data_parsing.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Bayesian Values Guesser\n",
    "\n",
    "> Dustin Michels<br>\n",
    "> August 2017<br>\n",
    "> Creative Commons"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## I. Retrieving Data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import ipywidgets as ipyw"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Save paths to data files\n",
    "(You have to download these yourself, from http://www.worldvaluessurvey.org/WVSDocumentationWV6.jsp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "CODEBOOK_FILE = 'data/F00003861-WV6_Codebook_v_2014_11_07.xls'\n",
    "RESPONSES_FILE = 'data/WV6_Data_ascii_delimited_v_2016_01_01.dat'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load Codebook"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# Read the codebook excel file\n",
    "codebook = pd.read_excel(io=CODEBOOK_FILE, sheet='master', header=3)\n",
    "# Make headers lowercase\n",
    "codebook.columns = codebook.columns.str.lower()\n",
    "# Set var name as index\n",
    "codebook.set_index('var', inplace=True)\n",
    "# Drop some unwanted columns\n",
    "codebook.drop(['filter', 'length'], axis=1, inplace=True)\n",
    "# Drop some unwanted rows\n",
    "codebook = codebook.iloc[:339]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>label</th>\n",
       "      <th>question</th>\n",
       "      <th>categories</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>var</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>V1</th>\n",
       "      <td>Wave</td>\n",
       "      <td>Wave number</td>\n",
       "      <td>1##1981-1984\\n2##1989-1993\\n3##1994-1999\\n4##1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V2</th>\n",
       "      <td>Country Code</td>\n",
       "      <td>Country code</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V2A</th>\n",
       "      <td>Country/regions [with split ups]</td>\n",
       "      <td>Country/regions [with split ups]\\r\\n\\r\\nThis i...</td>\n",
       "      <td>8##Albania\\n12##Algeria\\n16##American Samoa\\n2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V3</th>\n",
       "      <td>Interview number</td>\n",
       "      <td>Interview number</td>\n",
       "      <td>1#99999999#1..999999999\\n-5##Missing; Unknown\\...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>V4</th>\n",
       "      <td>Important in life: Family</td>\n",
       "      <td>For each of the following, indicate how import...</td>\n",
       "      <td>1##Very important\\n2##Rather important\\n3##Not...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "                                label  \\\n",
       "var                                     \n",
       "V1                               Wave   \n",
       "V2                       Country Code   \n",
       "V2A  Country/regions [with split ups]   \n",
       "V3                   Interview number   \n",
       "V4          Important in life: Family   \n",
       "\n",
       "                                              question  \\\n",
       "var                                                      \n",
       "V1                                         Wave number   \n",
       "V2                                        Country code   \n",
       "V2A  Country/regions [with split ups]\\r\\n\\r\\nThis i...   \n",
       "V3                                    Interview number   \n",
       "V4   For each of the following, indicate how import...   \n",
       "\n",
       "                                            categories  \n",
       "var                                                     \n",
       "V1   1##1981-1984\\n2##1989-1993\\n3##1994-1999\\n4##1...  \n",
       "V2                                                 NaN  \n",
       "V2A  8##Albania\\n12##Algeria\\n16##American Samoa\\n2...  \n",
       "V3   1#99999999#1..999999999\\n-5##Missing; Unknown\\...  \n",
       "V4   1##Very important\\n2##Rather important\\n3##Not...  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "codebook.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "# When I need the categories, I can parse them\n",
    "def parse_cat(var):\n",
    "    vals = codebook.loc[var, 'categories']\n",
    "    vals = vals.rstrip('\\n').split('\\n')\n",
    "    return pd.DataFrame([x.split('##') for x in vals])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
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       "      <th>0</th>\n",
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       "      <td>Very important</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>Rather important</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Not very important</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Not at all important</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-5</td>\n",
       "      <td>BH: Missing; AR,DE,SE: Inapplicable;RU: Inappr...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>-4</td>\n",
       "      <td>Not asked in survey</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>-3</td>\n",
       "      <td>Not applicable</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>-2</td>\n",
       "      <td>No answer</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>-1</td>\n",
       "      <td>Don´t know</td>\n",
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      "text/plain": [
       "    0                                                  1\n",
       "0   1                                     Very important\n",
       "1   2                                   Rather important\n",
       "2   3                                 Not very important\n",
       "3   4                               Not at all important\n",
       "4  -5  BH: Missing; AR,DE,SE: Inapplicable;RU: Inappr...\n",
       "5  -4                                Not asked in survey\n",
       "6  -3                                     Not applicable\n",
       "7  -2                                          No answer\n",
       "8  -1                                         Don´t know"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# E.g.,\n",
    "parse_cat('V4')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Responses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read responses from csv\n",
    "responses = pd.read_csv(RESPONSES_FILE, header=None)\n",
    "# Discard some unwanted columns\n",
    "responses = responses.loc[:, :338]\n",
    "# Set values as index\n",
    "responses.columns = codebook.index.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>V1</th>\n",
       "      <th>V2</th>\n",
       "      <th>V2A</th>\n",
       "      <th>V3</th>\n",
       "      <th>V4</th>\n",
       "      <th>V5</th>\n",
       "      <th>V6</th>\n",
       "      <th>V7</th>\n",
       "      <th>V8</th>\n",
       "      <th>V9</th>\n",
       "      <th>...</th>\n",
       "      <th>V256B</th>\n",
       "      <th>V256C</th>\n",
       "      <th>V257</th>\n",
       "      <th>V258</th>\n",
       "      <th>V260</th>\n",
       "      <th>V261</th>\n",
       "      <th>V262</th>\n",
       "      <th>V263</th>\n",
       "      <th>V264</th>\n",
       "      <th>V265</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>12001</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>-4</td>\n",
       "      <td>2013</td>\n",
       "      <td>126</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
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       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>12001</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>-4</td>\n",
       "      <td>2013</td>\n",
       "      <td>126</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>4.0</td>\n",
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       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
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       "      <td>12002</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>-4</td>\n",
       "      <td>2013</td>\n",
       "      <td>126</td>\n",
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       "      <th>4</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
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       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>-4</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5</td>\n",
       "      <td>-4</td>\n",
       "      <td>2013</td>\n",
       "      <td>126</td>\n",
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       "<p>5 rows × 339 columns</p>\n",
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       "   V1  V2  V2A   V3  V4  V5  V6  V7  V8  V9  ...   V256B  V256C  V257   V258  \\\n",
       "0   6  12   12  1.0   1   1   1  -2   1   1  ...      -4     -4    -4  12001   \n",
       "1   6  12   12  2.0   1   2   3   4   2   2  ...      -4     -4    -4  12001   \n",
       "2   6  12   12  3.0   1   3   2   4   2   1  ...      -4     -4    -4  12001   \n",
       "3   6  12   12  4.0   1   1   3   4   3   1  ...      -4     -4    -4  12002   \n",
       "4   6  12   12  5.0   1   1   1   2   1   1  ...      -4     -4    -4  12001   \n",
       "\n",
       "   V260  V261  V262  V263  V264  V265  \n",
       "0   1.0   1.0     5    -4  2013   126  \n",
       "1   1.0   1.0     5    -4  2013   126  \n",
       "2   1.0   1.0     5    -4  2013   126  \n",
       "3   1.0   1.0     5    -4  2013   126  \n",
       "4   1.0   1.0     5    -4  2013   126  \n",
       "\n",
       "[5 rows x 339 columns]"
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     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "responses.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## II. Selecting Categories of Interest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
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    "collapsed": true
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   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
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   "source": []
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  {
   "cell_type": "code",
   "execution_count": null,
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   "source": []
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   "cell_type": "code",
   "execution_count": null,
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## What percentage of Algerian females believe in God?"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "my_vars = {'country' : 'V2A',\n",
    "           'sex' : 'V240',\n",
    "           'god': 'V148'}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Find values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "      <th>1</th>\n",
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       "      <td>Algeria</td>\n",
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       "    0        1\n",
       "1  12  Algeria"
      ]
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     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Country cuba\n",
    "country = parse(my_vars['country'])\n",
    "country.loc[country[1] == 'Algeria']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
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       "</div>"
      ],
      "text/plain": [
       "   0       1\n",
       "1  2  Female"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Sex female\n",
    "sex = parse(my_vars['sex'])\n",
    "sex.loc[sex[1] == 'Female']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Yes</td>\n",
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       "</table>\n",
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      "text/plain": [
       "   0    1\n",
       "0  1  Yes"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# God\n",
    "god = parse(my_vars['god'])\n",
    "god.loc[god[1] == 'Yes']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
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       "  <thead>\n",
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       "      <th>V1</th>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-1</td>\n",
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       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>1</td>\n",
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       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1</td>\n",
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       "      <td>4</td>\n",
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       "      <td>1</td>\n",
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       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
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       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
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       "      <td>1</td>\n",
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       "      <td>25.0</td>\n",
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       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
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       "      <td>0</td>\n",
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       "      <td>12</td>\n",
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       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
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       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-2</td>\n",
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       "      <td>12</td>\n",
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       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>32.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>34.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>35.0</td>\n",
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       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>37.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>41.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>42.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>52.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>53.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>-2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>2</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>1142</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1143.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1145</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1146.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1147</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1148.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1149</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1150.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1153</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1154.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1154</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1155.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1155</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1156.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1157</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1158.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1159</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1160.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1161</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1162.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1163</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1164.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1166</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1167.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1167</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1168.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1169</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1170.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>-1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1170</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1171.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-2</td>\n",
       "      <td>-2</td>\n",
       "      <td>-2</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1171</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1172.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1172</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1173.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1173</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1174.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1176</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1177.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1178</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1179.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1182</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1183.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1183</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1184.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1186</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1187.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1187</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1188.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1188</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1189.0</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1190</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1191.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1191</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1192.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1192</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1193.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1193</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1194.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1196</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1197.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>592 rows × 384 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      V1  V2  V2A      V3  V4  V5  V6  V7  V8  V9    ...     MN_237B7  \\\n",
       "1      6  12   12     2.0   1   2   3   4   2   2    ...           -3   \n",
       "2      6  12   12     3.0   1   3   2   4   2   1    ...           -3   \n",
       "3      6  12   12     4.0   1   1   3   4   3   1    ...           -3   \n",
       "4      6  12   12     5.0   1   1   1   2   1   1    ...           -3   \n",
       "7      6  12   12     8.0   1   1   1   1   2   2    ...           -3   \n",
       "9      6  12   12    10.0   1   1   1   2   1   1    ...            0   \n",
       "10     6  12   12    11.0   1   2   3   4   1   1    ...           -3   \n",
       "13     6  12   12    14.0   1   1   1   1   1   1    ...            0   \n",
       "15     6  12   12    16.0   1   2   2   3   3   4    ...            0   \n",
       "17     6  12   12    18.0   1   1   1   2   1   1    ...            0   \n",
       "19     6  12   12    20.0   1   3   3   4   3   2    ...            0   \n",
       "20     6  12   12    21.0   1   1   1   4   1   1    ...           -3   \n",
       "22     6  12   12    23.0   1   1   2   4   1   1    ...            0   \n",
       "23     6  12   12    24.0   1   4   2   4   1   1    ...           -3   \n",
       "24     6  12   12    25.0   1   2   1   3   1   1    ...            0   \n",
       "26     6  12   12    27.0   1   1   1   4   1   1    ...           -3   \n",
       "28     6  12   12    29.0   1   1   3  -2   1   1    ...           -3   \n",
       "31     6  12   12    32.0   1   4   1   4   1   1    ...           -3   \n",
       "33     6  12   12    34.0   1   1   1   1   1   1    ...           -3   \n",
       "34     6  12   12    35.0   1   4   4   4   1   1    ...           -3   \n",
       "36     6  12   12    37.0   1   4   4   4   1   1    ...           -3   \n",
       "40     6  12   12    41.0   1   1   2   3   1   1    ...           -3   \n",
       "41     6  12   12    42.0   1   2   3  -1   2   1    ...            0   \n",
       "43     6  12   12    44.0   1   3   1   3   1   1    ...            0   \n",
       "45     6  12   12    46.0   1   1   2   3   2   1    ...           -3   \n",
       "48     6  12   12    49.0   1   3   2   3   1   1    ...            0   \n",
       "50     6  12   12    51.0   1   1   1   2   3   2    ...            0   \n",
       "51     6  12   12    52.0   1   2   1  -2   1   1    ...           -3   \n",
       "52     6  12   12    53.0   1   2   3   4   1   1    ...            0   \n",
       "53     6  12   12    54.0   1   2   2  -2   2   1    ...           -3   \n",
       "...   ..  ..  ...     ...  ..  ..  ..  ..  ..  ..    ...          ...   \n",
       "1142   6  12   12  1143.0   1   1   2   3  -1   1    ...           -3   \n",
       "1145   6  12   12  1146.0   1   1   1   3   1   1    ...           -3   \n",
       "1147   6  12   12  1148.0   1   3   3   3   3   1    ...           -3   \n",
       "1149   6  12   12  1150.0   1   1   3  -2   1   1    ...           -3   \n",
       "1153   6  12   12  1154.0   1   2   1   1   1   1    ...           -3   \n",
       "1154   6  12   12  1155.0   1   1   1   1   1   1    ...            0   \n",
       "1155   6  12   12  1156.0   1   1   2   2   1   1    ...            0   \n",
       "1157   6  12   12  1158.0   1   1   1   4   1   1    ...           -3   \n",
       "1159   6  12   12  1160.0   2   2   2   2   2   2    ...            0   \n",
       "1161   6  12   12  1162.0   1   1   1   1   1   1    ...           -3   \n",
       "1163   6  12   12  1164.0   1   1   1   1   1   1    ...            0   \n",
       "1166   6  12   12  1167.0   1   1   1   1   1   1    ...           -3   \n",
       "1167   6  12   12  1168.0   1   1   1   1   1   1    ...            0   \n",
       "1169   6  12   12  1170.0  -1  -1  -1  -1  -1  -1    ...           -3   \n",
       "1170   6  12   12  1171.0   1   1   1  -2  -2  -2    ...           -3   \n",
       "1171   6  12   12  1172.0   1   1   2   4   1   1    ...           -3   \n",
       "1172   6  12   12  1173.0   1   1   1   1   1   1    ...           -3   \n",
       "1173   6  12   12  1174.0   1   1   3   3  -1   1    ...           -3   \n",
       "1176   6  12   12  1177.0   1   1   1   4   1   1    ...           -3   \n",
       "1178   6  12   12  1179.0   1   2   3   3   3   1    ...            0   \n",
       "1182   6  12   12  1183.0   1   3   2   4   1   1    ...           -3   \n",
       "1183   6  12   12  1184.0   1   1   1   2   1   1    ...           -3   \n",
       "1186   6  12   12  1187.0   1   1   3   2   1   1    ...           -3   \n",
       "1187   6  12   12  1188.0   2   1   2   3   2   1    ...           -3   \n",
       "1188   6  12   12  1189.0   2   1   1   4   2   1    ...           -3   \n",
       "1190   6  12   12  1191.0   1   1   2   2   1   1    ...           -3   \n",
       "1191   6  12   12  1192.0   1   1   1   1   1   1    ...           -3   \n",
       "1192   6  12   12  1193.0   1   2   3   2   1   1    ...           -3   \n",
       "1193   6  12   12  1194.0   1   3   3  -2   1   1    ...            1   \n",
       "1196   6  12   12  1197.0   1   2   4  -2   1   1    ...           -3   \n",
       "\n",
       "      MN_237C1  MN_237C2  MN_237C3  MN_237C4  MN_237C5  MN_237C6  MN_249A1  \\\n",
       "1           -3        -3        -3        -3        -3        -3        -3   \n",
       "2           -3        -3        -3        -3        -3        -3        -3   \n",
       "3           -3        -3        -3        -3        -3        -3        -3   \n",
       "4           -3        -3        -3        -3        -3        -3        -3   \n",
       "7           -3        -3        -3        -3        -3        -3        -3   \n",
       "9            0         0         0         1         0         0         0   \n",
       "10          -3        -3        -3        -3        -3        -3        -3   \n",
       "13           0         0         1         0         0         0         0   \n",
       "15           0         0         0         0         1         0         0   \n",
       "17           0         0         1         0         0         0         0   \n",
       "19           0         0         0         1         0         0         0   \n",
       "20          -3        -3        -3        -3        -3        -3        -3   \n",
       "22           0         0         0         0         0         1         0   \n",
       "23          -3        -3        -3        -3        -3        -3        -3   \n",
       "24           0         0         0         0         0         0         1   \n",
       "26          -3        -3        -3        -3        -3        -3        -3   \n",
       "28          -3        -3        -3        -3        -3        -3        -3   \n",
       "31          -3        -3        -3        -3        -3        -3        -3   \n",
       "33          -3        -3        -3        -3        -3        -3        -3   \n",
       "34          -3        -3        -3        -3        -3        -3        -3   \n",
       "36          -3        -3        -3        -3        -3        -3        -3   \n",
       "40          -3        -3        -3        -3        -3        -3        -3   \n",
       "41           0         0         0         0         0         0         1   \n",
       "43           0         0         0         1         0         0         0   \n",
       "45          -3        -3        -3        -3        -3        -3        -3   \n",
       "48           0         0         0         0         1         0         0   \n",
       "50           0         0         1         0         0         0         0   \n",
       "51          -3        -3        -3        -3        -3        -3        -3   \n",
       "52           0         0         0         0         0         0         1   \n",
       "53          -3        -3        -3        -3        -3        -3        -3   \n",
       "...        ...       ...       ...       ...       ...       ...       ...   \n",
       "1142        -3        -3        -3        -3        -3        -3        -3   \n",
       "1145        -3        -3        -3        -3        -3        -3        -3   \n",
       "1147        -3        -3        -3        -3        -3        -3        -3   \n",
       "1149        -3        -3        -3        -3        -3        -3        -3   \n",
       "1153        -3        -3        -3        -3        -3        -3        -3   \n",
       "1154         0         0         0         1         0         0         0   \n",
       "1155         0         0         0         0         0         1         0   \n",
       "1157        -3        -3        -3        -3        -3        -3        -3   \n",
       "1159         0         0         0         0         1         0         0   \n",
       "1161        -3        -3        -3        -3        -3        -3        -3   \n",
       "1163         0         0         0         0         0         0         1   \n",
       "1166        -3        -3        -3        -3        -3        -3        -3   \n",
       "1167         0         0         0         0         0         0         1   \n",
       "1169        -3        -3        -3        -3        -3        -3        -3   \n",
       "1170        -3        -3        -3        -3        -3        -3        -3   \n",
       "1171        -3        -3        -3        -3        -3        -3        -3   \n",
       "1172        -3        -3        -3        -3        -3        -3        -3   \n",
       "1173        -3        -3        -3        -3        -3        -3        -3   \n",
       "1176        -3        -3        -3        -3        -3        -3        -3   \n",
       "1178         0         0         0         0         0         0         0   \n",
       "1182        -3        -3        -3        -3        -3        -3        -3   \n",
       "1183        -3        -3        -3        -3        -3        -3        -3   \n",
       "1186        -3        -3        -3        -3        -3        -3        -3   \n",
       "1187        -3        -3        -3        -3        -3        -3        -3   \n",
       "1188        -3        -3        -3        -3        -3        -3        -3   \n",
       "1190        -3        -3        -3        -3        -3        -3        -3   \n",
       "1191        -3        -3        -3        -3        -3        -3        -3   \n",
       "1192        -3        -3        -3        -3        -3        -3        -3   \n",
       "1193         0         0         0         0         0         0         0   \n",
       "1196        -3        -3        -3        -3        -3        -3        -3   \n",
       "\n",
       "      MN_249A2  MN_249A3  \n",
       "1           -3         2  \n",
       "2           -3         1  \n",
       "3           -3         1  \n",
       "4           -3         1  \n",
       "7           -3         2  \n",
       "9            0        -3  \n",
       "10          -3         2  \n",
       "13           0         1  \n",
       "15           0         2  \n",
       "17           0         1  \n",
       "19           0        -3  \n",
       "20          -3        -1  \n",
       "22           0         1  \n",
       "23          -3         1  \n",
       "24           0         1  \n",
       "26          -3        -2  \n",
       "28          -3         1  \n",
       "31          -3         1  \n",
       "33          -3         1  \n",
       "34          -3         1  \n",
       "36          -3        -3  \n",
       "40          -3        -1  \n",
       "41           0         2  \n",
       "43           0         2  \n",
       "45          -3         2  \n",
       "48           0        -3  \n",
       "50           0         2  \n",
       "51          -3         2  \n",
       "52           0         2  \n",
       "53          -3         2  \n",
       "...        ...       ...  \n",
       "1142        -3         1  \n",
       "1145        -3         1  \n",
       "1147        -3        -1  \n",
       "1149        -3        -3  \n",
       "1153        -3        -2  \n",
       "1154         0         1  \n",
       "1155         0        -1  \n",
       "1157        -3        -2  \n",
       "1159         0        -1  \n",
       "1161        -3         1  \n",
       "1163         0         2  \n",
       "1166        -3        -1  \n",
       "1167         0        -3  \n",
       "1169        -3         1  \n",
       "1170        -3         1  \n",
       "1171        -3         2  \n",
       "1172        -3         1  \n",
       "1173        -3         1  \n",
       "1176        -3         1  \n",
       "1178         1        -1  \n",
       "1182        -3         1  \n",
       "1183        -3         1  \n",
       "1186        -3        -3  \n",
       "1187        -3         1  \n",
       "1188        -3        -1  \n",
       "1190        -3         1  \n",
       "1191        -3         1  \n",
       "1192        -3        -1  \n",
       "1193         1        -3  \n",
       "1196        -3        -3  \n",
       "\n",
       "[592 rows x 384 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "responses.query('(V2A == 12) & (V240 == 2) & (V148 == 1)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Naive Bayes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn import datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "iris = datasets.load_iris()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 5.1,  3.5,  1.4,  0.2],\n",
       "       [ 4.9,  3. ,  1.4,  0.2],\n",
       "       [ 4.7,  3.2,  1.3,  0.2],\n",
       "       [ 4.6,  3.1,  1.5,  0.2],\n",
       "       [ 5. ,  3.6,  1.4,  0.2],\n",
       "       [ 5.4,  3.9,  1.7,  0.4],\n",
       "       [ 4.6,  3.4,  1.4,  0.3],\n",
       "       [ 5. ,  3.4,  1.5,  0.2],\n",
       "       [ 4.4,  2.9,  1.4,  0.2],\n",
       "       [ 4.9,  3.1,  1.5,  0.1],\n",
       "       [ 5.4,  3.7,  1.5,  0.2],\n",
       "       [ 4.8,  3.4,  1.6,  0.2],\n",
       "       [ 4.8,  3. ,  1.4,  0.1],\n",
       "       [ 4.3,  3. ,  1.1,  0.1],\n",
       "       [ 5.8,  4. ,  1.2,  0.2],\n",
       "       [ 5.7,  4.4,  1.5,  0.4],\n",
       "       [ 5.4,  3.9,  1.3,  0.4],\n",
       "       [ 5.1,  3.5,  1.4,  0.3],\n",
       "       [ 5.7,  3.8,  1.7,  0.3],\n",
       "       [ 5.1,  3.8,  1.5,  0.3],\n",
       "       [ 5.4,  3.4,  1.7,  0.2],\n",
       "       [ 5.1,  3.7,  1.5,  0.4],\n",
       "       [ 4.6,  3.6,  1. ,  0.2],\n",
       "       [ 5.1,  3.3,  1.7,  0.5],\n",
       "       [ 4.8,  3.4,  1.9,  0.2],\n",
       "       [ 5. ,  3. ,  1.6,  0.2],\n",
       "       [ 5. ,  3.4,  1.6,  0.4],\n",
       "       [ 5.2,  3.5,  1.5,  0.2],\n",
       "       [ 5.2,  3.4,  1.4,  0.2],\n",
       "       [ 4.7,  3.2,  1.6,  0.2],\n",
       "       [ 4.8,  3.1,  1.6,  0.2],\n",
       "       [ 5.4,  3.4,  1.5,  0.4],\n",
       "       [ 5.2,  4.1,  1.5,  0.1],\n",
       "       [ 5.5,  4.2,  1.4,  0.2],\n",
       "       [ 4.9,  3.1,  1.5,  0.1],\n",
       "       [ 5. ,  3.2,  1.2,  0.2],\n",
       "       [ 5.5,  3.5,  1.3,  0.2],\n",
       "       [ 4.9,  3.1,  1.5,  0.1],\n",
       "       [ 4.4,  3. ,  1.3,  0.2],\n",
       "       [ 5.1,  3.4,  1.5,  0.2],\n",
       "       [ 5. ,  3.5,  1.3,  0.3],\n",
       "       [ 4.5,  2.3,  1.3,  0.3],\n",
       "       [ 4.4,  3.2,  1.3,  0.2],\n",
       "       [ 5. ,  3.5,  1.6,  0.6],\n",
       "       [ 5.1,  3.8,  1.9,  0.4],\n",
       "       [ 4.8,  3. ,  1.4,  0.3],\n",
       "       [ 5.1,  3.8,  1.6,  0.2],\n",
       "       [ 4.6,  3.2,  1.4,  0.2],\n",
       "       [ 5.3,  3.7,  1.5,  0.2],\n",
       "       [ 5. ,  3.3,  1.4,  0.2],\n",
       "       [ 7. ,  3.2,  4.7,  1.4],\n",
       "       [ 6.4,  3.2,  4.5,  1.5],\n",
       "       [ 6.9,  3.1,  4.9,  1.5],\n",
       "       [ 5.5,  2.3,  4. ,  1.3],\n",
       "       [ 6.5,  2.8,  4.6,  1.5],\n",
       "       [ 5.7,  2.8,  4.5,  1.3],\n",
       "       [ 6.3,  3.3,  4.7,  1.6],\n",
       "       [ 4.9,  2.4,  3.3,  1. ],\n",
       "       [ 6.6,  2.9,  4.6,  1.3],\n",
       "       [ 5.2,  2.7,  3.9,  1.4],\n",
       "       [ 5. ,  2. ,  3.5,  1. ],\n",
       "       [ 5.9,  3. ,  4.2,  1.5],\n",
       "       [ 6. ,  2.2,  4. ,  1. ],\n",
       "       [ 6.1,  2.9,  4.7,  1.4],\n",
       "       [ 5.6,  2.9,  3.6,  1.3],\n",
       "       [ 6.7,  3.1,  4.4,  1.4],\n",
       "       [ 5.6,  3. ,  4.5,  1.5],\n",
       "       [ 5.8,  2.7,  4.1,  1. ],\n",
       "       [ 6.2,  2.2,  4.5,  1.5],\n",
       "       [ 5.6,  2.5,  3.9,  1.1],\n",
       "       [ 5.9,  3.2,  4.8,  1.8],\n",
       "       [ 6.1,  2.8,  4. ,  1.3],\n",
       "       [ 6.3,  2.5,  4.9,  1.5],\n",
       "       [ 6.1,  2.8,  4.7,  1.2],\n",
       "       [ 6.4,  2.9,  4.3,  1.3],\n",
       "       [ 6.6,  3. ,  4.4,  1.4],\n",
       "       [ 6.8,  2.8,  4.8,  1.4],\n",
       "       [ 6.7,  3. ,  5. ,  1.7],\n",
       "       [ 6. ,  2.9,  4.5,  1.5],\n",
       "       [ 5.7,  2.6,  3.5,  1. ],\n",
       "       [ 5.5,  2.4,  3.8,  1.1],\n",
       "       [ 5.5,  2.4,  3.7,  1. ],\n",
       "       [ 5.8,  2.7,  3.9,  1.2],\n",
       "       [ 6. ,  2.7,  5.1,  1.6],\n",
       "       [ 5.4,  3. ,  4.5,  1.5],\n",
       "       [ 6. ,  3.4,  4.5,  1.6],\n",
       "       [ 6.7,  3.1,  4.7,  1.5],\n",
       "       [ 6.3,  2.3,  4.4,  1.3],\n",
       "       [ 5.6,  3. ,  4.1,  1.3],\n",
       "       [ 5.5,  2.5,  4. ,  1.3],\n",
       "       [ 5.5,  2.6,  4.4,  1.2],\n",
       "       [ 6.1,  3. ,  4.6,  1.4],\n",
       "       [ 5.8,  2.6,  4. ,  1.2],\n",
       "       [ 5. ,  2.3,  3.3,  1. ],\n",
       "       [ 5.6,  2.7,  4.2,  1.3],\n",
       "       [ 5.7,  3. ,  4.2,  1.2],\n",
       "       [ 5.7,  2.9,  4.2,  1.3],\n",
       "       [ 6.2,  2.9,  4.3,  1.3],\n",
       "       [ 5.1,  2.5,  3. ,  1.1],\n",
       "       [ 5.7,  2.8,  4.1,  1.3],\n",
       "       [ 6.3,  3.3,  6. ,  2.5],\n",
       "       [ 5.8,  2.7,  5.1,  1.9],\n",
       "       [ 7.1,  3. ,  5.9,  2.1],\n",
       "       [ 6.3,  2.9,  5.6,  1.8],\n",
       "       [ 6.5,  3. ,  5.8,  2.2],\n",
       "       [ 7.6,  3. ,  6.6,  2.1],\n",
       "       [ 4.9,  2.5,  4.5,  1.7],\n",
       "       [ 7.3,  2.9,  6.3,  1.8],\n",
       "       [ 6.7,  2.5,  5.8,  1.8],\n",
       "       [ 7.2,  3.6,  6.1,  2.5],\n",
       "       [ 6.5,  3.2,  5.1,  2. ],\n",
       "       [ 6.4,  2.7,  5.3,  1.9],\n",
       "       [ 6.8,  3. ,  5.5,  2.1],\n",
       "       [ 5.7,  2.5,  5. ,  2. ],\n",
       "       [ 5.8,  2.8,  5.1,  2.4],\n",
       "       [ 6.4,  3.2,  5.3,  2.3],\n",
       "       [ 6.5,  3. ,  5.5,  1.8],\n",
       "       [ 7.7,  3.8,  6.7,  2.2],\n",
       "       [ 7.7,  2.6,  6.9,  2.3],\n",
       "       [ 6. ,  2.2,  5. ,  1.5],\n",
       "       [ 6.9,  3.2,  5.7,  2.3],\n",
       "       [ 5.6,  2.8,  4.9,  2. ],\n",
       "       [ 7.7,  2.8,  6.7,  2. ],\n",
       "       [ 6.3,  2.7,  4.9,  1.8],\n",
       "       [ 6.7,  3.3,  5.7,  2.1],\n",
       "       [ 7.2,  3.2,  6. ,  1.8],\n",
       "       [ 6.2,  2.8,  4.8,  1.8],\n",
       "       [ 6.1,  3. ,  4.9,  1.8],\n",
       "       [ 6.4,  2.8,  5.6,  2.1],\n",
       "       [ 7.2,  3. ,  5.8,  1.6],\n",
       "       [ 7.4,  2.8,  6.1,  1.9],\n",
       "       [ 7.9,  3.8,  6.4,  2. ],\n",
       "       [ 6.4,  2.8,  5.6,  2.2],\n",
       "       [ 6.3,  2.8,  5.1,  1.5],\n",
       "       [ 6.1,  2.6,  5.6,  1.4],\n",
       "       [ 7.7,  3. ,  6.1,  2.3],\n",
       "       [ 6.3,  3.4,  5.6,  2.4],\n",
       "       [ 6.4,  3.1,  5.5,  1.8],\n",
       "       [ 6. ,  3. ,  4.8,  1.8],\n",
       "       [ 6.9,  3.1,  5.4,  2.1],\n",
       "       [ 6.7,  3.1,  5.6,  2.4],\n",
       "       [ 6.9,  3.1,  5.1,  2.3],\n",
       "       [ 5.8,  2.7,  5.1,  1.9],\n",
       "       [ 6.8,  3.2,  5.9,  2.3],\n",
       "       [ 6.7,  3.3,  5.7,  2.5],\n",
       "       [ 6.7,  3. ,  5.2,  2.3],\n",
       "       [ 6.3,  2.5,  5. ,  1.9],\n",
       "       [ 6.5,  3. ,  5.2,  2. ],\n",
       "       [ 6.2,  3.4,  5.4,  2.3],\n",
       "       [ 5.9,  3. ,  5.1,  1.8]])"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,\n",
       "       0, 0, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,\n",
       "       1, 1, 1, 1, 1, 1, 1, 1, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2,\n",
       "       2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2, 2])"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.target"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>V1</th>\n",
       "      <th>V2</th>\n",
       "      <th>V2A</th>\n",
       "      <th>V3</th>\n",
       "      <th>V4</th>\n",
       "      <th>V5</th>\n",
       "      <th>V6</th>\n",
       "      <th>V7</th>\n",
       "      <th>V8</th>\n",
       "      <th>V9</th>\n",
       "      <th>...</th>\n",
       "      <th>MN_237B7</th>\n",
       "      <th>MN_237C1</th>\n",
       "      <th>MN_237C2</th>\n",
       "      <th>MN_237C3</th>\n",
       "      <th>MN_237C4</th>\n",
       "      <th>MN_237C5</th>\n",
       "      <th>MN_237C6</th>\n",
       "      <th>MN_249A1</th>\n",
       "      <th>MN_249A2</th>\n",
       "      <th>MN_249A3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
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       "      <td>12</td>\n",
       "      <td>3.0</td>\n",
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       "      <td>2</td>\n",
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       "      <td>-3</td>\n",
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       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
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       "      <td>12</td>\n",
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       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>6</td>\n",
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       "      <td>12</td>\n",
       "      <td>5.0</td>\n",
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       "      <td>-3</td>\n",
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       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 384 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   V1  V2  V2A   V3  V4  V5  V6  V7  V8  V9    ...     MN_237B7  MN_237C1  \\\n",
       "0   6  12   12  1.0   1   1   1  -2   1   1    ...           -3        -3   \n",
       "1   6  12   12  2.0   1   2   3   4   2   2    ...           -3        -3   \n",
       "2   6  12   12  3.0   1   3   2   4   2   1    ...           -3        -3   \n",
       "3   6  12   12  4.0   1   1   3   4   3   1    ...           -3        -3   \n",
       "4   6  12   12  5.0   1   1   1   2   1   1    ...           -3        -3   \n",
       "\n",
       "   MN_237C2  MN_237C3  MN_237C4  MN_237C5  MN_237C6  MN_249A1  MN_249A2  \\\n",
       "0        -3        -3        -3        -3        -3        -3        -3   \n",
       "1        -3        -3        -3        -3        -3        -3        -3   \n",
       "2        -3        -3        -3        -3        -3        -3        -3   \n",
       "3        -3        -3        -3        -3        -3        -3        -3   \n",
       "4        -3        -3        -3        -3        -3        -3        -3   \n",
       "\n",
       "   MN_249A3  \n",
       "0         1  \n",
       "1         2  \n",
       "2         1  \n",
       "3         1  \n",
       "4         1  \n",
       "\n",
       "[5 rows x 384 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "responses.head()"
   ]
  },
  {
   "cell_type": "code",
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   },
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   "cell_type": "code",
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  },
  {
   "cell_type": "code",
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   "source": []
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  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
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       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8986</th>\n",
       "      <td>6</td>\n",
       "      <td>76</td>\n",
       "      <td>76</td>\n",
       "      <td>1224.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29345</th>\n",
       "      <td>6</td>\n",
       "      <td>356</td>\n",
       "      <td>356</td>\n",
       "      <td>3446.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16604</th>\n",
       "      <td>6</td>\n",
       "      <td>218</td>\n",
       "      <td>218</td>\n",
       "      <td>1030.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74039</th>\n",
       "      <td>6</td>\n",
       "      <td>724</td>\n",
       "      <td>724</td>\n",
       "      <td>1065.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17487</th>\n",
       "      <td>6</td>\n",
       "      <td>818</td>\n",
       "      <td>818</td>\n",
       "      <td>517.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43365</th>\n",
       "      <td>6</td>\n",
       "      <td>434</td>\n",
       "      <td>434</td>\n",
       "      <td>1679.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58191</th>\n",
       "      <td>6</td>\n",
       "      <td>616</td>\n",
       "      <td>616</td>\n",
       "      <td>544.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74255</th>\n",
       "      <td>6</td>\n",
       "      <td>752</td>\n",
       "      <td>752</td>\n",
       "      <td>110.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44037</th>\n",
       "      <td>6</td>\n",
       "      <td>458</td>\n",
       "      <td>458</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61281</th>\n",
       "      <td>6</td>\n",
       "      <td>643</td>\n",
       "      <td>643</td>\n",
       "      <td>105.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79311</th>\n",
       "      <td>6</td>\n",
       "      <td>788</td>\n",
       "      <td>788</td>\n",
       "      <td>505.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48828</th>\n",
       "      <td>6</td>\n",
       "      <td>528</td>\n",
       "      <td>528</td>\n",
       "      <td>815997.0</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63896</th>\n",
       "      <td>6</td>\n",
       "      <td>646</td>\n",
       "      <td>646</td>\n",
       "      <td>220.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31436</th>\n",
       "      <td>6</td>\n",
       "      <td>356</td>\n",
       "      <td>356</td>\n",
       "      <td>2482.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</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>21763</th>\n",
       "      <td>6</td>\n",
       "      <td>276</td>\n",
       "      <td>900</td>\n",
       "      <td>396.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64216</th>\n",
       "      <td>6</td>\n",
       "      <td>646</td>\n",
       "      <td>646</td>\n",
       "      <td>540.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60059</th>\n",
       "      <td>6</td>\n",
       "      <td>642</td>\n",
       "      <td>642</td>\n",
       "      <td>386.0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45192</th>\n",
       "      <td>6</td>\n",
       "      <td>458</td>\n",
       "      <td>458</td>\n",
       "      <td>1227.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5736</th>\n",
       "      <td>6</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>930.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66666</th>\n",
       "      <td>6</td>\n",
       "      <td>702</td>\n",
       "      <td>702</td>\n",
       "      <td>3491.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58642</th>\n",
       "      <td>6</td>\n",
       "      <td>634</td>\n",
       "      <td>634</td>\n",
       "      <td>25515.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71855</th>\n",
       "      <td>6</td>\n",
       "      <td>710</td>\n",
       "      <td>710</td>\n",
       "      <td>2411.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1916</th>\n",
       "      <td>6</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>732.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16191</th>\n",
       "      <td>6</td>\n",
       "      <td>218</td>\n",
       "      <td>218</td>\n",
       "      <td>472.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70140</th>\n",
       "      <td>6</td>\n",
       "      <td>710</td>\n",
       "      <td>710</td>\n",
       "      <td>696.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22174</th>\n",
       "      <td>6</td>\n",
       "      <td>276</td>\n",
       "      <td>901</td>\n",
       "      <td>1273.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>-5</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3740</th>\n",
       "      <td>6</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>33286.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73339</th>\n",
       "      <td>6</td>\n",
       "      <td>724</td>\n",
       "      <td>724</td>\n",
       "      <td>365.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65160</th>\n",
       "      <td>6</td>\n",
       "      <td>646</td>\n",
       "      <td>646</td>\n",
       "      <td>1484.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26829</th>\n",
       "      <td>6</td>\n",
       "      <td>356</td>\n",
       "      <td>356</td>\n",
       "      <td>930.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45240</th>\n",
       "      <td>6</td>\n",
       "      <td>458</td>\n",
       "      <td>458</td>\n",
       "      <td>40.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21677</th>\n",
       "      <td>6</td>\n",
       "      <td>276</td>\n",
       "      <td>900</td>\n",
       "      <td>59.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31362</th>\n",
       "      <td>6</td>\n",
       "      <td>356</td>\n",
       "      <td>356</td>\n",
       "      <td>2408.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17007</th>\n",
       "      <td>6</td>\n",
       "      <td>218</td>\n",
       "      <td>218</td>\n",
       "      <td>1114.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21248</th>\n",
       "      <td>6</td>\n",
       "      <td>268</td>\n",
       "      <td>268</td>\n",
       "      <td>1149.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30494</th>\n",
       "      <td>6</td>\n",
       "      <td>356</td>\n",
       "      <td>356</td>\n",
       "      <td>1517.0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1008</th>\n",
       "      <td>6</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>1009.0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21382</th>\n",
       "      <td>6</td>\n",
       "      <td>276</td>\n",
       "      <td>900</td>\n",
       "      <td>94.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47719</th>\n",
       "      <td>6</td>\n",
       "      <td>504</td>\n",
       "      <td>504</td>\n",
       "      <td>384.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>-2</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12461</th>\n",
       "      <td>6</td>\n",
       "      <td>196</td>\n",
       "      <td>196</td>\n",
       "      <td>920.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88253</th>\n",
       "      <td>6</td>\n",
       "      <td>887</td>\n",
       "      <td>887</td>\n",
       "      <td>404.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "      <td>-3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71097</th>\n",
       "      <td>6</td>\n",
       "      <td>710</td>\n",
       "      <td>710</td>\n",
       "      <td>1653.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56769</th>\n",
       "      <td>6</td>\n",
       "      <td>608</td>\n",
       "      <td>608</td>\n",
       "      <td>322.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12344</th>\n",
       "      <td>6</td>\n",
       "      <td>196</td>\n",
       "      <td>196</td>\n",
       "      <td>803.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "      <td>-4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>72280 rows × 384 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       V1   V2  V2A         V3  V4  V5  V6  V7  V8  V9    ...     MN_237B7  \\\n",
       "72936   6  710  710     3492.0   1   1   1   1   1   1    ...           -4   \n",
       "38245   6  414  414  1149230.0   1   2  -2   3   1   1    ...            0   \n",
       "89503   6  716  716      654.0   1   2   1   2   1   1    ...           -4   \n",
       "27650   6  356  356     1751.0   1   1   1   3   1   1    ...           -4   \n",
       "3292    6   51   51     1063.0   1   1   2   1   2   1    ...           -4   \n",
       "59802   6  642  642      129.0   1   2   2   3   1   1    ...           -4   \n",
       "4640    6   36   36    86277.0   1   2   1   4   2   4    ...           -4   \n",
       "74949   6  752  752      934.0   1   1   3   3   4   2    ...           -4   \n",
       "63656   6  643  643     2480.0   1   2   2   3   2   2    ...           -4   \n",
       "12473   6  196  196      932.0   1   1   1   1   2   3    ...           -4   \n",
       "26464   6  356  356      565.0   1   1   3   3   1   1    ...           -4   \n",
       "75896   6  158  158      526.0   1   3   2   4   1   4    ...           -4   \n",
       "63167   6  643  643     1991.0   1   3   1   3   1   4    ...           -4   \n",
       "7190    6  112  112      213.0   1   1   1   3   1   3    ...           -4   \n",
       "21704   6  276  900      262.0   1   2   2   3   2   2    ...           -4   \n",
       "75243   6  752  752     2970.0   1   1   1   3   2   4    ...           -4   \n",
       "8986    6   76   76     1224.0   1   1   1   1   2   3    ...           -4   \n",
       "29345   6  356  356     3446.0   1   2   1   2   1   1    ...           -4   \n",
       "16604   6  218  218     1030.0   1   1   1   1   2   1    ...           -4   \n",
       "74039   6  724  724     1065.0   1   2   2   3   1   4    ...           -4   \n",
       "17487   6  818  818      517.0   1   3   4   4   3   1    ...           -4   \n",
       "43365   6  434  434     1679.0   1   1   2   2   1   1    ...           -4   \n",
       "58191   6  616  616      544.0   1   2   2   2   1   3    ...           -4   \n",
       "74255   6  752  752      110.0   1   1   2   3   1   4    ...           -4   \n",
       "44037   6  458  458        2.0   1   2   2   3   1   1    ...           -4   \n",
       "61281   6  643  643      105.0   1   2   2   4   2   2    ...           -4   \n",
       "79311   6  788  788      505.0   1   2   1   4   1   1    ...            0   \n",
       "48828   6  528  528   815997.0  -1   2   1   2   1   1    ...           -4   \n",
       "63896   6  646  646      220.0   1   2   3   3   1   2    ...           -4   \n",
       "31436   6  356  356     2482.0   1   2   1   3   2   1    ...           -4   \n",
       "...    ..  ...  ...        ...  ..  ..  ..  ..  ..  ..    ...          ...   \n",
       "21763   6  276  900      396.0   2   3   3   2   1   4    ...           -4   \n",
       "64216   6  646  646      540.0   2   2   2   1   1   1    ...           -4   \n",
       "60059   6  642  642      386.0   1   3   2   2   3   1    ...           -4   \n",
       "45192   6  458  458     1227.0   1   2   2   2   2   1    ...           -4   \n",
       "5736    6   31   31      930.0   1   2   2   3   1   2    ...           -4   \n",
       "66666   6  702  702     3491.0   1   1   2   2   4   3    ...           -4   \n",
       "58642   6  634  634    25515.0   1   1   2   2   1   1    ...           -4   \n",
       "71855   6  710  710     2411.0   1   4   2   2   1   1    ...           -4   \n",
       "1916    6   32   32      732.0   1   1   3   4   1   2    ...           -4   \n",
       "16191   6  218  218      472.0   1   1   1   2   1   1    ...           -4   \n",
       "70140   6  710  710      696.0   1   1   1   4   2   2    ...           -4   \n",
       "22174   6  276  901     1273.0   2   3   2   3  -5   3    ...           -4   \n",
       "3740    6   36   36    33286.0   1   1   1   2   1   2    ...           -4   \n",
       "73339   6  724  724      365.0   1   2   2   3   2   4    ...           -4   \n",
       "65160   6  646  646     1484.0   2   3   3   3   4   3    ...           -4   \n",
       "26829   6  356  356      930.0   1   1   4   4   1   1    ...           -4   \n",
       "45240   6  458  458       40.0   1   1   1   3   1   1    ...           -4   \n",
       "21677   6  276  900       59.0   1   2   2   2   1   3    ...           -4   \n",
       "31362   6  356  356     2408.0   1   2   1   2   1   1    ...           -4   \n",
       "17007   6  218  218     1114.0   1   1   1   4   1   1    ...           -4   \n",
       "21248   6  268  268     1149.0   1   1   1   2   1   1    ...           -4   \n",
       "30494   6  356  356     1517.0   2   4   4   1   2   3    ...           -4   \n",
       "1008    6   12   12     1009.0   1   4   4   4   1   1    ...           -3   \n",
       "21382   6  276  900       94.0   1   1   2   2   1   3    ...           -4   \n",
       "47719   6  504  504      384.0   1   1  -2  -2   1   1    ...           -4   \n",
       "12461   6  196  196      920.0   1   1   1   1   1   1    ...           -4   \n",
       "88253   6  887  887      404.0   2   3   2   4   4   2    ...           -3   \n",
       "71097   6  710  710     1653.0   1   1   2   3   1   1    ...           -4   \n",
       "56769   6  608  608      322.0   1   1   2  -1   1   1    ...           -4   \n",
       "12344   6  196  196      803.0   1   2   2   3   1   2    ...           -4   \n",
       "\n",
       "       MN_237C1  MN_237C2  MN_237C3  MN_237C4  MN_237C5  MN_237C6  MN_249A1  \\\n",
       "72936        -4        -4        -4        -4        -4        -4        -4   \n",
       "38245         0         0         0         0         0         0         1   \n",
       "89503        -4        -4        -4        -4        -4        -4        -4   \n",
       "27650        -4        -4        -4        -4        -4        -4        -4   \n",
       "3292         -4        -4        -4        -4        -4        -4        -4   \n",
       "59802        -4        -4        -4        -4        -4        -4        -4   \n",
       "4640         -4        -4        -4        -4        -4        -4        -4   \n",
       "74949        -4        -4        -4        -4        -4        -4        -4   \n",
       "63656        -4        -4        -4        -4        -4        -4        -4   \n",
       "12473        -4        -4        -4        -4        -4        -4        -4   \n",
       "26464        -4        -4        -4        -4        -4        -4        -4   \n",
       "75896        -4        -4        -4        -4        -4        -4        -4   \n",
       "63167        -4        -4        -4        -4        -4        -4        -4   \n",
       "7190         -4        -4        -4        -4        -4        -4        -4   \n",
       "21704        -4        -4        -4        -4        -4        -4        -4   \n",
       "75243        -4        -4        -4        -4        -4        -4        -4   \n",
       "8986         -4        -4        -4        -4        -4        -4        -4   \n",
       "29345        -4        -4        -4        -4        -4        -4        -4   \n",
       "16604        -4        -4        -4        -4        -4        -4        -4   \n",
       "74039        -4        -4        -4        -4        -4        -4        -4   \n",
       "17487        -4        -4        -4        -4        -4        -4        -4   \n",
       "43365        -4        -4        -4        -4        -4        -4        -4   \n",
       "58191        -4        -4        -4        -4        -4        -4        -4   \n",
       "74255        -4        -4        -4        -4        -4        -4        -4   \n",
       "44037        -4        -4        -4        -4        -4        -4        -4   \n",
       "61281        -4        -4        -4        -4        -4        -4        -4   \n",
       "79311         0         0         0         0         1         0         0   \n",
       "48828        -4        -4        -4        -4        -4        -4        -4   \n",
       "63896        -4        -4        -4        -4        -4        -4        -4   \n",
       "31436        -4        -4        -4        -4        -4        -4        -4   \n",
       "...         ...       ...       ...       ...       ...       ...       ...   \n",
       "21763        -4        -4        -4        -4        -4        -4        -4   \n",
       "64216        -4        -4        -4        -4        -4        -4        -4   \n",
       "60059        -4        -4        -4        -4        -4        -4        -4   \n",
       "45192        -4        -4        -4        -4        -4        -4        -4   \n",
       "5736         -4        -4        -4        -4        -4        -4        -4   \n",
       "66666        -4        -4        -4        -4        -4        -4        -4   \n",
       "58642        -4        -4        -4        -4        -4        -4        -4   \n",
       "71855        -4        -4        -4        -4        -4        -4        -4   \n",
       "1916         -4        -4        -4        -4        -4        -4        -4   \n",
       "16191        -4        -4        -4        -4        -4        -4        -4   \n",
       "70140        -4        -4        -4        -4        -4        -4        -4   \n",
       "22174        -4        -4        -4        -4        -4        -4        -4   \n",
       "3740         -4        -4        -4        -4        -4        -4        -4   \n",
       "73339        -4        -4        -4        -4        -4        -4        -4   \n",
       "65160        -4        -4        -4        -4        -4        -4        -4   \n",
       "26829        -4        -4        -4        -4        -4        -4        -4   \n",
       "45240        -4        -4        -4        -4        -4        -4        -4   \n",
       "21677        -4        -4        -4        -4        -4        -4        -4   \n",
       "31362        -4        -4        -4        -4        -4        -4        -4   \n",
       "17007        -4        -4        -4        -4        -4        -4        -4   \n",
       "21248        -4        -4        -4        -4        -4        -4        -4   \n",
       "30494        -4        -4        -4        -4        -4        -4        -4   \n",
       "1008         -3        -3        -3        -3        -3        -3        -3   \n",
       "21382        -4        -4        -4        -4        -4        -4        -4   \n",
       "47719        -4        -4        -4        -4        -4        -4        -4   \n",
       "12461        -4        -4        -4        -4        -4        -4        -4   \n",
       "88253        -3        -3        -3        -3        -3        -3        -3   \n",
       "71097        -4        -4        -4        -4        -4        -4        -4   \n",
       "56769        -4        -4        -4        -4        -4        -4        -4   \n",
       "12344        -4        -4        -4        -4        -4        -4        -4   \n",
       "\n",
       "       MN_249A2  MN_249A3  \n",
       "72936        -4        -4  \n",
       "38245         0         1  \n",
       "89503        -4        -4  \n",
       "27650        -4        -4  \n",
       "3292         -4        -4  \n",
       "59802        -4        -4  \n",
       "4640         -4        -4  \n",
       "74949        -4        -4  \n",
       "63656        -4        -4  \n",
       "12473        -4        -4  \n",
       "26464        -4        -4  \n",
       "75896        -4        -4  \n",
       "63167        -4        -4  \n",
       "7190         -4        -4  \n",
       "21704        -4        -4  \n",
       "75243        -4        -4  \n",
       "8986         -4        -4  \n",
       "29345        -4        -4  \n",
       "16604        -4        -4  \n",
       "74039        -4        -4  \n",
       "17487        -4        -4  \n",
       "43365        -4        -4  \n",
       "58191        -4        -4  \n",
       "74255        -4        -4  \n",
       "44037        -4        -4  \n",
       "61281        -4        -4  \n",
       "79311         0         1  \n",
       "48828        -4        -4  \n",
       "63896        -4        -4  \n",
       "31436        -4        -4  \n",
       "...         ...       ...  \n",
       "21763        -4        -4  \n",
       "64216        -4        -4  \n",
       "60059        -4        -4  \n",
       "45192        -4        -4  \n",
       "5736         -4        -4  \n",
       "66666        -4        -4  \n",
       "58642        -4        -4  \n",
       "71855        -4        -4  \n",
       "1916         -4        -4  \n",
       "16191        -4        -4  \n",
       "70140        -4        -4  \n",
       "22174        -4        -4  \n",
       "3740         -4        -4  \n",
       "73339        -4        -4  \n",
       "65160        -4        -4  \n",
       "26829        -4        -4  \n",
       "45240        -4        -4  \n",
       "21677        -4        -4  \n",
       "31362        -4        -4  \n",
       "17007        -4        -4  \n",
       "21248        -4        -4  \n",
       "30494        -4        -4  \n",
       "1008         -3        -3  \n",
       "21382        -4        -4  \n",
       "47719        -4        -4  \n",
       "12461        -4        -4  \n",
       "88253        -3        -3  \n",
       "71097        -4        -4  \n",
       "56769        -4        -4  \n",
       "12344        -4        -4  \n",
       "\n",
       "[72280 rows x 384 columns]"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "responses.sample(frac=.80)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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