diff --git a/module3/exo2/exercice.ipynb b/module3/exo2/exercice.ipynb index 687a96ef61f68732734f1259b329be2eac4dbe40..7c68724b8d383935a398c3d33ef53c0a72c6ef7e 100644 --- a/module3/exo2/exercice.ipynb +++ b/module3/exo2/exercice.ipynb @@ -30,7 +30,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ @@ -39,18 +39,202 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
020245274952194079647212FRFrance
120245174705226571457311FRFrance
22024507736344381028811715FRFrance
320244976077363185239513FRFrance
420244874189145469246210FRFrance
\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low inc100_up \\\n", + "0 202452 7 4952 1940 7964 7 2 12 \n", + "1 202451 7 4705 2265 7145 7 3 11 \n", + "2 202450 7 7363 4438 10288 11 7 15 \n", + "3 202449 7 6077 3631 8523 9 5 13 \n", + "4 202448 7 4189 1454 6924 6 2 10 \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": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "try:\n", - " raw_data = pd.read_csv('./incidence_gripale.csv',index=True)\n", + " raw_data = pd.read_csv('./varicelle.csv',index=True)\n", "except:\n", - " raw_data = pd.read_csv(data_url, skiprows=1)\n", - " raw_data.to_csv('./incidence_gripale.csv')\n", + " raw_data = pd.read_csv(url, skiprows=1)\n", + " raw_data.to_csv('./varicelle.csv')\n", "raw_data.head()" ] }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Pour la signification des colonnes, il faut vérifier le schéma csv, [ici](https://ns.sentiweb.fr/incidence/csv-schema-v1.json).\n", + "À retenir : les incertitudes se font à 95%.\n", + "La colonne \"inc100\" représente les incidences pour 100 000 habitants." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "On vérifie s'il y a des données manquantes : visiblement non." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "raw_data.isnull().any(axis=1).sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Pré-traitement des données\n", + "Il faut adapter le format des semaines, qui n'est pas lisible en l'état." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "def convert_week(ynw_int):\n", + " '''Prend un entier représentant l'année et le numéro de semaine\n", + " et renvoie un objet adapté à pandas.'''\n", + " ynw_str = str(ynw_int)\n", + " y = int(ynw_str[:4])\n", + " w = int(ynw_str[4:])\n", + " week = isoweek.Week(y,w)\n", + " return pd.Period(week.day(0),'W')" + ] + }, { "cell_type": "code", "execution_count": null, diff --git a/module3/exo2/varicelle.csv b/module3/exo2/varicelle.csv new file mode 100644 index 0000000000000000000000000000000000000000..81064248aecaf049538a34f301212263d4a1166e --- /dev/null +++ b/module3/exo2/varicelle.csv @@ -0,0 +1,1779 @@ +,week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name +0,202452,7,4952,1940,7964,7,2,12,FR,France +1,202451,7,4705,2265,7145,7,3,11,FR,France +2,202450,7,7363,4438,10288,11,7,15,FR,France +3,202449,7,6077,3631,8523,9,5,13,FR,France +4,202448,7,4189,1454,6924,6,2,10,FR,France +5,202447,7,1931,726,3136,3,1,5,FR,France +6,202446,7,2260,863,3657,3,1,5,FR,France 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