CTR_Artificial Neural Network.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n",
      "/usr/lib/python3.6/importlib/_bootstrap.py:219: RuntimeWarning: compiletime version 3.5 of module 'tensorflow.python.framework.fast_tensor_util' does not match runtime version 3.6\n",
      "  return f(*args, **kwds)\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import keras\n",
    "from keras.models import Sequential # used to initialize the neural network\n",
    "from keras.layers import Dense # build layers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
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       "      <td>2161</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>10108783818779625477</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15705</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>34547</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>10128695833738945154</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15702</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>10140873544956365957</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>cffc1324</td>\n",
       "      <td>bc63ea42</td>\n",
       "      <td>335d28a8</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>20596</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2161</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1014670608807263205</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1010</td>\n",
       "      <td>1</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>ffc6ffd0</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>21665</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2493</td>\n",
       "      <td>3</td>\n",
       "      <td>35</td>\n",
       "      <td>34514</td>\n",
       "      <td>117</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1015415661296937352</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1002</td>\n",
       "      <td>0</td>\n",
       "      <td>94ff9aef</td>\n",
       "      <td>97bf684d</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21311</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2449</td>\n",
       "      <td>0</td>\n",
       "      <td>163</td>\n",
       "      <td>34705</td>\n",
       "      <td>91</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>10164738236236672012</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>0c2fe9d6</td>\n",
       "      <td>27e3c518</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>20969</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2372</td>\n",
       "      <td>0</td>\n",
       "      <td>813</td>\n",
       "      <td>65535</td>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>10178994935637667593</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>6da1fa83</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>15699</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>10179264120888588806</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15706</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>34548</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>10181206040612048622</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15701</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>10182020780809819700</td>\n",
       "      <td>1</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15704</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999971</th>\n",
       "      <td>981441954774642177</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>d36838b1</td>\n",
       "      <td>0e8616ad</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>65535</td>\n",
       "      <td>246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999972</th>\n",
       "      <td>9821728396855683947</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>f5a18e9d</td>\n",
       "      <td>46076a6a</td>\n",
       "      <td>3e814130</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>17239</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1973</td>\n",
       "      <td>3</td>\n",
       "      <td>39</td>\n",
       "      <td>34567</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999973</th>\n",
       "      <td>9824514760970891795</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>6ec06dbd</td>\n",
       "      <td>d262cf1e</td>\n",
       "      <td>8fd0aea4</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23997</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2748</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>34594</td>\n",
       "      <td>79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999974</th>\n",
       "      <td>9824588856112683204</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>7358e05e</td>\n",
       "      <td>b9528b13</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23777</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2725</td>\n",
       "      <td>3</td>\n",
       "      <td>1831</td>\n",
       "      <td>65535</td>\n",
       "      <td>171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999975</th>\n",
       "      <td>9824877193910926034</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>685d1c4c</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>24005</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2749</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>34640</td>\n",
       "      <td>221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999976</th>\n",
       "      <td>9827378804482928942</td>\n",
       "      <td>1</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>efb67587</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>380</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>112</td>\n",
       "      <td>3</td>\n",
       "      <td>1319</td>\n",
       "      <td>65535</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999977</th>\n",
       "      <td>9830071926860914632</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>e4d8dd7b</td>\n",
       "      <td>a17bde68</td>\n",
       "      <td>3e814130</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8330</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>761</td>\n",
       "      <td>3</td>\n",
       "      <td>175</td>\n",
       "      <td>65535</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999978</th>\n",
       "      <td>9835103817198372147</td>\n",
       "      <td>1</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>9c13b419</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23160</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2667</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>34529</td>\n",
       "      <td>221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999979</th>\n",
       "      <td>9839639340297142524</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>685d1c4c</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>23222</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2676</td>\n",
       "      <td>0</td>\n",
       "      <td>299</td>\n",
       "      <td>34640</td>\n",
       "      <td>221</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999980</th>\n",
       "      <td>9840109951678420154</td>\n",
       "      <td>1</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>e151e245</td>\n",
       "      <td>7e091613</td>\n",
       "      <td>f028772b</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23723</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2716</td>\n",
       "      <td>3</td>\n",
       "      <td>47</td>\n",
       "      <td>65535</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999981</th>\n",
       "      <td>9844655414037575919</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>d36838b1</td>\n",
       "      <td>0e8616ad</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>34634</td>\n",
       "      <td>246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999982</th>\n",
       "      <td>9845035679711711821</td>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>999983</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>999984</th>\n",
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       "    </tr>\n",
       "    <tr>\n",
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       "      <td>34612</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999986</th>\n",
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       "    <tr>\n",
       "      <th>999987</th>\n",
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       "      <td>34575</td>\n",
       "      <td>61</td>\n",
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       "    <tr>\n",
       "      <th>999988</th>\n",
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       "    <tr>\n",
       "      <th>999989</th>\n",
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       "      <td>221</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000001 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           id  click                 hour    C1  banner_pos  \\\n",
       "0        10001966791793526909      0  2014-10-21 00:00:00  1005           0   \n",
       "1        10005541670676403131      0  2014-10-21 00:00:00  1005           1   \n",
       "2        10011677979251422697      0  2014-10-21 00:00:00  1005           0   \n",
       "3        10013378798301872145      1  2014-10-21 00:00:00  1005           1   \n",
       "4        10014285064795240866      1  2014-10-21 00:00:00  1002           0   \n",
       "5        10017963219731982376      0  2014-10-21 00:00:00  1005           0   \n",
       "6        10018076683759767024      1  2014-10-21 00:00:00  1002           0   \n",
       "7        10020717995127086125      0  2014-10-21 00:00:00  1005           0   \n",
       "8        10035306195717534065      0  2014-10-21 00:00:00  1005           0   \n",
       "9        10047611483795584882      1  2014-10-21 00:00:00  1005           0   \n",
       "10       10055850146571597965      0  2014-10-21 00:00:00  1005           0   \n",
       "11       10058616822894840352      0  2014-10-21 00:00:00  1005           0   \n",
       "12       10058746252136717846      0  2014-10-21 00:00:00  1005           0   \n",
       "13       10059903031685525145      0  2014-10-21 00:00:00  1005           0   \n",
       "14       10061137715845339766      0  2014-10-21 00:00:00  1010           1   \n",
       "15       10068016967403626269      0  2014-10-21 00:00:00  1005           0   \n",
       "16       10078471877840925770      0  2014-10-21 00:00:00  1005           0   \n",
       "17       10078872990834059085      0  2014-10-21 00:00:00  1005           0   \n",
       "18       10082801960992027020      1  2014-10-21 00:00:00  1005           0   \n",
       "19       10101368642507843683      0  2014-10-21 00:00:00  1005           0   \n",
       "20       10108783818779625477      0  2014-10-21 00:00:00  1005           0   \n",
       "21       10128695833738945154      0  2014-10-21 00:00:00  1005           0   \n",
       "22       10140873544956365957      0  2014-10-21 00:00:00  1005           1   \n",
       "23        1014670608807263205      0  2014-10-21 00:00:00  1010           1   \n",
       "24        1015415661296937352      0  2014-10-21 00:00:00  1002           0   \n",
       "25       10164738236236672012      0  2014-10-21 00:00:00  1005           1   \n",
       "26       10178994935637667593      0  2014-10-21 00:00:00  1005           0   \n",
       "27       10179264120888588806      0  2014-10-21 00:00:00  1005           0   \n",
       "28       10181206040612048622      0  2014-10-21 00:00:00  1005           0   \n",
       "29       10182020780809819700      1  2014-10-21 00:00:00  1005           0   \n",
       "...                       ...    ...                  ...   ...         ...   \n",
       "999971     981441954774642177      0  2014-10-30 23:00:00  1005           0   \n",
       "999972    9821728396855683947      0  2014-10-30 23:00:00  1005           0   \n",
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       "999984    9865657836835380109      0  2014-10-30 23:00:00  1005           0   \n",
       "999985    9866471621059318963      1  2014-10-30 23:00:00  1005           0   \n",
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       "999987    9884498015138037261      0  2014-10-30 23:00:00  1005           0   \n",
       "999988    9892035789253127039      0  2014-10-30 23:00:00  1005           0   \n",
       "999989    9918648431258043323      0  2014-10-30 23:00:00  1005           0   \n",
       "999990    9919654756776313552      0  2014-10-30 23:00:00  1005           0   \n",
       "999991    9937119415148505742      0  2014-10-30 23:00:00  1005           0   \n",
       "999992    9944047293610162071      0  2014-10-30 23:00:00  1005           1   \n",
       "999993    9957490161940095544      0  2014-10-30 23:00:00  1002           0   \n",
       "999994    9971515706785556677      0  2014-10-30 23:00:00  1005           1   \n",
       "999995    9974420329518216158      0  2014-10-30 23:00:00  1005           0   \n",
       "999996    9984330457065237913      0  2014-10-30 23:00:00  1005           0   \n",
       "999997    9986246407826411601      0  2014-10-30 23:00:00  1005           0   \n",
       "999998    9998654904628431953      0  2014-10-30 23:00:00  1005           0   \n",
       "999999    9999636335882369227      1  2014-10-30 23:00:00  1005           0   \n",
       "1000000   9999746639881208566      0  2014-10-30 23:00:00  1005           0   \n",
       "\n",
       "          site_id site_domain site_category    app_id app_domain  ...  \\\n",
       "0        1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...   \n",
       "1        e151e245    7e091613      f028772b  ecad2386   7801e8d9  ...   \n",
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       "10       85f751fd    c4e18dd6      50e219e0  0acbeaa3   45a51db4  ...   \n",
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       "12       85f751fd    c4e18dd6      50e219e0  85b28c93   ae637522  ...   \n",
       "13       1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...   \n",
       "14       85f751fd    c4e18dd6      50e219e0  e8a706a6   7801e8d9  ...   \n",
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       "29       1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...   \n",
       "...           ...         ...           ...       ...        ...  ...   \n",
       "999971   85f751fd    c4e18dd6      50e219e0  d36838b1   0e8616ad  ...   \n",
       "999972   f5a18e9d    46076a6a      3e814130  ecad2386   7801e8d9  ...   \n",
       "999973   6ec06dbd    d262cf1e      8fd0aea4  ecad2386   7801e8d9  ...   \n",
       "999974   85f751fd    c4e18dd6      50e219e0  7358e05e   b9528b13  ...   \n",
       "999975   85f751fd    c4e18dd6      50e219e0  685d1c4c   2347f47a  ...   \n",
       "999976   85f751fd    c4e18dd6      50e219e0  efb67587   2347f47a  ...   \n",
       "999977   e4d8dd7b    a17bde68      3e814130  ecad2386   7801e8d9  ...   \n",
       "999978   85f751fd    c4e18dd6      50e219e0  9c13b419   2347f47a  ...   \n",
       "999979   85f751fd    c4e18dd6      50e219e0  685d1c4c   2347f47a  ...   \n",
       "999980   e151e245    7e091613      f028772b  ecad2386   7801e8d9  ...   \n",
       "999981   85f751fd    c4e18dd6      50e219e0  d36838b1   0e8616ad  ...   \n",
       "999982   85f751fd    c4e18dd6      50e219e0  d36838b1   0e8616ad  ...   \n",
       "999983   85f751fd    c4e18dd6      50e219e0  685d1c4c   2347f47a  ...   \n",
       "999984   26fa1946    e2a5dc06      3e814130  ecad2386   7801e8d9  ...   \n",
       "999985   85f751fd    c4e18dd6      50e219e0  e2fcccd2   5c5a694b  ...   \n",
       "999986   85f751fd    c4e18dd6      50e219e0  d36838b1   0e8616ad  ...   \n",
       "999987   85f751fd    c4e18dd6      50e219e0  46774ea6   15ec7f39  ...   \n",
       "999988   85f751fd    c4e18dd6      50e219e0  d36838b1   0e8616ad  ...   \n",
       "999989   1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...   \n",
       "999990   1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...   \n",
       "999991   85f751fd    c4e18dd6      50e219e0  ce183bbd   ae637522  ...   \n",
       "999992   5b4d2eda    16a36ef3      f028772b  ecad2386   7801e8d9  ...   \n",
       "999993   d71602ee    c4e18dd6      50e219e0  ecad2386   7801e8d9  ...   \n",
       "999994   e151e245    7e091613      f028772b  ecad2386   7801e8d9  ...   \n",
       "999995   c36224b6    5218cef0      335d28a8  ecad2386   7801e8d9  ...   \n",
       "999996   bb4524e7    d733bbc3      28905ebd  ecad2386   7801e8d9  ...   \n",
       "999997   1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...   \n",
       "999998   85f751fd    c4e18dd6      50e219e0  396df801   2347f47a  ...   \n",
       "999999   85f751fd    c4e18dd6      50e219e0  3c4b944d   2347f47a  ...   \n",
       "1000000  1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...   \n",
       "\n",
       "        device_type device_conn_type    C14  C15  C16   C17  C18   C19    C20  \\\n",
       "0                 1                0  15701  320   50  1722    0    35  65535   \n",
       "1                 1                0  20984  320   50  2371    0   551  34681   \n",
       "2                 1                0  15707  320   50  1722    0    35  65535   \n",
       "3                 1                0  20362  320   50  2333    0    39  65535   \n",
       "4                 0                0  21682  320   50  2496    3   167  34655   \n",
       "5                 1                0  15704  320   50  1722    0    35  65535   \n",
       "6                 0                0  21300  320   50  2446    3   171  34692   \n",
       "7                 1                0  15704  320   50  1722    0    35  65535   \n",
       "8                 1                3  15706  320   50  1722    0    35  34548   \n",
       "9                 1                0  15707  320   50  1722    0    35  65535   \n",
       "10                1                0  20596  320   50  2161    0    35  65535   \n",
       "11                1                0  15704  320   50  1722    0    35  34548   \n",
       "12                1                2  21611  320   50  2480    3   297  34575   \n",
       "13                1                0  15702  320   50  1722    0    35  65535   \n",
       "14                4                2  21665  320   50  2493    3    35  34697   \n",
       "15                1                2  15703  320   50  1722    0    35  65535   \n",
       "16                1                0  15706  320   50  1722    0    35  34548   \n",
       "17                1                0  15703  320   50  1722    0    35  65535   \n",
       "18                1                0  16208  320   50  1800    3   167  34541   \n",
       "19                1                0  20596  320   50  2161    0    35  65535   \n",
       "20                1                0  15705  320   50  1722    0    35  34547   \n",
       "21                1                0  15702  320   50  1722    0    35  65535   \n",
       "22                1                0  20596  320   50  2161    0    35  65535   \n",
       "23                4                0  21665  320   50  2493    3    35  34514   \n",
       "24                0                0  21311  320   50  2449    0   163  34705   \n",
       "25                1                0  20969  320   50  2372    0   813  65535   \n",
       "26                1                3  15699  320   50  1722    0    35  65535   \n",
       "27                1                0  15706  320   50  1722    0    35  34548   \n",
       "28                1                0  15701  320   50  1722    0    35  65535   \n",
       "29                1                0  15704  320   50  1722    0    35  65535   \n",
       "...             ...              ...    ...  ...  ...   ...  ...   ...    ...   \n",
       "999971            1                2  23866  320   50  2736    0    33  65535   \n",
       "999972            1                0  17239  320   50  1973    3    39  34567   \n",
       "999973            1                0  23997  320   50  2748    0    35  34594   \n",
       "999974            1                0  23777  320   50  2725    3  1831  65535   \n",
       "999975            1                3  24005  320   50  2749    0    43  34640   \n",
       "999976            1                0    380  320   50   112    3  1319  65535   \n",
       "999977            1                0   8330  320   50   761    3   175  65535   \n",
       "999978            1                0  23160  320   50  2667    0    47  34529   \n",
       "999979            1                2  23222  320   50  2676    0   299  34640   \n",
       "999980            1                0  23723  320   50  2716    3    47  65535   \n",
       "999981            1                0  23866  320   50  2736    0    33  34634   \n",
       "999982            1                2  23866  320   50  2736    0    33  34635   \n",
       "999983            1                3  24004  320   50  2749    0    43  34640   \n",
       "999984            1                0  17239  320   50  1973    3    39  34612   \n",
       "999985            1                0  22817  320   50  2648    3    39  34612   \n",
       "999986            1                0  23866  320   50  2736    0    33  34635   \n",
       "999987            1                5  21611  320   50  2480    3   299  34575   \n",
       "999988            1                2  23866  320   50  2736    0    33  65535   \n",
       "999989            1                0  22104  320   50  2545    0   431  34548   \n",
       "999990            1                0  22676  320   50  2616    0    35  65535   \n",
       "999991            1                0  23866  320   50  2736    0    33  34634   \n",
       "999992            1                0  21893  320   50  2526    0   167  34545   \n",
       "999993            0                0  15707  320   50  1722    0    35  34548   \n",
       "999994            1                0  17037  320   50  1934    2    39  65535   \n",
       "999995            1                0  22614  300  250  2610    3   167  34663   \n",
       "999996            1                0  23017  320   50  2658    3    35  34612   \n",
       "999997            1                0  22257  320   50  2545    0   431  65535   \n",
       "999998            1                0  23866  320   50  2736    0    33  65535   \n",
       "999999            1                0  16859  320   50  1887    3    39  34658   \n",
       "1000000           1                0  22257  320   50  2545    0   431  34548   \n",
       "\n",
       "         C21  \n",
       "0         79  \n",
       "1         46  \n",
       "2         79  \n",
       "3        157  \n",
       "4         23  \n",
       "5         79  \n",
       "6        156  \n",
       "7         79  \n",
       "8         79  \n",
       "9         79  \n",
       "10       157  \n",
       "11        79  \n",
       "12        61  \n",
       "13        79  \n",
       "14       117  \n",
       "15        79  \n",
       "16        79  \n",
       "17        79  \n",
       "18        23  \n",
       "19       157  \n",
       "20        79  \n",
       "21        79  \n",
       "22       157  \n",
       "23       117  \n",
       "24        91  \n",
       "25        46  \n",
       "26        79  \n",
       "27        79  \n",
       "28        79  \n",
       "29        79  \n",
       "...      ...  \n",
       "999971   246  \n",
       "999972    23  \n",
       "999973    79  \n",
       "999974   171  \n",
       "999975   221  \n",
       "999976    15  \n",
       "999977    23  \n",
       "999978   221  \n",
       "999979   221  \n",
       "999980    23  \n",
       "999981   246  \n",
       "999982   246  \n",
       "999983   221  \n",
       "999984    23  \n",
       "999985    23  \n",
       "999986   246  \n",
       "999987    61  \n",
       "999988   246  \n",
       "999989   221  \n",
       "999990    51  \n",
       "999991   246  \n",
       "999992   221  \n",
       "999993    79  \n",
       "999994    16  \n",
       "999995    23  \n",
       "999996    23  \n",
       "999997   221  \n",
       "999998   246  \n",
       "999999    23  \n",
       "1000000  221  \n",
       "\n",
       "[1000001 rows x 24 columns]"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset = pd.read_csv('train_subset.csv')\n",
    "dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.dates as mdates\n",
    "from datetime import datetime\n",
    "parse_date = lambda val : pd.datetime.strptime(val, '%Y-%m-%d %H:%M:%S')\n",
    "dataset = pd.read_csv('train_subset.csv', parse_dates = ['hour'], date_parser = parse_date)\n",
    "#%y-%m-%d %H:%M:%S.%f"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "dataset['hour_in_day'] = dataset['hour'].apply(lambda val : val.hour)\n",
    "dataset['weekday'] = dataset['hour'].apply(lambda val: val.dayofweek)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>id</th>\n",
       "      <th>click</th>\n",
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       "      <th>hour_in_day</th>\n",
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       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10013378798301872145</td>\n",
       "      <td>1</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>e151e245</td>\n",
       "      <td>7e091613</td>\n",
       "      <td>f028772b</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>20362</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2333</td>\n",
       "      <td>0</td>\n",
       "      <td>39</td>\n",
       "      <td>65535</td>\n",
       "      <td>157</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>10014285064795240866</td>\n",
       "      <td>1</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1002</td>\n",
       "      <td>0</td>\n",
       "      <td>84c7ba46</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>21682</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2496</td>\n",
       "      <td>3</td>\n",
       "      <td>167</td>\n",
       "      <td>34655</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>10017963219731982376</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>15704</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>10018076683759767024</td>\n",
       "      <td>1</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1002</td>\n",
       "      <td>0</td>\n",
       "      <td>84c7ba46</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>21300</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2446</td>\n",
       "      <td>3</td>\n",
       "      <td>171</td>\n",
       "      <td>34692</td>\n",
       "      <td>156</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>10020717995127086125</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>15704</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>10035306195717534065</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>39947756</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>...</td>\n",
       "      <td>15706</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>34548</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10047611483795584882</td>\n",
       "      <td>1</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>15707</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10055850146571597965</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>0acbeaa3</td>\n",
       "      <td>45a51db4</td>\n",
       "      <td>...</td>\n",
       "      <td>20596</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2161</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>157</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>10058616822894840352</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>15704</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>34548</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>10058746252136717846</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>85b28c93</td>\n",
       "      <td>ae637522</td>\n",
       "      <td>...</td>\n",
       "      <td>21611</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2480</td>\n",
       "      <td>3</td>\n",
       "      <td>297</td>\n",
       "      <td>34575</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>10059903031685525145</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>15702</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>10061137715845339766</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1010</td>\n",
       "      <td>1</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>e8a706a6</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>21665</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2493</td>\n",
       "      <td>3</td>\n",
       "      <td>35</td>\n",
       "      <td>34697</td>\n",
       "      <td>117</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>10068016967403626269</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>0aab7161</td>\n",
       "      <td>660aeadc</td>\n",
       "      <td>f028772b</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>15703</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>10078471877840925770</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>15706</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>34548</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>10078872990834059085</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>15703</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>10082801960992027020</td>\n",
       "      <td>1</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>89a490f5</td>\n",
       "      <td>ce307e01</td>\n",
       "      <td>3e814130</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>16208</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1800</td>\n",
       "      <td>3</td>\n",
       "      <td>167</td>\n",
       "      <td>34541</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>10101368642507843683</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>030440fe</td>\n",
       "      <td>08ba7db9</td>\n",
       "      <td>76b2941d</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>20596</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2161</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>157</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>10108783818779625477</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>15705</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>34547</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>10128695833738945154</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>15702</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>10140873544956365957</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>cffc1324</td>\n",
       "      <td>bc63ea42</td>\n",
       "      <td>335d28a8</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>20596</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2161</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>157</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1014670608807263205</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1010</td>\n",
       "      <td>1</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>ffc6ffd0</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>21665</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2493</td>\n",
       "      <td>3</td>\n",
       "      <td>35</td>\n",
       "      <td>34514</td>\n",
       "      <td>117</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1015415661296937352</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1002</td>\n",
       "      <td>0</td>\n",
       "      <td>94ff9aef</td>\n",
       "      <td>97bf684d</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>21311</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2449</td>\n",
       "      <td>0</td>\n",
       "      <td>163</td>\n",
       "      <td>34705</td>\n",
       "      <td>91</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>10164738236236672012</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>0c2fe9d6</td>\n",
       "      <td>27e3c518</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>20969</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2372</td>\n",
       "      <td>0</td>\n",
       "      <td>813</td>\n",
       "      <td>65535</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>10178994935637667593</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>6da1fa83</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>...</td>\n",
       "      <td>15699</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>10179264120888588806</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>15706</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>34548</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>10181206040612048622</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>15701</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>10182020780809819700</td>\n",
       "      <td>1</td>\n",
       "      <td>2014-10-21 00:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>15704</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999971</th>\n",
       "      <td>981441954774642177</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>d36838b1</td>\n",
       "      <td>0e8616ad</td>\n",
       "      <td>...</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>65535</td>\n",
       "      <td>246</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999972</th>\n",
       "      <td>9821728396855683947</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>f5a18e9d</td>\n",
       "      <td>46076a6a</td>\n",
       "      <td>3e814130</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>17239</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1973</td>\n",
       "      <td>3</td>\n",
       "      <td>39</td>\n",
       "      <td>34567</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999973</th>\n",
       "      <td>9824514760970891795</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>6ec06dbd</td>\n",
       "      <td>d262cf1e</td>\n",
       "      <td>8fd0aea4</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>23997</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2748</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>34594</td>\n",
       "      <td>79</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999974</th>\n",
       "      <td>9824588856112683204</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>7358e05e</td>\n",
       "      <td>b9528b13</td>\n",
       "      <td>...</td>\n",
       "      <td>23777</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2725</td>\n",
       "      <td>3</td>\n",
       "      <td>1831</td>\n",
       "      <td>65535</td>\n",
       "      <td>171</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999975</th>\n",
       "      <td>9824877193910926034</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>685d1c4c</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>...</td>\n",
       "      <td>24005</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2749</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>34640</td>\n",
       "      <td>221</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999976</th>\n",
       "      <td>9827378804482928942</td>\n",
       "      <td>1</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>efb67587</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>...</td>\n",
       "      <td>380</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>112</td>\n",
       "      <td>3</td>\n",
       "      <td>1319</td>\n",
       "      <td>65535</td>\n",
       "      <td>15</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999977</th>\n",
       "      <td>9830071926860914632</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>e4d8dd7b</td>\n",
       "      <td>a17bde68</td>\n",
       "      <td>3e814130</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>8330</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>761</td>\n",
       "      <td>3</td>\n",
       "      <td>175</td>\n",
       "      <td>65535</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999978</th>\n",
       "      <td>9835103817198372147</td>\n",
       "      <td>1</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>9c13b419</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>...</td>\n",
       "      <td>23160</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2667</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>34529</td>\n",
       "      <td>221</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999979</th>\n",
       "      <td>9839639340297142524</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>685d1c4c</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>...</td>\n",
       "      <td>23222</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2676</td>\n",
       "      <td>0</td>\n",
       "      <td>299</td>\n",
       "      <td>34640</td>\n",
       "      <td>221</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999980</th>\n",
       "      <td>9840109951678420154</td>\n",
       "      <td>1</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>e151e245</td>\n",
       "      <td>7e091613</td>\n",
       "      <td>f028772b</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>23723</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2716</td>\n",
       "      <td>3</td>\n",
       "      <td>47</td>\n",
       "      <td>65535</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999981</th>\n",
       "      <td>9844655414037575919</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>d36838b1</td>\n",
       "      <td>0e8616ad</td>\n",
       "      <td>...</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>34634</td>\n",
       "      <td>246</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999982</th>\n",
       "      <td>9845035679711711821</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>d36838b1</td>\n",
       "      <td>0e8616ad</td>\n",
       "      <td>...</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>34635</td>\n",
       "      <td>246</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999983</th>\n",
       "      <td>9865345832564626169</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>685d1c4c</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>...</td>\n",
       "      <td>24004</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2749</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>34640</td>\n",
       "      <td>221</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999984</th>\n",
       "      <td>9865657836835380109</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>26fa1946</td>\n",
       "      <td>e2a5dc06</td>\n",
       "      <td>3e814130</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>17239</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1973</td>\n",
       "      <td>3</td>\n",
       "      <td>39</td>\n",
       "      <td>34612</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999985</th>\n",
       "      <td>9866471621059318963</td>\n",
       "      <td>1</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>e2fcccd2</td>\n",
       "      <td>5c5a694b</td>\n",
       "      <td>...</td>\n",
       "      <td>22817</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2648</td>\n",
       "      <td>3</td>\n",
       "      <td>39</td>\n",
       "      <td>34612</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999986</th>\n",
       "      <td>9875536697881537940</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>d36838b1</td>\n",
       "      <td>0e8616ad</td>\n",
       "      <td>...</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>34635</td>\n",
       "      <td>246</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999987</th>\n",
       "      <td>9884498015138037261</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>46774ea6</td>\n",
       "      <td>15ec7f39</td>\n",
       "      <td>...</td>\n",
       "      <td>21611</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2480</td>\n",
       "      <td>3</td>\n",
       "      <td>299</td>\n",
       "      <td>34575</td>\n",
       "      <td>61</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999988</th>\n",
       "      <td>9892035789253127039</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
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       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>d36838b1</td>\n",
       "      <td>0e8616ad</td>\n",
       "      <td>...</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>65535</td>\n",
       "      <td>246</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999989</th>\n",
       "      <td>9918648431258043323</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
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       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>22104</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2545</td>\n",
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       "      <td>431</td>\n",
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       "      <td>221</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999990</th>\n",
       "      <td>9919654756776313552</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
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       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>22676</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2616</td>\n",
       "      <td>0</td>\n",
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       "      <td>65535</td>\n",
       "      <td>51</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999991</th>\n",
       "      <td>9937119415148505742</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
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       "      <td>...</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
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       "      <td>246</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999992</th>\n",
       "      <td>9944047293610162071</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
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       "      <td>16a36ef3</td>\n",
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       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>21893</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2526</td>\n",
       "      <td>0</td>\n",
       "      <td>167</td>\n",
       "      <td>34545</td>\n",
       "      <td>221</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999993</th>\n",
       "      <td>9957490161940095544</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1002</td>\n",
       "      <td>0</td>\n",
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       "      <td>c4e18dd6</td>\n",
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       "      <td>7801e8d9</td>\n",
       "      <td>...</td>\n",
       "      <td>15707</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
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       "      <td>34548</td>\n",
       "      <td>79</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999994</th>\n",
       "      <td>9971515706785556677</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
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       "      <td>7e091613</td>\n",
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       "      <td>ecad2386</td>\n",
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       "      <td>17037</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1934</td>\n",
       "      <td>2</td>\n",
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       "      <td>65535</td>\n",
       "      <td>16</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999995</th>\n",
       "      <td>9974420329518216158</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
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       "      <td>5218cef0</td>\n",
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       "      <td>22614</td>\n",
       "      <td>300</td>\n",
       "      <td>250</td>\n",
       "      <td>2610</td>\n",
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       "      <td>167</td>\n",
       "      <td>34663</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999996</th>\n",
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       "      <td>23017</td>\n",
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       "      <td>2658</td>\n",
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       "      <td>34612</td>\n",
       "      <td>23</td>\n",
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       "    <tr>\n",
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       "      <td>22257</td>\n",
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       "      <td>2545</td>\n",
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       "      <td>65535</td>\n",
       "      <td>221</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>999998</th>\n",
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       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
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       "      <td>c4e18dd6</td>\n",
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       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>65535</td>\n",
       "      <td>246</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999999</th>\n",
       "      <td>9999636335882369227</td>\n",
       "      <td>1</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>3c4b944d</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>...</td>\n",
       "      <td>16859</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1887</td>\n",
       "      <td>3</td>\n",
       "      <td>39</td>\n",
       "      <td>34658</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
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       "    <tr>\n",
       "      <th>1000000</th>\n",
       "      <td>9999746639881208566</td>\n",
       "      <td>0</td>\n",
       "      <td>2014-10-30 23:00:00</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
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       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
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       "      <td>22257</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
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       "      <td>431</td>\n",
       "      <td>34548</td>\n",
       "      <td>221</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000001 rows × 26 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                           id  click                hour    C1  banner_pos  \\\n",
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       "1        10005541670676403131      0 2014-10-21 00:00:00  1005           1   \n",
       "2        10011677979251422697      0 2014-10-21 00:00:00  1005           0   \n",
       "3        10013378798301872145      1 2014-10-21 00:00:00  1005           1   \n",
       "4        10014285064795240866      1 2014-10-21 00:00:00  1002           0   \n",
       "5        10017963219731982376      0 2014-10-21 00:00:00  1005           0   \n",
       "6        10018076683759767024      1 2014-10-21 00:00:00  1002           0   \n",
       "7        10020717995127086125      0 2014-10-21 00:00:00  1005           0   \n",
       "8        10035306195717534065      0 2014-10-21 00:00:00  1005           0   \n",
       "9        10047611483795584882      1 2014-10-21 00:00:00  1005           0   \n",
       "10       10055850146571597965      0 2014-10-21 00:00:00  1005           0   \n",
       "11       10058616822894840352      0 2014-10-21 00:00:00  1005           0   \n",
       "12       10058746252136717846      0 2014-10-21 00:00:00  1005           0   \n",
       "13       10059903031685525145      0 2014-10-21 00:00:00  1005           0   \n",
       "14       10061137715845339766      0 2014-10-21 00:00:00  1010           1   \n",
       "15       10068016967403626269      0 2014-10-21 00:00:00  1005           0   \n",
       "16       10078471877840925770      0 2014-10-21 00:00:00  1005           0   \n",
       "17       10078872990834059085      0 2014-10-21 00:00:00  1005           0   \n",
       "18       10082801960992027020      1 2014-10-21 00:00:00  1005           0   \n",
       "19       10101368642507843683      0 2014-10-21 00:00:00  1005           0   \n",
       "20       10108783818779625477      0 2014-10-21 00:00:00  1005           0   \n",
       "21       10128695833738945154      0 2014-10-21 00:00:00  1005           0   \n",
       "22       10140873544956365957      0 2014-10-21 00:00:00  1005           1   \n",
       "23        1014670608807263205      0 2014-10-21 00:00:00  1010           1   \n",
       "24        1015415661296937352      0 2014-10-21 00:00:00  1002           0   \n",
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       "26       10178994935637667593      0 2014-10-21 00:00:00  1005           0   \n",
       "27       10179264120888588806      0 2014-10-21 00:00:00  1005           0   \n",
       "28       10181206040612048622      0 2014-10-21 00:00:00  1005           0   \n",
       "29       10182020780809819700      1 2014-10-21 00:00:00  1005           0   \n",
       "...                       ...    ...                 ...   ...         ...   \n",
       "999971     981441954774642177      0 2014-10-30 23:00:00  1005           0   \n",
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       "999975    9824877193910926034      0 2014-10-30 23:00:00  1005           0   \n",
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       "999978    9835103817198372147      1 2014-10-30 23:00:00  1005           0   \n",
       "999979    9839639340297142524      0 2014-10-30 23:00:00  1005           0   \n",
       "999980    9840109951678420154      1 2014-10-30 23:00:00  1005           1   \n",
       "999981    9844655414037575919      0 2014-10-30 23:00:00  1005           0   \n",
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       "999984    9865657836835380109      0 2014-10-30 23:00:00  1005           0   \n",
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       "999989    9918648431258043323      0 2014-10-30 23:00:00  1005           0   \n",
       "999990    9919654756776313552      0 2014-10-30 23:00:00  1005           0   \n",
       "999991    9937119415148505742      0 2014-10-30 23:00:00  1005           0   \n",
       "999992    9944047293610162071      0 2014-10-30 23:00:00  1005           1   \n",
       "999993    9957490161940095544      0 2014-10-30 23:00:00  1002           0   \n",
       "999994    9971515706785556677      0 2014-10-30 23:00:00  1005           1   \n",
       "999995    9974420329518216158      0 2014-10-30 23:00:00  1005           0   \n",
       "999996    9984330457065237913      0 2014-10-30 23:00:00  1005           0   \n",
       "999997    9986246407826411601      0 2014-10-30 23:00:00  1005           0   \n",
       "999998    9998654904628431953      0 2014-10-30 23:00:00  1005           0   \n",
       "999999    9999636335882369227      1 2014-10-30 23:00:00  1005           0   \n",
       "1000000   9999746639881208566      0 2014-10-30 23:00:00  1005           0   \n",
       "\n",
       "          site_id site_domain site_category    app_id app_domain  ...    C14  \\\n",
       "0        1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...  15701   \n",
       "1        e151e245    7e091613      f028772b  ecad2386   7801e8d9  ...  20984   \n",
       "2        1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...  15707   \n",
       "3        e151e245    7e091613      f028772b  ecad2386   7801e8d9  ...  20362   \n",
       "4        84c7ba46    c4e18dd6      50e219e0  ecad2386   7801e8d9  ...  21682   \n",
       "5        1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...  15704   \n",
       "6        84c7ba46    c4e18dd6      50e219e0  ecad2386   7801e8d9  ...  21300   \n",
       "7        1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...  15704   \n",
       "8        85f751fd    c4e18dd6      50e219e0  39947756   2347f47a  ...  15706   \n",
       "9        1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...  15707   \n",
       "10       85f751fd    c4e18dd6      50e219e0  0acbeaa3   45a51db4  ...  20596   \n",
       "11       1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...  15704   \n",
       "12       85f751fd    c4e18dd6      50e219e0  85b28c93   ae637522  ...  21611   \n",
       "13       1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...  15702   \n",
       "14       85f751fd    c4e18dd6      50e219e0  e8a706a6   7801e8d9  ...  21665   \n",
       "15       0aab7161    660aeadc      f028772b  ecad2386   7801e8d9  ...  15703   \n",
       "16       1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...  15706   \n",
       "17       1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...  15703   \n",
       "18       89a490f5    ce307e01      3e814130  ecad2386   7801e8d9  ...  16208   \n",
       "19       030440fe    08ba7db9      76b2941d  ecad2386   7801e8d9  ...  20596   \n",
       "20       1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...  15705   \n",
       "21       1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...  15702   \n",
       "22       cffc1324    bc63ea42      335d28a8  ecad2386   7801e8d9  ...  20596   \n",
       "23       85f751fd    c4e18dd6      50e219e0  ffc6ffd0   7801e8d9  ...  21665   \n",
       "24       94ff9aef    97bf684d      50e219e0  ecad2386   7801e8d9  ...  21311   \n",
       "25       0c2fe9d6    27e3c518      28905ebd  ecad2386   7801e8d9  ...  20969   \n",
       "26       85f751fd    c4e18dd6      50e219e0  6da1fa83   2347f47a  ...  15699   \n",
       "27       1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...  15706   \n",
       "28       1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...  15701   \n",
       "29       1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...  15704   \n",
       "...           ...         ...           ...       ...        ...  ...    ...   \n",
       "999971   85f751fd    c4e18dd6      50e219e0  d36838b1   0e8616ad  ...  23866   \n",
       "999972   f5a18e9d    46076a6a      3e814130  ecad2386   7801e8d9  ...  17239   \n",
       "999973   6ec06dbd    d262cf1e      8fd0aea4  ecad2386   7801e8d9  ...  23997   \n",
       "999974   85f751fd    c4e18dd6      50e219e0  7358e05e   b9528b13  ...  23777   \n",
       "999975   85f751fd    c4e18dd6      50e219e0  685d1c4c   2347f47a  ...  24005   \n",
       "999976   85f751fd    c4e18dd6      50e219e0  efb67587   2347f47a  ...    380   \n",
       "999977   e4d8dd7b    a17bde68      3e814130  ecad2386   7801e8d9  ...   8330   \n",
       "999978   85f751fd    c4e18dd6      50e219e0  9c13b419   2347f47a  ...  23160   \n",
       "999979   85f751fd    c4e18dd6      50e219e0  685d1c4c   2347f47a  ...  23222   \n",
       "999980   e151e245    7e091613      f028772b  ecad2386   7801e8d9  ...  23723   \n",
       "999981   85f751fd    c4e18dd6      50e219e0  d36838b1   0e8616ad  ...  23866   \n",
       "999982   85f751fd    c4e18dd6      50e219e0  d36838b1   0e8616ad  ...  23866   \n",
       "999983   85f751fd    c4e18dd6      50e219e0  685d1c4c   2347f47a  ...  24004   \n",
       "999984   26fa1946    e2a5dc06      3e814130  ecad2386   7801e8d9  ...  17239   \n",
       "999985   85f751fd    c4e18dd6      50e219e0  e2fcccd2   5c5a694b  ...  22817   \n",
       "999986   85f751fd    c4e18dd6      50e219e0  d36838b1   0e8616ad  ...  23866   \n",
       "999987   85f751fd    c4e18dd6      50e219e0  46774ea6   15ec7f39  ...  21611   \n",
       "999988   85f751fd    c4e18dd6      50e219e0  d36838b1   0e8616ad  ...  23866   \n",
       "999989   1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...  22104   \n",
       "999990   1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...  22676   \n",
       "999991   85f751fd    c4e18dd6      50e219e0  ce183bbd   ae637522  ...  23866   \n",
       "999992   5b4d2eda    16a36ef3      f028772b  ecad2386   7801e8d9  ...  21893   \n",
       "999993   d71602ee    c4e18dd6      50e219e0  ecad2386   7801e8d9  ...  15707   \n",
       "999994   e151e245    7e091613      f028772b  ecad2386   7801e8d9  ...  17037   \n",
       "999995   c36224b6    5218cef0      335d28a8  ecad2386   7801e8d9  ...  22614   \n",
       "999996   bb4524e7    d733bbc3      28905ebd  ecad2386   7801e8d9  ...  23017   \n",
       "999997   1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...  22257   \n",
       "999998   85f751fd    c4e18dd6      50e219e0  396df801   2347f47a  ...  23866   \n",
       "999999   85f751fd    c4e18dd6      50e219e0  3c4b944d   2347f47a  ...  16859   \n",
       "1000000  1fbe01fe    f3845767      28905ebd  ecad2386   7801e8d9  ...  22257   \n",
       "\n",
       "         C15  C16   C17  C18   C19    C20  C21  hour_in_day  weekday  \n",
       "0        320   50  1722    0    35  65535   79            0        1  \n",
       "1        320   50  2371    0   551  34681   46            0        1  \n",
       "2        320   50  1722    0    35  65535   79            0        1  \n",
       "3        320   50  2333    0    39  65535  157            0        1  \n",
       "4        320   50  2496    3   167  34655   23            0        1  \n",
       "5        320   50  1722    0    35  65535   79            0        1  \n",
       "6        320   50  2446    3   171  34692  156            0        1  \n",
       "7        320   50  1722    0    35  65535   79            0        1  \n",
       "8        320   50  1722    0    35  34548   79            0        1  \n",
       "9        320   50  1722    0    35  65535   79            0        1  \n",
       "10       320   50  2161    0    35  65535  157            0        1  \n",
       "11       320   50  1722    0    35  34548   79            0        1  \n",
       "12       320   50  2480    3   297  34575   61            0        1  \n",
       "13       320   50  1722    0    35  65535   79            0        1  \n",
       "14       320   50  2493    3    35  34697  117            0        1  \n",
       "15       320   50  1722    0    35  65535   79            0        1  \n",
       "16       320   50  1722    0    35  34548   79            0        1  \n",
       "17       320   50  1722    0    35  65535   79            0        1  \n",
       "18       320   50  1800    3   167  34541   23            0        1  \n",
       "19       320   50  2161    0    35  65535  157            0        1  \n",
       "20       320   50  1722    0    35  34547   79            0        1  \n",
       "21       320   50  1722    0    35  65535   79            0        1  \n",
       "22       320   50  2161    0    35  65535  157            0        1  \n",
       "23       320   50  2493    3    35  34514  117            0        1  \n",
       "24       320   50  2449    0   163  34705   91            0        1  \n",
       "25       320   50  2372    0   813  65535   46            0        1  \n",
       "26       320   50  1722    0    35  65535   79            0        1  \n",
       "27       320   50  1722    0    35  34548   79            0        1  \n",
       "28       320   50  1722    0    35  65535   79            0        1  \n",
       "29       320   50  1722    0    35  65535   79            0        1  \n",
       "...      ...  ...   ...  ...   ...    ...  ...          ...      ...  \n",
       "999971   320   50  2736    0    33  65535  246           23        3  \n",
       "999972   320   50  1973    3    39  34567   23           23        3  \n",
       "999973   320   50  2748    0    35  34594   79           23        3  \n",
       "999974   320   50  2725    3  1831  65535  171           23        3  \n",
       "999975   320   50  2749    0    43  34640  221           23        3  \n",
       "999976   320   50   112    3  1319  65535   15           23        3  \n",
       "999977   320   50   761    3   175  65535   23           23        3  \n",
       "999978   320   50  2667    0    47  34529  221           23        3  \n",
       "999979   320   50  2676    0   299  34640  221           23        3  \n",
       "999980   320   50  2716    3    47  65535   23           23        3  \n",
       "999981   320   50  2736    0    33  34634  246           23        3  \n",
       "999982   320   50  2736    0    33  34635  246           23        3  \n",
       "999983   320   50  2749    0    43  34640  221           23        3  \n",
       "999984   320   50  1973    3    39  34612   23           23        3  \n",
       "999985   320   50  2648    3    39  34612   23           23        3  \n",
       "999986   320   50  2736    0    33  34635  246           23        3  \n",
       "999987   320   50  2480    3   299  34575   61           23        3  \n",
       "999988   320   50  2736    0    33  65535  246           23        3  \n",
       "999989   320   50  2545    0   431  34548  221           23        3  \n",
       "999990   320   50  2616    0    35  65535   51           23        3  \n",
       "999991   320   50  2736    0    33  34634  246           23        3  \n",
       "999992   320   50  2526    0   167  34545  221           23        3  \n",
       "999993   320   50  1722    0    35  34548   79           23        3  \n",
       "999994   320   50  1934    2    39  65535   16           23        3  \n",
       "999995   300  250  2610    3   167  34663   23           23        3  \n",
       "999996   320   50  2658    3    35  34612   23           23        3  \n",
       "999997   320   50  2545    0   431  65535  221           23        3  \n",
       "999998   320   50  2736    0    33  65535  246           23        3  \n",
       "999999   320   50  1887    3    39  34658   23           23        3  \n",
       "1000000  320   50  2545    0   431  34548  221           23        3  \n",
       "\n",
       "[1000001 rows x 26 columns]"
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1000001 entries, 0 to 1000000\n",
      "Data columns (total 26 columns):\n",
      "id                  1000001 non-null uint64\n",
      "click               1000001 non-null int64\n",
      "hour                1000001 non-null datetime64[ns]\n",
      "C1                  1000001 non-null int64\n",
      "banner_pos          1000001 non-null int64\n",
      "site_id             1000001 non-null object\n",
      "site_domain         1000001 non-null object\n",
      "site_category       1000001 non-null object\n",
      "app_id              1000001 non-null object\n",
      "app_domain          1000001 non-null object\n",
      "app_category        1000001 non-null object\n",
      "device_id           1000001 non-null object\n",
      "device_ip           1000001 non-null object\n",
      "device_model        1000001 non-null object\n",
      "device_type         1000001 non-null int64\n",
      "device_conn_type    1000001 non-null int64\n",
      "C14                 1000001 non-null int64\n",
      "C15                 1000001 non-null int64\n",
      "C16                 1000001 non-null int64\n",
      "C17                 1000001 non-null int64\n",
      "C18                 1000001 non-null int64\n",
      "C19                 1000001 non-null int64\n",
      "C20                 1000001 non-null int64\n",
      "C21                 1000001 non-null int64\n",
      "hour_in_day         1000001 non-null int64\n",
      "weekday             1000001 non-null int64\n",
      "dtypes: datetime64[ns](1), int64(15), object(9), uint64(1)\n",
      "memory usage: 198.4+ MB\n"
     ]
    }
   ],
   "source": [
    "dataset.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <th>click</th>\n",
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       "      <td>07d7df22</td>\n",
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       "      <td>15707</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
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       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
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       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
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       "      <td>79</td>\n",
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       "      <td>cef3e649</td>\n",
       "      <td>1c6dc527</td>\n",
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       "      <td>15706</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>34548</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>1</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>15707</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>0acbeaa3</td>\n",
       "      <td>45a51db4</td>\n",
       "      <td>f95efa07</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>20596</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2161</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>157</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>15704</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>34548</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>85b28c93</td>\n",
       "      <td>ae637522</td>\n",
       "      <td>8ded1f7a</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>21611</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2480</td>\n",
       "      <td>3</td>\n",
       "      <td>297</td>\n",
       "      <td>34575</td>\n",
       "      <td>61</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>15702</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>0</td>\n",
       "      <td>1010</td>\n",
       "      <td>1</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>e8a706a6</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>0f2161f8</td>\n",
       "      <td>017c59a6</td>\n",
       "      <td>...</td>\n",
       "      <td>21665</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2493</td>\n",
       "      <td>3</td>\n",
       "      <td>35</td>\n",
       "      <td>34697</td>\n",
       "      <td>117</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>0aab7161</td>\n",
       "      <td>660aeadc</td>\n",
       "      <td>f028772b</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>15703</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>15706</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>34548</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>15703</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>89a490f5</td>\n",
       "      <td>ce307e01</td>\n",
       "      <td>3e814130</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>16208</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1800</td>\n",
       "      <td>3</td>\n",
       "      <td>167</td>\n",
       "      <td>34541</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>030440fe</td>\n",
       "      <td>08ba7db9</td>\n",
       "      <td>76b2941d</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>20596</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2161</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>157</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>15705</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>34547</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>15702</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>cffc1324</td>\n",
       "      <td>bc63ea42</td>\n",
       "      <td>335d28a8</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>20596</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2161</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>157</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>0</td>\n",
       "      <td>1010</td>\n",
       "      <td>1</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>ffc6ffd0</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>0f2161f8</td>\n",
       "      <td>59695e83</td>\n",
       "      <td>...</td>\n",
       "      <td>21665</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2493</td>\n",
       "      <td>3</td>\n",
       "      <td>35</td>\n",
       "      <td>34514</td>\n",
       "      <td>117</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>0</td>\n",
       "      <td>1002</td>\n",
       "      <td>0</td>\n",
       "      <td>94ff9aef</td>\n",
       "      <td>97bf684d</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>f36aa6b4</td>\n",
       "      <td>...</td>\n",
       "      <td>21311</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2449</td>\n",
       "      <td>0</td>\n",
       "      <td>163</td>\n",
       "      <td>34705</td>\n",
       "      <td>91</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>0c2fe9d6</td>\n",
       "      <td>27e3c518</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>20969</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2372</td>\n",
       "      <td>0</td>\n",
       "      <td>813</td>\n",
       "      <td>65535</td>\n",
       "      <td>46</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>6da1fa83</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>8ded1f7a</td>\n",
       "      <td>25b6fa50</td>\n",
       "      <td>...</td>\n",
       "      <td>15699</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>15706</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>34548</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>15701</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>15704</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>79</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999971</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>d36838b1</td>\n",
       "      <td>0e8616ad</td>\n",
       "      <td>0f2161f8</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>65535</td>\n",
       "      <td>246</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999972</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>f5a18e9d</td>\n",
       "      <td>46076a6a</td>\n",
       "      <td>3e814130</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>17239</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1973</td>\n",
       "      <td>3</td>\n",
       "      <td>39</td>\n",
       "      <td>34567</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999973</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>6ec06dbd</td>\n",
       "      <td>d262cf1e</td>\n",
       "      <td>8fd0aea4</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>23997</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2748</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>34594</td>\n",
       "      <td>79</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999974</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>7358e05e</td>\n",
       "      <td>b9528b13</td>\n",
       "      <td>cef3e649</td>\n",
       "      <td>d8e020d8</td>\n",
       "      <td>...</td>\n",
       "      <td>23777</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2725</td>\n",
       "      <td>3</td>\n",
       "      <td>1831</td>\n",
       "      <td>65535</td>\n",
       "      <td>171</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999975</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>685d1c4c</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>8ded1f7a</td>\n",
       "      <td>42d214ed</td>\n",
       "      <td>...</td>\n",
       "      <td>24005</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2749</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>34640</td>\n",
       "      <td>221</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999976</th>\n",
       "      <td>1</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>efb67587</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>f95efa07</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>380</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>112</td>\n",
       "      <td>3</td>\n",
       "      <td>1319</td>\n",
       "      <td>65535</td>\n",
       "      <td>15</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999977</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>e4d8dd7b</td>\n",
       "      <td>a17bde68</td>\n",
       "      <td>3e814130</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>8330</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>761</td>\n",
       "      <td>3</td>\n",
       "      <td>175</td>\n",
       "      <td>65535</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999978</th>\n",
       "      <td>1</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>9c13b419</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>f95efa07</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>23160</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2667</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>34529</td>\n",
       "      <td>221</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999979</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>685d1c4c</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>8ded1f7a</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>23222</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2676</td>\n",
       "      <td>0</td>\n",
       "      <td>299</td>\n",
       "      <td>34640</td>\n",
       "      <td>221</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999980</th>\n",
       "      <td>1</td>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>e151e245</td>\n",
       "      <td>7e091613</td>\n",
       "      <td>f028772b</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>23723</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2716</td>\n",
       "      <td>3</td>\n",
       "      <td>47</td>\n",
       "      <td>65535</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999981</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>d36838b1</td>\n",
       "      <td>0e8616ad</td>\n",
       "      <td>0f2161f8</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>34634</td>\n",
       "      <td>246</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999982</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>d36838b1</td>\n",
       "      <td>0e8616ad</td>\n",
       "      <td>0f2161f8</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>34635</td>\n",
       "      <td>246</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999983</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>685d1c4c</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>8ded1f7a</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>24004</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2749</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>34640</td>\n",
       "      <td>221</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999984</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>26fa1946</td>\n",
       "      <td>e2a5dc06</td>\n",
       "      <td>3e814130</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>17239</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1973</td>\n",
       "      <td>3</td>\n",
       "      <td>39</td>\n",
       "      <td>34612</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999985</th>\n",
       "      <td>1</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>e2fcccd2</td>\n",
       "      <td>5c5a694b</td>\n",
       "      <td>0f2161f8</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>22817</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2648</td>\n",
       "      <td>3</td>\n",
       "      <td>39</td>\n",
       "      <td>34612</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999986</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>d36838b1</td>\n",
       "      <td>0e8616ad</td>\n",
       "      <td>0f2161f8</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>34635</td>\n",
       "      <td>246</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999987</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>46774ea6</td>\n",
       "      <td>15ec7f39</td>\n",
       "      <td>0f2161f8</td>\n",
       "      <td>9cf797fb</td>\n",
       "      <td>...</td>\n",
       "      <td>21611</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2480</td>\n",
       "      <td>3</td>\n",
       "      <td>299</td>\n",
       "      <td>34575</td>\n",
       "      <td>61</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999988</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>d36838b1</td>\n",
       "      <td>0e8616ad</td>\n",
       "      <td>0f2161f8</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>65535</td>\n",
       "      <td>246</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999989</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>22104</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2545</td>\n",
       "      <td>0</td>\n",
       "      <td>431</td>\n",
       "      <td>34548</td>\n",
       "      <td>221</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999990</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>22676</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2616</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>65535</td>\n",
       "      <td>51</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999991</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>ce183bbd</td>\n",
       "      <td>ae637522</td>\n",
       "      <td>cef3e649</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>34634</td>\n",
       "      <td>246</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999992</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>5b4d2eda</td>\n",
       "      <td>16a36ef3</td>\n",
       "      <td>f028772b</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>21893</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2526</td>\n",
       "      <td>0</td>\n",
       "      <td>167</td>\n",
       "      <td>34545</td>\n",
       "      <td>221</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999993</th>\n",
       "      <td>0</td>\n",
       "      <td>1002</td>\n",
       "      <td>0</td>\n",
       "      <td>d71602ee</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>6d82a1ef</td>\n",
       "      <td>...</td>\n",
       "      <td>15707</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>34548</td>\n",
       "      <td>79</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999994</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>e151e245</td>\n",
       "      <td>7e091613</td>\n",
       "      <td>f028772b</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>17037</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1934</td>\n",
       "      <td>2</td>\n",
       "      <td>39</td>\n",
       "      <td>65535</td>\n",
       "      <td>16</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999995</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>c36224b6</td>\n",
       "      <td>5218cef0</td>\n",
       "      <td>335d28a8</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>22614</td>\n",
       "      <td>300</td>\n",
       "      <td>250</td>\n",
       "      <td>2610</td>\n",
       "      <td>3</td>\n",
       "      <td>167</td>\n",
       "      <td>34663</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999996</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>bb4524e7</td>\n",
       "      <td>d733bbc3</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>23017</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2658</td>\n",
       "      <td>3</td>\n",
       "      <td>35</td>\n",
       "      <td>34612</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999997</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>22257</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2545</td>\n",
       "      <td>0</td>\n",
       "      <td>431</td>\n",
       "      <td>65535</td>\n",
       "      <td>221</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999998</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>396df801</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>0f2161f8</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>65535</td>\n",
       "      <td>246</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999999</th>\n",
       "      <td>1</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>85f751fd</td>\n",
       "      <td>c4e18dd6</td>\n",
       "      <td>50e219e0</td>\n",
       "      <td>3c4b944d</td>\n",
       "      <td>2347f47a</td>\n",
       "      <td>0f2161f8</td>\n",
       "      <td>454877d9</td>\n",
       "      <td>...</td>\n",
       "      <td>16859</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1887</td>\n",
       "      <td>3</td>\n",
       "      <td>39</td>\n",
       "      <td>34658</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000000</th>\n",
       "      <td>0</td>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1fbe01fe</td>\n",
       "      <td>f3845767</td>\n",
       "      <td>28905ebd</td>\n",
       "      <td>ecad2386</td>\n",
       "      <td>7801e8d9</td>\n",
       "      <td>07d7df22</td>\n",
       "      <td>a99f214a</td>\n",
       "      <td>...</td>\n",
       "      <td>22257</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2545</td>\n",
       "      <td>0</td>\n",
       "      <td>431</td>\n",
       "      <td>34548</td>\n",
       "      <td>221</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000001 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         click    C1  banner_pos   site_id site_domain site_category  \\\n",
       "0            0  1005           0  1fbe01fe    f3845767      28905ebd   \n",
       "1            0  1005           1  e151e245    7e091613      f028772b   \n",
       "2            0  1005           0  1fbe01fe    f3845767      28905ebd   \n",
       "3            1  1005           1  e151e245    7e091613      f028772b   \n",
       "4            1  1002           0  84c7ba46    c4e18dd6      50e219e0   \n",
       "5            0  1005           0  1fbe01fe    f3845767      28905ebd   \n",
       "6            1  1002           0  84c7ba46    c4e18dd6      50e219e0   \n",
       "7            0  1005           0  1fbe01fe    f3845767      28905ebd   \n",
       "8            0  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "9            1  1005           0  1fbe01fe    f3845767      28905ebd   \n",
       "10           0  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "11           0  1005           0  1fbe01fe    f3845767      28905ebd   \n",
       "12           0  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "13           0  1005           0  1fbe01fe    f3845767      28905ebd   \n",
       "14           0  1010           1  85f751fd    c4e18dd6      50e219e0   \n",
       "15           0  1005           0  0aab7161    660aeadc      f028772b   \n",
       "16           0  1005           0  1fbe01fe    f3845767      28905ebd   \n",
       "17           0  1005           0  1fbe01fe    f3845767      28905ebd   \n",
       "18           1  1005           0  89a490f5    ce307e01      3e814130   \n",
       "19           0  1005           0  030440fe    08ba7db9      76b2941d   \n",
       "20           0  1005           0  1fbe01fe    f3845767      28905ebd   \n",
       "21           0  1005           0  1fbe01fe    f3845767      28905ebd   \n",
       "22           0  1005           1  cffc1324    bc63ea42      335d28a8   \n",
       "23           0  1010           1  85f751fd    c4e18dd6      50e219e0   \n",
       "24           0  1002           0  94ff9aef    97bf684d      50e219e0   \n",
       "25           0  1005           1  0c2fe9d6    27e3c518      28905ebd   \n",
       "26           0  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "27           0  1005           0  1fbe01fe    f3845767      28905ebd   \n",
       "28           0  1005           0  1fbe01fe    f3845767      28905ebd   \n",
       "29           1  1005           0  1fbe01fe    f3845767      28905ebd   \n",
       "...        ...   ...         ...       ...         ...           ...   \n",
       "999971       0  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "999972       0  1005           0  f5a18e9d    46076a6a      3e814130   \n",
       "999973       0  1005           0  6ec06dbd    d262cf1e      8fd0aea4   \n",
       "999974       0  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "999975       0  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "999976       1  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "999977       0  1005           1  e4d8dd7b    a17bde68      3e814130   \n",
       "999978       1  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "999979       0  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "999980       1  1005           1  e151e245    7e091613      f028772b   \n",
       "999981       0  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "999982       0  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "999983       0  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "999984       0  1005           0  26fa1946    e2a5dc06      3e814130   \n",
       "999985       1  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "999986       0  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "999987       0  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "999988       0  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "999989       0  1005           0  1fbe01fe    f3845767      28905ebd   \n",
       "999990       0  1005           0  1fbe01fe    f3845767      28905ebd   \n",
       "999991       0  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "999992       0  1005           1  5b4d2eda    16a36ef3      f028772b   \n",
       "999993       0  1002           0  d71602ee    c4e18dd6      50e219e0   \n",
       "999994       0  1005           1  e151e245    7e091613      f028772b   \n",
       "999995       0  1005           0  c36224b6    5218cef0      335d28a8   \n",
       "999996       0  1005           0  bb4524e7    d733bbc3      28905ebd   \n",
       "999997       0  1005           0  1fbe01fe    f3845767      28905ebd   \n",
       "999998       0  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "999999       1  1005           0  85f751fd    c4e18dd6      50e219e0   \n",
       "1000000      0  1005           0  1fbe01fe    f3845767      28905ebd   \n",
       "\n",
       "           app_id app_domain app_category device_id  ...    C14  C15  C16  \\\n",
       "0        ecad2386   7801e8d9     07d7df22  a99f214a  ...  15701  320   50   \n",
       "1        ecad2386   7801e8d9     07d7df22  a99f214a  ...  20984  320   50   \n",
       "2        ecad2386   7801e8d9     07d7df22  a99f214a  ...  15707  320   50   \n",
       "3        ecad2386   7801e8d9     07d7df22  a99f214a  ...  20362  320   50   \n",
       "4        ecad2386   7801e8d9     07d7df22  c357dbff  ...  21682  320   50   \n",
       "5        ecad2386   7801e8d9     07d7df22  a99f214a  ...  15704  320   50   \n",
       "6        ecad2386   7801e8d9     07d7df22  e62f1261  ...  21300  320   50   \n",
       "7        ecad2386   7801e8d9     07d7df22  a99f214a  ...  15704  320   50   \n",
       "8        39947756   2347f47a     cef3e649  1c6dc527  ...  15706  320   50   \n",
       "9        ecad2386   7801e8d9     07d7df22  a99f214a  ...  15707  320   50   \n",
       "10       0acbeaa3   45a51db4     f95efa07  a99f214a  ...  20596  320   50   \n",
       "11       ecad2386   7801e8d9     07d7df22  a99f214a  ...  15704  320   50   \n",
       "12       85b28c93   ae637522     8ded1f7a  a99f214a  ...  21611  320   50   \n",
       "13       ecad2386   7801e8d9     07d7df22  a99f214a  ...  15702  320   50   \n",
       "14       e8a706a6   7801e8d9     0f2161f8  017c59a6  ...  21665  320   50   \n",
       "15       ecad2386   7801e8d9     07d7df22  a99f214a  ...  15703  320   50   \n",
       "16       ecad2386   7801e8d9     07d7df22  a99f214a  ...  15706  320   50   \n",
       "17       ecad2386   7801e8d9     07d7df22  a99f214a  ...  15703  320   50   \n",
       "18       ecad2386   7801e8d9     07d7df22  a99f214a  ...  16208  320   50   \n",
       "19       ecad2386   7801e8d9     07d7df22  a99f214a  ...  20596  320   50   \n",
       "20       ecad2386   7801e8d9     07d7df22  a99f214a  ...  15705  320   50   \n",
       "21       ecad2386   7801e8d9     07d7df22  a99f214a  ...  15702  320   50   \n",
       "22       ecad2386   7801e8d9     07d7df22  a99f214a  ...  20596  320   50   \n",
       "23       ffc6ffd0   7801e8d9     0f2161f8  59695e83  ...  21665  320   50   \n",
       "24       ecad2386   7801e8d9     07d7df22  f36aa6b4  ...  21311  320   50   \n",
       "25       ecad2386   7801e8d9     07d7df22  a99f214a  ...  20969  320   50   \n",
       "26       6da1fa83   2347f47a     8ded1f7a  25b6fa50  ...  15699  320   50   \n",
       "27       ecad2386   7801e8d9     07d7df22  a99f214a  ...  15706  320   50   \n",
       "28       ecad2386   7801e8d9     07d7df22  a99f214a  ...  15701  320   50   \n",
       "29       ecad2386   7801e8d9     07d7df22  a99f214a  ...  15704  320   50   \n",
       "...           ...        ...          ...       ...  ...    ...  ...  ...   \n",
       "999971   d36838b1   0e8616ad     0f2161f8  a99f214a  ...  23866  320   50   \n",
       "999972   ecad2386   7801e8d9     07d7df22  a99f214a  ...  17239  320   50   \n",
       "999973   ecad2386   7801e8d9     07d7df22  a99f214a  ...  23997  320   50   \n",
       "999974   7358e05e   b9528b13     cef3e649  d8e020d8  ...  23777  320   50   \n",
       "999975   685d1c4c   2347f47a     8ded1f7a  42d214ed  ...  24005  320   50   \n",
       "999976   efb67587   2347f47a     f95efa07  a99f214a  ...    380  320   50   \n",
       "999977   ecad2386   7801e8d9     07d7df22  a99f214a  ...   8330  320   50   \n",
       "999978   9c13b419   2347f47a     f95efa07  a99f214a  ...  23160  320   50   \n",
       "999979   685d1c4c   2347f47a     8ded1f7a  a99f214a  ...  23222  320   50   \n",
       "999980   ecad2386   7801e8d9     07d7df22  a99f214a  ...  23723  320   50   \n",
       "999981   d36838b1   0e8616ad     0f2161f8  a99f214a  ...  23866  320   50   \n",
       "999982   d36838b1   0e8616ad     0f2161f8  a99f214a  ...  23866  320   50   \n",
       "999983   685d1c4c   2347f47a     8ded1f7a  a99f214a  ...  24004  320   50   \n",
       "999984   ecad2386   7801e8d9     07d7df22  a99f214a  ...  17239  320   50   \n",
       "999985   e2fcccd2   5c5a694b     0f2161f8  a99f214a  ...  22817  320   50   \n",
       "999986   d36838b1   0e8616ad     0f2161f8  a99f214a  ...  23866  320   50   \n",
       "999987   46774ea6   15ec7f39     0f2161f8  9cf797fb  ...  21611  320   50   \n",
       "999988   d36838b1   0e8616ad     0f2161f8  a99f214a  ...  23866  320   50   \n",
       "999989   ecad2386   7801e8d9     07d7df22  a99f214a  ...  22104  320   50   \n",
       "999990   ecad2386   7801e8d9     07d7df22  a99f214a  ...  22676  320   50   \n",
       "999991   ce183bbd   ae637522     cef3e649  a99f214a  ...  23866  320   50   \n",
       "999992   ecad2386   7801e8d9     07d7df22  a99f214a  ...  21893  320   50   \n",
       "999993   ecad2386   7801e8d9     07d7df22  6d82a1ef  ...  15707  320   50   \n",
       "999994   ecad2386   7801e8d9     07d7df22  a99f214a  ...  17037  320   50   \n",
       "999995   ecad2386   7801e8d9     07d7df22  a99f214a  ...  22614  300  250   \n",
       "999996   ecad2386   7801e8d9     07d7df22  a99f214a  ...  23017  320   50   \n",
       "999997   ecad2386   7801e8d9     07d7df22  a99f214a  ...  22257  320   50   \n",
       "999998   396df801   2347f47a     0f2161f8  a99f214a  ...  23866  320   50   \n",
       "999999   3c4b944d   2347f47a     0f2161f8  454877d9  ...  16859  320   50   \n",
       "1000000  ecad2386   7801e8d9     07d7df22  a99f214a  ...  22257  320   50   \n",
       "\n",
       "          C17  C18   C19    C20  C21  hour_in_day  weekday  \n",
       "0        1722    0    35  65535   79            0        1  \n",
       "1        2371    0   551  34681   46            0        1  \n",
       "2        1722    0    35  65535   79            0        1  \n",
       "3        2333    0    39  65535  157            0        1  \n",
       "4        2496    3   167  34655   23            0        1  \n",
       "5        1722    0    35  65535   79            0        1  \n",
       "6        2446    3   171  34692  156            0        1  \n",
       "7        1722    0    35  65535   79            0        1  \n",
       "8        1722    0    35  34548   79            0        1  \n",
       "9        1722    0    35  65535   79            0        1  \n",
       "10       2161    0    35  65535  157            0        1  \n",
       "11       1722    0    35  34548   79            0        1  \n",
       "12       2480    3   297  34575   61            0        1  \n",
       "13       1722    0    35  65535   79            0        1  \n",
       "14       2493    3    35  34697  117            0        1  \n",
       "15       1722    0    35  65535   79            0        1  \n",
       "16       1722    0    35  34548   79            0        1  \n",
       "17       1722    0    35  65535   79            0        1  \n",
       "18       1800    3   167  34541   23            0        1  \n",
       "19       2161    0    35  65535  157            0        1  \n",
       "20       1722    0    35  34547   79            0        1  \n",
       "21       1722    0    35  65535   79            0        1  \n",
       "22       2161    0    35  65535  157            0        1  \n",
       "23       2493    3    35  34514  117            0        1  \n",
       "24       2449    0   163  34705   91            0        1  \n",
       "25       2372    0   813  65535   46            0        1  \n",
       "26       1722    0    35  65535   79            0        1  \n",
       "27       1722    0    35  34548   79            0        1  \n",
       "28       1722    0    35  65535   79            0        1  \n",
       "29       1722    0    35  65535   79            0        1  \n",
       "...       ...  ...   ...    ...  ...          ...      ...  \n",
       "999971   2736    0    33  65535  246           23        3  \n",
       "999972   1973    3    39  34567   23           23        3  \n",
       "999973   2748    0    35  34594   79           23        3  \n",
       "999974   2725    3  1831  65535  171           23        3  \n",
       "999975   2749    0    43  34640  221           23        3  \n",
       "999976    112    3  1319  65535   15           23        3  \n",
       "999977    761    3   175  65535   23           23        3  \n",
       "999978   2667    0    47  34529  221           23        3  \n",
       "999979   2676    0   299  34640  221           23        3  \n",
       "999980   2716    3    47  65535   23           23        3  \n",
       "999981   2736    0    33  34634  246           23        3  \n",
       "999982   2736    0    33  34635  246           23        3  \n",
       "999983   2749    0    43  34640  221           23        3  \n",
       "999984   1973    3    39  34612   23           23        3  \n",
       "999985   2648    3    39  34612   23           23        3  \n",
       "999986   2736    0    33  34635  246           23        3  \n",
       "999987   2480    3   299  34575   61           23        3  \n",
       "999988   2736    0    33  65535  246           23        3  \n",
       "999989   2545    0   431  34548  221           23        3  \n",
       "999990   2616    0    35  65535   51           23        3  \n",
       "999991   2736    0    33  34634  246           23        3  \n",
       "999992   2526    0   167  34545  221           23        3  \n",
       "999993   1722    0    35  34548   79           23        3  \n",
       "999994   1934    2    39  65535   16           23        3  \n",
       "999995   2610    3   167  34663   23           23        3  \n",
       "999996   2658    3    35  34612   23           23        3  \n",
       "999997   2545    0   431  65535  221           23        3  \n",
       "999998   2736    0    33  65535  246           23        3  \n",
       "999999   1887    3    39  34658   23           23        3  \n",
       "1000000  2545    0   431  34548  221           23        3  \n",
       "\n",
       "[1000001 rows x 24 columns]"
      ]
     },
     "execution_count": 108,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# dataset1=dataset.drop(['id','hour', 'C1', 'site_id', 'site_domain','app_id','app_domain','device_id','device_ip','device_model','C14','C15','C16','C17','C18','C19','C20', 'C21'], axis=1)\n",
    "# dataset1=dataset.drop(['id','hour', 'site_id', 'app_id','device_id','device_ip'], axis=1)\n",
    "dataset1=dataset.drop(['id','hour'], axis=1)\n",
    "dataset1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "X = dataset1.iloc[:, 1:24]\n",
    "y = dataset1.iloc[:, 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1000001 entries, 0 to 1000000\n",
      "Data columns (total 23 columns):\n",
      "C1                  1000001 non-null int64\n",
      "banner_pos          1000001 non-null int64\n",
      "site_id             1000001 non-null object\n",
      "site_domain         1000001 non-null object\n",
      "site_category       1000001 non-null object\n",
      "app_id              1000001 non-null object\n",
      "app_domain          1000001 non-null object\n",
      "app_category        1000001 non-null object\n",
      "device_id           1000001 non-null object\n",
      "device_ip           1000001 non-null object\n",
      "device_model        1000001 non-null object\n",
      "device_type         1000001 non-null int64\n",
      "device_conn_type    1000001 non-null int64\n",
      "C14                 1000001 non-null int64\n",
      "C15                 1000001 non-null int64\n",
      "C16                 1000001 non-null int64\n",
      "C17                 1000001 non-null int64\n",
      "C18                 1000001 non-null int64\n",
      "C19                 1000001 non-null int64\n",
      "C20                 1000001 non-null int64\n",
      "C21                 1000001 non-null int64\n",
      "hour_in_day         1000001 non-null int64\n",
      "weekday             1000001 non-null int64\n",
      "dtypes: int64(14), object(9)\n",
      "memory usage: 175.5+ MB\n"
     ]
    }
   ],
   "source": [
    "X.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 111,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "# pd.get_dummies(data=X, columns=['site_domain', 'site_category','app_domain','app_category','device_model'])\n",
    "# pd.get_dummies(data=X, columns=['site_domain'])\n",
    "# X=X=pd.get_dummies(X)\n",
    "def convert_obj_to_int(self):\n",
    "    \n",
    "    object_list_columns = self.columns\n",
    "    object_list_dtypes = self.dtypes\n",
    "    new_col_suffix = '_int'\n",
    "    for index in range(0,len(object_list_columns)):\n",
    "        if object_list_dtypes[index] == object :\n",
    "            self[object_list_columns[index]+new_col_suffix] = self[object_list_columns[index]].map( lambda  x: hash(x))\n",
    "            self.drop([object_list_columns[index]],inplace=True,axis=1)\n",
    "    return self\n",
    "X = convert_obj_to_int(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 112,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "      <td>-632190578832381409</td>\n",
       "      <td>-5820167153470423582</td>\n",
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       "      <td>15707</td>\n",
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       "      <td>-6506955386791706596</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-3518401291052535688</td>\n",
       "      <td>7601729126728910310</td>\n",
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       "    <tr>\n",
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       "      <td>1005</td>\n",
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       "      <td>20596</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
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       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
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       "      <td>6611761249513403285</td>\n",
       "      <td>7050546705700365102</td>\n",
       "    </tr>\n",
       "    <tr>\n",
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       "      <td>1</td>\n",
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       "      <td>15704</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
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       "      <td>-3731317746007973640</td>\n",
       "      <td>-6506955386791706596</td>\n",
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       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-3242257460841412779</td>\n",
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       "      <td>21611</td>\n",
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       "      <td>-2308455836745171316</td>\n",
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       "      <td>2373953775360599064</td>\n",
       "      <td>274115475069374577</td>\n",
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       "      <td>-6506955386791706596</td>\n",
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       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
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       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>1010</td>\n",
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       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>21665</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2493</td>\n",
       "      <td>3</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>6988047781756732591</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>-7768975078508471869</td>\n",
       "      <td>2642402252954225588</td>\n",
       "      <td>-6886157295880133009</td>\n",
       "      <td>-8458825527699956445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>15703</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7922224649142384480</td>\n",
       "      <td>7350378397379910755</td>\n",
       "      <td>-7312952255628234004</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>8903525223360422040</td>\n",
       "      <td>3092251577647800203</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15706</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>-8535436360290026113</td>\n",
       "      <td>-3731317746007973640</td>\n",
       "      <td>-6506955386791706596</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>7567047494059278212</td>\n",
       "      <td>7601729126728910310</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15703</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>-8535436360290026113</td>\n",
       "      <td>-3731317746007973640</td>\n",
       "      <td>-6506955386791706596</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>4682575686847845135</td>\n",
       "      <td>-1792661870437584998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>16208</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1800</td>\n",
       "      <td>3</td>\n",
       "      <td>167</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>534641898929760060</td>\n",
       "      <td>-1228637582875382481</td>\n",
       "      <td>-6566765510050907314</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-227927920341681557</td>\n",
       "      <td>-6888689892613187633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>20596</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2161</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>-8685628195392439533</td>\n",
       "      <td>436348027149206301</td>\n",
       "      <td>-8497580653872147518</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-6635604169312664795</td>\n",
       "      <td>777068055188513976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15705</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>-8535436360290026113</td>\n",
       "      <td>-3731317746007973640</td>\n",
       "      <td>-6506955386791706596</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-7306791078392685448</td>\n",
       "      <td>-6470421058236574554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15702</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>-8535436360290026113</td>\n",
       "      <td>-3731317746007973640</td>\n",
       "      <td>-6506955386791706596</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-5559428360475455814</td>\n",
       "      <td>1660888421608787408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>20596</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2161</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>-5445820125011501694</td>\n",
       "      <td>-1617283350786420898</td>\n",
       "      <td>7758318229630291897</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>1102731590446937120</td>\n",
       "      <td>-2160180817642511880</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>1010</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>21665</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2493</td>\n",
       "      <td>3</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>1884124101001859888</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>-7768975078508471869</td>\n",
       "      <td>-7010894517074824</td>\n",
       "      <td>-6374599798625986580</td>\n",
       "      <td>7147546629205246948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>1002</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>21311</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2449</td>\n",
       "      <td>0</td>\n",
       "      <td>163</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>7662976664914267493</td>\n",
       "      <td>-5319559979607313158</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>1036446037199348479</td>\n",
       "      <td>4268466523719156245</td>\n",
       "      <td>8246921369688722790</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>20969</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2372</td>\n",
       "      <td>0</td>\n",
       "      <td>813</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>6250090801329441154</td>\n",
       "      <td>3628559984549254795</td>\n",
       "      <td>-6506955386791706596</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>2796627981137285721</td>\n",
       "      <td>-3391294501623146136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>15699</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>-5183573121344792393</td>\n",
       "      <td>-5960572035890963107</td>\n",
       "      <td>4195980586736260631</td>\n",
       "      <td>-7184719685936542912</td>\n",
       "      <td>2276618805506447235</td>\n",
       "      <td>5969115019559670470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15706</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>-8535436360290026113</td>\n",
       "      <td>-3731317746007973640</td>\n",
       "      <td>-6506955386791706596</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-4069815838183500519</td>\n",
       "      <td>5864308940839581531</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15701</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>-8535436360290026113</td>\n",
       "      <td>-3731317746007973640</td>\n",
       "      <td>-6506955386791706596</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-8698536234195539929</td>\n",
       "      <td>4334674906744629043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>15704</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>-8535436360290026113</td>\n",
       "      <td>-3731317746007973640</td>\n",
       "      <td>-6506955386791706596</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>4204969824027590799</td>\n",
       "      <td>-2186320751364649753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999971</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>-375897514697491088</td>\n",
       "      <td>4431391950529137427</td>\n",
       "      <td>-7768975078508471869</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>1755017203959602916</td>\n",
       "      <td>6315664026993397710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999972</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>17239</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1973</td>\n",
       "      <td>3</td>\n",
       "      <td>39</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>529637509999675464</td>\n",
       "      <td>-351988190883996613</td>\n",
       "      <td>-6566765510050907314</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-8203389617817544802</td>\n",
       "      <td>-1948464325946399237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999973</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23997</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2748</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-356295249135680677</td>\n",
       "      <td>1464877476855111593</td>\n",
       "      <td>-8023852541018363163</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-415183328080806772</td>\n",
       "      <td>777068055188513976</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999974</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23777</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2725</td>\n",
       "      <td>3</td>\n",
       "      <td>1831</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>1297665465294236147</td>\n",
       "      <td>1058535064238251745</td>\n",
       "      <td>5619929155698906609</td>\n",
       "      <td>-4935444848519403136</td>\n",
       "      <td>-401573956064431021</td>\n",
       "      <td>-9028757450116774468</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999975</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>24005</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2749</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>5645502223947037943</td>\n",
       "      <td>-5960572035890963107</td>\n",
       "      <td>4195980586736260631</td>\n",
       "      <td>2623564272380111993</td>\n",
       "      <td>7362142267689751203</td>\n",
       "      <td>3437735495040920736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999976</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>380</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>112</td>\n",
       "      <td>3</td>\n",
       "      <td>1319</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>8825450707167567969</td>\n",
       "      <td>-5960572035890963107</td>\n",
       "      <td>-829517588036626973</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-6350256436283925942</td>\n",
       "      <td>-6643545258712526347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999977</th>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>8330</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>761</td>\n",
       "      <td>3</td>\n",
       "      <td>175</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>246807943732267376</td>\n",
       "      <td>7224349286752430980</td>\n",
       "      <td>-6566765510050907314</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>5105217255680355742</td>\n",
       "      <td>5896604170006387404</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999978</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23160</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2667</td>\n",
       "      <td>0</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>-8313592817327905512</td>\n",
       "      <td>-5960572035890963107</td>\n",
       "      <td>-829517588036626973</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>3221155822673274689</td>\n",
       "      <td>7964444350054548133</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999979</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>23222</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2676</td>\n",
       "      <td>0</td>\n",
       "      <td>299</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>5645502223947037943</td>\n",
       "      <td>-5960572035890963107</td>\n",
       "      <td>4195980586736260631</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-3748680538440756215</td>\n",
       "      <td>-8458825527699956445</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999980</th>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23723</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2716</td>\n",
       "      <td>3</td>\n",
       "      <td>47</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>5102715956926304240</td>\n",
       "      <td>6193771164596631822</td>\n",
       "      <td>-7312952255628234004</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-7552842659306195673</td>\n",
       "      <td>1792225361998155280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999981</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>-375897514697491088</td>\n",
       "      <td>4431391950529137427</td>\n",
       "      <td>-7768975078508471869</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-1072333783757470141</td>\n",
       "      <td>-3724992749179978595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999982</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>-375897514697491088</td>\n",
       "      <td>4431391950529137427</td>\n",
       "      <td>-7768975078508471869</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-111254232310425542</td>\n",
       "      <td>-920337370754330028</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999983</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>24004</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2749</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>5645502223947037943</td>\n",
       "      <td>-5960572035890963107</td>\n",
       "      <td>4195980586736260631</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>326551224304585126</td>\n",
       "      <td>3437735495040920736</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999984</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>17239</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1973</td>\n",
       "      <td>3</td>\n",
       "      <td>39</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>6695914325156937132</td>\n",
       "      <td>-7230732740514915022</td>\n",
       "      <td>-6566765510050907314</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-2916215560919457114</td>\n",
       "      <td>-7350182343770503436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999985</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22817</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2648</td>\n",
       "      <td>3</td>\n",
       "      <td>39</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>3295029482306813250</td>\n",
       "      <td>-774522729445762822</td>\n",
       "      <td>-7768975078508471869</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-1068821163481042807</td>\n",
       "      <td>-1948464325946399237</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999986</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>-375897514697491088</td>\n",
       "      <td>4431391950529137427</td>\n",
       "      <td>-7768975078508471869</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>990552430143459857</td>\n",
       "      <td>7370377200183011739</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999987</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>21611</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2480</td>\n",
       "      <td>3</td>\n",
       "      <td>299</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>-5504744084902755311</td>\n",
       "      <td>6066118482138698052</td>\n",
       "      <td>-7768975078508471869</td>\n",
       "      <td>4921248405772862455</td>\n",
       "      <td>2569980320483779240</td>\n",
       "      <td>-6104190327820367649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999988</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>-375897514697491088</td>\n",
       "      <td>4431391950529137427</td>\n",
       "      <td>-7768975078508471869</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-702317652293470124</td>\n",
       "      <td>-2227669424794747719</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999989</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22104</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2545</td>\n",
       "      <td>0</td>\n",
       "      <td>431</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-8535436360290026113</td>\n",
       "      <td>-3731317746007973640</td>\n",
       "      <td>-6506955386791706596</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-7471203095271623271</td>\n",
       "      <td>-2829452534341876132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999990</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22676</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2616</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-8535436360290026113</td>\n",
       "      <td>-3731317746007973640</td>\n",
       "      <td>-6506955386791706596</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>4189370726195895261</td>\n",
       "      <td>-3219969005875832467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999991</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>-2714737530976165068</td>\n",
       "      <td>2936343705544370702</td>\n",
       "      <td>5619929155698906609</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-3616017740149717867</td>\n",
       "      <td>-4871170503319231250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999992</th>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>21893</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2526</td>\n",
       "      <td>0</td>\n",
       "      <td>167</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-716219872572713292</td>\n",
       "      <td>2270757986159210709</td>\n",
       "      <td>-7312952255628234004</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>5035245053027773812</td>\n",
       "      <td>4334674906744629043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999993</th>\n",
       "      <td>1002</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>15707</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1722</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-1067633273091330222</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>8546056819520188392</td>\n",
       "      <td>3954713456827531656</td>\n",
       "      <td>-8740931772023054998</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999994</th>\n",
       "      <td>1005</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>17037</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1934</td>\n",
       "      <td>2</td>\n",
       "      <td>39</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>5102715956926304240</td>\n",
       "      <td>6193771164596631822</td>\n",
       "      <td>-7312952255628234004</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>389026858933259902</td>\n",
       "      <td>-7095517048092978374</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999995</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22614</td>\n",
       "      <td>300</td>\n",
       "      <td>250</td>\n",
       "      <td>2610</td>\n",
       "      <td>3</td>\n",
       "      <td>167</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-6208474587764491194</td>\n",
       "      <td>5987492478933963940</td>\n",
       "      <td>7758318229630291897</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-4511724110890537198</td>\n",
       "      <td>-8912462234879359984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999996</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23017</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2658</td>\n",
       "      <td>3</td>\n",
       "      <td>35</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>1817973505647589066</td>\n",
       "      <td>7382870751558216681</td>\n",
       "      <td>-6506955386791706596</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>569372172636858467</td>\n",
       "      <td>-7172538740282232567</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999997</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22257</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2545</td>\n",
       "      <td>0</td>\n",
       "      <td>431</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-8535436360290026113</td>\n",
       "      <td>-3731317746007973640</td>\n",
       "      <td>-6506955386791706596</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>-4558062776036689149</td>\n",
       "      <td>-2829452534341876132</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999998</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>23866</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2736</td>\n",
       "      <td>0</td>\n",
       "      <td>33</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>7422256972719674391</td>\n",
       "      <td>-5960572035890963107</td>\n",
       "      <td>-7768975078508471869</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>7290236588489391801</td>\n",
       "      <td>6162925090967591818</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999999</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>16859</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>1887</td>\n",
       "      <td>3</td>\n",
       "      <td>39</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-5385088742374352159</td>\n",
       "      <td>-9150781919097161294</td>\n",
       "      <td>6961925292306787024</td>\n",
       "      <td>-8658058882086893098</td>\n",
       "      <td>-5960572035890963107</td>\n",
       "      <td>-7768975078508471869</td>\n",
       "      <td>6868336098471936020</td>\n",
       "      <td>6798113872002523086</td>\n",
       "      <td>5138582760377838812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1000000</th>\n",
       "      <td>1005</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>22257</td>\n",
       "      <td>320</td>\n",
       "      <td>50</td>\n",
       "      <td>2545</td>\n",
       "      <td>0</td>\n",
       "      <td>431</td>\n",
       "      <td>...</td>\n",
       "      <td>3</td>\n",
       "      <td>-8535436360290026113</td>\n",
       "      <td>-3731317746007973640</td>\n",
       "      <td>-6506955386791706596</td>\n",
       "      <td>-8713058481172141340</td>\n",
       "      <td>7783454113936920172</td>\n",
       "      <td>94457480966556940</td>\n",
       "      <td>-888056421271385197</td>\n",
       "      <td>7627035219392817151</td>\n",
       "      <td>7601729126728910310</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1000001 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           C1  banner_pos  device_type  device_conn_type    C14  C15  C16  \\\n",
       "0        1005           0            1                 0  15701  320   50   \n",
       "1        1005           1            1                 0  20984  320   50   \n",
       "2        1005           0            1                 0  15707  320   50   \n",
       "3        1005           1            1                 0  20362  320   50   \n",
       "4        1002           0            0                 0  21682  320   50   \n",
       "5        1005           0            1                 0  15704  320   50   \n",
       "6        1002           0            0                 0  21300  320   50   \n",
       "7        1005           0            1                 0  15704  320   50   \n",
       "8        1005           0            1                 3  15706  320   50   \n",
       "9        1005           0            1                 0  15707  320   50   \n",
       "10       1005           0            1                 0  20596  320   50   \n",
       "11       1005           0            1                 0  15704  320   50   \n",
       "12       1005           0            1                 2  21611  320   50   \n",
       "13       1005           0            1                 0  15702  320   50   \n",
       "14       1010           1            4                 2  21665  320   50   \n",
       "15       1005           0            1                 2  15703  320   50   \n",
       "16       1005           0            1                 0  15706  320   50   \n",
       "17       1005           0            1                 0  15703  320   50   \n",
       "18       1005           0            1                 0  16208  320   50   \n",
       "19       1005           0            1                 0  20596  320   50   \n",
       "20       1005           0            1                 0  15705  320   50   \n",
       "21       1005           0            1                 0  15702  320   50   \n",
       "22       1005           1            1                 0  20596  320   50   \n",
       "23       1010           1            4                 0  21665  320   50   \n",
       "24       1002           0            0                 0  21311  320   50   \n",
       "25       1005           1            1                 0  20969  320   50   \n",
       "26       1005           0            1                 3  15699  320   50   \n",
       "27       1005           0            1                 0  15706  320   50   \n",
       "28       1005           0            1                 0  15701  320   50   \n",
       "29       1005           0            1                 0  15704  320   50   \n",
       "...       ...         ...          ...               ...    ...  ...  ...   \n",
       "999971   1005           0            1                 2  23866  320   50   \n",
       "999972   1005           0            1                 0  17239  320   50   \n",
       "999973   1005           0            1                 0  23997  320   50   \n",
       "999974   1005           0            1                 0  23777  320   50   \n",
       "999975   1005           0            1                 3  24005  320   50   \n",
       "999976   1005           0            1                 0    380  320   50   \n",
       "999977   1005           1            1                 0   8330  320   50   \n",
       "999978   1005           0            1                 0  23160  320   50   \n",
       "999979   1005           0            1                 2  23222  320   50   \n",
       "999980   1005           1            1                 0  23723  320   50   \n",
       "999981   1005           0            1                 0  23866  320   50   \n",
       "999982   1005           0            1                 2  23866  320   50   \n",
       "999983   1005           0            1                 3  24004  320   50   \n",
       "999984   1005           0            1                 0  17239  320   50   \n",
       "999985   1005           0            1                 0  22817  320   50   \n",
       "999986   1005           0            1                 0  23866  320   50   \n",
       "999987   1005           0            1                 5  21611  320   50   \n",
       "999988   1005           0            1                 2  23866  320   50   \n",
       "999989   1005           0            1                 0  22104  320   50   \n",
       "999990   1005           0            1                 0  22676  320   50   \n",
       "999991   1005           0            1                 0  23866  320   50   \n",
       "999992   1005           1            1                 0  21893  320   50   \n",
       "999993   1002           0            0                 0  15707  320   50   \n",
       "999994   1005           1            1                 0  17037  320   50   \n",
       "999995   1005           0            1                 0  22614  300  250   \n",
       "999996   1005           0            1                 0  23017  320   50   \n",
       "999997   1005           0            1                 0  22257  320   50   \n",
       "999998   1005           0            1                 0  23866  320   50   \n",
       "999999   1005           0            1                 0  16859  320   50   \n",
       "1000000  1005           0            1                 0  22257  320   50   \n",
       "\n",
       "          C17  C18   C19  ...  weekday          site_id_int  \\\n",
       "0        1722    0    35  ...        1 -8535436360290026113   \n",
       "1        2371    0   551  ...        1  5102715956926304240   \n",
       "2        1722    0    35  ...        1 -8535436360290026113   \n",
       "3        2333    0    39  ...        1  5102715956926304240   \n",
       "4        2496    3   167  ...        1 -7768208051418132999   \n",
       "5        1722    0    35  ...        1 -8535436360290026113   \n",
       "6        2446    3   171  ...        1 -7768208051418132999   \n",
       "7        1722    0    35  ...        1 -8535436360290026113   \n",
       "8        1722    0    35  ...        1 -5385088742374352159   \n",
       "9        1722    0    35  ...        1 -8535436360290026113   \n",
       "10       2161    0    35  ...        1 -5385088742374352159   \n",
       "11       1722    0    35  ...        1 -8535436360290026113   \n",
       "12       2480    3   297  ...        1 -5385088742374352159   \n",
       "13       1722    0    35  ...        1 -8535436360290026113   \n",
       "14       2493    3    35  ...        1 -5385088742374352159   \n",
       "15       1722    0    35  ...        1  7922224649142384480   \n",
       "16       1722    0    35  ...        1 -8535436360290026113   \n",
       "17       1722    0    35  ...        1 -8535436360290026113   \n",
       "18       1800    3   167  ...        1   534641898929760060   \n",
       "19       2161    0    35  ...        1 -8685628195392439533   \n",
       "20       1722    0    35  ...        1 -8535436360290026113   \n",
       "21       1722    0    35  ...        1 -8535436360290026113   \n",
       "22       2161    0    35  ...        1 -5445820125011501694   \n",
       "23       2493    3    35  ...        1 -5385088742374352159   \n",
       "24       2449    0   163  ...        1  7662976664914267493   \n",
       "25       2372    0   813  ...        1  6250090801329441154   \n",
       "26       1722    0    35  ...        1 -5385088742374352159   \n",
       "27       1722    0    35  ...        1 -8535436360290026113   \n",
       "28       1722    0    35  ...        1 -8535436360290026113   \n",
       "29       1722    0    35  ...        1 -8535436360290026113   \n",
       "...       ...  ...   ...  ...      ...                  ...   \n",
       "999971   2736    0    33  ...        3 -5385088742374352159   \n",
       "999972   1973    3    39  ...        3   529637509999675464   \n",
       "999973   2748    0    35  ...        3  -356295249135680677   \n",
       "999974   2725    3  1831  ...        3 -5385088742374352159   \n",
       "999975   2749    0    43  ...        3 -5385088742374352159   \n",
       "999976    112    3  1319  ...        3 -5385088742374352159   \n",
       "999977    761    3   175  ...        3   246807943732267376   \n",
       "999978   2667    0    47  ...        3 -5385088742374352159   \n",
       "999979   2676    0   299  ...        3 -5385088742374352159   \n",
       "999980   2716    3    47  ...        3  5102715956926304240   \n",
       "999981   2736    0    33  ...        3 -5385088742374352159   \n",
       "999982   2736    0    33  ...        3 -5385088742374352159   \n",
       "999983   2749    0    43  ...        3 -5385088742374352159   \n",
       "999984   1973    3    39  ...        3  6695914325156937132   \n",
       "999985   2648    3    39  ...        3 -5385088742374352159   \n",
       "999986   2736    0    33  ...        3 -5385088742374352159   \n",
       "999987   2480    3   299  ...        3 -5385088742374352159   \n",
       "999988   2736    0    33  ...        3 -5385088742374352159   \n",
       "999989   2545    0   431  ...        3 -8535436360290026113   \n",
       "999990   2616    0    35  ...        3 -8535436360290026113   \n",
       "999991   2736    0    33  ...        3 -5385088742374352159   \n",
       "999992   2526    0   167  ...        3  -716219872572713292   \n",
       "999993   1722    0    35  ...        3 -1067633273091330222   \n",
       "999994   1934    2    39  ...        3  5102715956926304240   \n",
       "999995   2610    3   167  ...        3 -6208474587764491194   \n",
       "999996   2658    3    35  ...        3  1817973505647589066   \n",
       "999997   2545    0   431  ...        3 -8535436360290026113   \n",
       "999998   2736    0    33  ...        3 -5385088742374352159   \n",
       "999999   1887    3    39  ...        3 -5385088742374352159   \n",
       "1000000  2545    0   431  ...        3 -8535436360290026113   \n",
       "\n",
       "             site_domain_int    site_category_int           app_id_int  \\\n",
       "0       -3731317746007973640 -6506955386791706596 -8713058481172141340   \n",
       "1        6193771164596631822 -7312952255628234004 -8713058481172141340   \n",
       "2       -3731317746007973640 -6506955386791706596 -8713058481172141340   \n",
       "3        6193771164596631822 -7312952255628234004 -8713058481172141340   \n",
       "4       -9150781919097161294  6961925292306787024 -8713058481172141340   \n",
       "5       -3731317746007973640 -6506955386791706596 -8713058481172141340   \n",
       "6       -9150781919097161294  6961925292306787024 -8713058481172141340   \n",
       "7       -3731317746007973640 -6506955386791706596 -8713058481172141340   \n",
       "8       -9150781919097161294  6961925292306787024  5306636108795694871   \n",
       "9       -3731317746007973640 -6506955386791706596 -8713058481172141340   \n",
       "10      -9150781919097161294  6961925292306787024  1476979754712180426   \n",
       "11      -3731317746007973640 -6506955386791706596 -8713058481172141340   \n",
       "12      -9150781919097161294  6961925292306787024 -2308455836745171316   \n",
       "13      -3731317746007973640 -6506955386791706596 -8713058481172141340   \n",
       "14      -9150781919097161294  6961925292306787024  6988047781756732591   \n",
       "15       7350378397379910755 -7312952255628234004 -8713058481172141340   \n",
       "16      -3731317746007973640 -6506955386791706596 -8713058481172141340   \n",
       "17      -3731317746007973640 -6506955386791706596 -8713058481172141340   \n",
       "18      -1228637582875382481 -6566765510050907314 -8713058481172141340   \n",
       "19        436348027149206301 -8497580653872147518 -8713058481172141340   \n",
       "20      -3731317746007973640 -6506955386791706596 -8713058481172141340   \n",
       "21      -3731317746007973640 -6506955386791706596 -8713058481172141340   \n",
       "22      -1617283350786420898  7758318229630291897 -8713058481172141340   \n",
       "23      -9150781919097161294  6961925292306787024  1884124101001859888   \n",
       "24      -5319559979607313158  6961925292306787024 -8713058481172141340   \n",
       "25       3628559984549254795 -6506955386791706596 -8713058481172141340   \n",
       "26      -9150781919097161294  6961925292306787024 -5183573121344792393   \n",
       "27      -3731317746007973640 -6506955386791706596 -8713058481172141340   \n",
       "28      -3731317746007973640 -6506955386791706596 -8713058481172141340   \n",
       "29      -3731317746007973640 -6506955386791706596 -8713058481172141340   \n",
       "...                      ...                  ...                  ...   \n",
       "999971  -9150781919097161294  6961925292306787024  -375897514697491088   \n",
       "999972   -351988190883996613 -6566765510050907314 -8713058481172141340   \n",
       "999973   1464877476855111593 -8023852541018363163 -8713058481172141340   \n",
       "999974  -9150781919097161294  6961925292306787024  1297665465294236147   \n",
       "999975  -9150781919097161294  6961925292306787024  5645502223947037943   \n",
       "999976  -9150781919097161294  6961925292306787024  8825450707167567969   \n",
       "999977   7224349286752430980 -6566765510050907314 -8713058481172141340   \n",
       "999978  -9150781919097161294  6961925292306787024 -8313592817327905512   \n",
       "999979  -9150781919097161294  6961925292306787024  5645502223947037943   \n",
       "999980   6193771164596631822 -7312952255628234004 -8713058481172141340   \n",
       "999981  -9150781919097161294  6961925292306787024  -375897514697491088   \n",
       "999982  -9150781919097161294  6961925292306787024  -375897514697491088   \n",
       "999983  -9150781919097161294  6961925292306787024  5645502223947037943   \n",
       "999984  -7230732740514915022 -6566765510050907314 -8713058481172141340   \n",
       "999985  -9150781919097161294  6961925292306787024  3295029482306813250   \n",
       "999986  -9150781919097161294  6961925292306787024  -375897514697491088   \n",
       "999987  -9150781919097161294  6961925292306787024 -5504744084902755311   \n",
       "999988  -9150781919097161294  6961925292306787024  -375897514697491088   \n",
       "999989  -3731317746007973640 -6506955386791706596 -8713058481172141340   \n",
       "999990  -3731317746007973640 -6506955386791706596 -8713058481172141340   \n",
       "999991  -9150781919097161294  6961925292306787024 -2714737530976165068   \n",
       "999992   2270757986159210709 -7312952255628234004 -8713058481172141340   \n",
       "999993  -9150781919097161294  6961925292306787024 -8713058481172141340   \n",
       "999994   6193771164596631822 -7312952255628234004 -8713058481172141340   \n",
       "999995   5987492478933963940  7758318229630291897 -8713058481172141340   \n",
       "999996   7382870751558216681 -6506955386791706596 -8713058481172141340   \n",
       "999997  -3731317746007973640 -6506955386791706596 -8713058481172141340   \n",
       "999998  -9150781919097161294  6961925292306787024  7422256972719674391   \n",
       "999999  -9150781919097161294  6961925292306787024 -8658058882086893098   \n",
       "1000000 -3731317746007973640 -6506955386791706596 -8713058481172141340   \n",
       "\n",
       "              app_domain_int     app_category_int        device_id_int  \\\n",
       "0        7783454113936920172    94457480966556940  -888056421271385197   \n",
       "1        7783454113936920172    94457480966556940  -888056421271385197   \n",
       "2        7783454113936920172    94457480966556940  -888056421271385197   \n",
       "3        7783454113936920172    94457480966556940  -888056421271385197   \n",
       "4        7783454113936920172    94457480966556940  3670768883653956541   \n",
       "5        7783454113936920172    94457480966556940  -888056421271385197   \n",
       "6        7783454113936920172    94457480966556940 -1773072672913828385   \n",
       "7        7783454113936920172    94457480966556940  -888056421271385197   \n",
       "8       -5960572035890963107  5619929155698906609  -257628087927108893   \n",
       "9        7783454113936920172    94457480966556940  -888056421271385197   \n",
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       "...                      ...                  ...                  ...   \n",
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       "999997   7783454113936920172    94457480966556940  -888056421271385197   \n",
       "999998  -5960572035890963107 -7768975078508471869  -888056421271385197   \n",
       "999999  -5960572035890963107 -7768975078508471869  6868336098471936020   \n",
       "1000000  7783454113936920172    94457480966556940  -888056421271385197   \n",
       "\n",
       "               device_ip_int     device_model_int  \n",
       "0       -7945478235392641271   777068055188513976  \n",
       "1       -4247343432814721561 -1762520657686851501  \n",
       "2        -617889447798858382 -6470421058236574554  \n",
       "3       -6209631698745566443  1997126457968981967  \n",
       "4        5340625372688811958 -8241544627483165828  \n",
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       "28      -8698536234195539929  4334674906744629043  \n",
       "29       4204969824027590799 -2186320751364649753  \n",
       "...                      ...                  ...  \n",
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       "999990   4189370726195895261 -3219969005875832467  \n",
       "999991  -3616017740149717867 -4871170503319231250  \n",
       "999992   5035245053027773812  4334674906744629043  \n",
       "999993   3954713456827531656 -8740931772023054998  \n",
       "999994    389026858933259902 -7095517048092978374  \n",
       "999995  -4511724110890537198 -8912462234879359984  \n",
       "999996    569372172636858467 -7172538740282232567  \n",
       "999997  -4558062776036689149 -2829452534341876132  \n",
       "999998   7290236588489391801  6162925090967591818  \n",
       "999999   6798113872002523086  5138582760377838812  \n",
       "1000000  7627035219392817151  7601729126728910310  \n",
       "\n",
       "[1000001 rows x 23 columns]"
      ]
     },
     "execution_count": 112,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# X = X.drop(['site_category_0569f928', 'app_category_a3c42688'], axis=1)\n",
    "X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state = 42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Krishna.Priya\\anaconda3\\lib\\site-packages\\sklearn\\preprocessing\\data.py:645: DataConversionWarning: Data with input dtype int64 were all converted to float64 by StandardScaler.\n",
      "  return self.partial_fit(X, y)\n",
      "C:\\Users\\Krishna.Priya\\anaconda3\\lib\\site-packages\\sklearn\\base.py:464: DataConversionWarning: Data with input dtype int64 were all converted to float64 by StandardScaler.\n",
      "  return self.fit(X, **fit_params).transform(X)\n",
      "C:\\Users\\Krishna.Priya\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:4: DataConversionWarning: Data with input dtype int64 were all converted to float64 by StandardScaler.\n",
      "  after removing the cwd from sys.path.\n"
     ]
    }
   ],
   "source": [
    "from sklearn.preprocessing import StandardScaler\n",
    "sc = StandardScaler()\n",
    "X_train = sc.fit_transform(X_train)\n",
    "X_test = sc.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Initialising the ANN\n",
    "classifier = Sequential()\n",
    "# Adding the input layer and the first hidden layer\n",
    "classifier.add(Dense(units = 12, kernel_initializer = 'uniform', activation = 'relu', input_dim = 23))\n",
    "# Adding the second hidden layer\n",
    "classifier.add(Dense(units = 12, kernel_initializer = 'uniform', activation = 'relu'))\n",
    "# Adding the second hidden layer\n",
    "classifier.add(Dense(units = 12, kernel_initializer = 'uniform', activation = 'relu'))\n",
    "# Adding the output layer\n",
    "classifier.add(Dense(units = 1, kernel_initializer = 'uniform', activation = 'sigmoid')) \n",
    "# softmax function for more than 2 output class and also unit will change to 3 and more"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 126,
   "metadata": {},
   "outputs": [],
   "source": [
    "classifier.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 127,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/100\n",
      "800000/800000 [==============================] - 9s 11us/step - loss: 0.4326 - acc: 0.8304\n",
      "Epoch 2/100\n",
      "800000/800000 [==============================] - 8s 10us/step - loss: 0.4250 - acc: 0.8308\n",
      "Epoch 3/100\n",
      "800000/800000 [==============================] - 8s 10us/step - loss: 0.4242 - acc: 0.8309\n",
      "Epoch 4/100\n",
      "800000/800000 [==============================] - 9s 12us/step - loss: 0.4237 - acc: 0.8309\n",
      "Epoch 5/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4235 - acc: 0.8312\n",
      "Epoch 6/100\n",
      "800000/800000 [==============================] - 9s 12us/step - loss: 0.4231 - acc: 0.8313\n",
      "Epoch 7/100\n",
      "800000/800000 [==============================] - 9s 12us/step - loss: 0.4230 - acc: 0.8312\n",
      "Epoch 8/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4228 - acc: 0.8314\n",
      "Epoch 9/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4226 - acc: 0.8313\n",
      "Epoch 10/100\n",
      "800000/800000 [==============================] - 9s 11us/step - loss: 0.4224 - acc: 0.8313\n",
      "Epoch 11/100\n",
      "800000/800000 [==============================] - 9s 11us/step - loss: 0.4219 - acc: 0.8314\n",
      "Epoch 12/100\n",
      "800000/800000 [==============================] - 9s 12us/step - loss: 0.4207 - acc: 0.8315\n",
      "Epoch 13/100\n",
      "800000/800000 [==============================] - 9s 11us/step - loss: 0.4200 - acc: 0.8316\n",
      "Epoch 14/100\n",
      "800000/800000 [==============================] - 9s 11us/step - loss: 0.4196 - acc: 0.8315\n",
      "Epoch 15/100\n",
      "800000/800000 [==============================] - 9s 12us/step - loss: 0.4193 - acc: 0.8315\n",
      "Epoch 16/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4190 - acc: 0.8316\n",
      "Epoch 17/100\n",
      "800000/800000 [==============================] - 9s 12us/step - loss: 0.4188 - acc: 0.8315\n",
      "Epoch 18/100\n",
      "800000/800000 [==============================] - 9s 11us/step - loss: 0.4186 - acc: 0.8316\n",
      "Epoch 19/100\n",
      "800000/800000 [==============================] - 9s 11us/step - loss: 0.4185 - acc: 0.8316\n",
      "Epoch 20/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4183 - acc: 0.8317\n",
      "Epoch 21/100\n",
      "800000/800000 [==============================] - 9s 12us/step - loss: 0.4183 - acc: 0.8317\n",
      "Epoch 22/100\n",
      "800000/800000 [==============================] - 9s 11us/step - loss: 0.4182 - acc: 0.8316\n",
      "Epoch 23/100\n",
      "800000/800000 [==============================] - 9s 12us/step - loss: 0.4180 - acc: 0.8317\n",
      "Epoch 24/100\n",
      "800000/800000 [==============================] - 9s 11us/step - loss: 0.4179 - acc: 0.8316\n",
      "Epoch 25/100\n",
      "800000/800000 [==============================] - 9s 12us/step - loss: 0.4178 - acc: 0.8317\n",
      "Epoch 26/100\n",
      "800000/800000 [==============================] - 10s 13us/step - loss: 0.4177 - acc: 0.8318\n",
      "Epoch 27/100\n",
      "800000/800000 [==============================] - 9s 12us/step - loss: 0.4175 - acc: 0.8317\n",
      "Epoch 28/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4175 - acc: 0.8317\n",
      "Epoch 29/100\n",
      "800000/800000 [==============================] - 9s 11us/step - loss: 0.4174 - acc: 0.8317\n",
      "Epoch 30/100\n",
      "800000/800000 [==============================] - 9s 11us/step - loss: 0.4173 - acc: 0.8318\n",
      "Epoch 31/100\n",
      "800000/800000 [==============================] - 9s 11us/step - loss: 0.4173 - acc: 0.8317\n",
      "Epoch 32/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4172 - acc: 0.8317\n",
      "Epoch 33/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4171 - acc: 0.8317\n",
      "Epoch 34/100\n",
      "800000/800000 [==============================] - 9s 12us/step - loss: 0.4170 - acc: 0.8318\n",
      "Epoch 35/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4171 - acc: 0.8318\n",
      "Epoch 36/100\n",
      "800000/800000 [==============================] - 12s 15us/step - loss: 0.4170 - acc: 0.8318\n",
      "Epoch 37/100\n",
      "800000/800000 [==============================] - 11s 13us/step - loss: 0.4168 - acc: 0.8318\n",
      "Epoch 38/100\n",
      "800000/800000 [==============================] - 10s 13us/step - loss: 0.4168 - acc: 0.8318\n",
      "Epoch 39/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4167 - acc: 0.8319\n",
      "Epoch 40/100\n",
      "800000/800000 [==============================] - 10s 13us/step - loss: 0.4166 - acc: 0.8319\n",
      "Epoch 41/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4165 - acc: 0.8321\n",
      "Epoch 42/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4165 - acc: 0.8320\n",
      "Epoch 43/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4164 - acc: 0.8321\n",
      "Epoch 44/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4163 - acc: 0.8321\n",
      "Epoch 45/100\n",
      "800000/800000 [==============================] - 11s 14us/step - loss: 0.4162 - acc: 0.8321\n",
      "Epoch 46/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4162 - acc: 0.8321\n",
      "Epoch 47/100\n",
      "800000/800000 [==============================] - 11s 13us/step - loss: 0.4161 - acc: 0.8321\n",
      "Epoch 48/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4161 - acc: 0.8321\n",
      "Epoch 49/100\n",
      "800000/800000 [==============================] - 11s 14us/step - loss: 0.4159 - acc: 0.8321\n",
      "Epoch 50/100\n",
      "800000/800000 [==============================] - 10s 13us/step - loss: 0.4159 - acc: 0.8321\n",
      "Epoch 51/100\n",
      "800000/800000 [==============================] - 10s 13us/step - loss: 0.4159 - acc: 0.8321\n",
      "Epoch 52/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4158 - acc: 0.8321\n",
      "Epoch 53/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4156 - acc: 0.8322\n",
      "Epoch 54/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4157 - acc: 0.8322\n",
      "Epoch 55/100\n",
      "800000/800000 [==============================] - 11s 13us/step - loss: 0.4155 - acc: 0.8321\n",
      "Epoch 56/100\n",
      "800000/800000 [==============================] - 11s 13us/step - loss: 0.4155 - acc: 0.8321\n",
      "Epoch 57/100\n",
      "800000/800000 [==============================] - 11s 13us/step - loss: 0.4153 - acc: 0.8322\n",
      "Epoch 58/100\n",
      "800000/800000 [==============================] - 11s 13us/step - loss: 0.4153 - acc: 0.8321\n",
      "Epoch 59/100\n",
      "800000/800000 [==============================] - 10s 13us/step - loss: 0.4153 - acc: 0.8321\n",
      "Epoch 60/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4151 - acc: 0.8322\n",
      "Epoch 61/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4150 - acc: 0.8323\n",
      "Epoch 62/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4150 - acc: 0.8322\n",
      "Epoch 63/100\n",
      "800000/800000 [==============================] - 10s 13us/step - loss: 0.4149 - acc: 0.8322\n",
      "Epoch 64/100\n",
      "800000/800000 [==============================] - 11s 13us/step - loss: 0.4149 - acc: 0.8322\n",
      "Epoch 65/100\n",
      "800000/800000 [==============================] - 10s 13us/step - loss: 0.4149 - acc: 0.8322\n",
      "Epoch 66/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4148 - acc: 0.8322\n",
      "Epoch 67/100\n",
      "800000/800000 [==============================] - 10s 13us/step - loss: 0.4148 - acc: 0.8323\n",
      "Epoch 68/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4147 - acc: 0.8323\n",
      "Epoch 69/100\n",
      "800000/800000 [==============================] - 10s 13us/step - loss: 0.4147 - acc: 0.8323\n",
      "Epoch 70/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4146 - acc: 0.8323\n",
      "Epoch 71/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4146 - acc: 0.8323\n",
      "Epoch 72/100\n",
      "800000/800000 [==============================] - 10s 13us/step - loss: 0.4145 - acc: 0.8324\n",
      "Epoch 73/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4145 - acc: 0.8323\n",
      "Epoch 74/100\n",
      "800000/800000 [==============================] - 10s 13us/step - loss: 0.4144 - acc: 0.8323\n",
      "Epoch 75/100\n",
      "800000/800000 [==============================] - 11s 14us/step - loss: 0.4144 - acc: 0.8323\n",
      "Epoch 76/100\n",
      "800000/800000 [==============================] - 11s 14us/step - loss: 0.4142 - acc: 0.8324\n",
      "Epoch 77/100\n",
      "800000/800000 [==============================] - 9s 12us/step - loss: 0.4142 - acc: 0.8324\n",
      "Epoch 78/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4141 - acc: 0.8324\n",
      "Epoch 79/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4141 - acc: 0.8324\n",
      "Epoch 80/100\n",
      "800000/800000 [==============================] - 10s 13us/step - loss: 0.4141 - acc: 0.8324\n",
      "Epoch 81/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4141 - acc: 0.8324\n",
      "Epoch 82/100\n",
      "800000/800000 [==============================] - 12s 15us/step - loss: 0.4140 - acc: 0.8324\n",
      "Epoch 83/100\n",
      "800000/800000 [==============================] - 11s 14us/step - loss: 0.4139 - acc: 0.8324\n",
      "Epoch 84/100\n",
      "800000/800000 [==============================] - 10s 13us/step - loss: 0.4139 - acc: 0.8325\n",
      "Epoch 85/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4140 - acc: 0.8325\n",
      "Epoch 86/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4138 - acc: 0.8326\n",
      "Epoch 87/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4138 - acc: 0.8325\n",
      "Epoch 88/100\n",
      "800000/800000 [==============================] - 10s 13us/step - loss: 0.4139 - acc: 0.8324\n",
      "Epoch 89/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4139 - acc: 0.8325\n",
      "Epoch 90/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4138 - acc: 0.8325\n",
      "Epoch 91/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4138 - acc: 0.8324\n",
      "Epoch 92/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4138 - acc: 0.8325\n",
      "Epoch 93/100\n",
      "800000/800000 [==============================] - 10s 12us/step - loss: 0.4138 - acc: 0.8324\n",
      "Epoch 94/100\n",
      "800000/800000 [==============================] - 11s 14us/step - loss: 0.4137 - acc: 0.8324\n",
      "Epoch 95/100\n",
      "800000/800000 [==============================] - 10s 13us/step - loss: 0.4137 - acc: 0.8325\n",
      "Epoch 96/100\n",
      "800000/800000 [==============================] - 9s 12us/step - loss: 0.4137 - acc: 0.8325\n",
      "Epoch 97/100\n",
      "800000/800000 [==============================] - 11s 13us/step - loss: 0.4137 - acc: 0.8325\n",
      "Epoch 98/100\n",
      "800000/800000 [==============================] - 10s 13us/step - loss: 0.4137 - acc: 0.8324\n",
      "Epoch 99/100\n",
      "800000/800000 [==============================] - 11s 14us/step - loss: 0.4136 - acc: 0.8325\n",
      "Epoch 100/100\n",
      "800000/800000 [==============================] - 10s 13us/step - loss: 0.4136 - acc: 0.8325\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<keras.callbacks.History at 0x1ec73f04438>"
      ]
     },
     "execution_count": 127,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classifier.fit(X_train, y_train, batch_size = 100, epochs = 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [],
   "source": [
    "# .4135 , 83.3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 128,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[165128,    663],\n",
       "       [ 33190,   1020]], dtype=int64)"
      ]
     },
     "execution_count": 128,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Predicting the Test set results\n",
    "y_pred = classifier.predict(X_test)\n",
    "y_pred = (y_pred > 0.5)\n",
    "\n",
    "# Making the Confusion Matrix\n",
    "from sklearn.metrics import confusion_matrix\n",
    "cm = confusion_matrix(y_test, y_pred)\n",
    "cm"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.83074"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(165128+1020)/200000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pickle\n",
    "filename = 'ANN2_CTR.sav'\n",
    "pickle.dump(classifier.predict,open(filename, 'wb' ))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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