Untitled1.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Testing for Kaggle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "u'/Users/chrisrytting1/.vim'"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/chrisrytting1/Vim\n"
     ]
    }
   ],
   "source": [
    "cd ../Vim/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data = pd.read_csv('train.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
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       "      <th>v7</th>\n",
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       "      <th>v125</th>\n",
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       "      <th>v128</th>\n",
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       "      <th>v130</th>\n",
       "      <th>v131</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <th>0</th>\n",
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       "      <td>8.727474</td>\n",
       "      <td>C</td>\n",
       "      <td>3.921026</td>\n",
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       "      <td>2.599278</td>\n",
       "      <td>3.176895</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>1.957825</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>3.979592</td>\n",
       "      <td>3.928571</td>\n",
       "      <td>0.019645</td>\n",
       "      <td>...</td>\n",
       "      <td>9.333333</td>\n",
       "      <td>2.477596</td>\n",
       "      <td>0.013452</td>\n",
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       "      <td>1.773709</td>\n",
       "      <td>3.922193</td>\n",
       "      <td>1.120468</td>\n",
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       "      <td>0.883118</td>\n",
       "      <td>1.176472</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
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       "      <td>8.304757</td>\n",
       "      <td>C</td>\n",
       "      <td>4.225930</td>\n",
       "      <td>11.627438</td>\n",
       "      <td>2.097700</td>\n",
       "      <td>1.987549</td>\n",
       "      <td>0.171947</td>\n",
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       "      <td>7.018256</td>\n",
       "      <td>1.812795</td>\n",
       "      <td>0.002267</td>\n",
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       "      <td>1.415230</td>\n",
       "      <td>2.954381</td>\n",
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       "      <td>1.677108</td>\n",
       "      <td>1.034483</td>\n",
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       "      <td>0</td>\n",
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       "<p>5 rows × 133 columns</p>\n",
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       "   ID  target        v1        v2 v3        v4         v5        v6        v7  \\\n",
       "0   3       1  1.335739  8.727474  C  3.921026   7.915266  2.599278  3.176895   \n",
       "1   4       1       NaN       NaN  C       NaN   9.191265       NaN       NaN   \n",
       "2   5       1  0.943877  5.310079  C  4.410969   5.326159  3.979592  3.928571   \n",
       "3   6       1  0.797415  8.304757  C  4.225930  11.627438  2.097700  1.987549   \n",
       "4   8       1       NaN       NaN  C       NaN        NaN       NaN       NaN   \n",
       "\n",
       "         v8    ...         v122      v123      v124  v125      v126      v127  \\\n",
       "0  0.012941    ...     8.000000  1.989780  0.035754    AU  1.804126  3.113719   \n",
       "1  2.301630    ...          NaN       NaN  0.598896    AF       NaN       NaN   \n",
       "2  0.019645    ...     9.333333  2.477596  0.013452    AE  1.773709  3.922193   \n",
       "3  0.171947    ...     7.018256  1.812795  0.002267    CJ  1.415230  2.954381   \n",
       "4       NaN    ...          NaN       NaN       NaN     Z       NaN       NaN   \n",
       "\n",
       "       v128  v129      v130      v131  \n",
       "0  2.024285     0  0.636365  2.857144  \n",
       "1  1.957825     0       NaN       NaN  \n",
       "2  1.120468     2  0.883118  1.176472  \n",
       "3  1.990847     1  1.677108  1.034483  \n",
       "4       NaN     0       NaN       NaN  \n",
       "\n",
       "[5 rows x 133 columns]"
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     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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       "      <td>1.604493</td>\n",
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       "            ID  target        v1        v2 v3        v4         v5       v6  \\\n",
       "114316  228708       1       NaN       NaN  C       NaN        NaN      NaN   \n",
       "114317  228710       1       NaN       NaN  C       NaN        NaN      NaN   \n",
       "114318  228711       1       NaN       NaN  C       NaN  10.069277      NaN   \n",
       "114319  228712       1       NaN       NaN  C       NaN  10.106144      NaN   \n",
       "114320  228713       1  1.619763  7.932978  C  4.640085   8.473141  2.35147   \n",
       "\n",
       "              v7        v8    ...         v122      v123      v124  v125  \\\n",
       "114316       NaN       NaN    ...          NaN       NaN       NaN    AL   \n",
       "114317       NaN       NaN    ...          NaN       NaN       NaN     E   \n",
       "114318       NaN  0.323324    ...          NaN       NaN  0.156764     Q   \n",
       "114319       NaN  0.309226    ...          NaN       NaN  0.490658    BW   \n",
       "114320  2.826766  3.479754    ...     7.936508  2.944285  3.135205     V   \n",
       "\n",
       "            v126      v127      v128  v129     v130      v131  \n",
       "114316       NaN       NaN       NaN     0      NaN       NaN  \n",
       "114317       NaN       NaN       NaN     1      NaN       NaN  \n",
       "114318       NaN       NaN  2.417606     2      NaN       NaN  \n",
       "114319       NaN       NaN  3.526650     0      NaN       NaN  \n",
       "114320  1.943149  4.385553  1.604493     0  1.78761  1.386138  \n",
       "\n",
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     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
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   "source": [
    "data.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "ename": "TypeError",
     "evalue": "'tuple' object is not callable",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-8-f83b53240979>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdata\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;31mTypeError\u001b[0m: 'tuple' object is not callable"
     ]
    }
   ],
   "source": [
    "data.shape()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
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       "      <td>0.000000</td>\n",
       "      <td>1.957825</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0.943877</td>\n",
       "      <td>5.310079</td>\n",
       "      <td>C</td>\n",
       "      <td>4.410969</td>\n",
       "      <td>5.326159</td>\n",
       "      <td>3.979592</td>\n",
       "      <td>3.928571</td>\n",
       "      <td>0.019645</td>\n",
       "      <td>...</td>\n",
       "      <td>9.333333</td>\n",
       "      <td>2.477596</td>\n",
       "      <td>0.013452</td>\n",
       "      <td>AE</td>\n",
       "      <td>1.773709</td>\n",
       "      <td>3.922193</td>\n",
       "      <td>1.120468</td>\n",
       "      <td>2</td>\n",
       "      <td>0.883118</td>\n",
       "      <td>1.176472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0.797415</td>\n",
       "      <td>8.304757</td>\n",
       "      <td>C</td>\n",
       "      <td>4.225930</td>\n",
       "      <td>11.627438</td>\n",
       "      <td>2.097700</td>\n",
       "      <td>1.987549</td>\n",
       "      <td>0.171947</td>\n",
       "      <td>...</td>\n",
       "      <td>7.018256</td>\n",
       "      <td>1.812795</td>\n",
       "      <td>0.002267</td>\n",
       "      <td>CJ</td>\n",
       "      <td>1.415230</td>\n",
       "      <td>2.954381</td>\n",
       "      <td>1.990847</td>\n",
       "      <td>1</td>\n",
       "      <td>1.677108</td>\n",
       "      <td>1.034483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>C</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>Z</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 133 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   ID  target        v1        v2 v3        v4         v5        v6        v7  \\\n",
       "0   3       1  1.335739  8.727474  C  3.921026   7.915266  2.599278  3.176895   \n",
       "1   4       1  0.000000  0.000000  C  0.000000   9.191265  0.000000  0.000000   \n",
       "2   5       1  0.943877  5.310079  C  4.410969   5.326159  3.979592  3.928571   \n",
       "3   6       1  0.797415  8.304757  C  4.225930  11.627438  2.097700  1.987549   \n",
       "4   8       1  0.000000  0.000000  C  0.000000   0.000000  0.000000  0.000000   \n",
       "\n",
       "         v8    ...         v122      v123      v124  v125      v126      v127  \\\n",
       "0  0.012941    ...     8.000000  1.989780  0.035754    AU  1.804126  3.113719   \n",
       "1  2.301630    ...     0.000000  0.000000  0.598896    AF  0.000000  0.000000   \n",
       "2  0.019645    ...     9.333333  2.477596  0.013452    AE  1.773709  3.922193   \n",
       "3  0.171947    ...     7.018256  1.812795  0.002267    CJ  1.415230  2.954381   \n",
       "4  0.000000    ...     0.000000  0.000000  0.000000     Z  0.000000  0.000000   \n",
       "\n",
       "       v128  v129      v130      v131  \n",
       "0  2.024285     0  0.636365  2.857144  \n",
       "1  1.957825     0  0.000000  0.000000  \n",
       "2  1.120468     2  0.883118  1.176472  \n",
       "3  1.990847     1  1.677108  1.034483  \n",
       "4  0.000000     0  0.000000  0.000000  \n",
       "\n",
       "[5 rows x 133 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clean_data = data.fillna(0)\n",
    "clean_data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x10ad3fa50>"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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3WTYU/4PHsqH4G37lgtL6N8+dyvL12VD8/MvPZ2lpCHpqaVsLZ08utQ/s7+qL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\n+xSzAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ad3f590>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(data, x_vars = ['v1'], y_vars = 'target', size = 7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>target</th>\n",
       "      <th>v1</th>\n",
       "      <th>v2</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>...</th>\n",
       "      <th>v122</th>\n",
       "      <th>v123</th>\n",
       "      <th>v124</th>\n",
       "      <th>v125</th>\n",
       "      <th>v126</th>\n",
       "      <th>v127</th>\n",
       "      <th>v128</th>\n",
       "      <th>v129</th>\n",
       "      <th>v130</th>\n",
       "      <th>v131</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1.335739</td>\n",
       "      <td>8.727474</td>\n",
       "      <td>C</td>\n",
       "      <td>3.921026</td>\n",
       "      <td>7.915266</td>\n",
       "      <td>2.599278</td>\n",
       "      <td>3.176895</td>\n",
       "      <td>0.012941</td>\n",
       "      <td>...</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>1.989780</td>\n",
       "      <td>0.035754</td>\n",
       "      <td>AU</td>\n",
       "      <td>1.804126</td>\n",
       "      <td>3.113719</td>\n",
       "      <td>2.024285</td>\n",
       "      <td>0</td>\n",
       "      <td>0.636365</td>\n",
       "      <td>2.857144</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.191265</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.301630</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.598896</td>\n",
       "      <td>AF</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.957825</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>0.943877</td>\n",
       "      <td>5.310079</td>\n",
       "      <td>C</td>\n",
       "      <td>4.410969</td>\n",
       "      <td>5.326159</td>\n",
       "      <td>3.979592</td>\n",
       "      <td>3.928571</td>\n",
       "      <td>0.019645</td>\n",
       "      <td>...</td>\n",
       "      <td>9.333333</td>\n",
       "      <td>2.477596</td>\n",
       "      <td>0.013452</td>\n",
       "      <td>AE</td>\n",
       "      <td>1.773709</td>\n",
       "      <td>3.922193</td>\n",
       "      <td>1.120468</td>\n",
       "      <td>2</td>\n",
       "      <td>0.883118</td>\n",
       "      <td>1.176472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>0.797415</td>\n",
       "      <td>8.304757</td>\n",
       "      <td>C</td>\n",
       "      <td>4.225930</td>\n",
       "      <td>11.627438</td>\n",
       "      <td>2.097700</td>\n",
       "      <td>1.987549</td>\n",
       "      <td>0.171947</td>\n",
       "      <td>...</td>\n",
       "      <td>7.018256</td>\n",
       "      <td>1.812795</td>\n",
       "      <td>0.002267</td>\n",
       "      <td>CJ</td>\n",
       "      <td>1.415230</td>\n",
       "      <td>2.954381</td>\n",
       "      <td>1.990847</td>\n",
       "      <td>1</td>\n",
       "      <td>1.677108</td>\n",
       "      <td>1.034483</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 133 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   ID  target        v1        v2 v3        v4         v5        v6        v7  \\\n",
       "0   3       1  1.335739  8.727474  C  3.921026   7.915266  2.599278  3.176895   \n",
       "1   4       1       NaN       NaN  C       NaN   9.191265       NaN       NaN   \n",
       "2   5       1  0.943877  5.310079  C  4.410969   5.326159  3.979592  3.928571   \n",
       "3   6       1  0.797415  8.304757  C  4.225930  11.627438  2.097700  1.987549   \n",
       "4   8       1       NaN       NaN  C       NaN        NaN       NaN       NaN   \n",
       "\n",
       "         v8    ...         v122      v123      v124  v125      v126      v127  \\\n",
       "0  0.012941    ...     8.000000  1.989780  0.035754    AU  1.804126  3.113719   \n",
       "1  2.301630    ...          NaN       NaN  0.598896    AF       NaN       NaN   \n",
       "2  0.019645    ...     9.333333  2.477596  0.013452    AE  1.773709  3.922193   \n",
       "3  0.171947    ...     7.018256  1.812795  0.002267    CJ  1.415230  2.954381   \n",
       "4       NaN    ...          NaN       NaN       NaN     Z       NaN       NaN   \n",
       "\n",
       "       v128  v129      v130      v131  \n",
       "0  2.024285     0  0.636365  2.857144  \n",
       "1  1.957825     0       NaN       NaN  \n",
       "2  1.120468     2  0.883118  1.176472  \n",
       "3  1.990847     1  1.677108  1.034483  \n",
       "4       NaN     0       NaN       NaN  \n",
       "\n",
       "[5 rows x 133 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ID</th>\n",
       "      <th>target</th>\n",
       "      <th>v1</th>\n",
       "      <th>v2</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>...</th>\n",
       "      <th>v122</th>\n",
       "      <th>v123</th>\n",
       "      <th>v124</th>\n",
       "      <th>v125</th>\n",
       "      <th>v126</th>\n",
       "      <th>v127</th>\n",
       "      <th>v128</th>\n",
       "      <th>v129</th>\n",
       "      <th>v130</th>\n",
       "      <th>v131</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>1.335739e+00</td>\n",
       "      <td>8.727474</td>\n",
       "      <td>C</td>\n",
       "      <td>3.921026</td>\n",
       "      <td>7.915266</td>\n",
       "      <td>2.599278</td>\n",
       "      <td>3.176895</td>\n",
       "      <td>0.012941</td>\n",
       "      <td>...</td>\n",
       "      <td>8.000000</td>\n",
       "      <td>1.989780</td>\n",
       "      <td>3.575369e-02</td>\n",
       "      <td>AU</td>\n",
       "      <td>1.804126</td>\n",
       "      <td>3.113719</td>\n",
       "      <td>2.024285</td>\n",
       "      <td>0</td>\n",
       "      <td>0.636365</td>\n",
       "      <td>2.857144e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.191265</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.301630</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.988956e-01</td>\n",
       "      <td>AF</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.957825</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>9.438769e-01</td>\n",
       "      <td>5.310079</td>\n",
       "      <td>C</td>\n",
       "      <td>4.410969</td>\n",
       "      <td>5.326159</td>\n",
       "      <td>3.979592</td>\n",
       "      <td>3.928571</td>\n",
       "      <td>0.019645</td>\n",
       "      <td>...</td>\n",
       "      <td>9.333333</td>\n",
       "      <td>2.477596</td>\n",
       "      <td>1.345191e-02</td>\n",
       "      <td>AE</td>\n",
       "      <td>1.773709</td>\n",
       "      <td>3.922193</td>\n",
       "      <td>1.120468</td>\n",
       "      <td>2</td>\n",
       "      <td>0.883118</td>\n",
       "      <td>1.176472e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>7.974146e-01</td>\n",
       "      <td>8.304757</td>\n",
       "      <td>C</td>\n",
       "      <td>4.225930</td>\n",
       "      <td>11.627438</td>\n",
       "      <td>2.097700</td>\n",
       "      <td>1.987549</td>\n",
       "      <td>0.171947</td>\n",
       "      <td>...</td>\n",
       "      <td>7.018256</td>\n",
       "      <td>1.812795</td>\n",
       "      <td>2.267384e-03</td>\n",
       "      <td>CJ</td>\n",
       "      <td>1.415230</td>\n",
       "      <td>2.954381</td>\n",
       "      <td>1.990847</td>\n",
       "      <td>1</td>\n",
       "      <td>1.677108</td>\n",
       "      <td>1.034483e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.856791</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.359993</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.986116e-02</td>\n",
       "      <td>X</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.536222</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>8.998057e-01</td>\n",
       "      <td>7.312995</td>\n",
       "      <td>C</td>\n",
       "      <td>3.494148</td>\n",
       "      <td>9.946200</td>\n",
       "      <td>1.926070</td>\n",
       "      <td>1.770427</td>\n",
       "      <td>0.066251</td>\n",
       "      <td>...</td>\n",
       "      <td>3.476299</td>\n",
       "      <td>1.992594</td>\n",
       "      <td>8.375832e-02</td>\n",
       "      <td>BJ</td>\n",
       "      <td>3.276100</td>\n",
       "      <td>1.623298</td>\n",
       "      <td>2.266575</td>\n",
       "      <td>0</td>\n",
       "      <td>2.263736</td>\n",
       "      <td>9.708730e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>22</td>\n",
       "      <td>0</td>\n",
       "      <td>2.078651e+00</td>\n",
       "      <td>8.462619</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.739030</td>\n",
       "      <td>5.265636</td>\n",
       "      <td>1.573033</td>\n",
       "      <td>2.303371</td>\n",
       "      <td>0.015869</td>\n",
       "      <td>...</td>\n",
       "      <td>8.148148</td>\n",
       "      <td>1.875560</td>\n",
       "      <td>1.865950e-02</td>\n",
       "      <td>S</td>\n",
       "      <td>1.159637</td>\n",
       "      <td>5.582865</td>\n",
       "      <td>1.105283</td>\n",
       "      <td>0</td>\n",
       "      <td>1.170731</td>\n",
       "      <td>3.333334e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>23</td>\n",
       "      <td>1</td>\n",
       "      <td>1.144802e+00</td>\n",
       "      <td>5.880606</td>\n",
       "      <td>C</td>\n",
       "      <td>3.244469</td>\n",
       "      <td>9.538384</td>\n",
       "      <td>2.500001</td>\n",
       "      <td>1.559405</td>\n",
       "      <td>0.412610</td>\n",
       "      <td>...</td>\n",
       "      <td>7.325843</td>\n",
       "      <td>4.896617</td>\n",
       "      <td>8.943653e-03</td>\n",
       "      <td>E</td>\n",
       "      <td>1.344550</td>\n",
       "      <td>1.601176</td>\n",
       "      <td>1.928009</td>\n",
       "      <td>0</td>\n",
       "      <td>3.174603</td>\n",
       "      <td>1.000000e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AR</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>28</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>1.400267e+00</td>\n",
       "      <td>5.367204</td>\n",
       "      <td>C</td>\n",
       "      <td>4.122155</td>\n",
       "      <td>8.137188</td>\n",
       "      <td>2.983080</td>\n",
       "      <td>2.640249</td>\n",
       "      <td>0.211851</td>\n",
       "      <td>...</td>\n",
       "      <td>8.817203</td>\n",
       "      <td>2.096062</td>\n",
       "      <td>5.459061e-07</td>\n",
       "      <td>AQ</td>\n",
       "      <td>1.731656</td>\n",
       "      <td>6.102516</td>\n",
       "      <td>1.388117</td>\n",
       "      <td>4</td>\n",
       "      <td>1.220911</td>\n",
       "      <td>1.878453e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>2.260036e+00</td>\n",
       "      <td>14.693263</td>\n",
       "      <td>C</td>\n",
       "      <td>5.150750</td>\n",
       "      <td>8.554136</td>\n",
       "      <td>1.954626</td>\n",
       "      <td>2.931936</td>\n",
       "      <td>0.041446</td>\n",
       "      <td>...</td>\n",
       "      <td>5.038168</td>\n",
       "      <td>1.836667</td>\n",
       "      <td>5.973979e-03</td>\n",
       "      <td>Z</td>\n",
       "      <td>3.242128</td>\n",
       "      <td>0.818063</td>\n",
       "      <td>2.400050</td>\n",
       "      <td>0</td>\n",
       "      <td>1.166666</td>\n",
       "      <td>2.857143e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BY</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>33</td>\n",
       "      <td>1</td>\n",
       "      <td>6.228961e-01</td>\n",
       "      <td>7.024732</td>\n",
       "      <td>C</td>\n",
       "      <td>4.193688</td>\n",
       "      <td>6.288177</td>\n",
       "      <td>2.132436</td>\n",
       "      <td>3.198654</td>\n",
       "      <td>0.407525</td>\n",
       "      <td>...</td>\n",
       "      <td>6.086957</td>\n",
       "      <td>2.812624</td>\n",
       "      <td>2.474223e-01</td>\n",
       "      <td>BJ</td>\n",
       "      <td>1.865530</td>\n",
       "      <td>3.345960</td>\n",
       "      <td>0.796533</td>\n",
       "      <td>0</td>\n",
       "      <td>1.389474</td>\n",
       "      <td>6.060615e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>E</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AZ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>9.438780e-01</td>\n",
       "      <td>5.927194</td>\n",
       "      <td>C</td>\n",
       "      <td>4.404372</td>\n",
       "      <td>9.045057</td>\n",
       "      <td>2.551021</td>\n",
       "      <td>2.693878</td>\n",
       "      <td>0.085665</td>\n",
       "      <td>...</td>\n",
       "      <td>6.632125</td>\n",
       "      <td>2.419037</td>\n",
       "      <td>1.847926e-02</td>\n",
       "      <td>U</td>\n",
       "      <td>1.884567</td>\n",
       "      <td>2.602041</td>\n",
       "      <td>1.959776</td>\n",
       "      <td>1</td>\n",
       "      <td>1.121212</td>\n",
       "      <td>1.351351e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "      <td>1.289841e+00</td>\n",
       "      <td>4.788645</td>\n",
       "      <td>C</td>\n",
       "      <td>4.283417</td>\n",
       "      <td>10.719571</td>\n",
       "      <td>3.107570</td>\n",
       "      <td>1.962151</td>\n",
       "      <td>0.080812</td>\n",
       "      <td>...</td>\n",
       "      <td>5.968993</td>\n",
       "      <td>2.169826</td>\n",
       "      <td>4.919843e-03</td>\n",
       "      <td>CD</td>\n",
       "      <td>1.460793</td>\n",
       "      <td>1.531375</td>\n",
       "      <td>1.964652</td>\n",
       "      <td>1</td>\n",
       "      <td>2.111675</td>\n",
       "      <td>1.346155e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>7.288239e-01</td>\n",
       "      <td>4.073244</td>\n",
       "      <td>C</td>\n",
       "      <td>4.130054</td>\n",
       "      <td>9.032563</td>\n",
       "      <td>4.149705</td>\n",
       "      <td>1.917269</td>\n",
       "      <td>2.767934</td>\n",
       "      <td>...</td>\n",
       "      <td>3.903742</td>\n",
       "      <td>3.401924</td>\n",
       "      <td>7.107372e-01</td>\n",
       "      <td>AE</td>\n",
       "      <td>1.840384</td>\n",
       "      <td>3.779547</td>\n",
       "      <td>1.798435</td>\n",
       "      <td>0</td>\n",
       "      <td>1.986302</td>\n",
       "      <td>8.275852e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>3.944563e+00</td>\n",
       "      <td>5.718516</td>\n",
       "      <td>C</td>\n",
       "      <td>2.205080</td>\n",
       "      <td>5.340648</td>\n",
       "      <td>2.010356</td>\n",
       "      <td>1.657021</td>\n",
       "      <td>3.233160</td>\n",
       "      <td>...</td>\n",
       "      <td>6.404715</td>\n",
       "      <td>10.691157</td>\n",
       "      <td>3.065766e+00</td>\n",
       "      <td>AU</td>\n",
       "      <td>1.813419</td>\n",
       "      <td>1.233628</td>\n",
       "      <td>0.626694</td>\n",
       "      <td>2</td>\n",
       "      <td>4.250001</td>\n",
       "      <td>2.422145e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>43</td>\n",
       "      <td>1</td>\n",
       "      <td>4.045725e+00</td>\n",
       "      <td>3.992607</td>\n",
       "      <td>C</td>\n",
       "      <td>3.598096</td>\n",
       "      <td>7.946330</td>\n",
       "      <td>1.709742</td>\n",
       "      <td>2.365804</td>\n",
       "      <td>7.827175</td>\n",
       "      <td>...</td>\n",
       "      <td>5.226130</td>\n",
       "      <td>5.259272</td>\n",
       "      <td>2.690857e+00</td>\n",
       "      <td>BD</td>\n",
       "      <td>1.447090</td>\n",
       "      <td>2.559641</td>\n",
       "      <td>1.509052</td>\n",
       "      <td>0</td>\n",
       "      <td>3.260504</td>\n",
       "      <td>2.268042e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>46</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CG</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>51</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>J</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>52</td>\n",
       "      <td>1</td>\n",
       "      <td>2.920282e-01</td>\n",
       "      <td>12.715811</td>\n",
       "      <td>C</td>\n",
       "      <td>4.999724</td>\n",
       "      <td>5.998656</td>\n",
       "      <td>2.020520</td>\n",
       "      <td>2.620363</td>\n",
       "      <td>0.058548</td>\n",
       "      <td>...</td>\n",
       "      <td>7.796611</td>\n",
       "      <td>1.697821</td>\n",
       "      <td>7.351065e-03</td>\n",
       "      <td>N</td>\n",
       "      <td>1.491973</td>\n",
       "      <td>4.202842</td>\n",
       "      <td>1.306053</td>\n",
       "      <td>0</td>\n",
       "      <td>0.722892</td>\n",
       "      <td>6.666657e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>54</td>\n",
       "      <td>1</td>\n",
       "      <td>5.172412e-01</td>\n",
       "      <td>8.528544</td>\n",
       "      <td>C</td>\n",
       "      <td>4.075372</td>\n",
       "      <td>5.726834</td>\n",
       "      <td>2.534949</td>\n",
       "      <td>3.643990</td>\n",
       "      <td>0.749568</td>\n",
       "      <td>...</td>\n",
       "      <td>5.188680</td>\n",
       "      <td>1.788132</td>\n",
       "      <td>8.594683e-02</td>\n",
       "      <td>AR</td>\n",
       "      <td>2.105971</td>\n",
       "      <td>0.524231</td>\n",
       "      <td>0.785667</td>\n",
       "      <td>0</td>\n",
       "      <td>0.603581</td>\n",
       "      <td>1.016950e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>2.415670e+00</td>\n",
       "      <td>14.960392</td>\n",
       "      <td>C</td>\n",
       "      <td>4.356980</td>\n",
       "      <td>8.520510</td>\n",
       "      <td>2.132753</td>\n",
       "      <td>2.023938</td>\n",
       "      <td>0.035822</td>\n",
       "      <td>...</td>\n",
       "      <td>5.585586</td>\n",
       "      <td>2.451680</td>\n",
       "      <td>6.640126e-03</td>\n",
       "      <td>Z</td>\n",
       "      <td>1.442224</td>\n",
       "      <td>2.244287</td>\n",
       "      <td>2.373578</td>\n",
       "      <td>0</td>\n",
       "      <td>1.634408</td>\n",
       "      <td>3.157894e+00</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>114291</th>\n",
       "      <td>228655</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BM</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114292</th>\n",
       "      <td>228657</td>\n",
       "      <td>1</td>\n",
       "      <td>2.768086e-01</td>\n",
       "      <td>7.055455</td>\n",
       "      <td>C</td>\n",
       "      <td>3.823010</td>\n",
       "      <td>9.619069</td>\n",
       "      <td>2.194513</td>\n",
       "      <td>1.825436</td>\n",
       "      <td>0.328563</td>\n",
       "      <td>...</td>\n",
       "      <td>7.116105</td>\n",
       "      <td>3.000683</td>\n",
       "      <td>9.536287e-02</td>\n",
       "      <td>BM</td>\n",
       "      <td>1.528000</td>\n",
       "      <td>2.777432</td>\n",
       "      <td>1.985969</td>\n",
       "      <td>0</td>\n",
       "      <td>1.639345</td>\n",
       "      <td>3.999997e-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114293</th>\n",
       "      <td>228658</td>\n",
       "      <td>1</td>\n",
       "      <td>1.983914e+00</td>\n",
       "      <td>11.296659</td>\n",
       "      <td>C</td>\n",
       "      <td>6.459140</td>\n",
       "      <td>9.193006</td>\n",
       "      <td>1.849866</td>\n",
       "      <td>3.217159</td>\n",
       "      <td>0.055774</td>\n",
       "      <td>...</td>\n",
       "      <td>6.478874</td>\n",
       "      <td>1.535538</td>\n",
       "      <td>1.466965e-01</td>\n",
       "      <td>G</td>\n",
       "      <td>2.781526</td>\n",
       "      <td>1.131032</td>\n",
       "      <td>2.950252</td>\n",
       "      <td>0</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>3.333334e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114294</th>\n",
       "      <td>228659</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>X</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114295</th>\n",
       "      <td>228660</td>\n",
       "      <td>1</td>\n",
       "      <td>8.743610e-01</td>\n",
       "      <td>8.529843</td>\n",
       "      <td>C</td>\n",
       "      <td>4.391163</td>\n",
       "      <td>9.575062</td>\n",
       "      <td>2.646711</td>\n",
       "      <td>2.103190</td>\n",
       "      <td>1.300537</td>\n",
       "      <td>...</td>\n",
       "      <td>6.937500</td>\n",
       "      <td>3.171537</td>\n",
       "      <td>1.309991e+00</td>\n",
       "      <td>AR</td>\n",
       "      <td>1.386343</td>\n",
       "      <td>2.880071</td>\n",
       "      <td>2.140204</td>\n",
       "      <td>2</td>\n",
       "      <td>1.722846</td>\n",
       "      <td>1.043479e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114296</th>\n",
       "      <td>228663</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Z</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114297</th>\n",
       "      <td>228666</td>\n",
       "      <td>1</td>\n",
       "      <td>1.603274e+00</td>\n",
       "      <td>11.493653</td>\n",
       "      <td>C</td>\n",
       "      <td>4.328798</td>\n",
       "      <td>8.055434</td>\n",
       "      <td>1.848820</td>\n",
       "      <td>2.532499</td>\n",
       "      <td>0.171407</td>\n",
       "      <td>...</td>\n",
       "      <td>9.122806</td>\n",
       "      <td>2.250368</td>\n",
       "      <td>4.670769e-02</td>\n",
       "      <td>AF</td>\n",
       "      <td>1.527338</td>\n",
       "      <td>3.231824</td>\n",
       "      <td>1.246700</td>\n",
       "      <td>0</td>\n",
       "      <td>1.581749</td>\n",
       "      <td>1.730770e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114298</th>\n",
       "      <td>228668</td>\n",
       "      <td>1</td>\n",
       "      <td>9.477454e-01</td>\n",
       "      <td>8.941986</td>\n",
       "      <td>C</td>\n",
       "      <td>4.578888</td>\n",
       "      <td>14.882313</td>\n",
       "      <td>2.868852</td>\n",
       "      <td>2.402663</td>\n",
       "      <td>0.157079</td>\n",
       "      <td>...</td>\n",
       "      <td>6.666667</td>\n",
       "      <td>1.856606</td>\n",
       "      <td>9.564098e-03</td>\n",
       "      <td>S</td>\n",
       "      <td>1.586184</td>\n",
       "      <td>2.737578</td>\n",
       "      <td>2.785707</td>\n",
       "      <td>0</td>\n",
       "      <td>1.049040</td>\n",
       "      <td>1.626015e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114299</th>\n",
       "      <td>228670</td>\n",
       "      <td>1</td>\n",
       "      <td>9.688237e-07</td>\n",
       "      <td>6.163454</td>\n",
       "      <td>C</td>\n",
       "      <td>3.502739</td>\n",
       "      <td>7.202643</td>\n",
       "      <td>1.741765</td>\n",
       "      <td>2.165847</td>\n",
       "      <td>2.424658</td>\n",
       "      <td>...</td>\n",
       "      <td>6.339869</td>\n",
       "      <td>6.239218</td>\n",
       "      <td>3.054839e+00</td>\n",
       "      <td>V</td>\n",
       "      <td>1.291664</td>\n",
       "      <td>5.253692</td>\n",
       "      <td>1.026424</td>\n",
       "      <td>0</td>\n",
       "      <td>2.615385</td>\n",
       "      <td>5.482204e-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114300</th>\n",
       "      <td>228671</td>\n",
       "      <td>0</td>\n",
       "      <td>1.539335e+00</td>\n",
       "      <td>4.845475</td>\n",
       "      <td>C</td>\n",
       "      <td>4.445304</td>\n",
       "      <td>8.605211</td>\n",
       "      <td>1.906204</td>\n",
       "      <td>2.382753</td>\n",
       "      <td>1.142149</td>\n",
       "      <td>...</td>\n",
       "      <td>8.505747</td>\n",
       "      <td>2.364559</td>\n",
       "      <td>6.571835e-01</td>\n",
       "      <td>CG</td>\n",
       "      <td>1.380594</td>\n",
       "      <td>7.233358</td>\n",
       "      <td>1.495398</td>\n",
       "      <td>0</td>\n",
       "      <td>1.511110</td>\n",
       "      <td>1.848739e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114301</th>\n",
       "      <td>228673</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BJ</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114302</th>\n",
       "      <td>228677</td>\n",
       "      <td>1</td>\n",
       "      <td>2.093352e+00</td>\n",
       "      <td>5.696141</td>\n",
       "      <td>C</td>\n",
       "      <td>5.105297</td>\n",
       "      <td>8.836584</td>\n",
       "      <td>2.734559</td>\n",
       "      <td>2.772276</td>\n",
       "      <td>0.195443</td>\n",
       "      <td>...</td>\n",
       "      <td>6.986301</td>\n",
       "      <td>2.601368</td>\n",
       "      <td>1.805020e-02</td>\n",
       "      <td>AK</td>\n",
       "      <td>1.649315</td>\n",
       "      <td>3.818954</td>\n",
       "      <td>2.049363</td>\n",
       "      <td>1</td>\n",
       "      <td>1.469388</td>\n",
       "      <td>2.222222e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114303</th>\n",
       "      <td>228680</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>J</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114304</th>\n",
       "      <td>228682</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>H</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114305</th>\n",
       "      <td>228683</td>\n",
       "      <td>1</td>\n",
       "      <td>1.030641e+00</td>\n",
       "      <td>13.003754</td>\n",
       "      <td>C</td>\n",
       "      <td>4.512371</td>\n",
       "      <td>8.928965</td>\n",
       "      <td>2.548746</td>\n",
       "      <td>2.583565</td>\n",
       "      <td>1.756440</td>\n",
       "      <td>...</td>\n",
       "      <td>6.331360</td>\n",
       "      <td>1.345799</td>\n",
       "      <td>2.027626e-01</td>\n",
       "      <td>BO</td>\n",
       "      <td>1.535785</td>\n",
       "      <td>2.950904</td>\n",
       "      <td>1.790912</td>\n",
       "      <td>1</td>\n",
       "      <td>1.110512</td>\n",
       "      <td>1.553399e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114306</th>\n",
       "      <td>228684</td>\n",
       "      <td>1</td>\n",
       "      <td>2.051611e+00</td>\n",
       "      <td>8.259554</td>\n",
       "      <td>C</td>\n",
       "      <td>4.466166</td>\n",
       "      <td>11.291191</td>\n",
       "      <td>2.269140</td>\n",
       "      <td>3.510343</td>\n",
       "      <td>0.215781</td>\n",
       "      <td>...</td>\n",
       "      <td>5.898438</td>\n",
       "      <td>3.043102</td>\n",
       "      <td>7.758699e-03</td>\n",
       "      <td>BM</td>\n",
       "      <td>2.048144</td>\n",
       "      <td>3.214972</td>\n",
       "      <td>1.805540</td>\n",
       "      <td>0</td>\n",
       "      <td>1.307412</td>\n",
       "      <td>1.933085e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114307</th>\n",
       "      <td>228688</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114308</th>\n",
       "      <td>228691</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>BD</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114309</th>\n",
       "      <td>228695</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>A</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114310</th>\n",
       "      <td>228697</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>CB</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114311</th>\n",
       "      <td>228699</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>O</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114312</th>\n",
       "      <td>228701</td>\n",
       "      <td>1</td>\n",
       "      <td>1.142478e+00</td>\n",
       "      <td>8.477138</td>\n",
       "      <td>C</td>\n",
       "      <td>3.827255</td>\n",
       "      <td>8.539653</td>\n",
       "      <td>2.276136</td>\n",
       "      <td>1.905602</td>\n",
       "      <td>3.199958</td>\n",
       "      <td>...</td>\n",
       "      <td>7.437501</td>\n",
       "      <td>2.859732</td>\n",
       "      <td>3.258223e+00</td>\n",
       "      <td>AP</td>\n",
       "      <td>0.958445</td>\n",
       "      <td>2.382003</td>\n",
       "      <td>1.601009</td>\n",
       "      <td>1</td>\n",
       "      <td>1.851852</td>\n",
       "      <td>1.399999e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114313</th>\n",
       "      <td>228702</td>\n",
       "      <td>1</td>\n",
       "      <td>1.364308e+00</td>\n",
       "      <td>9.621454</td>\n",
       "      <td>C</td>\n",
       "      <td>4.342517</td>\n",
       "      <td>8.648951</td>\n",
       "      <td>2.772861</td>\n",
       "      <td>3.480826</td>\n",
       "      <td>2.208724</td>\n",
       "      <td>...</td>\n",
       "      <td>8.170212</td>\n",
       "      <td>2.427557</td>\n",
       "      <td>5.664891e-01</td>\n",
       "      <td>CI</td>\n",
       "      <td>2.091074</td>\n",
       "      <td>4.300331</td>\n",
       "      <td>1.738246</td>\n",
       "      <td>0</td>\n",
       "      <td>0.855932</td>\n",
       "      <td>1.980199e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114314</th>\n",
       "      <td>228705</td>\n",
       "      <td>0</td>\n",
       "      <td>3.633647e+00</td>\n",
       "      <td>3.052302</td>\n",
       "      <td>C</td>\n",
       "      <td>2.055147</td>\n",
       "      <td>7.770079</td>\n",
       "      <td>1.929975</td>\n",
       "      <td>2.459437</td>\n",
       "      <td>0.932377</td>\n",
       "      <td>...</td>\n",
       "      <td>6.842105</td>\n",
       "      <td>12.727869</td>\n",
       "      <td>5.673148e-01</td>\n",
       "      <td>CD</td>\n",
       "      <td>1.660675</td>\n",
       "      <td>3.074295</td>\n",
       "      <td>1.383798</td>\n",
       "      <td>0</td>\n",
       "      <td>2.958333</td>\n",
       "      <td>2.159624e+00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114315</th>\n",
       "      <td>228707</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AE</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114316</th>\n",
       "      <td>228708</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>AL</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114317</th>\n",
       "      <td>228710</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>E</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114318</th>\n",
       "      <td>228711</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.069277</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.323324</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.567642e-01</td>\n",
       "      <td>Q</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.417606</td>\n",
       "      <td>2</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114319</th>\n",
       "      <td>228712</td>\n",
       "      <td>1</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>C</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.106144</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.309226</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.906576e-01</td>\n",
       "      <td>BW</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.526650</td>\n",
       "      <td>0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114320</th>\n",
       "      <td>228713</td>\n",
       "      <td>1</td>\n",
       "      <td>1.619763e+00</td>\n",
       "      <td>7.932978</td>\n",
       "      <td>C</td>\n",
       "      <td>4.640085</td>\n",
       "      <td>8.473141</td>\n",
       "      <td>2.351470</td>\n",
       "      <td>2.826766</td>\n",
       "      <td>3.479754</td>\n",
       "      <td>...</td>\n",
       "      <td>7.936508</td>\n",
       "      <td>2.944285</td>\n",
       "      <td>3.135205e+00</td>\n",
       "      <td>V</td>\n",
       "      <td>1.943149</td>\n",
       "      <td>4.385553</td>\n",
       "      <td>1.604493</td>\n",
       "      <td>0</td>\n",
       "      <td>1.787610</td>\n",
       "      <td>1.386138e+00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>114321 rows × 133 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            ID  target            v1         v2   v3        v4         v5  \\\n",
       "0            3       1  1.335739e+00   8.727474    C  3.921026   7.915266   \n",
       "1            4       1           NaN        NaN    C       NaN   9.191265   \n",
       "2            5       1  9.438769e-01   5.310079    C  4.410969   5.326159   \n",
       "3            6       1  7.974146e-01   8.304757    C  4.225930  11.627438   \n",
       "4            8       1           NaN        NaN    C       NaN        NaN   \n",
       "5            9       0           NaN        NaN    C       NaN   8.856791   \n",
       "6           12       0  8.998057e-01   7.312995    C  3.494148   9.946200   \n",
       "7           21       1           NaN        NaN    C       NaN        NaN   \n",
       "8           22       0  2.078651e+00   8.462619  NaN  3.739030   5.265636   \n",
       "9           23       1  1.144802e+00   5.880606    C  3.244469   9.538384   \n",
       "10          24       1           NaN        NaN    C       NaN        NaN   \n",
       "11          27       1           NaN        NaN    C       NaN        NaN   \n",
       "12          28       0           NaN        NaN    C       NaN        NaN   \n",
       "13          30       1  1.400267e+00   5.367204    C  4.122155   8.137188   \n",
       "14          31       1  2.260036e+00  14.693263    C  5.150750   8.554136   \n",
       "15          32       1           NaN        NaN    C       NaN        NaN   \n",
       "16          33       1  6.228961e-01   7.024732    C  4.193688   6.288177   \n",
       "17          34       1           NaN        NaN    C       NaN        NaN   \n",
       "18          35       1           NaN        NaN    C       NaN        NaN   \n",
       "19          36       1           NaN        NaN    C       NaN        NaN   \n",
       "20          37       1  9.438780e-01   5.927194    C  4.404372   9.045057   \n",
       "21          39       1  1.289841e+00   4.788645    C  4.283417  10.719571   \n",
       "22          40       1  7.288239e-01   4.073244    C  4.130054   9.032563   \n",
       "23          42       1  3.944563e+00   5.718516    C  2.205080   5.340648   \n",
       "24          43       1  4.045725e+00   3.992607    C  3.598096   7.946330   \n",
       "25          46       1           NaN        NaN    C       NaN        NaN   \n",
       "26          51       1           NaN        NaN    C       NaN        NaN   \n",
       "27          52       1  2.920282e-01  12.715811    C  4.999724   5.998656   \n",
       "28          54       1  5.172412e-01   8.528544    C  4.075372   5.726834   \n",
       "29          55       0  2.415670e+00  14.960392    C  4.356980   8.520510   \n",
       "...        ...     ...           ...        ...  ...       ...        ...   \n",
       "114291  228655       1           NaN        NaN    C       NaN        NaN   \n",
       "114292  228657       1  2.768086e-01   7.055455    C  3.823010   9.619069   \n",
       "114293  228658       1  1.983914e+00  11.296659    C  6.459140   9.193006   \n",
       "114294  228659       1           NaN        NaN    C       NaN        NaN   \n",
       "114295  228660       1  8.743610e-01   8.529843    C  4.391163   9.575062   \n",
       "114296  228663       1           NaN        NaN    C       NaN        NaN   \n",
       "114297  228666       1  1.603274e+00  11.493653    C  4.328798   8.055434   \n",
       "114298  228668       1  9.477454e-01   8.941986    C  4.578888  14.882313   \n",
       "114299  228670       1  9.688237e-07   6.163454    C  3.502739   7.202643   \n",
       "114300  228671       0  1.539335e+00   4.845475    C  4.445304   8.605211   \n",
       "114301  228673       1           NaN        NaN    C       NaN        NaN   \n",
       "114302  228677       1  2.093352e+00   5.696141    C  5.105297   8.836584   \n",
       "114303  228680       1           NaN        NaN    C       NaN        NaN   \n",
       "114304  228682       1           NaN        NaN    C       NaN        NaN   \n",
       "114305  228683       1  1.030641e+00  13.003754    C  4.512371   8.928965   \n",
       "114306  228684       1  2.051611e+00   8.259554    C  4.466166  11.291191   \n",
       "114307  228688       1           NaN        NaN    C       NaN        NaN   \n",
       "114308  228691       1           NaN        NaN    C       NaN        NaN   \n",
       "114309  228695       0           NaN        NaN    C       NaN        NaN   \n",
       "114310  228697       1           NaN        NaN    C       NaN        NaN   \n",
       "114311  228699       1           NaN        NaN    C       NaN        NaN   \n",
       "114312  228701       1  1.142478e+00   8.477138    C  3.827255   8.539653   \n",
       "114313  228702       1  1.364308e+00   9.621454    C  4.342517   8.648951   \n",
       "114314  228705       0  3.633647e+00   3.052302    C  2.055147   7.770079   \n",
       "114315  228707       1           NaN        NaN    C       NaN        NaN   \n",
       "114316  228708       1           NaN        NaN    C       NaN        NaN   \n",
       "114317  228710       1           NaN        NaN    C       NaN        NaN   \n",
       "114318  228711       1           NaN        NaN    C       NaN  10.069277   \n",
       "114319  228712       1           NaN        NaN    C       NaN  10.106144   \n",
       "114320  228713       1  1.619763e+00   7.932978    C  4.640085   8.473141   \n",
       "\n",
       "              v6        v7        v8      ...           v122       v123  \\\n",
       "0       2.599278  3.176895  0.012941      ...       8.000000   1.989780   \n",
       "1            NaN       NaN  2.301630      ...            NaN        NaN   \n",
       "2       3.979592  3.928571  0.019645      ...       9.333333   2.477596   \n",
       "3       2.097700  1.987549  0.171947      ...       7.018256   1.812795   \n",
       "4            NaN       NaN       NaN      ...            NaN        NaN   \n",
       "5            NaN       NaN  0.359993      ...            NaN        NaN   \n",
       "6       1.926070  1.770427  0.066251      ...       3.476299   1.992594   \n",
       "7            NaN       NaN       NaN      ...            NaN        NaN   \n",
       "8       1.573033  2.303371  0.015869      ...       8.148148   1.875560   \n",
       "9       2.500001  1.559405  0.412610      ...       7.325843   4.896617   \n",
       "10           NaN       NaN       NaN      ...            NaN        NaN   \n",
       "11           NaN       NaN       NaN      ...            NaN        NaN   \n",
       "12           NaN       NaN       NaN      ...            NaN        NaN   \n",
       "13      2.983080  2.640249  0.211851      ...       8.817203   2.096062   \n",
       "14      1.954626  2.931936  0.041446      ...       5.038168   1.836667   \n",
       "15           NaN       NaN       NaN      ...            NaN        NaN   \n",
       "16      2.132436  3.198654  0.407525      ...       6.086957   2.812624   \n",
       "17           NaN       NaN       NaN      ...            NaN        NaN   \n",
       "18           NaN       NaN       NaN      ...            NaN        NaN   \n",
       "19           NaN       NaN       NaN      ...            NaN        NaN   \n",
       "20      2.551021  2.693878  0.085665      ...       6.632125   2.419037   \n",
       "21      3.107570  1.962151  0.080812      ...       5.968993   2.169826   \n",
       "22      4.149705  1.917269  2.767934      ...       3.903742   3.401924   \n",
       "23      2.010356  1.657021  3.233160      ...       6.404715  10.691157   \n",
       "24      1.709742  2.365804  7.827175      ...       5.226130   5.259272   \n",
       "25           NaN       NaN       NaN      ...            NaN        NaN   \n",
       "26           NaN       NaN       NaN      ...            NaN        NaN   \n",
       "27      2.020520  2.620363  0.058548      ...       7.796611   1.697821   \n",
       "28      2.534949  3.643990  0.749568      ...       5.188680   1.788132   \n",
       "29      2.132753  2.023938  0.035822      ...       5.585586   2.451680   \n",
       "...          ...       ...       ...      ...            ...        ...   \n",
       "114291       NaN       NaN       NaN      ...            NaN        NaN   \n",
       "114292  2.194513  1.825436  0.328563      ...       7.116105   3.000683   \n",
       "114293  1.849866  3.217159  0.055774      ...       6.478874   1.535538   \n",
       "114294       NaN       NaN       NaN      ...            NaN        NaN   \n",
       "114295  2.646711  2.103190  1.300537      ...       6.937500   3.171537   \n",
       "114296       NaN       NaN       NaN      ...            NaN        NaN   \n",
       "114297  1.848820  2.532499  0.171407      ...       9.122806   2.250368   \n",
       "114298  2.868852  2.402663  0.157079      ...       6.666667   1.856606   \n",
       "114299  1.741765  2.165847  2.424658      ...       6.339869   6.239218   \n",
       "114300  1.906204  2.382753  1.142149      ...       8.505747   2.364559   \n",
       "114301       NaN       NaN       NaN      ...            NaN        NaN   \n",
       "114302  2.734559  2.772276  0.195443      ...       6.986301   2.601368   \n",
       "114303       NaN       NaN       NaN      ...            NaN        NaN   \n",
       "114304       NaN       NaN       NaN      ...            NaN        NaN   \n",
       "114305  2.548746  2.583565  1.756440      ...       6.331360   1.345799   \n",
       "114306  2.269140  3.510343  0.215781      ...       5.898438   3.043102   \n",
       "114307       NaN       NaN       NaN      ...            NaN        NaN   \n",
       "114308       NaN       NaN       NaN      ...            NaN        NaN   \n",
       "114309       NaN       NaN       NaN      ...            NaN        NaN   \n",
       "114310       NaN       NaN       NaN      ...            NaN        NaN   \n",
       "114311       NaN       NaN       NaN      ...            NaN        NaN   \n",
       "114312  2.276136  1.905602  3.199958      ...       7.437501   2.859732   \n",
       "114313  2.772861  3.480826  2.208724      ...       8.170212   2.427557   \n",
       "114314  1.929975  2.459437  0.932377      ...       6.842105  12.727869   \n",
       "114315       NaN       NaN       NaN      ...            NaN        NaN   \n",
       "114316       NaN       NaN       NaN      ...            NaN        NaN   \n",
       "114317       NaN       NaN       NaN      ...            NaN        NaN   \n",
       "114318       NaN       NaN  0.323324      ...            NaN        NaN   \n",
       "114319       NaN       NaN  0.309226      ...            NaN        NaN   \n",
       "114320  2.351470  2.826766  3.479754      ...       7.936508   2.944285   \n",
       "\n",
       "                v124  v125      v126      v127      v128  v129      v130  \\\n",
       "0       3.575369e-02    AU  1.804126  3.113719  2.024285     0  0.636365   \n",
       "1       5.988956e-01    AF       NaN       NaN  1.957825     0       NaN   \n",
       "2       1.345191e-02    AE  1.773709  3.922193  1.120468     2  0.883118   \n",
       "3       2.267384e-03    CJ  1.415230  2.954381  1.990847     1  1.677108   \n",
       "4                NaN     Z       NaN       NaN       NaN     0       NaN   \n",
       "5       4.986116e-02     X       NaN       NaN  1.536222     0       NaN   \n",
       "6       8.375832e-02    BJ  3.276100  1.623298  2.266575     0  2.263736   \n",
       "7                NaN    BY       NaN       NaN       NaN     0       NaN   \n",
       "8       1.865950e-02     S  1.159637  5.582865  1.105283     0  1.170731   \n",
       "9       8.943653e-03     E  1.344550  1.601176  1.928009     0  3.174603   \n",
       "10               NaN    AR       NaN       NaN       NaN     0       NaN   \n",
       "11               NaN    AM       NaN       NaN       NaN     0       NaN   \n",
       "12               NaN     Z       NaN       NaN       NaN     0       NaN   \n",
       "13      5.459061e-07    AQ  1.731656  6.102516  1.388117     4  1.220911   \n",
       "14      5.973979e-03     Z  3.242128  0.818063  2.400050     0  1.166666   \n",
       "15               NaN    BY       NaN       NaN       NaN     0       NaN   \n",
       "16      2.474223e-01    BJ  1.865530  3.345960  0.796533     0  1.389474   \n",
       "17               NaN     Z       NaN       NaN       NaN     2       NaN   \n",
       "18               NaN     E       NaN       NaN       NaN     1       NaN   \n",
       "19               NaN    AZ       NaN       NaN       NaN     1       NaN   \n",
       "20      1.847926e-02     U  1.884567  2.602041  1.959776     1  1.121212   \n",
       "21      4.919843e-03    CD  1.460793  1.531375  1.964652     1  2.111675   \n",
       "22      7.107372e-01    AE  1.840384  3.779547  1.798435     0  1.986302   \n",
       "23      3.065766e+00    AU  1.813419  1.233628  0.626694     2  4.250001   \n",
       "24      2.690857e+00    BD  1.447090  2.559641  1.509052     0  3.260504   \n",
       "25               NaN    CG       NaN       NaN       NaN     0       NaN   \n",
       "26               NaN     J       NaN       NaN       NaN     0       NaN   \n",
       "27      7.351065e-03     N  1.491973  4.202842  1.306053     0  0.722892   \n",
       "28      8.594683e-02    AR  2.105971  0.524231  0.785667     0  0.603581   \n",
       "29      6.640126e-03     Z  1.442224  2.244287  2.373578     0  1.634408   \n",
       "...              ...   ...       ...       ...       ...   ...       ...   \n",
       "114291           NaN    BM       NaN       NaN       NaN     0       NaN   \n",
       "114292  9.536287e-02    BM  1.528000  2.777432  1.985969     0  1.639345   \n",
       "114293  1.466965e-01     G  2.781526  1.131032  2.950252     0  0.800000   \n",
       "114294           NaN     X       NaN       NaN       NaN     0       NaN   \n",
       "114295  1.309991e+00    AR  1.386343  2.880071  2.140204     2  1.722846   \n",
       "114296           NaN     Z       NaN       NaN       NaN     0       NaN   \n",
       "114297  4.670769e-02    AF  1.527338  3.231824  1.246700     0  1.581749   \n",
       "114298  9.564098e-03     S  1.586184  2.737578  2.785707     0  1.049040   \n",
       "114299  3.054839e+00     V  1.291664  5.253692  1.026424     0  2.615385   \n",
       "114300  6.571835e-01    CG  1.380594  7.233358  1.495398     0  1.511110   \n",
       "114301           NaN    BJ       NaN       NaN       NaN     0       NaN   \n",
       "114302  1.805020e-02    AK  1.649315  3.818954  2.049363     1  1.469388   \n",
       "114303           NaN     J       NaN       NaN       NaN     2       NaN   \n",
       "114304           NaN     H       NaN       NaN       NaN     0       NaN   \n",
       "114305  2.027626e-01    BO  1.535785  2.950904  1.790912     1  1.110512   \n",
       "114306  7.758699e-03    BM  2.048144  3.214972  1.805540     0  1.307412   \n",
       "114307           NaN    CD       NaN       NaN       NaN     0       NaN   \n",
       "114308           NaN    BD       NaN       NaN       NaN     0       NaN   \n",
       "114309           NaN     A       NaN       NaN       NaN     0       NaN   \n",
       "114310           NaN    CB       NaN       NaN       NaN     0       NaN   \n",
       "114311           NaN     O       NaN       NaN       NaN     0       NaN   \n",
       "114312  3.258223e+00    AP  0.958445  2.382003  1.601009     1  1.851852   \n",
       "114313  5.664891e-01    CI  2.091074  4.300331  1.738246     0  0.855932   \n",
       "114314  5.673148e-01    CD  1.660675  3.074295  1.383798     0  2.958333   \n",
       "114315           NaN    AE       NaN       NaN       NaN     0       NaN   \n",
       "114316           NaN    AL       NaN       NaN       NaN     0       NaN   \n",
       "114317           NaN     E       NaN       NaN       NaN     1       NaN   \n",
       "114318  1.567642e-01     Q       NaN       NaN  2.417606     2       NaN   \n",
       "114319  4.906576e-01    BW       NaN       NaN  3.526650     0       NaN   \n",
       "114320  3.135205e+00     V  1.943149  4.385553  1.604493     0  1.787610   \n",
       "\n",
       "                v131  \n",
       "0       2.857144e+00  \n",
       "1                NaN  \n",
       "2       1.176472e+00  \n",
       "3       1.034483e+00  \n",
       "4                NaN  \n",
       "5                NaN  \n",
       "6       9.708730e-01  \n",
       "7                NaN  \n",
       "8       3.333334e+00  \n",
       "9       1.000000e+00  \n",
       "10               NaN  \n",
       "11               NaN  \n",
       "12               NaN  \n",
       "13      1.878453e+00  \n",
       "14      2.857143e+00  \n",
       "15               NaN  \n",
       "16      6.060615e-01  \n",
       "17               NaN  \n",
       "18               NaN  \n",
       "19               NaN  \n",
       "20      1.351351e+00  \n",
       "21      1.346155e+00  \n",
       "22      8.275852e-01  \n",
       "23      2.422145e+00  \n",
       "24      2.268042e+00  \n",
       "25               NaN  \n",
       "26               NaN  \n",
       "27      6.666657e-01  \n",
       "28      1.016950e+00  \n",
       "29      3.157894e+00  \n",
       "...              ...  \n",
       "114291           NaN  \n",
       "114292  3.999997e-01  \n",
       "114293  3.333334e+00  \n",
       "114294           NaN  \n",
       "114295  1.043479e+00  \n",
       "114296           NaN  \n",
       "114297  1.730770e+00  \n",
       "114298  1.626015e+00  \n",
       "114299  5.482204e-07  \n",
       "114300  1.848739e+00  \n",
       "114301           NaN  \n",
       "114302  2.222222e+00  \n",
       "114303           NaN  \n",
       "114304           NaN  \n",
       "114305  1.553399e+00  \n",
       "114306  1.933085e+00  \n",
       "114307           NaN  \n",
       "114308           NaN  \n",
       "114309           NaN  \n",
       "114310           NaN  \n",
       "114311           NaN  \n",
       "114312  1.399999e+00  \n",
       "114313  1.980199e+00  \n",
       "114314  2.159624e+00  \n",
       "114315           NaN  \n",
       "114316           NaN  \n",
       "114317           NaN  \n",
       "114318           NaN  \n",
       "114319           NaN  \n",
       "114320  1.386138e+00  \n",
       "\n",
       "[114321 rows x 133 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "v1= data['v1']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0         1.335739e+00\n",
       "1                  NaN\n",
       "2         9.438769e-01\n",
       "3         7.974146e-01\n",
       "4                  NaN\n",
       "5                  NaN\n",
       "6         8.998057e-01\n",
       "7                  NaN\n",
       "8         2.078651e+00\n",
       "9         1.144802e+00\n",
       "10                 NaN\n",
       "11                 NaN\n",
       "12                 NaN\n",
       "13        1.400267e+00\n",
       "14        2.260036e+00\n",
       "15                 NaN\n",
       "16        6.228961e-01\n",
       "17                 NaN\n",
       "18                 NaN\n",
       "19                 NaN\n",
       "20        9.438780e-01\n",
       "21        1.289841e+00\n",
       "22        7.288239e-01\n",
       "23        3.944563e+00\n",
       "24        4.045725e+00\n",
       "25                 NaN\n",
       "26                 NaN\n",
       "27        2.920282e-01\n",
       "28        5.172412e-01\n",
       "29        2.415670e+00\n",
       "              ...     \n",
       "114291             NaN\n",
       "114292    2.768086e-01\n",
       "114293    1.983914e+00\n",
       "114294             NaN\n",
       "114295    8.743610e-01\n",
       "114296             NaN\n",
       "114297    1.603274e+00\n",
       "114298    9.477454e-01\n",
       "114299    9.688237e-07\n",
       "114300    1.539335e+00\n",
       "114301             NaN\n",
       "114302    2.093352e+00\n",
       "114303             NaN\n",
       "114304             NaN\n",
       "114305    1.030641e+00\n",
       "114306    2.051611e+00\n",
       "114307             NaN\n",
       "114308             NaN\n",
       "114309             NaN\n",
       "114310             NaN\n",
       "114311             NaN\n",
       "114312    1.142478e+00\n",
       "114313    1.364308e+00\n",
       "114314    3.633647e+00\n",
       "114315             NaN\n",
       "114316             NaN\n",
       "114317             NaN\n",
       "114318             NaN\n",
       "114319             NaN\n",
       "114320    1.619763e+00\n",
       "Name: v1, dtype: float64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "v1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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