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@panisson
Last active February 19, 2016 14:48
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"\n",
"import pandas as pd"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"df = pd.read_csv(\"http://mqscores.berkeley.edu/media/2014/justices.csv\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"df['year'] = pd.to_datetime(df.term, format='%Y')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>term</th>\n",
" <th>justice</th>\n",
" <th>justiceName</th>\n",
" <th>code</th>\n",
" <th>post_mn</th>\n",
" <th>post_sd</th>\n",
" <th>post_med</th>\n",
" <th>post_025</th>\n",
" <th>post_975</th>\n",
" <th>year</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2005</td>\n",
" <td>112</td>\n",
" <td>Alito</td>\n",
" <td>ALTO</td>\n",
" <td>1.523</td>\n",
" <td>0.369</td>\n",
" <td>1.516</td>\n",
" <td>0.818</td>\n",
" <td>2.248</td>\n",
" <td>2005-01-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2006</td>\n",
" <td>112</td>\n",
" <td>Alito</td>\n",
" <td>ALTO</td>\n",
" <td>1.536</td>\n",
" <td>0.310</td>\n",
" <td>1.524</td>\n",
" <td>0.961</td>\n",
" <td>2.172</td>\n",
" <td>2006-01-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2007</td>\n",
" <td>112</td>\n",
" <td>Alito</td>\n",
" <td>ALTO</td>\n",
" <td>1.620</td>\n",
" <td>0.306</td>\n",
" <td>1.608</td>\n",
" <td>1.040</td>\n",
" <td>2.242</td>\n",
" <td>2007-01-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2008</td>\n",
" <td>112</td>\n",
" <td>Alito</td>\n",
" <td>ALTO</td>\n",
" <td>1.839</td>\n",
" <td>0.305</td>\n",
" <td>1.830</td>\n",
" <td>1.262</td>\n",
" <td>2.454</td>\n",
" <td>2008-01-01</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2009</td>\n",
" <td>112</td>\n",
" <td>Alito</td>\n",
" <td>ALTO</td>\n",
" <td>1.874</td>\n",
" <td>0.324</td>\n",
" <td>1.864</td>\n",
" <td>1.257</td>\n",
" <td>2.530</td>\n",
" <td>2009-01-01</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" term justice justiceName code post_mn post_sd post_med post_025 \\\n",
"0 2005 112 Alito ALTO 1.523 0.369 1.516 0.818 \n",
"1 2006 112 Alito ALTO 1.536 0.310 1.524 0.961 \n",
"2 2007 112 Alito ALTO 1.620 0.306 1.608 1.040 \n",
"3 2008 112 Alito ALTO 1.839 0.305 1.830 1.262 \n",
"4 2009 112 Alito ALTO 1.874 0.324 1.864 1.257 \n",
"\n",
" post_975 year \n",
"0 2.248 2005-01-01 \n",
"1 2.172 2006-01-01 \n",
"2 2.242 2007-01-01 \n",
"3 2.454 2008-01-01 \n",
"4 2.530 2009-01-01 "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x1140e9e10>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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Ufu9HR0dz6NAh3n///XKNQafToapqpbkwI0m3EML8CgoMie2sWdCjB1SrBq+8YqjBfucd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\ncvNBvmQAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x114105bd0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figure(figsize=(10,5))\n",
"df.set_index('year').groupby('justiceName').post_med.plot()\n",
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, ncol=3)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x1141a82d0>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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qRo4cqelSJOkRsmWsFHyw4wO61OhC77q9NVrH0aNHGTNmDBYWFqxatUqGsArs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\nNfDCDRi/AAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x114707110>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df [df.justiceName.isin([\"Thomas\", \"Scalia\", \"Roberts\", \"Kennedy\", \"Ginsburg\", \n",
" \"Sotomayor\", \"Breyer\", \"Alito\", \"Kagan\"])].set_index('year').groupby('justiceName').post_med.plot()\n",
"plt.legend(bbox_to_anchor=(1.05, 1), loc=2, ncol=2)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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0qleVlf5NplMd//nx86X5Kj79Jtf+/nx6k/tLKelPkb666U33X1r6h378SX+7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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x11001ef10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"df.boxplot('post_med', by='year', figsize=(10,5))\n",
"xticks([]);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.9"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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