GetVehicleLocations.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import math\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import os\n",
    "import tempfile\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "rebdf = pd.read_csv('ignored_assets/rebtrips.csv', parse_dates = [6,11])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>order_id</th>\n",
       "      <th>driver_id</th>\n",
       "      <th>passenger_id</th>\n",
       "      <th>start_district_hash</th>\n",
       "      <th>dest_district_hash</th>\n",
       "      <th>price</th>\n",
       "      <th>timestamp</th>\n",
       "      <th>hour</th>\n",
       "      <th>dayofweek</th>\n",
       "      <th>driver_cluster</th>\n",
       "      <th>expected_travel_time</th>\n",
       "      <th>next_timestamp</th>\n",
       "      <th>next_start_district_hash</th>\n",
       "      <th>next_driver_id</th>\n",
       "      <th>break</th>\n",
       "      <th>emptytrip</th>\n",
       "      <th>last_ride</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>1afd7afbc81ecc1b13886a569d869e8a</td>\n",
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       "      <td>2016-01-01 00:36:55</td>\n",
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       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
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       "      <td>1afd7afbc81ecc1b13886a569d869e8a</td>\n",
       "      <td>2407d482f0ffa22a947068f2551fe62c</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2016-01-01 09:05:13</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.799474</td>\n",
       "      <td>2016-01-01 09:15:55</td>\n",
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       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
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       "      <td>f1ab4820b4a05f7324bafcc90ed2c7b3</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
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       "      <td>2920ece99323b4c111d6f9affc7ea034</td>\n",
       "      <td>17.7</td>\n",
       "      <td>2016-01-01 11:05:33</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>2016-01-01 11:23:17</td>\n",
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       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
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       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
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       "      <td>2407d482f0ffa22a947068f2551fe62c</td>\n",
       "      <td>11.9</td>\n",
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       "      <td>True</td>\n",
       "      <td>False</td>\n",
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       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
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       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>20.4</td>\n",
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       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
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       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>759a19ca0b94ef43cf95c4058c648930</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>9d3230236b972871d15302fa3aa7bd12</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>14.0</td>\n",
       "      <td>2016-01-01 13:56:40</td>\n",
       "      <td>13</td>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.532106</td>\n",
       "      <td>2016-01-01 14:09:21</td>\n",
       "      <td>929ec6c160e6f52c20a4217c7978f681</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>94775a41311fefc7c10199b721828793</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
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       "      <td>929ec6c160e6f52c20a4217c7978f681</td>\n",
       "      <td>8.0</td>\n",
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       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.732632</td>\n",
       "      <td>2016-01-01 14:13:35</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>daaa597044df630f352b635f821c0157</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>a5bb070690195f81b6dabef43d9c54bf</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>b05379ac3f9b7d99370d443cfd5dcc28</td>\n",
       "      <td>26.8</td>\n",
       "      <td>2016-01-01 14:13:35</td>\n",
       "      <td>14</td>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>12.504317</td>\n",
       "      <td>2016-01-01 14:18:38</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>074370ed00df096bcea30529d912b4d4</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>df865835a1ecb8cfd0eabd3fe10acb71</td>\n",
       "      <td>2920ece99323b4c111d6f9affc7ea034</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>36.3</td>\n",
       "      <td>2016-01-01 22:05:04</td>\n",
       "      <td>22</td>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16.936818</td>\n",
       "      <td>2016-01-01 22:18:03</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>b84240d479885eaaf15eb743748cbead</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>7e1e13c5b35386c94d08eff33bff0f7b</td>\n",
       "      <td>929ec6c160e6f52c20a4217c7978f681</td>\n",
       "      <td>62afaf3288e236b389af9cfdc5206415</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2016-01-02 00:16:48</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.664475</td>\n",
       "      <td>2016-01-02 00:37:06</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>e70743f80ec695716da43b99ebced929</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>9921eccdc220d7387530fe089c2abe54</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2016-01-02 01:07:36</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.197896</td>\n",
       "      <td>2016-01-02 01:29:37</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>38995cb59d5d7a55f6ef2d102f9cd801</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>741f893cd80bfa32b70213a01f4be62f</td>\n",
       "      <td>929ec6c160e6f52c20a4217c7978f681</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2016-01-02 14:27:38</td>\n",
       "      <td>14</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>10.731317</td>\n",
       "      <td>2016-01-02 14:47:05</td>\n",
       "      <td>929ec6c160e6f52c20a4217c7978f681</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
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       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>beb0bbff655584dfefa77eef41f950d8</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>a489fea173081a7d508c9e5648893ae3</td>\n",
       "      <td>929ec6c160e6f52c20a4217c7978f681</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>19.4</td>\n",
       "      <td>2016-01-02 14:47:05</td>\n",
       "      <td>14</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.051633</td>\n",
       "      <td>2016-01-02 15:11:46</td>\n",
       "      <td>929ec6c160e6f52c20a4217c7978f681</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>c81430889777b8aaeace10f64b740c19</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>56018323b921dd2c5444f98fb45509de</td>\n",
       "      <td>f47f35242ed40655814bc086d7514046</td>\n",
       "      <td>44c097b7bd219d104050abbafe51bd49</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2016-01-02 19:11:10</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.665790</td>\n",
       "      <td>2016-01-02 19:26:11</td>\n",
       "      <td>52e56004d92b8c74d53e1e42699cba6f</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>bd348a3864dff08d6add418fd47cabad</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>e597a8c6bc288a347526bed08f2be99d</td>\n",
       "      <td>52e56004d92b8c74d53e1e42699cba6f</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>30.9</td>\n",
       "      <td>2016-01-02 19:26:11</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.417291</td>\n",
       "      <td>2016-01-02 19:29:18</td>\n",
       "      <td>52e56004d92b8c74d53e1e42699cba6f</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>db3817239b6e91787c5e120b548793cf</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>e597a8c6bc288a347526bed08f2be99d</td>\n",
       "      <td>52e56004d92b8c74d53e1e42699cba6f</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>30.5</td>\n",
       "      <td>2016-01-02 19:29:18</td>\n",
       "      <td>19</td>\n",
       "      <td>5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.230660</td>\n",
       "      <td>2016-01-02 19:49:08</td>\n",
       "      <td>b05379ac3f9b7d99370d443cfd5dcc28</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>9c54b02b0e2370af9f7b0925c1081118</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>1e6e452ce5f19d397db6bd4a84a3a054</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>82a0ceee5481d552b2bab973b5ed85cb</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2016-01-03 11:43:10</td>\n",
       "      <td>11</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>13.064212</td>\n",
       "      <td>2016-01-03 12:32:18</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2e1c47f93b89bd548553f8a40d0d90b4</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>1704edeb780b60adfc2c9f6e59d2c287</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2016-01-03 13:17:05</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.332895</td>\n",
       "      <td>2016-01-03 13:28:38</td>\n",
       "      <td>929ec6c160e6f52c20a4217c7978f681</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>bd52b5922f2bcea158136eaa24727c0a</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>972962c030ba2b509b90d0b8bfd7f4f4</td>\n",
       "      <td>929ec6c160e6f52c20a4217c7978f681</td>\n",
       "      <td>929ec6c160e6f52c20a4217c7978f681</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2016-01-03 13:28:38</td>\n",
       "      <td>13</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.465264</td>\n",
       "      <td>2016-01-03 13:51:05</td>\n",
       "      <td>4f4041f7db0c7f69892d9b74c1a7efa1</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>edecf05e9f1d01727691f04c4119ac9b</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>2dd772654a140d256298b8290face30a</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>ad45698ea16e22c9a01df8000f1f9ee3</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2016-01-03 14:25:16</td>\n",
       "      <td>14</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.664475</td>\n",
       "      <td>2016-01-03 14:53:26</td>\n",
       "      <td>2920ece99323b4c111d6f9affc7ea034</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>df83a70690c6e0c1bfabb40600ebee9b</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>df5e9c20b024bbd7a8f158719a9159b8</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>44c097b7bd219d104050abbafe51bd49</td>\n",
       "      <td>47.1</td>\n",
       "      <td>2016-01-03 16:11:41</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.975871</td>\n",
       "      <td>2016-01-03 16:11:41</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>df83a70690c6e0c1bfabb40600ebee9b</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>df5e9c20b024bbd7a8f158719a9159b8</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>44c097b7bd219d104050abbafe51bd49</td>\n",
       "      <td>47.1</td>\n",
       "      <td>2016-01-03 16:11:41</td>\n",
       "      <td>16</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>21.975871</td>\n",
       "      <td>2016-01-03 16:18:32</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>4858fd0d899cdaea35c7cb0ea07c81d0</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>7184321c31d3bb9a12224d914bf25e12</td>\n",
       "      <td>2407d482f0ffa22a947068f2551fe62c</td>\n",
       "      <td>4396399c0f387a843c4de6052b51a69c</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2016-01-03 21:14:33</td>\n",
       "      <td>21</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>9.331580</td>\n",
       "      <td>2016-01-03 22:07:13</td>\n",
       "      <td>2407d482f0ffa22a947068f2551fe62c</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>cc0387fded9337c4cdc7db64e6010fbf</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>16a92f1d8cd5c3bfcd43926dc1b28910</td>\n",
       "      <td>2407d482f0ffa22a947068f2551fe62c</td>\n",
       "      <td>91690261186ae5bee8f83808ea1e4a01</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2016-01-03 22:47:37</td>\n",
       "      <td>22</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.799474</td>\n",
       "      <td>2016-01-03 22:47:37</td>\n",
       "      <td>2407d482f0ffa22a947068f2551fe62c</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>cc0387fded9337c4cdc7db64e6010fbf</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>16a92f1d8cd5c3bfcd43926dc1b28910</td>\n",
       "      <td>2407d482f0ffa22a947068f2551fe62c</td>\n",
       "      <td>91690261186ae5bee8f83808ea1e4a01</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2016-01-03 22:47:37</td>\n",
       "      <td>22</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.799474</td>\n",
       "      <td>2016-01-03 23:02:59</td>\n",
       "      <td>2407d482f0ffa22a947068f2551fe62c</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>072caf6dfe98864f5f5bc4b6e4cc804d</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>35e91183b905a32dc443c344b22f78eb</td>\n",
       "      <td>1afd7afbc81ecc1b13886a569d869e8a</td>\n",
       "      <td>b05379ac3f9b7d99370d443cfd5dcc28</td>\n",
       "      <td>69.0</td>\n",
       "      <td>2016-01-03 23:33:21</td>\n",
       "      <td>23</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>32.193952</td>\n",
       "      <td>2016-01-03 23:36:25</td>\n",
       "      <td>1afd7afbc81ecc1b13886a569d869e8a</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>1d7d6e2e7b6925aeddccf2200ca50824</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>db5d76c3678cf6c04928d07c8792716b</td>\n",
       "      <td>1afd7afbc81ecc1b13886a569d869e8a</td>\n",
       "      <td>2407d482f0ffa22a947068f2551fe62c</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2016-01-04 09:12:03</td>\n",
       "      <td>9</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.199211</td>\n",
       "      <td>2016-01-04 09:45:10</td>\n",
       "      <td>2920ece99323b4c111d6f9affc7ea034</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>4bf340f3e78e9822ad41a0ce3a6e5b4c</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>198020e3daf31382f6749b1490cfaeab</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>9868717243779473e6699d8a7bfce66f</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2016-01-04 11:33:27</td>\n",
       "      <td>11</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1.866316</td>\n",
       "      <td>2016-01-04 12:12:22</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>093c67addd0de6e4edbe3a0576b5e703</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>ae3a53d21949d38a16d60fadd2344939</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>62afaf3288e236b389af9cfdc5206415</td>\n",
       "      <td>41.4</td>\n",
       "      <td>2016-01-04 13:11:14</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.316371</td>\n",
       "      <td>2016-01-04 13:18:59</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>000126baf2f8839eed1df6a726f79549</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201171</th>\n",
       "      <td>24201d7e184691ea2381e615bfc0ab5b</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>c7b440882e1590451c6e899f449f15dd</td>\n",
       "      <td>364bf755f9b270f0f9141d1a61de43ee</td>\n",
       "      <td>90c5a34f06ac86aee0fd70e2adce7d8a</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2016-01-19 07:51:37</td>\n",
       "      <td>7</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.132369</td>\n",
       "      <td>2016-01-19 08:11:44</td>\n",
       "      <td>364bf755f9b270f0f9141d1a61de43ee</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201172</th>\n",
       "      <td>2fdb6391447eb489e67d37097f74aab0</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>4cb38601de2b0c1884698aa4201b1ba2</td>\n",
       "      <td>364bf755f9b270f0f9141d1a61de43ee</td>\n",
       "      <td>364bf755f9b270f0f9141d1a61de43ee</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2016-01-19 18:15:40</td>\n",
       "      <td>18</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.266053</td>\n",
       "      <td>2016-01-19 19:01:05</td>\n",
       "      <td>90c5a34f06ac86aee0fd70e2adce7d8a</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201173</th>\n",
       "      <td>2dca9dcf41fb26ac2b64e5878ae80a04</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>7cac5249323029e704fd41fa484c915d</td>\n",
       "      <td>364bf755f9b270f0f9141d1a61de43ee</td>\n",
       "      <td>364bf755f9b270f0f9141d1a61de43ee</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2016-01-19 20:57:41</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.266053</td>\n",
       "      <td>2016-01-19 21:25:03</td>\n",
       "      <td>90c5a34f06ac86aee0fd70e2adce7d8a</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201174</th>\n",
       "      <td>a042b1639f896a61cda9eaeb6ab9865e</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>0e5de5408ffdd6fe5bd3a56df2a73faa</td>\n",
       "      <td>90c5a34f06ac86aee0fd70e2adce7d8a</td>\n",
       "      <td>c9f855e3e13480aad0af64b418e810c3</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2016-01-19 21:25:03</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>8.398422</td>\n",
       "      <td>2016-01-19 21:48:07</td>\n",
       "      <td>364bf755f9b270f0f9141d1a61de43ee</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201175</th>\n",
       "      <td>96072ef629bdf138020f1d77b0506caf</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>a5982923e966be2e7f56c37f9ec54e5b</td>\n",
       "      <td>364bf755f9b270f0f9141d1a61de43ee</td>\n",
       "      <td>c9f855e3e13480aad0af64b418e810c3</td>\n",
       "      <td>12.9</td>\n",
       "      <td>2016-01-19 21:48:07</td>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.018869</td>\n",
       "      <td>2016-01-19 22:32:16</td>\n",
       "      <td>90c5a34f06ac86aee0fd70e2adce7d8a</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201176</th>\n",
       "      <td>cc08f74ca1e4f5b6cffe28646c306e88</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>8e2fd1142be74154a2f127cf6409bec6</td>\n",
       "      <td>364bf755f9b270f0f9141d1a61de43ee</td>\n",
       "      <td>90c5a34f06ac86aee0fd70e2adce7d8a</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2016-01-20 08:09:10</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.732632</td>\n",
       "      <td>2016-01-20 08:34:14</td>\n",
       "      <td>364bf755f9b270f0f9141d1a61de43ee</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201177</th>\n",
       "      <td>71a9f1f40c4f88522b44e1b520b64a99</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>f91d20094da6b14762244130b2f93809</td>\n",
       "      <td>364bf755f9b270f0f9141d1a61de43ee</td>\n",
       "      <td>90c5a34f06ac86aee0fd70e2adce7d8a</td>\n",
       "      <td>13.4</td>\n",
       "      <td>2016-01-20 08:45:22</td>\n",
       "      <td>8</td>\n",
       "      <td>2</td>\n",
       "      <td>1.0</td>\n",
       "      <td>6.252159</td>\n",
       "      <td>2016-01-20 09:15:08</td>\n",
       "      <td>364bf755f9b270f0f9141d1a61de43ee</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201178</th>\n",
       "      <td>c935784e2da6dc708695cc1f790e2c97</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>021d3c7df966c61475a0e0fae3a5df4d</td>\n",
       "      <td>364bf755f9b270f0f9141d1a61de43ee</td>\n",
       "      <td>90c5a34f06ac86aee0fd70e2adce7d8a</td>\n",
       "      <td>11.0</td>\n",
       "      <td>2016-01-21 07:57:35</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.132369</td>\n",
       "      <td>2016-01-21 07:59:44</td>\n",
       "      <td>364bf755f9b270f0f9141d1a61de43ee</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201179</th>\n",
       "      <td>0b939115efb9c1f0b64580a632ecc27a</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>60578c08ea10b11dbf39ccccdb1bd0aa</td>\n",
       "      <td>364bf755f9b270f0f9141d1a61de43ee</td>\n",
       "      <td>364bf755f9b270f0f9141d1a61de43ee</td>\n",
       "      <td>10.0</td>\n",
       "      <td>2016-01-21 07:59:44</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4.665790</td>\n",
       "      <td>2016-01-21 08:08:57</td>\n",
       "      <td>90c5a34f06ac86aee0fd70e2adce7d8a</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201180</th>\n",
       "      <td>c6b3e74526e2bf376224e2d14cb8c0a0</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>8df3cc009f38d67423d234b18af2d8d9</td>\n",
       "      <td>90c5a34f06ac86aee0fd70e2adce7d8a</td>\n",
       "      <td>90c5a34f06ac86aee0fd70e2adce7d8a</td>\n",
       "      <td>7.0</td>\n",
       "      <td>2016-01-21 08:25:13</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3.266053</td>\n",
       "      <td>2016-01-21 08:52:26</td>\n",
       "      <td>364bf755f9b270f0f9141d1a61de43ee</td>\n",
       "      <td>fffe642aeaf1d10166b5d756a65c8da1</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201181</th>\n",
       "      <td>b2d95edf4ee66de0d38cd862143719be</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>651e08df0a3109e911d15f85aa02637b</td>\n",
       "      <td>2920ece99323b4c111d6f9affc7ea034</td>\n",
       "      <td>1afd7afbc81ecc1b13886a569d869e8a</td>\n",
       "      <td>15.0</td>\n",
       "      <td>2016-01-01 23:05:32</td>\n",
       "      <td>23</td>\n",
       "      <td>4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.998685</td>\n",
       "      <td>2016-01-01 23:35:41</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201182</th>\n",
       "      <td>5fe7d7ed7267bb01c82720a2507b6921</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>29c35c3a0e1ec8c81442d5176fb6842d</td>\n",
       "      <td>2407d482f0ffa22a947068f2551fe62c</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>40.0</td>\n",
       "      <td>2016-01-02 00:21:54</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.663160</td>\n",
       "      <td>2016-01-02 00:44:45</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201183</th>\n",
       "      <td>d8b1c058ec4a35d9702c1721b1be42d9</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>56018323b921dd2c5444f98fb45509de</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>b05379ac3f9b7d99370d443cfd5dcc28</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2016-01-02 01:04:15</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.664475</td>\n",
       "      <td>2016-01-02 01:30:09</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201184</th>\n",
       "      <td>5de512d3720c7c8a760653c4d4a60df2</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>680519944c176e1bb317a7a67c50969d</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>b05379ac3f9b7d99370d443cfd5dcc28</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2016-01-02 01:30:09</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.799474</td>\n",
       "      <td>2016-01-02 01:44:38</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201185</th>\n",
       "      <td>a2d77d7e609f15c91085b4367566c6e5</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>9249bc14f98155dc26b2895d3a34c40d</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>19.0</td>\n",
       "      <td>2016-01-02 01:44:38</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.865001</td>\n",
       "      <td>2016-01-02 01:48:38</td>\n",
       "      <td>929ec6c160e6f52c20a4217c7978f681</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201186</th>\n",
       "      <td>0846bfe7cb8df4bb361fa1d23aa5136c</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>2e4b9e45b5612bc37f6f466f1fac90f7</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>b05379ac3f9b7d99370d443cfd5dcc28</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2016-01-02 02:06:59</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.064212</td>\n",
       "      <td>2016-01-02 02:32:07</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201187</th>\n",
       "      <td>768ada0b2466309d89297ad01e427d05</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>5bb5eec25c7bae4518b405b3e1e5632f</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>1afd7afbc81ecc1b13886a569d869e8a</td>\n",
       "      <td>49.0</td>\n",
       "      <td>2016-01-02 03:17:47</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>0.0</td>\n",
       "      <td>22.862371</td>\n",
       "      <td>2016-01-02 03:17:47</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201188</th>\n",
       "      <td>b70e7c73b3d41c8984fb43b4c121075d</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>bfd06528ffa3e82da5fc8fe0ba743e25</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>17.0</td>\n",
       "      <td>2016-01-04 19:59:32</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.931843</td>\n",
       "      <td>2016-01-04 20:53:33</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201189</th>\n",
       "      <td>a6b64c2d8c9e8a6e5a3f9c0d2231bb66</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>457245f1ab35fc435c8b456e0afadc15</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>82a0ceee5481d552b2bab973b5ed85cb</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2016-01-04 21:05:37</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.065527</td>\n",
       "      <td>2016-01-04 21:26:11</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201190</th>\n",
       "      <td>e5ffe7085c7d187551291bd885ac7fcd</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>6769ae4e206290c433736874afd04838</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>ca064c2682ca48c6a21de012e87c0df5</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2016-01-04 23:39:53</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.530791</td>\n",
       "      <td>2016-01-04 23:40:16</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201191</th>\n",
       "      <td>df98ccc1836e31eb4d5f487fe40c7b8a</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>44311ab45b677c66a3524843d706951e</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>905ac1f4c0f46a8d31ac4dc68cef54ca</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2016-01-04 23:40:16</td>\n",
       "      <td>23</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.199211</td>\n",
       "      <td>2016-01-04 23:57:33</td>\n",
       "      <td>62afaf3288e236b389af9cfdc5206415</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201192</th>\n",
       "      <td>01c09d6e5fa3cb93573dc2dfa00a6064</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>8fbf1b0d4ce2342db52fa21299e0d365</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>62afaf3288e236b389af9cfdc5206415</td>\n",
       "      <td>9.0</td>\n",
       "      <td>2016-01-05 19:56:01</td>\n",
       "      <td>19</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.199211</td>\n",
       "      <td>2016-01-05 20:14:16</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201193</th>\n",
       "      <td>5bb739d906d72aa8882dad5b0ccd243f</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>60be573015f803d9a978170c1624e01b</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>18.7</td>\n",
       "      <td>2016-01-11 19:58:53</td>\n",
       "      <td>19</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.725027</td>\n",
       "      <td>2016-01-11 20:02:20</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201194</th>\n",
       "      <td>d30e5a8452ca81f4e284adc98f4cb292</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>8d6ade798659713c65b81d686f3b6433</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>82a0ceee5481d552b2bab973b5ed85cb</td>\n",
       "      <td>24.2</td>\n",
       "      <td>2016-01-11 20:02:20</td>\n",
       "      <td>20</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>11.291212</td>\n",
       "      <td>2016-01-11 21:00:42</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201195</th>\n",
       "      <td>4cd499c7c74ecbdf420453fe4f5002a2</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>6278462e7583d9657bd9b57993ad46fb</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>307afa4120c590b3a46cf4ff5415608a</td>\n",
       "      <td>30.8</td>\n",
       "      <td>2016-01-11 21:22:13</td>\n",
       "      <td>21</td>\n",
       "      <td>0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>14.370633</td>\n",
       "      <td>2016-01-11 21:30:32</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201196</th>\n",
       "      <td>7c4607be5b6d1b34b4c550d303a77505</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>d46ffdc91a0147c316e5d967f6666b51</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>4396399c0f387a843c4de6052b51a69c</td>\n",
       "      <td>30.0</td>\n",
       "      <td>2016-01-19 20:19:30</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.997370</td>\n",
       "      <td>2016-01-19 20:54:06</td>\n",
       "      <td>1afd7afbc81ecc1b13886a569d869e8a</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201197</th>\n",
       "      <td>5367e2009b50c69eae46082fb97741c6</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>ffac0006ccae22de53c1787b8d3f0cf7</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>9868717243779473e6699d8a7bfce66f</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2016-01-20 01:40:15</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>13.530791</td>\n",
       "      <td>2016-01-20 02:40:05</td>\n",
       "      <td>82cc4851f9e4faa4e54309f8bb73fd7c</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201198</th>\n",
       "      <td>cd75e53326fd8c7022485bce234dd2f7</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>24a6753a245e8fb68a140e66f450475d</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>4725c39a5e5f4c188d382da3910b3f3f</td>\n",
       "      <td>15.0</td>\n",
       "      <td>2016-01-20 23:10:57</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.998685</td>\n",
       "      <td>2016-01-20 23:31:17</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201199</th>\n",
       "      <td>931f5a1571be824bee61f4f90dd6d0dc</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>a378405a3f619bfdb76dbda8564f828b</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>62afaf3288e236b389af9cfdc5206415</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2016-01-20 23:50:39</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.732632</td>\n",
       "      <td>2016-01-20 23:50:39</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2201200</th>\n",
       "      <td>314eb4b99807799f11ad60f538386dba</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>5bbccba7b1bfc4f2f747b0257cdaf378</td>\n",
       "      <td>62afaf3288e236b389af9cfdc5206415</td>\n",
       "      <td>ca064c2682ca48c6a21de012e87c0df5</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2016-01-21 00:25:47</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>10.264738</td>\n",
       "      <td>2016-01-21 00:44:16</td>\n",
       "      <td>d4ec2125aff74eded207d2d915ef682f</td>\n",
       "      <td>fffe6624b012d0965cb66a908f2b598f</td>\n",
       "      <td>False</td>\n",
       "      <td>True</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2201201 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 order_id                         driver_id  \\\n",
       "0        bd6e66f80f0e128586197e6996359b5b  0000764e702cb5b1f4a27b6681ddf4d2   \n",
       "1        9cc4f12aafe4b797db9af25288cd3a12  000126baf2f8839eed1df6a726f79549   \n",
       "2        ccc8e6c38e01cd29940e80477e689075  000126baf2f8839eed1df6a726f79549   \n",
       "3        f1ab4820b4a05f7324bafcc90ed2c7b3  000126baf2f8839eed1df6a726f79549   \n",
       "4        1b3df6bed6435972a3a7d8741e030b61  000126baf2f8839eed1df6a726f79549   \n",
       "5        48acb476cf91ff43b084a284f8a35a8a  000126baf2f8839eed1df6a726f79549   \n",
       "6        759a19ca0b94ef43cf95c4058c648930  000126baf2f8839eed1df6a726f79549   \n",
       "7        94775a41311fefc7c10199b721828793  000126baf2f8839eed1df6a726f79549   \n",
       "8        daaa597044df630f352b635f821c0157  000126baf2f8839eed1df6a726f79549   \n",
       "9        074370ed00df096bcea30529d912b4d4  000126baf2f8839eed1df6a726f79549   \n",
       "10       b84240d479885eaaf15eb743748cbead  000126baf2f8839eed1df6a726f79549   \n",
       "11       e70743f80ec695716da43b99ebced929  000126baf2f8839eed1df6a726f79549   \n",
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       "16       db3817239b6e91787c5e120b548793cf  000126baf2f8839eed1df6a726f79549   \n",
       "17       9c54b02b0e2370af9f7b0925c1081118  000126baf2f8839eed1df6a726f79549   \n",
       "18       2e1c47f93b89bd548553f8a40d0d90b4  000126baf2f8839eed1df6a726f79549   \n",
       "19       bd52b5922f2bcea158136eaa24727c0a  000126baf2f8839eed1df6a726f79549   \n",
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       "22       df83a70690c6e0c1bfabb40600ebee9b  000126baf2f8839eed1df6a726f79549   \n",
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       "24       cc0387fded9337c4cdc7db64e6010fbf  000126baf2f8839eed1df6a726f79549   \n",
       "25       cc0387fded9337c4cdc7db64e6010fbf  000126baf2f8839eed1df6a726f79549   \n",
       "26       072caf6dfe98864f5f5bc4b6e4cc804d  000126baf2f8839eed1df6a726f79549   \n",
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       "29       093c67addd0de6e4edbe3a0576b5e703  000126baf2f8839eed1df6a726f79549   \n",
       "...                                   ...                               ...   \n",
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       "2201189  a6b64c2d8c9e8a6e5a3f9c0d2231bb66  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201190  e5ffe7085c7d187551291bd885ac7fcd  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201191  df98ccc1836e31eb4d5f487fe40c7b8a  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201192  01c09d6e5fa3cb93573dc2dfa00a6064  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201193  5bb739d906d72aa8882dad5b0ccd243f  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201194  d30e5a8452ca81f4e284adc98f4cb292  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201195  4cd499c7c74ecbdf420453fe4f5002a2  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201196  7c4607be5b6d1b34b4c550d303a77505  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201197  5367e2009b50c69eae46082fb97741c6  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201198  cd75e53326fd8c7022485bce234dd2f7  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201199  931f5a1571be824bee61f4f90dd6d0dc  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201200  314eb4b99807799f11ad60f538386dba  fffe6624b012d0965cb66a908f2b598f   \n",
       "\n",
       "                             passenger_id               start_district_hash  \\\n",
       "0        19a334849a9f73e10b48ba2c191254c3  d4ec2125aff74eded207d2d915ef682f   \n",
       "1        89a2e7bf7b7aa228448f5db13ce47c85  1afd7afbc81ecc1b13886a569d869e8a   \n",
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       "23       7184321c31d3bb9a12224d914bf25e12  2407d482f0ffa22a947068f2551fe62c   \n",
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       "25       16a92f1d8cd5c3bfcd43926dc1b28910  2407d482f0ffa22a947068f2551fe62c   \n",
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       "29       ae3a53d21949d38a16d60fadd2344939  82cc4851f9e4faa4e54309f8bb73fd7c   \n",
       "...                                   ...                               ...   \n",
       "2201171  c7b440882e1590451c6e899f449f15dd  364bf755f9b270f0f9141d1a61de43ee   \n",
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       "2201193  60be573015f803d9a978170c1624e01b  d4ec2125aff74eded207d2d915ef682f   \n",
       "2201194  8d6ade798659713c65b81d686f3b6433  d4ec2125aff74eded207d2d915ef682f   \n",
       "2201195  6278462e7583d9657bd9b57993ad46fb  82cc4851f9e4faa4e54309f8bb73fd7c   \n",
       "2201196  d46ffdc91a0147c316e5d967f6666b51  d4ec2125aff74eded207d2d915ef682f   \n",
       "2201197  ffac0006ccae22de53c1787b8d3f0cf7  4725c39a5e5f4c188d382da3910b3f3f   \n",
       "2201198  24a6753a245e8fb68a140e66f450475d  4725c39a5e5f4c188d382da3910b3f3f   \n",
       "2201199  a378405a3f619bfdb76dbda8564f828b  d4ec2125aff74eded207d2d915ef682f   \n",
       "2201200  5bbccba7b1bfc4f2f747b0257cdaf378  62afaf3288e236b389af9cfdc5206415   \n",
       "\n",
       "                       dest_district_hash  price           timestamp  hour  \\\n",
       "0        82cc4851f9e4faa4e54309f8bb73fd7c   10.0 2016-01-07 13:24:44    13   \n",
       "1        1afd7afbc81ecc1b13886a569d869e8a   11.0 2016-01-01 00:36:55     0   \n",
       "2        2407d482f0ffa22a947068f2551fe62c    6.0 2016-01-01 09:05:13     9   \n",
       "3        2920ece99323b4c111d6f9affc7ea034   17.7 2016-01-01 11:05:33    11   \n",
       "4        2407d482f0ffa22a947068f2551fe62c   11.9 2016-01-01 11:23:17    11   \n",
       "5        d4ec2125aff74eded207d2d915ef682f   20.4 2016-01-01 11:40:11    11   \n",
       "6        d4ec2125aff74eded207d2d915ef682f   14.0 2016-01-01 13:56:40    13   \n",
       "7        929ec6c160e6f52c20a4217c7978f681    8.0 2016-01-01 14:09:21    14   \n",
       "8        b05379ac3f9b7d99370d443cfd5dcc28   26.8 2016-01-01 14:13:35    14   \n",
       "9        82cc4851f9e4faa4e54309f8bb73fd7c   36.3 2016-01-01 22:05:04    22   \n",
       "10       62afaf3288e236b389af9cfdc5206415   25.0 2016-01-02 00:16:48     0   \n",
       "11       82cc4851f9e4faa4e54309f8bb73fd7c   24.0 2016-01-02 01:07:36     1   \n",
       "12       4725c39a5e5f4c188d382da3910b3f3f   23.0 2016-01-02 14:27:38    14   \n",
       "13       d4ec2125aff74eded207d2d915ef682f   19.4 2016-01-02 14:47:05    14   \n",
       "14       44c097b7bd219d104050abbafe51bd49   10.0 2016-01-02 19:11:10    19   \n",
       "15       82cc4851f9e4faa4e54309f8bb73fd7c   30.9 2016-01-02 19:26:11    19   \n",
       "16       82cc4851f9e4faa4e54309f8bb73fd7c   30.5 2016-01-02 19:29:18    19   \n",
       "17       82a0ceee5481d552b2bab973b5ed85cb   28.0 2016-01-03 11:43:10    11   \n",
       "18       82cc4851f9e4faa4e54309f8bb73fd7c    5.0 2016-01-03 13:17:05    13   \n",
       "19       929ec6c160e6f52c20a4217c7978f681   16.0 2016-01-03 13:28:38    13   \n",
       "20       ad45698ea16e22c9a01df8000f1f9ee3   25.0 2016-01-03 14:25:16    14   \n",
       "21       44c097b7bd219d104050abbafe51bd49   47.1 2016-01-03 16:11:41    16   \n",
       "22       44c097b7bd219d104050abbafe51bd49   47.1 2016-01-03 16:11:41    16   \n",
       "23       4396399c0f387a843c4de6052b51a69c   20.0 2016-01-03 21:14:33    21   \n",
       "24       91690261186ae5bee8f83808ea1e4a01    6.0 2016-01-03 22:47:37    22   \n",
       "25       91690261186ae5bee8f83808ea1e4a01    6.0 2016-01-03 22:47:37    22   \n",
       "26       b05379ac3f9b7d99370d443cfd5dcc28   69.0 2016-01-03 23:33:21    23   \n",
       "27       2407d482f0ffa22a947068f2551fe62c    9.0 2016-01-04 09:12:03     9   \n",
       "28       9868717243779473e6699d8a7bfce66f    4.0 2016-01-04 11:33:27    11   \n",
       "29       62afaf3288e236b389af9cfdc5206415   41.4 2016-01-04 13:11:14    13   \n",
       "...                                   ...    ...                 ...   ...   \n",
       "2201171  90c5a34f06ac86aee0fd70e2adce7d8a   11.0 2016-01-19 07:51:37     7   \n",
       "2201172  364bf755f9b270f0f9141d1a61de43ee    7.0 2016-01-19 18:15:40    18   \n",
       "2201173  364bf755f9b270f0f9141d1a61de43ee    7.0 2016-01-19 20:57:41    20   \n",
       "2201174  c9f855e3e13480aad0af64b418e810c3   18.0 2016-01-19 21:25:03    21   \n",
       "2201175  c9f855e3e13480aad0af64b418e810c3   12.9 2016-01-19 21:48:07    21   \n",
       "2201176  90c5a34f06ac86aee0fd70e2adce7d8a    8.0 2016-01-20 08:09:10     8   \n",
       "2201177  90c5a34f06ac86aee0fd70e2adce7d8a   13.4 2016-01-20 08:45:22     8   \n",
       "2201178  90c5a34f06ac86aee0fd70e2adce7d8a   11.0 2016-01-21 07:57:35     7   \n",
       "2201179  364bf755f9b270f0f9141d1a61de43ee   10.0 2016-01-21 07:59:44     7   \n",
       "2201180  90c5a34f06ac86aee0fd70e2adce7d8a    7.0 2016-01-21 08:25:13     8   \n",
       "2201181  1afd7afbc81ecc1b13886a569d869e8a   15.0 2016-01-01 23:05:32    23   \n",
       "2201182  82cc4851f9e4faa4e54309f8bb73fd7c   40.0 2016-01-02 00:21:54     0   \n",
       "2201183  b05379ac3f9b7d99370d443cfd5dcc28   25.0 2016-01-02 01:04:15     1   \n",
       "2201184  b05379ac3f9b7d99370d443cfd5dcc28    6.0 2016-01-02 01:30:09     1   \n",
       "2201185  4725c39a5e5f4c188d382da3910b3f3f   19.0 2016-01-02 01:44:38     1   \n",
       "2201186  b05379ac3f9b7d99370d443cfd5dcc28   28.0 2016-01-02 02:06:59     2   \n",
       "2201187  1afd7afbc81ecc1b13886a569d869e8a   49.0 2016-01-02 03:17:47     3   \n",
       "2201188  82cc4851f9e4faa4e54309f8bb73fd7c   17.0 2016-01-04 19:59:32    19   \n",
       "2201189  82a0ceee5481d552b2bab973b5ed85cb   13.0 2016-01-04 21:05:37    21   \n",
       "2201190  ca064c2682ca48c6a21de012e87c0df5   29.0 2016-01-04 23:39:53    23   \n",
       "2201191  905ac1f4c0f46a8d31ac4dc68cef54ca    9.0 2016-01-04 23:40:16    23   \n",
       "2201192  62afaf3288e236b389af9cfdc5206415    9.0 2016-01-05 19:56:01    19   \n",
       "2201193  4725c39a5e5f4c188d382da3910b3f3f   18.7 2016-01-11 19:58:53    19   \n",
       "2201194  82a0ceee5481d552b2bab973b5ed85cb   24.2 2016-01-11 20:02:20    20   \n",
       "2201195  307afa4120c590b3a46cf4ff5415608a   30.8 2016-01-11 21:22:13    21   \n",
       "2201196  4396399c0f387a843c4de6052b51a69c   30.0 2016-01-19 20:19:30    20   \n",
       "2201197  9868717243779473e6699d8a7bfce66f   29.0 2016-01-20 01:40:15     1   \n",
       "2201198  4725c39a5e5f4c188d382da3910b3f3f   15.0 2016-01-20 23:10:57    23   \n",
       "2201199  62afaf3288e236b389af9cfdc5206415    8.0 2016-01-20 23:50:39    23   \n",
       "2201200  ca064c2682ca48c6a21de012e87c0df5   22.0 2016-01-21 00:25:47     0   \n",
       "\n",
       "         dayofweek  driver_cluster  expected_travel_time      next_timestamp  \\\n",
       "0                3             0.0              4.665790 2016-01-07 13:33:10   \n",
       "1                4             1.0              5.132369 2016-01-01 01:06:09   \n",
       "2                4             1.0              2.799474 2016-01-01 09:15:55   \n",
       "3                4             1.0              8.258448 2016-01-01 11:23:17   \n",
       "4                4             1.0              5.552290 2016-01-01 11:40:11   \n",
       "5                4             1.0              9.518212 2016-01-01 11:40:52   \n",
       "6                4             1.0              6.532106 2016-01-01 14:09:21   \n",
       "7                4             1.0              3.732632 2016-01-01 14:13:35   \n",
       "8                4             1.0             12.504317 2016-01-01 14:18:38   \n",
       "9                4             1.0             16.936818 2016-01-01 22:18:03   \n",
       "10               5             1.0             11.664475 2016-01-02 00:37:06   \n",
       "11               5             1.0             11.197896 2016-01-02 01:29:37   \n",
       "12               5             1.0             10.731317 2016-01-02 14:47:05   \n",
       "13               5             1.0              9.051633 2016-01-02 15:11:46   \n",
       "14               5             1.0              4.665790 2016-01-02 19:26:11   \n",
       "15               5             1.0             14.417291 2016-01-02 19:29:18   \n",
       "16               5             1.0             14.230660 2016-01-02 19:49:08   \n",
       "17               6             1.0             13.064212 2016-01-03 12:32:18   \n",
       "18               6             1.0              2.332895 2016-01-03 13:28:38   \n",
       "19               6             1.0              7.465264 2016-01-03 13:51:05   \n",
       "20               6             1.0             11.664475 2016-01-03 14:53:26   \n",
       "21               6             1.0             21.975871 2016-01-03 16:11:41   \n",
       "22               6             1.0             21.975871 2016-01-03 16:18:32   \n",
       "23               6             1.0              9.331580 2016-01-03 22:07:13   \n",
       "24               6             1.0              2.799474 2016-01-03 22:47:37   \n",
       "25               6             1.0              2.799474 2016-01-03 23:02:59   \n",
       "26               6             1.0             32.193952 2016-01-03 23:36:25   \n",
       "27               0             1.0              4.199211 2016-01-04 09:45:10   \n",
       "28               0             1.0              1.866316 2016-01-04 12:12:22   \n",
       "29               0             1.0             19.316371 2016-01-04 13:18:59   \n",
       "...            ...             ...                   ...                 ...   \n",
       "2201171          1             1.0              5.132369 2016-01-19 08:11:44   \n",
       "2201172          1             1.0              3.266053 2016-01-19 19:01:05   \n",
       "2201173          1             1.0              3.266053 2016-01-19 21:25:03   \n",
       "2201174          1             1.0              8.398422 2016-01-19 21:48:07   \n",
       "2201175          1             1.0              6.018869 2016-01-19 22:32:16   \n",
       "2201176          2             1.0              3.732632 2016-01-20 08:34:14   \n",
       "2201177          2             1.0              6.252159 2016-01-20 09:15:08   \n",
       "2201178          3             1.0              5.132369 2016-01-21 07:59:44   \n",
       "2201179          3             1.0              4.665790 2016-01-21 08:08:57   \n",
       "2201180          3             1.0              3.266053 2016-01-21 08:52:26   \n",
       "2201181          4             0.0              6.998685 2016-01-01 23:35:41   \n",
       "2201182          5             0.0             18.663160 2016-01-02 00:44:45   \n",
       "2201183          5             0.0             11.664475 2016-01-02 01:30:09   \n",
       "2201184          5             0.0              2.799474 2016-01-02 01:44:38   \n",
       "2201185          5             0.0              8.865001 2016-01-02 01:48:38   \n",
       "2201186          5             0.0             13.064212 2016-01-02 02:32:07   \n",
       "2201187          5             0.0             22.862371 2016-01-02 03:17:47   \n",
       "2201188          0             0.0              7.931843 2016-01-04 20:53:33   \n",
       "2201189          0             0.0              6.065527 2016-01-04 21:26:11   \n",
       "2201190          0             0.0             13.530791 2016-01-04 23:40:16   \n",
       "2201191          0             0.0              4.199211 2016-01-04 23:57:33   \n",
       "2201192          1             0.0              4.199211 2016-01-05 20:14:16   \n",
       "2201193          0             0.0              8.725027 2016-01-11 20:02:20   \n",
       "2201194          0             0.0             11.291212 2016-01-11 21:00:42   \n",
       "2201195          0             0.0             14.370633 2016-01-11 21:30:32   \n",
       "2201196          1             0.0             13.997370 2016-01-19 20:54:06   \n",
       "2201197          2             0.0             13.530791 2016-01-20 02:40:05   \n",
       "2201198          2             0.0              6.998685 2016-01-20 23:31:17   \n",
       "2201199          2             0.0              3.732632 2016-01-20 23:50:39   \n",
       "2201200          3             0.0             10.264738 2016-01-21 00:44:16   \n",
       "\n",
       "                 next_start_district_hash                    next_driver_id  \\\n",
       "0        929ec6c160e6f52c20a4217c7978f681  0000764e702cb5b1f4a27b6681ddf4d2   \n",
       "1        2407d482f0ffa22a947068f2551fe62c  000126baf2f8839eed1df6a726f79549   \n",
       "2        1afd7afbc81ecc1b13886a569d869e8a  000126baf2f8839eed1df6a726f79549   \n",
       "3        62afaf3288e236b389af9cfdc5206415  000126baf2f8839eed1df6a726f79549   \n",
       "4        2920ece99323b4c111d6f9affc7ea034  000126baf2f8839eed1df6a726f79549   \n",
       "5        2920ece99323b4c111d6f9affc7ea034  000126baf2f8839eed1df6a726f79549   \n",
       "6        929ec6c160e6f52c20a4217c7978f681  000126baf2f8839eed1df6a726f79549   \n",
       "7        d4ec2125aff74eded207d2d915ef682f  000126baf2f8839eed1df6a726f79549   \n",
       "8        d4ec2125aff74eded207d2d915ef682f  000126baf2f8839eed1df6a726f79549   \n",
       "9        d4ec2125aff74eded207d2d915ef682f  000126baf2f8839eed1df6a726f79549   \n",
       "10       d4ec2125aff74eded207d2d915ef682f  000126baf2f8839eed1df6a726f79549   \n",
       "11       4725c39a5e5f4c188d382da3910b3f3f  000126baf2f8839eed1df6a726f79549   \n",
       "12       929ec6c160e6f52c20a4217c7978f681  000126baf2f8839eed1df6a726f79549   \n",
       "13       929ec6c160e6f52c20a4217c7978f681  000126baf2f8839eed1df6a726f79549   \n",
       "14       52e56004d92b8c74d53e1e42699cba6f  000126baf2f8839eed1df6a726f79549   \n",
       "15       52e56004d92b8c74d53e1e42699cba6f  000126baf2f8839eed1df6a726f79549   \n",
       "16       b05379ac3f9b7d99370d443cfd5dcc28  000126baf2f8839eed1df6a726f79549   \n",
       "17       4725c39a5e5f4c188d382da3910b3f3f  000126baf2f8839eed1df6a726f79549   \n",
       "18       929ec6c160e6f52c20a4217c7978f681  000126baf2f8839eed1df6a726f79549   \n",
       "19       4f4041f7db0c7f69892d9b74c1a7efa1  000126baf2f8839eed1df6a726f79549   \n",
       "20       2920ece99323b4c111d6f9affc7ea034  000126baf2f8839eed1df6a726f79549   \n",
       "21       4725c39a5e5f4c188d382da3910b3f3f  000126baf2f8839eed1df6a726f79549   \n",
       "22       4725c39a5e5f4c188d382da3910b3f3f  000126baf2f8839eed1df6a726f79549   \n",
       "23       2407d482f0ffa22a947068f2551fe62c  000126baf2f8839eed1df6a726f79549   \n",
       "24       2407d482f0ffa22a947068f2551fe62c  000126baf2f8839eed1df6a726f79549   \n",
       "25       2407d482f0ffa22a947068f2551fe62c  000126baf2f8839eed1df6a726f79549   \n",
       "26       1afd7afbc81ecc1b13886a569d869e8a  000126baf2f8839eed1df6a726f79549   \n",
       "27       2920ece99323b4c111d6f9affc7ea034  000126baf2f8839eed1df6a726f79549   \n",
       "28       4725c39a5e5f4c188d382da3910b3f3f  000126baf2f8839eed1df6a726f79549   \n",
       "29       82cc4851f9e4faa4e54309f8bb73fd7c  000126baf2f8839eed1df6a726f79549   \n",
       "...                                   ...                               ...   \n",
       "2201171  364bf755f9b270f0f9141d1a61de43ee  fffe642aeaf1d10166b5d756a65c8da1   \n",
       "2201172  90c5a34f06ac86aee0fd70e2adce7d8a  fffe642aeaf1d10166b5d756a65c8da1   \n",
       "2201173  90c5a34f06ac86aee0fd70e2adce7d8a  fffe642aeaf1d10166b5d756a65c8da1   \n",
       "2201174  364bf755f9b270f0f9141d1a61de43ee  fffe642aeaf1d10166b5d756a65c8da1   \n",
       "2201175  90c5a34f06ac86aee0fd70e2adce7d8a  fffe642aeaf1d10166b5d756a65c8da1   \n",
       "2201176  364bf755f9b270f0f9141d1a61de43ee  fffe642aeaf1d10166b5d756a65c8da1   \n",
       "2201177  364bf755f9b270f0f9141d1a61de43ee  fffe642aeaf1d10166b5d756a65c8da1   \n",
       "2201178  364bf755f9b270f0f9141d1a61de43ee  fffe642aeaf1d10166b5d756a65c8da1   \n",
       "2201179  90c5a34f06ac86aee0fd70e2adce7d8a  fffe642aeaf1d10166b5d756a65c8da1   \n",
       "2201180  364bf755f9b270f0f9141d1a61de43ee  fffe642aeaf1d10166b5d756a65c8da1   \n",
       "2201181  d4ec2125aff74eded207d2d915ef682f  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201182  4725c39a5e5f4c188d382da3910b3f3f  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201183  82cc4851f9e4faa4e54309f8bb73fd7c  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201184  82cc4851f9e4faa4e54309f8bb73fd7c  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201185  929ec6c160e6f52c20a4217c7978f681  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201186  82cc4851f9e4faa4e54309f8bb73fd7c  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201187  4725c39a5e5f4c188d382da3910b3f3f  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201188  4725c39a5e5f4c188d382da3910b3f3f  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201189  82cc4851f9e4faa4e54309f8bb73fd7c  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201190  4725c39a5e5f4c188d382da3910b3f3f  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201191  62afaf3288e236b389af9cfdc5206415  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201192  d4ec2125aff74eded207d2d915ef682f  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201193  d4ec2125aff74eded207d2d915ef682f  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201194  4725c39a5e5f4c188d382da3910b3f3f  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201195  82cc4851f9e4faa4e54309f8bb73fd7c  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201196  1afd7afbc81ecc1b13886a569d869e8a  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201197  82cc4851f9e4faa4e54309f8bb73fd7c  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201198  d4ec2125aff74eded207d2d915ef682f  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201199  d4ec2125aff74eded207d2d915ef682f  fffe6624b012d0965cb66a908f2b598f   \n",
       "2201200  d4ec2125aff74eded207d2d915ef682f  fffe6624b012d0965cb66a908f2b598f   \n",
       "\n",
       "         break  emptytrip  last_ride  \n",
       "0        False       True      False  \n",
       "1        False       True      False  \n",
       "2        False       True      False  \n",
       "3        False       True      False  \n",
       "4        False       True      False  \n",
       "5        False       True      False  \n",
       "6        False       True      False  \n",
       "7        False       True      False  \n",
       "8        False       True      False  \n",
       "9        False       True      False  \n",
       "10       False       True      False  \n",
       "11       False       True      False  \n",
       "12       False       True      False  \n",
       "13       False       True      False  \n",
       "14       False       True      False  \n",
       "15       False       True      False  \n",
       "16       False       True      False  \n",
       "17       False       True      False  \n",
       "18       False       True      False  \n",
       "19       False       True      False  \n",
       "20       False       True      False  \n",
       "21       False       True      False  \n",
       "22       False       True      False  \n",
       "23       False       True      False  \n",
       "24       False       True      False  \n",
       "25       False       True      False  \n",
       "26       False       True      False  \n",
       "27       False       True      False  \n",
       "28       False       True      False  \n",
       "29       False       True      False  \n",
       "...        ...        ...        ...  \n",
       "2201171  False       True      False  \n",
       "2201172  False       True      False  \n",
       "2201173  False       True      False  \n",
       "2201174  False       True      False  \n",
       "2201175  False       True      False  \n",
       "2201176  False       True      False  \n",
       "2201177  False       True      False  \n",
       "2201178  False       True      False  \n",
       "2201179  False       True      False  \n",
       "2201180  False       True      False  \n",
       "2201181  False       True      False  \n",
       "2201182  False       True      False  \n",
       "2201183  False       True      False  \n",
       "2201184  False       True      False  \n",
       "2201185  False       True      False  \n",
       "2201186  False       True      False  \n",
       "2201187  False       True      False  \n",
       "2201188  False       True      False  \n",
       "2201189  False       True      False  \n",
       "2201190  False       True      False  \n",
       "2201191  False       True      False  \n",
       "2201192  False       True      False  \n",
       "2201193  False       True      False  \n",
       "2201194  False       True      False  \n",
       "2201195  False       True      False  \n",
       "2201196  False       True      False  \n",
       "2201197  False       True      False  \n",
       "2201198  False       True      False  \n",
       "2201199  False       True      False  \n",
       "2201200  False       True      False  \n",
       "\n",
       "[2201201 rows x 17 columns]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "rebdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
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