insert_value.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 线性插值"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 以文件1为例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import datetime\n",
    "import numpy as np\n",
    "\n",
    "# 读取文件1\n",
    "data = pd.read_excel('file1.xlsx')\n",
    "X = data['时间']\n",
    "# 将时间列由str转换成datetime类型\n",
    "time_list = [datetime.datetime.strptime(str(i), '%Y/%m/%d %H:%M:%S.%f.') for i in X]\n",
    "data['时间'] = time_list\n",
    "n = len(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 时间间隔下标\n",
    "interval = []\n",
    "# 时间间隔\n",
    "delt_times = []\n",
    "for i in range(len(time_list)-1):\n",
    "    delt_time = time_list[i+1] - time_list[i]\n",
    "    if delt_time.total_seconds() > 1.0:\n",
    "        delt_times.append(delt_time.total_seconds())\n",
    "        interval.append(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  4217,   5031,   5419,   5858,   6778,   6864,   7425,   9403,\n",
       "         9530,  10904,  10991,  13513,  14997,  16800,  18932,  19431,\n",
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       "        73123,  73371,  79761,  80232,  84056,  84603,  85740,  87123,\n",
       "        87930,  88412,  90802,  92115,  92945,  93616,  93716,  97225,\n",
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       "       116936, 117349, 118109, 118631, 118647, 120693, 120896, 123139,\n",
       "       123898, 124981, 125138, 125148, 125398, 125995, 127952, 129456,\n",
       "       129515, 129986, 130031, 130778, 131283, 131872, 133596, 134461,\n",
       "       135350, 135504, 137344, 138179, 140770, 141827, 141886, 143917,\n",
       "       144512, 145000, 145370, 146343, 146669, 147342, 152072, 154350,\n",
       "       155655, 155777, 156271, 157837, 158747, 158855, 158983, 160959,\n",
       "       162027, 162861, 162891, 164335, 167903, 170909, 171756, 173399,\n",
       "       173469, 173615, 175207, 177181, 177794, 178318, 183466, 183605,\n",
       "       184170, 184578, 185051, 185684])"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# List转成numpy的array类型,方便使用Fancy Indexing\n",
    "interval_np = np.array(interval)\n",
    "delt_times_np = np.array(delt_times)\n",
    "\n",
    "# 所有时间间隔大于120s的下标\n",
    "interval_np = interval_np[delt_times_np>120.0]\n",
    "interval_np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成全序列时间样本，无间隔\n",
    "helper = pd.DataFrame({'时间':pd.date_range(start=data['时间'][0], end=data['时间'][n-1], freq='S')})\n",
    "# 与文件1合并,间隔内的其他列全为Nan值\n",
    "data = pd.merge(data, helper, on='时间', how='outer').sort_values('时间')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对GPS车速列进行线性插值\n",
    "data['GPS车速'] = data['GPS车速'].interpolate(method='time')\n",
    "# 带着插入后的index 写入文件\n",
    "data.to_csv('gole.csv',encoding='utf-8', index_label='index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "518137\n"
     ]
    }
   ],
   "source": [
    "# 插值后数据条目\n",
    "print(len(data))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取文件,第一列是index\n",
    "gole = pd.read_csv('gole.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 实验效果"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "删除原id=1314~1315之间插入的数据\n",
    "\n",
    "这是我做实验用的,运行过这部分代码后,在对整个文件进行数据删除就会报错\n",
    "\n",
    "因为其中的1314~1315已经被删除了,不能重复删除"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {},
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>时间</th>\n",
       "      <th>GPS车速</th>\n",
       "      <th>X轴加速度</th>\n",
       "      <th>Y轴加速度</th>\n",
       "      <th>Z轴加速度</th>\n",
       "      <th>经度</th>\n",
       "      <th>纬度</th>\n",
       "      <th>发动机转速</th>\n",
       "      <th>扭矩百分比</th>\n",
       "      <th>瞬时油耗</th>\n",
       "      <th>油门踏板开度</th>\n",
       "      <th>空燃比</th>\n",
       "      <th>发动机负荷百分比</th>\n",
       "      <th>进气流量</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1314</th>\n",
       "      <td>1314</td>\n",
       "      <td>2017-12-18 14:04:07</td>\n",
       "      <td>60.9</td>\n",
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       "      <td>0.1463</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3.07</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
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      "text/plain": [
       "      index                   时间  GPS车速  X轴加速度  Y轴加速度  Z轴加速度         经度  \\\n",
       "1314   1314  2017-12-18 14:04:07   60.9    0.0 -0.486 -0.918  119.40564   \n",
       "\n",
       "             纬度   发动机转速  扭矩百分比  瞬时油耗  油门踏板开度     空燃比  发动机负荷百分比  进气流量  \n",
       "1314  25.954413  1537.0   13.0  0.29   0.075  0.1463      17.0  3.07  "
      ]
     },
     "execution_count": 93,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gole.loc[gole['index']==1314]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {},
   "outputs": [
    {
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       "      <th>GPS车速</th>\n",
       "      <th>X轴加速度</th>\n",
       "      <th>Y轴加速度</th>\n",
       "      <th>Z轴加速度</th>\n",
       "      <th>经度</th>\n",
       "      <th>纬度</th>\n",
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       "      <th>扭矩百分比</th>\n",
       "      <th>瞬时油耗</th>\n",
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       "      <th>进气流量</th>\n",
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       "      <th>1383</th>\n",
       "      <td>1315</td>\n",
       "      <td>2017-12-18 14:05:16</td>\n",
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       "      index                   时间  GPS车速  X轴加速度  Y轴加速度  Z轴加速度          经度  \\\n",
       "1383   1315  2017-12-18 14:05:16   14.6    0.0  -0.36 -0.954  119.410956   \n",
       "\n",
       "             纬度   发动机转速  扭矩百分比  瞬时油耗  油门踏板开度     空燃比  发动机负荷百分比  进气流量  \n",
       "1383  25.952053  1487.0   34.0  0.88    0.11  0.1465      38.0  9.01  "
      ]
     },
     "execution_count": 94,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gole.loc[gole['index']==1315]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1315"
      ]
     },
     "execution_count": 95,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "start = gole[gole['index']==1314].index[0] + 1\n",
    "start"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1384"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "end = gole[gole['index']==1315].index[0] + 1 \n",
    "end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "metadata": {},
   "outputs": [],
   "source": [
    "gole.drop(labels=np.arange(1315,1384),axis=0, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "metadata": {},
   "outputs": [
    {
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       "      <th>GPS车速</th>\n",
       "      <th>X轴加速度</th>\n",
       "      <th>Y轴加速度</th>\n",
       "      <th>Z轴加速度</th>\n",
       "      <th>经度</th>\n",
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       "      <th>扭矩百分比</th>\n",
       "      <th>瞬时油耗</th>\n",
       "      <th>油门踏板开度</th>\n",
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       "      <th>进气流量</th>\n",
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       "      <th>1314</th>\n",
       "      <td>1314</td>\n",
       "      <td>2017-12-18 14:04:07</td>\n",
       "      <td>60.9</td>\n",
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      "text/plain": [
       "      index                   时间  GPS车速  X轴加速度  Y轴加速度  Z轴加速度         经度  \\\n",
       "1314   1314  2017-12-18 14:04:07   60.9    0.0 -0.486 -0.918  119.40564   \n",
       "\n",
       "             纬度   发动机转速  扭矩百分比  瞬时油耗  油门踏板开度     空燃比  发动机负荷百分比  进气流量  \n",
       "1314  25.954413  1537.0   13.0  0.29   0.075  0.1463      17.0  3.07  "
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gole[gole['index']==1314]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
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       "Empty DataFrame\n",
       "Columns: [index, 时间, GPS车速, X轴加速度, Y轴加速度, Z轴加速度, 经度, 纬度, 发动机转速, 扭矩百分比, 瞬时油耗, 油门踏板开度, 空燃比, 发动机负荷百分比, 进气流量]\n",
       "Index: []"
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     "execution_count": 84,
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   "source": [
    "gole[gole['index']==1315]"
   ]
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  {
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   "execution_count": 85,
   "metadata": {},
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       "      <td>25.954413</td>\n",
       "      <td>1537.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.075</td>\n",
       "      <td>0.1463</td>\n",
       "      <td>17.0</td>\n",
       "      <td>3.07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1384</th>\n",
       "      <td>1316</td>\n",
       "      <td>2017-12-18 14:05:17</td>\n",
       "      <td>15.9</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.288</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>119.410995</td>\n",
       "      <td>25.952028</td>\n",
       "      <td>1787.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.46</td>\n",
       "      <td>0.145</td>\n",
       "      <td>0.1464</td>\n",
       "      <td>62.0</td>\n",
       "      <td>14.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1385</th>\n",
       "      <td>1317</td>\n",
       "      <td>2017-12-18 14:05:18</td>\n",
       "      <td>19.8</td>\n",
       "      <td>-0.108</td>\n",
       "      <td>-0.180</td>\n",
       "      <td>-1.008</td>\n",
       "      <td>119.411036</td>\n",
       "      <td>25.951999</td>\n",
       "      <td>1875.0</td>\n",
       "      <td>50.0</td>\n",
       "      <td>1.49</td>\n",
       "      <td>0.145</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>60.0</td>\n",
       "      <td>15.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1386</th>\n",
       "      <td>1318</td>\n",
       "      <td>2017-12-18 14:05:19</td>\n",
       "      <td>23.8</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.252</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.411088</td>\n",
       "      <td>25.951965</td>\n",
       "      <td>1437.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.64</td>\n",
       "      <td>0.110</td>\n",
       "      <td>0.1463</td>\n",
       "      <td>18.0</td>\n",
       "      <td>6.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1387</th>\n",
       "      <td>1319</td>\n",
       "      <td>2017-12-18 14:05:20</td>\n",
       "      <td>25.2</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.324</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.411146</td>\n",
       "      <td>25.951924</td>\n",
       "      <td>1750.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.39</td>\n",
       "      <td>0.145</td>\n",
       "      <td>0.1473</td>\n",
       "      <td>60.0</td>\n",
       "      <td>14.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1388</th>\n",
       "      <td>1320</td>\n",
       "      <td>2017-12-18 14:05:21</td>\n",
       "      <td>27.9</td>\n",
       "      <td>0.072</td>\n",
       "      <td>-0.342</td>\n",
       "      <td>-0.936</td>\n",
       "      <td>119.411210</td>\n",
       "      <td>25.951886</td>\n",
       "      <td>1837.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1.56</td>\n",
       "      <td>0.150</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>64.0</td>\n",
       "      <td>15.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1389</th>\n",
       "      <td>1321</td>\n",
       "      <td>2017-12-18 14:05:22</td>\n",
       "      <td>30.9</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.324</td>\n",
       "      <td>-0.954</td>\n",
       "      <td>119.411278</td>\n",
       "      <td>25.951840</td>\n",
       "      <td>1337.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.1463</td>\n",
       "      <td>22.0</td>\n",
       "      <td>3.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1390</th>\n",
       "      <td>1322</td>\n",
       "      <td>2017-12-18 14:05:23</td>\n",
       "      <td>32.2</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.411350</td>\n",
       "      <td>25.951790</td>\n",
       "      <td>1812.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1.56</td>\n",
       "      <td>0.150</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>63.0</td>\n",
       "      <td>15.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1391</th>\n",
       "      <td>1323</td>\n",
       "      <td>2017-12-18 14:05:24</td>\n",
       "      <td>34.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.324</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.411425</td>\n",
       "      <td>25.951738</td>\n",
       "      <td>1925.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1.61</td>\n",
       "      <td>0.150</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>63.0</td>\n",
       "      <td>16.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1392</th>\n",
       "      <td>1324</td>\n",
       "      <td>2017-12-18 14:05:25</td>\n",
       "      <td>36.8</td>\n",
       "      <td>-0.054</td>\n",
       "      <td>-0.306</td>\n",
       "      <td>-0.936</td>\n",
       "      <td>119.411506</td>\n",
       "      <td>25.951683</td>\n",
       "      <td>1962.0</td>\n",
       "      <td>53.0</td>\n",
       "      <td>1.61</td>\n",
       "      <td>0.145</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>63.0</td>\n",
       "      <td>16.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1393</th>\n",
       "      <td>1325</td>\n",
       "      <td>2017-12-18 14:05:26</td>\n",
       "      <td>39.2</td>\n",
       "      <td>0.072</td>\n",
       "      <td>-0.414</td>\n",
       "      <td>-0.810</td>\n",
       "      <td>119.411593</td>\n",
       "      <td>25.951623</td>\n",
       "      <td>1450.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.59</td>\n",
       "      <td>0.115</td>\n",
       "      <td>0.1463</td>\n",
       "      <td>17.0</td>\n",
       "      <td>6.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1394</th>\n",
       "      <td>1326</td>\n",
       "      <td>2017-12-18 14:05:27</td>\n",
       "      <td>39.9</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-1.080</td>\n",
       "      <td>119.411683</td>\n",
       "      <td>25.951563</td>\n",
       "      <td>1887.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>1.74</td>\n",
       "      <td>0.160</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>67.0</td>\n",
       "      <td>17.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1395</th>\n",
       "      <td>1327</td>\n",
       "      <td>2017-12-18 14:05:28</td>\n",
       "      <td>41.8</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.324</td>\n",
       "      <td>-1.008</td>\n",
       "      <td>119.411775</td>\n",
       "      <td>25.951500</td>\n",
       "      <td>1925.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>1.75</td>\n",
       "      <td>0.160</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>69.0</td>\n",
       "      <td>17.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1396</th>\n",
       "      <td>1328</td>\n",
       "      <td>2017-12-18 14:05:29</td>\n",
       "      <td>43.8</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.396</td>\n",
       "      <td>-0.954</td>\n",
       "      <td>119.411873</td>\n",
       "      <td>25.951433</td>\n",
       "      <td>1937.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>1.80</td>\n",
       "      <td>0.155</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>69.0</td>\n",
       "      <td>18.44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1397</th>\n",
       "      <td>1329</td>\n",
       "      <td>2017-12-18 14:05:30</td>\n",
       "      <td>45.7</td>\n",
       "      <td>0.090</td>\n",
       "      <td>-0.432</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.411973</td>\n",
       "      <td>25.951365</td>\n",
       "      <td>1250.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.105</td>\n",
       "      <td>0.1463</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1398</th>\n",
       "      <td>1330</td>\n",
       "      <td>2017-12-18 14:05:31</td>\n",
       "      <td>46.3</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.324</td>\n",
       "      <td>-0.972</td>\n",
       "      <td>119.412078</td>\n",
       "      <td>25.951295</td>\n",
       "      <td>1950.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.165</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>70.0</td>\n",
       "      <td>20.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1399</th>\n",
       "      <td>1331</td>\n",
       "      <td>2017-12-18 14:05:32</td>\n",
       "      <td>48.1</td>\n",
       "      <td>0.108</td>\n",
       "      <td>-0.342</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>119.412185</td>\n",
       "      <td>25.951223</td>\n",
       "      <td>2062.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>2.07</td>\n",
       "      <td>0.165</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>74.0</td>\n",
       "      <td>21.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1400</th>\n",
       "      <td>1332</td>\n",
       "      <td>2017-12-18 14:05:33</td>\n",
       "      <td>50.2</td>\n",
       "      <td>-0.090</td>\n",
       "      <td>-0.306</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>119.412296</td>\n",
       "      <td>25.951146</td>\n",
       "      <td>2087.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>1.11</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1474</td>\n",
       "      <td>72.0</td>\n",
       "      <td>11.48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1401</th>\n",
       "      <td>1333</td>\n",
       "      <td>2017-12-18 14:05:34</td>\n",
       "      <td>51.3</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.396</td>\n",
       "      <td>-0.864</td>\n",
       "      <td>119.412410</td>\n",
       "      <td>25.951069</td>\n",
       "      <td>1612.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>1.29</td>\n",
       "      <td>0.140</td>\n",
       "      <td>0.1476</td>\n",
       "      <td>54.0</td>\n",
       "      <td>13.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1402</th>\n",
       "      <td>1334</td>\n",
       "      <td>2017-12-18 14:05:35</td>\n",
       "      <td>51.9</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.360</td>\n",
       "      <td>-0.972</td>\n",
       "      <td>119.412526</td>\n",
       "      <td>25.950991</td>\n",
       "      <td>2112.0</td>\n",
       "      <td>65.0</td>\n",
       "      <td>2.10</td>\n",
       "      <td>0.170</td>\n",
       "      <td>0.1460</td>\n",
       "      <td>74.0</td>\n",
       "      <td>21.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1403</th>\n",
       "      <td>1335</td>\n",
       "      <td>2017-12-18 14:05:36</td>\n",
       "      <td>52.5</td>\n",
       "      <td>0.072</td>\n",
       "      <td>-0.324</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>119.412645</td>\n",
       "      <td>25.950910</td>\n",
       "      <td>2125.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>2.10</td>\n",
       "      <td>0.170</td>\n",
       "      <td>0.1463</td>\n",
       "      <td>74.0</td>\n",
       "      <td>21.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1404</th>\n",
       "      <td>1336</td>\n",
       "      <td>2017-12-18 14:05:37</td>\n",
       "      <td>53.4</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.306</td>\n",
       "      <td>-0.972</td>\n",
       "      <td>119.412766</td>\n",
       "      <td>25.950825</td>\n",
       "      <td>2137.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>2.11</td>\n",
       "      <td>0.165</td>\n",
       "      <td>0.1467</td>\n",
       "      <td>73.0</td>\n",
       "      <td>21.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1405</th>\n",
       "      <td>1337</td>\n",
       "      <td>2017-12-18 14:05:38</td>\n",
       "      <td>57.5</td>\n",
       "      <td>-0.054</td>\n",
       "      <td>-0.360</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>119.412893</td>\n",
       "      <td>25.950736</td>\n",
       "      <td>1475.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.93</td>\n",
       "      <td>0.135</td>\n",
       "      <td>0.1463</td>\n",
       "      <td>20.0</td>\n",
       "      <td>9.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1406</th>\n",
       "      <td>1338</td>\n",
       "      <td>2017-12-18 14:05:39</td>\n",
       "      <td>57.5</td>\n",
       "      <td>0.072</td>\n",
       "      <td>-0.360</td>\n",
       "      <td>-1.008</td>\n",
       "      <td>119.413021</td>\n",
       "      <td>25.950648</td>\n",
       "      <td>2137.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>2.07</td>\n",
       "      <td>0.165</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>72.0</td>\n",
       "      <td>21.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1407</th>\n",
       "      <td>1339</td>\n",
       "      <td>2017-12-18 14:05:40</td>\n",
       "      <td>57.7</td>\n",
       "      <td>-0.090</td>\n",
       "      <td>-0.342</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.413150</td>\n",
       "      <td>25.950556</td>\n",
       "      <td>2150.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>2.02</td>\n",
       "      <td>0.160</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>70.0</td>\n",
       "      <td>20.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1408</th>\n",
       "      <td>1340</td>\n",
       "      <td>2017-12-18 14:05:41</td>\n",
       "      <td>58.7</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.413280</td>\n",
       "      <td>25.950461</td>\n",
       "      <td>2162.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>2.08</td>\n",
       "      <td>0.165</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>71.0</td>\n",
       "      <td>21.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1409</th>\n",
       "      <td>1341</td>\n",
       "      <td>2017-12-18 14:05:42</td>\n",
       "      <td>62.0</td>\n",
       "      <td>-0.090</td>\n",
       "      <td>-0.306</td>\n",
       "      <td>-0.810</td>\n",
       "      <td>119.413413</td>\n",
       "      <td>25.950363</td>\n",
       "      <td>1575.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.125</td>\n",
       "      <td>0.1463</td>\n",
       "      <td>16.0</td>\n",
       "      <td>4.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1410</th>\n",
       "      <td>1342</td>\n",
       "      <td>2017-12-18 14:05:43</td>\n",
       "      <td>62.1</td>\n",
       "      <td>-0.072</td>\n",
       "      <td>-0.342</td>\n",
       "      <td>-0.936</td>\n",
       "      <td>119.413546</td>\n",
       "      <td>25.950265</td>\n",
       "      <td>2050.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.160</td>\n",
       "      <td>0.1467</td>\n",
       "      <td>69.0</td>\n",
       "      <td>19.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1411</th>\n",
       "      <td>1343</td>\n",
       "      <td>2017-12-18 14:05:44</td>\n",
       "      <td>63.2</td>\n",
       "      <td>-0.108</td>\n",
       "      <td>-0.342</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>119.413681</td>\n",
       "      <td>25.950165</td>\n",
       "      <td>1587.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1.69</td>\n",
       "      <td>0.170</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>81.0</td>\n",
       "      <td>17.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1412</th>\n",
       "      <td>1344</td>\n",
       "      <td>2017-12-18 14:05:45</td>\n",
       "      <td>64.2</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.396</td>\n",
       "      <td>-0.774</td>\n",
       "      <td>119.413820</td>\n",
       "      <td>25.950063</td>\n",
       "      <td>1612.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>1.69</td>\n",
       "      <td>0.175</td>\n",
       "      <td>0.1465</td>\n",
       "      <td>81.0</td>\n",
       "      <td>17.21</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1423</th>\n",
       "      <td>1355</td>\n",
       "      <td>2017-12-18 14:05:56</td>\n",
       "      <td>58.5</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.432</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.415415</td>\n",
       "      <td>25.948966</td>\n",
       "      <td>1450.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1424</th>\n",
       "      <td>1356</td>\n",
       "      <td>2017-12-18 14:05:57</td>\n",
       "      <td>56.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.576</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.415541</td>\n",
       "      <td>25.948880</td>\n",
       "      <td>1375.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>12.0</td>\n",
       "      <td>2.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1425</th>\n",
       "      <td>1357</td>\n",
       "      <td>2017-12-18 14:05:58</td>\n",
       "      <td>52.2</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.414</td>\n",
       "      <td>-0.738</td>\n",
       "      <td>119.415659</td>\n",
       "      <td>25.948796</td>\n",
       "      <td>1300.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>14.0</td>\n",
       "      <td>2.59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1426</th>\n",
       "      <td>1358</td>\n",
       "      <td>2017-12-18 14:05:59</td>\n",
       "      <td>48.1</td>\n",
       "      <td>0.072</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.415770</td>\n",
       "      <td>25.948718</td>\n",
       "      <td>1187.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>14.0</td>\n",
       "      <td>2.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1427</th>\n",
       "      <td>1359</td>\n",
       "      <td>2017-12-18 14:06:00</td>\n",
       "      <td>43.9</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.432</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.415870</td>\n",
       "      <td>25.948645</td>\n",
       "      <td>1075.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1428</th>\n",
       "      <td>1360</td>\n",
       "      <td>2017-12-18 14:06:01</td>\n",
       "      <td>41.7</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.396</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.415961</td>\n",
       "      <td>25.948578</td>\n",
       "      <td>1062.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>60.55</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1463</td>\n",
       "      <td>17.0</td>\n",
       "      <td>2.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1429</th>\n",
       "      <td>1361</td>\n",
       "      <td>2017-12-18 14:06:02</td>\n",
       "      <td>41.1</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.990</td>\n",
       "      <td>119.416051</td>\n",
       "      <td>25.948513</td>\n",
       "      <td>1112.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1333</td>\n",
       "      <td>19.0</td>\n",
       "      <td>2.82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1430</th>\n",
       "      <td>1362</td>\n",
       "      <td>2017-12-18 14:06:03</td>\n",
       "      <td>40.7</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.414</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>119.416140</td>\n",
       "      <td>25.948450</td>\n",
       "      <td>1037.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.28</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1333</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1431</th>\n",
       "      <td>1363</td>\n",
       "      <td>2017-12-18 14:06:04</td>\n",
       "      <td>40.2</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-0.936</td>\n",
       "      <td>119.416226</td>\n",
       "      <td>25.948385</td>\n",
       "      <td>1025.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1333</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1432</th>\n",
       "      <td>1364</td>\n",
       "      <td>2017-12-18 14:06:05</td>\n",
       "      <td>39.6</td>\n",
       "      <td>-0.090</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.416313</td>\n",
       "      <td>25.948321</td>\n",
       "      <td>1012.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>65.47</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1333</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1433</th>\n",
       "      <td>1365</td>\n",
       "      <td>2017-12-18 14:06:06</td>\n",
       "      <td>39.1</td>\n",
       "      <td>-0.108</td>\n",
       "      <td>-0.342</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.416398</td>\n",
       "      <td>25.948260</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>67.65</td>\n",
       "      <td>0.010</td>\n",
       "      <td>0.1333</td>\n",
       "      <td>18.0</td>\n",
       "      <td>2.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1434</th>\n",
       "      <td>1366</td>\n",
       "      <td>2017-12-18 14:06:07</td>\n",
       "      <td>39.0</td>\n",
       "      <td>-0.108</td>\n",
       "      <td>-0.396</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>119.416483</td>\n",
       "      <td>25.948201</td>\n",
       "      <td>1437.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>1.10</td>\n",
       "      <td>0.135</td>\n",
       "      <td>0.1476</td>\n",
       "      <td>45.0</td>\n",
       "      <td>11.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1435</th>\n",
       "      <td>1367</td>\n",
       "      <td>2017-12-18 14:06:08</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.342</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.416571</td>\n",
       "      <td>25.948143</td>\n",
       "      <td>1750.0</td>\n",
       "      <td>41.0</td>\n",
       "      <td>1.00</td>\n",
       "      <td>0.105</td>\n",
       "      <td>0.1476</td>\n",
       "      <td>55.0</td>\n",
       "      <td>10.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1436</th>\n",
       "      <td>1368</td>\n",
       "      <td>2017-12-18 14:06:09</td>\n",
       "      <td>40.6</td>\n",
       "      <td>0.054</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.416663</td>\n",
       "      <td>25.948083</td>\n",
       "      <td>1087.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1437</th>\n",
       "      <td>1369</td>\n",
       "      <td>2017-12-18 14:06:10</td>\n",
       "      <td>39.9</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.414</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.416751</td>\n",
       "      <td>25.948025</td>\n",
       "      <td>975.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>20.0</td>\n",
       "      <td>2.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1438</th>\n",
       "      <td>1370</td>\n",
       "      <td>2017-12-18 14:06:11</td>\n",
       "      <td>39.3</td>\n",
       "      <td>-0.072</td>\n",
       "      <td>-0.396</td>\n",
       "      <td>-1.044</td>\n",
       "      <td>119.416841</td>\n",
       "      <td>25.947966</td>\n",
       "      <td>987.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>63.57</td>\n",
       "      <td>0.075</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>19.0</td>\n",
       "      <td>2.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1439</th>\n",
       "      <td>1371</td>\n",
       "      <td>2017-12-18 14:06:12</td>\n",
       "      <td>39.5</td>\n",
       "      <td>0.072</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.954</td>\n",
       "      <td>119.416930</td>\n",
       "      <td>25.947910</td>\n",
       "      <td>1800.0</td>\n",
       "      <td>57.0</td>\n",
       "      <td>1.61</td>\n",
       "      <td>0.160</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>66.0</td>\n",
       "      <td>16.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1440</th>\n",
       "      <td>1372</td>\n",
       "      <td>2017-12-18 14:06:13</td>\n",
       "      <td>41.5</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.252</td>\n",
       "      <td>-0.810</td>\n",
       "      <td>119.417021</td>\n",
       "      <td>25.947850</td>\n",
       "      <td>1962.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>1.79</td>\n",
       "      <td>0.160</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>71.0</td>\n",
       "      <td>18.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1441</th>\n",
       "      <td>1373</td>\n",
       "      <td>2017-12-18 14:06:14</td>\n",
       "      <td>43.8</td>\n",
       "      <td>-0.072</td>\n",
       "      <td>-0.324</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.417116</td>\n",
       "      <td>25.947788</td>\n",
       "      <td>1987.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>1.93</td>\n",
       "      <td>0.160</td>\n",
       "      <td>0.1472</td>\n",
       "      <td>72.0</td>\n",
       "      <td>19.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1442</th>\n",
       "      <td>1374</td>\n",
       "      <td>2017-12-18 14:06:15</td>\n",
       "      <td>46.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.414</td>\n",
       "      <td>-0.954</td>\n",
       "      <td>119.417216</td>\n",
       "      <td>25.947721</td>\n",
       "      <td>2037.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>2.03</td>\n",
       "      <td>0.165</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>75.0</td>\n",
       "      <td>20.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1443</th>\n",
       "      <td>1375</td>\n",
       "      <td>2017-12-18 14:06:16</td>\n",
       "      <td>47.8</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.324</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.417321</td>\n",
       "      <td>25.947653</td>\n",
       "      <td>1812.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1475</td>\n",
       "      <td>41.0</td>\n",
       "      <td>3.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1444</th>\n",
       "      <td>1376</td>\n",
       "      <td>2017-12-18 14:06:17</td>\n",
       "      <td>48.1</td>\n",
       "      <td>-0.144</td>\n",
       "      <td>-0.342</td>\n",
       "      <td>-0.936</td>\n",
       "      <td>119.417431</td>\n",
       "      <td>25.947585</td>\n",
       "      <td>1837.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>1.64</td>\n",
       "      <td>0.155</td>\n",
       "      <td>0.1475</td>\n",
       "      <td>67.0</td>\n",
       "      <td>16.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1445</th>\n",
       "      <td>1377</td>\n",
       "      <td>2017-12-18 14:06:18</td>\n",
       "      <td>49.2</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.360</td>\n",
       "      <td>-0.936</td>\n",
       "      <td>119.417546</td>\n",
       "      <td>25.947518</td>\n",
       "      <td>2025.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>1.88</td>\n",
       "      <td>0.160</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>70.0</td>\n",
       "      <td>19.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1446</th>\n",
       "      <td>1378</td>\n",
       "      <td>2017-12-18 14:06:19</td>\n",
       "      <td>50.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.306</td>\n",
       "      <td>-0.954</td>\n",
       "      <td>119.417668</td>\n",
       "      <td>25.947451</td>\n",
       "      <td>2050.0</td>\n",
       "      <td>61.0</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0.160</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>70.0</td>\n",
       "      <td>19.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1447</th>\n",
       "      <td>1379</td>\n",
       "      <td>2017-12-18 14:06:20</td>\n",
       "      <td>53.8</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.324</td>\n",
       "      <td>-0.990</td>\n",
       "      <td>119.417796</td>\n",
       "      <td>25.947388</td>\n",
       "      <td>2050.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>1.87</td>\n",
       "      <td>0.160</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>69.0</td>\n",
       "      <td>19.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>1380</td>\n",
       "      <td>2017-12-18 14:06:21</td>\n",
       "      <td>54.7</td>\n",
       "      <td>0.072</td>\n",
       "      <td>-0.342</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>119.417931</td>\n",
       "      <td>25.947328</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.78</td>\n",
       "      <td>0.130</td>\n",
       "      <td>0.1463</td>\n",
       "      <td>18.0</td>\n",
       "      <td>8.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1449</th>\n",
       "      <td>1381</td>\n",
       "      <td>2017-12-18 14:06:22</td>\n",
       "      <td>55.5</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.342</td>\n",
       "      <td>-0.864</td>\n",
       "      <td>119.418069</td>\n",
       "      <td>25.947268</td>\n",
       "      <td>2125.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>2.08</td>\n",
       "      <td>0.165</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>72.0</td>\n",
       "      <td>21.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>1382</td>\n",
       "      <td>2017-12-18 14:06:23</td>\n",
       "      <td>57.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.324</td>\n",
       "      <td>-1.080</td>\n",
       "      <td>119.418211</td>\n",
       "      <td>25.947213</td>\n",
       "      <td>2137.0</td>\n",
       "      <td>63.0</td>\n",
       "      <td>2.10</td>\n",
       "      <td>0.165</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>72.0</td>\n",
       "      <td>21.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1451</th>\n",
       "      <td>1383</td>\n",
       "      <td>2017-12-18 14:06:24</td>\n",
       "      <td>57.6</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.936</td>\n",
       "      <td>119.418363</td>\n",
       "      <td>25.947163</td>\n",
       "      <td>1875.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1475</td>\n",
       "      <td>40.0</td>\n",
       "      <td>3.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1452</th>\n",
       "      <td>1384</td>\n",
       "      <td>2017-12-18 14:06:25</td>\n",
       "      <td>59.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.936</td>\n",
       "      <td>119.418518</td>\n",
       "      <td>25.947116</td>\n",
       "      <td>1850.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>1.69</td>\n",
       "      <td>0.155</td>\n",
       "      <td>0.1473</td>\n",
       "      <td>59.0</td>\n",
       "      <td>17.17</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>70 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      index                   时间  GPS车速  X轴加速度  Y轴加速度  Z轴加速度          经度  \\\n",
       "1314   1314  2017-12-18 14:04:07   60.9  0.000 -0.486 -0.918  119.405640   \n",
       "1384   1316  2017-12-18 14:05:17   15.9  0.000 -0.288 -0.900  119.410995   \n",
       "1385   1317  2017-12-18 14:05:18   19.8 -0.108 -0.180 -1.008  119.411036   \n",
       "1386   1318  2017-12-18 14:05:19   23.8  0.000 -0.252 -0.918  119.411088   \n",
       "1387   1319  2017-12-18 14:05:20   25.2  0.000 -0.324 -0.918  119.411146   \n",
       "1388   1320  2017-12-18 14:05:21   27.9  0.072 -0.342 -0.936  119.411210   \n",
       "1389   1321  2017-12-18 14:05:22   30.9  0.000 -0.324 -0.954  119.411278   \n",
       "1390   1322  2017-12-18 14:05:23   32.2  0.000 -0.378 -0.882  119.411350   \n",
       "1391   1323  2017-12-18 14:05:24   34.0  0.000 -0.324 -0.882  119.411425   \n",
       "1392   1324  2017-12-18 14:05:25   36.8 -0.054 -0.306 -0.936  119.411506   \n",
       "1393   1325  2017-12-18 14:05:26   39.2  0.072 -0.414 -0.810  119.411593   \n",
       "1394   1326  2017-12-18 14:05:27   39.9  0.000 -0.378 -1.080  119.411683   \n",
       "1395   1327  2017-12-18 14:05:28   41.8  0.000 -0.324 -1.008  119.411775   \n",
       "1396   1328  2017-12-18 14:05:29   43.8  0.000 -0.396 -0.954  119.411873   \n",
       "1397   1329  2017-12-18 14:05:30   45.7  0.090 -0.432 -0.918  119.411973   \n",
       "1398   1330  2017-12-18 14:05:31   46.3  0.000 -0.324 -0.972  119.412078   \n",
       "1399   1331  2017-12-18 14:05:32   48.1  0.108 -0.342 -0.900  119.412185   \n",
       "1400   1332  2017-12-18 14:05:33   50.2 -0.090 -0.306 -0.900  119.412296   \n",
       "1401   1333  2017-12-18 14:05:34   51.3  0.000 -0.396 -0.864  119.412410   \n",
       "1402   1334  2017-12-18 14:05:35   51.9  0.000 -0.360 -0.972  119.412526   \n",
       "1403   1335  2017-12-18 14:05:36   52.5  0.072 -0.324 -0.900  119.412645   \n",
       "1404   1336  2017-12-18 14:05:37   53.4  0.000 -0.306 -0.972  119.412766   \n",
       "1405   1337  2017-12-18 14:05:38   57.5 -0.054 -0.360 -0.900  119.412893   \n",
       "1406   1338  2017-12-18 14:05:39   57.5  0.072 -0.360 -1.008  119.413021   \n",
       "1407   1339  2017-12-18 14:05:40   57.7 -0.090 -0.342 -0.918  119.413150   \n",
       "1408   1340  2017-12-18 14:05:41   58.7  0.000 -0.378 -0.828  119.413280   \n",
       "1409   1341  2017-12-18 14:05:42   62.0 -0.090 -0.306 -0.810  119.413413   \n",
       "1410   1342  2017-12-18 14:05:43   62.1 -0.072 -0.342 -0.936  119.413546   \n",
       "1411   1343  2017-12-18 14:05:44   63.2 -0.108 -0.342 -0.900  119.413681   \n",
       "1412   1344  2017-12-18 14:05:45   64.2  0.000 -0.396 -0.774  119.413820   \n",
       "...     ...                  ...    ...    ...    ...    ...         ...   \n",
       "1423   1355  2017-12-18 14:05:56   58.5  0.000 -0.432 -0.882  119.415415   \n",
       "1424   1356  2017-12-18 14:05:57   56.0  0.000 -0.576 -0.918  119.415541   \n",
       "1425   1357  2017-12-18 14:05:58   52.2  0.000 -0.414 -0.738  119.415659   \n",
       "1426   1358  2017-12-18 14:05:59   48.1  0.072 -0.468 -0.846  119.415770   \n",
       "1427   1359  2017-12-18 14:06:00   43.9  0.000 -0.432 -0.846  119.415870   \n",
       "1428   1360  2017-12-18 14:06:01   41.7  0.000 -0.396 -0.882  119.415961   \n",
       "1429   1361  2017-12-18 14:06:02   41.1  0.000 -0.468 -0.990  119.416051   \n",
       "1430   1362  2017-12-18 14:06:03   40.7  0.000 -0.414 -0.900  119.416140   \n",
       "1431   1363  2017-12-18 14:06:04   40.2  0.000 -0.378 -0.936  119.416226   \n",
       "1432   1364  2017-12-18 14:06:05   39.6 -0.090 -0.468 -0.846  119.416313   \n",
       "1433   1365  2017-12-18 14:06:06   39.1 -0.108 -0.342 -0.918  119.416398   \n",
       "1434   1366  2017-12-18 14:06:07   39.0 -0.108 -0.396 -0.900  119.416483   \n",
       "1435   1367  2017-12-18 14:06:08   40.0  0.000 -0.342 -0.846  119.416571   \n",
       "1436   1368  2017-12-18 14:06:09   40.6  0.054 -0.450 -0.882  119.416663   \n",
       "1437   1369  2017-12-18 14:06:10   39.9  0.000 -0.414 -0.918  119.416751   \n",
       "1438   1370  2017-12-18 14:06:11   39.3 -0.072 -0.396 -1.044  119.416841   \n",
       "1439   1371  2017-12-18 14:06:12   39.5  0.072 -0.486 -0.954  119.416930   \n",
       "1440   1372  2017-12-18 14:06:13   41.5  0.000 -0.252 -0.810  119.417021   \n",
       "1441   1373  2017-12-18 14:06:14   43.8 -0.072 -0.324 -0.882  119.417116   \n",
       "1442   1374  2017-12-18 14:06:15   46.0  0.000 -0.414 -0.954  119.417216   \n",
       "1443   1375  2017-12-18 14:06:16   47.8  0.000 -0.324 -0.882  119.417321   \n",
       "1444   1376  2017-12-18 14:06:17   48.1 -0.144 -0.342 -0.936  119.417431   \n",
       "1445   1377  2017-12-18 14:06:18   49.2  0.000 -0.360 -0.936  119.417546   \n",
       "1446   1378  2017-12-18 14:06:19   50.0  0.000 -0.306 -0.954  119.417668   \n",
       "1447   1379  2017-12-18 14:06:20   53.8  0.000 -0.324 -0.990  119.417796   \n",
       "1448   1380  2017-12-18 14:06:21   54.7  0.072 -0.342 -0.900  119.417931   \n",
       "1449   1381  2017-12-18 14:06:22   55.5  0.000 -0.342 -0.864  119.418069   \n",
       "1450   1382  2017-12-18 14:06:23   57.0  0.000 -0.324 -1.080  119.418211   \n",
       "1451   1383  2017-12-18 14:06:24   57.6  0.000 -0.468 -0.936  119.418363   \n",
       "1452   1384  2017-12-18 14:06:25   59.0  0.000 -0.468 -0.936  119.418518   \n",
       "\n",
       "             纬度   发动机转速  扭矩百分比   瞬时油耗  油门踏板开度     空燃比  发动机负荷百分比   进气流量  \n",
       "1314  25.954413  1537.0   13.0   0.29   0.075  0.1463      17.0   3.07  \n",
       "1384  25.952028  1787.0   51.0   1.46   0.145  0.1464      62.0  14.86  \n",
       "1385  25.951999  1875.0   50.0   1.49   0.145  0.1468      60.0  15.27  \n",
       "1386  25.951965  1437.0   21.0   0.64   0.110  0.1463      18.0   6.66  \n",
       "1387  25.951924  1750.0   51.0   1.39   0.145  0.1473      60.0  14.23  \n",
       "1388  25.951886  1837.0   54.0   1.56   0.150  0.1471      64.0  15.84  \n",
       "1389  25.951840  1337.0   16.0   0.29   0.010  0.1463      22.0   3.10  \n",
       "1390  25.951790  1812.0   54.0   1.56   0.150  0.1470      63.0  15.86  \n",
       "1391  25.951738  1925.0   54.0   1.61   0.150  0.1466      63.0  16.36  \n",
       "1392  25.951683  1962.0   53.0   1.61   0.145  0.1468      63.0  16.47  \n",
       "1393  25.951623  1450.0   18.0   0.59   0.115  0.1463      17.0   6.00  \n",
       "1394  25.951563  1887.0   58.0   1.74   0.160  0.1466      67.0  17.78  \n",
       "1395  25.951500  1925.0   58.0   1.75   0.160  0.1471      69.0  17.85  \n",
       "1396  25.951433  1937.0   59.0   1.80   0.155  0.1469      69.0  18.44  \n",
       "1397  25.951365  1250.0   18.0   0.32   0.105  0.1463      20.0   3.41  \n",
       "1398  25.951295  1950.0   64.0   2.00   0.165  0.1468      70.0  20.43  \n",
       "1399  25.951223  2062.0   64.0   2.07   0.165  0.1468      74.0  21.00  \n",
       "1400  25.951146  2087.0   44.0   1.11   0.000  0.1474      72.0  11.48  \n",
       "1401  25.951069  1612.0   48.0   1.29   0.140  0.1476      54.0  13.28  \n",
       "1402  25.950991  2112.0   65.0   2.10   0.170  0.1460      74.0  21.40  \n",
       "1403  25.950910  2125.0   64.0   2.10   0.170  0.1463      74.0  21.39  \n",
       "1404  25.950825  2137.0   64.0   2.11   0.165  0.1467      73.0  21.59  \n",
       "1405  25.950736  1475.0   28.0   0.93   0.135  0.1463      20.0   9.65  \n",
       "1406  25.950648  2137.0   63.0   2.07   0.165  0.1466      72.0  21.09  \n",
       "1407  25.950556  2150.0   61.0   2.02   0.160  0.1471      70.0  20.62  \n",
       "1408  25.950461  2162.0   63.0   2.08   0.165  0.1469      71.0  21.29  \n",
       "1409  25.950363  1575.0   15.0   0.44   0.125  0.1463      16.0   4.55  \n",
       "1410  25.950265  2050.0   61.0   1.92   0.160  0.1467      69.0  19.53  \n",
       "1411  25.950165  1587.0   69.0   1.69   0.170  0.1470      81.0  17.27  \n",
       "1412  25.950063  1612.0   68.0   1.69   0.175  0.1465      81.0  17.21  \n",
       "...         ...     ...    ...    ...     ...     ...       ...    ...  \n",
       "1423  25.948966  1450.0   10.0   0.00   0.000  0.0000      12.0   2.45  \n",
       "1424  25.948880  1375.0   10.0   0.00   0.000  0.0000      12.0   2.55  \n",
       "1425  25.948796  1300.0   11.0   0.00   0.000  0.0000      14.0   2.59  \n",
       "1426  25.948718  1187.0   12.0   0.00   0.000  0.0000      14.0   2.65  \n",
       "1427  25.948645  1075.0   13.0   0.00   0.000  0.0000      16.0   2.50  \n",
       "1428  25.948578  1062.0   14.0  60.55   0.000  0.1463      17.0   2.40  \n",
       "1429  25.948513  1112.0   15.0   0.28   0.000  0.1333      19.0   2.82  \n",
       "1430  25.948450  1037.0   14.0   0.28   0.000  0.1333      18.0   2.70  \n",
       "1431  25.948385  1025.0   14.0   0.26   0.000  0.1333      18.0   2.63  \n",
       "1432  25.948321  1012.0   14.0  65.47   0.000  0.1333      18.0   2.41  \n",
       "1433  25.948260  1000.0   14.0  67.65   0.010  0.1333      18.0   2.49  \n",
       "1434  25.948201  1437.0   43.0   1.10   0.135  0.1476      45.0  11.27  \n",
       "1435  25.948143  1750.0   41.0   1.00   0.105  0.1476      55.0  10.20  \n",
       "1436  25.948083  1087.0   16.0   0.26   0.000  0.1471      20.0   2.77  \n",
       "1437  25.948025   975.0   15.0   0.26   0.000  0.1470      20.0   2.69  \n",
       "1438  25.947966   987.0   15.0  63.57   0.075  0.1469      19.0   2.52  \n",
       "1439  25.947910  1800.0   57.0   1.61   0.160  0.1470      66.0  16.43  \n",
       "1440  25.947850  1962.0   61.0   1.79   0.160  0.1468      71.0  18.22  \n",
       "1441  25.947788  1987.0   61.0   1.93   0.160  0.1472      72.0  19.74  \n",
       "1442  25.947721  2037.0   64.0   2.03   0.165  0.1468      75.0  20.79  \n",
       "1443  25.947653  1812.0   21.0   0.29   0.000  0.1475      41.0   3.16  \n",
       "1444  25.947585  1837.0   56.0   1.64   0.155  0.1475      67.0  16.79  \n",
       "1445  25.947518  2025.0   61.0   1.88   0.160  0.1466      70.0  19.33  \n",
       "1446  25.947451  2050.0   61.0   1.92   0.160  0.1469      70.0  19.51  \n",
       "1447  25.947388  2050.0   59.0   1.87   0.160  0.1468      69.0  19.09  \n",
       "1448  25.947328  1412.0   25.0   0.78   0.130  0.1463      18.0   8.08  \n",
       "1449  25.947268  2125.0   63.0   2.08   0.165  0.1466      72.0  21.21  \n",
       "1450  25.947213  2137.0   63.0   2.10   0.165  0.1469      72.0  21.39  \n",
       "1451  25.947163  1875.0   20.0   0.32   0.000  0.1475      40.0   3.38  \n",
       "1452  25.947116  1850.0   54.0   1.69   0.155  0.1473      59.0  17.17  \n",
       "\n",
       "[70 rows x 15 columns]"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gole[1314:1384]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 删除所有间断点>2min之间插入的数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": [
    "for i in interval_np:\n",
    "    start = gole[gole['index']==i].index[0] + 1\n",
    "    end = gole[gole['index']==i+1].index[0] + 1 \n",
    "    gole.drop(labels=np.arange(start,end),axis=0, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "208420"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 删除后条数\n",
    "len(gole)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "22695"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 最终插入数据条数\n",
    "len(gole) - len(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>时间</th>\n",
       "      <th>GPS车速</th>\n",
       "      <th>X轴加速度</th>\n",
       "      <th>Y轴加速度</th>\n",
       "      <th>Z轴加速度</th>\n",
       "      <th>经度</th>\n",
       "      <th>纬度</th>\n",
       "      <th>发动机转速</th>\n",
       "      <th>扭矩百分比</th>\n",
       "      <th>瞬时油耗</th>\n",
       "      <th>油门踏板开度</th>\n",
       "      <th>空燃比</th>\n",
       "      <th>发动机负荷百分比</th>\n",
       "      <th>进气流量</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-12-18 13:42:13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.396</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>119.367781</td>\n",
       "      <td>25.992420</td>\n",
       "      <td>775.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>58.02</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1465</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-12-18 13:42:14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.367783</td>\n",
       "      <td>25.992418</td>\n",
       "      <td>775.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>60.30</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1465</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-12-18 13:42:15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.396</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.367785</td>\n",
       "      <td>25.992416</td>\n",
       "      <td>775.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>55.24</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1464</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-12-18 13:42:16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>119.367785</td>\n",
       "      <td>25.992416</td>\n",
       "      <td>762.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>55.75</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-12-18 13:42:17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.396</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.367785</td>\n",
       "      <td>25.992416</td>\n",
       "      <td>762.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>56.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>21.0</td>\n",
       "      <td>2.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2017-12-18 13:42:18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>119.367785</td>\n",
       "      <td>25.992416</td>\n",
       "      <td>787.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>63.33</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2017-12-18 13:42:19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.342</td>\n",
       "      <td>-0.936</td>\n",
       "      <td>119.367785</td>\n",
       "      <td>25.992416</td>\n",
       "      <td>687.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>62.06</td>\n",
       "      <td>0.050</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2017-12-18 13:42:20</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.324</td>\n",
       "      <td>-0.936</td>\n",
       "      <td>119.367785</td>\n",
       "      <td>25.992416</td>\n",
       "      <td>900.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.080</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>31.0</td>\n",
       "      <td>3.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2017-12-18 13:42:21</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.324</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.367791</td>\n",
       "      <td>25.992408</td>\n",
       "      <td>1025.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.44</td>\n",
       "      <td>0.080</td>\n",
       "      <td>0.1467</td>\n",
       "      <td>32.0</td>\n",
       "      <td>4.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2017-12-18 13:42:22</td>\n",
       "      <td>6.9</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.324</td>\n",
       "      <td>-0.936</td>\n",
       "      <td>119.367801</td>\n",
       "      <td>25.992398</td>\n",
       "      <td>1137.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.46</td>\n",
       "      <td>0.080</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>32.0</td>\n",
       "      <td>4.70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2017-12-18 13:42:23</td>\n",
       "      <td>9.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.306</td>\n",
       "      <td>-0.936</td>\n",
       "      <td>119.367815</td>\n",
       "      <td>25.992381</td>\n",
       "      <td>1262.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.085</td>\n",
       "      <td>0.1464</td>\n",
       "      <td>31.0</td>\n",
       "      <td>5.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2017-12-18 13:42:24</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.324</td>\n",
       "      <td>-0.936</td>\n",
       "      <td>119.367830</td>\n",
       "      <td>25.992363</td>\n",
       "      <td>1450.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.67</td>\n",
       "      <td>0.090</td>\n",
       "      <td>0.1464</td>\n",
       "      <td>36.0</td>\n",
       "      <td>6.87</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2017-12-18 13:42:25</td>\n",
       "      <td>12.8</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.360</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.367849</td>\n",
       "      <td>25.992340</td>\n",
       "      <td>1337.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>0.27</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1465</td>\n",
       "      <td>16.0</td>\n",
       "      <td>2.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2017-12-18 13:42:26</td>\n",
       "      <td>9.6</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.648</td>\n",
       "      <td>-0.774</td>\n",
       "      <td>119.367866</td>\n",
       "      <td>25.992316</td>\n",
       "      <td>700.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1463</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2017-12-18 13:42:27</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.367876</td>\n",
       "      <td>25.992305</td>\n",
       "      <td>662.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>63.33</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2017-12-18 13:42:28</td>\n",
       "      <td>2.9</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.367881</td>\n",
       "      <td>25.992298</td>\n",
       "      <td>675.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>61.31</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>29.0</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2017-12-18 13:42:29</td>\n",
       "      <td>3.7</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.342</td>\n",
       "      <td>-0.936</td>\n",
       "      <td>119.367886</td>\n",
       "      <td>25.992291</td>\n",
       "      <td>862.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.055</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>31.0</td>\n",
       "      <td>3.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2017-12-18 13:42:30</td>\n",
       "      <td>5.4</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.360</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.367895</td>\n",
       "      <td>25.992283</td>\n",
       "      <td>950.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.055</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>28.0</td>\n",
       "      <td>3.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2017-12-18 13:42:31</td>\n",
       "      <td>6.8</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.360</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>119.367905</td>\n",
       "      <td>25.992270</td>\n",
       "      <td>875.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1465</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2017-12-18 13:42:32</td>\n",
       "      <td>6.4</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.432</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.367915</td>\n",
       "      <td>25.992258</td>\n",
       "      <td>775.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1465</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2017-12-18 13:42:33</td>\n",
       "      <td>4.4</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>119.367923</td>\n",
       "      <td>25.992248</td>\n",
       "      <td>675.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>64.08</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1465</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2.54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2017-12-18 13:42:34</td>\n",
       "      <td>4.4</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.360</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.367931</td>\n",
       "      <td>25.992238</td>\n",
       "      <td>712.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>61.82</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1467</td>\n",
       "      <td>28.0</td>\n",
       "      <td>2.45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2017-12-18 13:42:35</td>\n",
       "      <td>5.4</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.360</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.367940</td>\n",
       "      <td>25.992228</td>\n",
       "      <td>900.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.070</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>30.0</td>\n",
       "      <td>3.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2017-12-18 13:42:36</td>\n",
       "      <td>7.1</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.306</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.367949</td>\n",
       "      <td>25.992215</td>\n",
       "      <td>1237.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.55</td>\n",
       "      <td>0.090</td>\n",
       "      <td>0.1463</td>\n",
       "      <td>36.0</td>\n",
       "      <td>5.81</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2017-12-18 13:42:37</td>\n",
       "      <td>9.8</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.306</td>\n",
       "      <td>-0.936</td>\n",
       "      <td>119.367961</td>\n",
       "      <td>25.992196</td>\n",
       "      <td>1325.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>0.57</td>\n",
       "      <td>0.090</td>\n",
       "      <td>0.1462</td>\n",
       "      <td>32.0</td>\n",
       "      <td>5.96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2017-12-18 13:42:38</td>\n",
       "      <td>12.2</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.342</td>\n",
       "      <td>-0.936</td>\n",
       "      <td>119.367980</td>\n",
       "      <td>25.992175</td>\n",
       "      <td>1512.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.73</td>\n",
       "      <td>0.100</td>\n",
       "      <td>0.1459</td>\n",
       "      <td>34.0</td>\n",
       "      <td>7.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2017-12-18 13:42:39</td>\n",
       "      <td>14.4</td>\n",
       "      <td>-0.054</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>119.368000</td>\n",
       "      <td>25.992148</td>\n",
       "      <td>1537.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.055</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>34.0</td>\n",
       "      <td>6.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2017-12-18 13:42:40</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.368018</td>\n",
       "      <td>25.992123</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.065</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>22.0</td>\n",
       "      <td>3.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2017-12-18 13:42:41</td>\n",
       "      <td>16.3</td>\n",
       "      <td>-0.054</td>\n",
       "      <td>-0.360</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>119.368040</td>\n",
       "      <td>25.992095</td>\n",
       "      <td>1287.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.090</td>\n",
       "      <td>0.1475</td>\n",
       "      <td>36.0</td>\n",
       "      <td>6.49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2017-12-18 13:42:42</td>\n",
       "      <td>17.4</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.368063</td>\n",
       "      <td>25.992060</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>22.0</td>\n",
       "      <td>3.07</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518107</th>\n",
       "      <td>2017-12-24 13:37:20</td>\n",
       "      <td>33.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.665200</td>\n",
       "      <td>25.922364</td>\n",
       "      <td>1350.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.50</td>\n",
       "      <td>0.070</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>25.0</td>\n",
       "      <td>5.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518108</th>\n",
       "      <td>2017-12-24 13:37:21</td>\n",
       "      <td>33.9</td>\n",
       "      <td>-0.072</td>\n",
       "      <td>-0.342</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.665154</td>\n",
       "      <td>25.922288</td>\n",
       "      <td>1425.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.69</td>\n",
       "      <td>0.085</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>34.0</td>\n",
       "      <td>7.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518109</th>\n",
       "      <td>2017-12-24 13:37:22</td>\n",
       "      <td>34.4</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.360</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.665115</td>\n",
       "      <td>25.922211</td>\n",
       "      <td>1462.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.080</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>34.0</td>\n",
       "      <td>6.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518110</th>\n",
       "      <td>2017-12-24 13:37:23</td>\n",
       "      <td>34.4</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.360</td>\n",
       "      <td>-0.864</td>\n",
       "      <td>119.665075</td>\n",
       "      <td>25.922135</td>\n",
       "      <td>1475.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>0.62</td>\n",
       "      <td>0.075</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>34.0</td>\n",
       "      <td>6.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518111</th>\n",
       "      <td>2017-12-24 13:37:24</td>\n",
       "      <td>34.9</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.342</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.665031</td>\n",
       "      <td>25.922054</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>23.0</td>\n",
       "      <td>4.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518112</th>\n",
       "      <td>2017-12-24 13:37:25</td>\n",
       "      <td>35.5</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.342</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.664988</td>\n",
       "      <td>25.921976</td>\n",
       "      <td>1375.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.42</td>\n",
       "      <td>0.060</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>20.0</td>\n",
       "      <td>4.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518113</th>\n",
       "      <td>2017-12-24 13:37:26</td>\n",
       "      <td>35.3</td>\n",
       "      <td>0.090</td>\n",
       "      <td>-0.270</td>\n",
       "      <td>-0.972</td>\n",
       "      <td>119.664945</td>\n",
       "      <td>25.921895</td>\n",
       "      <td>1375.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.39</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>22.0</td>\n",
       "      <td>4.09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518114</th>\n",
       "      <td>2017-12-24 13:37:27</td>\n",
       "      <td>35.3</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.664899</td>\n",
       "      <td>25.921815</td>\n",
       "      <td>1275.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518115</th>\n",
       "      <td>2017-12-24 13:37:28</td>\n",
       "      <td>35.3</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.414</td>\n",
       "      <td>-0.864</td>\n",
       "      <td>119.664844</td>\n",
       "      <td>25.921731</td>\n",
       "      <td>1212.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.005</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518116</th>\n",
       "      <td>2017-12-24 13:37:29</td>\n",
       "      <td>34.4</td>\n",
       "      <td>-0.072</td>\n",
       "      <td>-0.342</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.664791</td>\n",
       "      <td>25.921648</td>\n",
       "      <td>1400.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.065</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>29.0</td>\n",
       "      <td>5.47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518117</th>\n",
       "      <td>2017-12-24 13:37:30</td>\n",
       "      <td>35.1</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-0.954</td>\n",
       "      <td>119.664743</td>\n",
       "      <td>25.921573</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.54</td>\n",
       "      <td>0.060</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>29.0</td>\n",
       "      <td>5.51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518118</th>\n",
       "      <td>2017-12-24 13:37:31</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>119.664696</td>\n",
       "      <td>25.921494</td>\n",
       "      <td>1412.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.52</td>\n",
       "      <td>0.070</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>27.0</td>\n",
       "      <td>5.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518119</th>\n",
       "      <td>2017-12-24 13:37:32</td>\n",
       "      <td>35.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.664653</td>\n",
       "      <td>25.921416</td>\n",
       "      <td>1437.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.41</td>\n",
       "      <td>0.030</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>27.0</td>\n",
       "      <td>4.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518120</th>\n",
       "      <td>2017-12-24 13:37:33</td>\n",
       "      <td>35.1</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.396</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.664605</td>\n",
       "      <td>25.921336</td>\n",
       "      <td>1362.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.36</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518121</th>\n",
       "      <td>2017-12-24 13:37:34</td>\n",
       "      <td>35.7</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.414</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.664556</td>\n",
       "      <td>25.921253</td>\n",
       "      <td>1237.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3.53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518122</th>\n",
       "      <td>2017-12-24 13:37:35</td>\n",
       "      <td>35.2</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.664508</td>\n",
       "      <td>25.921171</td>\n",
       "      <td>1150.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>20.0</td>\n",
       "      <td>3.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518123</th>\n",
       "      <td>2017-12-24 13:37:36</td>\n",
       "      <td>33.9</td>\n",
       "      <td>-0.054</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-0.900</td>\n",
       "      <td>119.664461</td>\n",
       "      <td>25.921093</td>\n",
       "      <td>1125.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518124</th>\n",
       "      <td>2017-12-24 13:37:37</td>\n",
       "      <td>32.2</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.664416</td>\n",
       "      <td>25.921018</td>\n",
       "      <td>1125.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>21.0</td>\n",
       "      <td>3.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518125</th>\n",
       "      <td>2017-12-24 13:37:38</td>\n",
       "      <td>29.7</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.918</td>\n",
       "      <td>119.664376</td>\n",
       "      <td>25.920949</td>\n",
       "      <td>1075.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>22.0</td>\n",
       "      <td>3.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518126</th>\n",
       "      <td>2017-12-24 13:37:39</td>\n",
       "      <td>26.1</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.664346</td>\n",
       "      <td>25.920886</td>\n",
       "      <td>1000.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>25.0</td>\n",
       "      <td>3.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518127</th>\n",
       "      <td>2017-12-24 13:37:40</td>\n",
       "      <td>20.9</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.522</td>\n",
       "      <td>-0.810</td>\n",
       "      <td>119.664318</td>\n",
       "      <td>25.920835</td>\n",
       "      <td>975.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>27.0</td>\n",
       "      <td>3.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518128</th>\n",
       "      <td>2017-12-24 13:37:41</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.810</td>\n",
       "      <td>119.664293</td>\n",
       "      <td>25.920798</td>\n",
       "      <td>925.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>26.0</td>\n",
       "      <td>3.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518129</th>\n",
       "      <td>2017-12-24 13:37:42</td>\n",
       "      <td>11.4</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.432</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.664276</td>\n",
       "      <td>25.920773</td>\n",
       "      <td>875.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>30.0</td>\n",
       "      <td>3.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518130</th>\n",
       "      <td>2017-12-24 13:37:43</td>\n",
       "      <td>9.5</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.864</td>\n",
       "      <td>119.664260</td>\n",
       "      <td>25.920750</td>\n",
       "      <td>850.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>30.0</td>\n",
       "      <td>3.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518131</th>\n",
       "      <td>2017-12-24 13:37:44</td>\n",
       "      <td>8.1</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.664246</td>\n",
       "      <td>25.920730</td>\n",
       "      <td>812.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1451</td>\n",
       "      <td>28.0</td>\n",
       "      <td>3.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518132</th>\n",
       "      <td>2017-12-24 13:37:45</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.664238</td>\n",
       "      <td>25.920716</td>\n",
       "      <td>725.0</td>\n",
       "      <td>26.0</td>\n",
       "      <td>0.31</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1456</td>\n",
       "      <td>34.0</td>\n",
       "      <td>3.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518133</th>\n",
       "      <td>2017-12-24 13:37:46</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.414</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.664236</td>\n",
       "      <td>25.920713</td>\n",
       "      <td>850.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>32.0</td>\n",
       "      <td>3.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518134</th>\n",
       "      <td>2017-12-24 13:37:47</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.396</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.664236</td>\n",
       "      <td>25.920715</td>\n",
       "      <td>912.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>24.0</td>\n",
       "      <td>3.06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518135</th>\n",
       "      <td>2017-12-24 13:37:48</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.378</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.664235</td>\n",
       "      <td>25.920716</td>\n",
       "      <td>262.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>35.83</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>42.0</td>\n",
       "      <td>1.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518136</th>\n",
       "      <td>2017-12-24 13:37:49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.396</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.664235</td>\n",
       "      <td>25.920716</td>\n",
       "      <td>262.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>29.76</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>51.0</td>\n",
       "      <td>1.18</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>208420 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         时间  GPS车速  X轴加速度  Y轴加速度  Z轴加速度          经度  \\\n",
       "0       2017-12-18 13:42:13    0.0  0.000 -0.396 -0.900  119.367781   \n",
       "1       2017-12-18 13:42:14    0.0  0.000 -0.378 -0.882  119.367783   \n",
       "2       2017-12-18 13:42:15    0.0  0.000 -0.396 -0.882  119.367785   \n",
       "3       2017-12-18 13:42:16    0.0  0.000 -0.378 -0.900  119.367785   \n",
       "4       2017-12-18 13:42:17    0.0  0.000 -0.396 -0.882  119.367785   \n",
       "5       2017-12-18 13:42:18    0.0  0.000 -0.378 -0.900  119.367785   \n",
       "6       2017-12-18 13:42:19    0.0  0.000 -0.342 -0.936  119.367785   \n",
       "7       2017-12-18 13:42:20    0.0  0.000 -0.324 -0.936  119.367785   \n",
       "8       2017-12-18 13:42:21    4.5  0.000 -0.324 -0.918  119.367791   \n",
       "9       2017-12-18 13:42:22    6.9  0.000 -0.324 -0.936  119.367801   \n",
       "10      2017-12-18 13:42:23    9.0  0.000 -0.306 -0.936  119.367815   \n",
       "11      2017-12-18 13:42:24   11.0  0.000 -0.324 -0.936  119.367830   \n",
       "12      2017-12-18 13:42:25   12.8  0.000 -0.360 -0.882  119.367849   \n",
       "13      2017-12-18 13:42:26    9.6  0.000 -0.648 -0.774  119.367866   \n",
       "14      2017-12-18 13:42:27    2.9  0.000 -0.450 -0.882  119.367876   \n",
       "15      2017-12-18 13:42:28    2.9  0.000 -0.378 -0.918  119.367881   \n",
       "16      2017-12-18 13:42:29    3.7  0.000 -0.342 -0.936  119.367886   \n",
       "17      2017-12-18 13:42:30    5.4  0.000 -0.360 -0.918  119.367895   \n",
       "18      2017-12-18 13:42:31    6.8  0.000 -0.360 -0.900  119.367905   \n",
       "19      2017-12-18 13:42:32    6.4  0.000 -0.432 -0.882  119.367915   \n",
       "20      2017-12-18 13:42:33    4.4  0.000 -0.378 -0.900  119.367923   \n",
       "21      2017-12-18 13:42:34    4.4  0.000 -0.360 -0.918  119.367931   \n",
       "22      2017-12-18 13:42:35    5.4  0.000 -0.360 -0.918  119.367940   \n",
       "23      2017-12-18 13:42:36    7.1  0.000 -0.306 -0.918  119.367949   \n",
       "24      2017-12-18 13:42:37    9.8  0.000 -0.306 -0.936  119.367961   \n",
       "25      2017-12-18 13:42:38   12.2  0.000 -0.342 -0.936  119.367980   \n",
       "26      2017-12-18 13:42:39   14.4 -0.054 -0.378 -0.900  119.368000   \n",
       "27      2017-12-18 13:42:40   15.0  0.000 -0.378 -0.918  119.368018   \n",
       "28      2017-12-18 13:42:41   16.3 -0.054 -0.360 -0.900  119.368040   \n",
       "29      2017-12-18 13:42:42   17.4  0.000 -0.378 -0.918  119.368063   \n",
       "...                     ...    ...    ...    ...    ...         ...   \n",
       "518107  2017-12-24 13:37:20   33.0  0.000 -0.378 -0.882  119.665200   \n",
       "518108  2017-12-24 13:37:21   33.9 -0.072 -0.342 -0.918  119.665154   \n",
       "518109  2017-12-24 13:37:22   34.4  0.000 -0.360 -0.918  119.665115   \n",
       "518110  2017-12-24 13:37:23   34.4  0.000 -0.360 -0.864  119.665075   \n",
       "518111  2017-12-24 13:37:24   34.9  0.000 -0.342 -0.918  119.665031   \n",
       "518112  2017-12-24 13:37:25   35.5  0.000 -0.342 -0.882  119.664988   \n",
       "518113  2017-12-24 13:37:26   35.3  0.090 -0.270 -0.972  119.664945   \n",
       "518114  2017-12-24 13:37:27   35.3  0.000 -0.378 -0.882  119.664899   \n",
       "518115  2017-12-24 13:37:28   35.3  0.000 -0.414 -0.864  119.664844   \n",
       "518116  2017-12-24 13:37:29   34.4 -0.072 -0.342 -0.882  119.664791   \n",
       "518117  2017-12-24 13:37:30   35.1  0.000 -0.378 -0.954  119.664743   \n",
       "518118  2017-12-24 13:37:31   35.0  0.000 -0.378 -0.900  119.664696   \n",
       "518119  2017-12-24 13:37:32   35.0  0.000 -0.378 -0.828  119.664653   \n",
       "518120  2017-12-24 13:37:33   35.1  0.000 -0.396 -0.918  119.664605   \n",
       "518121  2017-12-24 13:37:34   35.7  0.000 -0.414 -0.846  119.664556   \n",
       "518122  2017-12-24 13:37:35   35.2  0.000 -0.378 -0.828  119.664508   \n",
       "518123  2017-12-24 13:37:36   33.9 -0.054 -0.378 -0.900  119.664461   \n",
       "518124  2017-12-24 13:37:37   32.2  0.000 -0.450 -0.828  119.664416   \n",
       "518125  2017-12-24 13:37:38   29.7  0.000 -0.486 -0.918  119.664376   \n",
       "518126  2017-12-24 13:37:39   26.1  0.000 -0.450 -0.846  119.664346   \n",
       "518127  2017-12-24 13:37:40   20.9  0.000 -0.522 -0.810  119.664318   \n",
       "518128  2017-12-24 13:37:41   16.0  0.000 -0.468 -0.810  119.664293   \n",
       "518129  2017-12-24 13:37:42   11.4  0.000 -0.432 -0.828  119.664276   \n",
       "518130  2017-12-24 13:37:43    9.5  0.000 -0.468 -0.864  119.664260   \n",
       "518131  2017-12-24 13:37:44    8.1  0.000 -0.450 -0.846  119.664246   \n",
       "518132  2017-12-24 13:37:45    4.5  0.000 -0.486 -0.846  119.664238   \n",
       "518133  2017-12-24 13:37:46    0.0  0.000 -0.414 -0.882  119.664236   \n",
       "518134  2017-12-24 13:37:47    0.0  0.000 -0.396 -0.882  119.664236   \n",
       "518135  2017-12-24 13:37:48    0.0  0.000 -0.378 -0.882  119.664235   \n",
       "518136  2017-12-24 13:37:49    0.0  0.000 -0.396 -0.882  119.664235   \n",
       "\n",
       "               纬度   发动机转速  扭矩百分比   瞬时油耗  油门踏板开度     空燃比  发动机负荷百分比  进气流量  \n",
       "0       25.992420   775.0   18.0  58.02   0.000  0.1465      22.0  2.30  \n",
       "1       25.992418   775.0   17.0  60.30   0.000  0.1465      21.0  2.39  \n",
       "2       25.992416   775.0   17.0  55.24   0.000  0.1464      22.0  2.19  \n",
       "3       25.992416   762.0   17.0  55.75   0.000  0.1471      21.0  2.21  \n",
       "4       25.992416   762.0   16.0  56.00   0.000  0.1471      21.0  2.22  \n",
       "5       25.992416   787.0   18.0  63.33   0.000  0.1471      22.0  2.51  \n",
       "6       25.992416   687.0   21.0  62.06   0.050  0.1471      26.0  2.46  \n",
       "7       25.992416   900.0   25.0   0.36   0.080  0.1470      31.0  3.79  \n",
       "8       25.992408  1025.0   25.0   0.44   0.080  0.1467      32.0  4.51  \n",
       "9       25.992398  1137.0   26.0   0.46   0.080  0.1466      32.0  4.70  \n",
       "10      25.992381  1262.0   26.0   0.54   0.085  0.1464      31.0  5.57  \n",
       "11      25.992363  1450.0   29.0   0.67   0.090  0.1464      36.0  6.87  \n",
       "12      25.992340  1337.0   13.0   0.27   0.000  0.1465      16.0  2.86  \n",
       "13      25.992316   700.0   21.0   0.26   0.000  0.1463      26.0  2.68  \n",
       "14      25.992305   662.0   23.0  63.33   0.000  0.1470      29.0  2.51  \n",
       "15      25.992298   675.0   23.0  61.31   0.000  0.1471      29.0  2.43  \n",
       "16      25.992291   862.0   25.0   0.34   0.055  0.1470      31.0  3.56  \n",
       "17      25.992283   950.0   22.0   0.34   0.055  0.1466      28.0  3.61  \n",
       "18      25.992270   875.0   20.0   0.26   0.000  0.1465      25.0  2.78  \n",
       "19      25.992258   775.0   19.0   0.26   0.000  0.1465      25.0  2.69  \n",
       "20      25.992248   675.0   22.0  64.08   0.000  0.1465      28.0  2.54  \n",
       "21      25.992238   712.0   21.0  61.82   0.000  0.1467      28.0  2.45  \n",
       "22      25.992228   900.0   24.0   0.36   0.070  0.1466      30.0  3.81  \n",
       "23      25.992215  1237.0   29.0   0.55   0.090  0.1463      36.0  5.81  \n",
       "24      25.992196  1325.0   28.0   0.57   0.090  0.1462      32.0  5.96  \n",
       "25      25.992175  1512.0   29.0   0.73   0.100  0.1459      34.0  7.52  \n",
       "26      25.992148  1537.0   27.0   0.62   0.055  0.1458      34.0  6.37  \n",
       "27      25.992123  1000.0   19.0   0.34   0.065  0.1470      22.0  3.61  \n",
       "28      25.992095  1287.0   31.0   0.62   0.090  0.1475      36.0  6.49  \n",
       "29      25.992060  1100.0   18.0   0.29   0.000  0.1471      22.0  3.07  \n",
       "...           ...     ...    ...    ...     ...     ...       ...   ...  \n",
       "518107  25.922364  1350.0   22.0   0.50   0.070  0.1451      25.0  5.30  \n",
       "518108  25.922288  1425.0   29.0   0.69   0.085  0.1451      34.0  7.09  \n",
       "518109  25.922211  1462.0   29.0   0.65   0.080  0.1451      34.0  6.80  \n",
       "518110  25.922135  1475.0   27.0   0.62   0.075  0.1451      34.0  6.42  \n",
       "518111  25.922054  1412.0   18.0   0.41   0.000  0.1451      23.0  4.17  \n",
       "518112  25.921976  1375.0   18.0   0.42   0.060  0.1451      20.0  4.40  \n",
       "518113  25.921895  1375.0   18.0   0.39   0.000  0.1451      22.0  4.09  \n",
       "518114  25.921815  1275.0   17.0   0.34   0.000  0.1451      20.0  3.50  \n",
       "518115  25.921731  1212.0   16.0   0.29   0.005  0.1451      20.0  3.13  \n",
       "518116  25.921648  1400.0   24.0   0.52   0.065  0.1451      29.0  5.47  \n",
       "518117  25.921573  1412.0   24.0   0.54   0.060  0.1451      29.0  5.51  \n",
       "518118  25.921494  1412.0   23.0   0.52   0.070  0.1451      27.0  5.35  \n",
       "518119  25.921416  1437.0   20.0   0.41   0.030  0.1451      27.0  4.27  \n",
       "518120  25.921336  1362.0   17.0   0.36   0.000  0.1451      20.0  3.78  \n",
       "518121  25.921253  1237.0   17.0   0.34   0.000  0.1451      20.0  3.53  \n",
       "518122  25.921171  1150.0   17.0   0.31   0.000  0.1451      20.0  3.21  \n",
       "518123  25.921093  1125.0   17.0   0.31   0.000  0.1451      21.0  3.21  \n",
       "518124  25.921018  1125.0   18.0   0.31   0.000  0.1451      21.0  3.27  \n",
       "518125  25.920949  1075.0   18.0   0.31   0.000  0.1451      22.0  3.27  \n",
       "518126  25.920886  1000.0   20.0   0.29   0.000  0.1451      25.0  3.12  \n",
       "518127  25.920835   975.0   21.0   0.31   0.000  0.1451      27.0  3.23  \n",
       "518128  25.920798   925.0   21.0   0.31   0.000  0.1451      26.0  3.24  \n",
       "518129  25.920773   875.0   23.0   0.32   0.000  0.1451      30.0  3.40  \n",
       "518130  25.920750   850.0   24.0   0.32   0.000  0.1451      30.0  3.36  \n",
       "518131  25.920730   812.0   22.0   0.29   0.000  0.1451      28.0  3.13  \n",
       "518132  25.920716   725.0   26.0   0.31   0.000  0.1456      34.0  3.26  \n",
       "518133  25.920713   850.0   24.0   0.29   0.000  0.1458      32.0  3.05  \n",
       "518134  25.920715   912.0   19.0   0.29   0.000  0.1458      24.0  3.06  \n",
       "518135  25.920716   262.0   21.0  35.83   0.000  0.1458      42.0  1.42  \n",
       "518136  25.920716   262.0   25.0  29.76   0.000  0.1458      51.0  1.18  \n",
       "\n",
       "[208420 rows x 14 columns]"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 删除索引列\n",
    "gole.drop(['index'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 保存最终文件\n",
    "gole.to_csv('./handel/文件1.csv',encoding='utf-8', index=0)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 处理文件2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import datetime\n",
    "import numpy as np\n",
    "\n",
    "# 读取文件1\n",
    "data = pd.read_excel('file2.xlsx')\n",
    "X = data['时间']\n",
    "# 将时间列由str转换成datetime类型\n",
    "time_list = [datetime.datetime.strptime(str(i), '%Y/%m/%d %H:%M:%S.%f.') for i in X]\n",
    "data['时间'] = time_list\n",
    "n = len(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 时间间隔下标\n",
    "interval = []\n",
    "# 时间间隔\n",
    "delt_times = []\n",
    "for i in range(len(time_list)-1):\n",
    "    delt_time = time_list[i+1] - time_list[i]\n",
    "    if delt_time.total_seconds() > 1.0:\n",
    "        delt_times.append(delt_time.total_seconds())\n",
    "        interval.append(i)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# List转成numpy的array类型,方便使用Fancy Indexing\n",
    "interval_np = np.array(interval)\n",
    "delt_times_np = np.array(delt_times)\n",
    "\n",
    "# 所有时间间隔大于180s的下标\n",
    "interval_np = interval_np[delt_times_np>180.0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 生成全序列时间样本，无间隔\n",
    "helper = pd.DataFrame({'时间':pd.date_range(start=data['时间'][0], end=data['时间'][n-1], freq='S')})\n",
    "# 与文件1合并,间隔内的其他列全为Nan值\n",
    "data = pd.merge(data, helper, on='时间', how='outer').sort_values('时间')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 对GPS车速列进行线性插值\n",
    "data['GPS车速'] = data['GPS车速'].interpolate(method='linear')\n",
    "# 带着插入后的index 写入文件\n",
    "data.to_csv('gole.csv',encoding='utf-8', index_label='index')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取文件,第一列是index\n",
    "gole = pd.read_csv('gole.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "cannot evaluate a numeric op with unequal lengths",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-12-a60bca5e1977>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m()\u001b[0m\n\u001b[0;32m      2\u001b[0m     \u001b[0mstart\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgole\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mgole\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'index'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m==\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m     \u001b[0mend\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mgole\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mgole\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'index'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m==\u001b[0m\u001b[0mi\u001b[0m\u001b[1;33m+\u001b[0m\u001b[1;36m1\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m \u001b[1;33m+\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m     \u001b[0mgole\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdrop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlabels\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mstart\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mend\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0maxis\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minplace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mC:\\conda\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mindex_arithmetic_method\u001b[1;34m(self, other)\u001b[0m\n\u001b[0;32m    134\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mNotImplemented\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    135\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 136\u001b[1;33m         \u001b[0mother\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_validate_for_numeric_binop\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mother\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mop\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    137\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    138\u001b[0m         \u001b[1;31m# handle time-based others\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mC:\\conda\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36m_validate_for_numeric_binop\u001b[1;34m(self, other, op)\u001b[0m\n\u001b[0;32m   4690\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mother\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0mIndex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mABCSeries\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   4691\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;33m!=\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mother\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 4692\u001b[1;33m                 raise ValueError(\"cannot evaluate a numeric op with \"\n\u001b[0m\u001b[0;32m   4693\u001b[0m                                  \"unequal lengths\")\n\u001b[0;32m   4694\u001b[0m             \u001b[0mother\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_values_from_object\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mother\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: cannot evaluate a numeric op with unequal lengths"
     ]
    }
   ],
   "source": [
    "for i in interval_np:\n",
    "    start = gole[gole['index']==i].index[0] + 1\n",
    "    end = gole[gole['index']==i+1].index[0] + 1 \n",
    "    gole.drop(labels=np.arange(start,end),axis=0, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>时间</th>\n",
       "      <th>GPS车速</th>\n",
       "      <th>X轴加速度</th>\n",
       "      <th>Y轴加速度</th>\n",
       "      <th>Z轴加速度</th>\n",
       "      <th>经度</th>\n",
       "      <th>纬度</th>\n",
       "      <th>发动机转速</th>\n",
       "      <th>扭矩百分比</th>\n",
       "      <th>瞬时油耗</th>\n",
       "      <th>油门踏板开度</th>\n",
       "      <th>空燃比</th>\n",
       "      <th>发动机负荷百分比</th>\n",
       "      <th>进气流量</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2017-11-01 19:11:50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
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       "      <td>59.80</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2017-11-01 19:11:51</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>54.75</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2017-11-01 19:11:52</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.864</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>57.27</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2017-11-01 19:11:53</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>58.78</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2017-11-01 19:11:54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>58.28</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2017-11-01 19:11:55</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>56.77</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1454</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2017-11-01 19:11:56</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>56.77</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1454</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2017-11-01 19:11:57</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>54.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1455</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2017-11-01 19:11:58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>55.51</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2017-11-01 19:11:59</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>57.77</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2017-11-01 19:12:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>61.06</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2017-11-01 19:12:01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>60.80</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2017-11-01 19:12:02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.504</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>712.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>60.04</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2017-11-01 19:12:03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>56.26</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2017-11-01 19:12:04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>60.55</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2017-11-01 19:12:05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>60.30</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2017-11-01 19:12:06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>61.06</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2017-11-01 19:12:07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>59.29</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1454</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2017-11-01 19:12:08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.504</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>60.80</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1455</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2017-11-01 19:12:09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>59.80</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1456</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2017-11-01 19:12:10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>60.80</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2017-11-01 19:12:11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>59.80</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2017-11-01 19:12:12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>57.53</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2017-11-01 19:12:13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>59.04</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2017-11-01 19:12:14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>62.06</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2017-11-01 19:12:15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>61.31</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2017-11-01 19:12:16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>60.55</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2017-11-01 19:12:17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>61.06</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1455</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2017-11-01 19:12:18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>58.53</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1455</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2017-11-01 19:12:19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>63.08</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1456</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.50</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518249</th>\n",
       "      <td>2017-11-07 19:09:19</td>\n",
       "      <td>4.5</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.522</td>\n",
       "      <td>-0.810</td>\n",
       "      <td>119.532445</td>\n",
       "      <td>26.203191</td>\n",
       "      <td>650.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>55.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518250</th>\n",
       "      <td>2017-11-07 19:09:20</td>\n",
       "      <td>2.3</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.504</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532440</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>612.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>54.24</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518251</th>\n",
       "      <td>2017-11-07 19:09:21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532445</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>662.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>54.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518252</th>\n",
       "      <td>2017-11-07 19:09:22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532445</td>\n",
       "      <td>26.203188</td>\n",
       "      <td>637.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>55.75</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518253</th>\n",
       "      <td>2017-11-07 19:09:23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>625.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>52.98</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518254</th>\n",
       "      <td>2017-11-07 19:09:24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>650.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>57.77</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518255</th>\n",
       "      <td>2017-11-07 19:09:25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>625.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>58.78</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518256</th>\n",
       "      <td>2017-11-07 19:09:26</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>637.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>57.53</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518257</th>\n",
       "      <td>2017-11-07 19:09:27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>650.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>55.24</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518258</th>\n",
       "      <td>2017-11-07 19:09:28</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.864</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>625.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>53.73</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518259</th>\n",
       "      <td>2017-11-07 19:09:29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>650.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>54.75</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518260</th>\n",
       "      <td>2017-11-07 19:09:30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>637.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>58.28</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518261</th>\n",
       "      <td>2017-11-07 19:09:31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>612.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>61.31</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518262</th>\n",
       "      <td>2017-11-07 19:09:32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>662.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>60.30</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518263</th>\n",
       "      <td>2017-11-07 19:09:33</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>612.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>53.49</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518264</th>\n",
       "      <td>2017-11-07 19:09:34</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>650.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>53.73</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518265</th>\n",
       "      <td>2017-11-07 19:09:35</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>637.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>54.75</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518266</th>\n",
       "      <td>2017-11-07 19:09:36</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>625.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>57.77</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518267</th>\n",
       "      <td>2017-11-07 19:09:37</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.504</td>\n",
       "      <td>-0.810</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>650.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>54.24</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518268</th>\n",
       "      <td>2017-11-07 19:09:38</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>625.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>61.06</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518269</th>\n",
       "      <td>2017-11-07 19:09:39</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>637.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>59.53</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518270</th>\n",
       "      <td>2017-11-07 19:09:40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>650.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>53.73</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518271</th>\n",
       "      <td>2017-11-07 19:09:41</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>625.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>54.49</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518272</th>\n",
       "      <td>2017-11-07 19:09:42</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>650.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>59.04</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518273</th>\n",
       "      <td>2017-11-07 19:09:43</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>637.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>55.24</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518274</th>\n",
       "      <td>2017-11-07 19:09:44</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.864</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>637.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>53.49</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518275</th>\n",
       "      <td>2017-11-07 19:09:45</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>637.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>56.26</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518276</th>\n",
       "      <td>2017-11-07 19:09:46</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.054</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>637.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>55.24</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518277</th>\n",
       "      <td>2017-11-07 19:09:47</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.432</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>637.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>57.02</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>518278</th>\n",
       "      <td>2017-11-07 19:09:48</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.396</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>700.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.065</td>\n",
       "      <td>0.1454</td>\n",
       "      <td>29.0</td>\n",
       "      <td>3.02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>160234 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         时间  GPS车速  X轴加速度  Y轴加速度  Z轴加速度          经度  \\\n",
       "0       2017-11-01 19:11:50    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "1       2017-11-01 19:11:51    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "2       2017-11-01 19:11:52    0.0  0.000 -0.468 -0.864  118.843618   \n",
       "3       2017-11-01 19:11:53    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "4       2017-11-01 19:11:54    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "5       2017-11-01 19:11:55    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "6       2017-11-01 19:11:56    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "7       2017-11-01 19:11:57    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "8       2017-11-01 19:11:58    0.0  0.000 -0.468 -0.846  118.843618   \n",
       "9       2017-11-01 19:11:59    0.0  0.000 -0.468 -0.828  118.843618   \n",
       "10      2017-11-01 19:12:00    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "11      2017-11-01 19:12:01    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "12      2017-11-01 19:12:02    0.0  0.000 -0.504 -0.846  118.843618   \n",
       "13      2017-11-01 19:12:03    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "14      2017-11-01 19:12:04    0.0  0.000 -0.468 -0.846  118.843618   \n",
       "15      2017-11-01 19:12:05    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "16      2017-11-01 19:12:06    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "17      2017-11-01 19:12:07    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "18      2017-11-01 19:12:08    0.0  0.000 -0.504 -0.846  118.843618   \n",
       "19      2017-11-01 19:12:09    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "20      2017-11-01 19:12:10    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "21      2017-11-01 19:12:11    0.0  0.000 -0.468 -0.846  118.843618   \n",
       "22      2017-11-01 19:12:12    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "23      2017-11-01 19:12:13    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "24      2017-11-01 19:12:14    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "25      2017-11-01 19:12:15    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "26      2017-11-01 19:12:16    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "27      2017-11-01 19:12:17    0.0  0.000 -0.468 -0.828  118.843618   \n",
       "28      2017-11-01 19:12:18    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "29      2017-11-01 19:12:19    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "...                     ...    ...    ...    ...    ...         ...   \n",
       "518249  2017-11-07 19:09:19    4.5  0.000 -0.522 -0.810  119.532445   \n",
       "518250  2017-11-07 19:09:20    2.3  0.000 -0.504 -0.828  119.532440   \n",
       "518251  2017-11-07 19:09:21    0.0  0.000 -0.468 -0.828  119.532445   \n",
       "518252  2017-11-07 19:09:22    0.0  0.000 -0.468 -0.828  119.532445   \n",
       "518253  2017-11-07 19:09:23    0.0  0.000 -0.468 -0.828  119.532446   \n",
       "518254  2017-11-07 19:09:24    0.0  0.000 -0.468 -0.846  119.532446   \n",
       "518255  2017-11-07 19:09:25    0.0  0.000 -0.468 -0.846  119.532446   \n",
       "518256  2017-11-07 19:09:26    0.0  0.000 -0.450 -0.846  119.532446   \n",
       "518257  2017-11-07 19:09:27    0.0  0.000 -0.486 -0.846  119.532446   \n",
       "518258  2017-11-07 19:09:28    0.0  0.000 -0.450 -0.864  119.532446   \n",
       "518259  2017-11-07 19:09:29    0.0  0.000 -0.468 -0.846  119.532446   \n",
       "518260  2017-11-07 19:09:30    0.0  0.000 -0.468 -0.828  119.532446   \n",
       "518261  2017-11-07 19:09:31    0.0  0.000 -0.468 -0.828  119.532446   \n",
       "518262  2017-11-07 19:09:32    0.0  0.000 -0.450 -0.846  119.532446   \n",
       "518263  2017-11-07 19:09:33    0.0  0.000 -0.450 -0.846  119.532446   \n",
       "518264  2017-11-07 19:09:34    0.0  0.000 -0.468 -0.846  119.532446   \n",
       "518265  2017-11-07 19:09:35    0.0  0.000 -0.468 -0.828  119.532446   \n",
       "518266  2017-11-07 19:09:36    0.0  0.000 -0.450 -0.846  119.532446   \n",
       "518267  2017-11-07 19:09:37    0.0  0.000 -0.504 -0.810  119.532446   \n",
       "518268  2017-11-07 19:09:38    0.0  0.000 -0.468 -0.846  119.532446   \n",
       "518269  2017-11-07 19:09:39    0.0  0.000 -0.468 -0.828  119.532446   \n",
       "518270  2017-11-07 19:09:40    0.0  0.000 -0.450 -0.828  119.532446   \n",
       "518271  2017-11-07 19:09:41    0.0  0.000 -0.468 -0.828  119.532446   \n",
       "518272  2017-11-07 19:09:42    0.0  0.000 -0.468 -0.846  119.532446   \n",
       "518273  2017-11-07 19:09:43    0.0  0.000 -0.468 -0.846  119.532446   \n",
       "518274  2017-11-07 19:09:44    0.0  0.000 -0.450 -0.864  119.532446   \n",
       "518275  2017-11-07 19:09:45    0.0  0.000 -0.450 -0.828  119.532446   \n",
       "518276  2017-11-07 19:09:46    0.0 -0.054 -0.450 -0.846  119.532446   \n",
       "518277  2017-11-07 19:09:47    0.0  0.000 -0.432 -0.846  119.532446   \n",
       "518278  2017-11-07 19:09:48    0.0  0.000 -0.396 -0.882  119.532446   \n",
       "\n",
       "               纬度  发动机转速  扭矩百分比   瞬时油耗  油门踏板开度     空燃比  发动机负荷百分比  进气流量  \n",
       "0       25.317833  750.0   18.0  59.80   0.000  0.1466      23.0  2.37  \n",
       "1       25.317833  750.0   18.0  54.75   0.000  0.1466      23.0  2.17  \n",
       "2       25.317833  750.0   18.0  57.27   0.000  0.1466      22.0  2.27  \n",
       "3       25.317833  750.0   18.0  58.78   0.000  0.1466      23.0  2.33  \n",
       "4       25.317833  750.0   18.0  58.28   0.000  0.1471      22.0  2.31  \n",
       "5       25.317833  750.0   18.0  56.77   0.000  0.1454      22.0  2.25  \n",
       "6       25.317833  750.0   18.0  56.77   0.000  0.1454      22.0  2.25  \n",
       "7       25.317833  750.0   18.0  54.00   0.000  0.1455      23.0  2.14  \n",
       "8       25.317833  750.0   18.0  55.51   0.000  0.1471      23.0  2.20  \n",
       "9       25.317833  750.0   18.0  57.77   0.000  0.1471      23.0  2.29  \n",
       "10      25.317833  750.0   18.0  61.06   0.000  0.1471      23.0  2.42  \n",
       "11      25.317833  737.0   19.0  60.80   0.000  0.1470      24.0  2.41  \n",
       "12      25.317833  712.0   19.0  60.04   0.000  0.1470      25.0  2.38  \n",
       "13      25.317833  750.0   18.0  56.26   0.000  0.1470      24.0  2.23  \n",
       "14      25.317833  750.0   18.0  60.55   0.000  0.1469      24.0  2.40  \n",
       "15      25.317833  750.0   18.0  60.30   0.000  0.1469      24.0  2.39  \n",
       "16      25.317833  750.0   18.0  61.06   0.000  0.1468      24.0  2.42  \n",
       "17      25.317833  737.0   18.0  59.29   0.000  0.1454      24.0  2.35  \n",
       "18      25.317833  750.0   19.0  60.80   0.000  0.1455      24.0  2.41  \n",
       "19      25.317833  750.0   18.0  59.80   0.000  0.1456      24.0  2.37  \n",
       "20      25.317833  737.0   19.0  60.80   0.000  0.1471      24.0  2.41  \n",
       "21      25.317833  750.0   19.0  59.80   0.000  0.1470      24.0  2.37  \n",
       "22      25.317833  750.0   19.0  57.53   0.000  0.1470      25.0  2.28  \n",
       "23      25.317833  737.0   18.0  59.04   0.000  0.1470      24.0  2.34  \n",
       "24      25.317833  750.0   18.0  62.06   0.000  0.1469      24.0  2.46  \n",
       "25      25.317833  750.0   18.0  61.31   0.000  0.1468      24.0  2.43  \n",
       "26      25.317833  737.0   19.0  60.55   0.000  0.1468      24.0  2.40  \n",
       "27      25.317833  750.0   19.0  61.06   0.000  0.1455      24.0  2.42  \n",
       "28      25.317833  750.0   18.0  58.53   0.000  0.1455      24.0  2.32  \n",
       "29      25.317833  737.0   19.0  63.08   0.000  0.1456      24.0  2.50  \n",
       "...           ...    ...    ...    ...     ...     ...       ...   ...  \n",
       "518249  26.203191  650.0   21.0  55.00   0.000  0.1458      27.0  2.18  \n",
       "518250  26.203186  612.0   21.0  54.24   0.000  0.1458      27.0  2.15  \n",
       "518251  26.203186  662.0   21.0  54.00   0.000  0.1458      27.0  2.14  \n",
       "518252  26.203188  637.0   21.0  55.75   0.000  0.1458      27.0  2.21  \n",
       "518253  26.203186  625.0   21.0  52.98   0.000  0.1458      27.0  2.10  \n",
       "518254  26.203186  650.0   21.0  57.77   0.000  0.1458      27.0  2.29  \n",
       "518255  26.203186  625.0   21.0  58.78   0.000  0.1458      26.0  2.33  \n",
       "518256  26.203186  637.0   21.0  57.53   0.000  0.1458      27.0  2.28  \n",
       "518257  26.203186  650.0   21.0  55.24   0.000  0.1458      27.0  2.19  \n",
       "518258  26.203186  625.0   21.0  53.73   0.000  0.1458      27.0  2.13  \n",
       "518259  26.203186  650.0   21.0  54.75   0.000  0.1458      27.0  2.17  \n",
       "518260  26.203186  637.0   21.0  58.28   0.000  0.1458      27.0  2.31  \n",
       "518261  26.203186  612.0   21.0  61.31   0.000  0.1458      27.0  2.43  \n",
       "518262  26.203186  662.0   21.0  60.30   0.000  0.1458      27.0  2.39  \n",
       "518263  26.203186  612.0   21.0  53.49   0.000  0.1458      27.0  2.12  \n",
       "518264  26.203186  650.0   21.0  53.73   0.000  0.1458      27.0  2.13  \n",
       "518265  26.203186  637.0   21.0  54.75   0.000  0.1458      27.0  2.17  \n",
       "518266  26.203186  625.0   21.0  57.77   0.000  0.1458      27.0  2.29  \n",
       "518267  26.203186  650.0   21.0  54.24   0.000  0.1458      27.0  2.15  \n",
       "518268  26.203186  625.0   21.0  61.06   0.000  0.1458      27.0  2.42  \n",
       "518269  26.203186  637.0   21.0  59.53   0.000  0.1458      27.0  2.36  \n",
       "518270  26.203186  650.0   21.0  53.73   0.000  0.1458      27.0  2.13  \n",
       "518271  26.203186  625.0   21.0  54.49   0.000  0.1458      27.0  2.16  \n",
       "518272  26.203186  650.0   21.0  59.04   0.000  0.1458      26.0  2.34  \n",
       "518273  26.203186  637.0   21.0  55.24   0.000  0.1458      26.0  2.19  \n",
       "518274  26.203186  637.0   20.0  53.49   0.000  0.1458      26.0  2.12  \n",
       "518275  26.203186  637.0   20.0  56.26   0.000  0.1458      26.0  2.23  \n",
       "518276  26.203186  637.0   20.0  55.24   0.000  0.1458      26.0  2.19  \n",
       "518277  26.203186  637.0   21.0  57.02   0.000  0.1458      26.0  2.26  \n",
       "518278  26.203186  700.0   23.0   0.29   0.065  0.1454      29.0  3.02  \n",
       "\n",
       "[160234 rows x 14 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 删除索引列\n",
    "gole.drop(['index'],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 保存最终文件\n",
    "gole.to_csv('./handel/file2.csv',encoding='utf-8', index=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "145825"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 原数据条数\n",
    "n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "160234"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 插入后数据条数\n",
    "len(gole)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 识别怠速片段"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import datetime\n",
    "import numpy as np\n",
    "\n",
    "data = pd.read_csv('./handel/file2.csv')\n",
    "X = data['发动机转速']\n",
    "V = data['GPS车速']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>时间</th>\n",
       "      <th>GPS车速</th>\n",
       "      <th>X轴加速度</th>\n",
       "      <th>Y轴加速度</th>\n",
       "      <th>Z轴加速度</th>\n",
       "      <th>经度</th>\n",
       "      <th>纬度</th>\n",
       "      <th>发动机转速</th>\n",
       "      <th>扭矩百分比</th>\n",
       "      <th>瞬时油耗</th>\n",
       "      <th>油门踏板开度</th>\n",
       "      <th>空燃比</th>\n",
       "      <th>发动机负荷百分比</th>\n",
       "      <th>进气流量</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2017-11-01 19:11:50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>59.80</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2017-11-01 19:11:51</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>54.75</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2017-11-01 19:11:52</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.864</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>57.27</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>2017-11-01 19:11:53</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>58.78</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>2017-11-01 19:11:54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>58.28</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>2017-11-01 19:11:55</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>56.77</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1454</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>2017-11-01 19:11:56</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>56.77</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1454</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>2017-11-01 19:11:57</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>54.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1455</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>2017-11-01 19:11:58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>55.51</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>2017-11-01 19:11:59</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>57.77</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>2017-11-01 19:12:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>61.06</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>2017-11-01 19:12:01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>60.80</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>2017-11-01 19:12:02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.504</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>712.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>60.04</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>2017-11-01 19:12:03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>56.26</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>2017-11-01 19:12:04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>60.55</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>2017-11-01 19:12:05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>60.30</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>2017-11-01 19:12:06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>61.06</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>2017-11-01 19:12:07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>59.29</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1454</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>2017-11-01 19:12:08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.504</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>60.80</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1455</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>2017-11-01 19:12:09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>59.80</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1456</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>2017-11-01 19:12:10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>60.80</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>2017-11-01 19:12:11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>59.80</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>2017-11-01 19:12:12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>57.53</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>2017-11-01 19:12:13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>59.04</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>2017-11-01 19:12:14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>62.06</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>2017-11-01 19:12:15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>61.31</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>2017-11-01 19:12:16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>60.55</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>2017-11-01 19:12:17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>61.06</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1455</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>2017-11-01 19:12:18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>58.53</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1455</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>2017-11-01 19:12:19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>63.08</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1456</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.50</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160182</th>\n",
       "      <td>145773</td>\n",
       "      <td>2017-11-07 19:08:57</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.432</td>\n",
       "      <td>-0.864</td>\n",
       "      <td>119.532798</td>\n",
       "      <td>26.202801</td>\n",
       "      <td>612.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>49.69</td>\n",
       "      <td>0.025</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>25.0</td>\n",
       "      <td>1.97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160183</th>\n",
       "      <td>145774</td>\n",
       "      <td>2017-11-07 19:08:58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.414</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.532798</td>\n",
       "      <td>26.202801</td>\n",
       "      <td>700.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.26</td>\n",
       "      <td>0.055</td>\n",
       "      <td>0.1453</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.74</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160206</th>\n",
       "      <td>145797</td>\n",
       "      <td>2017-11-07 19:09:21</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532445</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>662.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>54.00</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160207</th>\n",
       "      <td>145798</td>\n",
       "      <td>2017-11-07 19:09:22</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532445</td>\n",
       "      <td>26.203188</td>\n",
       "      <td>637.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>55.75</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160208</th>\n",
       "      <td>145799</td>\n",
       "      <td>2017-11-07 19:09:23</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>625.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>52.98</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160209</th>\n",
       "      <td>145800</td>\n",
       "      <td>2017-11-07 19:09:24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>650.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>57.77</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160210</th>\n",
       "      <td>145801</td>\n",
       "      <td>2017-11-07 19:09:25</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>625.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>58.78</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160211</th>\n",
       "      <td>145802</td>\n",
       "      <td>2017-11-07 19:09:26</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>637.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>57.53</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160212</th>\n",
       "      <td>145803</td>\n",
       "      <td>2017-11-07 19:09:27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>650.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>55.24</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160213</th>\n",
       "      <td>145804</td>\n",
       "      <td>2017-11-07 19:09:28</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.864</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>625.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>53.73</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160214</th>\n",
       "      <td>145805</td>\n",
       "      <td>2017-11-07 19:09:29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>650.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>54.75</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160215</th>\n",
       "      <td>145806</td>\n",
       "      <td>2017-11-07 19:09:30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>637.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>58.28</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160216</th>\n",
       "      <td>145807</td>\n",
       "      <td>2017-11-07 19:09:31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>612.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>61.31</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160217</th>\n",
       "      <td>145808</td>\n",
       "      <td>2017-11-07 19:09:32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>662.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>60.30</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160218</th>\n",
       "      <td>145809</td>\n",
       "      <td>2017-11-07 19:09:33</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>612.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>53.49</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160219</th>\n",
       "      <td>145810</td>\n",
       "      <td>2017-11-07 19:09:34</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>650.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>53.73</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160220</th>\n",
       "      <td>145811</td>\n",
       "      <td>2017-11-07 19:09:35</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>637.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>54.75</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160221</th>\n",
       "      <td>145812</td>\n",
       "      <td>2017-11-07 19:09:36</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>625.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>57.77</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160222</th>\n",
       "      <td>145813</td>\n",
       "      <td>2017-11-07 19:09:37</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.504</td>\n",
       "      <td>-0.810</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>650.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>54.24</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160223</th>\n",
       "      <td>145814</td>\n",
       "      <td>2017-11-07 19:09:38</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>625.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>61.06</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160224</th>\n",
       "      <td>145815</td>\n",
       "      <td>2017-11-07 19:09:39</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>637.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>59.53</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160225</th>\n",
       "      <td>145816</td>\n",
       "      <td>2017-11-07 19:09:40</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>650.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>53.73</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160226</th>\n",
       "      <td>145817</td>\n",
       "      <td>2017-11-07 19:09:41</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>625.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>54.49</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>27.0</td>\n",
       "      <td>2.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160227</th>\n",
       "      <td>145818</td>\n",
       "      <td>2017-11-07 19:09:42</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>650.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>59.04</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160228</th>\n",
       "      <td>145819</td>\n",
       "      <td>2017-11-07 19:09:43</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>637.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>55.24</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160229</th>\n",
       "      <td>145820</td>\n",
       "      <td>2017-11-07 19:09:44</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.864</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>637.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>53.49</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160230</th>\n",
       "      <td>145821</td>\n",
       "      <td>2017-11-07 19:09:45</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>637.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>56.26</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160231</th>\n",
       "      <td>145822</td>\n",
       "      <td>2017-11-07 19:09:46</td>\n",
       "      <td>0.0</td>\n",
       "      <td>-0.054</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>637.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>55.24</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160232</th>\n",
       "      <td>145823</td>\n",
       "      <td>2017-11-07 19:09:47</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.432</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>637.0</td>\n",
       "      <td>21.0</td>\n",
       "      <td>57.02</td>\n",
       "      <td>0.000</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>26.0</td>\n",
       "      <td>2.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160233</th>\n",
       "      <td>145824</td>\n",
       "      <td>2017-11-07 19:09:48</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.396</td>\n",
       "      <td>-0.882</td>\n",
       "      <td>119.532446</td>\n",
       "      <td>26.203186</td>\n",
       "      <td>700.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>0.29</td>\n",
       "      <td>0.065</td>\n",
       "      <td>0.1454</td>\n",
       "      <td>29.0</td>\n",
       "      <td>3.02</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>32067 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "         index                   时间  GPS车速  X轴加速度  Y轴加速度  Z轴加速度          经度  \\\n",
       "0            0  2017-11-01 19:11:50    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "1            1  2017-11-01 19:11:51    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "2            2  2017-11-01 19:11:52    0.0  0.000 -0.468 -0.864  118.843618   \n",
       "3            3  2017-11-01 19:11:53    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "4            4  2017-11-01 19:11:54    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "5            5  2017-11-01 19:11:55    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "6            6  2017-11-01 19:11:56    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "7            7  2017-11-01 19:11:57    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "8            8  2017-11-01 19:11:58    0.0  0.000 -0.468 -0.846  118.843618   \n",
       "9            9  2017-11-01 19:11:59    0.0  0.000 -0.468 -0.828  118.843618   \n",
       "10          10  2017-11-01 19:12:00    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "11          11  2017-11-01 19:12:01    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "12          12  2017-11-01 19:12:02    0.0  0.000 -0.504 -0.846  118.843618   \n",
       "13          13  2017-11-01 19:12:03    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "14          14  2017-11-01 19:12:04    0.0  0.000 -0.468 -0.846  118.843618   \n",
       "15          15  2017-11-01 19:12:05    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "16          16  2017-11-01 19:12:06    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "17          17  2017-11-01 19:12:07    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "18          18  2017-11-01 19:12:08    0.0  0.000 -0.504 -0.846  118.843618   \n",
       "19          19  2017-11-01 19:12:09    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "20          20  2017-11-01 19:12:10    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "21          21  2017-11-01 19:12:11    0.0  0.000 -0.468 -0.846  118.843618   \n",
       "22          22  2017-11-01 19:12:12    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "23          23  2017-11-01 19:12:13    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "24          24  2017-11-01 19:12:14    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "25          25  2017-11-01 19:12:15    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "26          26  2017-11-01 19:12:16    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "27          27  2017-11-01 19:12:17    0.0  0.000 -0.468 -0.828  118.843618   \n",
       "28          28  2017-11-01 19:12:18    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "29          29  2017-11-01 19:12:19    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "...        ...                  ...    ...    ...    ...    ...         ...   \n",
       "160182  145773  2017-11-07 19:08:57    0.0  0.000 -0.432 -0.864  119.532798   \n",
       "160183  145774  2017-11-07 19:08:58    0.0  0.000 -0.414 -0.882  119.532798   \n",
       "160206  145797  2017-11-07 19:09:21    0.0  0.000 -0.468 -0.828  119.532445   \n",
       "160207  145798  2017-11-07 19:09:22    0.0  0.000 -0.468 -0.828  119.532445   \n",
       "160208  145799  2017-11-07 19:09:23    0.0  0.000 -0.468 -0.828  119.532446   \n",
       "160209  145800  2017-11-07 19:09:24    0.0  0.000 -0.468 -0.846  119.532446   \n",
       "160210  145801  2017-11-07 19:09:25    0.0  0.000 -0.468 -0.846  119.532446   \n",
       "160211  145802  2017-11-07 19:09:26    0.0  0.000 -0.450 -0.846  119.532446   \n",
       "160212  145803  2017-11-07 19:09:27    0.0  0.000 -0.486 -0.846  119.532446   \n",
       "160213  145804  2017-11-07 19:09:28    0.0  0.000 -0.450 -0.864  119.532446   \n",
       "160214  145805  2017-11-07 19:09:29    0.0  0.000 -0.468 -0.846  119.532446   \n",
       "160215  145806  2017-11-07 19:09:30    0.0  0.000 -0.468 -0.828  119.532446   \n",
       "160216  145807  2017-11-07 19:09:31    0.0  0.000 -0.468 -0.828  119.532446   \n",
       "160217  145808  2017-11-07 19:09:32    0.0  0.000 -0.450 -0.846  119.532446   \n",
       "160218  145809  2017-11-07 19:09:33    0.0  0.000 -0.450 -0.846  119.532446   \n",
       "160219  145810  2017-11-07 19:09:34    0.0  0.000 -0.468 -0.846  119.532446   \n",
       "160220  145811  2017-11-07 19:09:35    0.0  0.000 -0.468 -0.828  119.532446   \n",
       "160221  145812  2017-11-07 19:09:36    0.0  0.000 -0.450 -0.846  119.532446   \n",
       "160222  145813  2017-11-07 19:09:37    0.0  0.000 -0.504 -0.810  119.532446   \n",
       "160223  145814  2017-11-07 19:09:38    0.0  0.000 -0.468 -0.846  119.532446   \n",
       "160224  145815  2017-11-07 19:09:39    0.0  0.000 -0.468 -0.828  119.532446   \n",
       "160225  145816  2017-11-07 19:09:40    0.0  0.000 -0.450 -0.828  119.532446   \n",
       "160226  145817  2017-11-07 19:09:41    0.0  0.000 -0.468 -0.828  119.532446   \n",
       "160227  145818  2017-11-07 19:09:42    0.0  0.000 -0.468 -0.846  119.532446   \n",
       "160228  145819  2017-11-07 19:09:43    0.0  0.000 -0.468 -0.846  119.532446   \n",
       "160229  145820  2017-11-07 19:09:44    0.0  0.000 -0.450 -0.864  119.532446   \n",
       "160230  145821  2017-11-07 19:09:45    0.0  0.000 -0.450 -0.828  119.532446   \n",
       "160231  145822  2017-11-07 19:09:46    0.0 -0.054 -0.450 -0.846  119.532446   \n",
       "160232  145823  2017-11-07 19:09:47    0.0  0.000 -0.432 -0.846  119.532446   \n",
       "160233  145824  2017-11-07 19:09:48    0.0  0.000 -0.396 -0.882  119.532446   \n",
       "\n",
       "               纬度  发动机转速  扭矩百分比   瞬时油耗  油门踏板开度     空燃比  发动机负荷百分比  进气流量  \n",
       "0       25.317833  750.0   18.0  59.80   0.000  0.1466      23.0  2.37  \n",
       "1       25.317833  750.0   18.0  54.75   0.000  0.1466      23.0  2.17  \n",
       "2       25.317833  750.0   18.0  57.27   0.000  0.1466      22.0  2.27  \n",
       "3       25.317833  750.0   18.0  58.78   0.000  0.1466      23.0  2.33  \n",
       "4       25.317833  750.0   18.0  58.28   0.000  0.1471      22.0  2.31  \n",
       "5       25.317833  750.0   18.0  56.77   0.000  0.1454      22.0  2.25  \n",
       "6       25.317833  750.0   18.0  56.77   0.000  0.1454      22.0  2.25  \n",
       "7       25.317833  750.0   18.0  54.00   0.000  0.1455      23.0  2.14  \n",
       "8       25.317833  750.0   18.0  55.51   0.000  0.1471      23.0  2.20  \n",
       "9       25.317833  750.0   18.0  57.77   0.000  0.1471      23.0  2.29  \n",
       "10      25.317833  750.0   18.0  61.06   0.000  0.1471      23.0  2.42  \n",
       "11      25.317833  737.0   19.0  60.80   0.000  0.1470      24.0  2.41  \n",
       "12      25.317833  712.0   19.0  60.04   0.000  0.1470      25.0  2.38  \n",
       "13      25.317833  750.0   18.0  56.26   0.000  0.1470      24.0  2.23  \n",
       "14      25.317833  750.0   18.0  60.55   0.000  0.1469      24.0  2.40  \n",
       "15      25.317833  750.0   18.0  60.30   0.000  0.1469      24.0  2.39  \n",
       "16      25.317833  750.0   18.0  61.06   0.000  0.1468      24.0  2.42  \n",
       "17      25.317833  737.0   18.0  59.29   0.000  0.1454      24.0  2.35  \n",
       "18      25.317833  750.0   19.0  60.80   0.000  0.1455      24.0  2.41  \n",
       "19      25.317833  750.0   18.0  59.80   0.000  0.1456      24.0  2.37  \n",
       "20      25.317833  737.0   19.0  60.80   0.000  0.1471      24.0  2.41  \n",
       "21      25.317833  750.0   19.0  59.80   0.000  0.1470      24.0  2.37  \n",
       "22      25.317833  750.0   19.0  57.53   0.000  0.1470      25.0  2.28  \n",
       "23      25.317833  737.0   18.0  59.04   0.000  0.1470      24.0  2.34  \n",
       "24      25.317833  750.0   18.0  62.06   0.000  0.1469      24.0  2.46  \n",
       "25      25.317833  750.0   18.0  61.31   0.000  0.1468      24.0  2.43  \n",
       "26      25.317833  737.0   19.0  60.55   0.000  0.1468      24.0  2.40  \n",
       "27      25.317833  750.0   19.0  61.06   0.000  0.1455      24.0  2.42  \n",
       "28      25.317833  750.0   18.0  58.53   0.000  0.1455      24.0  2.32  \n",
       "29      25.317833  737.0   19.0  63.08   0.000  0.1456      24.0  2.50  \n",
       "...           ...    ...    ...    ...     ...     ...       ...   ...  \n",
       "160182  26.202801  612.0   20.0  49.69   0.025  0.1458      25.0  1.97  \n",
       "160183  26.202801  700.0   21.0   0.26   0.055  0.1453      26.0  2.74  \n",
       "160206  26.203186  662.0   21.0  54.00   0.000  0.1458      27.0  2.14  \n",
       "160207  26.203188  637.0   21.0  55.75   0.000  0.1458      27.0  2.21  \n",
       "160208  26.203186  625.0   21.0  52.98   0.000  0.1458      27.0  2.10  \n",
       "160209  26.203186  650.0   21.0  57.77   0.000  0.1458      27.0  2.29  \n",
       "160210  26.203186  625.0   21.0  58.78   0.000  0.1458      26.0  2.33  \n",
       "160211  26.203186  637.0   21.0  57.53   0.000  0.1458      27.0  2.28  \n",
       "160212  26.203186  650.0   21.0  55.24   0.000  0.1458      27.0  2.19  \n",
       "160213  26.203186  625.0   21.0  53.73   0.000  0.1458      27.0  2.13  \n",
       "160214  26.203186  650.0   21.0  54.75   0.000  0.1458      27.0  2.17  \n",
       "160215  26.203186  637.0   21.0  58.28   0.000  0.1458      27.0  2.31  \n",
       "160216  26.203186  612.0   21.0  61.31   0.000  0.1458      27.0  2.43  \n",
       "160217  26.203186  662.0   21.0  60.30   0.000  0.1458      27.0  2.39  \n",
       "160218  26.203186  612.0   21.0  53.49   0.000  0.1458      27.0  2.12  \n",
       "160219  26.203186  650.0   21.0  53.73   0.000  0.1458      27.0  2.13  \n",
       "160220  26.203186  637.0   21.0  54.75   0.000  0.1458      27.0  2.17  \n",
       "160221  26.203186  625.0   21.0  57.77   0.000  0.1458      27.0  2.29  \n",
       "160222  26.203186  650.0   21.0  54.24   0.000  0.1458      27.0  2.15  \n",
       "160223  26.203186  625.0   21.0  61.06   0.000  0.1458      27.0  2.42  \n",
       "160224  26.203186  637.0   21.0  59.53   0.000  0.1458      27.0  2.36  \n",
       "160225  26.203186  650.0   21.0  53.73   0.000  0.1458      27.0  2.13  \n",
       "160226  26.203186  625.0   21.0  54.49   0.000  0.1458      27.0  2.16  \n",
       "160227  26.203186  650.0   21.0  59.04   0.000  0.1458      26.0  2.34  \n",
       "160228  26.203186  637.0   21.0  55.24   0.000  0.1458      26.0  2.19  \n",
       "160229  26.203186  637.0   20.0  53.49   0.000  0.1458      26.0  2.12  \n",
       "160230  26.203186  637.0   20.0  56.26   0.000  0.1458      26.0  2.23  \n",
       "160231  26.203186  637.0   20.0  55.24   0.000  0.1458      26.0  2.19  \n",
       "160232  26.203186  637.0   21.0  57.02   0.000  0.1458      26.0  2.26  \n",
       "160233  26.203186  700.0   23.0   0.29   0.065  0.1454      29.0  3.02  \n",
       "\n",
       "[32067 rows x 15 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 转数小于800且速度为0的静止点：怠速点\n",
    "dai_points = data[(V==0) & (X<=800)]\n",
    "dai_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 怠速点 下标\n",
    "dai_points_index = data[(V==0) & (X<=800)].index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([  0,   1,   2,   3,   4,   5,   6,   7,   8,   9,  10,  11,  12,\n",
       "             13,  14,  15,  16,  17,  18,  19,  20,  21,  22,  23,  24,  25,\n",
       "             26,  27,  28,  29,  30,  31,  32,  33,  34,  35,  36,  37,  38,\n",
       "             39,  40,  41,  42,  43,  44,  45,  46,  47,  48,  49,  50,  51,\n",
       "             52,  53,  54,  55,  56,  57,  58,  59,  60,  61,  62,  63,  64,\n",
       "             65,  66,  67,  68,  69,  70,  71,  72,  73,  74,  75,  76,  77,\n",
       "             78,  79,  80,  81,  82,  83,  84,  85,  86,  87,  96,  97,  98,\n",
       "             99, 100, 101, 102, 103, 104, 105, 106, 107],\n",
       "           dtype='int64')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dai_points_index[:100]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Int64Index([108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120,\n",
       "            121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 131, 132, 133,\n",
       "            134, 135, 136, 137, 138, 139, 140, 141, 142, 143, 144, 145, 146,\n",
       "            147, 148, 149, 150, 151, 152, 153, 154, 155, 156, 157],\n",
       "           dtype='int64')"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "dai_points_index[100:150]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 算法 进行怠速区间划分\n",
    "\n",
    "# 整体区间列表，元素为tuple(consistant，left, right)\n",
    "# 若是连续区间,则consistant为True\n",
    "idling_list = []\n",
    "j = 1\n",
    "n = 0 \n",
    "for i in range(len(dai_points_index)-1):\n",
    "    delt = dai_points_index[j] - dai_points_index[i]\n",
    "    if delt>1.0:\n",
    "        # 保存连续怠速区间下标\n",
    "        idling_list.append((True, dai_points_index[i-n], dai_points_index[i]))\n",
    "        \n",
    "        # 保存不连续的怠速区间下标\n",
    "        idling_list.append((False, dai_points_index[i], dai_points_index[j]))\n",
    "        \n",
    "        n = 0\n",
    "    else:\n",
    "        n = n + 1 \n",
    "    j = j + 1    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
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       " (False, 46738, 46740),\n",
       " (True, 46740, 46740),\n",
       " (False, 46740, 46742),\n",
       " (True, 46742, 46752),\n",
       " (False, 46752, 46754),\n",
       " (True, 46754, 46756),\n",
       " (False, 46756, 46766),\n",
       " (True, 46766, 46766),\n",
       " (False, 46766, 46772),\n",
       " (True, 46772, 46774),\n",
       " (False, 46774, 46776),\n",
       " (True, 46776, 46782),\n",
       " (False, 46782, 46784),\n",
       " (True, 46784, 46786),\n",
       " (False, 46786, 46788),\n",
       " (True, 46788, 46797),\n",
       " (False, 46797, 46799),\n",
       " (True, 46799, 46802),\n",
       " (False, 46802, 47173),\n",
       " (True, 47173, 47176),\n",
       " (False, 47176, 47430),\n",
       " (True, 47430, 47435),\n",
       " (False, 47435, 47437),\n",
       " (True, 47437, 47453),\n",
       " (False, 47453, 47455),\n",
       " (True, 47455, 47456),\n",
       " (False, 47456, 47458),\n",
       " (True, 47458, 47458),\n",
       " (False, 47458, 47460),\n",
       " (True, 47460, 47466),\n",
       " (False, 47466, 47478),\n",
       " (True, 47478, 47479),\n",
       " (False, 47479, 47481),\n",
       " (True, 47481, 47483),\n",
       " (False, 47483, 47488),\n",
       " (True, 47488, 47488),\n",
       " (False, 47488, 47507),\n",
       " (True, 47507, 47507),\n",
       " (False, 47507, 47533),\n",
       " (True, 47533, 47545),\n",
       " (False, 47545, 47561),\n",
       " (True, 47561, 47561),\n",
       " (False, 47561, 47563),\n",
       " (True, 47563, 47575),\n",
       " (False, 47575, 47577),\n",
       " ...]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "idling_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "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>index</th>\n",
       "      <th>时间</th>\n",
       "      <th>GPS车速</th>\n",
       "      <th>X轴加速度</th>\n",
       "      <th>Y轴加速度</th>\n",
       "      <th>Z轴加速度</th>\n",
       "      <th>经度</th>\n",
       "      <th>纬度</th>\n",
       "      <th>发动机转速</th>\n",
       "      <th>扭矩百分比</th>\n",
       "      <th>瞬时油耗</th>\n",
       "      <th>油门踏板开度</th>\n",
       "      <th>空燃比</th>\n",
       "      <th>发动机负荷百分比</th>\n",
       "      <th>进气流量</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>2017-11-01 19:11:50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>59.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2017-11-01 19:11:51</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>54.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>2017-11-01 19:11:52</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.864</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>57.27</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>2017-11-01 19:11:53</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>58.78</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1466</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>2017-11-01 19:11:54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>58.28</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5</td>\n",
       "      <td>2017-11-01 19:11:55</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>56.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1454</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>6</td>\n",
       "      <td>2017-11-01 19:11:56</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>56.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1454</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>7</td>\n",
       "      <td>2017-11-01 19:11:57</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>54.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1455</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>2017-11-01 19:11:58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>55.51</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>9</td>\n",
       "      <td>2017-11-01 19:11:59</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>57.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>10</td>\n",
       "      <td>2017-11-01 19:12:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>61.06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>11</td>\n",
       "      <td>2017-11-01 19:12:01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>60.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>2017-11-01 19:12:02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.504</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>712.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>60.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>13</td>\n",
       "      <td>2017-11-01 19:12:03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>56.26</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>14</td>\n",
       "      <td>2017-11-01 19:12:04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>60.55</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>15</td>\n",
       "      <td>2017-11-01 19:12:05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>60.30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>16</td>\n",
       "      <td>2017-11-01 19:12:06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>61.06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>17</td>\n",
       "      <td>2017-11-01 19:12:07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>59.29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1454</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>18</td>\n",
       "      <td>2017-11-01 19:12:08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.504</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>60.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1455</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>19</td>\n",
       "      <td>2017-11-01 19:12:09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>59.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1456</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20</td>\n",
       "      <td>2017-11-01 19:12:10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>60.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>21</td>\n",
       "      <td>2017-11-01 19:12:11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>59.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>22</td>\n",
       "      <td>2017-11-01 19:12:12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>57.53</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>25.0</td>\n",
       "      <td>2.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>23</td>\n",
       "      <td>2017-11-01 19:12:13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>59.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>24</td>\n",
       "      <td>2017-11-01 19:12:14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>62.06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>25</td>\n",
       "      <td>2017-11-01 19:12:15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>61.31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>26</td>\n",
       "      <td>2017-11-01 19:12:16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>60.55</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>27</td>\n",
       "      <td>2017-11-01 19:12:17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>61.06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1455</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>28</td>\n",
       "      <td>2017-11-01 19:12:18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>58.53</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1455</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>29</td>\n",
       "      <td>2017-11-01 19:12:19</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>63.08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1456</td>\n",
       "      <td>24.0</td>\n",
       "      <td>2.50</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>66</td>\n",
       "      <td>2017-11-01 19:12:56</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>54.49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>67</td>\n",
       "      <td>2017-11-01 19:12:57</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>58.78</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>68</td>\n",
       "      <td>2017-11-01 19:12:58</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>54.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1454</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>69</td>\n",
       "      <td>2017-11-01 19:12:59</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>53.49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1454</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>70</td>\n",
       "      <td>2017-11-01 19:13:00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>58.78</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1455</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>71</td>\n",
       "      <td>2017-11-01 19:13:01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>57.53</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1456</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>72</td>\n",
       "      <td>2017-11-01 19:13:02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>59.29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1456</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>73</td>\n",
       "      <td>2017-11-01 19:13:03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>56.26</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1457</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>74</td>\n",
       "      <td>2017-11-01 19:13:04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>55.24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1457</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>75</td>\n",
       "      <td>2017-11-01 19:13:05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>54.75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1457</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>76</td>\n",
       "      <td>2017-11-01 19:13:06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>55.51</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1457</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>77</td>\n",
       "      <td>2017-11-01 19:13:07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>59.29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>78</td>\n",
       "      <td>2017-11-01 19:13:08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>58.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1458</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>79</td>\n",
       "      <td>2017-11-01 19:13:09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.504</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>56.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1459</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>80</td>\n",
       "      <td>2017-11-01 19:13:10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>59.29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>81</td>\n",
       "      <td>2017-11-01 19:13:11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>54.49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1471</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>82</td>\n",
       "      <td>2017-11-01 19:13:12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>59.80</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>83</td>\n",
       "      <td>2017-11-01 19:13:13</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>54.49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>84</td>\n",
       "      <td>2017-11-01 19:13:14</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>58.78</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1470</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>85</td>\n",
       "      <td>2017-11-01 19:13:15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>57.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>22.0</td>\n",
       "      <td>2.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>86</td>\n",
       "      <td>2017-11-01 19:13:16</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>57.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>87</td>\n",
       "      <td>2017-11-01 19:13:17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317833</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>55.51</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>88</td>\n",
       "      <td>2017-11-01 19:13:18</td>\n",
       "      <td>1.4</td>\n",
       "      <td>-0.054</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843606</td>\n",
       "      <td>25.317780</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>59.53</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>89</td>\n",
       "      <td>2017-11-01 19:13:19</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843618</td>\n",
       "      <td>25.317773</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>58.53</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>90</td>\n",
       "      <td>2017-11-01 19:13:20</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843628</td>\n",
       "      <td>25.317768</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>56.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1469</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>91</td>\n",
       "      <td>2017-11-01 19:13:21</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843636</td>\n",
       "      <td>25.317763</td>\n",
       "      <td>737.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>58.53</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>92</td>\n",
       "      <td>2017-11-01 19:13:22</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843643</td>\n",
       "      <td>25.317760</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>59.53</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>93</td>\n",
       "      <td>2017-11-01 19:13:23</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.468</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843646</td>\n",
       "      <td>25.317755</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>55.24</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>94</td>\n",
       "      <td>2017-11-01 19:13:24</td>\n",
       "      <td>1.8</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.486</td>\n",
       "      <td>-0.846</td>\n",
       "      <td>118.843648</td>\n",
       "      <td>25.317751</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>56.77</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>95</td>\n",
       "      <td>2017-11-01 19:13:25</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.000</td>\n",
       "      <td>-0.450</td>\n",
       "      <td>-0.828</td>\n",
       "      <td>118.843639</td>\n",
       "      <td>25.317755</td>\n",
       "      <td>750.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>59.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.1468</td>\n",
       "      <td>23.0</td>\n",
       "      <td>2.34</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>96 rows × 15 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    index                   时间  GPS车速  X轴加速度  Y轴加速度  Z轴加速度          经度  \\\n",
       "0       0  2017-11-01 19:11:50    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "1       1  2017-11-01 19:11:51    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "2       2  2017-11-01 19:11:52    0.0  0.000 -0.468 -0.864  118.843618   \n",
       "3       3  2017-11-01 19:11:53    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "4       4  2017-11-01 19:11:54    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "5       5  2017-11-01 19:11:55    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "6       6  2017-11-01 19:11:56    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "7       7  2017-11-01 19:11:57    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "8       8  2017-11-01 19:11:58    0.0  0.000 -0.468 -0.846  118.843618   \n",
       "9       9  2017-11-01 19:11:59    0.0  0.000 -0.468 -0.828  118.843618   \n",
       "10     10  2017-11-01 19:12:00    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "11     11  2017-11-01 19:12:01    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "12     12  2017-11-01 19:12:02    0.0  0.000 -0.504 -0.846  118.843618   \n",
       "13     13  2017-11-01 19:12:03    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "14     14  2017-11-01 19:12:04    0.0  0.000 -0.468 -0.846  118.843618   \n",
       "15     15  2017-11-01 19:12:05    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "16     16  2017-11-01 19:12:06    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "17     17  2017-11-01 19:12:07    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "18     18  2017-11-01 19:12:08    0.0  0.000 -0.504 -0.846  118.843618   \n",
       "19     19  2017-11-01 19:12:09    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "20     20  2017-11-01 19:12:10    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "21     21  2017-11-01 19:12:11    0.0  0.000 -0.468 -0.846  118.843618   \n",
       "22     22  2017-11-01 19:12:12    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "23     23  2017-11-01 19:12:13    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "24     24  2017-11-01 19:12:14    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "25     25  2017-11-01 19:12:15    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "26     26  2017-11-01 19:12:16    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "27     27  2017-11-01 19:12:17    0.0  0.000 -0.468 -0.828  118.843618   \n",
       "28     28  2017-11-01 19:12:18    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "29     29  2017-11-01 19:12:19    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "..    ...                  ...    ...    ...    ...    ...         ...   \n",
       "66     66  2017-11-01 19:12:56    0.0  0.000 -0.468 -0.846  118.843618   \n",
       "67     67  2017-11-01 19:12:57    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "68     68  2017-11-01 19:12:58    0.0  0.000 -0.468 -0.846  118.843618   \n",
       "69     69  2017-11-01 19:12:59    0.0  0.000 -0.468 -0.828  118.843618   \n",
       "70     70  2017-11-01 19:13:00    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "71     71  2017-11-01 19:13:01    0.0  0.000 -0.468 -0.828  118.843618   \n",
       "72     72  2017-11-01 19:13:02    0.0  0.000 -0.468 -0.846  118.843618   \n",
       "73     73  2017-11-01 19:13:03    0.0  0.000 -0.468 -0.846  118.843618   \n",
       "74     74  2017-11-01 19:13:04    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "75     75  2017-11-01 19:13:05    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "76     76  2017-11-01 19:13:06    0.0  0.000 -0.468 -0.828  118.843618   \n",
       "77     77  2017-11-01 19:13:07    0.0  0.000 -0.468 -0.846  118.843618   \n",
       "78     78  2017-11-01 19:13:08    0.0  0.000 -0.468 -0.828  118.843618   \n",
       "79     79  2017-11-01 19:13:09    0.0  0.000 -0.504 -0.846  118.843618   \n",
       "80     80  2017-11-01 19:13:10    0.0  0.000 -0.468 -0.846  118.843618   \n",
       "81     81  2017-11-01 19:13:11    0.0  0.000 -0.468 -0.846  118.843618   \n",
       "82     82  2017-11-01 19:13:12    0.0  0.000 -0.468 -0.846  118.843618   \n",
       "83     83  2017-11-01 19:13:13    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "84     84  2017-11-01 19:13:14    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "85     85  2017-11-01 19:13:15    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "86     86  2017-11-01 19:13:16    0.0  0.000 -0.486 -0.846  118.843618   \n",
       "87     87  2017-11-01 19:13:17    0.0  0.000 -0.486 -0.828  118.843618   \n",
       "88     88  2017-11-01 19:13:18    1.4 -0.054 -0.486 -0.846  118.843606   \n",
       "89     89  2017-11-01 19:13:19    1.5  0.000 -0.486 -0.846  118.843618   \n",
       "90     90  2017-11-01 19:13:20    1.6  0.000 -0.486 -0.846  118.843628   \n",
       "91     91  2017-11-01 19:13:21    1.7  0.000 -0.468 -0.846  118.843636   \n",
       "92     92  2017-11-01 19:13:22    1.8  0.000 -0.486 -0.828  118.843643   \n",
       "93     93  2017-11-01 19:13:23    1.8  0.000 -0.468 -0.828  118.843646   \n",
       "94     94  2017-11-01 19:13:24    1.8  0.000 -0.486 -0.846  118.843648   \n",
       "95     95  2017-11-01 19:13:25    1.5  0.000 -0.450 -0.828  118.843639   \n",
       "\n",
       "           纬度  发动机转速  扭矩百分比   瞬时油耗  油门踏板开度     空燃比  发动机负荷百分比  进气流量  \n",
       "0   25.317833  750.0   18.0  59.80     0.0  0.1466      23.0  2.37  \n",
       "1   25.317833  750.0   18.0  54.75     0.0  0.1466      23.0  2.17  \n",
       "2   25.317833  750.0   18.0  57.27     0.0  0.1466      22.0  2.27  \n",
       "3   25.317833  750.0   18.0  58.78     0.0  0.1466      23.0  2.33  \n",
       "4   25.317833  750.0   18.0  58.28     0.0  0.1471      22.0  2.31  \n",
       "5   25.317833  750.0   18.0  56.77     0.0  0.1454      22.0  2.25  \n",
       "6   25.317833  750.0   18.0  56.77     0.0  0.1454      22.0  2.25  \n",
       "7   25.317833  750.0   18.0  54.00     0.0  0.1455      23.0  2.14  \n",
       "8   25.317833  750.0   18.0  55.51     0.0  0.1471      23.0  2.20  \n",
       "9   25.317833  750.0   18.0  57.77     0.0  0.1471      23.0  2.29  \n",
       "10  25.317833  750.0   18.0  61.06     0.0  0.1471      23.0  2.42  \n",
       "11  25.317833  737.0   19.0  60.80     0.0  0.1470      24.0  2.41  \n",
       "12  25.317833  712.0   19.0  60.04     0.0  0.1470      25.0  2.38  \n",
       "13  25.317833  750.0   18.0  56.26     0.0  0.1470      24.0  2.23  \n",
       "14  25.317833  750.0   18.0  60.55     0.0  0.1469      24.0  2.40  \n",
       "15  25.317833  750.0   18.0  60.30     0.0  0.1469      24.0  2.39  \n",
       "16  25.317833  750.0   18.0  61.06     0.0  0.1468      24.0  2.42  \n",
       "17  25.317833  737.0   18.0  59.29     0.0  0.1454      24.0  2.35  \n",
       "18  25.317833  750.0   19.0  60.80     0.0  0.1455      24.0  2.41  \n",
       "19  25.317833  750.0   18.0  59.80     0.0  0.1456      24.0  2.37  \n",
       "20  25.317833  737.0   19.0  60.80     0.0  0.1471      24.0  2.41  \n",
       "21  25.317833  750.0   19.0  59.80     0.0  0.1470      24.0  2.37  \n",
       "22  25.317833  750.0   19.0  57.53     0.0  0.1470      25.0  2.28  \n",
       "23  25.317833  737.0   18.0  59.04     0.0  0.1470      24.0  2.34  \n",
       "24  25.317833  750.0   18.0  62.06     0.0  0.1469      24.0  2.46  \n",
       "25  25.317833  750.0   18.0  61.31     0.0  0.1468      24.0  2.43  \n",
       "26  25.317833  737.0   19.0  60.55     0.0  0.1468      24.0  2.40  \n",
       "27  25.317833  750.0   19.0  61.06     0.0  0.1455      24.0  2.42  \n",
       "28  25.317833  750.0   18.0  58.53     0.0  0.1455      24.0  2.32  \n",
       "29  25.317833  737.0   19.0  63.08     0.0  0.1456      24.0  2.50  \n",
       "..        ...    ...    ...    ...     ...     ...       ...   ...  \n",
       "66  25.317833  737.0   18.0  54.49     0.0  0.1471      23.0  2.16  \n",
       "67  25.317833  737.0   18.0  58.78     0.0  0.1470      23.0  2.33  \n",
       "68  25.317833  750.0   18.0  54.75     0.0  0.1454      23.0  2.17  \n",
       "69  25.317833  750.0   18.0  53.49     0.0  0.1454      22.0  2.12  \n",
       "70  25.317833  750.0   18.0  58.78     0.0  0.1455      23.0  2.33  \n",
       "71  25.317833  737.0   18.0  57.53     0.0  0.1456      23.0  2.28  \n",
       "72  25.317833  737.0   18.0  59.29     0.0  0.1456      23.0  2.35  \n",
       "73  25.317833  750.0   18.0  56.26     0.0  0.1457      23.0  2.23  \n",
       "74  25.317833  750.0   18.0  55.24     0.0  0.1457      23.0  2.19  \n",
       "75  25.317833  750.0   18.0  54.75     0.0  0.1457      22.0  2.17  \n",
       "76  25.317833  750.0   18.0  55.51     0.0  0.1457      22.0  2.20  \n",
       "77  25.317833  737.0   18.0  59.29     0.0  0.1458      22.0  2.35  \n",
       "78  25.317833  750.0   18.0  58.02     0.0  0.1458      22.0  2.30  \n",
       "79  25.317833  750.0   18.0  56.77     0.0  0.1459      22.0  2.25  \n",
       "80  25.317833  737.0   18.0  59.29     0.0  0.1471      23.0  2.35  \n",
       "81  25.317833  750.0   18.0  54.49     0.0  0.1471      23.0  2.16  \n",
       "82  25.317833  750.0   18.0  59.80     0.0  0.1470      23.0  2.37  \n",
       "83  25.317833  737.0   18.0  54.49     0.0  0.1470      23.0  2.16  \n",
       "84  25.317833  737.0   18.0  58.78     0.0  0.1470      23.0  2.33  \n",
       "85  25.317833  737.0   18.0  57.02     0.0  0.1469      22.0  2.26  \n",
       "86  25.317833  737.0   18.0  57.77     0.0  0.1469      23.0  2.29  \n",
       "87  25.317833  750.0   18.0  55.51     0.0  0.1469      23.0  2.20  \n",
       "88  25.317780  737.0   18.0  59.53     0.0  0.1469      23.0  2.36  \n",
       "89  25.317773  737.0   18.0  58.53     0.0  0.1469      23.0  2.32  \n",
       "90  25.317768  737.0   18.0  56.00     0.0  0.1469      23.0  2.22  \n",
       "91  25.317763  737.0   18.0  58.53     0.0  0.1468      23.0  2.32  \n",
       "92  25.317760  750.0   18.0  59.53     0.0  0.1468      23.0  2.36  \n",
       "93  25.317755  750.0   18.0  55.24     0.0  0.1468      23.0  2.19  \n",
       "94  25.317751  750.0   18.0  56.77     0.0  0.1468      23.0  2.25  \n",
       "95  25.317755  750.0   18.0  59.04     0.0  0.1468      23.0  2.34  \n",
       "\n",
       "[96 rows x 15 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 验证\n",
    "data[0:96]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 删除所有长度大于180s的怠速区间\n",
    "def delete_three(idlings):\n",
    "    res = []\n",
    "    for tu in idlings:\n",
    "        if (tu[2] - tu[1]) <= 180:\n",
    "            res.append(tu)\n",
    "    return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 判断不连续怠速区间 是否有速度超过10km/h的点,若有则False\n",
    "def check_idling(tu):\n",
    "    # 不是怠速区间\n",
    "    if np.max(V[tu[1]:tu[2]+1]) > 10.0:\n",
    "        return False\n",
    "    else:\n",
    "        return True"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "idling_scale = delete_three(idling_list)\n",
    "result_list = []\n",
    "for tu in idling_scale:\n",
    "    # 连续怠速区间 直接加入\n",
    "    if tu[0]:\n",
    "        result_list.append(tu)\n",
    "    # 对不连续的怠速区间进行判断\n",
    "    else:\n",
    "        if check_idling(tu):\n",
    "            result_list.append(tu)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
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       " (True, 38231, 38232),\n",
       " (True, 38470, 38504),\n",
       " (True, 38925, 38927),\n",
       " (False, 38927, 38929),\n",
       " (True, 38929, 38934),\n",
       " (True, 39545, 39606),\n",
       " (True, 39693, 39693),\n",
       " (False, 39693, 39701),\n",
       " (True, 39701, 39711),\n",
       " (False, 39711, 39719),\n",
       " (True, 39719, 39735),\n",
       " (True, 40859, 40859),\n",
       " (False, 40859, 40904),\n",
       " (True, 40904, 41046),\n",
       " (False, 41046, 41053),\n",
       " (True, 41053, 41232),\n",
       " (False, 41232, 41304),\n",
       " (True, 41304, 41321),\n",
       " (True, 41607, 41612),\n",
       " (True, 41785, 41791),\n",
       " (False, 41791, 41793),\n",
       " (True, 41793, 41794),\n",
       " (False, 41794, 41797),\n",
       " (True, 41797, 41803),\n",
       " (False, 41803, 41805),\n",
       " (True, 41805, 41805),\n",
       " (False, 41805, 41807),\n",
       " (True, 41807, 41807),\n",
       " (False, 41807, 41811),\n",
       " (True, 41811, 41820),\n",
       " (False, 41820, 41827),\n",
       " (True, 41827, 41828),\n",
       " (False, 41828, 41831),\n",
       " (True, 41831, 41842),\n",
       " (False, 41842, 41847),\n",
       " (True, 41847, 41857),\n",
       " (False, 41857, 41861),\n",
       " (True, 41861, 41863),\n",
       " (False, 41863, 41865),\n",
       " (True, 41865, 41872),\n",
       " (False, 41872, 41878),\n",
       " (True, 41878, 41882),\n",
       " (False, 41882, 41886),\n",
       " (True, 41886, 41888),\n",
       " (False, 41888, 41893),\n",
       " (True, 41893, 41894),\n",
       " (False, 41894, 41896),\n",
       " (True, 41896, 41896),\n",
       " (True, 41972, 41984),\n",
       " (False, 41984, 41987),\n",
       " (True, 41987, 41988),\n",
       " (False, 41988, 41990),\n",
       " (True, 41990, 41997),\n",
       " (False, 41997, 41999),\n",
       " (True, 41999, 42003),\n",
       " (False, 42003, 42005),\n",
       " (True, 42005, 42005),\n",
       " (False, 42005, 42007),\n",
       " (True, 42007, 42008),\n",
       " (False, 42008, 42014),\n",
       " (True, 42014, 42018),\n",
       " (False, 42018, 42020),\n",
       " (True, 42020, 42020),\n",
       " (False, 42020, 42025),\n",
       " (True, 42025, 42026),\n",
       " (False, 42026, 42028),\n",
       " (True, 42028, 42030),\n",
       " (True, 42351, 42354),\n",
       " (False, 42354, 42358),\n",
       " (True, 42358, 42366),\n",
       " (True, 42435, 42438),\n",
       " (True, 42692, 42695),\n",
       " (False, 42695, 42697),\n",
       " (True, 42697, 42698),\n",
       " (True, 42815, 42816),\n",
       " (False, 42816, 42820),\n",
       " (True, 42820, 42830),\n",
       " (False, 42830, 42834),\n",
       " (True, 42834, 42834),\n",
       " (False, 42834, 42839),\n",
       " (True, 42839, 42842),\n",
       " (True, 42932, 42935),\n",
       " (True, 43610, 43612),\n",
       " (False, 43612, 43614),\n",
       " (True, 43614, 43640),\n",
       " (False, 43640, 43642),\n",
       " (True, 43642, 43652),\n",
       " (False, 43652, 43654),\n",
       " (True, 43654, 43656),\n",
       " (False, 43656, 43658),\n",
       " (True, 43658, 43661),\n",
       " (True, 43761, 43765),\n",
       " (True, 43822, 43829),\n",
       " (True, 43964, 43966),\n",
       " (True, 44057, 44061),\n",
       " (True, 44226, 44231),\n",
       " (True, 44317, 44318),\n",
       " (True, 44337, 44338),\n",
       " (False, 44338, 44345),\n",
       " (True, 44345, 44346),\n",
       " (False, 44346, 44348),\n",
       " (True, 44348, 44348),\n",
       " (False, 44348, 44366),\n",
       " (True, 44366, 44366),\n",
       " (False, 44366, 44375),\n",
       " (True, 44375, 44376),\n",
       " (True, 44402, 44403),\n",
       " (False, 44403, 44405),\n",
       " (True, 44405, 44405),\n",
       " (True, 44437, 44437),\n",
       " (False, 44437, 44439),\n",
       " (True, 44439, 44441),\n",
       " (True, 44447, 44449),\n",
       " (False, 44449, 44451),\n",
       " (True, 44451, 44451),\n",
       " (False, 44451, 44453),\n",
       " (True, 44453, 44453),\n",
       " (True, 44455, 44455),\n",
       " (False, 44455, 44457),\n",
       " (True, 44457, 44457),\n",
       " (False, 44457, 44459),\n",
       " (True, 44459, 44459),\n",
       " (False, 44459, 44464),\n",
       " (True, 44464, 44464),\n",
       " (False, 44464, 44478),\n",
       " (True, 44478, 44478),\n",
       " (False, 44478, 44480),\n",
       " (True, 44480, 44480),\n",
       " (False, 44480, 44482),\n",
       " (True, 44482, 44482),\n",
       " (True, 44484, 44484),\n",
       " (False, 44484, 44486),\n",
       " (True, 44486, 44486),\n",
       " (True, 44626, 44627),\n",
       " (True, 44630, 44630),\n",
       " (True, 44632, 44634),\n",
       " (True, 44636, 44646),\n",
       " (False, 44646, 44648),\n",
       " (True, 44648, 44662),\n",
       " (False, 44662, 44664),\n",
       " (True, 44664, 44667),\n",
       " (False, 44667, 44671),\n",
       " (True, 44671, 44681),\n",
       " (False, 44681, 44685),\n",
       " (True, 44685, 44707),\n",
       " (False, 44707, 44709),\n",
       " (True, 44709, 44711),\n",
       " (False, 44711, 44713),\n",
       " (True, 44713, 44739),\n",
       " (False, 44739, 44741),\n",
       " (True, 44741, 44755),\n",
       " (False, 44755, 44757),\n",
       " (True, 44757, 44759),\n",
       " (False, 44759, 44761),\n",
       " (True, 44761, 44773),\n",
       " (True, 44782, 44782),\n",
       " (True, 45544, 45544),\n",
       " (False, 45544, 45546),\n",
       " (True, 45546, 45546),\n",
       " (True, 45548, 45548),\n",
       " (False, 45548, 45561),\n",
       " (True, 45561, 45562),\n",
       " (True, 45570, 45572),\n",
       " (False, 45572, 45574),\n",
       " (True, 45574, 45574),\n",
       " (False, 45574, 45589),\n",
       " (True, 45589, 45589),\n",
       " (False, 45589, 45606),\n",
       " (True, 45606, 45609),\n",
       " (False, 45609, 45611),\n",
       " (True, 45611, 45612),\n",
       " (False, 45612, 45633),\n",
       " (True, 45633, 45635),\n",
       " (False, 45635, 45641),\n",
       " (True, 45641, 45645),\n",
       " (False, 45645, 45658),\n",
       " (True, 45658, 45667),\n",
       " (False, 45667, 45669),\n",
       " (True, 45669, 45669),\n",
       " (False, 45669, 45671),\n",
       " (True, 45671, 45673),\n",
       " (False, 45673, 45675),\n",
       " (True, 45675, 45675),\n",
       " (False, 45675, 45677),\n",
       " (True, 45677, 45679),\n",
       " (False, 45679, 45681),\n",
       " (True, 45681, 45684),\n",
       " (False, 45684, 45691),\n",
       " (True, 45691, 45693),\n",
       " (False, 45693, 45695),\n",
       " (True, 45695, 45696),\n",
       " (False, 45696, 45701),\n",
       " (True, 45701, 45701),\n",
       " (False, 45701, 45703),\n",
       " (True, 45703, 45711),\n",
       " (False, 45711, 45713),\n",
       " (True, 45713, 45713),\n",
       " (False, 45713, 45715),\n",
       " (True, 45715, 45717),\n",
       " (False, 45717, 45721),\n",
       " (True, 45721, 45721),\n",
       " (False, 45721, 45723),\n",
       " (True, 45723, 45723),\n",
       " (False, 45723, 45727),\n",
       " (True, 45727, 45727),\n",
       " (False, 45727, 45740),\n",
       " (True, 45740, 45740),\n",
       " (False, 45740, 45744),\n",
       " (True, 45744, 45746),\n",
       " (False, 45746, 45749),\n",
       " (True, 45749, 45751),\n",
       " (False, 45751, 45753),\n",
       " (True, 45753, 45753),\n",
       " (True, 46090, 46093),\n",
       " (False, 46093, 46095),\n",
       " (True, 46095, 46096),\n",
       " (False, 46096, 46099),\n",
       " (True, 46099, 46100),\n",
       " (False, 46100, 46102),\n",
       " (True, 46102, 46102),\n",
       " (False, 46102, 46106),\n",
       " (True, 46106, 46110),\n",
       " (False, 46110, 46119),\n",
       " (True, 46119, 46120),\n",
       " (True, 46188, 46190),\n",
       " (True, 46192, 46193),\n",
       " (True, 46426, 46426),\n",
       " (True, 46428, 46430),\n",
       " (True, 46441, 46457),\n",
       " (False, 46457, 46462),\n",
       " (True, 46462, 46463),\n",
       " (False, 46463, 46465),\n",
       " (True, 46465, 46479),\n",
       " (True, 46601, 46601),\n",
       " (False, 46601, 46603),\n",
       " (True, 46603, 46606),\n",
       " (True, 46728, 46728),\n",
       " (True, 46732, 46732),\n",
       " (True, 46736, 46738),\n",
       " (False, 46738, 46740),\n",
       " (True, 46740, 46740),\n",
       " (False, 46740, 46742),\n",
       " (True, 46742, 46752),\n",
       " (False, 46752, 46754),\n",
       " (True, 46754, 46756),\n",
       " (False, 46756, 46766),\n",
       " (True, 46766, 46766),\n",
       " (False, 46766, 46772),\n",
       " (True, 46772, 46774),\n",
       " (False, 46774, 46776),\n",
       " (True, 46776, 46782),\n",
       " (False, 46782, 46784),\n",
       " (True, 46784, 46786),\n",
       " (False, 46786, 46788),\n",
       " (True, 46788, 46797),\n",
       " (False, 46797, 46799),\n",
       " (True, 46799, 46802),\n",
       " (True, 47173, 47176),\n",
       " (True, 47430, 47435),\n",
       " (True, 47437, 47453),\n",
       " (False, 47453, 47455),\n",
       " (True, 47455, 47456),\n",
       " (False, 47456, 47458),\n",
       " (True, 47458, 47458),\n",
       " (False, 47458, 47460),\n",
       " (True, 47460, 47466),\n",
       " (False, 47466, 47478),\n",
       " (True, 47478, 47479),\n",
       " (False, 47479, 47481),\n",
       " (True, 47481, 47483),\n",
       " (False, 47483, 47488),\n",
       " (True, 47488, 47488),\n",
       " (True, 47507, 47507),\n",
       " (False, 47507, 47533),\n",
       " (True, 47533, 47545),\n",
       " (False, 47545, 47561),\n",
       " (True, 47561, 47561),\n",
       " (False, 47561, 47563),\n",
       " (True, 47563, 47575),\n",
       " (False, 47575, 47577),\n",
       " (True, 47577, 47577),\n",
       " (False, 47577, 47595),\n",
       " (True, 47595, 47597),\n",
       " (False, 47597, 47604),\n",
       " (True, 47604, 47605),\n",
       " (False, 47605, 47608),\n",
       " (True, 47608, 47610),\n",
       " (False, 47610, 47616),\n",
       " (True, 47616, 47617),\n",
       " (False, 47617, 47620),\n",
       " (True, 47620, 47623),\n",
       " (False, 47623, 47625),\n",
       " (True, 47625, 47629),\n",
       " (False, 47629, 47661),\n",
       " (True, 47661, 47662),\n",
       " (False, 47662, 47664),\n",
       " (True, 47664, 47666),\n",
       " (False, 47666, 47668),\n",
       " (True, 47668, 47670),\n",
       " (True, 47917, 47923),\n",
       " (False, 47923, 47925),\n",
       " (True, 47925, 47927),\n",
       " (True, 47943, 47949),\n",
       " (True, 47996, 48001),\n",
       " (False, 48001, 48003),\n",
       " (True, 48003, 48005),\n",
       " (True, 48247, 48249),\n",
       " (True, 48252, 48254),\n",
       " (False, 48254, 48257),\n",
       " (True, 48257, 48258),\n",
       " (True, 48260, 48272),\n",
       " (False, 48272, 48274),\n",
       " (True, 48274, 48305),\n",
       " (False, 48305, 48307),\n",
       " (True, 48307, 48331),\n",
       " (False, 48331, 48333),\n",
       " (True, 48333, 48335),\n",
       " (False, 48335, 48337),\n",
       " (True, 48337, 48355),\n",
       " (False, 48355, 48357),\n",
       " (True, 48357, 48357),\n",
       " (False, 48357, 48359),\n",
       " (True, 48359, 48359),\n",
       " (False, 48359, 48361),\n",
       " (True, 48361, 48361),\n",
       " (False, 48361, 48363),\n",
       " (True, 48363, 48363),\n",
       " (False, 48363, 48365),\n",
       " (True, 48365, 48365),\n",
       " (False, 48365, 48367),\n",
       " (True, 48367, 48367),\n",
       " (False, 48367, 48369),\n",
       " (True, 48369, 48369),\n",
       " (False, 48369, 48371),\n",
       " (True, 48371, 48371),\n",
       " (False, 48371, 48373),\n",
       " (True, 48373, 48377),\n",
       " (False, 48377, 48379),\n",
       " (True, 48379, 48379),\n",
       " (False, 48379, 48381),\n",
       " (True, 48381, 48385),\n",
       " (False, 48385, 48387),\n",
       " (True, 48387, 48391),\n",
       " (False, 48391, 48393),\n",
       " (True, 48393, 48393),\n",
       " (False, 48393, 48395),\n",
       " (True, 48395, 48395),\n",
       " (False, 48395, 48397),\n",
       " (True, 48397, 48397),\n",
       " (False, 48397, 48399),\n",
       " (True, 48399, 48413),\n",
       " (False, 48413, 48419),\n",
       " (True, 48419, 48419),\n",
       " (False, 48419, 48438),\n",
       " (True, 48438, 48444),\n",
       " (False, 48444, 48446),\n",
       " (True, 48446, 48448),\n",
       " (False, 48448, 48480),\n",
       " (True, 48480, 48493),\n",
       " (False, 48493, 48495),\n",
       " (True, 48495, 48496),\n",
       " (True, 48621, 48629),\n",
       " (False, 48629, 48635),\n",
       " (True, 48635, 48646),\n",
       " (False, 48646, 48648),\n",
       " (True, 48648, 48651),\n",
       " (False, 48651, 48653),\n",
       " (True, 48653, 48678),\n",
       " (True, 48786, 48792),\n",
       " (False, 48792, 48798),\n",
       " (True, 48798, 48800),\n",
       " (False, 48800, 48804),\n",
       " (True, 48804, 48807),\n",
       " (True, 49079, 49080),\n",
       " (True, 49082, 49082),\n",
       " (True, 49084, 49088),\n",
       " (False, 49088, 49098),\n",
       " (True, 49098, 49100),\n",
       " (False, 49100, 49103),\n",
       " (True, 49103, 49107),\n",
       " (False, 49107, 49111),\n",
       " (True, 49111, 49114),\n",
       " (False, 49114, 49117),\n",
       " (True, 49117, 49118),\n",
       " (True, 49365, 49394),\n",
       " (True, 50040, 50063),\n",
       " (False, 50063, 50065),\n",
       " (True, 50065, 50089),\n",
       " (True, 50316, 50324),\n",
       " (False, 50324, 50326),\n",
       " (True, 50326, 50326),\n",
       " (True, 50726, 50727),\n",
       " (True, 50897, 50897),\n",
       " (True, 51091, 51133),\n",
       " (True, 51461, 51471),\n",
       " (True, 51772, 51801),\n",
       " (False, 51801, 51803),\n",
       " (True, 51803, 51809),\n",
       " (False, 51809, 51812),\n",
       " (True, 51812, 51812),\n",
       " (True, 52072, 52073),\n",
       " (False, 52073, 52076),\n",
       " (True, 52076, 52078),\n",
       " (False, 52078, 52081),\n",
       " (True, 52081, 52084),\n",
       " (False, 52084, 52088),\n",
       " (True, 52088, 52089),\n",
       " (False, 52089, 52092),\n",
       " (True, 52092, 52096),\n",
       " (False, 52096, 52102),\n",
       " (True, 52102, 52106),\n",
       " (False, 52106, 52109),\n",
       " (True, 52109, 52110),\n",
       " (False, 52110, 52112),\n",
       " (True, 52112, 52112),\n",
       " (False, 52112, 52114),\n",
       " (True, 52114, 52114),\n",
       " (False, 52114, 52118),\n",
       " (True, 52118, 52122),\n",
       " (False, 52122, 52127),\n",
       " (True, 52127, 52129),\n",
       " (False, 52129, 52132),\n",
       " (True, 52132, 52132),\n",
       " (False, 52132, 52137),\n",
       " (True, 52137, 52139),\n",
       " (False, 52139, 52141),\n",
       " (True, 52141, 52146),\n",
       " (False, 52146, 52148),\n",
       " (True, 52148, 52150),\n",
       " (False, 52150, 52153),\n",
       " (True, 52153, 52157),\n",
       " (True, 52210, 52218),\n",
       " (False, 52218, 52220),\n",
       " (True, 52220, 52248),\n",
       " (True, 52559, 52560),\n",
       " (False, 52560, 52562),\n",
       " (True, 52562, 52564),\n",
       " (False, 52564, 52574),\n",
       " (True, 52574, 52577),\n",
       " (False, 52577, 52579),\n",
       " (True, 52579, 52584),\n",
       " (False, 52584, 52586),\n",
       " (True, 52586, 52586),\n",
       " (False, 52586, 52588),\n",
       " (True, 52588, 52588),\n",
       " (True, 52605, 52605),\n",
       " (False, 52605, 52610),\n",
       " (True, 52610, 52612),\n",
       " (False, 52612, 52614),\n",
       " (True, 52614, 52614),\n",
       " (False, 52614, 52744),\n",
       " (True, 52744, 52745),\n",
       " (False, 52745, 52749),\n",
       " (True, 52749, 52749),\n",
       " (False, 52749, 52751),\n",
       " (True, 52751, 52751),\n",
       " (True, 52755, 52757),\n",
       " (True, 52811, 52811),\n",
       " (False, 52811, 52816),\n",
       " (True, 52816, 52828),\n",
       " (False, 52828, 52830),\n",
       " (True, 52830, 52830),\n",
       " (False, 52830, 52832),\n",
       " (True, 52832, 52832),\n",
       " (False, 52832, 52836),\n",
       " (True, 52836, 52838),\n",
       " (False, 52838, 52841),\n",
       " (True, 52841, 52842),\n",
       " (False, 52842, 52844),\n",
       " (True, 52844, 52844),\n",
       " (True, 52875, 52875),\n",
       " (False, 52875, 52877),\n",
       " (True, 52877, 52882),\n",
       " (False, 52882, 52884),\n",
       " (True, 52884, 52884),\n",
       " (False, 52884, 52886),\n",
       " (True, 52886, 52890),\n",
       " (False, 52890, 52920),\n",
       " (True, 52920, 52922),\n",
       " (False, 52922, 52924),\n",
       " (True, 52924, 52924),\n",
       " (False, 52924, 52931),\n",
       " (True, 52931, 52943),\n",
       " ...]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 最终怠速区间\n",
    "result_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4038"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 原始怠速区间\n",
    "len(idling_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3840"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 去掉>180\n",
    "len(idling_scale)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3202"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 去掉<10km/h，最终怠速区间\n",
    "len(result_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 绘制第一段运动学片段"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "x = np.arange(98)\n",
    "plt.plot(x,V[0:98])\n",
    "plt.savefig('./sport_fragment.jpg')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 上面不理想,绘制第二段\n",
    "import matplotlib.pyplot as plt\n",
    "x = np.arange(96,761)\n",
    "plt.plot(x,V[96:761])\n",
    "plt.rcParams['font.sans-serif'] = ['simHei'] \n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.savefig('./sport_fragment2.jpg', dpi=1080)\n",
    "plt.ylabel(u\"时速 km/h\")\n",
    "plt.xlabel(u\"时间 s\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3201"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(a_v_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "x = np.arange(0,192)\n",
    "plt.plot(x,V[0:192])\n",
    "plt.rcParams['font.sans-serif'] = ['simHei'] \n",
    "plt.rcParams['axes.unicode_minus'] = False\n",
    "plt.ylabel(u\"时速 km/h\")\n",
    "plt.xlabel(u\"时间 s\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "a_v_list = []\n",
    "a_s_list = []\n",
    "a_plus_list = []\n",
    "a_mis_list = []\n",
    "idling_rate_list = []\n",
    "a_pos_list = []\n",
    "a_neg_list = []\n",
    "v_std_list = []\n",
    "a_std_list = []\n",
    "\n",
    "for i in range(len(result_list)-1):\n",
    "    end_tu = result_list[i+1]\n",
    "    start_tu = result_list[i]\n",
    "    \n",
    "    # 怠速区间[idling_start,idling_end]\n",
    "    idling_start = start_tu[1]\n",
    "    idling_end = start_tu[2]\n",
    "    \n",
    "    # 运动学片段区间[idling_start,idling_end]\n",
    "    fragment_start = idling_start\n",
    "    fragment_end = end_tu[1]\n",
    "    \n",
    "    # 全区间时间点长度\n",
    "    all_length = fragment_end - fragment_start + 1\n",
    "    \n",
    "    # 怠速区间时间点个数\n",
    "    idling_length = idling_end - idling_start + 1\n",
    "    \n",
    "    # 平均速度\n",
    "    a_v = np.mean(V[fragment_start:fragment_end+1])\n",
    "    a_v_list.append(a_v)\n",
    "    # 平均行驶速度\n",
    "    a_s = np.mean(V[idling_end:fragment_end+1])\n",
    "    a_s_list.append(a_s)\n",
    "    \n",
    "    \n",
    "    # 全区间加速度\n",
    "    a_list = A[fragment_start:fragment_end+1]\n",
    "    # 全区间加速度\n",
    "    a_jia = a_list[a_list>=0]\n",
    "    # 全区间减速度\n",
    "    a_jian = a_list[a_list<0]\n",
    "    \n",
    "    # 平均加速度\n",
    "    a_plus = np.sum(a_jia) / all_length\n",
    "    a_plus_list.append(a_plus)\n",
    "    \n",
    "    # 平均减速度\n",
    "    a_mis = np.sum(a_jian) / all_length\n",
    "    a_mis_list.append(a_mis)\n",
    "    \n",
    "    # 怠速时间比\n",
    "    idling_rate = idling_length / all_length\n",
    "    idling_rate_list.append(idling_rate)\n",
    "    \n",
    "    # 加速时间比\n",
    "    a_pos = len(a_jia) / all_length\n",
    "    a_pos_list.append(a_pos)\n",
    "    \n",
    "    # 减速时间比\n",
    "    a_neg = len(a_jian) / all_length\n",
    "    a_neg_list.append(a_neg)\n",
    "    \n",
    "    # 速度标准差\n",
    "    v_std = np.std(V[fragment_start:fragment_end+1])\n",
    "    v_std_list.append(v_std)\n",
    "    \n",
    "    # 加速度标准差\n",
    "    a_std = np.std(a_jia)\n",
    "    a_std_list.append(a_std)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.32863510283591413"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "prepare_pca = pd.DataFrame({\n",
    "    '平均速度': a_v_list,\n",
    "    '平均行驶速度': a_s_list,\n",
    "    '平均加速度': a_plus_list,\n",
    "    '平均减速度': a_mis_list,\n",
    "    '怠速时间比': idling_rate_list,\n",
    "    '加速时间比': a_pos_list,\n",
    "    '减速时间比': a_neg_list,\n",
    "    '速度标准差': v_std_list,\n",
    "    '加速度标准差': a_std_list\n",
    "})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "prepare_pca.to_csv('prepare_pca.csv', index=0)"
   ]
  }
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