exploration.ipynb

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   "source": [
    "import functions as f\n",
    "import os\n",
    "import seaborn as sns\n",
    "import pandas as pd\n",
    "\n",
    "%matplotlib inline\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "sns.set_style('darkgrid')\n",
    "\n",
    "pd.set_option('display.max_columns', 30)"
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  {
   "cell_type": "markdown",
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   "source": [
    "# Import, plot GSS data"
   ]
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   "execution_count": 138,
   "metadata": {
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded 57061 rows...\n",
      "Done!\n"
     ]
    }
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   "source": [
    "# choose cols to import. goes very slowly if you try to import everything, and some cols make it error. see file\n",
    "import_cols = ['attend', 'racdin', 'racmar', 'year', 'raclive', 'racdif1', 'racdif2', 'racdif3', 'racdif4', 'intlblks', 'intlwhts', 'affrmact', 'blkjobs', 'blkhouse', 'hsphouse', 'hspjobs', 'asnhouse', 'asnjobs', 'oth1', 'wkracism', 'wksexism', 'helpblk', 'fejobaff', 'discaff', 'jobaff', 'affact', 'discaffm', 'discaffw']\n",
    "# these seem like all of the relevant categories. Some of them don't plot nicely yet.\n",
    "\n",
    "# make sure that in your repo, there is a symlink (named 'data') to the real 'data' folder\n",
    "def data_loc(filename):\n",
    "    import os\n",
    "    return os.path.join(os.readlink('data'), filename)\n",
    "\n",
    "# if you make changes to functions.py, use this before running anything:\n",
    "reload(f)\n",
    "\n",
    "# chunksize must be None or >= 57061 rows (for GSS), because of pandas flaw\n",
    "gss = f.load_dta(data_loc('GSS7212_R2.DTA'), chunksize = None, columns = import_cols)"
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   "metadata": {},
   "source": [
    "## yes-no [coded as -1, 1]"
   ]
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   "execution_count": 41,
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   "source": [
    "reload(f)\n",
    "ax = f.plot_time_series(gss, 'racmar', title='Do you think there should be laws against marriages between blacks and whites?')"
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  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## strong, mild, no [coded as -1, 0, 1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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    "## categorical [coded as positive integers]"
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   "execution_count": 42,
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   "source": [
    "f.plot_time_series(gss, 'attend', title='How often do you attend religious services?')"
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   "metadata": {},
   "source": [
    "# Import, plot court case data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
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   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loaded 153 rows...\n",
      "Done!\n",
      "Loaded 308 rows...\n",
      "Done!\n"
     ]
    }
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   "source": [
    "# choose cols to import. goes very slowly if you try to import everything, and some cols make it error. see file\n",
    "# import_cols = ['attend', 'racdin', 'racmar', 'year']\n",
    "\n",
    "# chunksize must be None or >= 57061 rows (for GSS), because of pandas flaw\n",
    "aff_ac = f.load_dta(data_loc('Circuit Cases/affirmative_action_panel_level.dta'), chunksize = None)\n",
    "race_discr = f.load_dta(data_loc('Circuit Cases/race_discrimination_panel_level.dta'), chunksize = None)\n",
    "\n",
    "# join the two datasets, convert the date\n",
    "joint = pd.concat([aff_ac, race_discr]) \n",
    "joint['date'] = pd.to_datetime(joint.year.astype(int)*10000 + joint.month.astype(int)*100 + np.random.randint(1, 29, size = len(joint)), format='%Y%m%d')"
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   ],
   "source": [
    "f.plot_court_cases(joint, title = 'affirmative action and race discrimination cases')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# [World Values Survey](http://www.worldvaluessurvey.org/wvs.jsp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
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       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>S001</th>\n",
       "      <th>S002</th>\n",
       "      <th>S003</th>\n",
       "      <th>S003A</th>\n",
       "      <th>S004</th>\n",
       "      <th>S006</th>\n",
       "      <th>S007</th>\n",
       "      <th>S008</th>\n",
       "      <th>S009</th>\n",
       "      <th>S010</th>\n",
       "      <th>...</th>\n",
       "      <th>X051</th>\n",
       "      <th>X052</th>\n",
       "      <th>X053</th>\n",
       "      <th>X054</th>\n",
       "      <th>X055</th>\n",
       "      <th>Y001</th>\n",
       "      <th>Y002</th>\n",
       "      <th>Y003</th>\n",
       "      <th>tradrat5</th>\n",
       "      <th>survself</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
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       "      <td>Obedience/Religious Faith</td>\n",
       "      <td>-0.675966</td>\n",
       "      <td>0.195161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>wvs</td>\n",
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       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Materialist</td>\n",
       "      <td>-1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.505649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Materialist</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.574711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Postmaterialist</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Materialist</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
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       "      <td>6</td>\n",
       "      <td>6</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
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       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Materialist</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
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       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Materialist</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.165953</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.799545</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>0</td>\n",
       "      <td>0.301157</td>\n",
       "      <td>-0.662048</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>-1</td>\n",
       "      <td>-0.373557</td>\n",
       "      <td>0.142138</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
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       "      <td>12</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Postmaterialist</td>\n",
       "      <td>0</td>\n",
       "      <td>1.915896</td>\n",
       "      <td>-0.488742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
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       "      <td>13</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Postmaterialist</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
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       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Materialist</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>wvs</td>\n",
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       "      <td>\"Argentina\"</td>\n",
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       "      <td>15</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Materialist</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>wvs</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Materialist</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.874671</td>\n",
       "      <td>0.299767</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Postmaterialist</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Materialist</td>\n",
       "      <td>-1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Materialist</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.423987</td>\n",
       "      <td>0.007094</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Postmaterialist</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Postmaterialist</td>\n",
       "      <td>Determination, perseverance/Independence</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>71</td>\n",
       "      <td>71</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Materialist</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.535639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>73</td>\n",
       "      <td>73</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>74</td>\n",
       "      <td>74</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Materialist</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>75</td>\n",
       "      <td>75</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Materialist</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.825993</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>76</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.306552</td>\n",
       "      <td>0.146743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Materialist</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.535639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>78</td>\n",
       "      <td>78</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>79</td>\n",
       "      <td>79</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>80</td>\n",
       "      <td>80</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>81</td>\n",
       "      <td>81</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>82</td>\n",
       "      <td>82</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>83</td>\n",
       "      <td>83</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>0</td>\n",
       "      <td>0.055847</td>\n",
       "      <td>0.723799</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>84</td>\n",
       "      <td>84</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Materialist</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-0.216652</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>Determination, perseverance/Independence</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.162941</td>\n",
       "      <td>-0.899477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>87</td>\n",
       "      <td>87</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Materialist</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>88</td>\n",
       "      <td>88</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>Determination, perseverance/Independence</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.150440</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>90</td>\n",
       "      <td>90</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>0</td>\n",
       "      <td>0.982150</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>91</td>\n",
       "      <td>91</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Postmaterialist</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Postmaterialist</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>94</td>\n",
       "      <td>94</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>0</td>\n",
       "      <td>-0.493382</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>95</td>\n",
       "      <td>95</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>-1</td>\n",
       "      <td>1.315664</td>\n",
       "      <td>-0.391627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>96</td>\n",
       "      <td>96</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>97</td>\n",
       "      <td>97</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>98</td>\n",
       "      <td>98</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Mixed</td>\n",
       "      <td>Obedience/Religious Faith</td>\n",
       "      <td>-0.308349</td>\n",
       "      <td>0.898042</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>99</td>\n",
       "      <td>99</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Postmaterialist</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>wvs</td>\n",
       "      <td>1981-1984</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>\"Argentina\"</td>\n",
       "      <td>1</td>\n",
       "      <td>100</td>\n",
       "      <td>100</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Materialist</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 1079 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   S001       S002         S003        S003A S004 S006 S007 S008 S009 S010  \\\n",
       "0   wvs  1981-1984  \"Argentina\"  \"Argentina\"    1    1    1  NaN   AR  NaN   \n",
       "1   wvs  1981-1984  \"Argentina\"  \"Argentina\"    1    2    2  NaN   AR  NaN   \n",
       "2   wvs  1981-1984  \"Argentina\"  \"Argentina\"    1    3    3  NaN   AR  NaN   \n",
       "3   wvs  1981-1984  \"Argentina\"  \"Argentina\"    1    4    4  NaN   AR  NaN   \n",
       "4   wvs  1981-1984  \"Argentina\"  \"Argentina\"    1    5    5  NaN   AR  NaN   \n",
       "5   wvs  1981-1984  \"Argentina\"  \"Argentina\"    1    6    6  NaN   AR  NaN   \n",
       "6   wvs  1981-1984  \"Argentina\"  \"Argentina\"    1    7    7  NaN   AR  NaN   \n",
       "7   wvs  1981-1984  \"Argentina\"  \"Argentina\"    1    8    8  NaN   AR  NaN   \n",
       "8   wvs  1981-1984  \"Argentina\"  \"Argentina\"    1    9    9  NaN   AR  NaN   \n",
       "9   wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   10   10  NaN   AR  NaN   \n",
       "10  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   11   11  NaN   AR  NaN   \n",
       "11  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   12   12  NaN   AR  NaN   \n",
       "12  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   13   13  NaN   AR  NaN   \n",
       "13  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   14   14  NaN   AR  NaN   \n",
       "14  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   15   15  NaN   AR  NaN   \n",
       "15  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   16   16  NaN   AR  NaN   \n",
       "16  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   17   17  NaN   AR  NaN   \n",
       "17  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   18   18  NaN   AR  NaN   \n",
       "18  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   19   19  NaN   AR  NaN   \n",
       "19  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   20   20  NaN   AR  NaN   \n",
       "20  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   21   21  NaN   AR  NaN   \n",
       "21  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   22   22  NaN   AR  NaN   \n",
       "22  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   23   23  NaN   AR  NaN   \n",
       "23  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   24   24  NaN   AR  NaN   \n",
       "24  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   25   25  NaN   AR  NaN   \n",
       "25  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   26   26  NaN   AR  NaN   \n",
       "26  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   27   27  NaN   AR  NaN   \n",
       "27  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   28   28  NaN   AR  NaN   \n",
       "28  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   29   29  NaN   AR  NaN   \n",
       "29  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   30   30  NaN   AR  NaN   \n",
       "..  ...        ...          ...          ...  ...  ...  ...  ...  ...  ...   \n",
       "70  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   71   71  NaN   AR  NaN   \n",
       "71  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   72   72  NaN   AR  NaN   \n",
       "72  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   73   73  NaN   AR  NaN   \n",
       "73  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   74   74  NaN   AR  NaN   \n",
       "74  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   75   75  NaN   AR  NaN   \n",
       "75  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   76   76  NaN   AR  NaN   \n",
       "76  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   77   77  NaN   AR  NaN   \n",
       "77  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   78   78  NaN   AR  NaN   \n",
       "78  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   79   79  NaN   AR  NaN   \n",
       "79  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   80   80  NaN   AR  NaN   \n",
       "80  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   81   81  NaN   AR  NaN   \n",
       "81  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   82   82  NaN   AR  NaN   \n",
       "82  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   83   83  NaN   AR  NaN   \n",
       "83  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   84   84  NaN   AR  NaN   \n",
       "84  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   85   85  NaN   AR  NaN   \n",
       "85  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   86   86  NaN   AR  NaN   \n",
       "86  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   87   87  NaN   AR  NaN   \n",
       "87  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   88   88  NaN   AR  NaN   \n",
       "88  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   89   89  NaN   AR  NaN   \n",
       "89  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   90   90  NaN   AR  NaN   \n",
       "90  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   91   91  NaN   AR  NaN   \n",
       "91  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   92   92  NaN   AR  NaN   \n",
       "92  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   93   93  NaN   AR  NaN   \n",
       "93  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   94   94  NaN   AR  NaN   \n",
       "94  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   95   95  NaN   AR  NaN   \n",
       "95  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   96   96  NaN   AR  NaN   \n",
       "96  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   97   97  NaN   AR  NaN   \n",
       "97  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   98   98  NaN   AR  NaN   \n",
       "98  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1   99   99  NaN   AR  NaN   \n",
       "99  wvs  1981-1984  \"Argentina\"  \"Argentina\"    1  100  100  NaN   AR  NaN   \n",
       "\n",
       "      ...    X051 X052 X053 X054 X055 Y001             Y002  \\\n",
       "0     ...     NaN  NaN  NaN  NaN  NaN  NaN      Materialist   \n",
       "1     ...     NaN  NaN  NaN  NaN  NaN  NaN      Materialist   \n",
       "2     ...     NaN  NaN  NaN  NaN  NaN  NaN      Materialist   \n",
       "3     ...     NaN  NaN  NaN  NaN  NaN  NaN  Postmaterialist   \n",
       "4     ...     NaN  NaN  NaN  NaN  NaN  NaN      Materialist   \n",
       "5     ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "6     ...     NaN  NaN  NaN  NaN  NaN  NaN      Materialist   \n",
       "7     ...     NaN  NaN  NaN  NaN  NaN  NaN      Materialist   \n",
       "8     ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "9     ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "10    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "11    ...     NaN  NaN  NaN  NaN  NaN  NaN  Postmaterialist   \n",
       "12    ...     NaN  NaN  NaN  NaN  NaN  NaN  Postmaterialist   \n",
       "13    ...     NaN  NaN  NaN  NaN  NaN  NaN      Materialist   \n",
       "14    ...     NaN  NaN  NaN  NaN  NaN  NaN      Materialist   \n",
       "15    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "16    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "17    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "18    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "19    ...     NaN  NaN  NaN  NaN  NaN  NaN              NaN   \n",
       "20    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "21    ...     NaN  NaN  NaN  NaN  NaN  NaN      Materialist   \n",
       "22    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "23    ...     NaN  NaN  NaN  NaN  NaN  NaN  Postmaterialist   \n",
       "24    ...     NaN  NaN  NaN  NaN  NaN  NaN      Materialist   \n",
       "25    ...     NaN  NaN  NaN  NaN  NaN  NaN      Materialist   \n",
       "26    ...     NaN  NaN  NaN  NaN  NaN  NaN              NaN   \n",
       "27    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "28    ...     NaN  NaN  NaN  NaN  NaN  NaN  Postmaterialist   \n",
       "29    ...     NaN  NaN  NaN  NaN  NaN  NaN  Postmaterialist   \n",
       "..    ...     ...  ...  ...  ...  ...  ...              ...   \n",
       "70    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "71    ...     NaN  NaN  NaN  NaN  NaN  NaN      Materialist   \n",
       "72    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "73    ...     NaN  NaN  NaN  NaN  NaN  NaN      Materialist   \n",
       "74    ...     NaN  NaN  NaN  NaN  NaN  NaN      Materialist   \n",
       "75    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "76    ...     NaN  NaN  NaN  NaN  NaN  NaN      Materialist   \n",
       "77    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "78    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "79    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "80    ...     NaN  NaN  NaN  NaN  NaN  NaN              NaN   \n",
       "81    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "82    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "83    ...     NaN  NaN  NaN  NaN  NaN  NaN      Materialist   \n",
       "84    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "85    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "86    ...     NaN  NaN  NaN  NaN  NaN  NaN      Materialist   \n",
       "87    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "88    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "89    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "90    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "91    ...     NaN  NaN  NaN  NaN  NaN  NaN  Postmaterialist   \n",
       "92    ...     NaN  NaN  NaN  NaN  NaN  NaN  Postmaterialist   \n",
       "93    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "94    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "95    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "96    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "97    ...     NaN  NaN  NaN  NaN  NaN  NaN            Mixed   \n",
       "98    ...     NaN  NaN  NaN  NaN  NaN  NaN  Postmaterialist   \n",
       "99    ...     NaN  NaN  NaN  NaN  NaN  NaN      Materialist   \n",
       "\n",
       "                                        Y003  tradrat5  survself  \n",
       "0                  Obedience/Religious Faith -0.675966  0.195161  \n",
       "1                                         -1       NaN -0.505649  \n",
       "2                                          0       NaN -0.574711  \n",
       "3                                          1       NaN       NaN  \n",
       "4                                          1       NaN       NaN  \n",
       "5                                          1       NaN       NaN  \n",
       "6                                          1       NaN       NaN  \n",
       "7                                          0 -0.165953       NaN  \n",
       "8                                          0 -0.799545       NaN  \n",
       "9                                          0  0.301157 -0.662048  \n",
       "10                                        -1 -0.373557  0.142138  \n",
       "11                                         0  1.915896 -0.488742  \n",
       "12                                         0       NaN       NaN  \n",
       "13                                         1       NaN       NaN  \n",
       "14                                         1       NaN       NaN  \n",
       "15                                         1       NaN       NaN  \n",
       "16                                         1       NaN       NaN  \n",
       "17                                         1       NaN       NaN  \n",
       "18                                         0       NaN       NaN  \n",
       "19                                        -1       NaN       NaN  \n",
       "20                                         0       NaN       NaN  \n",
       "21                                        -1  0.874671  0.299767  \n",
       "22                                         1       NaN       NaN  \n",
       "23                                         1       NaN       NaN  \n",
       "24                                        -1       NaN       NaN  \n",
       "25                                         1       NaN       NaN  \n",
       "26                                        -1       NaN       NaN  \n",
       "27                                        -1  1.423987  0.007094  \n",
       "28                                         1       NaN       NaN  \n",
       "29  Determination, perseverance/Independence       NaN       NaN  \n",
       "..                                       ...       ...       ...  \n",
       "70                                         1       NaN       NaN  \n",
       "71                                         0       NaN  0.535639  \n",
       "72                                         1       NaN       NaN  \n",
       "73                                         1       NaN       NaN  \n",
       "74                                         0 -0.825993       NaN  \n",
       "75                                         0 -0.306552  0.146743  \n",
       "76                                         0       NaN  0.535639  \n",
       "77                                         1       NaN       NaN  \n",
       "78                                         1       NaN       NaN  \n",
       "79                                         1       NaN       NaN  \n",
       "80                                         1       NaN       NaN  \n",
       "81                                         0       NaN       NaN  \n",
       "82                                         0  0.055847  0.723799  \n",
       "83                                         0       NaN -0.216652  \n",
       "84  Determination, perseverance/Independence       NaN       NaN  \n",
       "85                                         0 -0.162941 -0.899477  \n",
       "86                                         1       NaN       NaN  \n",
       "87  Determination, perseverance/Independence       NaN       NaN  \n",
       "88                                         0 -0.150440       NaN  \n",
       "89                                         0  0.982150       NaN  \n",
       "90                                         1       NaN       NaN  \n",
       "91                                         1       NaN       NaN  \n",
       "92                                         1       NaN       NaN  \n",
       "93                                         0 -0.493382       NaN  \n",
       "94                                        -1  1.315664 -0.391627  \n",
       "95                                         1       NaN       NaN  \n",
       "96                                         1       NaN       NaN  \n",
       "97                 Obedience/Religious Faith -0.308349  0.898042  \n",
       "98                                         1       NaN       NaN  \n",
       "99                                         1       NaN       NaN  \n",
       "\n",
       "[100 rows x 1079 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.dta_preview(data_loc('wvs1981_2008_v20090914_stata.dta'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# [US General social survey](http://gss.norc.org/Documents/other/GSS-NDI%20Codebook.pdf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>year</th>\n",
       "      <th>id</th>\n",
       "      <th>wrkstat</th>\n",
       "      <th>hrs1</th>\n",
       "      <th>hrs2</th>\n",
       "      <th>evwork</th>\n",
       "      <th>occ</th>\n",
       "      <th>prestige</th>\n",
       "      <th>wrkslf</th>\n",
       "      <th>wrkgovt</th>\n",
       "      <th>...</th>\n",
       "      <th>spaneng</th>\n",
       "      <th>res2006</th>\n",
       "      <th>cshutyp06</th>\n",
       "      <th>cshutyp08</th>\n",
       "      <th>cshutyp10</th>\n",
       "      <th>wtss</th>\n",
       "      <th>wtssnr</th>\n",
       "      <th>wtssall</th>\n",
       "      <th>vstrat</th>\n",
       "      <th>vpsu</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1972</td>\n",
       "      <td>1</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>205.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.4446</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1972</td>\n",
       "      <td>2</td>\n",
       "      <td>retired</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>441.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1972</td>\n",
       "      <td>3</td>\n",
       "      <td>working parttime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>270.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1972</td>\n",
       "      <td>4</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1972</td>\n",
       "      <td>5</td>\n",
       "      <td>keeping house</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>385.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1972</td>\n",
       "      <td>6</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>281.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.4446</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1972</td>\n",
       "      <td>7</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>522.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.4446</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1972</td>\n",
       "      <td>8</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>314.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.4446</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1972</td>\n",
       "      <td>9</td>\n",
       "      <td>working parttime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>912.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.4446</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1972</td>\n",
       "      <td>10</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>984.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>1972</td>\n",
       "      <td>11</td>\n",
       "      <td>keeping house</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>611.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>1972</td>\n",
       "      <td>12</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>902.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.3339</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>1972</td>\n",
       "      <td>13</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>332.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>1972</td>\n",
       "      <td>14</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>981.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.3339</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1972</td>\n",
       "      <td>15</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>690.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1972</td>\n",
       "      <td>16</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>902.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1972</td>\n",
       "      <td>17</td>\n",
       "      <td>school</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>523.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1972</td>\n",
       "      <td>18</td>\n",
       "      <td>keeping house</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>394.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1972</td>\n",
       "      <td>19</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>144.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.3339</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1972</td>\n",
       "      <td>20</td>\n",
       "      <td>school</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.7786</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1972</td>\n",
       "      <td>21</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>245.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>self-employed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1972</td>\n",
       "      <td>22</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>455.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1972</td>\n",
       "      <td>23</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>282.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1972</td>\n",
       "      <td>24</td>\n",
       "      <td>keeping house</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>372.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1972</td>\n",
       "      <td>25</td>\n",
       "      <td>keeping house</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>142.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1972</td>\n",
       "      <td>26</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>643.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1972</td>\n",
       "      <td>27</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>280.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1972</td>\n",
       "      <td>28</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>610.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1972</td>\n",
       "      <td>29</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>623.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1972</td>\n",
       "      <td>30</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>680.0</td>\n",
       "      <td>40.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>1972</td>\n",
       "      <td>71</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>715.0</td>\n",
       "      <td>32.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>1972</td>\n",
       "      <td>72</td>\n",
       "      <td>keeping house</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>341.0</td>\n",
       "      <td>45.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>1972</td>\n",
       "      <td>73</td>\n",
       "      <td>retired</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>785.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>1972</td>\n",
       "      <td>74</td>\n",
       "      <td>keeping house</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>915.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>1972</td>\n",
       "      <td>75</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>753.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.7786</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>1972</td>\n",
       "      <td>76</td>\n",
       "      <td>working parttime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>112.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>1972</td>\n",
       "      <td>77</td>\n",
       "      <td>keeping house</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.3339</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>1972</td>\n",
       "      <td>78</td>\n",
       "      <td>keeping house</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>915.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>1972</td>\n",
       "      <td>79</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>495.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.7786</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>1972</td>\n",
       "      <td>80</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>305.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>1972</td>\n",
       "      <td>81</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>615.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.7786</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>1972</td>\n",
       "      <td>82</td>\n",
       "      <td>working parttime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>391.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>1972</td>\n",
       "      <td>83</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>245.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>self-employed</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.4446</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>1972</td>\n",
       "      <td>84</td>\n",
       "      <td>keeping house</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>395.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>1972</td>\n",
       "      <td>85</td>\n",
       "      <td>school</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>1972</td>\n",
       "      <td>86</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>245.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>1972</td>\n",
       "      <td>87</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>126.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>1972</td>\n",
       "      <td>88</td>\n",
       "      <td>working parttime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>67.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.3339</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>1972</td>\n",
       "      <td>89</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>56.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>1972</td>\n",
       "      <td>90</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>925.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>1972</td>\n",
       "      <td>91</td>\n",
       "      <td>unempl, laid off</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>580.0</td>\n",
       "      <td>47.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>1972</td>\n",
       "      <td>92</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>372.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.3339</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>1972</td>\n",
       "      <td>93</td>\n",
       "      <td>keeping house</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>280.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.3339</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>1972</td>\n",
       "      <td>94</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>280.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>1972</td>\n",
       "      <td>95</td>\n",
       "      <td>keeping house</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>yes</td>\n",
       "      <td>75.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>1972</td>\n",
       "      <td>96</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>245.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>1972</td>\n",
       "      <td>97</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>245.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.3339</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>1972</td>\n",
       "      <td>98</td>\n",
       "      <td>keeping house</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>1972</td>\n",
       "      <td>99</td>\n",
       "      <td>working fulltime</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>233.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>someone else</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>1972</td>\n",
       "      <td>100</td>\n",
       "      <td>keeping house</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>no</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.8893</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 5548 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    year   id           wrkstat hrs1 hrs2 evwork    occ prestige  \\\n",
       "0   1972    1  working fulltime  NaN  NaN    NaN  205.0     50.0   \n",
       "1   1972    2           retired  NaN  NaN    yes  441.0     45.0   \n",
       "2   1972    3  working parttime  NaN  NaN    NaN  270.0     44.0   \n",
       "3   1972    4  working fulltime  NaN  NaN    NaN    1.0     57.0   \n",
       "4   1972    5     keeping house  NaN  NaN    yes  385.0     40.0   \n",
       "5   1972    6  working fulltime  NaN  NaN    NaN  281.0     49.0   \n",
       "6   1972    7  working fulltime  NaN  NaN    NaN  522.0     41.0   \n",
       "7   1972    8  working fulltime  NaN  NaN    NaN  314.0     36.0   \n",
       "8   1972    9  working parttime  NaN  NaN    NaN  912.0     26.0   \n",
       "9   1972   10  working fulltime  NaN  NaN    NaN  984.0     18.0   \n",
       "10  1972   11     keeping house  NaN  NaN    yes  611.0     18.0   \n",
       "11  1972   12  working fulltime  NaN  NaN    NaN  902.0     12.0   \n",
       "12  1972   13  working fulltime  NaN  NaN    NaN  332.0     36.0   \n",
       "13  1972   14  working fulltime  NaN  NaN    NaN  981.0     18.0   \n",
       "14  1972   15  working fulltime  NaN  NaN    NaN  690.0     32.0   \n",
       "15  1972   16  working fulltime  NaN  NaN    NaN  902.0     12.0   \n",
       "16  1972   17            school  NaN  NaN    yes  523.0     41.0   \n",
       "17  1972   18     keeping house  NaN  NaN    yes  394.0     36.0   \n",
       "18  1972   19  working fulltime  NaN  NaN    NaN  144.0     63.0   \n",
       "19  1972   20            school  NaN  NaN     no    NaN      NaN   \n",
       "20  1972   21  working fulltime  NaN  NaN    NaN  245.0     50.0   \n",
       "21  1972   22  working fulltime  NaN  NaN    NaN  455.0     51.0   \n",
       "22  1972   23  working fulltime  NaN  NaN    NaN  282.0     40.0   \n",
       "23  1972   24     keeping house  NaN  NaN    yes  372.0     46.0   \n",
       "24  1972   25     keeping house  NaN  NaN    yes  142.0     60.0   \n",
       "25  1972   26  working fulltime  NaN  NaN    NaN  643.0     19.0   \n",
       "26  1972   27  working fulltime  NaN  NaN    NaN  280.0     34.0   \n",
       "27  1972   28  working fulltime  NaN  NaN    NaN  610.0     36.0   \n",
       "28  1972   29  working fulltime  NaN  NaN    NaN  623.0     22.0   \n",
       "29  1972   30  working fulltime  NaN  NaN    NaN  680.0     40.0   \n",
       "..   ...  ...               ...  ...  ...    ...    ...      ...   \n",
       "70  1972   71  working fulltime  NaN  NaN    NaN  715.0     32.0   \n",
       "71  1972   72     keeping house  NaN  NaN    yes  341.0     45.0   \n",
       "72  1972   73           retired  NaN  NaN    yes  785.0     17.0   \n",
       "73  1972   74     keeping house  NaN  NaN    yes  915.0     20.0   \n",
       "74  1972   75  working fulltime  NaN  NaN    NaN  753.0     17.0   \n",
       "75  1972   76  working parttime  NaN  NaN    NaN  112.0     78.0   \n",
       "76  1972   77     keeping house  NaN  NaN     no    NaN      NaN   \n",
       "77  1972   78     keeping house  NaN  NaN    yes  915.0     20.0   \n",
       "78  1972   79  working fulltime  NaN  NaN    NaN  495.0     35.0   \n",
       "79  1972   80  working fulltime  NaN  NaN    NaN  305.0     48.0   \n",
       "80  1972   81  working fulltime  NaN  NaN    NaN  615.0     27.0   \n",
       "81  1972   82  working parttime  NaN  NaN    NaN  391.0     41.0   \n",
       "82  1972   83  working fulltime  NaN  NaN    NaN  245.0     50.0   \n",
       "83  1972   84     keeping house  NaN  NaN    yes  395.0     36.0   \n",
       "84  1972   85            school  NaN  NaN     no    NaN      NaN   \n",
       "85  1972   86  working fulltime  NaN  NaN    NaN  245.0     50.0   \n",
       "86  1972   87  working fulltime  NaN  NaN    NaN  126.0     78.0   \n",
       "87  1972   88  working parttime  NaN  NaN    NaN   10.0     67.0   \n",
       "88  1972   89  working fulltime  NaN  NaN    NaN   56.0     56.0   \n",
       "89  1972   90  working fulltime  NaN  NaN    NaN  925.0     36.0   \n",
       "90  1972   91  unempl, laid off  NaN  NaN    NaN  580.0     47.0   \n",
       "91  1972   92  working fulltime  NaN  NaN    NaN  372.0     46.0   \n",
       "92  1972   93     keeping house  NaN  NaN    yes  280.0     34.0   \n",
       "93  1972   94  working fulltime  NaN  NaN    NaN  280.0     34.0   \n",
       "94  1972   95     keeping house  NaN  NaN    yes   75.0     62.0   \n",
       "95  1972   96  working fulltime  NaN  NaN    NaN  245.0     50.0   \n",
       "96  1972   97  working fulltime  NaN  NaN    NaN  245.0     50.0   \n",
       "97  1972   98     keeping house  NaN  NaN     no    NaN      NaN   \n",
       "98  1972   99  working fulltime  NaN  NaN    NaN  233.0     50.0   \n",
       "99  1972  100     keeping house  NaN  NaN     no    NaN      NaN   \n",
       "\n",
       "           wrkslf wrkgovt ...  spaneng res2006 cshutyp06 cshutyp08 cshutyp10  \\\n",
       "0    someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "1    someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "2    someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "3    someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "4    someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "5    someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "6    someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "7    someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "8    someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "9    someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "10   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "11   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "12   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "13   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "14   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "15   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "16   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "17   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "18   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "19            NaN     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "20  self-employed     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "21   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "22   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "23   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "24   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "25   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "26   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "27   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "28   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "29   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "..            ...     ... ...      ...     ...       ...       ...       ...   \n",
       "70   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "71   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "72   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "73   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "74   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "75   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "76            NaN     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "77   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "78   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "79   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "80   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "81   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "82  self-employed     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "83   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "84            NaN     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "85   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "86   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "87   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "88   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "89   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "90   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "91   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "92   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "93   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "94   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "95   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "96   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "97            NaN     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "98   someone else     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "99            NaN     NaN ...      NaN     NaN       NaN       NaN       NaN   \n",
       "\n",
       "   wtss wtssnr wtssall vstrat vpsu  \n",
       "0   1.0    1.0  0.4446    NaN  NaN  \n",
       "1   1.0    1.0  0.8893    NaN  NaN  \n",
       "2   1.0    1.0  0.8893    NaN  NaN  \n",
       "3   1.0    1.0  0.8893    NaN  NaN  \n",
       "4   1.0    1.0  0.8893    NaN  NaN  \n",
       "5   1.0    1.0  0.4446    NaN  NaN  \n",
       "6   1.0    1.0  0.4446    NaN  NaN  \n",
       "7   1.0    1.0  0.4446    NaN  NaN  \n",
       "8   1.0    1.0  0.4446    NaN  NaN  \n",
       "9   1.0    1.0  0.8893    NaN  NaN  \n",
       "10  1.0    1.0  0.8893    NaN  NaN  \n",
       "11  1.0    1.0  1.3339    NaN  NaN  \n",
       "12  1.0    1.0  0.8893    NaN  NaN  \n",
       "13  1.0    1.0  1.3339    NaN  NaN  \n",
       "14  1.0    1.0  0.8893    NaN  NaN  \n",
       "15  1.0    1.0  0.8893    NaN  NaN  \n",
       "16  1.0    1.0  0.8893    NaN  NaN  \n",
       "17  1.0    1.0  0.8893    NaN  NaN  \n",
       "18  1.0    1.0  1.3339    NaN  NaN  \n",
       "19  1.0    1.0  1.7786    NaN  NaN  \n",
       "20  1.0    1.0  0.8893    NaN  NaN  \n",
       "21  1.0    1.0  0.8893    NaN  NaN  \n",
       "22  1.0    1.0  0.8893    NaN  NaN  \n",
       "23  1.0    1.0  0.8893    NaN  NaN  \n",
       "24  1.0    1.0  0.8893    NaN  NaN  \n",
       "25  1.0    1.0  0.8893    NaN  NaN  \n",
       "26  1.0    1.0  0.8893    NaN  NaN  \n",
       "27  1.0    1.0  0.8893    NaN  NaN  \n",
       "28  1.0    1.0  0.8893    NaN  NaN  \n",
       "29  1.0    1.0  0.8893    NaN  NaN  \n",
       "..  ...    ...     ...    ...  ...  \n",
       "70  1.0    1.0  0.8893    NaN  NaN  \n",
       "71  1.0    1.0  0.8893    NaN  NaN  \n",
       "72  1.0    1.0  0.8893    NaN  NaN  \n",
       "73  1.0    1.0  0.8893    NaN  NaN  \n",
       "74  1.0    1.0  1.7786    NaN  NaN  \n",
       "75  1.0    1.0  0.8893    NaN  NaN  \n",
       "76  1.0    1.0  1.3339    NaN  NaN  \n",
       "77  1.0    1.0  0.8893    NaN  NaN  \n",
       "78  1.0    1.0  1.7786    NaN  NaN  \n",
       "79  1.0    1.0  0.8893    NaN  NaN  \n",
       "80  1.0    1.0  1.7786    NaN  NaN  \n",
       "81  1.0    1.0  0.8893    NaN  NaN  \n",
       "82  1.0    1.0  0.4446    NaN  NaN  \n",
       "83  1.0    1.0  0.8893    NaN  NaN  \n",
       "84  1.0    1.0  0.8893    NaN  NaN  \n",
       "85  1.0    1.0  0.8893    NaN  NaN  \n",
       "86  1.0    1.0  0.8893    NaN  NaN  \n",
       "87  1.0    1.0  1.3339    NaN  NaN  \n",
       "88  1.0    1.0  0.8893    NaN  NaN  \n",
       "89  1.0    1.0  0.8893    NaN  NaN  \n",
       "90  1.0    1.0  0.8893    NaN  NaN  \n",
       "91  1.0    1.0  1.3339    NaN  NaN  \n",
       "92  1.0    1.0  1.3339    NaN  NaN  \n",
       "93  1.0    1.0  0.8893    NaN  NaN  \n",
       "94  1.0    1.0  0.8893    NaN  NaN  \n",
       "95  1.0    1.0  0.8893    NaN  NaN  \n",
       "96  1.0    1.0  1.3339    NaN  NaN  \n",
       "97  1.0    1.0  0.8893    NaN  NaN  \n",
       "98  1.0    1.0  0.8893    NaN  NaN  \n",
       "99  1.0    1.0  0.8893    NaN  NaN  \n",
       "\n",
       "[100 rows x 5548 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.dta_preview(data_loc('GSS7212_R2.DTA'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# [Federal (?)](http://papers.ssrn.com/sol3/papers.cfm?abstract_id=442480) court cases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "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>circuit</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>case_ID</th>\n",
       "      <th>case_name</th>\n",
       "      <th>panelvote</th>\n",
       "      <th>x_dem</th>\n",
       "      <th>x_repub</th>\n",
       "      <th>x_insba</th>\n",
       "      <th>x_aba</th>\n",
       "      <th>...</th>\n",
       "      <th>E_x_jewXblack</th>\n",
       "      <th>E_x_jewXnw</th>\n",
       "      <th>E_x_jewXfem</th>\n",
       "      <th>E_x_jewXsecular</th>\n",
       "      <th>E_x_blackXnw</th>\n",
       "      <th>E_x_blackXfem</th>\n",
       "      <th>E_x_blackXsecular</th>\n",
       "      <th>E_x_nwXfem</th>\n",
       "      <th>E_x_nwXsecular</th>\n",
       "      <th>E_x_femXsecular</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>C000159</td>\n",
       "      <td>Doe v. Israel</td>\n",
       "      <td>3</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>C000167</td>\n",
       "      <td>Rodos v. Michaelson</td>\n",
       "      <td>0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>C000175</td>\n",
       "      <td>Baird v. Department of Public Health</td>\n",
       "      <td>0</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1981.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>C000186</td>\n",
       "      <td>Planned Parenthood League v. Bellotti</td>\n",
       "      <td>2</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>C000214</td>\n",
       "      <td>Planned Parenthood League v. Bellotti</td>\n",
       "      <td>2</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>C000282</td>\n",
       "      <td>Rhode Island Med. Society v. Whitehouse</td>\n",
       "      <td>3</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2001.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>C000281</td>\n",
       "      <td>McGuire v. Reilly</td>\n",
       "      <td>3</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.600000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>C000293</td>\n",
       "      <td>McGuire v. Reilly</td>\n",
       "      <td>3</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>1.0</td>\n",
       "      <td>2004.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>C000294</td>\n",
       "      <td>Planned Parenthood v Heed</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>C000155</td>\n",
       "      <td>Abele v. Markle</td>\n",
       "      <td>0</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.375000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1974.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>C000161</td>\n",
       "      <td>United States ex rel. Williams v. Preiser</td>\n",
       "      <td>3</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.285714</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>C000178</td>\n",
       "      <td>Women's Health Servs. v. Maher</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>C000202</td>\n",
       "      <td>Alan Guttmacher Institute v. McPherson</td>\n",
       "      <td>1</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>0.153846</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>C000209</td>\n",
       "      <td>Planned Parenthood Federation Inc. v. Agency f...</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>C000215</td>\n",
       "      <td>New York State NOW v. Terry</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1989.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>C000216</td>\n",
       "      <td>New York v. Sullivan</td>\n",
       "      <td>1</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.153846</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>C000222</td>\n",
       "      <td>Bryant v. Maffucci</td>\n",
       "      <td>1</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>C000232</td>\n",
       "      <td>West Hartford v. Operation Rescue</td>\n",
       "      <td>1</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1994.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>C000235</td>\n",
       "      <td>Pro-Choice Network v. Schenck</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>C000237</td>\n",
       "      <td>Planned Parenthood v. Steinhaus</td>\n",
       "      <td>3</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.230769</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>C000259</td>\n",
       "      <td>United States v. Weslin</td>\n",
       "      <td>3</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>C000266</td>\n",
       "      <td>United States v. Scott</td>\n",
       "      <td>2</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.307692</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.153846</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.076923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2.0</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>C000285</td>\n",
       "      <td>Ctr. For Reprod. Law v. Bush</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1974.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>C000162</td>\n",
       "      <td>DOE v. WOHLGEMUTH</td>\n",
       "      <td>3</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C000197</td>\n",
       "      <td>American College of Obstetricians &amp; Gynecologi...</td>\n",
       "      <td>0</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.400000</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>C000206</td>\n",
       "      <td>Monmouth County Correctional Institutional Inm...</td>\n",
       "      <td>3</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>C000223</td>\n",
       "      <td>Northeast Women's Center  Inc. v. McMonagle</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1991.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>C000224</td>\n",
       "      <td>Planned Parenthood v. Casey</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.363636</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>3.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>C000275</td>\n",
       "      <td>Planned Parenthood v. Farmer</td>\n",
       "      <td>3</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.083333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>3.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>C000276</td>\n",
       "      <td>United States v. Gregg</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.083333</td>\n",
       "      <td>0.083333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>6.0</td>\n",
       "      <td>2003.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>C000291</td>\n",
       "      <td>Women's Medical Professional Corp. v. Taft</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.166667</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1971.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>C000158</td>\n",
       "      <td>McCann v. Kerner</td>\n",
       "      <td>3</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1973.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>C000160</td>\n",
       "      <td>Doe v. Bellin Memorial Hospital</td>\n",
       "      <td>0</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1974.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>C000164</td>\n",
       "      <td>Friendship Medical Center, Ltd. v. Chicago Bd....</td>\n",
       "      <td>3</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1978.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>C000173</td>\n",
       "      <td>Wynn v. Carey</td>\n",
       "      <td>3</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1979.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>C000177</td>\n",
       "      <td>Wynn v. Carey</td>\n",
       "      <td>3</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>C000181</td>\n",
       "      <td>Charles v. Carey</td>\n",
       "      <td>1</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C000180</td>\n",
       "      <td>Bickham v. Lashof</td>\n",
       "      <td>3</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1983.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>C000195</td>\n",
       "      <td>Planned Parenthood Assoc. v. Kempiners</td>\n",
       "      <td>1</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1983.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>C000194</td>\n",
       "      <td>Indiana Planned Parenthood Affiliates Assoc. v...</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.222222</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1984.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>C000199</td>\n",
       "      <td>Charles v. Daley</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.250000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>C000201</td>\n",
       "      <td>Zbaraz v. Hartigan</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1985.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>C000200</td>\n",
       "      <td>Planned Parenthood Association v. CTA</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1986.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>C000204</td>\n",
       "      <td>Schultz v. Frisby</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1988.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>C000211</td>\n",
       "      <td>Ragsdale v. Turnock</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.181818</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>C000241</td>\n",
       "      <td>Hoover v. Wagner</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.111111</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.111111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1995.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>C000242</td>\n",
       "      <td>United States v. Wilson</td>\n",
       "      <td>2</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.181818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1996.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>C000246</td>\n",
       "      <td>United States v. Soderna</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.181818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>C000263</td>\n",
       "      <td>United States v. Wilson</td>\n",
       "      <td>3</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.181818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>C000262</td>\n",
       "      <td>Planned Parenthood v. Doyle</td>\n",
       "      <td>2</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.181818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>7.0</td>\n",
       "      <td>1999.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>C000269</td>\n",
       "      <td>Karlin v. Foust</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.100000</td>\n",
       "      <td>0.300000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.200000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>7.0</td>\n",
       "      <td>2000.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>C000279</td>\n",
       "      <td>United States v. Ketchum</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.181818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>7.0</td>\n",
       "      <td>2002.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>C000288</td>\n",
       "      <td>A Woman's Choice - East Side Women's Clinic v....</td>\n",
       "      <td>1</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.272727</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.090909</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.181818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1974.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>C000165</td>\n",
       "      <td>Word v. Poelker</td>\n",
       "      <td>3</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1974.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>C000166</td>\n",
       "      <td>Wulff v. Singleton</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1975.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>C000170</td>\n",
       "      <td>Doe v. Poelker</td>\n",
       "      <td>3</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1977.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>C000172</td>\n",
       "      <td>Hodgson v. Lawson</td>\n",
       "      <td>2</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1978.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>C000174</td>\n",
       "      <td>Freiman v. Ashcroft</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.125000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>C000183</td>\n",
       "      <td>Reproductive Health Services v. Freeman</td>\n",
       "      <td>3</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.500000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>8.0</td>\n",
       "      <td>1980.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>C000182</td>\n",
       "      <td>Planned Parenthood of Minnesota v. Minnesota</td>\n",
       "      <td>3</td>\n",
       "      <td>0.666667</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>0.333333</td>\n",
       "      <td>...</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.142857</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>100 rows × 218 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    circuit    year  month  case_ID  \\\n",
       "0       1.0  1973.0    6.0  C000159   \n",
       "1       1.0  1975.0   11.0  C000167   \n",
       "2       1.0  1979.0    6.0  C000175   \n",
       "3       1.0  1981.0    2.0  C000186   \n",
       "4       1.0  1989.0    2.0  C000214   \n",
       "5       1.0  2001.0    1.0  C000282   \n",
       "6       1.0  2001.0    8.0  C000281   \n",
       "7       1.0  2004.0   10.0  C000293   \n",
       "8       1.0  2004.0   11.0  C000294   \n",
       "9       2.0  1971.0   12.0  C000155   \n",
       "10      2.0  1974.0    5.0  C000161   \n",
       "11      2.0  1980.0   11.0  C000178   \n",
       "12      2.0  1986.0   11.0  C000202   \n",
       "13      2.0  1988.0    1.0  C000209   \n",
       "14      2.0  1989.0    9.0  C000215   \n",
       "15      2.0  1989.0   11.0  C000216   \n",
       "16      2.0  1991.0    1.0  C000222   \n",
       "17      2.0  1993.0   10.0  C000232   \n",
       "18      2.0  1994.0    9.0  C000235   \n",
       "19      2.0  1995.0    7.0  C000237   \n",
       "20      2.0  1998.0    8.0  C000259   \n",
       "21      2.0  1999.0    8.0  C000266   \n",
       "22      2.0  2002.0    9.0  C000285   \n",
       "23      3.0  1974.0   12.0  C000162   \n",
       "24      3.0  1984.0    4.0  C000197   \n",
       "25      3.0  1987.0   11.0  C000206   \n",
       "26      3.0  1991.0    7.0  C000223   \n",
       "27      3.0  1991.0   10.0  C000224   \n",
       "28      3.0  2000.0    7.0  C000275   \n",
       "29      3.0  2000.0    9.0  C000276   \n",
       "..      ...     ...    ...      ...   \n",
       "70      6.0  2003.0   12.0  C000291   \n",
       "71      7.0  1971.0    1.0  C000158   \n",
       "72      7.0  1973.0    6.0  C000160   \n",
       "73      7.0  1974.0   10.0  C000164   \n",
       "74      7.0  1978.0    8.0  C000173   \n",
       "75      7.0  1979.0    5.0  C000177   \n",
       "76      7.0  1980.0    1.0  C000181   \n",
       "77      7.0  1980.0    4.0  C000180   \n",
       "78      7.0  1983.0    5.0  C000195   \n",
       "79      7.0  1983.0    8.0  C000194   \n",
       "80      7.0  1984.0   11.0  C000199   \n",
       "81      7.0  1985.0    5.0  C000201   \n",
       "82      7.0  1985.0    7.0  C000200   \n",
       "83      7.0  1986.0   12.0  C000204   \n",
       "84      7.0  1988.0    8.0  C000211   \n",
       "85      7.0  1995.0    2.0  C000241   \n",
       "86      7.0  1995.0   12.0  C000242   \n",
       "87      7.0  1996.0    4.0  C000246   \n",
       "88      7.0  1998.0    8.0  C000263   \n",
       "89      7.0  1998.0   11.0  C000262   \n",
       "90      7.0  1999.0    8.0  C000269   \n",
       "91      7.0  2000.0    1.0  C000279   \n",
       "92      7.0  2002.0    9.0  C000288   \n",
       "93      8.0  1974.0    2.0  C000165   \n",
       "94      8.0  1974.0   12.0  C000166   \n",
       "95      8.0  1975.0    6.0  C000170   \n",
       "96      8.0  1977.0   10.0  C000172   \n",
       "97      8.0  1978.0    9.0  C000174   \n",
       "98      8.0  1980.0    1.0  C000183   \n",
       "99      8.0  1980.0    1.0  C000182   \n",
       "\n",
       "                                            case_name  panelvote     x_dem  \\\n",
       "0                                       Doe v. Israel          3  0.500000   \n",
       "1                                 Rodos v. Michaelson          0  0.500000   \n",
       "2                Baird v. Department of Public Health          0  0.666667   \n",
       "3               Planned Parenthood League v. Bellotti          2  0.666667   \n",
       "4               Planned Parenthood League v. Bellotti          2  1.000000   \n",
       "5             Rhode Island Med. Society v. Whitehouse          3  0.500000   \n",
       "6                                   McGuire v. Reilly          3  0.500000   \n",
       "7                                   McGuire v. Reilly          3  0.500000   \n",
       "8                           Planned Parenthood v Heed          3  0.000000   \n",
       "9                                     Abele v. Markle          0  0.500000   \n",
       "10          United States ex rel. Williams v. Preiser          3  1.000000   \n",
       "11                     Women's Health Servs. v. Maher          0  1.000000   \n",
       "12             Alan Guttmacher Institute v. McPherson          1  0.500000   \n",
       "13  Planned Parenthood Federation Inc. v. Agency f...          3  0.000000   \n",
       "14                        New York State NOW v. Terry          3  0.000000   \n",
       "15                               New York v. Sullivan          1  0.333333   \n",
       "16                                 Bryant v. Maffucci          1  0.666667   \n",
       "17                  West Hartford v. Operation Rescue          1  0.333333   \n",
       "18                      Pro-Choice Network v. Schenck          1  0.000000   \n",
       "19                    Planned Parenthood v. Steinhaus          3  0.333333   \n",
       "20                            United States v. Weslin          3  1.000000   \n",
       "21                             United States v. Scott          2  1.000000   \n",
       "22                       Ctr. For Reprod. Law v. Bush          0  1.000000   \n",
       "23                                  DOE v. WOHLGEMUTH          3  0.500000   \n",
       "24  American College of Obstetricians & Gynecologi...          0  1.000000   \n",
       "25  Monmouth County Correctional Institutional Inm...          3  0.500000   \n",
       "26        Northeast Women's Center  Inc. v. McMonagle          0  0.000000   \n",
       "27                        Planned Parenthood v. Casey          0  0.000000   \n",
       "28                       Planned Parenthood v. Farmer          3  0.500000   \n",
       "29                             United States v. Gregg          2  0.000000   \n",
       "..                                                ...        ...       ...   \n",
       "70         Women's Medical Professional Corp. v. Taft          1  0.000000   \n",
       "71                                   McCann v. Kerner          3  0.333333   \n",
       "72                    Doe v. Bellin Memorial Hospital          0  0.333333   \n",
       "73  Friendship Medical Center, Ltd. v. Chicago Bd....          3  0.666667   \n",
       "74                                      Wynn v. Carey          3  0.500000   \n",
       "75                                      Wynn v. Carey          3  0.333333   \n",
       "76                                   Charles v. Carey          1  0.666667   \n",
       "77                                  Bickham v. Lashof          3  0.333333   \n",
       "78             Planned Parenthood Assoc. v. Kempiners          1  0.333333   \n",
       "79  Indiana Planned Parenthood Affiliates Assoc. v...          3  0.000000   \n",
       "80                                   Charles v. Daley          3  0.000000   \n",
       "81                                 Zbaraz v. Hartigan          0  0.000000   \n",
       "82              Planned Parenthood Association v. CTA          3  0.000000   \n",
       "83                                  Schultz v. Frisby          1  0.000000   \n",
       "84                                Ragsdale v. Turnock          2  0.000000   \n",
       "85                                   Hoover v. Wagner          3  0.000000   \n",
       "86                            United States v. Wilson          2  0.500000   \n",
       "87                           United States v. Soderna          3  0.000000   \n",
       "88                            United States v. Wilson          3  0.666667   \n",
       "89                        Planned Parenthood v. Doyle          2  0.000000   \n",
       "90                                    Karlin v. Foust          1  0.000000   \n",
       "91                           United States v. Ketchum          3  0.000000   \n",
       "92  A Woman's Choice - East Side Women's Clinic v....          1  0.333333   \n",
       "93                                    Word v. Poelker          3  0.500000   \n",
       "94                                 Wulff v. Singleton          3  0.000000   \n",
       "95                                     Doe v. Poelker          3  0.500000   \n",
       "96                                  Hodgson v. Lawson          2  0.500000   \n",
       "97                                Freiman v. Ashcroft          3  0.000000   \n",
       "98            Reproductive Health Services v. Freeman          3  0.000000   \n",
       "99       Planned Parenthood of Minnesota v. Minnesota          3  0.666667   \n",
       "\n",
       "     x_repub   x_insba     x_aba       ...         E_x_jewXblack  E_x_jewXnw  \\\n",
       "0   0.500000  1.000000  0.500000       ...                   0.0         0.0   \n",
       "1   0.500000  1.000000  0.500000       ...                   0.0         0.0   \n",
       "2   0.333333  0.666667  0.333333       ...                   0.0         0.0   \n",
       "3   0.333333  0.666667  0.333333       ...                   0.0         0.0   \n",
       "4   0.000000  0.333333  0.333333       ...                   0.0         0.0   \n",
       "5   0.500000  0.000000  1.000000       ...                   0.0         0.0   \n",
       "6   0.500000  0.500000  0.500000       ...                   0.0         0.0   \n",
       "7   0.500000  0.500000  1.000000       ...                   0.0         0.0   \n",
       "8   1.000000  0.000000  1.000000       ...                   0.0         0.0   \n",
       "9   0.500000  0.000000  1.000000       ...                   0.0         0.0   \n",
       "10  0.000000  0.000000  1.000000       ...                   0.0         0.0   \n",
       "11  0.000000  1.000000  1.000000       ...                   0.0         0.0   \n",
       "12  0.500000  0.000000  1.000000       ...                   0.0         0.0   \n",
       "13  1.000000  1.000000  1.000000       ...                   0.0         0.0   \n",
       "14  1.000000  0.000000  1.000000       ...                   0.0         0.0   \n",
       "15  0.666667  0.333333  0.666667       ...                   0.0         0.0   \n",
       "16  0.333333  0.333333  1.000000       ...                   0.0         0.0   \n",
       "17  0.666667  0.333333  0.666667       ...                   0.0         0.0   \n",
       "18  1.000000  0.000000  0.000000       ...                   0.0         0.0   \n",
       "19  0.666667  0.333333  0.666667       ...                   0.0         0.0   \n",
       "20  0.000000  0.333333  0.666667       ...                   0.0         0.0   \n",
       "21  0.000000  0.500000  0.500000       ...                   0.0         0.0   \n",
       "22  0.000000  0.000000  1.000000       ...                   0.0         0.0   \n",
       "23  0.500000  0.000000  1.000000       ...                   0.0         0.0   \n",
       "24  0.000000  0.666667  0.666667       ...                   0.0         0.0   \n",
       "25  0.500000  0.500000  0.500000       ...                   0.0         0.0   \n",
       "26  1.000000  0.500000  0.500000       ...                   0.0         0.0   \n",
       "27  1.000000  0.500000  1.000000       ...                   0.0         0.0   \n",
       "28  0.500000  0.500000  1.000000       ...                   0.0         0.0   \n",
       "29  1.000000  1.000000  1.000000       ...                   0.0         0.0   \n",
       "..       ...       ...       ...       ...                   ...         ...   \n",
       "70  1.000000  1.000000  0.000000       ...                   0.0         0.0   \n",
       "71  0.666667  0.333333  0.333333       ...                   0.0         0.0   \n",
       "72  0.666667  0.333333  0.666667       ...                   0.0         0.0   \n",
       "73  0.333333  0.333333  0.333333       ...                   0.0         0.0   \n",
       "74  0.500000  0.500000  0.000000       ...                   0.0         0.0   \n",
       "75  0.666667  0.333333  0.666667       ...                   0.0         0.0   \n",
       "76  0.333333  0.000000  0.666667       ...                   0.0         0.0   \n",
       "77  0.666667  0.000000  0.333333       ...                   0.0         0.0   \n",
       "78  0.666667  0.333333  0.666667       ...                   0.0         0.0   \n",
       "79  1.000000  0.000000  0.000000       ...                   0.0         0.0   \n",
       "80  1.000000  0.500000  0.500000       ...                   0.0         0.0   \n",
       "81  1.000000  1.000000  0.500000       ...                   0.0         0.0   \n",
       "82  1.000000  1.000000  1.000000       ...                   0.0         0.0   \n",
       "83  1.000000  1.000000  0.500000       ...                   0.0         0.0   \n",
       "84  1.000000  0.000000  0.500000       ...                   0.0         0.0   \n",
       "85  1.000000  0.000000  0.000000       ...                   0.0         0.0   \n",
       "86  0.500000  0.500000  0.500000       ...                   0.0         0.0   \n",
       "87  1.000000  0.333333  0.333333       ...                   0.0         0.0   \n",
       "88  0.333333  0.666667  0.666667       ...                   0.0         0.0   \n",
       "89  1.000000  0.333333  0.333333       ...                   0.0         0.0   \n",
       "90  1.000000  1.000000  0.000000       ...                   0.0         0.0   \n",
       "91  1.000000  0.500000  0.000000       ...                   0.0         0.0   \n",
       "92  0.666667  0.333333  0.333333       ...                   0.0         0.0   \n",
       "93  0.500000  0.500000  0.500000       ...                   0.0         0.0   \n",
       "94  1.000000  1.000000  0.500000       ...                   0.0         0.0   \n",
       "95  0.500000  0.500000  0.000000       ...                   0.0         0.0   \n",
       "96  0.500000  1.000000  0.500000       ...                   0.0         0.0   \n",
       "97  1.000000  1.000000  1.000000       ...                   0.0         0.0   \n",
       "98  1.000000  1.000000  0.500000       ...                   0.0         0.0   \n",
       "99  0.333333  0.333333  0.333333       ...                   0.0         0.0   \n",
       "\n",
       "    E_x_jewXfem  E_x_jewXsecular  E_x_blackXnw  E_x_blackXfem  \\\n",
       "0      0.000000         0.000000      0.000000       0.000000   \n",
       "1      0.000000         0.000000      0.000000       0.000000   \n",
       "2      0.000000         0.000000      0.000000       0.000000   \n",
       "3      0.000000         0.250000      0.000000       0.000000   \n",
       "4      0.000000         0.333333      0.000000       0.000000   \n",
       "5      0.000000         0.666667      0.000000       0.000000   \n",
       "6      0.000000         0.600000      0.000000       0.000000   \n",
       "7      0.000000         0.500000      0.000000       0.000000   \n",
       "8      0.000000         0.500000      0.000000       0.000000   \n",
       "9      0.000000         0.375000      0.000000       0.000000   \n",
       "10     0.000000         0.285714      0.000000       0.000000   \n",
       "11     0.000000         0.300000      0.100000       0.100000   \n",
       "12     0.000000         0.307692      0.153846       0.076923   \n",
       "13     0.000000         0.250000      0.166667       0.083333   \n",
       "14     0.000000         0.250000      0.166667       0.083333   \n",
       "15     0.000000         0.230769      0.153846       0.076923   \n",
       "16     0.000000         0.230769      0.076923       0.076923   \n",
       "17     0.000000         0.272727      0.090909       0.090909   \n",
       "18     0.000000         0.250000      0.083333       0.083333   \n",
       "19     0.000000         0.230769      0.076923       0.076923   \n",
       "20     0.090909         0.272727      0.090909       0.090909   \n",
       "21     0.076923         0.307692      0.076923       0.076923   \n",
       "22     0.090909         0.363636      0.090909       0.000000   \n",
       "23     0.000000         0.333333      0.000000       0.000000   \n",
       "24     0.100000         0.400000      0.100000       0.000000   \n",
       "25     0.083333         0.333333      0.083333       0.000000   \n",
       "26     0.090909         0.363636      0.000000       0.000000   \n",
       "27     0.090909         0.363636      0.000000       0.000000   \n",
       "28     0.083333         0.166667      0.083333       0.000000   \n",
       "29     0.083333         0.166667      0.083333       0.000000   \n",
       "..          ...              ...           ...            ...   \n",
       "70     0.000000         0.166667      0.166667       0.000000   \n",
       "71     0.000000         0.000000      0.000000       0.000000   \n",
       "72     0.000000         0.000000      0.000000       0.000000   \n",
       "73     0.000000         0.000000      0.000000       0.000000   \n",
       "74     0.000000         0.000000      0.000000       0.000000   \n",
       "75     0.000000         0.000000      0.000000       0.000000   \n",
       "76     0.000000         0.000000      0.000000       0.000000   \n",
       "77     0.000000         0.000000      0.000000       0.000000   \n",
       "78     0.000000         0.222222      0.000000       0.000000   \n",
       "79     0.000000         0.222222      0.000000       0.000000   \n",
       "80     0.000000         0.250000      0.000000       0.000000   \n",
       "81     0.000000         0.200000      0.000000       0.000000   \n",
       "82     0.000000         0.200000      0.000000       0.000000   \n",
       "83     0.000000         0.200000      0.000000       0.000000   \n",
       "84     0.000000         0.181818      0.000000       0.000000   \n",
       "85     0.111111         0.333333      0.000000       0.000000   \n",
       "86     0.090909         0.272727      0.000000       0.000000   \n",
       "87     0.090909         0.272727      0.000000       0.000000   \n",
       "88     0.090909         0.272727      0.000000       0.000000   \n",
       "89     0.090909         0.272727      0.000000       0.000000   \n",
       "90     0.100000         0.300000      0.000000       0.000000   \n",
       "91     0.090909         0.272727      0.090909       0.090909   \n",
       "92     0.090909         0.272727      0.090909       0.090909   \n",
       "93     0.000000         0.125000      0.000000       0.000000   \n",
       "94     0.000000         0.142857      0.000000       0.000000   \n",
       "95     0.000000         0.125000      0.000000       0.000000   \n",
       "96     0.000000         0.125000      0.000000       0.000000   \n",
       "97     0.000000         0.125000      0.125000       0.000000   \n",
       "98     0.000000         0.142857      0.142857       0.000000   \n",
       "99     0.000000         0.142857      0.142857       0.000000   \n",
       "\n",
       "    E_x_blackXsecular  E_x_nwXfem  E_x_nwXsecular  E_x_femXsecular  \n",
       "0            0.000000    0.000000        0.000000         0.000000  \n",
       "1            0.000000    0.000000        0.000000         0.000000  \n",
       "2            0.000000    0.000000        0.000000         0.000000  \n",
       "3            0.000000    0.000000        0.000000         0.000000  \n",
       "4            0.000000    0.000000        0.000000         0.000000  \n",
       "5            0.000000    0.000000        0.000000         0.000000  \n",
       "6            0.000000    0.000000        0.000000         0.000000  \n",
       "7            0.000000    0.000000        0.000000         0.000000  \n",
       "8            0.000000    0.000000        0.000000         0.000000  \n",
       "9            0.000000    0.000000        0.000000         0.000000  \n",
       "10           0.000000    0.000000        0.000000         0.000000  \n",
       "11           0.000000    0.100000        0.000000         0.000000  \n",
       "12           0.000000    0.076923        0.000000         0.000000  \n",
       "13           0.000000    0.083333        0.000000         0.000000  \n",
       "14           0.000000    0.083333        0.000000         0.000000  \n",
       "15           0.000000    0.076923        0.000000         0.000000  \n",
       "16           0.000000    0.076923        0.000000         0.000000  \n",
       "17           0.000000    0.090909        0.000000         0.000000  \n",
       "18           0.000000    0.083333        0.000000         0.000000  \n",
       "19           0.000000    0.076923        0.000000         0.000000  \n",
       "20           0.000000    0.090909        0.000000         0.090909  \n",
       "21           0.000000    0.153846        0.000000         0.076923  \n",
       "22           0.000000    0.090909        0.000000         0.090909  \n",
       "23           0.000000    0.000000        0.000000         0.000000  \n",
       "24           0.000000    0.000000        0.000000         0.100000  \n",
       "25           0.000000    0.000000        0.000000         0.083333  \n",
       "26           0.000000    0.000000        0.000000         0.090909  \n",
       "27           0.000000    0.000000        0.000000         0.090909  \n",
       "28           0.083333    0.000000        0.083333         0.083333  \n",
       "29           0.083333    0.000000        0.083333         0.083333  \n",
       "..                ...         ...             ...              ...  \n",
       "70           0.166667    0.000000        0.166667         0.000000  \n",
       "71           0.000000    0.000000        0.000000         0.000000  \n",
       "72           0.000000    0.000000        0.000000         0.000000  \n",
       "73           0.000000    0.000000        0.000000         0.000000  \n",
       "74           0.000000    0.000000        0.000000         0.000000  \n",
       "75           0.000000    0.000000        0.000000         0.000000  \n",
       "76           0.000000    0.000000        0.000000         0.000000  \n",
       "77           0.000000    0.000000        0.000000         0.000000  \n",
       "78           0.000000    0.000000        0.000000         0.000000  \n",
       "79           0.000000    0.000000        0.000000         0.000000  \n",
       "80           0.000000    0.000000        0.000000         0.000000  \n",
       "81           0.000000    0.000000        0.000000         0.000000  \n",
       "82           0.000000    0.000000        0.000000         0.000000  \n",
       "83           0.000000    0.000000        0.000000         0.000000  \n",
       "84           0.000000    0.000000        0.000000         0.000000  \n",
       "85           0.000000    0.000000        0.000000         0.111111  \n",
       "86           0.000000    0.000000        0.000000         0.181818  \n",
       "87           0.000000    0.000000        0.000000         0.181818  \n",
       "88           0.000000    0.000000        0.000000         0.181818  \n",
       "89           0.000000    0.000000        0.000000         0.181818  \n",
       "90           0.000000    0.000000        0.000000         0.200000  \n",
       "91           0.000000    0.090909        0.000000         0.181818  \n",
       "92           0.000000    0.090909        0.000000         0.181818  \n",
       "93           0.000000    0.000000        0.000000         0.000000  \n",
       "94           0.000000    0.000000        0.000000         0.000000  \n",
       "95           0.000000    0.000000        0.000000         0.000000  \n",
       "96           0.000000    0.000000        0.000000         0.000000  \n",
       "97           0.000000    0.000000        0.000000         0.000000  \n",
       "98           0.000000    0.000000        0.000000         0.000000  \n",
       "99           0.000000    0.000000        0.000000         0.000000  \n",
       "\n",
       "[100 rows x 218 columns]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "f.dta_preview(data_loc('Circuit Cases/abortion_panel_level.dta'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Chen's project description\n",
    "We have data on social attitudes of Americans since 1972 and the social attitudes of a global sample of individuals. Predict the attitudes using demographic characteristics or any other social, political, economic feature. What is interesting from a social and legal perspective is whether legal factors like (i) U.S. court decisions in a sample of 6,500 cases have been coded for meaning, like pro-plaintiff or pro-defendant, pro-business or pro-environment, pro-criminal defendant rights or pro-prosecutor, etc., in 25 politically salient legal areas (Capital Punishment, Criminal Appeals, Campaign Finance, Affirmative Action, Gay Rights, Abortion, Gender Discrimination, Sexual Harassment, Title VII, Segregation, Obscenity, Establishment Clause, Americans with Disabilities Act, Piercing the Corporate Veil, Takings, National Labor Review Board, Environmental Protection Act, National Environmental Policy Act, Federalism, First Amendment, Punitive Damages, Standing, Eleventh Amendment, Federal Communications Commission, and Contracts) affect attitudes in the direction the law intended, in the opposite direction the law intended, or polarizes individuals, (ii) the extraneous factors like judicial biographies randomly assigned to cases affect attitudes. Compare the predictive model with one for world sample.\n",
    "\n",
    "# Chen's email\n",
    "To get us started, here’s to illustrate a few datasets with p >> n\n",
    "\n",
    "http://gss.norc.org/Documents/other/GSS-NDI%20Codebook.pdf\n",
    "\n",
    "http://www.worldvaluessurvey.org/wvs.jsp\n",
    "\n",
    "Also some background material on the legal cases: http://papers.ssrn.com/sol3/papers.cfm?abstract_id=442480, which we’ve extended to include all the judges’ biographical characteristics for 25 legal topics."
   ]
  }
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