{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Dans ce billet, nous allons extraire les données disponibles sur les scrutins de l'assemblée nationale afin de déterminer quels jours de la semaine sont propice au débat dans l'assemblée et quels jours ne le sont pas." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Récupération des informations " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les données qui m'intéressent sont sur la page suivante : [http://www2.assemblee-nationale.fr/scrutins/liste/%28legislature%29/14](http://www2.assemblee-nationale.fr/scrutins/liste/%28legislature%29/14).\n", "\n", "Téléchargeons le contenu de cette page." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import requests" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "r = requests.get(\"http://www2.assemblee-nationale.fr/scrutins/liste/%28legislature%29/14\")\n", "r" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Maintenant, passons la page dans le parser BeautifulSoup :" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from bs4 import BeautifulSoup\n", "soup = BeautifulSoup(r.text, 'html.parser')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Les éléments qui nous intéressent sont les suivants : \n", "\n", "- numéro du scrutin\n", "- date du scrutin\n", "- objet du scrutin\n", "- résultats : pour, contre, abstention volontaire\n", "\n", "Ces éléments sont dans un grand tableau, que nous allons essayer d'extraire :" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "elems = soup.select('tbody tr')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "100" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(elems)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Chaque élément précédent représente une ligne du tableau. La première ligne du tableau contient par exemple les informations suivantes :" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "\n", "1237*\n", "10/02/2016\n", "l'ensemble du projet de loi constitutionnelle de protection de la Nation (première lecture). [dossier] [analyse du scrutin]\n", "317\n", "199\n", "51\n", "" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "elems[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ecrivons une fonction qui extrait les informations d'une seule ligne." ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def extract_information(line):\n", " \"\"\"Extrait les informations d'une ligne du tableau des scrutins.\"\"\"\n", " elems = line.find_all('td')\n", " # numéro de scrutin\n", " num = elems[0].text\n", " # date\n", " date = elems[1].text\n", " # objet\n", " obj = elems[2].text\n", " # pour\n", " pour = int(elems[3].text)\n", " # contre\n", " contre = int(elems[4].text)\n", " # abstention\n", " abstention = int(elems[5].text)\n", " return num, date, obj, pour, contre, abstention" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut tester cette routine sur la première ligne :" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "('1237*',\n", " '10/02/2016',\n", " \"l'ensemble du projet de loi constitutionnelle de protection de la Nation (première lecture). [dossier] [analyse du scrutin]\",\n", " 317,\n", " 199,\n", " 51)" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "extract_information(elems[0])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Répétons cette extraction pour chaque ligne :" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": true }, "outputs": [], "source": [ "data = [extract_information(line) for line in elems]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comme on peut le voir, cela marche plutôt bien. Nous allons maintenant traiter ces informations avec `pandas`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Utilisation de pandas " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous pouvons directement importer les données précédentes dans un objet dataframe, qui va nous simplifier les démarches :" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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numerodateobjetpourcontreabstention
01237*10/02/2016l'ensemble du projet de loi constitutionnelle ...31719951
1123609/02/2016l'ensemble de l'article premier du projet de l...1161911
2123509/02/2016l'amendement n° 1 du Gouvernement à l'article ...13277
3123409/02/2016l'amendement n° 2 du Gouvernement à l'article ...104347
4123309/02/2016l'amendement n° 234 de M. Hamon après l'articl...61973
5123209/02/2016l'amendement n° 168 de M. Hamon après l'articl...671032
6123109/02/2016l'article 2 du projet de loi constitutionnelle...16214822
7123009/02/2016le sous-amendement n° 271 de Mme Duflot et les...5918525
8122909/02/2016le sous-amendement n° 250 de M. Goldberg et le...7717432
9122809/02/2016l'amendement n° 50 de M. Schwartzenberg à l'ar...6418041
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" ], "text/plain": [ " numero date objet pour \\\n", "0 1237* 10/02/2016 l'ensemble du projet de loi constitutionnelle ... 317 \n", "1 1236 09/02/2016 l'ensemble de l'article premier du projet de l... 116 \n", "2 1235 09/02/2016 l'amendement n° 1 du Gouvernement à l'article ... 132 \n", "3 1234 09/02/2016 l'amendement n° 2 du Gouvernement à l'article ... 104 \n", "4 1233 09/02/2016 l'amendement n° 234 de M. Hamon après l'articl... 61 \n", "5 1232 09/02/2016 l'amendement n° 168 de M. Hamon après l'articl... 67 \n", "6 1231 09/02/2016 l'article 2 du projet de loi constitutionnelle... 162 \n", "7 1230 09/02/2016 le sous-amendement n° 271 de Mme Duflot et les... 59 \n", "8 1229 09/02/2016 le sous-amendement n° 250 de M. Goldberg et le... 77 \n", "9 1228 09/02/2016 l'amendement n° 50 de M. Schwartzenberg à l'ar... 64 \n", "\n", " contre abstention \n", "0 199 51 \n", "1 19 11 \n", "2 7 7 \n", "3 34 7 \n", "4 97 3 \n", "5 103 2 \n", "6 148 22 \n", "7 185 25 \n", "8 174 32 \n", "9 180 41 " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df = pd.DataFrame(data, columns=('numero', 'date', 'objet', 'pour', 'contre', 'abstention'))\n", "df.head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A partir de ce tableau, nous pouvons calculer le nombre de d'absents, car il y a 577 députés à l'assemblée nationale." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df['presents'] = df['pour'] + df['contre'] + df['abstention']\n", "df['absents'] = 577 - df.presents" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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numerodateobjetpourcontreabstentionpresentsabsents
01237*10/02/2016l'ensemble du projet de loi constitutionnelle ...3171995156710
1123609/02/2016l'ensemble de l'article premier du projet de l...1161911146431
2123509/02/2016l'amendement n° 1 du Gouvernement à l'article ...13277146431
3123409/02/2016l'amendement n° 2 du Gouvernement à l'article ...104347145432
4123309/02/2016l'amendement n° 234 de M. Hamon après l'articl...61973161416
5123209/02/2016l'amendement n° 168 de M. Hamon après l'articl...671032172405
6123109/02/2016l'article 2 du projet de loi constitutionnelle...16214822332245
7123009/02/2016le sous-amendement n° 271 de Mme Duflot et les...5918525269308
8122909/02/2016le sous-amendement n° 250 de M. Goldberg et le...7717432283294
9122809/02/2016l'amendement n° 50 de M. Schwartzenberg à l'ar...6418041285292
\n", "
" ], "text/plain": [ " numero date objet pour \\\n", "0 1237* 10/02/2016 l'ensemble du projet de loi constitutionnelle ... 317 \n", "1 1236 09/02/2016 l'ensemble de l'article premier du projet de l... 116 \n", "2 1235 09/02/2016 l'amendement n° 1 du Gouvernement à l'article ... 132 \n", "3 1234 09/02/2016 l'amendement n° 2 du Gouvernement à l'article ... 104 \n", "4 1233 09/02/2016 l'amendement n° 234 de M. Hamon après l'articl... 61 \n", "5 1232 09/02/2016 l'amendement n° 168 de M. Hamon après l'articl... 67 \n", "6 1231 09/02/2016 l'article 2 du projet de loi constitutionnelle... 162 \n", "7 1230 09/02/2016 le sous-amendement n° 271 de Mme Duflot et les... 59 \n", "8 1229 09/02/2016 le sous-amendement n° 250 de M. Goldberg et le... 77 \n", "9 1228 09/02/2016 l'amendement n° 50 de M. Schwartzenberg à l'ar... 64 \n", "\n", " contre abstention presents absents \n", "0 199 51 567 10 \n", "1 19 11 146 431 \n", "2 7 7 146 431 \n", "3 34 7 145 432 \n", "4 97 3 161 416 \n", "5 103 2 172 405 \n", "6 148 22 332 245 \n", "7 185 25 269 308 \n", "8 174 32 283 294 \n", "9 180 41 285 292 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(10)" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "On peut représenter graphiquement les absences :" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "plt.style.use('bmh')" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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P6PYZgVdrw2JetG6zUkJzdIO+rzW5V+AVhqKKbTp/HjPoDo2nU10vn1LJXZfM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\nhu46y8Unyro26ojlodcAbzT0lFxzV3nCaRF6V3Ip6tAXaVwGfM//Nvz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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.absents.plot()\n", "plt.xlabel('scrutin')\n", "plt.title(\"nombre d'absents (sur 577 députés)\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Afin de mieux appréhender cette distribution, regardons l'histogramme des absences :" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.absents.plot(kind='hist', bins=20)\n", "plt.title(\"histogramme du nombre d'absents\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On observe une distribution étrange : à gauche des scrutins avec peu d'absents (quelques uns), au milieu des scrutins à mi-assemblée (un peu moins) et beaucoup de scrutins avec beaucoup d'absents." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut s'intéresser aux dates des scrutins et rajouter l'information du jour de la semaine dans le tableau de données :" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df.date = pd.to_datetime(df.date, dayfirst=True)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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01237*2016-02-10l'ensemble du projet de loi constitutionnelle ...3171995156710
112362016-02-09l'ensemble de l'article premier du projet de l...1161911146431
212352016-02-09l'amendement n° 1 du Gouvernement à l'article ...13277146431
312342016-02-09l'amendement n° 2 du Gouvernement à l'article ...104347145432
412332016-02-09l'amendement n° 234 de M. Hamon après l'articl...61973161416
512322016-02-09l'amendement n° 168 de M. Hamon après l'articl...671032172405
612312016-02-09l'article 2 du projet de loi constitutionnelle...16214822332245
712302016-02-09le sous-amendement n° 271 de Mme Duflot et les...5918525269308
812292016-02-09le sous-amendement n° 250 de M. Goldberg et le...7717432283294
912282016-02-09l'amendement n° 50 de M. Schwartzenberg à l'ar...6418041285292
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" ], "text/plain": [ " numero date objet pour \\\n", "0 1237* 2016-02-10 l'ensemble du projet de loi constitutionnelle ... 317 \n", "1 1236 2016-02-09 l'ensemble de l'article premier du projet de l... 116 \n", "2 1235 2016-02-09 l'amendement n° 1 du Gouvernement à l'article ... 132 \n", "3 1234 2016-02-09 l'amendement n° 2 du Gouvernement à l'article ... 104 \n", "4 1233 2016-02-09 l'amendement n° 234 de M. Hamon après l'articl... 61 \n", "5 1232 2016-02-09 l'amendement n° 168 de M. Hamon après l'articl... 67 \n", "6 1231 2016-02-09 l'article 2 du projet de loi constitutionnelle... 162 \n", "7 1230 2016-02-09 le sous-amendement n° 271 de Mme Duflot et les... 59 \n", "8 1229 2016-02-09 le sous-amendement n° 250 de M. Goldberg et le... 77 \n", "9 1228 2016-02-09 l'amendement n° 50 de M. Schwartzenberg à l'ar... 64 \n", "\n", " contre abstention presents absents \n", "0 199 51 567 10 \n", "1 19 11 146 431 \n", "2 7 7 146 431 \n", "3 34 7 145 432 \n", "4 97 3 161 416 \n", "5 103 2 172 405 \n", "6 148 22 332 245 \n", "7 185 25 269 308 \n", "8 174 32 283 294 \n", "9 180 41 285 292 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rajoutons le jour de la semaine à nos données :" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "day_mapping = {0: '01-lundi', 1: '02-mardi', 2: '03-mercredi', \n", " 3:'04-jeudi', 4: '05-vendredi', 5: '06-samedi', 6: '07-dimanche'}" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df['jour'] = [day_mapping[date.dayofweek] for date in df.date]" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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01237*2016-02-10l'ensemble du projet de loi constitutionnelle ...317199515671003-mercredi
112362016-02-09l'ensemble de l'article premier du projet de l...116191114643102-mardi
212352016-02-09l'amendement n° 1 du Gouvernement à l'article ...1327714643102-mardi
312342016-02-09l'amendement n° 2 du Gouvernement à l'article ...10434714543202-mardi
412332016-02-09l'amendement n° 234 de M. Hamon après l'articl...6197316141602-mardi
512322016-02-09l'amendement n° 168 de M. Hamon après l'articl...67103217240502-mardi
612312016-02-09l'article 2 du projet de loi constitutionnelle...1621482233224502-mardi
712302016-02-09le sous-amendement n° 271 de Mme Duflot et les...591852526930802-mardi
812292016-02-09le sous-amendement n° 250 de M. Goldberg et le...771743228329402-mardi
912282016-02-09l'amendement n° 50 de M. Schwartzenberg à l'ar...641804128529202-mardi
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" ], "text/plain": [ " numero date objet pour \\\n", "0 1237* 2016-02-10 l'ensemble du projet de loi constitutionnelle ... 317 \n", "1 1236 2016-02-09 l'ensemble de l'article premier du projet de l... 116 \n", "2 1235 2016-02-09 l'amendement n° 1 du Gouvernement à l'article ... 132 \n", "3 1234 2016-02-09 l'amendement n° 2 du Gouvernement à l'article ... 104 \n", "4 1233 2016-02-09 l'amendement n° 234 de M. Hamon après l'articl... 61 \n", "5 1232 2016-02-09 l'amendement n° 168 de M. Hamon après l'articl... 67 \n", "6 1231 2016-02-09 l'article 2 du projet de loi constitutionnelle... 162 \n", "7 1230 2016-02-09 le sous-amendement n° 271 de Mme Duflot et les... 59 \n", "8 1229 2016-02-09 le sous-amendement n° 250 de M. Goldberg et le... 77 \n", "9 1228 2016-02-09 l'amendement n° 50 de M. Schwartzenberg à l'ar... 64 \n", "\n", " contre abstention presents absents jour \n", "0 199 51 567 10 03-mercredi \n", "1 19 11 146 431 02-mardi \n", "2 7 7 146 431 02-mardi \n", "3 34 7 145 432 02-mardi \n", "4 97 3 161 416 02-mardi \n", "5 103 2 172 405 02-mardi \n", "6 148 22 332 245 02-mardi \n", "7 185 25 269 308 02-mardi \n", "8 174 32 283 294 02-mardi \n", "9 180 41 285 292 02-mardi " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut donc désormais calculer des statistiques sur la base de cette information. Par exemple, regarder combien de scrutins ont eu lieu chaque jour de la semaine." ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "jour\n", "01-lundi 10\n", "02-mardi 38\n", "03-mercredi 21\n", "04-jeudi 21\n", "05-vendredi 10\n", "dtype: int64" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby('jour').size()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On ne voit pas de scrutins le samedi ni le dimanche. Cela semble rassurant. Regardons la moyenne des présents et des absents sur ces jours :" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ywkfFPLV8O5tLKwFIS0nijNHBIJ+5WfE9yGc8xbK7s1iGx2IZnu4SS+ccu/bW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\nFgWVqcFrBRkZtA7l4Pdrq5u3LGQeHHgPA94NWvd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x/bBNVeX1Nbv486JN7KupJ6tzCtec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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 1, figsize=(8, 6))\n", "\n", "df.groupby('jour').mean()['presents'].plot(ax=ax[0], style='-o')\n", "ax[0].set_ylim(0, 577)\n", "ax[0].set_title(\"moyenne du nombre de présents par jour de la semaine\")\n", "\n", "df.groupby('jour').mean()['absents'].plot(ax=ax[1], style='-o')\n", "ax[1].set_ylim(0, 577)\n", "ax[1].set_title(\"moyenne du nombre d'absents par jour de la semaine\")\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On voit que le pic d'absents est le vendredi. Calculons le pourcentage d'absentéisme, c'est-à-dire divisons le nombre précédent par 577 députés." ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(0, 100)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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rDcj2RoxHp3Qhr1unBr2sItvdOydnPJSWQ30uiqK0GDXGsHbLLpaUVrCkrILH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\nq2sMH6/czK/eXMolU+bx8Ce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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(df.groupby('jour').mean()['absents'] / 577 * 100).plot(style='-o')\n", "plt.title(\"moyenne du nombre d'absents par jour de la semaine\\n(pourcentage de l'assemblée complète)\")\n", "plt.ylim(0, 100)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dans le graphique précédent, j'ai choisi de mettre l'échelle des ordonnées à 100% afin de montrer à quel point ces chiffres sont loins du 0% d'absents en moyenne." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous n'avons travaillé ici que sur des données partielles. Remontons dans le temps et téléchargeons toutes les données disponibles pour faire le travail ici présent." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Récupération de tous les scrutins depuis 2012 " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Pour faire ce travail, une simple boucle sur l'offset des scrutins permet de récupérer les données :" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "http://www2.assemblee-nationale.fr/scrutins/liste/(offset)/0/(legislature)/14/(type)/TOUS/(idDossier)/TOUS\n", "http://www2.assemblee-nationale.fr/scrutins/liste/(offset)/100/(legislature)/14/(type)/TOUS/(idDossier)/TOUS\n", "http://www2.assemblee-nationale.fr/scrutins/liste/(offset)/200/(legislature)/14/(type)/TOUS/(idDossier)/TOUS\n", "http://www2.assemblee-nationale.fr/scrutins/liste/(offset)/300/(legislature)/14/(type)/TOUS/(idDossier)/TOUS\n", "http://www2.assemblee-nationale.fr/scrutins/liste/(offset)/400/(legislature)/14/(type)/TOUS/(idDossier)/TOUS\n", "http://www2.assemblee-nationale.fr/scrutins/liste/(offset)/500/(legislature)/14/(type)/TOUS/(idDossier)/TOUS\n", "http://www2.assemblee-nationale.fr/scrutins/liste/(offset)/600/(legislature)/14/(type)/TOUS/(idDossier)/TOUS\n", "http://www2.assemblee-nationale.fr/scrutins/liste/(offset)/700/(legislature)/14/(type)/TOUS/(idDossier)/TOUS\n", "http://www2.assemblee-nationale.fr/scrutins/liste/(offset)/800/(legislature)/14/(type)/TOUS/(idDossier)/TOUS\n", "http://www2.assemblee-nationale.fr/scrutins/liste/(offset)/900/(legislature)/14/(type)/TOUS/(idDossier)/TOUS\n", "http://www2.assemblee-nationale.fr/scrutins/liste/(offset)/1000/(legislature)/14/(type)/TOUS/(idDossier)/TOUS\n", "http://www2.assemblee-nationale.fr/scrutins/liste/(offset)/1100/(legislature)/14/(type)/TOUS/(idDossier)/TOUS\n", "http://www2.assemblee-nationale.fr/scrutins/liste/(offset)/1200/(legislature)/14/(type)/TOUS/(idDossier)/TOUS\n" ] } ], "source": [ "data = []\n", "for offset in range(0, 1300, 100):\n", " url = \"http://www2.assemblee-nationale.fr/scrutins/liste/(offset)/{}/(legislature)/14/(type)/TOUS/(idDossier)/TOUS\".format(offset)\n", " print(url)\n", " r = requests.get(url)\n", " soup = BeautifulSoup(r.text, 'html.parser')\n", " elems = soup.select('tbody tr')\n", " data += [extract_information(line) for line in elems]" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "1237" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On a désormais accès à 1237 scrutins depuis juillet 2012, date de la dernière élection législative." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Construisons le tableau des données détaillées : " ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df = pd.DataFrame(data, columns=('numero', 'date', 'objet', 'pour', 'contre', 'abstention'))" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true }, "outputs": [], "source": [ "df['presents'] = df['pour'] + df['contre'] + df['abstention']\n", "df['absents'] = 577 - df.presents\n", "df.date = pd.to_datetime(df.date, dayfirst=True)\n", "df['jour'] = [day_mapping[date.dayofweek] for date in df.date]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Un aperçu de la fin du tableau :" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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numerodateobjetpourcontreabstentionpresentsabsentsjour
1227102012-07-19l'article 27 du projet de loi de finances rect...10652015841904-jeudi
122892012-07-19l'amendement n° 477 rect présenté par M. de C...241081314543204-jeudi
122982012-07-19le sous-amendement n° 547 présenté par M. Bor...29119515342404-jeudi
123072012-07-19sur l'article 4 du projet de loi de finances r...441736451304-jeudi
123162012-07-19L'amendement n° 467 de M. de Courson à l'ar...2490011446304-jeudi
123252012-07-18l'article 2 du projet de loi de finances recti...8964015342403-mercredi
123342012-07-18les amendements de suppression de l'alinéa 2 à...88177026531203-mercredi
123432012-07-18les amendements de suppression de l'article 2 ...81178126031703-mercredi
123522012-07-17l'article 1er du projet de loi de finances rec...6148111046702-mardi
123612012-07-03la déclaration de politique générale du gouver...302225175443302-mardi
\n", "
" ], "text/plain": [ " numero date objet \\\n", "1227 10 2012-07-19 l'article 27 du projet de loi de finances rect... \n", "1228 9 2012-07-19 l'amendement n° 477 rect présenté par M. de C... \n", "1229 8 2012-07-19 le sous-amendement n° 547 présenté par M. Bor... \n", "1230 7 2012-07-19 sur l'article 4 du projet de loi de finances r... \n", "1231 6 2012-07-19 L'amendement n° 467 de M. de Courson à l'ar... \n", "1232 5 2012-07-18 l'article 2 du projet de loi de finances recti... \n", "1233 4 2012-07-18 les amendements de suppression de l'alinéa 2 à... \n", "1234 3 2012-07-18 les amendements de suppression de l'article 2 ... \n", "1235 2 2012-07-17 l'article 1er du projet de loi de finances rec... \n", "1236 1 2012-07-03 la déclaration de politique générale du gouver... \n", "\n", " pour contre abstention presents absents jour \n", "1227 106 52 0 158 419 04-jeudi \n", "1228 24 108 13 145 432 04-jeudi \n", "1229 29 119 5 153 424 04-jeudi \n", "1230 44 17 3 64 513 04-jeudi \n", "1231 24 90 0 114 463 04-jeudi \n", "1232 89 64 0 153 424 03-mercredi \n", "1233 88 177 0 265 312 03-mercredi \n", "1234 81 178 1 260 317 03-mercredi \n", "1235 61 48 1 110 467 02-mardi \n", "1236 302 225 17 544 33 02-mardi " ] }, "execution_count": 29, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.tail(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Traçons l'histogramme du nombre de présents :" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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XFzcp60tZWxkUdR47Azdn2+Ny+QNpvroW+Dfguor8y83s8nyGpIOAk4GDsuvN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\nL7BnKvqyZp0HgDXAnWZ2P+n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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.presents.plot(kind='hist', bins=20)\n", "plt.title(\"histogramme du nombre de présents\")\n", "plt.xlabel(\"nombre de députés\")\n", "plt.ylabel(\"nombre de scrutins\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On voit que les députés sont absents, en moyenne, lors des scrutins avec une masse de scrutins avec faible présence, à gauche, et quelques scrutins avec beaucoup de députés.\n", "\n", "Un histogramme cumulé permet d'interpréter plus facilement ces données :" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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DgS+Z2btS+mzAzOyCfLnTTz/d8sNhhx56qKspyL29va705PGsDUJf\n2fGmr7e3d4vhr5133pnLLrtMwz1eWR3L9sD9wDRgLXAH8EEzu7ethgVBEATlHAozs82SPgHMI4sT\nXRFOJQiCoDMoZY8lCIIg6FzKOitsUIayeLLTkXSFpD5Jd+fy9pA0T9L9km6RNCq3b7akZZLulTSj\nPVYPDUnjJN0q6R5JSyR9KuV70fdKSb+VdFfSd27Kd6GvgqTtJC2SdFNKu9En6SFJi9NveEfK86Rv\nlKQfJXvvkfTmhuozM1cfMme5HNgHeAXQCxzUbruGoWMqMAm4O5d3AfA3afvzwPlpeyJwF9nQ5r5J\nv9qtYRBtY4FJaXsXsnjZQV70JZtfnf5uD9xOtvbKjb5k92eAfwVu8tQ+k80PAntU5XnS933g1LS9\nAzCqkfo89lj6F0+a2SagsniyVJhZD/BEVfbxwJy0PQc4IW3PBK4xsxfN7CFgGdn30JGY2Toz603b\nzwD3AuNwog/AzJ5Lm68k+4c0HOmTNA44Drg8l+1GHyC2HtFxoU/SbsBRZnYlQLL7KRqoz6NjKbx4\nsoMZbWZ9kF2cgdEpv1rzakqiWdK+ZD2z24ExXvSlYaK7gHXAz83sThzpAy4CziJzmBU86TPg55Lu\nlPTxlOdF33jgMUlXpqHM70p6NQ3U59GxjCRKPfNC0i7AdcCs1HOp1lNafWb2kpn9GVlPbIqkQ3Ci\nT9K7gb7U6xxsrUMp9SXeYmaTyXplZ0o6Cie/H1kPejLw7aTxWeBsGqjPo2NZDXTl0uNSngf6JI0B\nkDQWWJ/yVwN758p1vGZJO5A5lR+Y2Y0p242+Cma2Afgl8C786HsLMFPSg8C/Ae+Q9ANgnRN9mNna\n9Pf3wL+TDf14+f1WAY+a2cKUvp7M0TRMn0fHcicwQdI+knYEPgDc1GabhovY8o7wJuCUtH0ycGMu\n/wOSdpQ0nuxhIXe0yshh8j1gqZldkstzoU/SayszaiTtBLyTLI7kQp+ZnWNmXWa2H9n/161m9lHg\nJzjQJ+nVqTeNpJ2BGcAS/Px+fcCjkg5IWdOAe2ikvnbPTmjSjId3kc00Wgac3W57hqlhLrAGeAF4\nBDgV2AOYn7TNA3bPlZ9NNlvjXmBGu+3fhra3AJvJZuzdBSxKv9mfONHXnTT1AncDX0j5LvRVaT2a\nl2eFudBHFoOotM0llWuIF33J3kPJbsJ7gRvIZoU1TF8skAyCIAgaisehsCAIgqCNhGMJgiAIGko4\nliAIgqChhGMJgiAIGko4liAIgqChhGMJgiAIGko4liAIgqChhGMJgiAIGsr/B7BbcSZUROscAAAA\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.presents.plot(kind='hist', cumulative=True, bins=100)\n", "plt.title(\"histogramme cumulé du nombre de présents\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ce graphique permet de dire les choses suivants :\n", "\n", "- il y a eu plus de 800 scrutins avec moins de 100 députés présents, depuis juillet 2012\n", "- il y a eu plus de 1000 scrutins avec moins de 200 députés présents, depuis juillet 2012\n", "- il y a une centainen de scrutins avec plus de 500 députés présents, depuis juillet 2012" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "134.749393694422" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.presents.mean()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En moyenne, sur les scrutins depuis juillet 2012, il y a avait 135 députés présents. Soit moins d'un quart de l'assemblée nationale." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut également répondre à la question : \"quand les scrutins ont-ils lieu ?\"." ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "jour\n", "01-lundi 181\n", "02-mardi 280\n", "03-mercredi 233\n", "04-jeudi 295\n", "05-vendredi 174\n", "06-samedi 41\n", "07-dimanche 33\n", "dtype: int64" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby('jour').size()" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "df.groupby('jour').size().plot(kind='bar')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Rien d'anormal : les scrutins ont lieu surtout les jours de la semaine, rarement le week-end. Pendant la semaine, ils ont lieu surtout le mardi et le jeudi." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Prochaine question : \"quel jour de la semaine y a-t-il le plus d'absents lors des scrutins ?\"." ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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absentspresents
jour
01-lundi516.04972460.950276
02-mardi303.350000273.650000
03-mercredi438.141631138.858369
04-jeudi504.68813672.311864
05-vendredi517.23563259.764368
06-samedi394.829268182.170732
07-dimanche350.424242226.575758
\n", "
" ], "text/plain": [ " absents presents\n", "jour \n", "01-lundi 516.049724 60.950276\n", "02-mardi 303.350000 273.650000\n", "03-mercredi 438.141631 138.858369\n", "04-jeudi 504.688136 72.311864\n", "05-vendredi 517.235632 59.764368\n", "06-samedi 394.829268 182.170732\n", "07-dimanche 350.424242 226.575758" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby('jour').mean()[['absents', 'presents']]" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ULe3FcC//3HPPUVVVxejRo+nTpw+//e1vycnJafa2jrTtESNG8M9//pP77ruP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\nKSLrRGSKbfHZJCK3+6R7xaZZKyI/8ZlfJiL3isg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O5bvAzX7lPMeueyLwH5wHaEb5xXEX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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(2, 1, figsize=(8, 7))\n", "\n", "df.groupby('jour').mean()['presents'].plot(ax=ax[0], style='-o', legend=True)\n", "ax[0].set_ylim(0, 577)\n", "ax[0].set_title(\"moyenne du nombre de présents par jour de la semaine\")\n", "ax[0].plot([0, 6], [577/2, 577/2], '--', label='hémi-hémicycle')\n", "ax[0].legend()\n", "\n", "df.groupby('jour').mean()['absents'].plot(ax=ax[1], style='-o', legend=True)\n", "ax[1].set_ylim(0, 577)\n", "ax[1].set_title(\"moyenne du nombre d'absents par jour de la semaine\")\n", "ax[1].plot([0, 6], [577/2, 577/2], '--', label='hémi-hémicycle')\n", "ax[1].legend(loc='lower right')\n", "\n", "plt.tight_layout()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On voit donc bien que les députés sont surtout absents lors des scrutins. En effet, en moyenne, on ne remplit jamais l'hémicycle.\n", "\n", "On peut également représenter la courbe d'absentéisme en pourcentage :" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Z5ziO4zhjom5G9H/A9yQtBaHNiDDSwpm9EhscitwCSTS9nrnp/k1PP032b3ra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\nAvippJ1bK8UODY7jOI5Tm7oloo8AKwB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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "(df.groupby('jour').mean()['absents'] / 577 * 100).plot(kind='bar', style='-o')\n", "plt.title(\"moyenne du nombre d'absents par jour de la semaine\\n(pourcentage de l'assemblée complète)\")\n", "plt.ylim(0, 100)\n", "plt.ylabel(\"pourcentage de députés absents\")\n", "plt.xlabel(\"jour de la semaine\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nous avons donc répondu à la question principale qui se posait à nous : pour un scrutin moyen, combien de députés présents dans l'assemblée nationale. Penchons nous maintenant sur d'autres visualisations intéressantes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Quelques visualisations intéressantes " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Pour et contre " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Une première visualisation intéressante vient des votes exprimés en fonction des suffrages. Si on place un point en fonction des votes pour et des votes contre, on obtient ceci :" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-10, 577)" ] }, "execution_count": 66, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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wO4DpABYD+BcRxfVFeJxbHcZeHcZenf94qxrle45hy4ctcOkSS4qz8cKyaZie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\nIhu+Gn+O/3u4ijNePxkug89NnMzKW4t4ym90O9swWDYqPNN+Ioj2gs2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LAAAE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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 7))\n", "df.plot(ax=ax, kind='scatter', x='pour', y='contre')\n", "plt.plot([0, 577], [0, 577], label='majorité')\n", "plt.legend(loc='upper left')\n", "plt.ylim(-10, 577)\n", "plt.xlim(-10, 577)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "La droite de la majorité sépare le graphique en deux régions. En particulier, on peut distinguer les régions suivantes :\n", "\n", "- la droite horizontale qui passe par 0 : des scrutins où tout le monde est d'accord pour voter pour\n", "- des scrutins autour de (300, 200) : des scrutins assez débattus, mais où il y a une majorité claire\n", "- beaucoup de scrutins avec peu de députés (zone en bas à gauche) : pas de tendance claire" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut s'intéresser aux scrutins avec une forte participation. En dessinant les points concernants dans le graphe précédent à l'aide d'une autre couleur, on trouve ceci :" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(-10, 577)" ] }, "execution_count": 73, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZMmPMccAUYFGjm6cBT9f9/DRwUd3PFwLPWmuD1todwMfA6Pa+97hx49r7VOkg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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots(figsize=(10, 7))\n", "df.plot(ax=ax, kind='scatter', x='pour', y='contre')\n", "df[df.presents > 500].plot(ax=ax, kind='scatter', x='pour', y='contre', color='Red', s=50, label='> 500 députés')\n", "plt.plot([0, 577], [0, 577], label='majorité')\n", "plt.legend(loc='upper left')\n", "plt.ylim(-10, 577)\n", "plt.xlim(-10, 577)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On voit que dans les votes à forte participation, très peu n'ont pas donné lieu à un vote majoritaire pour. Ceci reflète le fait que le parti socialiste dispose d'une majorité à l'assemblée nationale depuis les législatives de 2012." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut d'ailleurs s'intéresser au vote à forte participation qui n'a pas donné lieu à une majorité de pour :" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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numerodateobjetpourcontreabstentionpresentsabsentsjour
1180572012-11-13la demande de constitution d'une commission sp...20731705245302-mardi
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" ], "text/plain": [ " numero date objet \\\n", "1180 57 2012-11-13 la demande de constitution d'une commission sp... \n", "\n", " pour contre abstention presents absents jour \n", "1180 207 317 0 524 53 02-mardi " ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[(df.presents > 500) & (df.contre > df.pour)]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Il s'agit de \"la demande de constitution d'une commission spéciale présentée par le président du groupe de l'Union pour un mouvement populaire pour l'examen du projet de loi ouvrant le mariage aux couples de personnes de même sexe\". " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Les thématiques " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut essayer de dresser un tableau comparatif des mots les plus utilisés pour les scrutins de plus de 500 députés participants ainsi que pour les scrutins de moins de 500 députés." ] }, { "cell_type": "code", "execution_count": 94, "metadata": { "collapsed": false }, "outputs": [], "source": [ "big = df[df.presents > 500]\n", "small = df[df.presents <= 500]" ] }, { "cell_type": "code", "execution_count": 95, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from collections import Counter\n", "\n", "def summarize(df):\n", " \"\"\"Affiche les mots qui reviennent le plus dans les objets des scrutins.\"\"\"\n", " c = Counter()\n", " for obj in df['objet']:\n", " c.update(obj.split(' '))\n", " return c.most_common(100)" ] }, { "cell_type": "code", "execution_count": 96, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[('de', 242),\n", " ('du', 205),\n", " ('la', 112),\n", " ('scrutin]', 108),\n", " ('[analyse', 108),\n", " ('[dossier]', 100),\n", " ('loi', 99),\n", " ('projet', 93),\n", " (\"l'ensemble\", 78),\n", " ('à', 53),\n", " ('et', 49),\n", " ('le', 46),\n", " ('lecture).', 42),\n", " ('relatif', 38),\n", " ('pour', 37),\n", " ('des', 37),\n", " ('(première', 30),\n", " ('', 17),\n", " ('conseillers', 17),\n", " ('finances', 17)]" ] }, "execution_count": 96, "metadata": {}, "output_type": "execute_result" } ], "source": [ "summarize(big)[:20]" ] }, { "cell_type": "code", "execution_count": 97, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[('de', 3973),\n", " ('du', 2466),\n", " ('à', 1290),\n", " ('scrutin]', 1129),\n", " ('[analyse', 1129),\n", " ('[dossier]', 1125),\n", " ('loi', 1063),\n", " (\"l'article\", 1053),\n", " ('et', 994),\n", " ('la', 991),\n", " ('projet', 985),\n", " ('n°', 984),\n", " (\"l'amendement\", 874),\n", " ('M.', 733),\n", " ('les', 533),\n", " ('amendements', 475),\n", " ('identiques', 402),\n", " ('des', 324),\n", " ('relatif', 323),\n", " ('pour', 320)]" ] }, "execution_count": 97, "metadata": {}, "output_type": "execute_result" } ], "source": [ "summarize(small)[:20]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Etant donné que beaucoup de mots sont communs ont va prendre l'intersection des mots fréquents et la soustraire aux deux listes de mots pour extraire les mots pertinents :" ] }, { "cell_type": "code", "execution_count": 103, "metadata": { "collapsed": true }, "outputs": [], "source": [ "common = set([item[0] for item in summarize(small)]) & set([item[0] for item in summarize(big)])" ] }, { "cell_type": "code", "execution_count": 104, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'',\n", " '(nouvelle',\n", " '(première',\n", " '2014',\n", " '2014.',\n", " '2015',\n", " 'Gouvernement',\n", " 'République',\n", " '[analyse',\n", " '[dossier]',\n", " 'au',\n", " 'aux',\n", " 'calendrier',\n", " 'conseillers',\n", " 'couples',\n", " 'de',\n", " 'des',\n", " 'du',\n", " 'délimitation',\n", " 'départementales',\n", " 'en',\n", " 'et',\n", " 'financement',\n", " 'finances',\n", " \"l'article\",\n", " \"l'élection\",\n", " 'la',\n", " 'le',\n", " 'lecture).',\n", " 'les',\n", " 'loi',\n", " 'mariage',\n", " 'modernisation',\n", " 'modifiant',\n", " 'même',\n", " 'par',\n", " 'personnes',\n", " 'portant',\n", " 'pour',\n", " 'projet',\n", " 'proposition',\n", " 'publique',\n", " 'rectificative',\n", " 'relatif',\n", " 'relative',\n", " 'régionales',\n", " 'régions,',\n", " 'scrutin]',\n", " 'sociale',\n", " 'sur',\n", " 'système',\n", " 'sécurité',\n", " 'à',\n", " 'élections',\n", " 'électoral'}" ] }, "execution_count": 104, "metadata": {}, "output_type": "execute_result" } ], "source": [ "common" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ceci nous permet d'obtenir la liste des mots suivants pour les \"grands scrutins\" :" ] }, { "cell_type": "code", "execution_count": 108, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[(\"l'ensemble\", 78),\n", " ('organique', 13),\n", " ('programmation', 8),\n", " ('avec', 7),\n", " ('cumul', 7),\n", " ('vie', 7),\n", " ('mandat', 7),\n", " ('locales', 6),\n", " ('application', 6),\n", " ('fonctions', 6),\n", " ('interdisant', 6),\n", " ('(lecture', 6),\n", " ('transparence', 6),\n", " ('déclaration', 6),\n", " ('Constitution).', 6),\n", " ('exécutives', 6),\n", " ('alinéa', 5),\n", " ('départementaux,', 5),\n", " ('définitive).', 5),\n", " ('municipaux', 5),\n", " ('dispositions', 4),\n", " ('(1ère', 4),\n", " ('député', 3),\n", " ('ouvrant', 3),\n", " ('réforme', 3),\n", " ('49,', 3),\n", " ('2013.', 3),\n", " ('ou', 3),\n", " ('politique', 3),\n", " ('2016', 3),\n", " ('constitutionnelle', 3),\n", " ('diverses', 3),\n", " ('économique', 3),\n", " ('représentant', 3),\n", " (\"l'emploi\", 3),\n", " ('logement', 3),\n", " ('années', 3),\n", " ('lecture)', 3),\n", " ('50-1', 3),\n", " ('(en', 3),\n", " ('Parlement', 3),\n", " ('générale', 3),\n", " ('président', 2),\n", " ('concernant', 2),\n", " ('nomination', 2)]" ] }, "execution_count": 108, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[(word, freq) for word, freq in summarize(big) \\\n", " if word in set([item[0] for item in summarize(big)]) - common]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Et les petits : " ] }, { "cell_type": "code", "execution_count": 109, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[('n°', 984),\n", " (\"l'amendement\", 874),\n", " ('M.', 733),\n", " ('amendements', 475),\n", " ('identiques', 402),\n", " ('Mme', 301),\n", " ('après', 215),\n", " ('Fraysse', 199),\n", " ('4', 189),\n", " ('sécurisation', 173),\n", " (\"l'emploi.\", 170),\n", " ('ouverture', 153),\n", " ('premier', 130),\n", " ('2', 114),\n", " ('sexe.', 109),\n", " ('Le', 100),\n", " ('sexe', 75),\n", " ('1er', 75),\n", " ('bis', 73),\n", " ('3', 72),\n", " ('Fur', 68),\n", " ('justice', 65),\n", " ('garantissant', 64),\n", " (\"l'avenir\", 64),\n", " ('Sénat,', 63),\n", " ('Poisson', 59),\n", " ('14', 58),\n", " ('suppression', 58),\n", " ('loi,', 56),\n", " ('motion', 55),\n", " ('retraites.', 54),\n", " ('territoriale', 52),\n", " ('avant', 50),\n", " ('13', 46),\n", " ('visant', 44),\n", " ('nouvelle', 40),\n", " ('ses', 39),\n", " ('organisation', 38),\n", " ('collègues', 38),\n", " ('adopté', 37),\n", " (\"l'égalité\", 36),\n", " ('12', 35),\n", " ('unique', 35),\n", " ('identique', 35),\n", " ('croissance,', 32)]" ] }, "execution_count": 109, "metadata": {}, "output_type": "execute_result" } ], "source": [ "[(word, freq) for word, freq in summarize(small) \\\n", " if word in set([item[0] for item in summarize(small)]) - common]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On retrouve donc des thématiques majeures, comme les lois de programmation, la transparence, le cumul des mandats mais aussi des thématiques que l'on pourrait qualifier de mineures comme le sexe, les retraites, la croissance, Mme Fraysse." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Nombre de scrutins par jour " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Une autre question que l'on peut se poser est celle du nombre de scrutins par jour. Combien de scrutins par jour donné, en moyenne ? " ] }, { "cell_type": "code", "execution_count": 113, "metadata": { "collapsed": false }, "outputs": [], "source": [ "s = df.groupby('date').size()" ] }, { "cell_type": "code", "execution_count": 114, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 114, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "s.plot(kind='hist')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "En général, il y a peu de scrutins par jour, mais il existe des jours exceptionnels :" ] }, { "cell_type": "code", "execution_count": 117, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "date\n", "2013-04-08 62\n", "2013-04-05 51\n", "2013-02-06 39\n", "2013-04-04 36\n", "2013-02-03 33\n", "2013-02-05 24\n", "2013-02-02 24\n", "2013-10-11 22\n", "2014-06-16 20\n", "2013-02-07 17\n", "2013-10-08 14\n", "2013-11-20 13\n", "2014-07-01 13\n", "2013-02-08 13\n", "2013-04-11 12\n", "2013-02-04 12\n", "2013-04-03 12\n", "2016-02-09 11\n", "2013-10-21 11\n", "2013-07-19 11\n", "2013-03-28 11\n", "2015-03-17 11\n", "2014-10-17 9\n", "2013-04-06 9\n", "2013-02-22 8\n", "2013-03-14 8\n", "2013-06-26 8\n", "2015-02-14 8\n", "2013-12-11 8\n", "2014-05-22 8\n", " ..\n", "2015-12-01 1\n", "2015-03-19 1\n", "2015-12-03 1\n", "2015-12-08 1\n", "2016-01-14 1\n", "2016-02-03 1\n", "2015-10-27 1\n", "2013-10-01 1\n", "2015-07-15 1\n", "2015-06-23 1\n", "2015-01-26 1\n", "2015-01-27 1\n", "2015-01-28 1\n", "2015-01-30 1\n", "2015-02-05 1\n", "2015-02-20 1\n", "2015-03-11 1\n", "2015-03-12 1\n", "2015-06-24 1\n", "2015-03-18 1\n", "2015-03-31 1\n", "2015-04-01 1\n", "2015-04-15 1\n", "2015-05-05 1\n", "2015-05-19 1\n", "2015-05-27 1\n", "2015-06-02 1\n", "2015-06-11 1\n", "2015-06-18 1\n", "2012-07-03 1\n", "dtype: int64" ] }, "execution_count": 117, "metadata": {}, "output_type": "execute_result" } ], "source": [ "s.sort_values(ascending=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Que s'est-il passé en avril 2013 ? Il semblerait qu'il y ait une journée avec 62 scrutins." ] }, { "cell_type": "code", "execution_count": 119, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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7574802013-04-08l'amendement n°1 du Gouvernement à l'article 8...462137050701-lundi
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7594782013-04-08l'amendement n°3451 de Mme Fraysse et les amen...55205752001-lundi
7604772013-04-08l'amendement n°2602 de Mme Fraysse et les amen...54735552201-lundi
7614762013-04-08l'article 17 du projet de loi relatif à la sé...75818449301-lundi
7624752013-04-08l'article 16 du projet de loi relatif à la sé...5519128649101-lundi
7634742013-04-08l'amendement n°3400 de Mme Fraysse et les amen...86016950801-lundi
7644732013-04-08l'amendement n°3092 de Mme Fraysse et les amen...106407450301-lundi
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7714662013-04-08l'amendement n°2758 de Mme Fraysse et les amen...84415352401-lundi
7724652013-04-08l'amendement n°5091 de Mme Fraysse et les amen...93404353401-lundi
7734642013-04-08l'amendement n°3525 de Mme Fraysse et les amen...94825951801-lundi
7744632013-04-08l'amendement n°3102 de Mme Fraysse et les amen...64555652101-lundi
7754622013-04-08l'amendement n°2551 de Mme Fraysse et les amen...94525652101-lundi
7764612013-04-08l'amendement n° 3639 de Mme Fraysse et les ame...83054353401-lundi
7774602013-04-08l'amendement n° 2727 de Mme Fraysse et les ame...113234653101-lundi
7784592013-04-08l'article 14 du projet de loi relatif à la séc...490116051701-lundi
7794582013-04-08l'amendement n° 5418 de M. Vercamer à l'articl...55105652101-lundi
7804572013-04-08l'amendement n° 5417 de M. Vercamer à l'articl...104125352401-lundi
7814562013-04-08l'amendement n° 3713 de Mme Fraysse et les ame...74305052701-lundi
7824552013-04-08l'amendement n° 2686 de Mme Fraysse et les ame...44504952801-lundi
7834542013-04-08l'amendement n° 1294 de Mme Fraysse et les ame...43804253501-lundi
7844532013-04-08l'amendement n° 1305 de Mme Fraysse et les ame...73434453301-lundi
7854522013-04-08l'amendement n° 3764 de Mme Fraysse et les ame...53203754001-lundi
7864512013-04-08l'amendement n° 2916 (rect.) de Mme Fraysse et...73244353401-lundi
..............................
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7924452013-04-08l'amendement n° 5250 de Mme Fraysse et les ame...42222854901-lundi
7934442013-04-08l'amendement n° 984 de M. Carpentier à l'artic...91702655101-lundi
7944432013-04-08l'amendement n° 3276 de Mme Fraysse et les ame...111502655101-lundi
7954422013-04-08l'amendement n° 2123 de Mme Fraysse et les ame...22142755001-lundi
7964412013-04-08l'amendement n° 5215 de Mme Fraysse et les ame...62143154601-lundi
7974402013-04-08l'amendement n° 5146 de Mme Fraysse et les ame...61752854901-lundi
7984392013-04-08l'amendement n° 1436 de M. Cherpion et les ame...42222854901-lundi
7994382013-04-08l'amendement n° 2133 de Mme Fraysse et les ame...112123454301-lundi
8004372013-04-08l'amendement n° 3794 de Mme Fraysse et les ame...41852755001-lundi
8014362013-04-08l'amendement n° 2093 de Mme Fraysse et les ame...62143154601-lundi
8024352013-04-08l'amendement n° 2501 de Mme Fraysse et les ame...132303654101-lundi
8034342013-04-08l'amendement n° 2073 de Mme Fraysse et les ame...71883354401-lundi
8044332013-04-08l'amendement n° 2023 de Mme Fraysse et les ame...92043354401-lundi
8054322013-04-08l'amendement n° 5011 de Mme Fraysse et les ame...92113154601-lundi
8064312013-04-08l'amendement n° 1947 de Mme Fraysse et les ame...62202854901-lundi
8074302013-04-08l'amendement n° 1915 de Mme Fraysse et les ame...62302954801-lundi
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8164212013-04-08l'amendement n° 1376 de Mme Fraysse et les ame...41321955801-lundi
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8184192013-04-08l'amendement n° 3016 de Mme Fraysse et les ame...61402055701-lundi
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62 rows × 9 columns

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" ], "text/plain": [ " numero date objet \\\n", "757 480 2013-04-08 l'amendement n°1 du Gouvernement à l'article 8... \n", "758 479 2013-04-08 l'article 18 du projet de loi relatif à la séc... \n", "759 478 2013-04-08 l'amendement n°3451 de Mme Fraysse et les amen... \n", "760 477 2013-04-08 l'amendement n°2602 de Mme Fraysse et les amen... \n", "761 476 2013-04-08 l'article 17 du projet de loi relatif à la sé... \n", "762 475 2013-04-08 l'article 16 du projet de loi relatif à la sé... \n", "763 474 2013-04-08 l'amendement n°3400 de Mme Fraysse et les amen... \n", "764 473 2013-04-08 l'amendement n°3092 de Mme Fraysse et les amen... \n", "765 472 2013-04-08 l'amendement n°5045 de Mme Fraysse et les amen... \n", "766 471 2013-04-08 l'amendement n°3047 de Mme Fraysse et les amen... \n", "767 470 2013-04-08 l'amendement n°5159 de Mme Fraysse et les amen... \n", "768 469 2013-04-08 l'amendement n°5433 de M. Robiliard à l'articl... \n", "769 468 2013-04-08 l'amendement n°1325 de Mme Fraysse et les amen... \n", "770 467 2013-04-08 l'amendement n°2794 de Mme Fraysse et les amen... \n", "771 466 2013-04-08 l'amendement n°2758 de Mme Fraysse et les amen... \n", "772 465 2013-04-08 l'amendement n°5091 de Mme Fraysse et les amen... \n", "773 464 2013-04-08 l'amendement n°3525 de Mme Fraysse et les amen... \n", "774 463 2013-04-08 l'amendement n°3102 de Mme Fraysse et les amen... \n", "775 462 2013-04-08 l'amendement n°2551 de Mme Fraysse et les amen... \n", "776 461 2013-04-08 l'amendement n° 3639 de Mme Fraysse et les ame... \n", "777 460 2013-04-08 l'amendement n° 2727 de Mme Fraysse et les ame... \n", "778 459 2013-04-08 l'article 14 du projet de loi relatif à la séc... \n", "779 458 2013-04-08 l'amendement n° 5418 de M. Vercamer à l'articl... \n", "780 457 2013-04-08 l'amendement n° 5417 de M. Vercamer à l'articl... \n", "781 456 2013-04-08 l'amendement n° 3713 de Mme Fraysse et les ame... \n", "782 455 2013-04-08 l'amendement n° 2686 de Mme Fraysse et les ame... \n", "783 454 2013-04-08 l'amendement n° 1294 de Mme Fraysse et les ame... \n", "784 453 2013-04-08 l'amendement n° 1305 de Mme Fraysse et les ame... \n", "785 452 2013-04-08 l'amendement n° 3764 de Mme Fraysse et les ame... \n", "786 451 2013-04-08 l'amendement n° 2916 (rect.) de Mme Fraysse et... \n", ".. ... ... ... \n", "789 448 2013-04-08 l'amendement n° 2308 de Mme Fraysse et les ame... \n", "790 447 2013-04-08 l'amendement n° 2205 de Mme Fraysse et les ame... \n", "791 446 2013-04-08 l'amendement n° 2174 de Mme Fraysse et les ame... \n", "792 445 2013-04-08 l'amendement n° 5250 de Mme Fraysse et les ame... \n", "793 444 2013-04-08 l'amendement n° 984 de M. Carpentier à l'artic... \n", "794 443 2013-04-08 l'amendement n° 3276 de Mme Fraysse et les ame... \n", "795 442 2013-04-08 l'amendement n° 2123 de Mme Fraysse et les ame... \n", "796 441 2013-04-08 l'amendement n° 5215 de Mme Fraysse et les ame... \n", "797 440 2013-04-08 l'amendement n° 5146 de Mme Fraysse et les ame... \n", "798 439 2013-04-08 l'amendement n° 1436 de M. Cherpion et les ame... \n", "799 438 2013-04-08 l'amendement n° 2133 de Mme Fraysse et les ame... \n", "800 437 2013-04-08 l'amendement n° 3794 de Mme Fraysse et les ame... \n", "801 436 2013-04-08 l'amendement n° 2093 de Mme Fraysse et les ame... \n", "802 435 2013-04-08 l'amendement n° 2501 de Mme Fraysse et les ame... \n", "803 434 2013-04-08 l'amendement n° 2073 de Mme Fraysse et les ame... \n", "804 433 2013-04-08 l'amendement n° 2023 de Mme Fraysse et les ame... \n", "805 432 2013-04-08 l'amendement n° 5011 de Mme Fraysse et les ame... \n", "806 431 2013-04-08 l'amendement n° 1947 de Mme Fraysse et les ame... \n", "807 430 2013-04-08 l'amendement n° 1915 de Mme Fraysse et les ame... \n", "808 429 2013-04-08 l'amendement n° 2043 de Mme Fraysse et les ame... \n", "809 428 2013-04-08 l'amendement n° 1483 de Mme Fraysse et les ame... \n", "810 427 2013-04-08 l'amendement n° 1463 de Mme Fraysse et les ame... \n", "811 426 2013-04-08 l'amendement n° 4797 de Mme Fraysse et les ame... \n", "812 425 2013-04-08 l'amendement n° 1274 de Mme Fraysse et les ame... \n", "813 424 2013-04-08 l'amendement n° 4742 de Mme Fraysse et les ame... \n", "814 423 2013-04-08 l'amendement n° 1264 de Mme Fraysse et les ame... \n", "815 422 2013-04-08 l'amendement n° 4679 de Mme Fraysse et les ame... \n", "816 421 2013-04-08 l'amendement n° 1376 de Mme Fraysse et les ame... \n", "817 420 2013-04-08 l'amendement n° 1244 de Mme Fraysse et les ame... \n", "818 419 2013-04-08 l'amendement n° 3016 de Mme Fraysse et les ame... \n", "\n", " pour contre abstention presents absents jour \n", "757 46 21 3 70 507 01-lundi \n", "758 49 7 11 67 510 01-lundi \n", "759 5 52 0 57 520 01-lundi \n", "760 5 47 3 55 522 01-lundi \n", "761 75 8 1 84 493 01-lundi \n", "762 55 19 12 86 491 01-lundi \n", "763 8 60 1 69 508 01-lundi \n", "764 10 64 0 74 503 01-lundi \n", "765 9 62 4 75 502 01-lundi \n", "766 30 47 0 77 500 01-lundi \n", "767 14 59 0 73 504 01-lundi \n", "768 19 45 2 66 511 01-lundi \n", "769 6 43 0 49 528 01-lundi \n", "770 12 38 2 52 525 01-lundi \n", "771 8 44 1 53 524 01-lundi \n", "772 9 34 0 43 534 01-lundi \n", "773 9 48 2 59 518 01-lundi \n", "774 6 45 5 56 521 01-lundi \n", "775 9 45 2 56 521 01-lundi \n", "776 8 30 5 43 534 01-lundi \n", "777 11 32 3 46 531 01-lundi \n", "778 49 0 11 60 517 01-lundi \n", "779 55 1 0 56 521 01-lundi \n", "780 10 41 2 53 524 01-lundi \n", "781 7 43 0 50 527 01-lundi \n", "782 4 45 0 49 528 01-lundi \n", "783 4 38 0 42 535 01-lundi \n", "784 7 34 3 44 533 01-lundi \n", "785 5 32 0 37 540 01-lundi \n", "786 7 32 4 43 534 01-lundi \n", ".. ... ... ... ... ... ... \n", "789 4 31 3 38 539 01-lundi \n", "790 33 0 2 35 542 01-lundi \n", "791 4 27 3 34 543 01-lundi \n", "792 4 22 2 28 549 01-lundi \n", "793 9 17 0 26 551 01-lundi \n", "794 11 15 0 26 551 01-lundi \n", "795 2 21 4 27 550 01-lundi \n", "796 6 21 4 31 546 01-lundi \n", "797 6 17 5 28 549 01-lundi \n", "798 4 22 2 28 549 01-lundi \n", "799 11 21 2 34 543 01-lundi \n", "800 4 18 5 27 550 01-lundi \n", "801 6 21 4 31 546 01-lundi \n", "802 13 23 0 36 541 01-lundi \n", "803 7 18 8 33 544 01-lundi \n", "804 9 20 4 33 544 01-lundi \n", "805 9 21 1 31 546 01-lundi \n", "806 6 22 0 28 549 01-lundi \n", "807 6 23 0 29 548 01-lundi \n", "808 6 19 3 28 549 01-lundi \n", "809 6 12 0 18 559 01-lundi \n", "810 8 36 0 44 533 01-lundi \n", "811 8 30 0 38 539 01-lundi \n", "812 7 26 2 35 542 01-lundi \n", "813 9 22 2 33 544 01-lundi \n", "814 6 15 2 23 554 01-lundi \n", "815 6 13 2 21 556 01-lundi \n", "816 4 13 2 19 558 01-lundi \n", "817 6 12 2 20 557 01-lundi \n", "818 6 14 0 20 557 01-lundi \n", "\n", "[62 rows x 9 columns]" ] }, "execution_count": 119, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df.date == '2013-04-08']" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On peut relire une partie des échanges de cette journée [ici](http://www.assemblee-nationale.fr/14/cri/2012-2013/20130208.asp). Il semblerait que ces amendements soient des amendements de cohérence. On peut imaginer le déroulement de cette journée en dessinant les votes au fur et à mesure :" ] }, { "cell_type": "code", "execution_count": 130, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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z55fjH1MdD6xjB71lPqE8Ligo8Pr6OTNPoeqr79htbUKfGE62h/Y8kBhBqbWJ\n0QWFpF04z/v5fvstFdYmJtg99568/5jR2ey2NiEK93CavZ9qQYGtjswEix6Aw1mD2LB5U5vrzUmR\nhEXqqd6wjbUffoI+eRBjaloxlp3g0NB4YmnmDA/t0ZuO8/LyWLp0KQDZ2dmkpqaSm5uLr4jutDch\nxJ+B6wEzEA3EAyuAmcBZUspyIUQ6sE5K2SGodM2aNVJ1YlIo/Evlmo18/5P7SMgZx2mr3/D4utKV\nq9lx+x8YMn8uM9580utxt177a06s28T0JU+Qev4Z3V/QDWtzfkxrZTXzti5vI6UcfG4JhX95meG3\nXcnER+/tcN22Wx+i/NOvmPDI3Yz4+TVsvvxOajZuY+Jjv2b4rf3Dc8/Pzyc3N9fnbivdyjJSyoek\nlNlSylHANcBaKeUNwMfATfbTbgQ+9HUSCoXCOzzJSnVH/OSexbob/JDA5EpnmaqOsgPuOjkBzpj3\n48tX0bDnIDUbt6GLjWHYVRf6ZV79gZ7EuT8OnCeE2Afk2o87oDR3DaUzayhbaHhrizZZqeed1s3Z\nbYkdmYkuJpqW4xW0VtV6da3VZLZVWhTCb63rHOGQjkzVvLw8pJTU5dsX904yTIecezq6uBjqd+xl\n7yN/B2DYlRcQHh/rl3n1B7xa3KWU66WUl9gfV0spz5VSjpdSzpdSevdJUSgUPtEmK9VeM8ZThE5H\n/Em2DUpv491bjpUhzRaihqb6LYbcXT9VY2klxooqwhPjO43K0UVHOjtAOSpiZt00sDNS26NqywQR\nFdutoWyh4a0tvMlKdYcz3t3LTNUmZzVI3zNT29O+n+rcuXOdxcISp07o8v1lLDjP+TjptOnETxjl\nt3n1B1RtGYWiDyEtFo4vt2VnepKV6o54R42ZXYVeXefPGHcH7kr/1najtztIPmMm+pTBAGQP4OqP\nnaFqywQRpTNrKFtoeGOL48tX0VRYRHRWBilnn+rTeFqmqneeu3MzdbgfPfd2/VTz8vK0zdRuKjqG\nhYdz8ot/ZNzv7iDtwjP9Nqf+gn9boisUioBhbTVx4K+2JtFjfnObz+n/8RNGIcJ1NB0oxtzUTHhs\ntEfXOQuG+dFzd/RTNRw+iqHoGNJq1WSZbjx3gJQzTyHlzO5LLwxElOYeRJTOrKFsoeGpLY7+9yOa\ni48TN24kQ6+Y7/N4YZF6W2cjKWnYc8Dj6/xR6tcdrpmq09KzsTQaiBqaSlRail/HGWgozV2h6ANY\nDC0cfOa9iPNkAAAgAElEQVQNAMYu/pnPvUsdOOPdPdxUlRYLhiM9L/XrDtd+qt547YquUZp7EFE6\ns4ayhYYntjjy7/cxVlSRMGUCqX7Qlx01ZjzV3VtKK5GtJiJTk/3ecNp1U3Xdp/8DbJEyip6hPHcv\nqd6wja9mXE5V3tZQT0UxQDDVNXD4hbcAGPfQ7Qjhc0a6k4RJWvlfT3BupvpZkoG2WapNhUWA8tz9\ngdLcveTQ3/9Dy7FyKj7/xutrlc6soWyh0Z0tiv75NqbaBpJOn06ynzYP4yfbPPfGvYewmrpvmO3Q\n26P9GCnjwNFPtWn/YUaU1IIQJJysPPeeojx3L2g9UUPV11sAMJ6oCfFsFAMBY2U1RS+/C8DYB3/u\nF68dICIhjujhQ7EaW2k6cKTb8x2RMrEj/b+4O/qpmmobkCYzsWOGE5EQ5/dxBhpKc/eCso/XIi0W\nwLbQe4vSmTWULTS6ssWh59/EYmhmyPy5DJ6Z49dxvclUDUQYpAPXfqq7rU3dxrcrPEN57l5w3KVv\nY2tldQhnohgINJeUUrxkBQjBuMU/8/v9vemp6gyD9FM1yPY4NlVB6e3+QmnuHtJcUkrtdzudIWi+\neO5KZ9ZQttDozBYHnn4d2Woi4/LziD9pjN/H9dRzl1K6LO7+l2VAKyB2Ulgsg6Ypz90fKM/dQ0pX\nfgngDENrra5zSjQKhb9p2HuIY+9+hgjXMeY3twVkDNcaM1017TFWVGFpbiEiKZGIQQkBmYujn6rQ\nRwTki2wgojR3Dym1SzLDrryAiKREkJLW6jqv7qF0Zg1lC432tmgsLGLrtfeC1UrmdRcTGwCdGyAq\nLQX9kCTM9Y00F5d2ep7Taw9ApIyDhJzxIATFY1IJi9QHbJyBhPLcPaBh7yEadh8gYlA8KWefij7Z\nVonOF2lGoeiK+l2FfHfZHRhLKxl86hTGP3xnQMfzpIhYIDdTHcSNG8Gpn7zM6HtvCtgYAw2luXtA\n6Uqb15520VmE6SOIHJIE2MLUvEHpzBq92RYHqwzsLm/y6hpTbT3Hl6/y+tccaLaozd/FdwvuorWq\nlpSzZzNz6TMB7yzkiHfvqu2ev1vrdcagGZM55+KLAjrGQEJVhewGKaVTksm43FasyVFDWnnu/ZOH\nPj+IodXCshtOJjK8e/+npaySLVfeQ1NhEbqYaLIWXcaI268hKn2Ix2NWfZtP/qL7sTQZSPvRPKa8\n9EhQ5AlPNlW1gmGBk2UU/kdp7t1Qt203zUeOE5mWQtIc268Q/RDfFnelM2v0Vlu0mq3UNJsxWiR1\nLR5kbhaXsvnSX9BUWETE4AQshmaK/vk262ct5IffPOH0ervik+df5vuf/BpLk4GMK+Yz5V9/Cpru\n7Ek4ZCCadHRGb/1c9EWU594NpctXAZB+Wa4zDDLS7rl7K8soej8NRovLYzOpcZ0vso0HjrD1qnto\nOV5BwskTmPnOMzQfLePQ829S/ulXHP3Phxz978dkXHYuw665CJ2bBbvxwBEKH3+ZidYoMq+/hElP\n/KbHFR+9IWbEMHRxMRjLTmCsrHZKjg6klM4vqNgAyzIK/xLwxb0va+7SYqH0wzUADL1cq5/tqyzT\nm3XmYNNbbVFvNLs87jzUtWH3AbZcdQ+tJ2oYPHsK0//zVyIS4tAnJTLt1cdoLCzi8D/e4vgHX1C6\nfJXTSXDHRKIY/vOrmfDHu/1WXsBTRFgYCZPGUrN5B8WvLWPM/T9tMwdTdR3m+kZ0cTFEJA8K+Hx6\n6+eiL6I89y6o+jaf1spqYkZmtukyr7d7NypLtf/R4LK4N3Qiy9Tm7+b76+7FVNtA8rxTmPba4x26\nGcWNHUHOc79jzG9uo+jld6jbsdftvYQQpP34LIbfdlXQF3YHw392NTVbCjj4zBtYTWbG/fYXzrk4\narjHjswM2fwUvhHwxX379u1Mnz490MMEBIe3lXH5/DYfbF8997y8POWZ2OmttnD11t157tUbt/H9\n9b/B0mQg9fy5THn5T+iiIju9X3RmOhP/9Ksux8zLy2NECBfO9IvOYsqLf2TnXY9w+B9vYWlqZuJj\n9yLCwgJedqA9vfVz0RfpdkNVCBEphNgshNgmhCgQQvzB/vxgIcQqIcQ+IcQXQojEwE83eFhajJR/\nth6AjMvPbfOaMxRSRcv0O1y9dVcvHmxRMVuvs218pl92LlNf/XOXC3tfIuOyc5n22l8Q+giKX/+A\nH+79M1azOWCt9RSBp9vFXUppBM6WUk4DpgIXCiFmAYuBL6WU44G1wIPuru+rmvuJtZsw1zeSkDOO\nuLEj2rymee7VXaZtt0d5JBq91RZtN1Tbeu71O/djbTaSOH0SU174A2ER/vnh21tskTp/LjPeegpd\ndBTH3v2Mnb/4I437i4Dgee69xRb9AY9CIaWUBvvDSGxSjgQuBZbYn18CXOb32YWQ9rHtroTHxqCL\njsLa0oqlydDhdUXfpc2GajvN3VRbD9jivYMZ0RJMUs48hZnvPkt4fCxlH6+l7CNbQIGKce97eLS4\nCyHChBDbgDJgtZRyC5AmpSwHkFKWAanuru2Lce6m+kYqVtvibdMvzXV7jt4ZDum5NKNieDV6qy3q\nW1w193aLe51tcY9I9G/xrN5mi8GzTuaUZX8nYrD2PoOpuYeS1YVV3P9ZIY3G7nMcejse/a6UUlqB\naUKIBGCFEGISNu+9zWnurl2/fj1bt24lO9tW9S0xMZGcnBznzy/HP2ZvOj727mcktrSSNHcG3x8u\nhMOFHc7XpwymuaSUr9esJX7CqF41/75w7KC3zMdxvCd/E/XlTSSMnkqD0dLmdVNNA7utTdTWVeKo\nOO6P8QsKCnrN+3c9nrX8Bd5YcAthkZGcn5YclPELCgpC+v5fWb6K4toWdpw0hNNHDArq+Hl5eSxd\nuhSA7OxsUlNTyc1171x6gvBGMwYQQjwMGIDbgLOklOVCiHRgnZSyQyHmNWvWyL4ULdNaVcv62Qux\nNBqYtfJFkk51v2fw/aL7qVyVx7TX/0LahfOCPEtFoLjvk0IKyhoByEqM5N9Xao0jdv/2aYr/vYwJ\n/+8eRvzs6lBNMahYja0AA6ZS48L/7KTeaOGXp2Vy8Umel48IBPn5+eTm5vocRuVJtEyKIxJGCBEN\nnAfsAT4CbrKfdiPwoa+T6E0c+vt/sDQaSDn71E4XdnDNUlURM/2JNnHu7TZUzXUNAEQkxgd1TqEk\nLFI/YBb2plaLM/y1ymAK8Wx6jieaewawTgixHdgMfCGl/Ax4AjhPCLEPyAUed3dxX9LcW45XUPz6\nB4CtGXFX+FJfJtR6Ym+it9qivs3ibm4TDWWqsWvug/u35h5KQmmLsgaj83G1YQBo7lLKAqCDriKl\nrAbO7XhF3+XAM69jNbaSfvE5JJ48vstzneGQKku13yCldHrr4WECs1ViMFmJ1dsiY0wD0HMfSJQ1\ntDofDxTPvUf0lTj3psNHObb0EwgLY8wDP+32fF+yVFUMr0ZvtEWL2YrJIonQCZJibH6PqyfvXNz9\n3GquN9oiVITSFqUui3t1s1rc+w0HnnwFabEw7OofETdmeLfnqyzV/ofDa0+IDCchMrzNc6DJMuGD\nlOfeH3GVZaqa1OLeLX1Bc6/fVUjpitUIfQRj7rvFo2u0VnueyzJKW9XojbZwbKbGR+qIj7RJMY5E\nJillwGSZ3miLUBFazV3z3GtbzJit3kUS9jaU5w4UPvEKANk3Xk50ZrpH1zg8d9WNqW9ibTXRsOdg\nm+fqu/DcLYYWpMlMWHRkv6kno2hLab2xzXFNH5dmBrzmXrOlgMpVeehiohl19yKPr4sYnABhYZhq\n6rGaPNtZV9qqRqhtseuBv/Lt2TdQvUn7ZekoGmbz3B2Lu+05R+mBQGymhtoWvYlQ2cIqJeWNNs99\naILty7uvSzMD2nOXUrL/z/8EYMTPr+7QhaYrhE6HPslWCLO1SnnvfQljRRXHl30OQKOL9+703KPC\niY/StXluIMa4DyRqDGZaLZLEqHCyEm2Le1/fVB3QmnvV11uo2biNiEHxjLj9Wq+v13spzShtVSOU\ntih56yOk/ddWa3Wd8/m2mrvdc29xeO72xd3PMe6gPheuhMoWpfbN1PR4PUkxEYDy3Pssrl77yLtu\n8MkjU71U+x5Wk5mSN1c4j1ura52PHZunNs3d4bkHXpZRhB7HZmp6vJ5kx+Lex2PdB6zmXv7Zeup3\n7CUyLYXhtyz06R7eeu5KW9UIlS0qPv8aY9kJ57Gpjeduk2Dio8JJiGq7oerw3MP9XBES1OfClVDZ\nQvPcI52ee1/PUh2Qnru0WCh8/F8AjL73JnQxUT7dx9d2e4rQceQ1W3mJIblzAGit0Rb3+i5CIZ3l\nfgcrz70/4vDcM5Tn7jm9UXM/vuwLmgqLiM4eSuZ1F/t8H60EgdLcvSUUtmjYc5CajdvQxcY491jc\nee7uQiE1WUZp7oEk1Jp7RnwkybF2z72Pb6gGvEF2b8NqbKXwr68CMOY3txKmj/D5XpEpKku1L1H8\n+nIAhl15AdHZQwFbiWcH9S1uPHdjuw1Vpbn3S8rqNc1dr7P5vH19QzXgi3tv09xL3vqIlqNlxI0f\nydAFHVvoeYO3xcOUtqoRbFuY6hud4Y/ZN1+BPtkWxurWc48Kd0bLNBotWF2zUwMQLaM+FxqhsEWr\n2UqVwUSYgCFxegQQJrQs1fAwn0uqh5QBpbmbm5o5+OwbAIxd/LMe98GMdJT9VXHuvZ5j732GxdBM\n0unTiRs/El1sDEIfgaW5xZZ9KmWbUEhdmCBWr0NiW+BVtEz/pbyxFQmkxukJDxPowgSD7BvqfTlL\ndUBp7kf+/T6tldUkTjuJ1AvO7PH9vN1QVdqqRjBtIa1WpySTbY+MEkJoSWg1dRhMViwSosLDnD/L\nHeGQDUYLZocsE4CiYepzoREKW7iGQTroD7HuA8ZzN9XWc/iF/wIw7qHbEaLnP7X0Lpq7t+0KFcGj\n6putGA4WEzU0ldTztZ/9+qRBAJiqa9tEyjhwSDP1RrPmufu53K8i9LhupjpwRMz05U3VARPnfvjF\npZjrGkiaO4PkM2b65Z666Eh0cTHIVhPm+sZuz3enJ1qajRT9611qthb4ZU6+UvXNVo6997+gfUkF\nU1stfm0ZAFmLLiMsXNtminB47tV1bfR2BwlRDs/dHNBGHUpz1wiFLfqr5z4gomWMFVUceeU9wOa1\n+5PIlMEYGg0YK6t9+sMvfOJfFP3zbQCSTpvOqHsWkXzmKX75ZeEpproG8hfdj6W5hbrte5j46K8Q\nYf3jR52huJSK1RsQEeFk/uSSNq85PPfW6to2kTIOHJ57ncGEpc725R2uNPd+R5lLApOD/hDrPiA0\n94PPLsHS3ELqBWcwaPokv97bmyzV9nqia8/W8PhYqjfks/XqX7Hxglsp/2w90mr161w749i7n2Fp\nbgFsXu4Pv/4L0mLp5qqeESxtteTNFWC1kn7JOR0Kwzk0d1NVXZsYdwcOzb2xph6sVnRxMYRF+N8f\nUpq7RihsUeqSwOSgP2Sp9g/3rAsMxaWU/GclCMHYB37m9/v3JEvVtWfrvO9XMPah29EnD6J+x162\n3fIg3551A8fe/5/HJYV9wbbZaPuCGf6zqwmLjuTYO5+y444/BnTcYGBpMXJ06ceALfyxPRFOz72u\nTaSMA4fn3lSlImX6K1JKZx13V1lGee4eEGrN/cgr7yJNZoZeMZ/4iaP9fn9vYt1d9cT2PVsjEuIY\nffci5m1ZzsRH7yVqWBqN+w9T8Ms/8c1pV1P8xnIsLcYu7u4bJ9Z/h+HwUaKGpTH+93cy8+1n0MXF\nUPbhGrbd+lBAxoTgaKsVn3+NqbqOhJxxDJoxucPrEUm2zVFTTV2bomEOHAt9sz0WPlCbqUpz1wi2\nLRqMFgwmK9ERYSS67Lf0hyzVfu25Symp+PwbwL3n5g98zVLtrGerLiaK4bddyZkb32PyMw8RMzqb\n5pJSdi9+iq9nLeTwC//F3Njkt/k7QgSzbrycsPBwkk6dyqxlfydicAKVq/LIv+E3mJua/TZeMKn4\nwvYTP+OK893uYbhq7q5Fwxw4NleNNY5IGeW59zecm6lx+jafkeTovr+h2q8198a9h2guKUWfMpjE\naScFZAxvZBmHnuhJz9YwfQSZ1/6YM77+L1NfeZSEnHEYK6rY96cX+GrGAgqfeKVN6rwvGI4cp3L1\ntwh9BFkuNXYSp05k1vIX0A9JouqbrWy99l5MHkQDuWJtNXV5TWfaavPRMhr3F7n9z5vSylaTmcq1\nmwBIne/eG3Rq7tV1zlDIhDayjO2x0RnjHhjPXWnuGsG2hXMzNaFt68RB0eFtslT7It3uDgkhMoE3\ngTTACrwipXxeCDEYeBcYDhQBV0kp6zq9UQioWP0tAEPOPS1g0R++9FL1pmer0OlIv/gc0n58NifW\nbebQ80uo2bSDg8+8TtE/3yZz0aWMvP06ojKGeD33kjdXgJRkXJLr/JJyED9xNLNXvsiWq+6h9rud\n5N/4ALOWPe9RVq/VZOa7K+6iYc9BTlv1OrGjsjyaz/Fln7Pzrv/X6esiXMdpq9/wSF6r+W4n5roG\nYsdkdzp+W83d7rm32VC1PbbUBS6BSRFa3G2mAs4s1epmMzXNJobE6t1d3qvxZMUzA7+WUk4C5gB3\nCiEmAIuBL6WU44G1wIPuLg6l5l65yuYFDDnv9ICN4Y3nPnfuXJ97tgohGHLOqcxe+RKzVr5Iyjlz\nsDS3cOTld1k/6wp++L/HaTp81OP7WZpdNhtvcS9ZxY7OZvbKF4lMTaZm4zYOv7jUo3sffPo1arcU\nYGk0cMBepK097bVVS4vR2TwlevhQYscOb/OfPmUw0mzh6DufeDSHSscX+3mda7jODFWXUMgENxuq\nVmeMu9LcA02wbeEuDNJBX49173Zxl1KWSSm32x83AnuATOBSYIn9tCXAZYGapC+0nqih9vtdCH0E\nKWfNCtg4+iGed2Ny7f40/GdXedWz1ZWkU6cyc+nfOG3166Rfkmtb9N76iG9Ov4Ydv/gDDbsPdHuP\n0g+/xFRTT8KUCV1KVtFZGUx+5iEACp98hfqCfV3et2ZLAQefexOEQESEU7piNfW7CrudT8mbK2k5\nXkH8SWM4c+N7nPHN223+m77kCQDKPlzjUZim41db6vzOv9i1DNU6rTm2myQmGu0x7spz73d05rlD\n389S9UqrEEKMAKYCm4A0KWU52L4AgFR314RKc69csxGkJPn06YTHxgRsHEcJAk88989eeNXZs3Xk\nL67r8dgJOeOZ+q8/MfebpQy79seIMEHpitV8e84i9vzumU7j5KWUFNubVmTffEW3CVNDcueQfdMC\npMnMzjv/H5Zm9xE05sYmdt71CFitjLzzJ2TftADA2RjFFVdt1dzYxMFnbX7C2MU/dyuhJU6fRHT2\nUIxlJ6je2PVnqulgMYaDxUQMimfQKTmdnqeLiSIsOhKrsRVDg22T2jUUMlavI0xAmH0DW2nugSdk\nmrubxb2ve+4eZ2QIIeKAZcA9UspGIUT7XQa3uw7r169n69atZGdnA5CYmEhOTo7z55fjH9Pfx7F2\nSebIyCG05OUFbLzNBdvZI1qYWG+rFb9hy3duzz/99NMpeesjDNYmMn90rjNm2m/zeeYhxtx3C8sf\n/ostSuTV9zHVNVK78EzCdLo25zfuL4Kde4lISuTQkBiKPLDPnN/fRVXeVr7b+wNH7rifn7z+XIfz\n9zz8HN8fLiRmZCbz7/8pproGvnhjKbu/WMWoLYsYfEpOhz/evLw8jr33PxKraxk0czL7oq3s72Q+\nGZefyyfPvETlS//mhrkzOp1v6YdfEg+knDOHDZs2dWm//dHQ2tSEtaYeBidTsGUTYWGCuXPnEiYE\npiM7Ka04xMnY4twD8XktKCgI+N9DXzkuKCgI2ngWq6Rw+3dYJKTFT+nwenJMBPUHt7NZHOHiky4L\n+Hzy8vJYutQmfWZnZ5Oamkpubi6+IjypJSKECAc+Af4npXzO/twe4CwpZbkQIh1YJ6Wc2P7aNWvW\nyOnTp/s8QV+wGltZc9KPsDQZmLflA6KzMgI63rqpl2AsO8G871cQPSzN7Tlln37F9lsfIjI1mTM3\nve9zaz9PqPpmK/k3PoDF0EzaRWcx5aVH2jQl2XnXIxxf9gUj7/wJ4x++0+P71u3Yy6aLfoo0W5j5\n7rOkzNPkrvLP1rPtlgcJi9Qz54vXiJ8wCrCVVzj4zBsMnjONWcv/0eFXQmt1HV/PXoi5oYlTPvgH\nyad3/llp2HOQb8++gYhB8Zy942PCIt1vcn234C6qN+Qz5Z+PkHHZeV2+pw3n3UR9wX7++4v7aRgx\nkpU3Tmnz+s3v7WbOs0+SfWh/h/es6NuUN7Ryw7u7SIoJ553rOv7C+2TPCZ7/toQLxiXz6zOzgz6/\n/Px8cnNzfa5D4qks8xqw27Gw2/kIuMn++EbgQ18n4W+qN27D0mQgbuLogC/s0P2mqrRa/dKz1VOS\nz5jJzHefJTwhjvJPvyL/psVOKcVYWU3pR2tBCLJuXODVfROnTGDM/90KQME9j9Jqj/9uKT/BD//3\nOADjfvcL58IOMOL2a4kYFE/Nxm1Urf+uwz0P/+MtzA1NJJ81q8uFHWwRPHETR2OqbeDEV5vdnmOq\nradm8w5EuI6Us0/t9j05iodFNzW2KRrmICFKR2SzLc5fVYTsXzglmbiOm6nQ97NUu13chRCnAz8B\nzhFCbBNC5AshLgCeAM4TQuwDcoHH3V0fCs29YlX3m2n+xBkO2cmmam3+LpoKizgwWN+heFWgGHxK\nDqcs+zsRSYmcWLuR739yH+bGJo4u/RjZamLIeacTk+39F9/Iu65n0Ck5GMtOsPv+J5FS8sO9f8FU\nXUfyvFMYfuuVbc6PSIxn5F03ALD/zy87q07m5eXRUlbJkdfeB2Dc4p97NP7QBTZP/PiK1W5fr1y3\nCWmxMHj2FI/KBTg2VaMMTW30dgfxkeFENTs098BsqCrNXSOYtnBupia4/wXY17NUPYmW+VZKqZNS\nTpVSTpNSTpdSfi6lrJZSniulHC+lnC+l7FlGjZ+QUjrD4DpLXvE3+mR7xEwnnnul/ctm0OyTe9Sz\n1VsSTx7P7BUvEpmWQvWGfLZc9StK3lwJwPBOwh+7Iyw8nJP/8Xt0sTGUfbyW/Bsf4MTajUQMiifn\n2d+53QwdfstCItNSqN+5l/JPv3I+f/CZN7C2tJJ20VkkTu2g6Lkl/VLb4l7xxTeYmwwdXq9c5d2/\nvdNzNzS1KT3gICFSR1SzbRxVW6Z/UdpFGCT0/SzVfldbJhhZqe3pTpZxhOVdcPP1QZmPK3HjRzJr\n5YtEDUujLn8XLcfKiRmVRfKZp/h8z5jhw5j46K8ALZdg0pMPdJpIpYuJYvS9NwE2Dd5qNjM9cwRH\n//sRhIV5VdAtJjuDQafkYG02OssLOHDNSh3i4eLu8NyjDY3uPfdwQaSxBSkE4QlxHs/TG1Scu0Yw\nbVHWRRgk9P0s1X5XWyYYWant6UqWaS4ppXHPQXRxMSTNmRaU+bQndmQmsz/6JzH2TM3htyzssW2G\nXXMRaRedBcDQhReQfsk5XZ6fed3FRGcPpanwCMeXfcGBp/6NNFsYduUFxI0b4dXYGZfbGpuXLl/V\n5vnaLQVaVurITI/uFTHY4bl3ormbbd6djI3tNzXuFTa6SmAC+nwv1X5XWyYYWantcXrubhplO/T/\nlLNms+E795uAwSB6WBqnfvoKU199jOybvdtIdYcQgpP//num/utRJv9tcbfnh+kjGPMb22bs/kdf\n5Mv3VyAiwhl9361ej51+8dkInY4TX22mtVqreFHh/Lf33PvTOzdU3csy8a22zVRzbKzX8/QUpblr\nBNMW7jowtacvx7r3K1fEWFkdlKzU9jgadrjLUq1YbfuwBkv/7wr94ATSf3y2R/VhPEEXE0X6Jed0\nGpLYnqEL5hM3fqRNvpKSrEWX+bSpGzkkieQzZyLNFso+Wed83pOs1Pbok7uWZWKNtsXdFMDFXRF8\nmk0WaprNRIQJZ1SMO/pylmq/0txPrN0UlKzU9miae9s9ZXNjE9UbtoG9LsxA11aFTsfYxTZ9PSc2\nmdG/usnne7WXZjzNSm2P64ZqvBvPPca+mWqMjvZ5rt0x0D8XrgTLFg6vPTVOjy6s81Dyvuy596se\nqr78LPcHkZ1sqJ746jtkq4lBp+R0qLo4UEm94ExO+st9RI8Y5nNtHYC0C89kV5Sems07aD5W7vTa\nU3LntGmC3R3OUMimRq2WjAuRLbbFvTkqeM6CIvCUdRMG6aAvx7r3G83damzlxFe2JJnU804LypgO\nXKNlXOu5VLaTCZS2atPqs2++gn0RPWvhFx4fy5BzTwcpKftwjRYC6eUXe8RgW2JStKGROH3HxT2i\nyVY0rCkycIu7+lxoBMsW3W2mOujLvVT7jeYe7KxUV8L0EYQnxiMtFkz2xg7SYqHyyw1A8H9JDBSG\nLrBJMyX//cglK3W2V/fQRUViioxEZ7USZ2rp8Hq4PZa+QR/YrGJFcPFkMxWU594lwdLcg52V2p7I\nIW2lmdptu2mtqiU6eyhx40cCSlt1xR+2SDnnVMLjYzEcLPYqK7U9zTG2+PWoJjftCxscnns0rRb3\nVTZ7ivpcaATLFo4EpoxuPPe+nKXaLzz3UGSltschzTgiZhwywZDzTuu2pK7CN3RRkc5Ye/Dt395i\nlRhibJEw4Y0d2wKaa+31c6Jjnd2aFH2fUk899z6cpdovNPfKLzcEPSu1PY4SBA7P3bG567rgKG1V\nw1+2yLBLM+B5VqorDUaz03O31HTsEmmyd2FqiY6hwRgY3VV9LjSCYQspZbfZqQ76cpZqn4+WKf/8\na7b/7GEAsm64NGRZhK5ZqobiUhr3HgppVupAIfn06aScPZuIQQkeZ6W6Um+00Gz33F0Tohw49lCM\n0THUtyjPvT9Q22zGaLYSH6kjzk34qyt9uZdqwBf3QGrux1esouCuPyEtFrJvXciY39wWsLG6wzVL\n1VewsbwAACAASURBVCERpZw1u02hMKWtavjLFkKnY+bbz/h8fYPRTHOszXNvre5Y+85kl2WaA+i5\nq8+FRjBsUdZo89rT4jxbqJNiIqhuNlPV1LcW96C4uVZjq9/veXTpx+y84xGkxcKouxcx8dF7Q1r7\nw5mleqKmV2WlKrqmvsVCS7TNcze589zrXDx3pbn3C0rr7ZupCV1vpjroq1mqQdHc8296AIuhY5iZ\nrxS98i4//PovICVjH/w54x66PeSblg7P3XD4aJusVFeUtqrRW2zRnedurlWaezAJhi32n7CFt2Yl\nera499Us1aC4uifWbWbrdb/G3OAm1MxLDj63hL0P2xpCTfjTPYy+58Ye39MfOLJUqzdss2Wlzpys\nslL7AK6ae3vP3WpsxdLcgtTpMOkjaWjpe4ksio5sP277wp4y1LOw2b4a6x4Uzb0uYwg1m7az5cq7\nmfH2M+gHu29XZjWbKVv5pb2bTseYYnNdAyfWbQYhmPy3xWRed3Ggp+8xDlkGe4aqu3j73qytfn24\nhhqDmUsnua/J7m96iy0aWrRomfaeu0OSIT4OhAiYLNNbbNEbCLQtappNHKpuQa8TTEr1rBhcX81S\nDUq0zOyVL7Hlyrup276H7xbcySnvPdemroilxcixdz7l8Av/pbmktMt7CZ2OnH88zNDL53d5XrBp\n76X3pazURqOZJ9YdwWSVnJwRx8ikwBXJ6m00GC2aLFPV1nN3RMqEJcTbz+1bf9yKjuw4bstlmJQW\nhz7cM+FCee6dsH37dqbfcguzP3yJLVfdTeOeg2y+7A5mvf884QmxlCxZSdHL72CsqAIgZnQ2w2++\ngojkRLf3SzhprDPjszcRHh9LWKQeq7G1TVaqK3l5eb3SS/v2SB0mewzvpuK6oCzuvcUW9UaziyzT\nznO3R8qE27NeAxUK2Vts0RsItC222SWZacM876rVV7NUgxbnHpUxhFnLX2DrNffSsKuQjRf9FGtz\ni9M7SsgZx6i7F5H2o3l+qzceTIQQ6FMG03KsvM9lpa49oFWz3Fxcz7VT00M4m+DSYDTT4pBlauqR\nVqsz6srx2XQ0xlaee++juLaF4/VGTs127wy2x7m4e6i3Q9/NUg1qbZnIIUnM+uDvJE6fhLG0ElNt\nA4NnT2HG0qeZs+p10i8+p08u7A6is2yLYtoFZ7p9vTd6Z9UGEztKGwgPE0SECfZUNAWlpVhvsUW9\n0YJVpyMsPhasVsz1WgkCU53Nc4+07xEpzT3weGMLo9nKA58d4PerDrGnovtgjdIGI2UNrcTpdYxJ\n9rzKZ1/NUg16hmrEoAROee9ZSv7zIYnTTiLp1OA20A4kJ/3l/2jYfYCkuTNCPRWPWX+oBquE2VkJ\nmKxWth5tYEtJPfPHJYd6akHB4Y2HD06ktaGJ1uo6IgbZFnOHLBNjb+ihPPfexUe7K506+JoD1Uzs\nZoN0+zF7lExGXJcNOtrTV7NUQ1JbJjwulpG/uK5fLewA8RNHM/SK8zuVZHpjPPO6gzZJ5uzRg50/\nbTcVd0zm8ZZGo9lZec8d/rRFVZOJWh9/bTh09Eh7uz3XiBmHLBM5OJ4InaDVImkx+78yZKg/Fy1m\nK0U1zSGdgwNPbdHUauGdHeXO4/WHarF041Vrerv3lUP7Yqx7t4u7EOLfQohyIcROl+cGCyFWCSH2\nCSG+EEJ4JngpehWl9Ub2VhqICg/j1OGJzM6y/TN+f6yhx+Vt/7D6MLct20Nxjf+S19zRYrZy+4q9\n3P3R/m7/uNvTarHSYrYSJiDKvri7xrqb7aGQ+sGJzubZ/dF7f3xdET/7YC+rC6tCPRWP+aCgggaj\nhcnpsWQlRlLXYnYu3u6QUrLdHikz1Qu93UFfzFL1xHN/HTi/3XOLgS+llOOBtcCDnV0czB6qvZ3e\npq06vPbThicSFR5GWryeUUlRNJus7CztWP7WUyqbWikoa8RkkXy4u9LtOf6yxb6KJupazJQ1tHqk\nu7riKOEbHxlOhL3dXmuVq+duk2UiEuOdzbPrA5DIFMrPxa6yRjYcsX2hvbDhaJe/toKBJ7aobTbx\nwQ8VANwycyhnj7aFITs+z+4oqmmhtsVMckyEx5mprvRLz11KmQe0t9qlwBL74yXAZX6elyLASCmd\nfwznjNFi9GfbpZnNPZBmNhfXOx+vLqymqTVwNVl+KNcWdG/n7PDCEyJ16O26uqvn7hoto3nunb8X\nb385hBopJa9tteWVxEfqMJisPPnVkV7/Pt7ZUU6zycqsrAQmp8c5F/dvi2oxdiKb5R9zRMnE+RTJ\n1l2se6AaufQEXzX3VCllOYCUsgxI7ezEYPVQ7QuEWlt15XB1C0dqW0iI1DF9mJYxrOnu9Ujp2x+5\nQ7PX6wQtZiurC6s7nOMvW+wq135hbHL5UvEEh96eEBVOhH1xb6u52z33QQnO5tn1ncgy/9t7govf\n2MG6gx3fa3eE6nPx/bEGCsoaiY/U8Y9Lx5MUE86u8ibe21ne/cUBojtbVDS28vGeEwDcPNPWTnNY\nYhTjUmIwmKxsLnH/Bb+9B3o7dJ6leri6mcfXFXHJGzt4fF1Rr4qm8Ve0TKfvaP369WzdupXs7GwA\nEhMTycnJcf78cvxjquPgHu/T25KsshoPsGlDvfP1yn35WEsOU56VQ1FNC8d2f+/V/dd89TVffX2I\nmJFT+NnsYfz5P5/w77JdXHrSTxBCdPjj7cn7sVglG779lhazlSHjpnGktoUPv1hHcmyER9c3GM3U\nH9xOXUMs+iH2Xyy7C6i0J9KY6hrYbW0i7OA+4rNsReC+27iBsGOJbe4npWR5eQpmq+SRNz6m/oxs\nLp1/tsfvp6CgIOj//qedfjqvbTlO/cHtnDEhhYyEk/m/M4dz1wsf8I9D25mZeTVjU2KC/vksKCjo\n8vXH3vyYqpJ6Lj7vLEYna/M7e/Q49p8w8J+PVhM2Y2ib6y1Wyc4ymwPTemQneeWefT5cj5OzcgDY\nuXUTeWHFJI+bxjvby/li3XoAEkZPZe3BGvZv/44bpqdz9rwzvX7/eXl5LF26FIDs7GxSU1PJzc3F\nV4Qn3pkQYjjwsZTyZPvxHuAsKWW5ECIdWCelnOju2jVr1sjp06f7PEGF/7FKyY3v7qa8sZW//Xgs\nOelts/X+9vURvthfzc0zM7xOaNpwpJY/rj7M+CExPHPxOBa9s4sTBhOPXzi6zS8Ef3CwysAvVuwj\nPV7P+CExrD9Uyy9OHcblkzv9IdmG/+2r4plvipk/NokbmorYdsuDpJ4/l+lLngRgbc6Paa2s5qzt\nH/Lf4lbe3Vnh1iaHqpq5fcVe5/HktFj+etFYr8Ltgs3Xh2t4dE0RSTHhvHHVJKLsqfgvbDjKh7sr\nyUqM5IXLJzif7w0crWvhtmV7AHh14UQyE7Wm5VVNJq57+wfCdYJ3r5vcpgnHrvJG7v24kMzESF67\n0rdObftPGLhr5T5SYiPITIx0bs7qdYILx6cwfVg8T319hAajhWlD4/jjeaOIjuhZzk5+fj65ubk+\nf4g89dyF/T8HHwE3AU8ANwIf+jqBQLPhSC1vby9n0f9v78zDq6jOx/9575KE7CEJgQAJEPawyurK\nUkVA3Kui1vrV1mpbra3iXmvdWqWKWm2r1Wp/UpdaWzcQd0BEAZFFICwJSxYgIYRsZIEk9/z+OHOT\nyc3dsocwn+e5z3Nn5szMmXdmzrznPe/7nlP6MKl/2zYunUWtS/Ho53vZXuh9ANEuwrwRCcwfm+TV\nvri9oIKCo8dJiHCSntTUN3hKSgwf7zrSomhVt719SkoMDpswd0QCr353kPczDrd5477NsLenJ0Uw\noW80K/eUsCanNOjG3Z3lMSrUjjPUbZbR3XqllGlANZqoUG2u8WZzX75Hj12cNTCWrflH2VpQwX+2\nFDB/bNeM9K1zKf5p2Np/NL5Powb8p5OT2XignJySav6xbj+/PK1/k/2raur4aGcRn2QeYc6weC4Y\nGVyyOaUUT63KZV2ed9OJIKQnRXDF2CSGJDQNMvp/3x3EpWDOsPhGDTvoFAFj+kSy+eBRVmeXcq4p\nTmOj0RA3JyrVE3eU6uGKGg5X1BDutHHByEQuHpVInLHtifOGcPeyLDYeOMo9y3bz6Ow0IkI6Lygz\nGFfI14GvgaEikiMi1wGPAeeIyE7gB8ayVzrT5n6w/BgLV2Szs7CSBz7dw6q9TfN1dyRtZVt9fWM+\nq7NLOVJZ6/VXWFHDK+sP8sLa/V7t5l+4fdsHxWHz0vhP6BvVomhVl1L1g5qnpuiGfO6weBw2YU1O\nKYeONkza0hay2JrfkARqcv9obALfHzwa9ABu/YBqmIMQt7eM0bjXVVajamqxhYVg7xFKVJh3V0il\nFCsMeV4wMpEF01IBePW7fLKMvOGB6Gib+2dZR8grPUafqBDOHdqz0bZQh427pqdiF3gv4zDr8xrG\nMcqP1fLaxnyueXMbf1uzn91FVfz1m7ygvZSW7ijio11FPp/bosoalny2gl++u5N7P8piS37DeMru\nokpW7inBaReuHu/9o+nLa2bj/tbZ20FHqfaLCSUmzMF1E/vwr/npXD8pub5hBxjYsweL5g0hMcJJ\nxqEK7liaSWknpokOqLkrpa7ysensNq5Lm1LnUixckU1ljYvECCeFFTU8+sVeFpyVytlDegY+QBdl\n+6EKXt+UjwAPzhrEEC9h1Fvyj7JwZTb/21pIVY2LX53ev95EUOtSfGl85MxeMmZ6OO2MTY5sdrRq\n5uFKjlTVkhjhZJCRfKxnuJMzB8ayfHcxS7Yf5vpJyS24au+4PWVG9Y4gOszByKQItuZX8F1eGWcN\nCpxLv8zkClnvLWNMku32cXfGRBtl3K6QjT8cGYcaekGjekdgE+HCkQm8l3GYx1Zk85eLhhHahUwb\nx+tcLN6gtfZrTumD0960bkMSwrl2Yh9e/vYgT3yZzeNzBvNZ5hE+2H6YyhrtFTIsMZykyBC+3FvC\n4yuy+dvFw/yaIXJLqnlhTR4AC85KYYKXXlxVbR3PvpXNdoeN9XnlrM8rZ1RSBPPHJfF+hh5EPX9E\nAr18TI93xoBYnvs6j00HyjlSWUPPcCdVNXVsP1SBTXRkakux24QXLhmOTcSvua1vTBiL5g3lrmVZ\nZBVVsWBJJo/NHVzvbdORnNBzqPrjre8L2FZQQc9wB3+7eDjvbivkXxvzWbgym+paF/NGJPjcN/Nw\nJe9nFFJc5f2rG+awcfnYJIZ66Tr6o7X+zFU1dTy+Yh8uBZeN7uUzWdL0tDgiQuw8+Nkelu0sorrW\nxR3TUnHYhI37yymtrqV/TGh9A+yNqSkxrM8rZ01OadCN+xqTScZsDrpgZALLdxezbGcRPxrfmxCH\nrdWyOHT0OIcraogKtZMSG1Zf5635FazJKQ2qcTe7Qjpio0CEmuIyVF2dyVMmyijjXXN3a4nTTb2g\nn0zuy4b9hmnj2wP84lT/E3d3pJ/70u2HOXS0hgFxYfWarjcuG53EutwytuZXcMN/G8YTxidHMn9c\nb8b1iaTGpcgtqWZvcTUvrN3Pr89I8XqsWpfi8RXZHKtT/GBwnJ/nycnjN1xEWXUt724r5L2MQrYW\nVPDbj/cA0MNpY/7YJJ91jg5zMKlfNN/klLJyTzEXj+rFtoIKal2KoQnhRAWYDDsQ3j6E3kiKCuHJ\nedpEk11cze1LdvHkvKEd3sB3HZWiDck8XMmr32ntZMFZqUSHOfjxhD78dLLWGv+8Ope3vbh7bck/\nyr0fZfHLd3fy8a4jrMst8/r7cm8JdyzNbFWgT0t4fs1+DpQdZ1DPHlxruIH5YlL/aP4wO40eThvL\ndxfz8Od7OV7nqrcPzxjc06+/b0uiVd0mmakpjbWykb0iSIvvQWl1bX2vobW4TTIje0XUN6ruj926\n3LKgfLXdWnhUqAObw6EbcqWoKSk3+bh7aO4mm3udS7Fyj9ELMjWUYQ4bd88YgF3g3W2FjUwbnUlV\nTR1vbNLP/f9N7ONXA7XbhDunpdbbjE9NjeGZC4by+NwhjE+O0llQ7fo6nTbhwx1FfJPt3Zb+2sZ8\ndh2upFekk5u92PA9cb+vi69I54bJyfTsoRvly8YkEdvDfwM53bgPK4znfKPJv70jiQ938sR5QxiS\n0IMDZcd58svsFrsWt5ROyS3TnhyrdfH4imzqFFw4MoGJ/RoamsvHJHHzaVqL+vu6AyzecBClFOty\nS7ntg13cviST9XnlhDpsXDoqkYdmDeJhL79pg2KpqnFx30dZzXpxW2Nb/Sa7lGU7i3DahbumpxIS\nhBYxpk8Uj88ZTGSInW+yS/ndJ3v4ep9ujGYE0GybG61aWHGcrKIqQh02xvVpbNsUkfpBN3fEamvt\nzG6TTHrvhgHh/jGhJEeHUHasLig7cIPNXTdg9VGqR0rqM0K6c7lHe7G5bzyge0H9YkJJi2/cCxqS\nEM6PJ+gP8BNfZvuNbO0om/s7Wwspqa5leGI4pwaRIrd3VCh/v3Q4/7x8JA+eM8hrYq6BPXtwnWFq\nW7Qqh2KPIJ+MggreMMyId04bEHCA0SyL8BA7l41J4tUr0nnuwmFcPc631u5mako0YQ4b2w9VcrDs\nWKvyybSWmDAHD81KIzrUzvq88nrTUkfR7TT3l9YdIKekmpTYMH4yuW+T7ReMTGTBWSnYBBZvyOea\nf2/jtx/vYWtBBVGhdn40vjevzU/nxqn9mJoSwxQvv7unD2D20HiO1Sl+98kevtrXvgO1xZU1LFqV\nA+hw6+ZMpjG8VwR/Om8wMWEONuwvp7LGxbDEcPoGEYLdnGhVt5fMKX2jvM5wMyMtjqhQOzsLK9np\nw8unOWwzNPdRSQ0amYjU1zmY5GdmmzvQKEq1ptiH5l5dW6+BuQemZ6bFee0FXT4mifSkCI5U1vL0\nV7nN0txKq2v5IKOwzdIdlFXX8p8tOmT/uknJQUdpJkaEkBzt/1m5ZFQi45IjKa2uZdGqnPrrrKqp\nY+FKw4w4phdjWmjzDnHYGJoYHlSdezjtnJqq7+P7GYXsLqrCaRfSkzpWc3cTH+6sN1e9uG5/u+da\nMtOh+dzbm/V5ZbyXUYhd4K7pqT59dGcNjefemQNw2IRDR2vo2cPBDZOTWXxFOj+e0KdeS/OF3Sb8\n+sz+XJSeSK1L8cjne/k8K3BkYktsq0opFq3KobS6lvHJkVw8qvlznKbFh7No3hASDJvfTD+2VjPN\niVZdU2+S8a4Rhjls9e5p72ccbpWd+eixWvYVV+O0SZNxj6n1H6TAPSq3Fu5uuENMUapuzd1tcw+x\n2whz2KhTUFXj4liti9XuXpAPedptwp3TUwl32vhqXwnPrM7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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "selection = (df.date == '2013-04-08') & df.objet.str.contains('Fraysse')\n", "fig, ax = plt.subplots()\n", "df[selection].plot.line(ax=ax, x='numero', y='pour')\n", "df[selection].plot.line(ax=ax, x='numero', y='contre')\n", "ax.set_xlabel('numéro du scrutin (flèche du temps)')\n", "ax.invert_xaxis()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "On imagine bien l'assemblée se remplir au fur et à mesure de la journée du 8 avril. La plupart des amendements proposés par Mme Fraysse ont malheureusement été rejetés, sauf un." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Conclusions" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Comme on a pu le découvrir dans cette note, des données très riches sont accessibles pour imaginer le travail de l'assemblée nationale. Ce qui est plus difficile, c'est d'en tirer des conclusions solides. On pourra tout de même retenir que l'essentiel des scrutins de l'assemblée ne sont pas suivis par les députés. Seuls les très gros scrutins le sont, et ceux-ci sont généralement adoptés (dans le cadre de la législature actuelle)." ] } ], "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": "3.5.1" } }, "nbformat": 4, "nbformat_minor": 0 }