V1~339_분석.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import pandas_profiling\n",
    "import numpy as np\n",
    "from sklearn.decomposition import PCA\n",
    "from sklearn.preprocessing import StandardScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load Train_transaction file\n",
    "tr_tran = pd.read_csv(\"dataset/train_transaction.csv\", index_col=\"TransactionID\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load Train_identity file\n",
    "tr_iden = pd.read_csv(\"dataset/train_identity.csv\", index_col = \"TransactionID\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.max_columns', 500)\n",
    "pd.set_option('display.max_rows', 500)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Merge data by TransactionID\n",
    "tr = pd.concat([tr_iden, tr_tran], axis=1, sort=False, join='outer')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
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       "      <th>id_37</th>\n",
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       "      <th>DeviceType</th>\n",
       "      <th>DeviceInfo</th>\n",
       "      <th>isFraud</th>\n",
       "      <th>TransactionDT</th>\n",
       "      <th>TransactionAmt</th>\n",
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       "      <th>C11</th>\n",
       "      <th>C12</th>\n",
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       "      <th>D6</th>\n",
       "      <th>D7</th>\n",
       "      <th>D8</th>\n",
       "      <th>D9</th>\n",
       "      <th>D10</th>\n",
       "      <th>D11</th>\n",
       "      <th>D12</th>\n",
       "      <th>D13</th>\n",
       "      <th>D14</th>\n",
       "      <th>D15</th>\n",
       "      <th>M1</th>\n",
       "      <th>M2</th>\n",
       "      <th>M3</th>\n",
       "      <th>M4</th>\n",
       "      <th>M5</th>\n",
       "      <th>M6</th>\n",
       "      <th>M7</th>\n",
       "      <th>M8</th>\n",
       "      <th>M9</th>\n",
       "      <th>V1</th>\n",
       "      <th>V2</th>\n",
       "      <th>V3</th>\n",
       "      <th>V4</th>\n",
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       "      <th>V213</th>\n",
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       "      <th>V215</th>\n",
       "      <th>V216</th>\n",
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       "      <th>V221</th>\n",
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       "      <th>V336</th>\n",
       "      <th>V337</th>\n",
       "      <th>V338</th>\n",
       "      <th>V339</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TransactionID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2987000</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>86400</td>\n",
       "      <td>68.5</td>\n",
       "      <td>W</td>\n",
       "      <td>13926</td>\n",
       "      <td>NaN</td>\n",
       "      <td>150.0</td>\n",
       "      <td>discover</td>\n",
       "      <td>142.0</td>\n",
       "      <td>credit</td>\n",
       "      <td>315.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>M2</td>\n",
       "      <td>F</td>\n",
       "      <td>T</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2987001</th>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>86401</td>\n",
       "      <td>29.0</td>\n",
       "      <td>W</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>gmail.com</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2987002</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0</td>\n",
       "      <td>86469</td>\n",
       "      <td>59.0</td>\n",
       "      <td>W</td>\n",
       "      <td>4663</td>\n",
       "      <td>490.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>visa</td>\n",
       "      <td>166.0</td>\n",
       "      <td>debit</td>\n",
       "      <td>330.0</td>\n",
       "      <td>87.0</td>\n",
       "      <td>287.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>outlook.com</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>315.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>315.0</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>T</td>\n",
       "      <td>M0</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>F</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2987003</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               id_01    id_02  id_03  id_04  id_05  id_06  id_07  id_08  \\\n",
       "TransactionID                                                             \n",
       "2987000          NaN      NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2987001          NaN      NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2987002          NaN      NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2987003          NaN      NaN    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "2987004          0.0  70787.0    NaN    NaN    NaN    NaN    NaN    NaN   \n",
       "\n",
       "               id_09  id_10  id_11     id_12  id_13  id_14 id_15     id_16  \\\n",
       "TransactionID                                                                \n",
       "2987000          NaN    NaN    NaN       NaN    NaN    NaN   NaN       NaN   \n",
       "2987001          NaN    NaN    NaN       NaN    NaN    NaN   NaN       NaN   \n",
       "2987002          NaN    NaN    NaN       NaN    NaN    NaN   NaN       NaN   \n",
       "2987003          NaN    NaN    NaN       NaN    NaN    NaN   NaN       NaN   \n",
       "2987004          NaN    NaN  100.0  NotFound    NaN -480.0   New  NotFound   \n",
       "\n",
       "               id_17  id_18  id_19  id_20  id_21  id_22 id_23  id_24  id_25  \\\n",
       "TransactionID                                                                 \n",
       "2987000          NaN    NaN    NaN    NaN    NaN    NaN   NaN    NaN    NaN   \n",
       "2987001          NaN    NaN    NaN    NaN    NaN    NaN   NaN    NaN    NaN   \n",
       "2987002          NaN    NaN    NaN    NaN    NaN    NaN   NaN    NaN    NaN   \n",
       "2987003          NaN    NaN    NaN    NaN    NaN    NaN   NaN    NaN    NaN   \n",
       "2987004        166.0    NaN  542.0  144.0    NaN    NaN   NaN    NaN    NaN   \n",
       "\n",
       "               id_26 id_27 id_28     id_29        id_30                id_31  \\\n",
       "TransactionID                                                                  \n",
       "2987000          NaN   NaN   NaN       NaN          NaN                  NaN   \n",
       "2987001          NaN   NaN   NaN       NaN          NaN                  NaN   \n",
       "2987002          NaN   NaN   NaN       NaN          NaN                  NaN   \n",
       "2987003          NaN   NaN   NaN       NaN          NaN                  NaN   \n",
       "2987004          NaN   NaN   New  NotFound  Android 7.0  samsung browser 6.2   \n",
       "\n",
       "               id_32      id_33           id_34 id_35 id_36 id_37 id_38  \\\n",
       "TransactionID                                                             \n",
       "2987000          NaN        NaN             NaN   NaN   NaN   NaN   NaN   \n",
       "2987001          NaN        NaN             NaN   NaN   NaN   NaN   NaN   \n",
       "2987002          NaN        NaN             NaN   NaN   NaN   NaN   NaN   \n",
       "2987003          NaN        NaN             NaN   NaN   NaN   NaN   NaN   \n",
       "2987004         32.0  2220x1080  match_status:2     T     F     T     T   \n",
       "\n",
       "              DeviceType                     DeviceInfo  isFraud  \\\n",
       "TransactionID                                                      \n",
       "2987000              NaN                            NaN        0   \n",
       "2987001              NaN                            NaN        0   \n",
       "2987002              NaN                            NaN        0   \n",
       "2987003              NaN                            NaN        0   \n",
       "2987004           mobile  SAMSUNG SM-G892A Build/NRD90M        0   \n",
       "\n",
       "               TransactionDT  TransactionAmt ProductCD  card1  card2  card3  \\\n",
       "TransactionID                                                                 \n",
       "2987000                86400            68.5         W  13926    NaN  150.0   \n",
       "2987001                86401            29.0         W   2755  404.0  150.0   \n",
       "2987002                86469            59.0         W   4663  490.0  150.0   \n",
       "2987003                86499            50.0         W  18132  567.0  150.0   \n",
       "2987004                86506            50.0         H   4497  514.0  150.0   \n",
       "\n",
       "                    card4  card5   card6  addr1  addr2  dist1  dist2  \\\n",
       "TransactionID                                                          \n",
       "2987000          discover  142.0  credit  315.0   87.0   19.0    NaN   \n",
       "2987001        mastercard  102.0  credit  325.0   87.0    NaN    NaN   \n",
       "2987002              visa  166.0   debit  330.0   87.0  287.0    NaN   \n",
       "2987003        mastercard  117.0   debit  476.0   87.0    NaN    NaN   \n",
       "2987004        mastercard  102.0  credit  420.0   87.0    NaN    NaN   \n",
       "\n",
       "              P_emaildomain R_emaildomain   C1   C2   C3   C4   C5   C6   C7  \\\n",
       "TransactionID                                                                  \n",
       "2987000                 NaN           NaN  1.0  1.0  0.0  0.0  0.0  1.0  0.0   \n",
       "2987001           gmail.com           NaN  1.0  1.0  0.0  0.0  0.0  1.0  0.0   \n",
       "2987002         outlook.com           NaN  1.0  1.0  0.0  0.0  0.0  1.0  0.0   \n",
       "2987003           yahoo.com           NaN  2.0  5.0  0.0  0.0  0.0  4.0  0.0   \n",
       "2987004           gmail.com           NaN  1.0  1.0  0.0  0.0  0.0  1.0  0.0   \n",
       "\n",
       "                C8   C9  C10  C11  C12   C13  C14     D1     D2    D3    D4  \\\n",
       "TransactionID                                                                 \n",
       "2987000        0.0  1.0  0.0  2.0  0.0   1.0  1.0   14.0    NaN  13.0   NaN   \n",
       "2987001        0.0  0.0  0.0  1.0  0.0   1.0  1.0    0.0    NaN   NaN   0.0   \n",
       "2987002        0.0  1.0  0.0  1.0  0.0   1.0  1.0    0.0    NaN   NaN   0.0   \n",
       "2987003        0.0  1.0  0.0  1.0  0.0  25.0  1.0  112.0  112.0   0.0  94.0   \n",
       "2987004        1.0  0.0  1.0  1.0  0.0   1.0  1.0    0.0    NaN   NaN   NaN   \n",
       "\n",
       "                D5  D6  D7  D8  D9   D10    D11  D12  D13  D14    D15   M1  \\\n",
       "TransactionID                                                                \n",
       "2987000        NaN NaN NaN NaN NaN  13.0   13.0  NaN  NaN  NaN    0.0    T   \n",
       "2987001        NaN NaN NaN NaN NaN   0.0    NaN  NaN  NaN  NaN    0.0  NaN   \n",
       "2987002        NaN NaN NaN NaN NaN   0.0  315.0  NaN  NaN  NaN  315.0    T   \n",
       "2987003        0.0 NaN NaN NaN NaN  84.0    NaN  NaN  NaN  NaN  111.0  NaN   \n",
       "2987004        NaN NaN NaN NaN NaN   NaN    NaN  NaN  NaN  NaN    NaN  NaN   \n",
       "\n",
       "                M2   M3   M4   M5   M6   M7   M8   M9   V1   V2   V3   V4  \\\n",
       "TransactionID                                                               \n",
       "2987000          T    T   M2    F    T  NaN  NaN  NaN  1.0  1.0  1.0  1.0   \n",
       "2987001        NaN  NaN   M0    T    T  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "2987002          T    T   M0    F    F    F    F    F  1.0  1.0  1.0  1.0   \n",
       "2987003        NaN  NaN   M0    T    F  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "2987004        NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "                V5   V6   V7   V8   V9  V10  V11  V12  V13  V14  V15  V16  \\\n",
       "TransactionID                                                               \n",
       "2987000        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987001        NaN  NaN  NaN  NaN  NaN  NaN  NaN  1.0  1.0  1.0  1.0  1.0   \n",
       "2987002        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987003        NaN  NaN  NaN  NaN  NaN  NaN  NaN  1.0  1.0  1.0  1.0  1.0   \n",
       "2987004        NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "               V17  V18  V19  V20  V21  V22  V23  V24  V25  V26  V27  V28  \\\n",
       "TransactionID                                                               \n",
       "2987000        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987001        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987002        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987003        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987004        NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "               V29  V30  V31  V32  V33  V34  V35  V36  V37  V38  V39  V40  \\\n",
       "TransactionID                                                               \n",
       "2987000        1.0  1.0  1.0  1.0  1.0  1.0  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "2987001        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987002        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987003        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987004        NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "               V41  V42  V43  V44  V45  V46  V47  V48  V49  V50  V51  V52  \\\n",
       "TransactionID                                                               \n",
       "2987000        NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "2987001        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987002        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987003        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987004        NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "               V53  V54  V55  V56  V57  V58  V59  V60  V61  V62  V63  V64  \\\n",
       "TransactionID                                                               \n",
       "2987000        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987001        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987002        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987003        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987004        NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "               V65  V66  V67  V68  V69  V70  V71  V72  V73  V74  V75  V76  \\\n",
       "TransactionID                                                               \n",
       "2987000        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987001        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987002        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987003        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987004        NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "               V77  V78  V79  V80  V81  V82  V83  V84  V85  V86  V87  V88  \\\n",
       "TransactionID                                                               \n",
       "2987000        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987001        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987002        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987003        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987004        NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN  NaN   \n",
       "\n",
       "               V89  V90  V91  V92  V93  V94  V95  V96  V97  V98  V99  V100  \\\n",
       "TransactionID                                                                \n",
       "2987000        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   1.0   \n",
       "2987001        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   1.0   \n",
       "2987002        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   1.0   \n",
       "2987003        1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   1.0   \n",
       "2987004        NaN  NaN  NaN  NaN  NaN  NaN  1.0  1.0  1.0  1.0  1.0   1.0   \n",
       "\n",
       "               V101  V102  V103  V104  V105  V106  V107  V108  V109  V110  \\\n",
       "TransactionID                                                               \n",
       "2987000         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V111  V112  V113  V114  V115  V116  V117  V118  V119  V120  \\\n",
       "TransactionID                                                               \n",
       "2987000         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V121  V122  V123  V124  V125  V126  V127  V128  V129  V130  \\\n",
       "TransactionID                                                               \n",
       "2987000         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V131  V132  V133  V134  V135  V136  V137  V138  V139  V140  \\\n",
       "TransactionID                                                               \n",
       "2987000         1.0   1.0   1.0   1.0   1.0   1.0   1.0   NaN   NaN   NaN   \n",
       "2987001         1.0   1.0   1.0   1.0   1.0   1.0   1.0   NaN   NaN   NaN   \n",
       "2987002         1.0   1.0   1.0   1.0   1.0   1.0   1.0   NaN   NaN   NaN   \n",
       "2987003         1.0   1.0   1.0   1.0   1.0   1.0   1.0   NaN   NaN   NaN   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V141  V142  V143  V144  V145  V146  V147  V148  V149  V150  \\\n",
       "TransactionID                                                               \n",
       "2987000         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987001         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987002         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987003         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V151  V152  V153  V154  V155  V156  V157  V158  V159  V160  \\\n",
       "TransactionID                                                               \n",
       "2987000         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987001         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987002         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987003         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V161  V162  V163  V164  V165  V166  V167  V168  V169  V170  \\\n",
       "TransactionID                                                               \n",
       "2987000         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987001         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987002         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987003         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V171  V172  V173  V174  V175  V176  V177  V178  V179  V180  \\\n",
       "TransactionID                                                               \n",
       "2987000         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987001         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987002         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987003         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V181  V182  V183  V184  V185  V186  V187  V188  V189  V190  \\\n",
       "TransactionID                                                               \n",
       "2987000         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987001         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987002         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987003         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V191  V192  V193  V194  V195  V196  V197  V198  V199  V200  \\\n",
       "TransactionID                                                               \n",
       "2987000         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987001         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987002         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987003         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V201  V202  V203  V204  V205  V206  V207  V208  V209  V210  \\\n",
       "TransactionID                                                               \n",
       "2987000         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987001         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987002         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987003         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V211  V212  V213  V214  V215  V216  V217  V218  V219  V220  \\\n",
       "TransactionID                                                               \n",
       "2987000         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987001         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987002         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987003         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V221  V222  V223  V224  V225  V226  V227  V228  V229  V230  \\\n",
       "TransactionID                                                               \n",
       "2987000         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987001         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987002         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987003         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V231  V232  V233  V234  V235  V236  V237  V238  V239  V240  \\\n",
       "TransactionID                                                               \n",
       "2987000         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987001         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987002         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987003         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V241  V242  V243  V244  V245  V246  V247  V248  V249  V250  \\\n",
       "TransactionID                                                               \n",
       "2987000         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987001         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987002         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987003         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V251  V252  V253  V254  V255  V256  V257  V258  V259  V260  \\\n",
       "TransactionID                                                               \n",
       "2987000         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987001         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987002         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987003         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V261  V262  V263  V264  V265  V266  V267  V268  V269  V270  \\\n",
       "TransactionID                                                               \n",
       "2987000         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987001         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987002         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987003         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V271  V272  V273  V274  V275  V276  V277  V278  V279  V280  \\\n",
       "TransactionID                                                               \n",
       "2987000         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   1.0   1.0   \n",
       "2987001         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   1.0   1.0   \n",
       "2987002         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   1.0   1.0   \n",
       "2987003         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   1.0   1.0   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V281  V282  V283  V284  V285  V286  V287  V288  V289  V290  \\\n",
       "TransactionID                                                               \n",
       "2987000         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V291  V292  V293  V294  V295  V296  V297  V298  V299  V300  \\\n",
       "TransactionID                                                               \n",
       "2987000         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V301  V302  V303  V304  V305  V306  V307  V308  V309  V310  \\\n",
       "TransactionID                                                               \n",
       "2987000         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V311  V312  V313  V314  V315  V316  V317  V318  V319  V320  \\\n",
       "TransactionID                                                               \n",
       "2987000         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V321  V322  V323  V324  V325  V326  V327  V328  V329  V330  \\\n",
       "TransactionID                                                               \n",
       "2987000         1.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987001         1.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987002         1.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987003         1.0   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "               V331  V332  V333  V334  V335  V336  V337  V338  V339  \n",
       "TransactionID                                                        \n",
       "2987000         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN  \n",
       "2987001         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN  \n",
       "2987002         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN  \n",
       "2987003         NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN   NaN  \n",
       "2987004         1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tr.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# V101~ 분석\n",
    "\n",
    "# 차원축소 (PCA) 위한 데이터 가공\n",
    "    - NaN 있으면 PCA ㄴㄴ"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## NaN있는 애들  분석법\n",
    "- null과 not null로 만들어주기\n",
    "- null이 아닌 애들만 상관관계 보기\n",
    "    \n",
    "## 결론\n",
    "- notnull과 null 로 분리\n",
    "    - V1~339에서\n",
    "    - V138~278 은 169V로 하나로 축소 가능 (COR=0.13), 나머지 의미 x\n",
    "    - V1~V11은 V1 로 축소 가능 (COR=0.09), 나머지 의미 x\n",
    "    \n",
    "- notnull인 것만 보기\n",
    "    - 0.30에 가까운 상관관계도 있음. 근데 NAN있는 상태에서 이용 불가\n",
    "    - nan에 평균을 넣어주면 상관관계가 떨어지긴 해도 유의미함이 유지됨 (0.3->0.2)\n",
    "    - imputation => 안 쓰는게 좋을 듯 (test셋에서는 isFraud 못 찾음)\n",
    "    - median으로 바꾸기\n",
    "    \n",
    "- 결과\n",
    "    - notnull null을 0,1로 구분한 V1, V168 포함. median으로 imputation한 V1~339을 PCA로 차원축소한 3개 변수 포함. 총 5개 변수 보냄.\n",
    "\n",
    "- 학습용 세트 보내주기\n",
    "    - PCA로 줄인 거 하나 (id와 V 각각 하나씩)\n",
    "\n",
    "- 시각화 자료 보내주기\n",
    "    - PCA가 뭔지, 설명해주고 설명자료 하나 보내기\n",
    "    - median으로 imputation 했을 때 가장 correlation이 잘 유지되었다.\n",
    "    - 다른 imputation method를 안 쓴 건, isfraud 말고 impuation의 준거가 되는 적당한 column이 없다고 판단 했기 때문임. 알다시피 isfraud 열은 test set에서는 사용불가"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HeeYoung Jung\\Anaconda3\\lib\\site-packages\\ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
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      "V2 -0.0883158716433289\n",
      "V3 -0.0883158716433289\n",
      "V4 -0.0883158716433289\n",
      "V5 -0.0883158716433289\n",
      "V6 -0.0883158716433289\n",
      "V7 -0.0883158716433289\n",
      "V8 -0.0883158716433289\n",
      "V9 -0.0883158716433289\n",
      "V10 -0.0883158716433289\n",
      "V11 -0.0883158716433289\n",
      "V167 0.13345519635108416\n",
      "V168 0.13345519635108416\n",
      "V169 0.13392268026176526\n",
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      "V171 0.13392268026176526\n",
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     ]
    }
   ],
   "source": [
    "# computes the cofficient of a given column. null = 0 notnull = 1\n",
    "\n",
    "is_f = tr['isFraud']\n",
    "\n",
    "for i in range(1,340):\n",
    "    v = 'V' + str(i)\n",
    "    c1 = tr[v]\n",
    "    c1[c1.notnull()]=1\n",
    "    c1 = c1.fillna(0)\n",
    "    value = np.corrcoef(is_f, c1)[0,1]\n",
    "    if abs(value) > 0.05:\n",
    "        print('V' + str(i), value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# computes the cofficient of a given column. compute only notnull.\n",
    "\n",
    "is_f = tr['isFraud']\n",
    "\n",
    "for i in range(101,340):\n",
    "    v = 'V' + str(i)\n",
    "    c1 = tr[v].copy()\n",
    "    c1 = c1[tr[v].notnull()]\n",
    "    is_f_new = is_f[tr[v].notnull()]\n",
    "    value = np.corrcoef(is_f_new, c1)[0,1]\n",
    "    if abs(value) > 0.05:\n",
    "        print('V' + str(i), value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# computes the cofficient of a given column. null = mean\n",
    "\n",
    "is_f = tr['isFraud']\n",
    "\n",
    "for i in range(101,340):\n",
    "    v = 'V' + str(i)\n",
    "    c1 = tr[v].copy()\n",
    "    c1 = c1.fillna(c1.mean())\n",
    "    value = np.corrcoef(is_f, c1)[0,1]\n",
    "    if abs(value) > 0.05:\n",
    "        print('V' + str(i), value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "is_f = tr['isFraud']\n",
    "\n",
    "for i in range(1,340):\n",
    "    v = 'V' + str(i)\n",
    "    c1 = tr[v].copy()\n",
    "    c1 = c1.fillna(c1.median())\n",
    "    value = np.corrcoef(is_f, c1)[0,1]\n",
    "    if abs(value) > 0.05:\n",
    "        print('V' + str(i), value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "# computes the cofficient of a given column. ori VS mean VS median\n",
    "\n",
    "is_f = tr['isFraud']\n",
    "X, y_ori, y_mean, y_median = [], [], [], []\n",
    "\n",
    "for i in range(101,340):\n",
    "    v = 'V' + str(i)\n",
    "    c1 = tr[v].copy()\n",
    "    c2 = c1[tr[v].notnull()].copy()\n",
    "    \n",
    "    # null = 0 notnull = 1\n",
    "    is_f_new = is_f[tr[v].notnull()]\n",
    "    value = np.corrcoef(is_f_new, c2)[0,1]\n",
    "    X.append('V' + str(i))\n",
    "    y_ori.append(value)\n",
    "    \n",
    "    # null = mean\n",
    "    c3 = c1.fillna(c1.mean()).copy()\n",
    "    value = np.corrcoef(is_f, c3)[0,1]\n",
    "    y_mean.append(value)\n",
    "    \n",
    "    #null =median\n",
    "    c4 = c1.fillna(c1.median()).copy()\n",
    "    value = np.corrcoef(is_f, c4)[0,1]\n",
    "    y_median.append(value)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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Jryd5yiHufybJ6SQ5efJkTp06ddAlAHC/WSw21z0CABzowNCbc74/yfuXnxtjfCLJva90m0nu2HfZnUvr/+ecMcYvJ3ldkmft/1zfBe5/JsmZJNna2t7Z2to+6BIAuF8sFpvxOgTAOh32D46rvnXztiQ37D2+Psmt51l/5hjj2BjjUUmOzTm/Psb4lezu5D1tzvlvK94bAACA+7Cxs7Nz0ReNMR6a5INJfiTJd5I8f8751THGW5N8bO8bNs9kNwKPZfetn59PspXkK/nfHcC/m3OePux9t7a2L35YALhE7OgBsG6LxebGYc5bKfTWRegBsE5CD4B1O2zo+cF0AACAMkIPAACgjNADAAAoI/QAAADKCD0AAIAyQg8AAKCM0AMAACgj9AAAAMoIPQAAgDJCDwAAoIzQAwAAKCP0AAAAygg9AACAMkIPAACgjNADAAAoI/QAAADKCD0AAIAyQg8AAKCM0AMAACgj9AAAAMoIPQAAgDJCDwAAoIzQAwAAKCP0AAAAygg9AACAMkIPAACgjNADAAAoI/QAAADKCD0AAIAyQg8AAKCM0AMAACgj9AAAAMoIPQAAgDJCDwAAoIzQAwAAKCP0AAAAygg9AACAMkIPAACgjNADAAAoI/QAAADKCD0AAIAyQg8AAKCM0AMAACgj9AAAAMoIPQAAgDJCDwAAoIzQAwAAKCP0AAAAygg9AACAMkIPAACgjNADAAAoI/QAAADKCD0AAIAyQg8AAKCM0AMAACgj9AAAAMoIPQAAgDJCDwAAoIzQAwAAKCP0AAAAygg9AACAMkIPAACgjNADAAAoI/QAAADKCD0AAIAyQg8AAKCM0AMAACgj9AAAAMoIPQAAgDJCDwAAoIzQAwAAKCP0AAAAygg9AACAMkIPAACgjNADAAAoI/QAAADKCD0AAIAyQg8AAKCM0AMAACgj9AAAAMoIPQAAgDJCDwAAoIzQAwAAKCP0AAAAygg9AACAMkIPAACgjNADAAAoI/QAAADKCD0AAIAyQg8AAKCM0AMAAChzfJWLxhgPSfLhJI9Isp3kRXPOrX3nnE7yrCT3JHnVnPP2pbXnJ3nlnPOaVQcHAADg/Fbd0XtFki/NOa9L8qEkr19eHGM8NslTkzwxyfOSvHtp7eokL0myseK9AQAAuA+rht61SW7Ze/zpJM84z/pn5pw7c86vJDk+xliMMX4wyVuSvGrF+wIAAHCAA9+6OcZ4SZJX73v6a0nO7T3eTnJi3/oVSb6xdLyd5OFJfnfv3/r2YQccY5xJcjpJTp48mVOnTh32UgC45BaLzXWPAAAHOjD05pzvT/L+5efGGJ9Icu8r3WaSO/ZddufS+r3nnEjyk0nem+TyJD89xvjDOed97u7NOc8kOZMkW1vbO1tb2weNDAD3i8ViM16HAFinw/7BcaUvY0lyW5Ibktye5Pokt55n/a1jjLcl+bEkx/a+jOVnkmSM8eNJPnpQ5AEAAHDxVg299yb54Bjjc0m+k+T5STLGeGuSj805bx9j3Jrk89n9HOCvXYphAQAAONjGzs7Oumc4tK2t7e+dYQGo462bAKzbYrF5qF8v8IPpAAAAZYQeAABAGaEHAABQRugBAACUEXoAAABlhB4AAEAZoQcAAFBG6AEAAJQRegAAAGWEHgAAQBmhBwAAUEboAQAAlBF6AAAAZYQeAABAGaEHAABQRugBAACUEXoAAABlhB4AAEAZoQcAAFBG6AEAAJQRegAAAGWEHgAAQBmhBwAAUEboAQAAlBF6AAAAZYQeAABAGaEHAABQRugBAACUEXoAAABlhB4AAEAZoQcAAFBG6AEAAJQRegAAAGWEHgAAQBmhBwAAUEboAQAAlBF6AAAAZYQeAABAGaEHAABQRugBAACUEXoAAABlhB4AAEAZoQcAAFBG6AEAAJQRegAAAGWEHgAAQBmhBwAAUEboAQAAlBF6AAAAZYQeAABAGaEHAABQRugBAACUEXoAAABlhB4AAEAZoQcAAFBG6AEAAJQRegAAAGWEHgAAQBmhBwAAUEboAQAAlBF6AAAAZYQeAABAGaEHAABQRugBAACUEXoAAABlhB4AAEAZoQcAAFBG6AEAAJQRegAAAGU2dnZ21j0DAHxPGGOcmXOeWfccAHAQO3oAcHin1z0AAByG0AMAACgj9AAAAMoIPQA4vN9e9wAAcBi+jAUAAKCMHT0AAIAyQg8AAKCM0AMAACgj9AAAAMoIPQAAgDJCD4AHtTHG348xfm7fc+8YY7x07/EfjDF+dWntpjHGP44xvjDG+IV9171qjPGWB2ZyALiw4+seAADW7H1JXpjkb5NkjPEDSZ6d5PfHGJ9O8lNJfm9v7cokNyd5XJLLk3xujPHZ7P7h9E+SPDHJxx/o/wAA7GdHD4AHu48lefoY46F7x7+Y5DPZfY08k+TPls59QpLb5px3zznPJTmb5KrsRt+HkrzxgRoaAO6L0APgQW3OeVeSv07yS3tP3ZjkfXPOf59zfnHf6VckObd0vJ3kxJzzm3POz9z/0wLA4Qg9ANh92+ULxhg/muRhc85/usB5dybZXDreTHLH/T0cAFwsoQfAg96c80vZjbZTST5wH6fenuS6McblY4wTSR6d5MsPwIgAcFGEHgDs+kCSm5L8xYVOmHN+Nck7k9ya3S9ved3eWz8B4P+VjZ2dnXXPAAAAwCVkRw8AAKCM0AMAACgj9AAAAMoIPQAAgDJCDwAAoIzQAwAAKCP0AAAAygg9AACAMv8DfzTc6niZ21kAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 1080x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#plotting t, a separately\n",
    "plt.figure(figsize=((15,10)))\n",
    "plt.plot(X, y_mean, 'r')\n",
    "plt.plot(X, y_median, 'black')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# PCA 적용\n",
    "- 일단 먼저 nan을 median으로 대체해줌"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "tr_new = pd.DataFrame()\n",
    "\n",
    "for i in range(1,340):\n",
    "    v = 'V' + str(i)\n",
    "    c1 = tr[v].copy()\n",
    "    c1 = c1.fillna(c1.median())\n",
    "    tr_new = pd.concat([tr_new, c1], axis=1, sort=False, join='outer')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\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>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>V10</th>\n",
       "      <th>V11</th>\n",
       "      <th>V12</th>\n",
       "      <th>V13</th>\n",
       "      <th>V14</th>\n",
       "      <th>V15</th>\n",
       "      <th>V16</th>\n",
       "      <th>V17</th>\n",
       "      <th>V18</th>\n",
       "      <th>V19</th>\n",
       "      <th>V20</th>\n",
       "      <th>V21</th>\n",
       "      <th>V22</th>\n",
       "      <th>V23</th>\n",
       "      <th>V24</th>\n",
       "      <th>V25</th>\n",
       "      <th>V26</th>\n",
       "      <th>V27</th>\n",
       "      <th>V28</th>\n",
       "      <th>V29</th>\n",
       "      <th>V30</th>\n",
       "      <th>V31</th>\n",
       "      <th>V32</th>\n",
       "      <th>V33</th>\n",
       "      <th>V34</th>\n",
       "      <th>V35</th>\n",
       "      <th>V36</th>\n",
       "      <th>V37</th>\n",
       "      <th>V38</th>\n",
       "      <th>V39</th>\n",
       "      <th>V40</th>\n",
       "      <th>V41</th>\n",
       "      <th>V42</th>\n",
       "      <th>V43</th>\n",
       "      <th>V44</th>\n",
       "      <th>V45</th>\n",
       "      <th>V46</th>\n",
       "      <th>V47</th>\n",
       "      <th>V48</th>\n",
       "      <th>V49</th>\n",
       "      <th>V50</th>\n",
       "      <th>V51</th>\n",
       "      <th>V52</th>\n",
       "      <th>V53</th>\n",
       "      <th>V54</th>\n",
       "      <th>V55</th>\n",
       "      <th>V56</th>\n",
       "      <th>V57</th>\n",
       "      <th>V58</th>\n",
       "      <th>V59</th>\n",
       "      <th>V60</th>\n",
       "      <th>V61</th>\n",
       "      <th>V62</th>\n",
       "      <th>V63</th>\n",
       "      <th>V64</th>\n",
       "      <th>V65</th>\n",
       "      <th>V66</th>\n",
       "      <th>V67</th>\n",
       "      <th>V68</th>\n",
       "      <th>V69</th>\n",
       "      <th>V70</th>\n",
       "      <th>V71</th>\n",
       "      <th>V72</th>\n",
       "      <th>V73</th>\n",
       "      <th>V74</th>\n",
       "      <th>V75</th>\n",
       "      <th>V76</th>\n",
       "      <th>V77</th>\n",
       "      <th>V78</th>\n",
       "      <th>V79</th>\n",
       "      <th>V80</th>\n",
       "      <th>V81</th>\n",
       "      <th>V82</th>\n",
       "      <th>V83</th>\n",
       "      <th>V84</th>\n",
       "      <th>V85</th>\n",
       "      <th>V86</th>\n",
       "      <th>V87</th>\n",
       "      <th>V88</th>\n",
       "      <th>V89</th>\n",
       "      <th>V90</th>\n",
       "      <th>V91</th>\n",
       "      <th>V92</th>\n",
       "      <th>V93</th>\n",
       "      <th>V94</th>\n",
       "      <th>V95</th>\n",
       "      <th>V96</th>\n",
       "      <th>V97</th>\n",
       "      <th>V98</th>\n",
       "      <th>V99</th>\n",
       "      <th>V100</th>\n",
       "      <th>V101</th>\n",
       "      <th>V102</th>\n",
       "      <th>V103</th>\n",
       "      <th>V104</th>\n",
       "      <th>V105</th>\n",
       "      <th>V106</th>\n",
       "      <th>V107</th>\n",
       "      <th>V108</th>\n",
       "      <th>V109</th>\n",
       "      <th>V110</th>\n",
       "      <th>V111</th>\n",
       "      <th>V112</th>\n",
       "      <th>V113</th>\n",
       "      <th>V114</th>\n",
       "      <th>V115</th>\n",
       "      <th>V116</th>\n",
       "      <th>V117</th>\n",
       "      <th>V118</th>\n",
       "      <th>V119</th>\n",
       "      <th>V120</th>\n",
       "      <th>V121</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",
       "      <th>V132</th>\n",
       "      <th>V133</th>\n",
       "      <th>V134</th>\n",
       "      <th>V135</th>\n",
       "      <th>V136</th>\n",
       "      <th>V137</th>\n",
       "      <th>V138</th>\n",
       "      <th>V139</th>\n",
       "      <th>V140</th>\n",
       "      <th>V141</th>\n",
       "      <th>V142</th>\n",
       "      <th>V143</th>\n",
       "      <th>V144</th>\n",
       "      <th>V145</th>\n",
       "      <th>V146</th>\n",
       "      <th>V147</th>\n",
       "      <th>V148</th>\n",
       "      <th>V149</th>\n",
       "      <th>V150</th>\n",
       "      <th>V151</th>\n",
       "      <th>V152</th>\n",
       "      <th>V153</th>\n",
       "      <th>V154</th>\n",
       "      <th>V155</th>\n",
       "      <th>V156</th>\n",
       "      <th>V157</th>\n",
       "      <th>V158</th>\n",
       "      <th>V159</th>\n",
       "      <th>V160</th>\n",
       "      <th>V161</th>\n",
       "      <th>V162</th>\n",
       "      <th>V163</th>\n",
       "      <th>V164</th>\n",
       "      <th>V165</th>\n",
       "      <th>V166</th>\n",
       "      <th>V167</th>\n",
       "      <th>V168</th>\n",
       "      <th>V169</th>\n",
       "      <th>V170</th>\n",
       "      <th>V171</th>\n",
       "      <th>V172</th>\n",
       "      <th>V173</th>\n",
       "      <th>V174</th>\n",
       "      <th>V175</th>\n",
       "      <th>V176</th>\n",
       "      <th>V177</th>\n",
       "      <th>V178</th>\n",
       "      <th>V179</th>\n",
       "      <th>V180</th>\n",
       "      <th>V181</th>\n",
       "      <th>V182</th>\n",
       "      <th>V183</th>\n",
       "      <th>V184</th>\n",
       "      <th>V185</th>\n",
       "      <th>V186</th>\n",
       "      <th>V187</th>\n",
       "      <th>V188</th>\n",
       "      <th>V189</th>\n",
       "      <th>V190</th>\n",
       "      <th>V191</th>\n",
       "      <th>V192</th>\n",
       "      <th>V193</th>\n",
       "      <th>V194</th>\n",
       "      <th>V195</th>\n",
       "      <th>V196</th>\n",
       "      <th>V197</th>\n",
       "      <th>V198</th>\n",
       "      <th>V199</th>\n",
       "      <th>V200</th>\n",
       "      <th>V201</th>\n",
       "      <th>V202</th>\n",
       "      <th>V203</th>\n",
       "      <th>V204</th>\n",
       "      <th>V205</th>\n",
       "      <th>V206</th>\n",
       "      <th>V207</th>\n",
       "      <th>V208</th>\n",
       "      <th>V209</th>\n",
       "      <th>V210</th>\n",
       "      <th>V211</th>\n",
       "      <th>V212</th>\n",
       "      <th>V213</th>\n",
       "      <th>V214</th>\n",
       "      <th>V215</th>\n",
       "      <th>V216</th>\n",
       "      <th>V217</th>\n",
       "      <th>V218</th>\n",
       "      <th>V219</th>\n",
       "      <th>V220</th>\n",
       "      <th>V221</th>\n",
       "      <th>V222</th>\n",
       "      <th>V223</th>\n",
       "      <th>V224</th>\n",
       "      <th>V225</th>\n",
       "      <th>V226</th>\n",
       "      <th>V227</th>\n",
       "      <th>V228</th>\n",
       "      <th>V229</th>\n",
       "      <th>V230</th>\n",
       "      <th>V231</th>\n",
       "      <th>V232</th>\n",
       "      <th>V233</th>\n",
       "      <th>V234</th>\n",
       "      <th>V235</th>\n",
       "      <th>V236</th>\n",
       "      <th>V237</th>\n",
       "      <th>V238</th>\n",
       "      <th>V239</th>\n",
       "      <th>V240</th>\n",
       "      <th>V241</th>\n",
       "      <th>V242</th>\n",
       "      <th>V243</th>\n",
       "      <th>V244</th>\n",
       "      <th>V245</th>\n",
       "      <th>V246</th>\n",
       "      <th>V247</th>\n",
       "      <th>V248</th>\n",
       "      <th>V249</th>\n",
       "      <th>V250</th>\n",
       "      <th>V251</th>\n",
       "      <th>V252</th>\n",
       "      <th>V253</th>\n",
       "      <th>V254</th>\n",
       "      <th>V255</th>\n",
       "      <th>V256</th>\n",
       "      <th>V257</th>\n",
       "      <th>V258</th>\n",
       "      <th>V259</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",
       "      <th>V266</th>\n",
       "      <th>V267</th>\n",
       "      <th>V268</th>\n",
       "      <th>V269</th>\n",
       "      <th>V270</th>\n",
       "      <th>V271</th>\n",
       "      <th>V272</th>\n",
       "      <th>V273</th>\n",
       "      <th>V274</th>\n",
       "      <th>V275</th>\n",
       "      <th>V276</th>\n",
       "      <th>V277</th>\n",
       "      <th>V278</th>\n",
       "      <th>V279</th>\n",
       "      <th>V280</th>\n",
       "      <th>V281</th>\n",
       "      <th>V282</th>\n",
       "      <th>V283</th>\n",
       "      <th>V284</th>\n",
       "      <th>V285</th>\n",
       "      <th>V286</th>\n",
       "      <th>V287</th>\n",
       "      <th>V288</th>\n",
       "      <th>V289</th>\n",
       "      <th>V290</th>\n",
       "      <th>V291</th>\n",
       "      <th>V292</th>\n",
       "      <th>V293</th>\n",
       "      <th>V294</th>\n",
       "      <th>V295</th>\n",
       "      <th>V296</th>\n",
       "      <th>V297</th>\n",
       "      <th>V298</th>\n",
       "      <th>V299</th>\n",
       "      <th>V300</th>\n",
       "      <th>V301</th>\n",
       "      <th>V302</th>\n",
       "      <th>V303</th>\n",
       "      <th>V304</th>\n",
       "      <th>V305</th>\n",
       "      <th>V306</th>\n",
       "      <th>V307</th>\n",
       "      <th>V308</th>\n",
       "      <th>V309</th>\n",
       "      <th>V310</th>\n",
       "      <th>V311</th>\n",
       "      <th>V312</th>\n",
       "      <th>V313</th>\n",
       "      <th>V314</th>\n",
       "      <th>V315</th>\n",
       "      <th>V316</th>\n",
       "      <th>V317</th>\n",
       "      <th>V318</th>\n",
       "      <th>V319</th>\n",
       "      <th>V320</th>\n",
       "      <th>V321</th>\n",
       "      <th>V322</th>\n",
       "      <th>V323</th>\n",
       "      <th>V324</th>\n",
       "      <th>V325</th>\n",
       "      <th>V326</th>\n",
       "      <th>V327</th>\n",
       "      <th>V328</th>\n",
       "      <th>V329</th>\n",
       "      <th>V330</th>\n",
       "      <th>V331</th>\n",
       "      <th>V332</th>\n",
       "      <th>V333</th>\n",
       "      <th>V334</th>\n",
       "      <th>V335</th>\n",
       "      <th>V336</th>\n",
       "      <th>V337</th>\n",
       "      <th>V338</th>\n",
       "      <th>V339</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2987000</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2987001</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2987002</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2987003</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2987004</th>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          V1   V2   V3   V4   V5   V6   V7   V8   V9  V10  V11  V12  V13  V14  \\\n",
       "2987000  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987001  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987002  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987003  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987004  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "\n",
       "         V15  V16  V17  V18  V19  V20  V21  V22  V23  V24  V25  V26  V27  V28  \\\n",
       "2987000  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987001  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987002  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987003  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987004  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "\n",
       "         V29  V30  V31  V32  V33  V34  V35  V36  V37  V38  V39  V40  V41  V42  \\\n",
       "2987000  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987001  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987002  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987003  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987004  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "\n",
       "         V43  V44  V45  V46  V47  V48  V49  V50  V51  V52  V53  V54  V55  V56  \\\n",
       "2987000  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987001  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987002  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987003  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987004  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "\n",
       "         V57  V58  V59  V60  V61  V62  V63  V64  V65  V66  V67  V68  V69  V70  \\\n",
       "2987000  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987001  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987002  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987003  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987004  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "\n",
       "         V71  V72  V73  V74  V75  V76  V77  V78  V79  V80  V81  V82  V83  V84  \\\n",
       "2987000  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987001  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987002  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987003  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987004  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "\n",
       "         V85  V86  V87  V88  V89  V90  V91  V92  V93  V94  V95  V96  V97  V98  \\\n",
       "2987000  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987001  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987002  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987003  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "2987004  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0  1.0   \n",
       "\n",
       "         V99  V100  V101  V102  V103  V104  V105  V106  V107  V108  V109  \\\n",
       "2987000  1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001  1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002  1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003  1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004  1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V110  V111  V112  V113  V114  V115  V116  V117  V118  V119  V120  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V121  V122  V123  V124  V125  V126  V127  V128  V129  V130  V131  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V132  V133  V134  V135  V136  V137  V138  V139  V140  V141  V142  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V143  V144  V145  V146  V147  V148  V149  V150  V151  V152  V153  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V154  V155  V156  V157  V158  V159  V160  V161  V162  V163  V164  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V165  V166  V167  V168  V169  V170  V171  V172  V173  V174  V175  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V176  V177  V178  V179  V180  V181  V182  V183  V184  V185  V186  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V187  V188  V189  V190  V191  V192  V193  V194  V195  V196  V197  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V198  V199  V200  V201  V202  V203  V204  V205  V206  V207  V208  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V209  V210  V211  V212  V213  V214  V215  V216  V217  V218  V219  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V220  V221  V222  V223  V224  V225  V226  V227  V228  V229  V230  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V231  V232  V233  V234  V235  V236  V237  V238  V239  V240  V241  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V242  V243  V244  V245  V246  V247  V248  V249  V250  V251  V252  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V253  V254  V255  V256  V257  V258  V259  V260  V261  V262  V263  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V264  V265  V266  V267  V268  V269  V270  V271  V272  V273  V274  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V275  V276  V277  V278  V279  V280  V281  V282  V283  V284  V285  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V286  V287  V288  V289  V290  V291  V292  V293  V294  V295  V296  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V297  V298  V299  V300  V301  V302  V303  V304  V305  V306  V307  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V308  V309  V310  V311  V312  V313  V314  V315  V316  V317  V318  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V319  V320  V321  V322  V323  V324  V325  V326  V327  V328  V329  \\\n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   \n",
       "\n",
       "         V330  V331  V332  V333  V334  V335  V336  V337  V338  V339  \n",
       "2987000   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0  \n",
       "2987001   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0  \n",
       "2987002   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0  \n",
       "2987003   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0  \n",
       "2987004   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0   1.0  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tr_new.head(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "tr_new = StandardScaler().fit_transform(tr_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       ...,\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.],\n",
       "       [0., 0., 0., ..., 0., 0., 0.]])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tr_new"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\HeeYoung Jung\\Anaconda3\\lib\\site-packages\\sklearn\\decomposition\\pca.py:446: RuntimeWarning: invalid value encountered in true_divide\n",
      "  explained_variance_ratio_ = explained_variance_ / total_var\n"
     ]
    }
   ],
   "source": [
    "pca = PCA(n_components=0.95) \n",
    "X2D = pca.fit_transform(tr_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([nan])"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cumsum = np.cumsum(pca.explained_variance_ratio_)\n",
    "cumsum"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x258af880f28>]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=((10,10)))\n",
    "plt.plot(cumsum)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "V1_339 = X2D\n",
    "V1_339 = pd.DataFrame(V1_339)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# extract and turn column V169 into list and then to pd.df to merge with V1_339\n",
    "\n",
    "V169 = tr['V169'].copy()\n",
    "V169[V169.notnull()]=1\n",
    "V169 = list(V169.fillna(0))\n",
    "V169 = pd.DataFrame(c1)\n",
    "\n",
    "V1 = tr['V1'].copy()\n",
    "V1[V1.notnull()]=1\n",
    "V1 = list(V1.fillna(0))\n",
    "V1 = pd.DataFrame(c1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\Anaconda\\lib\\site-packages\\pandas\\core\\frame.py:6692: FutureWarning: Sorting because non-concatenation axis is not aligned. A future version\n",
      "of pandas will change to not sort by default.\n",
      "\n",
      "To accept the future behavior, pass 'sort=False'.\n",
      "\n",
      "To retain the current behavior and silence the warning, pass 'sort=True'.\n",
      "\n",
      "  sort=sort)\n"
     ]
    }
   ],
   "source": [
    "# Merge data by TransactionID\n",
    "V1_339 = pd.DataFrame.append(V1_339, V1)\n",
    "V1_339 = pd.DataFrame.append(V1_339, V169)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "V1_339.to_csv(r'V1_V339.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "tr_tran = pd.read_csv(\"dataset/train_transaction.csv\", index_col=\"TransactionID\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}