{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import os\n", "import gzip\n", "import json\n", "\n", "import requests\n", "from bs4 import BeautifulSoup\n", "\n", "import pandas as pd\n", "import numpy as np\n", "import re\n", "\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Daten aus dem Internet laden" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "BASIS_URL = 'https://www.parlament.gv.at'\n", "\n", "#Plenarsitzungen des Nationalrats für eine gegebene Gesetzesperiode\n", "LISTE_URL = '/PAKT/STPROT/index.shtml?SUCH=&xdocumentUri=%2FPAKT%2FSTPROT%2Findex.shtml&pageNumber=&R_PLSO=PL' + \\\n", " '&GP={gp}&STEP=&INTRANET=N&feldRnr=1&STPROT=ALLE&ascDesc=DESC&FBEZ=FP_011&NRBRBV=NR&BEZ=FP_211' + \\\n", " '&requestId=D6CBFB9744&LISTE=&jsMode=&listeId=211&NUR_VORL=N'\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Falls schon heruntergeladene Protokolle existieren, diese laden." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 5.55 s\n" ] } ], "source": [ "%%time\n", "\n", "FILE = 'protokolle_txt.json.zip'\n", "\n", "if os.path.exists(FILE):\n", " # Protokolle aus Datei laden\n", " with gzip.open(FILE, 'rt') as f:\n", " protokolle_txt = json.load(f)\n", "else:\n", " # Protokolle herunterladen\n", " protokolle_txt = dict()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Hier werden Protokolle geladen, für angegebene Gesetzesperiode. Falls bestehende Protokolle schon geladen sind, nicht nötig auszuführen." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " \n", "XXV\n", "00114 00113 00112 00111 00110 00109 00108 00107 00106 00105 00103 00102 00101 00100 00099 00098 00097 00096 00095 00094 00093 00092 00091 00090 00089 00088 00087 00086 00085 00084 00083 00082 00081 00080 00079 00078 00077 00076 00075 00074 00073 00072 00071 00070 00069 00068 00067 00066 00065 00064 00063 00062 00061 00060 00059 00058 00057 00056 00055 00054 00053 00052 00051 00050 00049 00048 00047 00046 00045 00044 00043 00042 00041 00040 00039 00038 00037 00036 00035 00034 00033 00032 00031 00030 00029 00028 00027 00026 00025 00024 00023 00022 00021 00020 00019 00018 00017 00016 00015 00014 00013 00012 00011 00010 00009 00008 00007 00006 00005 00004 00003 00002 00001 \n", "XXIV\n", "00220 00219 00218 00217 00216 00215 00214 00213 00212 00211 00210 00209 00208 00207 00206 00205 00204 00203 00202 00201 00200 00199 00198 00197 00196 00195 00194 00193 00192 00191 00190 00189 00188 00187 00186 00185 00184 00183 00182 00181 00180 00179 00178 00177 00176 00175 00174 00173 00172 00171 00170 00169 00168 00167 00166 00165 00164 00163 00162 00161 00160 00159 00158 00157 00156 00155 00154 00153 00152 00151 00150 00149 00148 00147 00146 00145 00144 00143 00142 00141 00140 00139 00138 00137 00136 00135 00134 00133 00132 00131 00130 00129 00128 00127 00126 00125 00124 00123 00122 00121 00120 00119 00118 00117 00116 00115 00114 00113 00112 00111 00110 00109 00108 00107 00106 00105 00104 00103 00102 00101 00100 00099 00098 00097 00096 00095 00094 00093 00092 00091 00090 00089 00088 00087 00086 00085 00084 00083 00082 00081 00080 00079 00078 00077 00076 00075 00074 00073 00072 00071 00070 00069 00068 00067 00066 00065 00064 00063 00062 00061 00060 00059 00058 00057 00056 00055 00054 00053 00052 00051 00050 00049 00048 00047 00046 00045 00044 00043 00042 00041 00040 00039 00038 00037 00036 00035 00034 00033 00032 00031 00030 00029 00028 00027 00026 00025 00024 00023 00022 00021 00020 00019 00018 00017 00016 00015 00014 00013 00012 00011 00010 00009 00008 00007 00006 00005 00004 00003 00002 00001 \n", "XXIII\n", "00076 00075 00074 00073 00072 00071 00070 00069 00068 00067 00066 00065 00064 00063 00062 00061 00060 00059 00058 00057 00056 00055 00054 00053 00052 00051 00050 00049 00048 00047 00046 00045 00044 00043 00042 00041 00040 00039 00038 00037 00036 00035 00034 00033 00032 00031 00030 00029 00028 00027 00026 00025 00024 00023 00022 00021 00020 00019 00018 00017 00016 00015 00014 00013 00012 00011 00010 00009 00008 00007 00006 00005 00004 00003 00002 00001 Wall time: 5min 30s\n" ] } ], "source": [ "%%time\n", "\n", "# Status 8.8.2016\n", "# Stenographische Protokolle in strukturiertem HTML Format ab XXII. Gesetzgebungsperiode (23.05.2006, 150. NR Sitzung)\n", "# Ab XXIII. Gesetzgebungsperiode (1. Sitzung 30.10.2006) durchgehend neues Format.\n", "# Analysiere daher ab XXIII. Gesetzgebungsperiode\n", "# Aktuellstest Protokoll: XXV. Gesetzgebungsperiode, 24.02.2016\n", "gesetzgebungsperioden = ('XXV', 'XXIV', 'XXIII')\n", "\n", "for gp in gesetzgebungsperioden:\n", " print(' ')\n", " print(gp)\n", "\n", " # Internetseite mit Links zu den Protokollen der entsprechenden Gesetzgebungsperidoe wird abgerufen\n", " r = requests.get(BASIS_URL + LISTE_URL.format(gp = gp))\n", "\n", " soup = BeautifulSoup(r.text, 'lxml')\n", "\n", " # Alle Links in der Ergebnistabelle\n", " links = soup.find('table', class_='tabelle filter').find_all('a')\n", " # Davon alle auf Stenographisches Protokoll in HTML Format\n", " links = [link for link in links if link.text == 'HTML']\n", " # Davon die URL\n", " links = [link.get('href') for link in links]\n", "\n", " for link in links:\n", " # In der URL steckt die Nummer der Sitzung, der zur Information ausgegeben wird\n", " print(link.split('/')[5].split('_')[1], end=' ')\n", " # Eindeutiger key des Protokolls, bestehend aus Gesetzperiode, Art der Sitzung (Nationalrat) und Nummer\n", " key = gp + '_' + link.split('/')[5]\n", " r_temp = requests.get(BASIS_URL + link)\n", " protokolle_txt[key] = r_temp.text\n", " \n", "print()\n", "# Protokolle in gezippten JSON File speichern\n", "with gzip.open(FILE, mode=\"wt\") as f:\n", " json.dump(protokolle_txt, f)" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "409" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(protokolle_txt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wir haben also 409 Nationalratssitzungen. Jeder der Sitzungen ist im HTML-Format gespeichert." ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'\\r\\n\\r\\n\\r\\n\\r\\nParlamentarische Materialien\\r\\n\\r\\n\\r\\n\\r\\n\n", "RangeIndex: 30820 entries, 0 to 30819\n", "Data columns (total 5 columns):\n", "datum 30820 non-null object\n", "key 30820 non-null object\n", "periode 30820 non-null object\n", "rede 30820 non-null object\n", "sitzung 30820 non-null object\n", "dtypes: object(5)\n", "memory usage: 1.2+ MB\n" ] } ], "source": [ "df.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wir haben also mehr als 30.000 Reden. So sehen die einzelnen Zeilen aus, pro Zeile gibt es eine Rede." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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datumkeyperioderedesitzung
0Donnerstag, 5. Juli 2007XXIII_NRSITZ_00028XXIII. GesetzgebungsperiodeAbgeordneter\\r\\nDr. Peter Pilz (Grüne): Frau\\r...28. Sitzung des\\r\\nNationalrates der Republik ...
1Donnerstag, 5. Juli 2007XXIII_NRSITZ_00028XXIII. GesetzgebungsperiodeAbgeordneter\\r\\nDr. Günther Kräuter (SPÖ):\\r\\n...28. Sitzung des\\r\\nNationalrates der Republik ...
2Donnerstag, 5. Juli 2007XXIII_NRSITZ_00028XXIII. GesetzgebungsperiodeAbgeordneter\\r\\nHeinz-Christian Strache (FPÖ):...28. Sitzung des\\r\\nNationalrates der Republik ...
\n", "
" ], "text/plain": [ " datum key periode \\\n", "0 Donnerstag, 5. Juli 2007 XXIII_NRSITZ_00028 XXIII. Gesetzgebungsperiode \n", "1 Donnerstag, 5. Juli 2007 XXIII_NRSITZ_00028 XXIII. Gesetzgebungsperiode \n", "2 Donnerstag, 5. Juli 2007 XXIII_NRSITZ_00028 XXIII. Gesetzgebungsperiode \n", "\n", " rede \\\n", "0 Abgeordneter\\r\\nDr. Peter Pilz (Grüne): Frau\\r... \n", "1 Abgeordneter\\r\\nDr. Günther Kräuter (SPÖ):\\r\\n... \n", "2 Abgeordneter\\r\\nHeinz-Christian Strache (FPÖ):... \n", "\n", " sitzung \n", "0 28. Sitzung des\\r\\nNationalrates der Republik ... \n", "1 28. Sitzung des\\r\\nNationalrates der Republik ... \n", "2 28. Sitzung des\\r\\nNationalrates der Republik ... " ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[:3]" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Die Spalte periode wird verkürzt, nur der Wert, nicht noch der Text 'Gesetzgebungsperiode'\n", "df.periode = df.periode.str.split('.',expand=True)[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Datum" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nun wollen wir das Datum bereinigen. Leider gibt es hier ein paar Sonderfälle, nämlich Sitzungen über mehrere Tage. Wir nehmen hier einfach den letzten Tag. Im Beispiel also den 29. Mai 2009." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'Mittwoch, 20., Dienstag, 26., Mittwoch, 27.,\\r\\nDonnerstag, 28., und Freitag, 29. Mai 2009'" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.loc[df.key=='XXIV_NRSITZ_00023', 'datum'].iloc[0]" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df.datum = df.datum.str.rsplit(',', expand=True, n=1)[1].str.strip()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'29. Mai 2009'" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.loc[df.key=='XXIV_NRSITZ_00023', 'datum'].iloc[0]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Nun wird das Textformat, z.B. '29. Mai 2009' in ein Python-Datumsformat umgewandelt." ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Interessanterweise gibt es sowohl Februar als auch Feber\n", "map_monat = {'Jänner':1, 'Feber':2, 'Februar':2, 'März':3, 'April':4, 'Mai':5, 'Juni':6, 'Juli':7, 'August':8,\n", " 'September':9, 'Oktober':10, 'November':11, 'Dezember':12}\n", "def datum_umwandeln(txt):\n", " txt = txt.replace('\\r\\n',' ').replace('\\xa0', ' ')\n", " tag, monat, jahr = txt.split(' ',maxsplit=2)\n", " datum = tag + str(map_monat[monat]) + '.' + str(jahr)\n", " return pd.to_datetime(datum, format='%d.%m.%Y')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df.datum = df.datum.apply(datum_umwandeln)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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key
datum
2006357
20073158
20082763
20094319
20103417
20113629
20123273
20132888
20143506
20153139
2016371
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" ], "text/plain": [ " key\n", "datum \n", "2006 357\n", "2007 3158\n", "2008 2763\n", "2009 4319\n", "2010 3417\n", "2011 3629\n", "2012 3273\n", "2013 2888\n", "2014 3506\n", "2015 3139\n", "2016 371" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby(df.datum.dt.year)[['key']].count()" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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AAGAKgiYAAABMQdAEAACAKQiaAAAAMIXfg2ZFRYXGjx+v5ORkjRo1SqtWrZIk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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(context='talk', style='whitegrid')\n", "sns.countplot(y=df.datum.dt.year, data=df)\n", "sns.despine()\n", "sns.set(font_scale=1.5)\n", "sns.plt.title('Anzahl Reden pro Jahr')\n", "sns.set(font_scale=1)\n", "sns.axlabel('Reden', 'Jahr')\n", "sns.plt.savefig('reden_pro_jahr.svg')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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hIUHDhg0rdGOK2bYGDBig2rVra+bMmZo0aZJCQ0MVHx+vIUOGFLoT3sz52+zSpYvmzJlT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\nAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(context='talk', style='whitegrid')\n", "sns.countplot(y=df.datum.dt.month, data=df)\n", "sns.despine()\n", "sns.set(font_scale=1.5)\n", "sns.plt.title('Anzahl Reden pro Monat')\n", "sns.set(font_scale=1)\n", "sns.axlabel('Reden', 'Monat')\n", "sns.plt.savefig('reden_pro_monat.svg')" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YWJhOnjwpSapWrZp++OEHSVKlSpX0yy+/eK86AAAA+C2PgmTr1q313HPP6fvv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\nAAAUa1wjCQAAAEsIkgAAALC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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(context='talk', style='whitegrid')\n", "ax = sns.countplot(y=df.datum.dt.dayofweek, data=df)\n", "sns.despine()\n", "sns.set(font_scale=1.5)\n", "sns.plt.title('Anzahl Reden pro Wochentag')\n", "sns.set(font_scale=1)\n", "sns.axlabel('Reden', 'Wochentag')\n", "#labels = [item.get_text() for item in ax.get_yticklabels()]\n", "labels = ['Mo', 'Di', 'Mi', 'Do', 'Fr', 'Sa']\n", "ax.set_yticklabels(labels)\n", "sns.plt.savefig('reden_pro_wochentag.svg')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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datum123456789101112
datum
200600000000043159155
200722404111064573064180173242254567
2008407032526629740247602386733252
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" ], "text/plain": [ "datum 1 2 3 4 5 6 7 8 9 10 11 12\n", "datum \n", "2006 0 0 0 0 0 0 0 0 0 43 159 155\n", "2007 224 0 411 106 457 306 418 0 173 242 254 567\n", "2008 407 0 325 266 297 402 476 0 238 67 33 252" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_temp = (df.groupby([df.datum.dt.year, df.datum.dt.month])['key'].count()).unstack()\n", "mask = df_temp.isnull()\n", "df_temp = df_temp.fillna(value=0)\n", "df_temp = df_temp.astype('int')\n", "df_temp[:3]" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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KbQMGDCAqKkpToQiCIAiCILwVGkusnJycOHDgAAANGjQgLCxMsS00NJRq1appKhRBEARB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\n5Vvw8aTznM+4Tn1zI71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lNZU060QWYuFdMfFSRAodQBQyVEQITLykjCaiKGqACA7C/v1h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\neDjGjh2L3NxcTJw4EeHh4aipqWmS84lWWM2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(context='talk', style='whitegrid')\n", "sns.heatmap(df_temp, annot=True, linewidths=.5, fmt='d', mask=mask)\n", "#sns.despine()\n", "sns.set(font_scale=1.5)\n", "sns.plt.title('Anzahl Reden (in 100 Reden)')\n", "sns.set(font_scale=1)\n", "sns.axlabel('Monat', 'Jahr')\n", "sns.plt.savefig('reden_pro_jahr_monat.svg')" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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datum20062007200820092010201120122013201420152016
Mo430700002129196490
Di03813875852197254702897332410
Mi1339367319811746981110281012751647170
\n", "
" ], "text/plain": [ "datum 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 2016\n", "Mo 43 0 70 0 0 0 21 29 196 49 0\n", "Di 0 381 387 585 219 725 470 289 733 241 0\n", "Mi 133 936 731 981 1746 981 1102 810 1275 1647 170" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_temp = (df.groupby([df.datum.dt.dayofweek, df.datum.dt.year])['key'].count()).unstack()\n", "df_temp.index = ['Mo', 'Di', 'Mi', 'Do', 'Fr', 'Sa']\n", "mask = df_temp.isnull()\n", "df_temp = df_temp.fillna(value=0)\n", "df_temp = df_temp.astype('int')\n", "df_temp[:3]" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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2AKlrtKRRKBT/ak6XEEIIIbIHWTLCQG7cuGGouxJCCCGE+OBkv5/oFkIIIYTI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2Hut19R17e2UXKU961Iq6HtmP3Ot/ptNoVsadK3BS7V3TC3siD05j12L91GeHBYpttrTDT0nT6I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\nq9m/fz9btmwBYPDgw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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(context='talk', style='whitegrid')\n", "sns.heatmap(df_temp, annot=True, linewidths=.5, fmt='d', mask=mask)\n", "sns.set(font_scale=1.5)\n", "sns.plt.title('Anzahl Reden (in 100 Reden)')\n", "sns.set(font_scale=1)\n", "sns.axlabel('Jahr', 'Wochentag')\n", "sns.plt.savefig('reden_pro_wochentag_jahr.svg')" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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datum123456789101112
Mo0196392921280009500
Di972234344635603064660261292492436
Mi9226538857569109741200367888399411608
\n", "
" ], "text/plain": [ "datum 1 2 3 4 5 6 7 8 9 10 11 12\n", "Mo 0 196 39 29 21 28 0 0 0 95 0 0\n", "Di 97 223 434 463 560 306 466 0 261 292 492 436\n", "Mi 922 653 885 756 910 974 1200 36 788 839 941 1608" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_temp = (df.groupby([df.datum.dt.dayofweek, df.datum.dt.month])['key'].count()).unstack()\n", "df_temp.index = ['Mo', 'Di', 'Mi', 'Do', 'Fr', 'Sa']\n", "mask = df_temp.isnull()\n", "df_temp = df_temp.fillna(value=0)\n", "df_temp = df_temp.astype('int')\n", "df_temp[:3]" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YSEuXEEIIIYTIaFJ0CSGEEELogXQvCiGEEEIvFF95W8/X/eqFEEIIIfREWrqEEEIIoRdf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\niIhIBCy6iIiIiETw/4BysllEodbAAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(context='talk', style='whitegrid')\n", "sns.heatmap(df_temp, annot=True, linewidths=.5, fmt='d', mask=mask)\n", "sns.set(font_scale=1.5)\n", "sns.plt.title('Anzahl Reden (in 100 Reden)')\n", "sns.set(font_scale=1)\n", "sns.axlabel('Monat', 'Wochentag')\n", "sns.plt.savefig('reden_pro_wochentag_monat.svg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Redner auslesen\n", "\n", "Der Redner ist der erste Teil des Felds rede. Dieser soll herausgelöst und extra gespeichert werden, inklusive der Partei." ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": true }, "outputs": [], "source": [ "#Sonderzeichen entfernen\n", "df.rede = df.rede.str.replace('\\xa0',' ')\n", "df.rede = df.rede.str.replace('\\r\\n',' ')\n", "df.rede = df.rede.str.replace('\\xad','')\n", "df.rede = df.rede.str.replace('†', '')\n", "df.rede = df.rede.str.replace('|', '')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Manuelle Korrektur von Sonderfällen" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sonderfall, erster Abschnitt der Rede fehlt, falsch in HTML abgebildet. Manuelle Korrektur." ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [], "source": [ "mask = df.rede.str.startswith('Im Sicherheitsbereich bin ich zuständig')\n", "rede_temp = df[mask].iloc[0].rede\n", "rede_fehlend = '''Bundesministerin für Inneres Mag. Dr. Maria Theresia Fekter: Herr Präsident! Hohes Haus! \n", "Werte Damen und Herren auf der Besuchergalerie und vor den Bildschirmen! Liebe Kollegin Moser, Sie haben zwar \n", "die Ministerin Bures angesprochen, aber da ich das Wohnpaket verhandelt habe, weise ich darauf hin, dass Ihrer \n", "Aufmerksamkeit entgangen sein dürfte, dass wir für die thermische Sanierung im Wohnbau sehr viel Geld in die Hand \n", "nehmen (Abg. Dr. Moser: Leider nur 100! Wir brauchen 300!) und dass die Infrastrukturprojekte ja dazu gedacht sind, \n", "Arbeitsplätze zu schaffen, damit es nicht zu Arbeitslosigkeit kommt. Und das nützt den Menschen, Frau Kollegin Moser! \n", "(Beifall bei der ÖVP.) '''\n", "df.loc[mask, 'rede'] = rede_fehlend + rede_temp" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Sonderfall, bei dem die Rede zu früh beginnt und das Ende fehlt." ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [], "source": [ "mask = df.rede.str.startswith('Abgeordneter Dr. Michael Spindelegger: Ich bedanke mich für das Vertrauen und nehme die Wahl sehr gerne an. (Allgemeiner Beifall.)')\n", "rede_temp = df[mask].iloc[0].rede\n", "rede_fehlend = '''umzugehen. Wir sind dazu bereit und laden Sie alle hier noch einmal ein, bei dieser Aufklärungsarbeit mitzuwirken. \n", "(Beifall bei der SPÖ und bei Abgeordneten der Grünen. – Abg. Grillitsch: Sie haben keine Verantwortung!)'''\n", "start_pos = rede_temp.find('Abgeordneter Dr. Josef Cap (SPÖ)')\n", "df.loc[mask, 'rede'] = rede_temp[start_pos:] + rede_fehlend" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Bei Rednern aus der Regierung, wird deren Titel mitangeführt. Dieser muss gesondert behandelt werden. Übrigens beeindruckend, wie viele unterschiedliche Minister/Ministerinnen es gab - es sind 62.\n", "Zusätzlich gibt es noch andere \"Titel\", die nicht zur Regierung gehören, z.B. Volksanwalt, Schriftführerin. Diese werden auch gesondert erfasst." ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [], "source": [ "TITEL_REGIERUNG = (\n", "'Bundeskanzler', \n", "'Bundesminister für Arbeit, Soziales und Konsumentenschutz',\n", "'Bundesminister für Europa, Integration und Äußeres',\n", "'Bundesminister für Finanzen',\n", "'Bundesminister für Finanzen Vizekanzler',\n", "'Bundesminister für Gesundheit',\n", "'Bundesminister für Gesundheit, Familie und Jugend',\n", "'Bundesminister für Inneres',\n", "'Bundesminister für Justiz',\n", "'Bundesminister für Kunst und Kultur, Verfassung und Medien',\n", "'Bundesminister für Kunst und Kultur, Verfassung und öffentlichen Dienst',\n", "'Bundesminister für Land- und Forstwirtschaft, Umwelt und Wasserwirtschaft',\n", "'Bundesminister für Landesverteidigung',\n", "'Bundesminister für Landesverteidigung und Sport',\n", "'Bundesminister für Soziales und Konsumentenschutz',\n", "'Bundesminister für Verkehr, Innovation und Technologie',\n", "'Bundesminister für Wirtschaft und Arbeit',\n", "'Bundesminister für Wirtschaft, Familie und Jugend',\n", "'Bundesminister für Wissenschaft und Forschung',\n", "'Bundesminister für Wissenschaft, Forschung und Wirtschaft',\n", "'Bundesminister für Wissenschaft, Forschung und Wirtschaft Vizekanzler',\n", "'Bundesminister für europäische und internationale Angelegenheiten',\n", "'Bundesminister für europäische und internationale Angelegenheiten Vizekanzler',\n", "'Bundesminister für soziale Sicherheit, Generationen und Konsumentenschutz',\n", "'Bundesminister für soziale Sicherheit, Generationen und Konsumentenschutz Vizekanzler',\n", "'Bundesminister im Bundeskanzleramt',\n", "'Bundesminister ohne Portefeuille',\n", "'Bundesministerin für Unterricht, Kunst und Kultur',\n", "'Bundesministerin für Bildung und Frauen',\n", "'Bundesministerin für Bildung, Wissenschaft und Kultur',\n", "'Bundesministerin für Familien und Jugend',\n", "'Bundesministerin für Finanzen',\n", "'Bundesministerin für Frauen und öffentlichen Dienst',\n", "'Bundesministerin für Frauen, Medien und Regionalpolitik',\n", "'Bundesministerin für Frauen, Medien und öffentlichen Dienst',\n", "'Bundesministerin für Gesundheit',\n", "'Bundesministerin für Gesundheit und Frauen',\n", "'Bundesministerin für Gesundheit, Familie und Jugend',\n", "'Bundesministerin für Inneres',\n", "'Bundesministerin für Justiz',\n", "'Bundesministerin für Unterricht, Kunst und Kultur',\n", "'Bundesministerin für Verkehr, Innovation und Technologie',\n", "'Bundesministerin für Wissenschaft und Forschung',\n", "'Bundesministerin für auswärtige Angelegenheiten',\n", "'Bundesministerin für europäische und internationale Angelegenheiten',\n", "'Bundesministerin für soziale Sicherheit, Generationen und Konsumentenschutz',\n", "'Bundesministerin ohne Portefeuille',\n", "'Staatssekretär im Bundesministerium für Finanzen',\n", "'Staatssekretär im Bundesministerium für Verkehr, Innovation und Technologie',\n", "'Staatssekretärin im Bundesministerium für soziale Sicherheit, Generationen und Konsumentenschutz',\n", "'Staatssekretär im Bundeskanzleramt',\n", "'Staatssekretärin im Bundesministerium für Wirtschaft, Familie und Jugend',\n", "'Staatssekretär im Bundesministerium für europäische und internationale Angelegenheiten',\n", "'Staatssekretärin im Bundesministerium für Verkehr, Innovation und Technologie',\n", "'Staatssekretärin im Bundesministerium für Wirtschaft und Arbeit',\n", "'Staatssekretär im Bundesministerium für Gesundheit und Frauen',\n", "'Staatssekretär im Bundesministerium für soziale Sicherheit, Generationen und Konsumentenschutz',\n", "'Staatssekretär im Bundesministerium für auswärtige Angelegenheiten',\n", "'Staatssekretär im Bundesministerium für Inneres',\n", "'Staatssekretärin im Bundeskanzleram',\n", "'Staatssekretär im Bundesministerium für Wissenschaft, Forschung und Wirtschaft',\n", "'Staatssekretärin im Bundesministerium für Finanzen'\n", ")\n", "TITEL_ANDERE = (\n", "'Präsident des Rechnungshofes',\n", "'Volksanwältin',\n", "'Volksanwalt',\n", "'Schriftführerin',\n", "'Schriftführer',\n", "'Präsident',\n", "'Präsidentin',\n", "'Berichterstatter',\n", "'Berichterstatterin',\n", "'Mitglied des Europäischen Parlaments'\n", ")\n", "# Stellt sicher, dass z.B. 'Bundesminister für europäische und internationale Angelegenheiten Vizekanzler' vor\n", "# 'Bundesminister für europäische und internationale Angelegenheiten Vizekanzler'\n", "TITEL_REGIERUNG = sorted(TITEL_REGIERUNG, reverse=True, key=len)\n", "TITEL_ANDERE = sorted(TITEL_ANDERE, reverse=True, key=len)" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "62" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(TITEL_REGIERUNG)" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Funktion um aus der Rede den Redner (Anrede, Name, Partei) auszulesen\n", "def formatieren(rede):\n", " redner, rede_txt = rede.split(':', maxsplit=1)\n", " redner = redner.replace('\\n',' ').strip()\n", " rede_txt = rede_txt.replace('\\n',' ').strip()\n", " for titel in TITEL_REGIERUNG:\n", " if redner.startswith(titel):\n", " redner_anrede = titel\n", " redner_name = redner.replace(titel,'').strip()\n", " # In Ausnahmefall noch Anmerkung bei Namen , z.B. (mit Beifall von ... begrüßt)\n", " redner_name = re.sub(r'\\([^)]*\\)', '', redner_name)\n", " redner_partei = 'Regierung'\n", " rede_txt = re.sub(r'\\([^)]*\\)', '', rede_txt)\n", " return pd.Series({'redner_anrede': redner_anrede, 'redner_name': redner_name, \n", " 'redner_partei': redner_partei, 'rede_txt': rede_txt})\n", "\n", " for titel in TITEL_ANDERE:\n", " if redner.startswith(titel):\n", " redner_anrede = titel\n", " redner_name = redner.replace(titel,'').strip()\n", " # In Ausnahmefall noch Anmerkung bei Namen , z.B. (mit Beifall von ... begrüßt)\n", " redner_name = re.sub(r'\\([^)]*\\)', '', redner_name)\n", " redner_partei = 'Andere'\n", " rede_txt = re.sub(r'\\([^)]*\\)', '', rede_txt)\n", " return pd.Series({'redner_anrede': redner_anrede, 'redner_name': redner_name, \n", " 'redner_partei': redner_partei, 'rede_txt': rede_txt})\n", "\n", " redner_anrede, redner_name = redner.split(' ', maxsplit=1)\n", " redner_partei = redner_name[redner_name.rfind('(')+1:redner_name.rfind(')')].strip()\n", " if redner_partei in ('zur Geschäftsbehandlung', \n", " 'in Übersetzung durch eine Gebärdensprachdolmetscherin',\n", " 'in Übersetzung durch einen Gebärdensprachdolmetscher',\n", " 'in Übersetzung durch die Gebärdensprachdolmetscherin',\n", " 'in Richtung SPÖ, die noch immer Beifall spendet',\n", " 'sich zunächst an Dr. Jarolim wendend',\n", " 'mit Beifall begrüßt', \n", " 'die Höhe des Rednerpultes einstellend',\n", " 'fortsetzend'):\n", " redner_name = redner_name[:redner_name.rfind('(')]\n", " if redner_name.count('(') > 0:\n", " redner_partei = redner_name[redner_name.rfind('(')+1:redner_name.rfind(')')].strip()\n", " else:\n", " redner_partei = ''\n", " redner_name = redner_name[:redner_name.rfind('(')].strip()\n", " # Enfernen von Zwischenrufen, die sind immer in Klammern\n", " rede_txt = re.sub(r'\\([^)]*\\)', '', rede_txt)\n", " return pd.Series({'redner_anrede': redner_anrede, 'redner_name': redner_name, \n", " 'redner_partei': redner_partei, 'rede_txt': rede_txt})" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 8.38 s\n" ] } ], "source": [ "%%time\n", "df = pd.concat([df, df.rede.apply(formatieren)], axis=1)" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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datumkeyperioderedesitzungrede_txtredner_anrederedner_nameredner_partei
02007-07-05XXIII_NRSITZ_00028XXIIIAbgeordneter Dr. Peter Pilz (Grüne): Frau Präs...28. Sitzung des\\r\\nNationalrates der Republik ...Frau Präsidentin! Meine sehr verehrten Damen u...AbgeordneterDr. Peter PilzGrüne
12007-07-05XXIII_NRSITZ_00028XXIIIAbgeordneter Dr. Günther Kräuter (SPÖ): Sehr g...28. Sitzung des\\r\\nNationalrates der Republik ...Sehr geehrte Frau Präsidentin! Herr Bundesmini...AbgeordneterDr. Günther KräuterSPÖ
22007-07-05XXIII_NRSITZ_00028XXIIIAbgeordneter Heinz-Christian Strache (FPÖ): Se...28. Sitzung des\\r\\nNationalrates der Republik ...Sehr geehrte Frau Präsidentin! Sehr geehrter H...AbgeordneterHeinz-Christian StracheFPÖ
\n", "
" ], "text/plain": [ " datum key periode \\\n", "0 2007-07-05 XXIII_NRSITZ_00028 XXIII \n", "1 2007-07-05 XXIII_NRSITZ_00028 XXIII \n", "2 2007-07-05 XXIII_NRSITZ_00028 XXIII \n", "\n", " rede \\\n", "0 Abgeordneter Dr. Peter Pilz (Grüne): Frau Präs... \n", "1 Abgeordneter Dr. Günther Kräuter (SPÖ): Sehr g... \n", "2 Abgeordneter Heinz-Christian Strache (FPÖ): Se... \n", "\n", " sitzung \\\n", "0 28. Sitzung des\\r\\nNationalrates der Republik ... \n", "1 28. Sitzung des\\r\\nNationalrates der Republik ... \n", "2 28. Sitzung des\\r\\nNationalrates der Republik ... \n", "\n", " rede_txt redner_anrede \\\n", "0 Frau Präsidentin! Meine sehr verehrten Damen u... Abgeordneter \n", "1 Sehr geehrte Frau Präsidentin! Herr Bundesmini... Abgeordneter \n", "2 Sehr geehrte Frau Präsidentin! Sehr geehrter H... Abgeordneter \n", "\n", " redner_name redner_partei \n", "0 Dr. Peter Pilz Grüne \n", "1 Dr. Günther Kräuter SPÖ \n", "2 Heinz-Christian Strache FPÖ " ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[:3]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Abgeordnete (männlich und weiblich) haben am meisten Reden gehalten. Verhältnis weiblich zu männlich ist 1 zu 2,6.\n", "Der Bundesminister für Arbeit, Soziales und Konsumentenschutz war dann der fleißigste mit 161 Reden." ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Abgeordneter 20803\n", "Abgeordnete 7968\n", "Bundesminister für Arbeit, Soziales und Konsumentenschutz 161\n", "Bundesminister für Land- und Forstwirtschaft, Umwelt und Wasserwirtschaft 154\n", "Bundeskanzler 125\n", "Bundesministerin für Justiz 104\n", "Staatssekretär im Bundesministerium für Finanzen 104\n", "Bundesministerin für Inneres 92\n", "Bundesminister für Wirtschaft, Familie und Jugend 90\n", "Bundesministerin für Unterricht, Kunst und Kultur 88\n", "Bundesministerin für Verkehr, Innovation und Technologie 78\n", "Bundesminister für Finanzen Vizekanzler 74\n", "Bundesminister für Gesundheit 70\n", "Präsident des Rechnungshofes 66\n", "Bundesministerin für Finanzen 63\n", "Staatssekretär im Bundeskanzleramt 49\n", "Bundesminister für Wissenschaft und Forschung 47\n", "Bundesminister für Landesverteidigung und Sport 42\n", "Bundesminister für Wirtschaft und Arbeit 38\n", "Bundesminister für Soziales und Konsumentenschutz 34\n", "Bundesminister für Justiz 33\n", "Bundesminister für Verkehr, Innovation und Technologie 29\n", "Bundesminister für Finanzen 29\n", "Staatssekretär im Bundesministerium für europäische und internationale Angelegenheiten 29\n", "Bundesministerin für Gesundheit, Familie und Jugend 27\n", "Bundesministerin für Frauen und öffentlichen Dienst 26\n", "Staatssekretärin im Bundesministerium für Wirtschaft, Familie und Jugend 25\n", "Bundesminister für Wissenschaft, Forschung und Wirtschaft Vizekanzler 24\n", "Bundesminister für europäische und internationale Angelegenheiten Vizekanzler 22\n", "Bundesministerin für Bildung und Frauen 22\n", " ... \n", "Bundesministerin für Gesundheit 14\n", "Bundesminister für Landesverteidigung 13\n", "Bundesminister für Europa, Integration und Äußeres 12\n", "Bundesministerin für Frauen, Medien und öffentlichen Dienst 12\n", "Volksanwalt 12\n", "Staatssekretärin im Bundesministerium für Verkehr, Innovation und Technologie 12\n", "Staatssekretärin im Bundesministerium für Wirtschaft und Arbeit 11\n", "Staatssekretär im Bundesministerium für Wissenschaft, Forschung und Wirtschaft 9\n", "Bundesministerin für Familien und Jugend 8\n", "Bundesministerin für europäische und internationale Angelegenheiten 8\n", "Bundesminister für Wissenschaft, Forschung und Wirtschaft 8\n", "Präsident 8\n", "Berichterstatterin 7\n", "Bundesministerin für soziale Sicherheit, Generationen und Konsumentenschutz 6\n", "Staatssekretär im Bundesministerium für Inneres 6\n", "Bundesministerin ohne Portefeuille 4\n", "Bundesminister im Bundeskanzleramt 4\n", "Bundesministerin für Wissenschaft und Forschung 4\n", "Bundesminister für Kunst und Kultur, Verfassung und öffentlichen Dienst 3\n", "Staatssekretärin im Bundesministerium für Finanzen 3\n", "Bundesminister für soziale Sicherheit, Generationen und Konsumentenschutz 3\n", "Bundesministerin für Frauen, Medien und Regionalpolitik 2\n", "Staatssekretär im Bundesministerium für soziale Sicherheit, Generationen und Konsumentenschutz 2\n", "Bundesministerin für Bildung, Wissenschaft und Kultur 1\n", "Bundesministerin für Unterricht, Kunst und Kultur 1\n", "Bundesministerin für Gesundheit und Frauen 1\n", "Staatssekretär im Bundesministerium für Verkehr, Innovation und Technologie 1\n", "Bundesminister für Gesundheit, Familie und Jugend 1\n", "Bundesministerin für auswärtige Angelegenheiten 1\n", "Bundesminister ohne Portefeuille 1\n", "Name: redner_anrede, dtype: int64" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.redner_anrede.value_counts()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "2.6108182730923697" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(df[df.redner_anrede == 'Abgeordneter']) / len(df[df.redner_anrede == 'Abgeordnete'])" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "0.3830216795654473" ] }, "execution_count": 38, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(df[df.redner_anrede == 'Abgeordnete']) / len(df[df.redner_anrede == 'Abgeordneter'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Insgesamt gibt es 68 \"Berufsbezeichnungen\"." ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "68" ] }, "execution_count": 39, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(df.redner_anrede.unique())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Das Thema 'Kultur' wurde in den unterschiedlichsten Ministerien behandelt." ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Bundesministerin für Unterricht, Kunst und Kultur 88\n", "Bundesminister für Kunst und Kultur, Verfassung und Medien 16\n", "Bundesminister für Kunst und Kultur, Verfassung und öffentlichen Dienst 3\n", "Bundesministerin für Unterricht, Kunst und Kultur 1\n", "Bundesministerin für Bildung, Wissenschaft und Kultur 1\n", "Name: redner_anrede, dtype: int64" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.loc[df.redner_anrede.str.contains('Kultur'), 'redner_anrede'].value_counts()" ] }, { "cell_type": "code", "execution_count": 41, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "datum redner_anrede \n", "2007 Bundesministerin für Bildung, Wissenschaft und Kultur 1\n", " Bundesministerin für Unterricht, Kunst und Kultur 8\n", "2008 Bundesministerin für Unterricht, Kunst und Kultur 7\n", "2009 Bundesministerin für Unterricht, Kunst und Kultur 15\n", "2010 Bundesministerin für Unterricht, Kunst und Kultur 7\n", "2011 Bundesministerin für Unterricht, Kunst und Kultur 12\n", "2012 Bundesministerin für Unterricht, Kunst und Kultur 20\n", "2013 Bundesministerin für Unterricht, Kunst und Kultur 1\n", " Bundesministerin für Unterricht, Kunst und Kultur 18\n", "2014 Bundesminister für Kunst und Kultur, Verfassung und Medien 7\n", " Bundesminister für Kunst und Kultur, Verfassung und öffentlichen Dienst 3\n", " Bundesministerin für Unterricht, Kunst und Kultur 1\n", "2015 Bundesminister für Kunst und Kultur, Verfassung und Medien 9\n", "Name: redner_anrede, dtype: int64" ] }, "execution_count": 41, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_temp = df.loc[df.redner_anrede.str.contains('Kultur'), ['redner_anrede', 'datum']]\n", "df_temp.groupby([df.datum.dt.year, df.redner_anrede])['redner_anrede'].count()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wie hat sich das Verhätnis von Reden weiblicher Abgeordneter zu denen von männlichen über die Zeit entwickelt?" ] }, { "cell_type": "code", "execution_count": 42, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
Frau pro Mann
datum
200641.525424
200743.976494
200840.273224
\n", "
" ], "text/plain": [ " Frau pro Mann\n", "datum \n", "2006 41.525424\n", "2007 43.976494\n", "2008 40.273224" ] }, "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_ratio = df.groupby(df.datum.dt.year)[['redner_anrede']].agg(lambda x: \n", " sum(x == 'Abgeordnete') / sum(x == 'Abgeordneter') * 100)\n", "df_ratio.columns = ['Frau pro Mann']\n", "df_ratio[:3]" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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yRcnJySpfvrx27NihJUuWKDg4WJcuXcq32vr376/vvvtOPXv2VI8ePVSuXDkt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\njrLuKTw8PNvxNxz6blRcXJxiYmLUqVM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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(context='talk', style='whitegrid')\n", "sns.barplot(x='datum', y='Frau pro Mann', data=df_ratio.reset_index())\n", "sns.despine()\n", "sns.set(font_scale=1.5)\n", "sns.plt.title('Reden von weiblichen Abgeordneten pro 100 Reden von männlichen')\n", "sns.set(font_scale=1)\n", "sns.axlabel('Jahr', 'Anzahl')\n", "sns.plt.savefig('geschlecht.svg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Parteien\n", "Nun schauen wir uns die Parteien an. Hier sieht man 2 Einträge, ohne Partei. Das wird manuell korregiert.\n", "\n", "Im Folgenden behandle ich Reden von Regierungsmitgliedern unter der virtuellen Partei 'Regierung'." ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "SPÖ 7288\n", "ÖVP 6670\n", "FPÖ 5145\n", "Grüne 4398\n", "BZÖ 3301\n", "Regierung 1894\n", "STRONACH 1003\n", "NEOS 687\n", "ohne Klubzugehörigkeit 227\n", "Andere 155\n", "NEOS-LIF 50\n", " 2\n", "Name: redner_partei, dtype: int64" ] }, "execution_count": 44, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.redner_partei.value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Manuelle Korrektur für 2 Fälle, in denen die Partei fehlt." ] }, { "cell_type": "code", "execution_count": 45, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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redner_nameredner_partei
2249Wolfgang Zanger
20333Peter Wurm
\n", "
" ], "text/plain": [ " redner_name redner_partei\n", "2249 Wolfgang Zanger \n", "20333 Peter Wurm " ] }, "execution_count": 45, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.loc[df.redner_partei == '', ['redner_name', 'redner_partei']]" ] }, { "cell_type": "code", "execution_count": 46, "metadata": { "collapsed": false }, "outputs": [], "source": [ "df.loc[(df.redner_partei == '') & (df.redner_name == 'Peter Wurm'), 'redner_partei'] = 'FPÖ'\n", "df.loc[(df.redner_partei == '') & (df.redner_name == 'Wolfgang Zanger'), 'redner_partei'] = 'FPÖ'" ] }, { "cell_type": "code", "execution_count": 47, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "Präsident des Rechnungshofes 66\n", "Volksanwältin 19\n", "Mitglied des Europäischen Parlaments 15\n", "Berichterstatter 14\n", "Präsidentin 14\n", "Volksanwalt 12\n", "Präsident 8\n", "Berichterstatterin 7\n", "Name: redner_anrede, dtype: int64" ] }, "execution_count": 47, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.loc[df.redner_partei == 'Andere', 'redner_anrede'].value_counts()" ] }, { "cell_type": "code", "execution_count": 48, "metadata": { "collapsed": true }, "outputs": [], "source": [ "# NEOS und NEOS-LIF im folgenden als eine Partei betrachtet \n", "df.loc[df.redner_partei == 'NEOS-LIF', 'redner_partei'] = 'NEOS'\n", "# Behandle 'ohne Klubzugehörigkeit' und 'Andere' gemeinsam als 'Andere'. \n", "# Das ist eine Vereinfachung, da Fokus auf den Parteien und Regierung liegt.\n", "df.loc[df.redner_partei == 'ohne Klubzugehörigkeit', 'redner_partei'] = 'Andere'" ] }, { "cell_type": "code", "execution_count": 49, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "SPÖ 7288\n", "ÖVP 6670\n", "FPÖ 5147\n", "Grüne 4398\n", "BZÖ 3301\n", "Regierung 1894\n", "STRONACH 1003\n", "NEOS 737\n", "Andere 382\n", "Name: redner_partei, dtype: int64" ] }, "execution_count": 49, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.redner_partei.value_counts()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Definieren Reihenfolge der Parteien und zugehörige Farben." ] }, { "cell_type": "code", "execution_count": 50, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAABGCAYAAACzDYzYAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "parteien_ordnung = ['Regierung', \n", " 'SPÖ', \n", " 'ÖVP', \n", " 'FPÖ', \n", " 'Grüne', \n", " 'BZÖ',\n", " 'STRONACH',\n", " 'NEOS',\n", " 'Andere']\n", "\n", "# Farbennamen von http://www.luminoso.com/colors/\n", "parteien_farben = ['grey', #Regierung \n", " 'red', \n", " 'black', \n", " 'blue', \n", " 'green', \n", " 'orange',\n", " 'yellow',\n", " 'pink', \n", " 'light grey'] #Andere\n", "sns.palplot(sns.xkcd_palette(parteien_farben))" ] }, { "cell_type": "code", "execution_count": 51, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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key
periodeXXIIIXXIVXXV
redner_partei
Andere30.0215.0137.0
BZÖ653.02648.0NaN
FPÖ890.03071.01186.0
Grüne880.02517.01001.0
NEOSNaNNaN737.0
Regierung390.01076.0428.0
SPÖ1546.04130.01612.0
STRONACHNaN287.0716.0
ÖVP1568.03623.01479.0
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" ], "text/plain": [ " key \n", "periode XXIII XXIV XXV\n", "redner_partei \n", "Andere 30.0 215.0 137.0\n", "BZÖ 653.0 2648.0 NaN\n", "FPÖ 890.0 3071.0 1186.0\n", "Grüne 880.0 2517.0 1001.0\n", "NEOS NaN NaN 737.0\n", "Regierung 390.0 1076.0 428.0\n", "SPÖ 1546.0 4130.0 1612.0\n", "STRONACH NaN 287.0 716.0\n", "ÖVP 1568.0 3623.0 1479.0" ] }, "execution_count": 51, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.groupby(['redner_partei', 'periode'])[['key']].count().unstack()" ] }, { "cell_type": "code", "execution_count": 52, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Pn3/+uYYPH65q1aqpQYMGeuqpp4q8xtq1a9W/f381adJEVqtVw4YN0+7du5WamipJcnJy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\nAIDDlBhkT58+rePHjyssLEx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(context='talk', style='whitegrid', palette=sns.xkcd_palette(parteien_farben))\n", "sns.countplot(y='redner_partei', data=df, order=parteien_ordnung)\n", "sns.despine()\n", "sns.set(font_scale=1.5)\n", "sns.plt.title('Reden pro Partei')\n", "sns.set(font_scale=1)\n", "sns.axlabel('Reden', '')\n", "sns.plt.savefig('reden_pro_partei.svg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wie hat sich die relative Anzahl an Reden pro Partei über die Zeit verändert?" ] }, { "cell_type": "code", "execution_count": 53, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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key
redner_parteiAndereBZÖFPÖGrüneNEOSRegierungSPÖSTRONACHÖVP
datum
20063.045.065.061.0NaN20.084.0NaN79.0
200713.0337.0447.0466.0NaN205.0856.0NaN834.0
200814.0328.0446.0407.0NaN188.0666.0NaN714.0
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" ], "text/plain": [ " key \\\n", "redner_partei Andere BZÖ FPÖ Grüne NEOS Regierung SPÖ STRONACH \n", "datum \n", "2006 3.0 45.0 65.0 61.0 NaN 20.0 84.0 NaN \n", "2007 13.0 337.0 447.0 466.0 NaN 205.0 856.0 NaN \n", "2008 14.0 328.0 446.0 407.0 NaN 188.0 666.0 NaN \n", "\n", " \n", "redner_partei ÖVP \n", "datum \n", "2006 79.0 \n", "2007 834.0 \n", "2008 714.0 " ] }, "execution_count": 53, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_temp = df.groupby([df.datum.dt.year, 'redner_partei'])[['key']].count().unstack()\n", "df_temp[:3]" ] }, { "cell_type": "code", "execution_count": 54, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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redner_parteiAndereBZÖFPÖGrüneNEOSRegierungSPÖSTRONACHÖVP
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datumParteikey
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" ], "text/plain": [ " datum Partei key\n", "0 2006 Andere 0.840336\n", "1 2006 BZÖ 12.605042\n", "2 2006 FPÖ 18.207283" ] }, "execution_count": 55, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_temp = df_temp.stack().reset_index()\n", "df_temp = df_temp.rename(columns={'redner_partei': 'Partei'})\n", "df_temp[:3]" ] }, { "cell_type": "code", "execution_count": 56, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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WiFy7FvpsrPR3dHRE48aNceLECUNs7ty5qFWrlmV+aQkCbI8cgcPmzVBeuyY6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(context='talk', style='whitegrid', palette=sns.xkcd_palette(parteien_farben))\n", "ax = sns.factorplot(x = 'datum', y = 'key', hue = 'Partei' , data = df_temp, size=8, hue_order=parteien_ordnung)\n", "ax.set(ylim=(0, 30))\n", "sns.despine()\n", "sns.set(font_scale=1.5)\n", "sns.plt.title('% Reden pro Partei')\n", "sns.set(font_scale=1)\n", "sns.axlabel('Jahr', 'Prozent')\n", "sns.plt.savefig('reden_pro_partei_pro_jahr.svg')\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Eine andere Darstellung der Verteilung der Reden pro Partei." ] }, { "cell_type": "code", "execution_count": 57, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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datum20062007200820092010201120122013201420152016
redner_partei
Regierung2020518823718125520819020318522
SPÖ84856666106281184877762278669977
ÖVP7983471489171775767956871663976
FPÖ6544744676961965356444759249451
Grüne6146640763249651746040348941849
BZÖ45337328699511558466357000
STRONACH0000006825634929535
NEOS00000003134932235
Andere313142982415114228726
\n", "
" ], "text/plain": [ "datum 2006 2007 2008 2009 2010 2011 2012 2013 2014 2015 \\\n", "redner_partei \n", "Regierung 20 205 188 237 181 255 208 190 203 185 \n", "SPÖ 84 856 666 1062 811 848 777 622 786 699 \n", "ÖVP 79 834 714 891 717 757 679 568 716 639 \n", "FPÖ 65 447 446 769 619 653 564 447 592 494 \n", "Grüne 61 466 407 632 496 517 460 403 489 418 \n", "BZÖ 45 337 328 699 511 558 466 357 0 0 \n", "STRONACH 0 0 0 0 0 0 68 256 349 295 \n", "NEOS 0 0 0 0 0 0 0 31 349 322 \n", "Andere 3 13 14 29 82 41 51 14 22 87 \n", "\n", "datum 2016 \n", "redner_partei \n", "Regierung 22 \n", "SPÖ 77 \n", "ÖVP 76 \n", "FPÖ 51 \n", "Grüne 49 \n", "BZÖ 0 \n", "STRONACH 35 \n", "NEOS 35 \n", "Andere 26 " ] }, "execution_count": 57, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_temp = (df.groupby([df.datum.dt.year, df.redner_partei])['key'].count()).unstack()\n", "df_temp = df_temp[parteien_ordnung]\n", "df_temp = df_temp.transpose()\n", "mask = df_temp.isnull()\n", "df_temp = df_temp.fillna(value=0)\n", "df_temp = df_temp.astype('int')\n", "df_temp[:13]" ] }, { "cell_type": "code", "execution_count": 58, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ePX/BvK++lN8s9XR1+HbIYE5dvUa3byYxavZcjA0N+HbIIKXHWtCWo0d5GRVF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6deuQm5uLmzdv4sGDB5BKpbLtu3fv/tR95+bmoqqqClZWVnLLNTQ0kJeX98xtCSHkZUaFJiGE\nADA2Nn5qwRcbG4svv/wSnp6ecHNzQ3h4OHx9feWeo6ur+9R9i8Vi9OjRA4mJic3Wde7cGWVlZW0L\nTwghaooKTUIIeY6dO3ciIiICHh4eAIDKykqUlpY+c7j773MuLSwsUFxcjPbt28PIyAgAcPv2bWzY\nsAErV65s9nxCCHlV0O2NCCHkOUxNTXHmzBncvXsXV69exfz58yGRSCASiZ66jb6+PgoKClBeXo6R\nI0eid+/eCAsLQ3Z2Nq5fv47FixejoqICJiYmAGiOJiHk1USFJiHkX+95vYlr1qxBXl4e3N3dsWDB\nAgwePBhjx45FVlbWU7eZOnUq0tPT4efnBx6Ph61bt6JDhw7w9fWFn58fzM3NsWXLlhZnIISQlxGP\n0Wk0IYQQQgjhAPVoEkIIIYQQTlChSQghhBBCOEGFJiGEEEII4QQVmoQQQgghhBNUaBJCCCGEEE5Q\noUkIIYQQQjhBhSYhhBBCCOEEFZqEEEIIIYQTVGgSQgghhBBO/D/oQDS+4PS8DQAAAABJRU5ErkJg\ngg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(context='talk', style='whitegrid', palette=sns.xkcd_palette(parteien_farben))\n", "sns.heatmap(df_temp, annot=True, linewidths=.5, fmt='d', mask=mask)\n", "#sns.despine()\n", "sns.set(font_scale=1.5)\n", "sns.plt.title('Anzahl Reden (in 100 Reden)')\n", "sns.set(font_scale=1)\n", "sns.axlabel('Partei', 'Jahr')\n", "#sns.plt.savefig('geschlecht.svg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wie hat sich das Verhältnis der Reden von weiblichen Abgeordneten zu denen von männlichen pro Partei (exkl. Regierung) über die Zeit entwickelt?" ] }, { "cell_type": "code", "execution_count": 59, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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datumParteiRednerin pro Redner
02006AndereNaN
12006BZÖ15.384615
22006FPÖ12.068966
\n", "
" ], "text/plain": [ " datum Partei Rednerin pro Redner\n", "0 2006 Andere NaN\n", "1 2006 BZÖ 15.384615\n", "2 2006 FPÖ 12.068966" ] }, "execution_count": 59, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_ratio = df.groupby([df.datum.dt.year, 'redner_partei'])[['redner_anrede']].agg(lambda x: \n", " sum(x == 'Abgeordnete') / sum(x == 'Abgeordneter')*100)\n", "df_ratio = df_ratio.reset_index()\n", "df_ratio = df_ratio.rename(columns={'redner_partei': 'Partei', 'redner_anrede': 'Rednerin pro Redner'})\n", "\n", "df_ratio = df_ratio.loc[df_ratio.Partei != 'Regierung']\n", "df_ratio[:3]" ] }, { "cell_type": "code", "execution_count": 60, "metadata": { "collapsed": false }, "outputs": [], "source": [ "parteien_ordnung_ohne_regierung = parteien_ordnung.copy()\n", "parteien_ordnung_ohne_regierung.remove('Regierung')\n", "parteien_farben_ohne_regierung = parteien_farben.copy()\n", "parteien_farben_ohne_regierung.remove('grey')" ] }, { "cell_type": "code", "execution_count": 62, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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OMcaYl5dXnnlPmDCBOTo6sujoaC4WEhLCGjZsyMsne/ljx47xlv/pp59Y+/bt5c777t27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RDCPH4AJqR67wlcBXJQ0sqIlHv3CG3dOv0TrPr1dU+wnq0AFwVDWFIY24N+5mbMLRQUXnKpSM+y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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(context='talk', style='whitegrid', palette=sns.xkcd_palette(parteien_farben_ohne_regierung))\n", "\n", "ax = sns.factorplot(x = 'datum', y = 'Rednerin pro Redner', hue = 'Partei' , data = df_ratio, size=8, \n", " hue_order=parteien_ordnung_ohne_regierung)\n", "ax.set(ylim=(0, 110))\n", "sns.despine()\n", "sns.set(font_scale=1.5)\n", "sns.plt.title('Reden weiblicher Abgeordneter je 100 Reden von männlichen Abgeordneten')\n", "sns.set(font_scale=1)\n", "sns.axlabel('Jahr', 'Reden')\n", "sns.plt.savefig('geschlecht_je_partei.svg')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wie ist z.B. der Rückgang bei den NEOS zu erklären?" ] }, { "cell_type": "code", "execution_count": 63, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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key
datum2013201420152016
redner_anrederedner_name
AbgeordneteClaudia Angela Gamon, MSc (WU)NaNNaN6.03.0
Mag. Beate Meinl-Reisinger, MES4.050.033.0NaN
Mag. Dr. Angelika Rosa Mlinar3.013.0NaNNaN
AbgeordneterDr. Nikolaus Scherak1.032.057.06.0
Dr. Rainer Hable8.055.019.01.0
Josef SchellhornNaN21.034.04.0
Mag. Christoph Vavrik1.013.015.0NaN
Mag. Dr. Matthias Strolz6.053.041.06.0
Mag. Gerald Loacker4.055.054.09.0
Mag. Nikolaus Alm1.024.026.04.0
Mag. Nikolaus Scherak2.0NaNNaNNaN
Michael Pock1.033.037.02.0
\n", "
" ], "text/plain": [ " key \n", "datum 2013 2014 2015 2016\n", "redner_anrede redner_name \n", "Abgeordnete Claudia Angela Gamon, MSc (WU) NaN NaN 6.0 3.0\n", " Mag. Beate Meinl-Reisinger, MES 4.0 50.0 33.0 NaN\n", " Mag. Dr. Angelika Rosa Mlinar 3.0 13.0 NaN NaN\n", "Abgeordneter Dr. Nikolaus Scherak 1.0 32.0 57.0 6.0\n", " Dr. Rainer Hable 8.0 55.0 19.0 1.0\n", " Josef Schellhorn NaN 21.0 34.0 4.0\n", " Mag. Christoph Vavrik 1.0 13.0 15.0 NaN\n", " Mag. Dr. Matthias Strolz 6.0 53.0 41.0 6.0\n", " Mag. Gerald Loacker 4.0 55.0 54.0 9.0\n", " Mag. Nikolaus Alm 1.0 24.0 26.0 4.0\n", " Mag. Nikolaus Scherak 2.0 NaN NaN NaN\n", " Michael Pock 1.0 33.0 37.0 2.0" ] }, "execution_count": 63, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df.redner_partei == 'NEOS'].groupby([df.datum.dt.year, 'redner_anrede', 'redner_name'])[['key']].count().unstack('datum')" ] }, { "cell_type": "code", "execution_count": 65, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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key
datum20122013201420152016
redner_anrederedner_name
AbgeordneteDr. Jessi LintlNaNNaN13.011.0NaN
Dr. Kathrin NachbaurNaN7.051.018.0NaN
Elisabeth Kaufmann-Bruckberger16.016.0NaNNaNNaN
Ing. Waltraud DietrichNaN5.036.041.04.0
Martina SchenkNaN37.022.029.06.0
Ulrike WeigerstorferNaNNaN14.016.03.0
AbgeordneterChristoph Hagen21.065.035.047.07.0
Dr. Georg VetterNaN9.042.012.0NaN
Dr. Marcus FranzNaN3.034.010.0NaN
Erich Tadler3.018.0NaNNaNNaN
Frank StronachNaN2.01.0NaNNaN
Ing. Robert Lugar17.051.038.048.09.0
Leopold SteinbichlerNaN5.041.046.06.0
Rouven Ertlschweiger, MScNaNNaN22.017.0NaN
Stefan Markowitz11.038.0NaNNaNNaN
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" ], "text/plain": [ " key \n", "datum 2012 2013 2014 2015 2016\n", "redner_anrede redner_name \n", "Abgeordnete Dr. Jessi Lintl NaN NaN 13.0 11.0 NaN\n", " Dr. Kathrin Nachbaur NaN 7.0 51.0 18.0 NaN\n", " Elisabeth Kaufmann-Bruckberger 16.0 16.0 NaN NaN NaN\n", " Ing. Waltraud Dietrich NaN 5.0 36.0 41.0 4.0\n", " Martina Schenk NaN 37.0 22.0 29.0 6.0\n", " Ulrike Weigerstorfer NaN NaN 14.0 16.0 3.0\n", "Abgeordneter Christoph Hagen 21.0 65.0 35.0 47.0 7.0\n", " Dr. Georg Vetter NaN 9.0 42.0 12.0 NaN\n", " Dr. Marcus Franz NaN 3.0 34.0 10.0 NaN\n", " Erich Tadler 3.0 18.0 NaN NaN NaN\n", " Frank Stronach NaN 2.0 1.0 NaN NaN\n", " Ing. Robert Lugar 17.0 51.0 38.0 48.0 9.0\n", " Leopold Steinbichler NaN 5.0 41.0 46.0 6.0\n", " Rouven Ertlschweiger, MSc NaN NaN 22.0 17.0 NaN\n", " Stefan Markowitz 11.0 38.0 NaN NaN NaN" ] }, "execution_count": 65, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[df.redner_partei == 'STRONACH'].groupby([df.datum.dt.year, 'redner_anrede', 'redner_name'])[['key']].count().unstack('datum')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Länge der Reden" ] }, { "cell_type": "code", "execution_count": 66, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# from http://stackoverflow.com/questions/17507876/trying-to-count-words-in-a-string\n", "def anzahl_woerter(txt):\n", " return len(re.findall(r'\\b\\w+\\b', txt))" ] }, { "cell_type": "code", "execution_count": 67, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "6" ] }, "execution_count": 67, "metadata": {}, "output_type": "execute_result" } ], "source": [ "anzahl_woerter('Johnny.Appleseed!is:a*good&farmer')" ] }, { "cell_type": "code", "execution_count": 68, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Wall time: 8.65 s\n" ] } ], "source": [ "%%time\n", "df['rede_anzahl_woerter'] = df.rede_txt.apply(anzahl_woerter)" ] }, { "cell_type": "code", "execution_count": 69, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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datumkeyperioderedesitzungrede_txtredner_anrederedner_nameredner_parteirede_anzahl_woerter
02007-07-05XXIII_NRSITZ_00028XXIIIAbgeordneter Dr. Peter Pilz (Grüne): Frau Präs...28. Sitzung des\\r\\nNationalrates der Republik ...Frau Präsidentin! Meine sehr verehrten Damen u...AbgeordneterDr. Peter PilzGrüne1743
12007-07-05XXIII_NRSITZ_00028XXIIIAbgeordneter Dr. Günther Kräuter (SPÖ): Sehr g...28. Sitzung des\\r\\nNationalrates der Republik ...Sehr geehrte Frau Präsidentin! Herr Bundesmini...AbgeordneterDr. Günther KräuterSPÖ1051
22007-07-05XXIII_NRSITZ_00028XXIIIAbgeordneter Heinz-Christian Strache (FPÖ): Se...28. Sitzung des\\r\\nNationalrates der Republik ...Sehr geehrte Frau Präsidentin! Sehr geehrter H...AbgeordneterHeinz-Christian StracheFPÖ2044
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" ], "text/plain": [ " datum key periode \\\n", "0 2007-07-05 XXIII_NRSITZ_00028 XXIII \n", "1 2007-07-05 XXIII_NRSITZ_00028 XXIII \n", "2 2007-07-05 XXIII_NRSITZ_00028 XXIII \n", "\n", " rede \\\n", "0 Abgeordneter Dr. Peter Pilz (Grüne): Frau Präs... \n", "1 Abgeordneter Dr. Günther Kräuter (SPÖ): Sehr g... \n", "2 Abgeordneter Heinz-Christian Strache (FPÖ): Se... \n", "\n", " sitzung \\\n", "0 28. Sitzung des\\r\\nNationalrates der Republik ... \n", "1 28. Sitzung des\\r\\nNationalrates der Republik ... \n", "2 28. Sitzung des\\r\\nNationalrates der Republik ... \n", "\n", " rede_txt redner_anrede \\\n", "0 Frau Präsidentin! Meine sehr verehrten Damen u... Abgeordneter \n", "1 Sehr geehrte Frau Präsidentin! Herr Bundesmini... Abgeordneter \n", "2 Sehr geehrte Frau Präsidentin! Sehr geehrter H... Abgeordneter \n", "\n", " redner_name redner_partei rede_anzahl_woerter \n", "0 Dr. Peter Pilz Grüne 1743 \n", "1 Dr. Günther Kräuter SPÖ 1051 \n", "2 Heinz-Christian Strache FPÖ 2044 " ] }, "execution_count": 69, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df[:3]" ] }, { "cell_type": "code", "execution_count": 70, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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woerterredenwoerter_pro_rede
datum
2006228325357639.565826
200719149673158606.386004
200815313442763554.232356
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" ], "text/plain": [ " woerter reden woerter_pro_rede\n", "datum \n", "2006 228325 357 639.565826\n", "2007 1914967 3158 606.386004\n", "2008 1531344 2763 554.232356" ] }, "execution_count": 70, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_temp = (df.groupby(df.datum.dt.year)\n", " .agg({'rede_anzahl_woerter': 'sum', 'key': 'count'})\n", " .rename(columns={'rede_anzahl_woerter': 'woerter', 'key': 'reden'}))\n", "df_temp['woerter_pro_rede'] = df_temp['woerter'] / df_temp['reden']\n", "df_temp[:3]" ] }, { "cell_type": "code", "execution_count": 71, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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atWo5T3guX758vvvWZWRkOHdx5w2Hjnl+fn6EQQCwgLp16xb4VYcoXEHfPANc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\njyopKUmJiYnavXu3UlJSNHPmTElS165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FPÖ32643825147634.230037
\n", "
" ], "text/plain": [ " woerter reden woerter_pro_rede\n", "redner_partei \n", "Andere 264319 382 691.934555\n", "BZÖ 2214068 3301 670.726447\n", "FPÖ 3264382 5147 634.230037" ] }, "execution_count": 72, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_temp = (df.groupby('redner_partei')\n", " .agg({'rede_anzahl_woerter': 'sum', 'key': 'count'})\n", " .rename(columns={'rede_anzahl_woerter': 'woerter', 'key': 'reden'}))\n", "df_temp['woerter_pro_rede'] = df_temp['woerter'] / df_temp['reden']\n", "df_temp[:3]" ] }, { "cell_type": "code", "execution_count": 73, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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qVcr6XgAAiqqbN29q9uzZ+vDDD+Xs7GwdKBvIjny/ZvH2UfczXL9+Xe7u7jbT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\nvv322zLn/Umlp6crWq1WGTNmjPL111+XezsODg5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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(context='talk', style='whitegrid', palette=sns.xkcd_palette(parteien_farben))\n", "sns.barplot(x='redner_partei', y='woerter_pro_rede', data=df_temp.reset_index(), order=parteien_ordnung)\n", "sns.despine()\n", "sns.set(font_scale=1.5)\n", "sns.plt.title('Durchschnittliche Anzahl an Worten pro Rede je Partei')\n", "sns.set(font_scale=1)\n", "sns.axlabel('Partei', 'Wörter pro Rede')\n", "sns.plt.savefig('woerter_pro_rede_je_partei.svg')" ] }, { "cell_type": "code", "execution_count": 74, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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datum20062007200820092010201120122013201420152016
redner_partei
Regierung9.39100011.0101468.8711179.2937979.7779568.7563539.3852408.54452610.2213309.8719467.312727
SPÖ5.6394054.3404794.4218774.2396894.4336624.6774414.6143634.8189554.6077744.6909734.569870
ÖVP5.3840514.1495804.0157144.6449614.6172384.7675035.0040504.8725184.7843304.8646794.488947
\n", "
" ], "text/plain": [ "datum 2006 2007 2008 2009 2010 2011 \\\n", "redner_partei \n", "Regierung 9.391000 11.010146 8.871117 9.293797 9.777956 8.756353 \n", "SPÖ 5.639405 4.340479 4.421877 4.239689 4.433662 4.677441 \n", "ÖVP 5.384051 4.149580 4.015714 4.644961 4.617238 4.767503 \n", "\n", "datum 2012 2013 2014 2015 2016 \n", "redner_partei \n", "Regierung 9.385240 8.544526 10.221330 9.871946 7.312727 \n", "SPÖ 4.614363 4.818955 4.607774 4.690973 4.569870 \n", "ÖVP 5.004050 4.872518 4.784330 4.864679 4.488947 " ] }, "execution_count": 74, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_temp = (df.groupby([df.datum.dt.year, 'redner_partei'])\n", " .agg({'rede_anzahl_woerter': 'sum', 'key': 'count'})\n", " .rename(columns={'rede_anzahl_woerter': 'woerter', 'key': 'reden'}))\n", "df_temp['woerter_pro_rede'] = df_temp['woerter'] / df_temp['reden']\n", "df_temp = df_temp.woerter_pro_rede\n", "df_temp = df_temp.unstack()\n", "df_temp = df_temp / 100\n", "df_temp = df_temp[parteien_ordnung]\n", "df_temp = df_temp.transpose()\n", "df_temp[:3]" ] }, { "cell_type": "code", "execution_count": 75, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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XqyAIgiAIQiknWugEQRAEQRDUoDjH14oKnSAIgiAIghrIZMXXESq6XAVBEARB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\nhZbLmppduwKwecKiUk7ycH2W6ArZH16d94iepWvYd7oR1Wldp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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(context='talk', style='whitegrid', palette=sns.xkcd_palette(parteien_farben))\n", "sns.heatmap(df_temp, annot=True, linewidths=.5)\n", "sns.despine()\n", "sns.set(font_scale=1.5)\n", "sns.plt.title('Durchschnittliche Wörter pro Rede (in 100 Wörtern)')\n", "sns.set(font_scale=1)\n", "sns.axlabel('Jahr', 'Partei')\n", "#sns.plt.savefig('geschlecht.svg')" ] }, { "cell_type": "code", "execution_count": 76, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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datumkeyperioderedesitzungrede_txtredner_anrederedner_nameredner_parteirede_anzahl_woerter
97042009-07-10XXIV_NRSITZ_00032XXIVBerichterstatter Jakob Auer: Herr Präsident! M...32. Sitzung des\\r\\nNationalrates der Republik ...Herr Präsident! Meine sehr verehrten Damen und...BerichterstatterJakob AuerAndere9546
79802011-10-20XXIV_NRSITZ_00124XXIVBundesministerin für Finanzen Mag. Dr. Maria T...124. Sitzung des\\r\\nNationalrates der Republik...Sehr geehrter Herr Bundespräsident! Sehr geehr...Bundesministerin für FinanzenMag. Dr. Maria Theresia FekterRegierung8508
50412010-11-30XXIV_NRSITZ_00086XXIVBundesminister für Finanzen Vizekanzler Dipl.-...86. Sitzung des\\r\\nNationalrates der Republik ...Sehr geehrter Herr Bundespräsident! Frau Präsi...Bundesminister für Finanzen VizekanzlerDipl.-Ing. Josef PröllRegierung8201
94882009-04-21XXIV_NRSITZ_00019XXIVBundesminister für Finanzen Vizekanzler Dipl.-...19. Sitzung des\\r\\nNationalrates der Republik ...Sehr geehrter Herr Bundespräsident! Frau Präsi...Bundesminister für Finanzen VizekanzlerDipl.-Ing. Josef PröllRegierung7760
103822014-04-29XXV_NRSITZ_00021XXVBundesminister für Finanzen Vizekanzler Dr. Mi...21. Sitzung des\\r\\nNationalrates der Republik ...Sehr geschätzter Herr Bundespräsident! Frau Pr...Bundesminister für Finanzen VizekanzlerDr. Michael SpindeleggerRegierung7580
151392007-03-29XXIII_NRSITZ_00017XXIIIBundesminister für Finanzen Vizekanzler Mag. W...17. Sitzung des Nationalrates der Republik Öst...Grüß Gott, meine Damen und Herren! Sehr geehrt...Bundesminister für Finanzen VizekanzlerMag. Wilhelm MoltererRegierung7154
52222012-10-16XXIV_NRSITZ_00173XXIVBundesministerin für Finanzen Mag. Dr. Maria T...173. Sitzung des\\r\\nNationalrates der Republik...Stabile Finanzen durch Reformen, Wachstum durc...Bundesministerin für FinanzenMag. Dr. Maria Theresia FekterRegierung7058
260272015-10-14XXV_NRSITZ_00096XXVBundesminister für Finanzen Dr. Johann Georg S...96. Sitzung des\\r\\nNationalrates der Republik ...Liebe Österreicherinnen und Österreicher! Gesc...Bundesminister für FinanzenDr. Johann Georg SchellingRegierung7013
30222007-01-17XXIII_NRSITZ_00009XXIIIBundeskanzler Dr. Alfred Gusenbauer: Sehr vere...9. Sitzung des Nationalrates der Republik Öste...Sehr verehrter Herr Bundespräsident! Frau Präs...BundeskanzlerDr. Alfred GusenbauerRegierung6669
9252008-12-03XXIV_NRSITZ_00006XXIVAbgeordneter Fritz Neugebauer (ÖVP): Ich danke...6. Sitzung des Nationalrates\\r\\nder Republik Ö...Ich danke für die Zustimmung und nehme die Wah...AbgeordneterFritz NeugebauerÖVP5958
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" ], "text/plain": [ " datum key periode \\\n", "9704 2009-07-10 XXIV_NRSITZ_00032 XXIV \n", "7980 2011-10-20 XXIV_NRSITZ_00124 XXIV \n", "5041 2010-11-30 XXIV_NRSITZ_00086 XXIV \n", "9488 2009-04-21 XXIV_NRSITZ_00019 XXIV \n", "10382 2014-04-29 XXV_NRSITZ_00021 XXV \n", "15139 2007-03-29 XXIII_NRSITZ_00017 XXIII \n", "5222 2012-10-16 XXIV_NRSITZ_00173 XXIV \n", "26027 2015-10-14 XXV_NRSITZ_00096 XXV \n", "3022 2007-01-17 XXIII_NRSITZ_00009 XXIII \n", "925 2008-12-03 XXIV_NRSITZ_00006 XXIV \n", "\n", " rede \\\n", "9704 Berichterstatter Jakob Auer: Herr Präsident! M... \n", "7980 Bundesministerin für Finanzen Mag. Dr. Maria T... \n", "5041 Bundesminister für Finanzen Vizekanzler Dipl.-... \n", "9488 Bundesminister für Finanzen Vizekanzler Dipl.-... \n", "10382 Bundesminister für Finanzen Vizekanzler Dr. Mi... \n", "15139 Bundesminister für Finanzen Vizekanzler Mag. W... \n", "5222 Bundesministerin für Finanzen Mag. Dr. Maria T... \n", "26027 Bundesminister für Finanzen Dr. Johann Georg S... \n", "3022 Bundeskanzler Dr. Alfred Gusenbauer: Sehr vere... \n", "925 Abgeordneter Fritz Neugebauer (ÖVP): Ich danke... \n", "\n", " sitzung \\\n", "9704 32. Sitzung des\\r\\nNationalrates der Republik ... \n", "7980 124. Sitzung des\\r\\nNationalrates der Republik... \n", "5041 86. Sitzung des\\r\\nNationalrates der Republik ... \n", "9488 19. Sitzung des\\r\\nNationalrates der Republik ... \n", "10382 21. Sitzung des\\r\\nNationalrates der Republik ... \n", "15139 17. Sitzung des Nationalrates der Republik Öst... \n", "5222 173. Sitzung des\\r\\nNationalrates der Republik... \n", "26027 96. Sitzung des\\r\\nNationalrates der Republik ... \n", "3022 9. Sitzung des Nationalrates der Republik Öste... \n", "925 6. Sitzung des Nationalrates\\r\\nder Republik Ö... \n", "\n", " rede_txt \\\n", "9704 Herr Präsident! Meine sehr verehrten Damen und... \n", "7980 Sehr geehrter Herr Bundespräsident! Sehr geehr... \n", "5041 Sehr geehrter Herr Bundespräsident! Frau Präsi... \n", "9488 Sehr geehrter Herr Bundespräsident! Frau Präsi... \n", "10382 Sehr geschätzter Herr Bundespräsident! Frau Pr... \n", "15139 Grüß Gott, meine Damen und Herren! Sehr geehrt... \n", "5222 Stabile Finanzen durch Reformen, Wachstum durc... \n", "26027 Liebe Österreicherinnen und Österreicher! Gesc... \n", "3022 Sehr verehrter Herr Bundespräsident! Frau Präs... \n", "925 Ich danke für die Zustimmung und nehme die Wah... \n", "\n", " redner_anrede \\\n", "9704 Berichterstatter \n", "7980 Bundesministerin für Finanzen \n", "5041 Bundesminister für Finanzen Vizekanzler \n", "9488 Bundesminister für Finanzen Vizekanzler \n", "10382 Bundesminister für Finanzen Vizekanzler \n", "15139 Bundesminister für Finanzen Vizekanzler \n", "5222 Bundesministerin für Finanzen \n", "26027 Bundesminister für Finanzen \n", "3022 Bundeskanzler \n", "925 Abgeordneter \n", "\n", " redner_name redner_partei rede_anzahl_woerter \n", "9704 Jakob Auer Andere 9546 \n", "7980 Mag. Dr. Maria Theresia Fekter Regierung 8508 \n", "5041 Dipl.-Ing. Josef Pröll Regierung 8201 \n", "9488 Dipl.-Ing. Josef Pröll Regierung 7760 \n", "10382 Dr. Michael Spindelegger Regierung 7580 \n", "15139 Mag. Wilhelm Molterer Regierung 7154 \n", "5222 Mag. Dr. Maria Theresia Fekter Regierung 7058 \n", "26027 Dr. Johann Georg Schelling Regierung 7013 \n", "3022 Dr. Alfred Gusenbauer Regierung 6669 \n", "925 Fritz Neugebauer ÖVP 5958 " ] }, "execution_count": 76, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.sort_values(by='rede_anzahl_woerter', ascending=False)[:10]" ] }, { "cell_type": "code", "execution_count": 77, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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datumParteirede_anzahl_woerter
02006Andere1.263112
12006BZÖ14.180664
22006FPÖ18.936166
\n", "
" ], "text/plain": [ " datum Partei rede_anzahl_woerter\n", "0 2006 Andere 1.263112\n", "1 2006 BZÖ 14.180664\n", "2 2006 FPÖ 18.936166" ] }, "execution_count": 77, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df_temp = df.groupby([df.datum.dt.year, 'redner_partei'])[['rede_anzahl_woerter']].sum().unstack()\n", "\n", "df_temp = df_temp.apply(lambda x: x / np.sum(x), axis=1) * 100\n", "\n", "df_temp = df_temp.stack().reset_index()\n", "df_temp = df_temp.rename(columns={'redner_partei': 'Partei', '0': 'rede_anzahl_woerter'})\n", "df_temp[:3]" ] }, { "cell_type": "code", "execution_count": 78, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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KuXMLuVMpg8GAkd16YE1uDKRmj0DyjLAfEzYzRNZqyM99he/ffAwPPfOM/Zgt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