombre entier. C'est comme ça que Pandas les interprète.\n",
" \n",
"Un deuxième problème est que Pandas ne comprend pas les numéros de\n",
"semaine. Il faut lui fournir les dates de début et de fin de\n",
"semaine. Nous utilisons pour cela la bibliothèque `isoweek`.\n",
"\n",
"Comme la conversion des semaines est devenu assez complexe, nous\n",
"écrivons une petite fonction Python pour cela. Ensuite, nous\n",
"l'appliquons à tous les points de nos donnés. Les résultats vont\n",
"dans une nouvelle colonne 'period'."
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
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"
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" \n",
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" week \n",
" indicator \n",
" inc \n",
" inc_low \n",
" inc_up \n",
" inc100 \n",
" inc100_low \n",
" inc100_up \n",
" geo_insee \n",
" geo_name \n",
" period \n",
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" France \n",
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" 2022-11-21/2022-11-27 \n",
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" 202246 \n",
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" 3033 \n",
" 1392 \n",
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" FR \n",
" France \n",
" 2022-11-14/2022-11-20 \n",
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" 3827 \n",
" 1720 \n",
" 5934 \n",
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" France \n",
" 2022-10-31/2022-11-06 \n",
" \n",
" \n",
"
\n",
"
"
],
"text/plain": [
" week indicator inc inc_low inc_up inc100 inc100_low inc100_up \\\n",
"0 202248 7 5910 3269 8551 9 5 13 \n",
"1 202247 7 6041 3680 8402 9 5 13 \n",
"2 202246 7 3033 1392 4674 5 3 7 \n",
"3 202245 7 3827 1720 5934 6 3 9 \n",
"4 202244 7 4271 2231 6311 6 3 9 \n",
"\n",
" geo_insee geo_name period \n",
"0 FR France 2022-11-28/2022-12-04 \n",
"1 FR France 2022-11-21/2022-11-27 \n",
"2 FR France 2022-11-14/2022-11-20 \n",
"3 FR France 2022-11-07/2022-11-13 \n",
"4 FR France 2022-10-31/2022-11-06 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def convert_week(year_and_week):\n",
" year = floor(year_and_week / 100)\n",
" week = year_and_week % 100\n",
" w = isoweek.Week(year, week)\n",
" return pd.Period(w.day(0), 'W')\n",
"\n",
"data['period'] = data['week'].apply(convert_week)\n",
"data.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On tri les données."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"\n",
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" inc100_low \n",
" inc100_up \n",
" geo_insee \n",
" geo_name \n",
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" period \n",
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" 1990-12-03/1990-12-09 \n",
" 199049 \n",
" 7 \n",
" 1143 \n",
" 0 \n",
" 2610 \n",
" 2 \n",
" 0 \n",
" 5 \n",
" FR \n",
" France \n",
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" 1990-12-10/1990-12-16 \n",
" 199050 \n",
" 7 \n",
" 11079 \n",
" 6660 \n",
" 15498 \n",
" 20 \n",
" 12 \n",
" 28 \n",
" FR \n",
" France \n",
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" 1990-12-17/1990-12-23 \n",
" 199051 \n",
" 7 \n",
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" 13807 \n",
" 24353 \n",
" 34 \n",
" 25 \n",
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" 7 \n",
" 19375 \n",
" 13295 \n",
" 25455 \n",
" 34 \n",
" 23 \n",
" 45 \n",
" FR \n",
" France \n",
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" 1990-12-31/1991-01-06 \n",
" 199101 \n",
" 7 \n",
" 15565 \n",
" 10271 \n",
" 20859 \n",
" 27 \n",
" 18 \n",
" 36 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-01-07/1991-01-13 \n",
" 199102 \n",
" 7 \n",
" 16277 \n",
" 11046 \n",
" 21508 \n",
" 29 \n",
" 20 \n",
" 38 \n",
" FR \n",
" France \n",
" \n",
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" 1991-01-14/1991-01-20 \n",
" 199103 \n",
" 7 \n",
" 15387 \n",
" 10484 \n",
" 20290 \n",
" 27 \n",
" 18 \n",
" 36 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-01-21/1991-01-27 \n",
" 199104 \n",
" 7 \n",
" 7913 \n",
" 4563 \n",
" 11263 \n",
" 14 \n",
" 8 \n",
" 20 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-01-28/1991-02-03 \n",
" 199105 \n",
" 7 \n",
" 10442 \n",
" 6544 \n",
" 14340 \n",
" 18 \n",
" 11 \n",
" 25 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-02-04/1991-02-10 \n",
" 199106 \n",
" 7 \n",
" 10877 \n",
" 7013 \n",
" 14741 \n",
" 19 \n",
" 12 \n",
" 26 \n",
" FR \n",
" France \n",
" \n",
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" 1991-02-11/1991-02-17 \n",
" 199107 \n",
" 7 \n",
" 12337 \n",
" 8077 \n",
" 16597 \n",
" 22 \n",
" 15 \n",
" 29 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-02-18/1991-02-24 \n",
" 199108 \n",
" 7 \n",
" 13289 \n",
" 8813 \n",
" 17765 \n",
" 23 \n",
" 15 \n",
" 31 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-02-25/1991-03-03 \n",
" 199109 \n",
" 7 \n",
" 13741 \n",
" 8780 \n",
" 18702 \n",
" 24 \n",
" 15 \n",
" 33 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-03-04/1991-03-10 \n",
" 199110 \n",
" 7 \n",
" 16643 \n",
" 11372 \n",
" 21914 \n",
" 29 \n",
" 20 \n",
" 38 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-03-11/1991-03-17 \n",
" 199111 \n",
" 7 \n",
" 15574 \n",
" 11184 \n",
" 19964 \n",
" 27 \n",
" 19 \n",
" 35 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-03-18/1991-03-24 \n",
" 199112 \n",
" 7 \n",
" 10864 \n",
" 7331 \n",
" 14397 \n",
" 19 \n",
" 13 \n",
" 25 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-03-25/1991-03-31 \n",
" 199113 \n",
" 7 \n",
" 9567 \n",
" 6041 \n",
" 13093 \n",
" 17 \n",
" 11 \n",
" 23 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-04-01/1991-04-07 \n",
" 199114 \n",
" 7 \n",
" 12265 \n",
" 7684 \n",
" 16846 \n",
" 22 \n",
" 14 \n",
" 30 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-04-08/1991-04-14 \n",
" 199115 \n",
" 7 \n",
" 13975 \n",
" 9781 \n",
" 18169 \n",
" 25 \n",
" 18 \n",
" 32 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-04-15/1991-04-21 \n",
" 199116 \n",
" 7 \n",
" 14857 \n",
" 10068 \n",
" 19646 \n",
" 26 \n",
" 18 \n",
" 34 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-04-22/1991-04-28 \n",
" 199117 \n",
" 7 \n",
" 13462 \n",
" 8877 \n",
" 18047 \n",
" 24 \n",
" 16 \n",
" 32 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-04-29/1991-05-05 \n",
" 199118 \n",
" 7 \n",
" 21385 \n",
" 13882 \n",
" 28888 \n",
" 38 \n",
" 25 \n",
" 51 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-05-06/1991-05-12 \n",
" 199119 \n",
" 7 \n",
" 16739 \n",
" 11246 \n",
" 22232 \n",
" 29 \n",
" 19 \n",
" 39 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-05-13/1991-05-19 \n",
" 199120 \n",
" 7 \n",
" 19053 \n",
" 12742 \n",
" 25364 \n",
" 34 \n",
" 23 \n",
" 45 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-05-20/1991-05-26 \n",
" 199121 \n",
" 7 \n",
" 14903 \n",
" 8975 \n",
" 20831 \n",
" 26 \n",
" 16 \n",
" 36 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-05-27/1991-06-02 \n",
" 199122 \n",
" 7 \n",
" 15452 \n",
" 9953 \n",
" 20951 \n",
" 27 \n",
" 17 \n",
" 37 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-06-03/1991-06-09 \n",
" 199123 \n",
" 7 \n",
" 11947 \n",
" 7671 \n",
" 16223 \n",
" 21 \n",
" 13 \n",
" 29 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-06-10/1991-06-16 \n",
" 199124 \n",
" 7 \n",
" 16171 \n",
" 10071 \n",
" 22271 \n",
" 28 \n",
" 17 \n",
" 39 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-06-17/1991-06-23 \n",
" 199125 \n",
" 7 \n",
" 16169 \n",
" 10700 \n",
" 21638 \n",
" 28 \n",
" 18 \n",
" 38 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 1991-06-24/1991-06-30 \n",
" 199126 \n",
" 7 \n",
" 17608 \n",
" 11304 \n",
" 23912 \n",
" 31 \n",
" 20 \n",
" 42 \n",
" FR \n",
" France \n",
" \n",
" \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" ... \n",
" \n",
" \n",
" 2022-05-09/2022-05-15 \n",
" 202219 \n",
" 7 \n",
" 18593 \n",
" 14181 \n",
" 23005 \n",
" 28 \n",
" 21 \n",
" 35 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-05-16/2022-05-22 \n",
" 202220 \n",
" 7 \n",
" 23585 \n",
" 19004 \n",
" 28166 \n",
" 36 \n",
" 29 \n",
" 43 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-05-23/2022-05-29 \n",
" 202221 \n",
" 7 \n",
" 20310 \n",
" 16307 \n",
" 24313 \n",
" 31 \n",
" 25 \n",
" 37 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-05-30/2022-06-05 \n",
" 202222 \n",
" 7 \n",
" 18916 \n",
" 14941 \n",
" 22891 \n",
" 29 \n",
" 23 \n",
" 35 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-06-06/2022-06-12 \n",
" 202223 \n",
" 7 \n",
" 18772 \n",
" 14875 \n",
" 22669 \n",
" 28 \n",
" 22 \n",
" 34 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-06-13/2022-06-19 \n",
" 202224 \n",
" 7 \n",
" 22458 \n",
" 18105 \n",
" 26811 \n",
" 34 \n",
" 27 \n",
" 41 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-06-20/2022-06-26 \n",
" 202225 \n",
" 7 \n",
" 22246 \n",
" 18011 \n",
" 26481 \n",
" 34 \n",
" 28 \n",
" 40 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-06-27/2022-07-03 \n",
" 202226 \n",
" 7 \n",
" 16854 \n",
" 12806 \n",
" 20902 \n",
" 25 \n",
" 19 \n",
" 31 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-07-04/2022-07-10 \n",
" 202227 \n",
" 7 \n",
" 21191 \n",
" 16198 \n",
" 26184 \n",
" 32 \n",
" 24 \n",
" 40 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-07-11/2022-07-17 \n",
" 202228 \n",
" 7 \n",
" 15471 \n",
" 11028 \n",
" 19914 \n",
" 23 \n",
" 16 \n",
" 30 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-07-18/2022-07-24 \n",
" 202229 \n",
" 7 \n",
" 14851 \n",
" 10060 \n",
" 19642 \n",
" 22 \n",
" 15 \n",
" 29 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-07-25/2022-07-31 \n",
" 202230 \n",
" 7 \n",
" 9039 \n",
" 5770 \n",
" 12308 \n",
" 14 \n",
" 9 \n",
" 19 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-08-01/2022-08-07 \n",
" 202231 \n",
" 7 \n",
" 6896 \n",
" 4170 \n",
" 9622 \n",
" 10 \n",
" 6 \n",
" 14 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-08-08/2022-08-14 \n",
" 202232 \n",
" 7 \n",
" 7801 \n",
" 4086 \n",
" 11516 \n",
" 12 \n",
" 6 \n",
" 18 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-08-15/2022-08-21 \n",
" 202233 \n",
" 7 \n",
" 7340 \n",
" 0 \n",
" 17399 \n",
" 11 \n",
" 0 \n",
" 26 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-08-22/2022-08-28 \n",
" 202234 \n",
" 7 \n",
" 2266 \n",
" 788 \n",
" 3744 \n",
" 3 \n",
" 1 \n",
" 5 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-08-29/2022-09-04 \n",
" 202235 \n",
" 7 \n",
" 1581 \n",
" 400 \n",
" 2762 \n",
" 2 \n",
" 0 \n",
" 4 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-09-05/2022-09-11 \n",
" 202236 \n",
" 7 \n",
" 1069 \n",
" 178 \n",
" 1960 \n",
" 2 \n",
" 1 \n",
" 3 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-09-12/2022-09-18 \n",
" 202237 \n",
" 7 \n",
" 1725 \n",
" 499 \n",
" 2951 \n",
" 3 \n",
" 1 \n",
" 5 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-09-19/2022-09-25 \n",
" 202238 \n",
" 7 \n",
" 1771 \n",
" 419 \n",
" 3123 \n",
" 3 \n",
" 1 \n",
" 5 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-09-26/2022-10-02 \n",
" 202239 \n",
" 7 \n",
" 2041 \n",
" 331 \n",
" 3751 \n",
" 3 \n",
" 0 \n",
" 6 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-10-03/2022-10-09 \n",
" 202240 \n",
" 7 \n",
" 4883 \n",
" 1472 \n",
" 8294 \n",
" 7 \n",
" 2 \n",
" 12 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-10-10/2022-10-16 \n",
" 202241 \n",
" 7 \n",
" 4177 \n",
" 2219 \n",
" 6135 \n",
" 6 \n",
" 3 \n",
" 9 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-10-17/2022-10-23 \n",
" 202242 \n",
" 7 \n",
" 3770 \n",
" 1950 \n",
" 5590 \n",
" 6 \n",
" 3 \n",
" 9 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-10-24/2022-10-30 \n",
" 202243 \n",
" 7 \n",
" 5863 \n",
" 3302 \n",
" 8424 \n",
" 9 \n",
" 5 \n",
" 13 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-10-31/2022-11-06 \n",
" 202244 \n",
" 7 \n",
" 4271 \n",
" 2231 \n",
" 6311 \n",
" 6 \n",
" 3 \n",
" 9 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-11-07/2022-11-13 \n",
" 202245 \n",
" 7 \n",
" 3827 \n",
" 1720 \n",
" 5934 \n",
" 6 \n",
" 3 \n",
" 9 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-11-14/2022-11-20 \n",
" 202246 \n",
" 7 \n",
" 3033 \n",
" 1392 \n",
" 4674 \n",
" 5 \n",
" 3 \n",
" 7 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-11-21/2022-11-27 \n",
" 202247 \n",
" 7 \n",
" 6041 \n",
" 3680 \n",
" 8402 \n",
" 9 \n",
" 5 \n",
" 13 \n",
" FR \n",
" France \n",
" \n",
" \n",
" 2022-11-28/2022-12-04 \n",
" 202248 \n",
" 7 \n",
" 5910 \n",
" 3269 \n",
" 8551 \n",
" 9 \n",
" 5 \n",
" 13 \n",
" FR \n",
" France \n",
" \n",
" \n",
"
\n",
"
1670 rows × 10 columns
\n",
"
"
],
"text/plain": [
" week indicator inc inc_low inc_up inc100 \\\n",
"period \n",
"1990-12-03/1990-12-09 199049 7 1143 0 2610 2 \n",
"1990-12-10/1990-12-16 199050 7 11079 6660 15498 20 \n",
"1990-12-17/1990-12-23 199051 7 19080 13807 24353 34 \n",
"1990-12-24/1990-12-30 199052 7 19375 13295 25455 34 \n",
"1990-12-31/1991-01-06 199101 7 15565 10271 20859 27 \n",
"1991-01-07/1991-01-13 199102 7 16277 11046 21508 29 \n",
"1991-01-14/1991-01-20 199103 7 15387 10484 20290 27 \n",
"1991-01-21/1991-01-27 199104 7 7913 4563 11263 14 \n",
"1991-01-28/1991-02-03 199105 7 10442 6544 14340 18 \n",
"1991-02-04/1991-02-10 199106 7 10877 7013 14741 19 \n",
"1991-02-11/1991-02-17 199107 7 12337 8077 16597 22 \n",
"1991-02-18/1991-02-24 199108 7 13289 8813 17765 23 \n",
"1991-02-25/1991-03-03 199109 7 13741 8780 18702 24 \n",
"1991-03-04/1991-03-10 199110 7 16643 11372 21914 29 \n",
"1991-03-11/1991-03-17 199111 7 15574 11184 19964 27 \n",
"1991-03-18/1991-03-24 199112 7 10864 7331 14397 19 \n",
"1991-03-25/1991-03-31 199113 7 9567 6041 13093 17 \n",
"1991-04-01/1991-04-07 199114 7 12265 7684 16846 22 \n",
"1991-04-08/1991-04-14 199115 7 13975 9781 18169 25 \n",
"1991-04-15/1991-04-21 199116 7 14857 10068 19646 26 \n",
"1991-04-22/1991-04-28 199117 7 13462 8877 18047 24 \n",
"1991-04-29/1991-05-05 199118 7 21385 13882 28888 38 \n",
"1991-05-06/1991-05-12 199119 7 16739 11246 22232 29 \n",
"1991-05-13/1991-05-19 199120 7 19053 12742 25364 34 \n",
"1991-05-20/1991-05-26 199121 7 14903 8975 20831 26 \n",
"1991-05-27/1991-06-02 199122 7 15452 9953 20951 27 \n",
"1991-06-03/1991-06-09 199123 7 11947 7671 16223 21 \n",
"1991-06-10/1991-06-16 199124 7 16171 10071 22271 28 \n",
"1991-06-17/1991-06-23 199125 7 16169 10700 21638 28 \n",
"1991-06-24/1991-06-30 199126 7 17608 11304 23912 31 \n",
"... ... ... ... ... ... ... \n",
"2022-05-09/2022-05-15 202219 7 18593 14181 23005 28 \n",
"2022-05-16/2022-05-22 202220 7 23585 19004 28166 36 \n",
"2022-05-23/2022-05-29 202221 7 20310 16307 24313 31 \n",
"2022-05-30/2022-06-05 202222 7 18916 14941 22891 29 \n",
"2022-06-06/2022-06-12 202223 7 18772 14875 22669 28 \n",
"2022-06-13/2022-06-19 202224 7 22458 18105 26811 34 \n",
"2022-06-20/2022-06-26 202225 7 22246 18011 26481 34 \n",
"2022-06-27/2022-07-03 202226 7 16854 12806 20902 25 \n",
"2022-07-04/2022-07-10 202227 7 21191 16198 26184 32 \n",
"2022-07-11/2022-07-17 202228 7 15471 11028 19914 23 \n",
"2022-07-18/2022-07-24 202229 7 14851 10060 19642 22 \n",
"2022-07-25/2022-07-31 202230 7 9039 5770 12308 14 \n",
"2022-08-01/2022-08-07 202231 7 6896 4170 9622 10 \n",
"2022-08-08/2022-08-14 202232 7 7801 4086 11516 12 \n",
"2022-08-15/2022-08-21 202233 7 7340 0 17399 11 \n",
"2022-08-22/2022-08-28 202234 7 2266 788 3744 3 \n",
"2022-08-29/2022-09-04 202235 7 1581 400 2762 2 \n",
"2022-09-05/2022-09-11 202236 7 1069 178 1960 2 \n",
"2022-09-12/2022-09-18 202237 7 1725 499 2951 3 \n",
"2022-09-19/2022-09-25 202238 7 1771 419 3123 3 \n",
"2022-09-26/2022-10-02 202239 7 2041 331 3751 3 \n",
"2022-10-03/2022-10-09 202240 7 4883 1472 8294 7 \n",
"2022-10-10/2022-10-16 202241 7 4177 2219 6135 6 \n",
"2022-10-17/2022-10-23 202242 7 3770 1950 5590 6 \n",
"2022-10-24/2022-10-30 202243 7 5863 3302 8424 9 \n",
"2022-10-31/2022-11-06 202244 7 4271 2231 6311 6 \n",
"2022-11-07/2022-11-13 202245 7 3827 1720 5934 6 \n",
"2022-11-14/2022-11-20 202246 7 3033 1392 4674 5 \n",
"2022-11-21/2022-11-27 202247 7 6041 3680 8402 9 \n",
"2022-11-28/2022-12-04 202248 7 5910 3269 8551 9 \n",
"\n",
" inc100_low inc100_up geo_insee geo_name \n",
"period \n",
"1990-12-03/1990-12-09 0 5 FR France \n",
"1990-12-10/1990-12-16 12 28 FR France \n",
"1990-12-17/1990-12-23 25 43 FR France \n",
"1990-12-24/1990-12-30 23 45 FR France \n",
"1990-12-31/1991-01-06 18 36 FR France \n",
"1991-01-07/1991-01-13 20 38 FR France \n",
"1991-01-14/1991-01-20 18 36 FR France \n",
"1991-01-21/1991-01-27 8 20 FR France \n",
"1991-01-28/1991-02-03 11 25 FR France \n",
"1991-02-04/1991-02-10 12 26 FR France \n",
"1991-02-11/1991-02-17 15 29 FR France \n",
"1991-02-18/1991-02-24 15 31 FR France \n",
"1991-02-25/1991-03-03 15 33 FR France \n",
"1991-03-04/1991-03-10 20 38 FR France \n",
"1991-03-11/1991-03-17 19 35 FR France \n",
"1991-03-18/1991-03-24 13 25 FR France \n",
"1991-03-25/1991-03-31 11 23 FR France \n",
"1991-04-01/1991-04-07 14 30 FR France \n",
"1991-04-08/1991-04-14 18 32 FR France \n",
"1991-04-15/1991-04-21 18 34 FR France \n",
"1991-04-22/1991-04-28 16 32 FR France \n",
"1991-04-29/1991-05-05 25 51 FR France \n",
"1991-05-06/1991-05-12 19 39 FR France \n",
"1991-05-13/1991-05-19 23 45 FR France \n",
"1991-05-20/1991-05-26 16 36 FR France \n",
"1991-05-27/1991-06-02 17 37 FR France \n",
"1991-06-03/1991-06-09 13 29 FR France \n",
"1991-06-10/1991-06-16 17 39 FR France \n",
"1991-06-17/1991-06-23 18 38 FR France \n",
"1991-06-24/1991-06-30 20 42 FR France \n",
"... ... ... ... ... \n",
"2022-05-09/2022-05-15 21 35 FR France \n",
"2022-05-16/2022-05-22 29 43 FR France \n",
"2022-05-23/2022-05-29 25 37 FR France \n",
"2022-05-30/2022-06-05 23 35 FR France \n",
"2022-06-06/2022-06-12 22 34 FR France \n",
"2022-06-13/2022-06-19 27 41 FR France \n",
"2022-06-20/2022-06-26 28 40 FR France \n",
"2022-06-27/2022-07-03 19 31 FR France \n",
"2022-07-04/2022-07-10 24 40 FR France \n",
"2022-07-11/2022-07-17 16 30 FR France \n",
"2022-07-18/2022-07-24 15 29 FR France \n",
"2022-07-25/2022-07-31 9 19 FR France \n",
"2022-08-01/2022-08-07 6 14 FR France \n",
"2022-08-08/2022-08-14 6 18 FR France \n",
"2022-08-15/2022-08-21 0 26 FR France \n",
"2022-08-22/2022-08-28 1 5 FR France \n",
"2022-08-29/2022-09-04 0 4 FR France \n",
"2022-09-05/2022-09-11 1 3 FR France \n",
"2022-09-12/2022-09-18 1 5 FR France \n",
"2022-09-19/2022-09-25 1 5 FR France \n",
"2022-09-26/2022-10-02 0 6 FR France \n",
"2022-10-03/2022-10-09 2 12 FR France \n",
"2022-10-10/2022-10-16 3 9 FR France \n",
"2022-10-17/2022-10-23 3 9 FR France \n",
"2022-10-24/2022-10-30 5 13 FR France \n",
"2022-10-31/2022-11-06 3 9 FR France \n",
"2022-11-07/2022-11-13 3 9 FR France \n",
"2022-11-14/2022-11-20 3 7 FR France \n",
"2022-11-21/2022-11-27 5 13 FR France \n",
"2022-11-28/2022-12-04 5 13 FR France \n",
"\n",
"[1670 rows x 10 columns]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = data.set_index('period').sort_index()\n",
"data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nous vérifions la cohérence des données. Entre la fin d'une période et\n",
"le début de la période qui suit, la différence temporelle doit être\n",
"zéro, ou au moins très faible. Nous laissons une \"marge d'erreur\"\n",
"d'une seconde.\n",
"\n",
"Ceci s'avère tout à fait juste."
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"periods = data.index\n",
"for p1, p2 in zip(periods[:-1], periods[1:]):\n",
" delta = p2.to_timestamp() - p1.end_time\n",
" if delta > pd.Timedelta('1s'):\n",
" print(p1, p2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Visualisation des données"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data['inc'].plot(figsize=(20, 10))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"On zoom."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"data['inc'][-300:].plot(figsize=(20, 10))\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Etude de l'incidence annuelle"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"first_september_week = [pd.Period(pd.Timestamp(y, 9, 1), 'W')\n",
" for y in range(data.index[0].year + 1, # +1 because the first year is not complete\n",
" data.index[-1].year)]\n",
"\n",
"year = []\n",
"yearly_incidence = []\n",
"for week1, week2 in zip(first_september_week[:-1], first_september_week[1:]):\n",
" one_year = data['inc'][week1:week2-1]\n",
" assert abs(len(one_year)-52) < 2\n",
" yearly_incidence.append(one_year.sum())\n",
" year.append(week2.year)\n",
"yearly_incidence = pd.Series(data=yearly_incidence, index=year)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"yearly_incidence.plot(style='*')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"2020 221186\n",
"2021 376290\n",
"2002 516689\n",
"2018 542312\n",
"2017 551041\n",
"1996 564901\n",
"2019 584066\n",
"2015 604382\n",
"2000 617597\n",
"2001 619041\n",
"2012 624573\n",
"2005 628464\n",
"2006 632833\n",
"2011 642368\n",
"1993 643387\n",
"1995 652478\n",
"1994 661409\n",
"1998 677775\n",
"1997 683434\n",
"2014 685769\n",
"2013 698332\n",
"2007 717352\n",
"2008 749478\n",
"1999 756456\n",
"2003 758363\n",
"2004 777388\n",
"2016 782114\n",
"2010 829911\n",
"1992 832939\n",
"2009 842373\n",
"dtype: int64"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"yearly_incidence.sort_values()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"yearly_incidence.hist(xrot=20)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}