load_data.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import json\n",
    "import seaborn as sns; sns.set()\n",
    "from matplotlib import pyplot as plt\n",
    "\n",
    "plt.ioff()\n",
    "\n",
    "pd.set_option(\"display.max_columns\", 1000)\n",
    "pd.set_option(\"display.max_rows\", 1000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Đường dẫn đến file Data chứa các thông tin của xe bus."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 337,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/data/ebms/feed/businfo\n",
      "/data/ebms/feed/businfo/2020\n",
      "/data/ebms/feed/businfo/2020/03\n",
      "/data/ebms/feed/businfo/2020/03/10\n",
      "/data/ebms/feed/businfo/2020/03/11\n",
      "/data/ebms/feed/businfo/2020/03/12\n",
      "/data/ebms/feed/businfo/2020/03/13\n",
      "/data/ebms/feed/businfo/2020/03/14\n",
      "/data/ebms/feed/businfo/2020/03/15\n",
      "/data/ebms/feed/businfo/2020/03/16\n",
      "/data/ebms/feed/businfo/2020/03/17\n",
      "/data/ebms/feed/businfo/2020/03/18\n",
      "/data/ebms/feed/businfo/2020/03/19\n",
      "/data/ebms/feed/businfo/2020/03/20\n",
      "/data/ebms/feed/businfo/2020/03/23\n",
      "/data/ebms/feed/businfo/2020/03/24\n",
      "/data/ebms/feed/businfo/2020/03/25\n",
      "/data/ebms/feed/businfo/2020/03/26\n",
      "/data/ebms/feed/businfo/2020/03/27\n",
      "/data/ebms/feed/businfo/2020/03/28\n",
      "/data/ebms/feed/businfo/2020/03/29\n",
      "/data/ebms/feed/businfo/2020/03/30\n",
      "/data/ebms/feed/businfo/2020/03/31\n",
      "/data/ebms/feed/businfo/2020/03/21\n",
      "/data/ebms/feed/businfo/2020/03/22\n",
      "/data/ebms/feed/businfo/2020/04\n",
      "/data/ebms/feed/businfo/2020/04/01\n",
      "/data/ebms/feed/businfo/2020/04/02\n",
      "/data/ebms/feed/businfo/2020/04/03\n",
      "/data/ebms/feed/businfo/2020/04/04\n",
      "/data/ebms/feed/businfo/2020/04/05\n",
      "/data/ebms/feed/businfo/2020/04/06\n",
      "/data/ebms/feed/businfo/2020/04/07\n",
      "/data/ebms/feed/businfo/2020/04/08\n",
      "/data/ebms/feed/businfo/2020/04/09\n",
      "/data/ebms/feed/businfo/2020/04/10\n",
      "/data/ebms/feed/businfo/2020/04/11\n",
      "/data/ebms/feed/businfo/2020/04/12\n",
      "/data/ebms/feed/businfo/2020/04/13\n",
      "/data/ebms/feed/businfo/2020/04/14\n",
      "/data/ebms/feed/businfo/2020/04/15\n",
      "/data/ebms/feed/businfo/2020/04/16\n",
      "/data/ebms/feed/businfo/2020/04/17\n",
      "/data/ebms/feed/businfo/2020/04/18\n",
      "/data/ebms/feed/businfo/2020/04/19\n",
      "/data/ebms/feed/businfo/2020/04/20\n",
      "/data/ebms/feed/businfo/2020/04/21\n",
      "/data/ebms/feed/businfo/2020/04/22\n",
      "/data/ebms/feed/businfo/2020/04/23\n",
      "/data/ebms/feed/businfo/2020/04/24\n",
      "/data/ebms/feed/businfo/2020/04/25\n",
      "/data/ebms/feed/businfo/2020/04/26\n",
      "/data/ebms/feed/businfo/2020/04/27\n",
      "/data/ebms/feed/businfo/2020/04/28\n",
      "/data/ebms/feed/businfo/2020/04/29\n",
      "/data/ebms/feed/businfo/2020/04/30\n",
      "/data/ebms/feed/businfo/2020/05\n",
      "/data/ebms/feed/businfo/2020/05/01\n",
      "/data/ebms/feed/businfo/2020/05/02\n",
      "/data/ebms/feed/businfo/2020/05/03\n",
      "/data/ebms/feed/businfo/2020/05/04\n",
      "/data/ebms/feed/businfo/2020/05/05\n",
      "/data/ebms/feed/businfo/2020/05/06\n",
      "/data/ebms/feed/businfo/2020/05/07\n",
      "/data/ebms/feed/businfo/2020/05/08\n",
      "/data/ebms/feed/businfo/2020/05/09\n",
      "/data/ebms/feed/businfo/2020/05/10\n",
      "/data/ebms/feed/businfo/2020/05/11\n",
      "/data/ebms/feed/businfo/2020/05/12\n",
      "/data/ebms/feed/businfo/2020/05/13\n",
      "/data/ebms/feed/businfo/2020/05/14\n",
      "/data/ebms/feed/businfo/2020/05/15\n",
      "/data/ebms/feed/businfo/2020/05/16\n",
      "/data/ebms/feed/businfo/2020/05/17\n",
      "/data/ebms/feed/businfo/2020/05/18\n",
      "/data/ebms/feed/businfo/2020/05/19\n",
      "/data/ebms/feed/businfo/2020/05/20\n",
      "/data/ebms/feed/businfo/2020/05/21\n",
      "/data/ebms/feed/businfo/2020/05/22\n",
      "/data/ebms/feed/businfo/2020/05/23\n",
      "/data/ebms/feed/businfo/2020/05/24\n",
      "/data/ebms/feed/businfo/2020/05/25\n",
      "/data/ebms/feed/businfo/2020/05/26\n",
      "/data/ebms/feed/businfo/2020/05/27\n",
      "/data/ebms/feed/businfo/2020/05/28\n",
      "/data/ebms/feed/businfo/2020/05/29\n",
      "/data/ebms/feed/businfo/2020/05/30\n",
      "/data/ebms/feed/businfo/2020/05/31\n",
      "/data/ebms/feed/businfo/2020/06\n",
      "/data/ebms/feed/businfo/2020/06/01\n",
      "/data/ebms/feed/businfo/2020/06/02\n",
      "/data/ebms/feed/businfo/2020/06/03\n",
      "/data/ebms/feed/businfo/2020/06/04\n",
      "/data/ebms/feed/businfo/2020/06/05\n",
      "/data/ebms/feed/businfo/2020/06/06\n",
      "/data/ebms/feed/businfo/2020/06/07\n",
      "/data/ebms/feed/businfo/2020/06/08\n",
      "/data/ebms/feed/businfo/2020/06/09\n",
      "/data/ebms/feed/businfo/2020/06/10\n",
      "/data/ebms/feed/businfo/2020/06/11\n",
      "/data/ebms/feed/businfo/2020/06/12\n",
      "/data/ebms/feed/businfo/2020/06/13\n",
      "/data/ebms/feed/businfo/2020/06/14\n",
      "/data/ebms/feed/businfo/2020/06/15\n",
      "/data/ebms/feed/businfo/2020/06/16\n",
      "/data/ebms/feed/businfo/2020/06/17\n",
      "/data/ebms/feed/businfo/2020/06/18\n",
      "/data/ebms/feed/businfo/2020/06/19\n",
      "/data/ebms/feed/businfo/2020/06/20\n",
      "/data/ebms/feed/businfo/2020/06/21\n",
      "/data/ebms/feed/businfo/2020/06/22\n",
      "/data/ebms/feed/businfo/2020/06/23\n",
      "/data/ebms/feed/businfo/2020/06/24\n",
      "/data/ebms/feed/businfo/2020/06/25\n",
      "/data/ebms/feed/businfo/2020/06/26\n",
      "/data/ebms/feed/businfo/2020/06/27\n",
      "/data/ebms/feed/businfo/2020/06/28\n",
      "/data/ebms/feed/businfo/2020/06/29\n",
      "/data/ebms/feed/businfo/2020/06/30\n",
      "/data/ebms/feed/businfo/2020/07\n",
      "/data/ebms/feed/businfo/2020/07/01\n",
      "/data/ebms/feed/businfo/2020/07/02\n",
      "/data/ebms/feed/businfo/2020/07/03\n",
      "/data/ebms/feed/businfo/2020/07/04\n",
      "/data/ebms/feed/businfo/2020/07/05\n",
      "/data/ebms/feed/businfo/2020/07/06\n",
      "/data/ebms/feed/businfo/2020/07/07\n",
      "/data/ebms/feed/businfo/2020/07/08\n",
      "/data/ebms/feed/businfo/2020/07/09\n",
      "/data/ebms/feed/businfo/2020/07/10\n",
      "/data/ebms/feed/businfo/2020/07/11\n",
      "/data/ebms/feed/businfo/2020/07/12\n",
      "/data/ebms/feed/businfo/2020/07/13\n",
      "/data/ebms/feed/businfo/2020/07/14\n",
      "/data/ebms/feed/businfo/2020/07/15\n",
      "/data/ebms/feed/businfo/2020/07/16\n",
      "/data/ebms/feed/businfo/2020/07/17\n",
      "/data/ebms/feed/businfo/2020/07/18\n",
      "/data/ebms/feed/businfo/2020/07/19\n",
      "/data/ebms/feed/businfo/2020/07/20\n",
      "/data/ebms/feed/businfo/2020/07/21\n",
      "/data/ebms/feed/businfo/2020/07/22\n",
      "/data/ebms/feed/businfo/2020/07/23\n",
      "/data/ebms/feed/businfo/2020/07/24\n",
      "/data/ebms/feed/businfo/2020/07/25\n",
      "/data/ebms/feed/businfo/2020/07/26\n",
      "/data/ebms/feed/businfo/2020/07/27\n",
      "/data/ebms/feed/businfo/2020/07/28\n",
      "/data/ebms/feed/businfo/2020/07/29\n",
      "/data/ebms/feed/businfo/2020/07/30\n",
      "/data/ebms/feed/businfo/2020/07/31\n",
      "/data/ebms/feed/businfo/2020/08\n",
      "/data/ebms/feed/businfo/2020/08/01\n",
      "/data/ebms/feed/businfo/2020/08/02\n",
      "/data/ebms/feed/businfo/2020/08/03\n",
      "/data/ebms/feed/businfo/2020/08/04\n",
      "/data/ebms/feed/businfo/2020/08/05\n",
      "/data/ebms/feed/businfo/2020/08/06\n",
      "/data/ebms/feed/businfo/2020/08/07\n",
      "/data/ebms/feed/businfo/2020/08/08\n",
      "/data/ebms/feed/businfo/2020/08/09\n",
      "/data/ebms/feed/businfo/2020/08/10\n",
      "/data/ebms/feed/businfo/2020/08/11\n",
      "/data/ebms/feed/businfo/2020/08/12\n",
      "/data/ebms/feed/businfo/2020/08/13\n",
      "/data/ebms/feed/businfo/2020/08/14\n",
      "/data/ebms/feed/businfo/2020/08/15\n",
      "/data/ebms/feed/businfo/2020/08/16\n",
      "/data/ebms/feed/businfo/2020/08/17\n",
      "/data/ebms/feed/businfo/2020/08/18\n",
      "/data/ebms/feed/businfo/2020/08/19\n",
      "/data/ebms/feed/businfo/2020/08/20\n",
      "/data/ebms/feed/businfo/2020/08/21\n",
      "/data/ebms/feed/businfo/2020/08/22\n",
      "/data/ebms/feed/businfo/2020/08/23\n",
      "/data/ebms/feed/businfo/2020/08/24\n",
      "/data/ebms/feed/businfo/2020/08/25\n",
      "/data/ebms/feed/businfo/2020/08/26\n",
      "/data/ebms/feed/businfo/2020/08/27\n",
      "/data/ebms/feed/businfo/2020/08/28\n",
      "/data/ebms/feed/businfo/2020/08/29\n",
      "/data/ebms/feed/businfo/2020/08/30\n",
      "/data/ebms/feed/businfo/2020/08/31\n",
      "/data/ebms/feed/businfo/2020/09\n",
      "/data/ebms/feed/businfo/2020/09/01\n",
      "/data/ebms/feed/businfo/2020/09/02\n",
      "/data/ebms/feed/businfo/2020/09/03\n",
      "/data/ebms/feed/businfo/2020/09/04\n",
      "/data/ebms/feed/businfo/2020/09/05\n",
      "/data/ebms/feed/businfo/2020/09/06\n",
      "/data/ebms/feed/businfo/2020/09/07\n",
      "/data/ebms/feed/businfo/2020/09/08\n",
      "/data/ebms/feed/businfo/2020/09/09\n",
      "/data/ebms/feed/businfo/2020/09/10\n",
      "/data/ebms/feed/businfo/2020/09/11\n",
      "/data/ebms/feed/businfo/2020/09/12\n",
      "/data/ebms/feed/businfo/2020/09/13\n",
      "/data/ebms/feed/businfo/2020/09/14\n",
      "/data/ebms/feed/businfo/2020/09/15\n",
      "/data/ebms/feed/businfo/2020/09/16\n",
      "/data/ebms/feed/businfo/2020/09/17\n",
      "/data/ebms/feed/businfo/2020/09/18\n",
      "/data/ebms/feed/businfo/2020/09/19\n",
      "/data/ebms/feed/businfo/2020/09/20\n",
      "/data/ebms/feed/businfo/2020/09/21\n",
      "/data/ebms/feed/businfo/2020/09/22\n",
      "/data/ebms/feed/businfo/2020/09/23\n",
      "/data/ebms/feed/businfo/2020/09/24\n",
      "/data/ebms/feed/businfo/2020/09/25\n",
      "/data/ebms/feed/businfo/2020/09/26\n",
      "/data/ebms/feed/businfo/2020/09/27\n",
      "/data/ebms/feed/businfo/2020/09/28\n",
      "/data/ebms/feed/businfo/2020/09/29\n",
      "/data/ebms/feed/businfo/2020/09/30\n",
      "/data/ebms/feed/businfo/2020/10\n",
      "/data/ebms/feed/businfo/2020/10/01\n",
      "/data/ebms/feed/businfo/2020/10/02\n",
      "/data/ebms/feed/businfo/2020/10/03\n",
      "/data/ebms/feed/businfo/2020/10/04\n",
      "/data/ebms/feed/businfo/2020/10/05\n",
      "/data/ebms/feed/businfo/2020/10/06\n",
      "/data/ebms/feed/businfo/2020/10/07\n",
      "/data/ebms/feed/businfo/2020/10/08\n",
      "/data/ebms/feed/businfo/2020/10/09\n",
      "/data/ebms/feed/businfo/2020/10/10\n",
      "/data/ebms/feed/businfo/2020/10/11\n",
      "/data/ebms/feed/businfo/2020/10/12\n",
      "/data/ebms/feed/businfo/2020/10/13\n",
      "/data/ebms/feed/businfo/2020/10/14\n",
      "/data/ebms/feed/businfo/2020/10/15\n",
      "/data/ebms/feed/businfo/2020/10/16\n",
      "/data/ebms/feed/businfo/2020/10/17\n",
      "/data/ebms/feed/businfo/2020/10/18\n",
      "/data/ebms/feed/businfo/2020/10/19\n",
      "/data/ebms/feed/businfo/2020/10/20\n",
      "/data/ebms/feed/businfo/2020/10/21\n",
      "/data/ebms/feed/businfo/2020/10/22\n",
      "/data/ebms/feed/businfo/2020/10/23\n",
      "/data/ebms/feed/businfo/2020/10/24\n",
      "/data/ebms/feed/businfo/2020/10/25\n",
      "/data/ebms/feed/businfo/2020/10/26\n",
      "/data/ebms/feed/businfo/2020/10/27\n",
      "/data/ebms/feed/businfo/2020/10/28\n",
      "/data/ebms/feed/businfo/2020/10/29\n",
      "/data/ebms/feed/businfo/2020/10/30\n",
      "/data/ebms/feed/businfo/2020/10/31\n",
      "/data/ebms/feed/businfo/2020/11\n",
      "/data/ebms/feed/businfo/2020/11/01\n",
      "/data/ebms/feed/businfo/2020/11/02\n",
      "/data/ebms/feed/businfo/2020/11/03\n",
      "/data/ebms/feed/businfo/2020/11/04\n",
      "/data/ebms/feed/businfo/2020/11/05\n",
      "/data/ebms/feed/businfo/2020/11/06\n",
      "/data/ebms/feed/businfo/2020/11/07\n",
      "/data/ebms/feed/businfo/2020/11/08\n",
      "/data/ebms/feed/businfo/2020/11/09\n",
      "/data/ebms/feed/businfo/2020/11/10\n",
      "/data/ebms/feed/businfo/2020/11/11\n",
      "/data/ebms/feed/businfo/2020/11/12\n",
      "/data/ebms/feed/businfo/2020/11/13\n",
      "/data/ebms/feed/businfo/2020/11/14\n",
      "/data/ebms/feed/businfo/2020/11/15\n",
      "/data/ebms/feed/businfo/2020/11/16\n",
      "/data/ebms/feed/businfo/2020/11/17\n",
      "/data/ebms/feed/businfo/2020/11/19\n",
      "/data/ebms/feed/businfo/2020/11/20\n",
      "/data/ebms/feed/businfo/2020/11/21\n",
      "/data/ebms/feed/businfo/2020/11/22\n",
      "/data/ebms/feed/businfo/2020/11/23\n",
      "/data/ebms/feed/businfo/2020/11/24\n",
      "/data/ebms/feed/businfo/2020/11/25\n",
      "/data/ebms/feed/businfo/2020/11/26\n",
      "/data/ebms/feed/businfo/2020/11/27\n",
      "/data/ebms/feed/businfo/2020/11/28\n",
      "/data/ebms/feed/businfo/2020/11/29\n",
      "/data/ebms/feed/businfo/2020/11/30\n",
      "/data/ebms/feed/businfo/2020/12\n",
      "/data/ebms/feed/businfo/2020/12/01\n",
      "/data/ebms/feed/businfo/2020/12/02\n",
      "/data/ebms/feed/businfo/2020/12/03\n",
      "/data/ebms/feed/businfo/2020/12/04\n",
      "/data/ebms/feed/businfo/2020/12/05\n",
      "/data/ebms/feed/businfo/2020/12/06\n",
      "/data/ebms/feed/businfo/2020/12/07\n",
      "/data/ebms/feed/businfo/2020/12/08\n",
      "/data/ebms/feed/businfo/2020/12/09\n",
      "/data/ebms/feed/businfo/2020/12/10\n",
      "/data/ebms/feed/businfo/2020/12/11\n",
      "/data/ebms/feed/businfo/2020/12/12\n",
      "/data/ebms/feed/businfo/2020/12/13\n",
      "/data/ebms/feed/businfo/2020/12/14\n",
      "/data/ebms/feed/businfo/2020/12/15\n",
      "/data/ebms/feed/businfo/2020/12/16\n",
      "/data/ebms/feed/businfo/2020/12/17\n",
      "/data/ebms/feed/businfo/2020/12/18\n",
      "/data/ebms/feed/businfo/2020/12/19\n",
      "/data/ebms/feed/businfo/2020/12/20\n",
      "/data/ebms/feed/businfo/2020/12/21\n",
      "/data/ebms/feed/businfo/2020/12/22\n",
      "/data/ebms/feed/businfo/2020/12/23\n",
      "/data/ebms/feed/businfo/2020/12/24\n",
      "/data/ebms/feed/businfo/2020/12/25\n",
      "/data/ebms/feed/businfo/2020/12/26\n",
      "/data/ebms/feed/businfo/2020/12/27\n",
      "/data/ebms/feed/businfo/2020/12/28\n",
      "/data/ebms/feed/businfo/2020/12/29\n",
      "/data/ebms/feed/businfo/2020/12/30\n",
      "/data/ebms/feed/businfo/2020/12/31\n",
      "/data/ebms/feed/businfo/2021\n",
      "/data/ebms/feed/businfo/2021/01\n",
      "/data/ebms/feed/businfo/2021/01/01\n",
      "/data/ebms/feed/businfo/2021/01/02\n",
      "/data/ebms/feed/businfo/2021/01/03\n",
      "/data/ebms/feed/businfo/2021/01/04\n",
      "/data/ebms/feed/businfo/2021/01/05\n",
      "/data/ebms/feed/businfo/2021/01/06\n",
      "/data/ebms/feed/businfo/2021/01/07\n",
      "/data/ebms/feed/businfo/2021/01/08\n",
      "/data/ebms/feed/businfo/2021/01/09\n",
      "/data/ebms/feed/businfo/2021/01/10\n",
      "/data/ebms/feed/businfo/2021/01/11\n",
      "/data/ebms/feed/businfo/2021/01/12\n",
      "/data/ebms/feed/businfo/2021/01/13\n",
      "/data/ebms/feed/businfo/2021/01/14\n",
      "/data/ebms/feed/businfo/2021/01/15\n",
      "/data/ebms/feed/businfo/2021/01/16\n",
      "/data/ebms/feed/businfo/2021/01/17\n",
      "/data/ebms/feed/businfo/2021/01/18\n",
      "/data/ebms/feed/businfo/2021/01/19\n",
      "/data/ebms/feed/businfo/2021/01/20\n",
      "/data/ebms/feed/businfo/2021/01/21\n",
      "/data/ebms/feed/prediction\n"
     ]
    }
   ],
   "source": [
    "!find /data/ebms/feed/* -type d"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Đường dẫn đến data files của tập *prediction* ghi nhận data log của xe bus"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/data/ebms/feed/prediction/2020_03_10.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_11.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_12.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_13.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_14.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_15.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_16.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_17.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_18.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_19.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_20.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_21.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_22.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_23.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_24.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_25.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_26.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_27.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_28.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_29.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_30.csv\r\n",
      "/data/ebms/feed/prediction/2020_03_31.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_01.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_02.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_03.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_04.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_05.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_06.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_07.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_08.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_09.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_10.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_11.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_12.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_13.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_14.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_15.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_16.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_17.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_18.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_19.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_20.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_21.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_22.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_23.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_24.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_25.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_26.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_27.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_28.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_29.csv\r\n",
      "/data/ebms/feed/prediction/2020_04_30.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_01.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_02.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_03.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_04.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_05.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_06.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_07.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_08.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_09.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_10.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_11.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_12.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_13.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_14.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_15.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_16.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_17.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_18.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_19.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_20.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_21.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_22.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_23.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_24.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_25.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_26.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_27.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_28.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_29.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_30.csv\r\n",
      "/data/ebms/feed/prediction/2020_05_31.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_01.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_02.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_03.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_04.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_05.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_06.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_07.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_08.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_09.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_10.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_11.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_12.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_13.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_14.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_15.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_16.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_17.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_18.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_19.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_20.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_21.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_22.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_23.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_24.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_25.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_26.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_27.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_28.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_29.csv\r\n",
      "/data/ebms/feed/prediction/2020_06_30.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_01.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_02.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_03.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_04.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_05.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_06.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_07.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_08.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_09.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_10.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_11.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_12.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_13.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_14.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_15.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_16.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_17.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_18.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_19.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_20.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_21.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_22.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_23.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_24.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_25.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_26.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_27.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_28.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_29.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_30.csv\r\n",
      "/data/ebms/feed/prediction/2020_07_31.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_01.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_02.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_03.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_04.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_05.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_06.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_07.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_08.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_09.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_10.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_11.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_12.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_13.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_14.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_15.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_16.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_17.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_18.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_19.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_20.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_21.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_22.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_23.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_24.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_25.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_26.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_27.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_28.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_29.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_30.csv\r\n",
      "/data/ebms/feed/prediction/2020_08_31.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_01.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_02.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_03.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_04.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_05.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_06.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_07.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_08.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_09.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_10.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_11.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_12.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_13.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_14.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_15.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_16.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_17.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_18.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_19.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_20.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_21.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_22.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_23.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_24.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_25.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_26.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_27.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_28.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_29.csv\r\n",
      "/data/ebms/feed/prediction/2020_09_30.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_01.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_02.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_03.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_04.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_05.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_06.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_07.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_08.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_09.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_10.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_11.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_12.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_13.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_14.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_15.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_16.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_17.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_18.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_19.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_20.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_21.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_22.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_23.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_24.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_25.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_26.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_27.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_28.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_29.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_30.csv\r\n",
      "/data/ebms/feed/prediction/2020_10_31.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_01.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_02.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_03.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_04.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_05.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_06.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_07.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_08.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_09.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_10.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_11.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_12.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_13.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_14.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_15.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_16.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_19.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_20.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_21.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_22.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_23.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_24.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_25.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_26.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_27.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_28.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_29.csv\r\n",
      "/data/ebms/feed/prediction/2020_11_30.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_01.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_02.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_03.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_04.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_05.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_06.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_07.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_08.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_09.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_10.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_11.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_12.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_13.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_14.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_15.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_16.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_17.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_18.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_19.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_20.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_21.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_22.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_23.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_24.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_25.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_26.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_27.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_28.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_29.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_30.csv\r\n",
      "/data/ebms/feed/prediction/2020_12_31.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_01.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_02.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_03.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_04.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_05.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_06.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_07.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_08.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_09.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_10.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_11.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_12.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_13.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_14.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_15.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_16.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_17.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_18.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_19.csv\r\n",
      "/data/ebms/feed/prediction/2021_01_20.csv\r\n",
      "/data/ebms/feed/prediction/prediction.csv\r\n"
     ]
    }
   ],
   "source": [
    "!find /data/ebms/feed/prediction/*"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/home/budf/phuonglinh.le/Hermes/notebook\r\n"
     ]
    }
   ],
   "source": [
    "!pwd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../\r\n",
      "├── data\r\n",
      "│   ├── raw\r\n",
      "│   │   ├── 11\r\n",
      "│   │   │   ├── paths.json\r\n",
      "│   │   │   ├── prediction_09h.json\r\n",
      "│   │   │   ├── routes.json\r\n",
      "│   │   │   ├── stops.json\r\n",
      "│   │   │   ├── timetables.json\r\n",
      "│   │   │   ├── trips.json\r\n",
      "│   │   │   └── vars.json\r\n",
      "│   │   ├── 110320.zip\r\n",
      "│   │   └── 2020_03_11.csv\r\n",
      "│   └── stag\r\n",
      "└── notebook\r\n",
      "    └── preprocessing.ipynb\r\n",
      "\r\n",
      "5 directories, 10 files\r\n"
     ]
    }
   ],
   "source": [
    "!tree ../"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lấy từ tập data mẫu"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`!unzip ../data/raw/110320.zip -d ../data/raw`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "total 886656\r\n",
      "drwxr-xr-x 3 phuonglinh.le phuonglinh.le        72 Jan  9 22:53 .\r\n",
      "-rw-r--r-- 1 phuonglinh.le phuonglinh.le 134773718 Jan  9 22:45 110320.zip\r\n",
      "drwxr-xr-x 5 phuonglinh.le phuonglinh.le        71 Jan  9 22:38 ..\r\n",
      "-rwxrwxrwx 1 phuonglinh.le phuonglinh.le 773157599 Oct 26 15:16 2020_03_11.csv\r\n",
      "drwxrwxrwx 2 phuonglinh.le phuonglinh.le       178 Oct 18 22:18 11\r\n"
     ]
    }
   ],
   "source": [
    "!ls -alt ../data/raw/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../data/raw/11/paths.json\r\n",
      "../data/raw/11/prediction_09h.json\r\n",
      "../data/raw/11/routes.json\r\n",
      "../data/raw/11/stops.json\r\n",
      "../data/raw/11/timetables.json\r\n",
      "../data/raw/11/trips.json\r\n",
      "../data/raw/11/vars.json\r\n",
      "../data/raw/2020_03_11.csv\r\n"
     ]
    }
   ],
   "source": [
    "!find ../* -type f -name \"*.json\" -o -name \"*.csv\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Example csv data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "columns = ['requestTime','stopID','routeID',\n",
    "           'routeVarID','busID','locTimeStamp','distance (m)',\n",
    "           'speed (km/h)','timeToStop (sec)', '0']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Tập Dataset `B-Log` ghi nhận thông tin xe bus:\n",
    "* Thời gian request dữ liệu: `requestTime`\n",
    "* Thông tin kĩ thuật của xe bus: Đang ở route nào (`routeID`, `routeVarID`), `busID`,...\n",
    "* Thời gian ghi nhận `locTimeStamp` của xe bus: **GMT+7**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_202003 = pd.read_csv(\"../data/raw/2020_03_11.csv\", dtype=\"str\", names=columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_202003.drop('0', inplace=True, axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>requestTime</th>\n",
       "      <th>stopID</th>\n",
       "      <th>routeID</th>\n",
       "      <th>routeVarID</th>\n",
       "      <th>busID</th>\n",
       "      <th>locTimeStamp</th>\n",
       "      <th>distance (m)</th>\n",
       "      <th>speed (km/h)</th>\n",
       "      <th>timeToStop (sec)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2020-03-11T04:00:02+07:00</td>\n",
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       "      <td>279</td>\n",
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       "      <td>51B40062</td>\n",
       "      <td>2019-11-29T09:29:31+07:00</td>\n",
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       "      <td>20.0</td>\n",
       "      <td>891</td>\n",
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       "      <th>1</th>\n",
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       "      <td>796</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2020-03-11T04:00:02+07:00</td>\n",
       "      <td>6862</td>\n",
       "      <td>179</td>\n",
       "      <td>2</td>\n",
       "      <td>51B16060</td>\n",
       "      <td>2020-03-10T21:58:48+07:00</td>\n",
       "      <td>9176.89</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1180</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2020-03-11T04:00:02+07:00</td>\n",
       "      <td>6863</td>\n",
       "      <td>179</td>\n",
       "      <td>1</td>\n",
       "      <td>51B15961</td>\n",
       "      <td>2020-03-10T21:58:51+07:00</td>\n",
       "      <td>15299.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2020-03-11T04:00:02+07:00</td>\n",
       "      <td>725</td>\n",
       "      <td>81</td>\n",
       "      <td>2</td>\n",
       "      <td>51B28743</td>\n",
       "      <td>2020-03-10T19:46:42+07:00</td>\n",
       "      <td>228.72</td>\n",
       "      <td>34.0</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 requestTime stopID routeID routeVarID     busID  \\\n",
       "0  2020-03-11T04:00:02+07:00   7468     279          2  51B40062   \n",
       "1  2020-03-11T04:00:02+07:00   6861     178          1  51B40134   \n",
       "2  2020-03-11T04:00:02+07:00   6862     179          2  51B16060   \n",
       "3  2020-03-11T04:00:02+07:00   6863     179          1  51B15961   \n",
       "4  2020-03-11T04:00:02+07:00    725      81          2  51B28743   \n",
       "\n",
       "                locTimeStamp distance (m) speed (km/h) timeToStop (sec)  \n",
       "0  2019-11-29T09:29:31+07:00      4960.11         20.0              891  \n",
       "1  2020-03-10T21:58:34+07:00      7039.73          0.0              796  \n",
       "2  2020-03-10T21:58:48+07:00      9176.89          0.0             1180  \n",
       "3  2020-03-10T21:58:51+07:00     15299.00          0.0             1893  \n",
       "4  2020-03-10T19:46:42+07:00       228.72         34.0               55  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_202003.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>requestTime</th>\n",
       "      <th>stopID</th>\n",
       "      <th>routeID</th>\n",
       "      <th>routeVarID</th>\n",
       "      <th>busID</th>\n",
       "      <th>locTimeStamp</th>\n",
       "      <th>distance (m)</th>\n",
       "      <th>speed (km/h)</th>\n",
       "      <th>timeToStop (sec)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>8624289</th>\n",
       "      <td>2020-03-11T21:59:58+07:00</td>\n",
       "      <td>4086</td>\n",
       "      <td>137</td>\n",
       "      <td>274</td>\n",
       "      <td>51B06503</td>\n",
       "      <td>2020-03-11T21:59:13+07:00</td>\n",
       "      <td>11564.43</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1722</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8624290</th>\n",
       "      <td>2020-03-11T21:59:58+07:00</td>\n",
       "      <td>4086</td>\n",
       "      <td>137</td>\n",
       "      <td>274</td>\n",
       "      <td>51B06343</td>\n",
       "      <td>2020-03-11T21:59:22+07:00</td>\n",
       "      <td>11995.90</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8624291</th>\n",
       "      <td>2020-03-11T21:59:58+07:00</td>\n",
       "      <td>4086</td>\n",
       "      <td>137</td>\n",
       "      <td>274</td>\n",
       "      <td>51B06392</td>\n",
       "      <td>2020-03-11T21:59:37+07:00</td>\n",
       "      <td>12000.62</td>\n",
       "      <td>11.0</td>\n",
       "      <td>1789</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8624292</th>\n",
       "      <td>2020-03-11T21:59:58+07:00</td>\n",
       "      <td>4086</td>\n",
       "      <td>137</td>\n",
       "      <td>274</td>\n",
       "      <td>51B06369</td>\n",
       "      <td>2020-03-11T21:59:19+07:00</td>\n",
       "      <td>12000.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1792</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8624293</th>\n",
       "      <td>2020-03-11T21:59:58+07:00</td>\n",
       "      <td>4086</td>\n",
       "      <td>137</td>\n",
       "      <td>274</td>\n",
       "      <td>51B06446</td>\n",
       "      <td>2020-03-11T21:59:23+07:00</td>\n",
       "      <td>12033.11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1794</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       requestTime stopID routeID routeVarID     busID  \\\n",
       "8624289  2020-03-11T21:59:58+07:00   4086     137        274  51B06503   \n",
       "8624290  2020-03-11T21:59:58+07:00   4086     137        274  51B06343   \n",
       "8624291  2020-03-11T21:59:58+07:00   4086     137        274  51B06392   \n",
       "8624292  2020-03-11T21:59:58+07:00   4086     137        274  51B06369   \n",
       "8624293  2020-03-11T21:59:58+07:00   4086     137        274  51B06446   \n",
       "\n",
       "                      locTimeStamp distance (m) speed (km/h) timeToStop (sec)  \n",
       "8624289  2020-03-11T21:59:13+07:00     11564.43          0.0             1722  \n",
       "8624290  2020-03-11T21:59:22+07:00     11995.90          0.0             1789  \n",
       "8624291  2020-03-11T21:59:37+07:00     12000.62         11.0             1789  \n",
       "8624292  2020-03-11T21:59:19+07:00     12000.18          0.0             1792  \n",
       "8624293  2020-03-11T21:59:23+07:00     12033.11          0.0             1794  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_202003.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(8624294, 9)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_202003.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 8624294 entries, 0 to 8624293\n",
      "Data columns (total 9 columns):\n",
      " #   Column            Dtype \n",
      "---  ------            ----- \n",
      " 0   requestTime       object\n",
      " 1   stopID            object\n",
      " 2   routeID           object\n",
      " 3   routeVarID        object\n",
      " 4   busID             object\n",
      " 5   locTimeStamp      object\n",
      " 6   distance (m)      object\n",
      " 7   speed (km/h)      object\n",
      " 8   timeToStop (sec)  object\n",
      "dtypes: object(9)\n",
      "memory usage: 592.2+ MB\n"
     ]
    }
   ],
   "source": [
    "data_202003.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read Json file"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "def read_dim_data(path, is_list_json=True):\n",
    "    if is_list_json:\n",
    "        vars_data = pd.read_json(path, lines=True).stack().reset_index(drop=True)\n",
    "\n",
    "        vars_df = pd.json_normalize(vars_data[~vars_data.isna()])\n",
    "    else:\n",
    "        vars_df = pd.read_json(path, lines=True)\n",
    "    \n",
    "    return vars_df\n",
    "\n",
    "def expand_column(stops_df, column):\n",
    "    stops_df = stops_df.reset_index()\n",
    "\n",
    "    stops_stag = pd.concat(\n",
    "        [pd.DataFrame(d)\n",
    "         for d \n",
    "         in stops_df[column]], \n",
    "        keys=stops_df[\"index\"]\n",
    "    ).reset_index(level=1, drop=True)\n",
    "\n",
    "    stops_df = (\n",
    "        stops_df.drop([\"index\"], axis=1)\n",
    "            .join(stops_stag)\n",
    "            .reset_index(drop=True)\n",
    "    )\n",
    "    \n",
    "    return stops_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "../data/raw/11/paths.json\r\n",
      "../data/raw/11/prediction_09h.json\r\n",
      "../data/raw/11/routes.json\r\n",
      "../data/raw/11/stops.json\r\n",
      "../data/raw/11/timetables.json\r\n",
      "../data/raw/11/trips.json\r\n",
      "../data/raw/11/vars.json\r\n",
      "../data/raw/2020_03_11.csv\r\n"
     ]
    }
   ],
   "source": [
    "!find ../* -type f -name \"*.json\" -o -name \"*.csv\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Xem xét 1 vài dòng dữ liệu thô của tập **B-Info**:\n",
    "* Là tập flat files với định dạng **like** json.\n",
    "* Mỗi một dòng là một Json `array` / `object` được phân cách bằng dấu ngắt câu `\\n`, có thể là dấu `,`.\n",
    "* Tuỳ vào cách thể hiện mà xử lý đọc sẽ có thể khác nhau."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{\"RouteId\":318,\"RouteVarId\":1,\"TimeTableId\":1,\"RouteVarShortName\":\"Trần Trọng Cung\",\"StartDate\":\"05/12/2017\",\"EndDate\":\"\",\"StartStop\":\"TH Le Ngoc Han\",\"EndStop\":\"Tran Trong Cung\",\"IsCurrent\":true,\"RunningTime\":\"90\",\"Headway\":\"0\",\"TotalTrip\":1,\"OperationTime\":\"16:30 - 16:30\",\"ApplyDates\":\"T2, T3, T4, T5, T6, T7\"}]\r\n",
      "[{\"RouteId\":313,\"RouteVarId\":1,\"TimeTableId\":1,\"RouteVarShortName\":\"Trường Tiểu Học Nguyễn Bỉnh Khiêm\",\"StartDate\":\"28/11/2017\",\"EndDate\":\"\",\"StartStop\":\"Thao Dien\",\"EndStop\":\"TH Nguyen Bỉnh Khiem\",\"IsCurrent\":true,\"RunningTime\":\"90\",\"Headway\":\"0\",\"TotalTrip\":1,\"OperationTime\":\"06:00 - 06:00\",\"ApplyDates\":\"T2, T3, T4, T5, T6, T7, CN\"},{\"RouteId\":313,\"RouteVarId\":2,\"TimeTableId\":2,\"RouteVarShortName\":\"Thảo Điền\",\"StartDate\":\"28/11/2017\",\"EndDate\":\"\",\"StartStop\":\"TH Nguyen Bỉnh Khiem\",\"EndStop\":\"Thao Dien\",\"IsCurrent\":true,\"RunningTime\":\"80\",\"Headway\":\"0\",\"TotalTrip\":1,\"OperationTime\":\"16:40 - 16:40\",\"ApplyDates\":\"T2, T3, T4, T5, T6, T7, CN\"}]\r\n"
     ]
    }
   ],
   "source": [
    "!tail -n 2 ../data/raw/11/timetables.json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
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Trường THCS Nguyễn Gia Thiều\"},{\"RouteId\":261,\"RouteNo\":\"HS-44\",\"RouteName\":\"Phổ Quang - Trường THCS Nguyễn Gia Thiều\"},{\"RouteId\":265,\"RouteNo\":\"HS-45\",\"RouteName\":\"Tân Kỳ Tân Quý - Trường THCS Nguyễn Gia Thiều\"},{\"RouteId\":266,\"RouteNo\":\"HS-46\",\"RouteName\":\"Phan Huy Ích - Trường THCS Ngô Quyền\"},{\"RouteId\":267,\"RouteNo\":\"HS-47\",\"RouteName\":\"Nguyễn Phúc CHu - Trường THCS Ngô Quyền\"},{\"RouteId\":268,\"RouteNo\":\"HS-48\",\"RouteName\":\"Hoàng Bật Đạt - Trường THCS Ngô Quyền\"},{\"RouteId\":269,\"RouteNo\":\"HS-49\",\"RouteName\":\"Tống Văn Hên - Trường THCS Ngô Quyền\"},{\"RouteId\":270,\"RouteNo\":\"HS-50\",\"RouteName\":\"Pha Huy Ích - Cống Lở - Trường THCS Ngô Quyền\"},{\"RouteId\":271,\"RouteNo\":\"HS-51\",\"RouteName\":\"Nhà Thờ Cao Thái - Trường Tiểu Học Tạ Uyên\"},{\"RouteId\":272,\"RouteNo\":\"HS-52\",\"RouteName\":\"NHà Thờ Minh Đức - Trường Tiểu Học Tạ Uyên\"},{\"RouteId\":273,\"RouteNo\":\"HS-53\",\"RouteName\":\"Long Sơn - Trường THCS Long Bình\"},{\"RouteId\":274,\"RouteNo\":\"HS-54\",\"RouteName\":\"Nhà Thờ Cao Thái - Trường THCS Long Bình\"},{\"RouteId\":275,\"RouteNo\":\"HS-55\",\"RouteName\":\"Nguyễn Xiển - Trường THCS Hoa Lư\"},{\"RouteId\":276,\"RouteNo\":\"HS-56\",\"RouteName\":\"Đặng Văn Bi - Trường THPT Đào Sơn Tây\"},{\"RouteId\":277,\"RouteNo\":\"HS-57\",\"RouteName\":\"Ngã 4 Bình Phước - Trường THPT Đào Sơn Tây\"},{\"RouteId\":278,\"RouteNo\":\"HS-58\",\"RouteName\":\"Phú Châu - Trường THPT Đào Sơn Tây\"},{\"RouteId\":279,\"RouteNo\":\"HS-59\",\"RouteName\":\"Lê Thị Hoa - Trường THPT Đào Sơn Tây\"},{\"RouteId\":280,\"RouteNo\":\"HS-60\",\"RouteName\":\"Bình Triệu - Trường THPT Đào Sơn Tây\"},{\"RouteId\":281,\"RouteNo\":\"HS-61\",\"RouteName\":\"Hiệp Bình- Trường THPT Đào Sơn Tây\"},{\"RouteId\":282,\"RouteNo\":\"HS-62\",\"RouteName\":\"Phạm Văn Đồng - Trường THPT Đào Sơn Tây\"},{\"RouteId\":283,\"RouteNo\":\"HS-63\",\"RouteName\":\"Lê Văn Việt - Trường THPT Đào Sơn Tây\"},{\"RouteId\":284,\"RouteNo\":\"HS-64\",\"RouteName\":\"Võ Văn Ngân - Trường THPT Đào Sơn Tây\"},{\"RouteId\":285,\"RouteNo\":\"HS-65\",\"RouteName\":\"Rừng Sác - Trần Quang Đạo(rẽ trái) - Trường Tiểu Học Bình Khánh\"},{\"RouteId\":286,\"RouteNo\":\"HS-66\",\"RouteName\":\"Trần Quang Đạo(rẽ phải) - Trường Tiểu Học Bình Khánh\"},{\"RouteId\":287,\"RouteNo\":\"HS-67\",\"RouteName\":\"Rùng Sác - Trường Tiểu Học Bình Khánh\"},{\"RouteId\":288,\"RouteNo\":\"HS-68\",\"RouteName\":\"Rừng Sác - Trường Tiểu Học Bình Phước\"},{\"RouteId\":289,\"RouteNo\":\"HS-69\",\"RouteName\":\"Rừng Sác - Trường Tiểu Học Bình Phước\"},{\"RouteId\":290,\"RouteNo\":\"HS-70\",\"RouteName\":\"Trần Quang Quờn - Trường Tiểu Học Bình Phước\"},{\"RouteId\":291,\"RouteNo\":\"HS-71\",\"RouteName\":\"Trần Quang Nhơn - Trường Tiểu Học Bình Thạnh\"},{\"RouteId\":292,\"RouteNo\":\"HS-72\",\"RouteName\":\"Tam Thôn Hiệp - Trường Tiểu Học An Nghĩa\"},{\"RouteId\":293,\"RouteNo\":\"HS-73\",\"RouteName\":\"Rùng Sác - Trường Tiểu Học An Nghĩa\"},{\"RouteId\":294,\"RouteNo\":\"HS-74\",\"RouteName\":\"Tam Thôn Hiệp - Trường Tiểu Học Tam Thôn Hiệp\"},{\"RouteId\":295,\"RouteNo\":\"HS-75\",\"RouteName\":\"Nguyễn Công Bao - Trường Tiểu Học Tam Thôn Hiệp\"},{\"RouteId\":296,\"RouteNo\":\"HS-76\",\"RouteName\":\"Tam Thôn Hiệp - Trường THCS Tam Thôn Hiệp\"},{\"RouteId\":297,\"RouteNo\":\"HS-77\",\"RouteName\":\"Tam Thôn Hiệp(gần nhà thờ thánh Giuse)- Trường THCS Tam Thôn Hiệp\"},{\"RouteId\":298,\"RouteNo\":\"HS-78\",\"RouteName\":\"Trung Tâm Học Tập Cộng Đồng - Trường THCS Tam Thôn Hiệp\"},{\"RouteId\":299,\"RouteNo\":\"HS-79\",\"RouteName\":\"Dương Văn Hạnh (hướng từ cầu vàm sát) - Trường THCS Lý Nhơn\"},{\"RouteId\":300,\"RouteNo\":\"HS-80\",\"RouteName\":\"Dương Văn Hạnh - Trường THCS Lý Nhơn\"},{\"RouteId\":301,\"RouteNo\":\"HS-81\",\"RouteName\":\"Lý Nhơn - Trường THCS Lý Nhơn\"},{\"RouteId\":302,\"RouteNo\":\"HS-82\",\"RouteName\":\"Trần Quang Đạo (ngã tư Trần Quang Đạo giao Rùng Sác) - Trường THCS Bình Khánh\"},{\"RouteId\":303,\"RouteNo\":\"HS-83\",\"RouteName\":\"Hà Quang Vóc - Trường THCS Bình Khánh\"},{\"RouteId\":304,\"RouteNo\":\"HS-84\",\"RouteName\":\"Bà Xán - Trường THCS Bình Khánh\"},{\"RouteId\":305,\"RouteNo\":\"HS-85\",\"RouteName\":\"Tam Thôn Hiệp - Trường THPT An Nghĩa\"},{\"RouteId\":306,\"RouteNo\":\"HS-86\",\"RouteName\":\"Quốc Lộ 50 - Trường Tiểu Học Qui Đức\"},{\"RouteId\":307,\"RouteNo\":\"HS-87\",\"RouteName\":\"Bùi Văn Sự - Trường Tiểu Học Qui Đức\"},{\"RouteId\":308,\"RouteNo\":\"HS-88\",\"RouteName\":\"Nguyễn Văn Long - Trường Tiểu Học Qui Đức\"},{\"RouteId\":309,\"RouteNo\":\"HS-89\",\"RouteName\":\"Hà Quang Vóc - Trường Tiểu Học Bình Thạnh\"},{\"RouteId\":310,\"RouteNo\":\"HS-90\",\"RouteName\":\"Trường THCS Bạch Đằng - Cung Văn Hóa Lao Động\"},{\"RouteId\":311,\"RouteNo\":\"HS-91\",\"RouteName\":\"Trường THCS Hai Bà Trưng - Cung Văn Hóa Lao Động\"},{\"RouteId\":312,\"RouteNo\":\"HS-92\",\"RouteName\":\"Trường Tiểu Học Nguyễn Bỉnh Khiêm - Lê Văn Thịnh\"},{\"RouteId\":313,\"RouteNo\":\"HS-93\",\"RouteName\":\"Thảo Điền - Trường Tiểu Học Nguyễn Bỉnh Khiêm\"},{\"RouteId\":314,\"RouteNo\":\"HS-94\",\"RouteName\":\"Trường Tiểu Học Nguyễn Bỉnh Khiêm  - Chung Cư Hoàng Anh Gia Lai\"},{\"RouteId\":315,\"RouteNo\":\"HS-95\",\"RouteName\":\"Trường Tiểu Học Nguyễn Bỉnh Khiêm - Hiệp Bình\"},{\"RouteId\":316,\"RouteNo\":\"HS-96\",\"RouteName\":\"Trường Tiểu Học Nguyễn Bỉnh Khiêm - Phan Văn Trị\"},{\"RouteId\":317,\"RouteNo\":\"HS-97\",\"RouteName\":\"Trường Tiểu Học Lê Ngọc Hân(Nguyễn Du) - Trần Trọng Cung\"},{\"RouteId\":318,\"RouteNo\":\"HS-98\",\"RouteName\":\"Trường Tiểu Học Lê Ngọc Hân(Sương Nguyệt Ánh) - Trần Trọng Cung\"},{\"RouteId\":319,\"RouteNo\":\"HS-99\",\"RouteName\":\"Trường Tiểu Học Lê Ngọc Hân(Nguyễn Du) - Nguyễn Văn Linh\"}]"
     ]
    }
   ],
   "source": [
    "!tail -n 2 ../data/raw/11/routes.json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{\"RouteId\":318,\"RouteVarId\":1,\"RouteVarName\":\"Lượt về\",\"RouteVarShortName\":\"Trần Trọng Cung\",\"RouteNo\":\"HS-98\",\"StartStop\":\"TH Le Ngoc Han\",\"EndStop\":\"Tran Trong Cung\",\"Distance\":12541.0,\"Outbound\":true,\"RunningTime\":90}]\r\n",
      "[{\"RouteId\":316,\"RouteVarId\":1,\"RouteVarName\":\"Lượt đi\",\"RouteVarShortName\":\"Trường Tiểu Học Nguyễn Bỉnh Khiêm\",\"RouteNo\":\"HS-96\",\"StartStop\":\"Phan Van Tri\",\"EndStop\":\"TH Nguyen Bỉnh Khiem\",\"Distance\":17414.0,\"Outbound\":false,\"RunningTime\":90},{\"RouteId\":316,\"RouteVarId\":2,\"RouteVarName\":\"Lượt về\",\"RouteVarShortName\":\"Phan Văn Trị\",\"RouteNo\":\"HS-96\",\"StartStop\":\"TH Nguyen Bỉnh Khiem\",\"EndStop\":\"Phan Van Tri\",\"Distance\":9080.0,\"Outbound\":true,\"RunningTime\":80}]\r\n"
     ]
    }
   ],
   "source": [
    "!tail -n 2 ../data/raw/11/vars.json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[{\"RouteId\":313,\"TripId\":1,\"TimeTableId\":1,\"StartTime\":\"06:00\",\"EndTime\":\"07:30\"}]\r\n",
      "[{\"RouteId\":313,\"TripId\":2,\"TimeTableId\":2,\"StartTime\":\"16:40\",\"EndTime\":\"18:00\"}]\r\n"
     ]
    }
   ],
   "source": [
    "!tail -n 2 ../data/raw/11/trips.json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"Stops\":[{\"StopId\":7512,\"Code\":\"BX_THnguyenbinhkhiem\",\"Name\":\"TH Nguyen Bỉnh Khiem\",\"StopType\":\"Bến xe\",\"Zone\":\"Học Sinh\",\"Ward\":null,\"AddressNo\":\"TH nguyen binh khiem\",\"Street\":\"TH nguyen binh khiem\",\"SupportDisability\":\"Có\",\"Status\":\"Đang khai thác\",\"Lng\":106.704143,\"Lat\":10.788183,\"Search\":\"TNBK Tnbk Tnbk\",\"Routes\":\"HS-92, HS-93, HS-94, HS-95, HS-96\"},{\"StopId\":7519,\"Code\":\"BX_phanvantri\",\"Name\":\"Phan Van Tri\",\"StopType\":\"Bến xe\",\"Zone\":\"Học Sinh\",\"Ward\":null,\"AddressNo\":\"phan van tri\",\"Street\":\"phan van tri\",\"SupportDisability\":\"Có\",\"Status\":\"Đang khai thác\",\"Lng\":106.696279,\"Lat\":10.821727,\"Search\":\"PVT pvt pvt\",\"Routes\":\"HS-96\"}],\"RouteId\":\"316\",\"RouteVarId\":\"2\"}\r\n",
      "{\"Stops\":[{\"StopId\":7513,\"Code\":\"BX_THlengochan\",\"Name\":\"TH Le Ngoc Han\",\"StopType\":\"Bến xe\",\"Zone\":\"Học Sinh\",\"Ward\":null,\"AddressNo\":\"TH le ngoc han\",\"Street\":\"TH le ngoc han\",\"SupportDisability\":\"Có\",\"Status\":\"Đang khai thác\",\"Lng\":106.689983,\"Lat\":10.772544,\"Search\":\"TLNH Tlnh Tlnh\",\"Routes\":\"HS-98\"},{\"StopId\":7520,\"Code\":\"BX_trantrongcung\",\"Name\":\"Tran Trong Cung\",\"StopType\":\"Bến xe\",\"Zone\":\"Học Sinh\",\"Ward\":null,\"AddressNo\":\"tran trong cung\",\"Street\":\"tran trong cung\",\"SupportDisability\":\"Có\",\"Status\":\"Đang khai thác\",\"Lng\":106.733344,\"Lat\":10.742959,\"Search\":\"TTC ttc ttc\",\"Routes\":\"HS-97, HS-98\"}],\"RouteId\":\"318\",\"RouteVarId\":\"1\"}\r\n",
      "{\"Stops\":[{\"StopId\":7524,\"Code\":\"BX_hiepbinh37\",\"Name\":\"Hiep Binh\",\"StopType\":\"Bến xe\",\"Zone\":\"Học Sinh\",\"Ward\":null,\"AddressNo\":\"hiep binh\",\"Street\":\"hiep binh\",\"SupportDisability\":\"Có\",\"Status\":\"Đang khai thác\",\"Lng\":106.7268,\"Lat\":10.843462,\"Search\":\"HB hb hb\",\"Routes\":\"HS-95\"},{\"StopId\":7512,\"Code\":\"BX_THnguyenbinhkhiem\",\"Name\":\"TH Nguyen Bỉnh Khiem\",\"StopType\":\"Bến xe\",\"Zone\":\"Học Sinh\",\"Ward\":null,\"AddressNo\":\"TH nguyen binh khiem\",\"Street\":\"TH nguyen binh khiem\",\"SupportDisability\":\"Có\",\"Status\":\"Đang khai thác\",\"Lng\":106.704143,\"Lat\":10.788183,\"Search\":\"TNBK Tnbk Tnbk\",\"Routes\":\"HS-92, HS-93, HS-94, HS-95, HS-96\"}],\"RouteId\":\"315\",\"RouteVarId\":\"1\"}\r\n"
     ]
    }
   ],
   "source": [
    "!tail -n 3 ../data/raw/11/stops.json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{\"lat\":[10.80461407,10.80642319,10.80811501,10.80897903,10.80941105,10.80991173,10.810359,10.81191349,10.81417465,10.81451702,10.81327343,10.8139267,10.81400013,10.81337833,10.81459045,10.81514931,10.81643486,10.81708813,10.81734085,10.81740475,10.81734657,10.81714058,10.81665611,10.81479645,10.81081295,10.81048107,10.80923176,10.80783558,10.80703449,10.80570698,10.80503178,10.80434227,10.80386734,10.8025341,10.80227089,10.80196571,10.80109119,10.7980032,10.79809284,10.79831886,10.7986145,10.7988615,10.79903603,10.79897213,10.7988987,10.79866695,10.79791832,10.7976656,10.79760742,10.7976656,10.79761314,10.79654884,10.79611111,10.7969389,10.79576874,10.79543114,10.79646397,10.79604244,10.79528427,10.79300785,10.79129982,10.79073048,10.79017258,10.78939247,10.78912354,10.78973007,10.7893343,10.78824329,10.7863884,10.78532982,10.78465462,10.78652096,10.78812218,10.78818321],\"lng\":[106.72650146,106.72585297,106.72517395,106.72483063,106.72473145,106.7247467,106.72490692,106.72550201,106.72635651,106.72654724,106.72859192,106.7290802,106.72890472,106.72853851,106.72660828,106.72690582,106.72835541,106.72924042,106.73002625,106.73079681,106.73183441,106.73231506,106.73285675,106.7338562,106.73072052,106.73077393,106.73212433,106.73370361,106.73435211,106.73571777,106.73632813,106.73692322,106.73731995,106.73806,106.7381897,106.73821259,106.73807526,106.72201538,106.72153473,106.72134399,106.72142792,106.72187042,106.72322083,106.72370148,106.72390747,106.72407532,106.72409821,106.72375488,106.72310638,106.72123718,106.72021484,106.71917725,106.71874237,106.71821594,106.71684265,106.71715546,106.71839905,106.71865082,106.71825409,106.71809387,106.71807098,106.71792603,106.71760559,106.71644592,106.715271,106.7116394,106.71051788,106.70960236,106.70883942,106.70848083,106.70801544,106.70589447,106.70410156,106.70413971],\"RouteId\":\"314\",\"RouteVarId\":\"2\"}\r\n"
     ]
    }
   ],
   "source": [
    "!tail -n 1 ../data/raw/11/paths.json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Đọc tập dữ liệu \n",
    "timetables_df = read_dim_data(\"../data/raw/11/timetables.json\")\n",
    "routes_df = read_dim_data(\"../data/raw/11/routes.json\")\n",
    "vars_df = read_dim_data(\"../data/raw/11/vars.json\")\n",
    "trips_df = read_dim_data(\"../data/raw/11/trips.json\")\n",
    "\n",
    "stops_df = expand_column(read_dim_data(\"../data/raw/11/stops.json\", False), \"Stops\")\n",
    "\n",
    "paths_df = (\n",
    "    read_dim_data(\"../data/raw/11/paths.json\", False)\n",
    "        .set_index([\"RouteId\", \"RouteVarId\"])\n",
    "        .apply(pd.Series.explode)\n",
    "        .reset_index()\n",
    ")\n",
    "paths_df.loc[:, [\"lat\", \"lng\"]] = paths_df[[\"lat\", \"lng\"]].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "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>RouteId</th>\n",
       "      <th>RouteNo</th>\n",
       "      <th>RouteName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>01</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>02</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn - Bến Xe Miền Tây</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>03</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn - Bến Xe Buýt  Thạnh Lộc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>04</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn- Cộng Hòa - Bến Xe  An Sương</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>05</td>\n",
       "      <td>Bến Xe Buýt Chợ Lớn - Biên Hòa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   RouteId RouteNo                                         RouteName\n",
       "0        1      01         Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn\n",
       "1        2      02             Bến Xe Buýt Sài Gòn - Bến Xe Miền Tây\n",
       "2        3      03      Bến Xe Buýt Sài Gòn - Bến Xe Buýt  Thạnh Lộc\n",
       "3        4      04  Bến Xe Buýt Sài Gòn- Cộng Hòa - Bến Xe  An Sương\n",
       "4        5      05                    Bến Xe Buýt Chợ Lớn - Biên Hòa"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "routes_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>RouteId</th>\n",
       "      <th>RouteVarId</th>\n",
       "      <th>RouteVarName</th>\n",
       "      <th>RouteVarShortName</th>\n",
       "      <th>RouteNo</th>\n",
       "      <th>StartStop</th>\n",
       "      <th>EndStop</th>\n",
       "      <th>Distance</th>\n",
       "      <th>Outbound</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Lượt đi: Bến Thành - BX Chợ Lớn</td>\n",
       "      <td>Bến Xe Buýt Chợ Lớn</td>\n",
       "      <td>01</td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>8424.0</td>\n",
       "      <td>True</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Lượt về: BX Chợ Lớn - Bến Thành</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn</td>\n",
       "      <td>01</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>9612.0</td>\n",
       "      <td>False</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>Lượt đi: Bến xe Quận 8 - Đại học Quốc Gia</td>\n",
       "      <td>Đại học Quốc Gia</td>\n",
       "      <td>08</td>\n",
       "      <td>Bến xe buýt Quận 8</td>\n",
       "      <td>Đại học Quốc gia</td>\n",
       "      <td>31772.0</td>\n",
       "      <td>True</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8</td>\n",
       "      <td>16</td>\n",
       "      <td>Lượt về: Đại học Quốc Gia - Bến xe Quận 8</td>\n",
       "      <td>Bến Xe Buýt Quận 8</td>\n",
       "      <td>08</td>\n",
       "      <td>Đại học Quốc gia</td>\n",
       "      <td>Bến xe buýt Quận 8</td>\n",
       "      <td>31940.0</td>\n",
       "      <td>False</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Công Trường Mê Linh - Bến xe Miền Tây</td>\n",
       "      <td>Bến Xe Miền Tây</td>\n",
       "      <td>02</td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>Bến xe Miền Tây</td>\n",
       "      <td>13148.0</td>\n",
       "      <td>True</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   RouteId  RouteVarId                               RouteVarName  \\\n",
       "0        1           1            Lượt đi: Bến Thành - BX Chợ Lớn   \n",
       "1        1           2            Lượt về: BX Chợ Lớn - Bến Thành   \n",
       "2        8          15  Lượt đi: Bến xe Quận 8 - Đại học Quốc Gia   \n",
       "3        8          16  Lượt về: Đại học Quốc Gia - Bến xe Quận 8   \n",
       "4        2           1      Công Trường Mê Linh - Bến xe Miền Tây   \n",
       "\n",
       "     RouteVarShortName RouteNo            StartStop              EndStop  \\\n",
       "0  Bến Xe Buýt Chợ Lớn      01  Công Trường Mê Linh       Bến xe Chợ Lớn   \n",
       "1  Bến Xe Buýt Sài Gòn      01       Bến xe Chợ Lớn  Công Trường Mê Linh   \n",
       "2     Đại học Quốc Gia      08   Bến xe buýt Quận 8     Đại học Quốc gia   \n",
       "3   Bến Xe Buýt Quận 8      08     Đại học Quốc gia   Bến xe buýt Quận 8   \n",
       "4      Bến Xe Miền Tây      02  Công Trường Mê Linh      Bến xe Miền Tây   \n",
       "\n",
       "   Distance  Outbound  RunningTime  \n",
       "0    8424.0      True           40  \n",
       "1    9612.0     False           40  \n",
       "2   31772.0      True           90  \n",
       "3   31940.0     False           90  \n",
       "4   13148.0      True           50  "
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vars_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 378,
   "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>RouteId</th>\n",
       "      <th>RouteVarId</th>\n",
       "      <th>lat</th>\n",
       "      <th>lng</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>42654</td>\n",
       "      <td>81</td>\n",
       "      <td>2</td>\n",
       "      <td>10.954127</td>\n",
       "      <td>106.808952</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42655</td>\n",
       "      <td>81</td>\n",
       "      <td>2</td>\n",
       "      <td>10.954416</td>\n",
       "      <td>106.808601</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42656</td>\n",
       "      <td>81</td>\n",
       "      <td>2</td>\n",
       "      <td>10.955017</td>\n",
       "      <td>106.809235</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42657</td>\n",
       "      <td>81</td>\n",
       "      <td>2</td>\n",
       "      <td>10.955502</td>\n",
       "      <td>106.809921</td>\n",
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       "    <tr>\n",
       "      <td>42658</td>\n",
       "      <td>81</td>\n",
       "      <td>2</td>\n",
       "      <td>10.955934</td>\n",
       "      <td>106.811050</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <td>43140</td>\n",
       "      <td>81</td>\n",
       "      <td>2</td>\n",
       "      <td>10.740655</td>\n",
       "      <td>106.618263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43141</td>\n",
       "      <td>81</td>\n",
       "      <td>2</td>\n",
       "      <td>10.740705</td>\n",
       "      <td>106.618317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43142</td>\n",
       "      <td>81</td>\n",
       "      <td>2</td>\n",
       "      <td>10.740705</td>\n",
       "      <td>106.618317</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43143</td>\n",
       "      <td>81</td>\n",
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       "      <td>106.618317</td>\n",
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       "      <td>43144</td>\n",
       "      <td>81</td>\n",
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       "      <td>10.740705</td>\n",
       "      <td>106.618317</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>491 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       RouteId  RouteVarId        lat         lng\n",
       "42654       81           2  10.954127  106.808952\n",
       "42655       81           2  10.954416  106.808601\n",
       "42656       81           2  10.955017  106.809235\n",
       "42657       81           2  10.955502  106.809921\n",
       "42658       81           2  10.955934  106.811050\n",
       "...        ...         ...        ...         ...\n",
       "43140       81           2  10.740655  106.618263\n",
       "43141       81           2  10.740705  106.618317\n",
       "43142       81           2  10.740705  106.618317\n",
       "43143       81           2  10.740705  106.618317\n",
       "43144       81           2  10.740705  106.618317\n",
       "\n",
       "[491 rows x 4 columns]"
      ]
     },
     "execution_count": 378,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "paths_df[(paths_df.RouteId == 81) & (paths_df.RouteVarId == 2)]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>RouteId</th>\n",
       "      <th>RouteVarId</th>\n",
       "      <th>TimeTableId</th>\n",
       "      <th>RouteVarShortName</th>\n",
       "      <th>StartDate</th>\n",
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       "      <td>Bến Xe Buýt Chợ Lớn</td>\n",
       "      <td>15/03/2020</td>\n",
       "      <td></td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>False</td>\n",
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       "      <td>10</td>\n",
       "      <td>103</td>\n",
       "      <td>05:00 - 20:30</td>\n",
       "      <td>T2, T3, T4, T5, T6, T7, CN</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>32</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn</td>\n",
       "      <td>15/03/2020</td>\n",
       "      <td></td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>False</td>\n",
       "      <td>35</td>\n",
       "      <td>10</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>1</td>\n",
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       "      <td>Bến Xe Buýt Chợ Lớn</td>\n",
       "      <td>10/02/2020</td>\n",
       "      <td></td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>True</td>\n",
       "      <td>35</td>\n",
       "      <td>12 - 15</td>\n",
       "      <td>75</td>\n",
       "      <td>05:00 - 20:30</td>\n",
       "      <td>T2, T3, T4, T5, T6, T7, CN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>34</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn</td>\n",
       "      <td>10/02/2020</td>\n",
       "      <td></td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>True</td>\n",
       "      <td>35</td>\n",
       "      <td>12 - 15</td>\n",
       "      <td>75</td>\n",
       "      <td>05:00 - 20:30</td>\n",
       "      <td>T2, T3, T4, T5, T6, T7, CN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>9</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>Hưng Long</td>\n",
       "      <td>10/02/2020</td>\n",
       "      <td></td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>Hưng Long</td>\n",
       "      <td>True</td>\n",
       "      <td>70</td>\n",
       "      <td>8 - 10</td>\n",
       "      <td>100</td>\n",
       "      <td>05:25 - 19:10</td>\n",
       "      <td>T2, T3, T4, T5, T6, T7, CN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   RouteId  RouteVarId  TimeTableId    RouteVarShortName   StartDate EndDate  \\\n",
       "0        1           1           31  Bến Xe Buýt Chợ Lớn  15/03/2020           \n",
       "1        1           2           32  Bến Xe Buýt Sài Gòn  15/03/2020           \n",
       "2        1           1           33  Bến Xe Buýt Chợ Lớn  10/02/2020           \n",
       "3        1           2           34  Bến Xe Buýt Sài Gòn  10/02/2020           \n",
       "4        9           1           27            Hưng Long  10/02/2020           \n",
       "\n",
       "             StartStop              EndStop  IsCurrent RunningTime  Headway  \\\n",
       "0  Công Trường Mê Linh       Bến xe Chợ Lớn      False          35       10   \n",
       "1       Bến xe Chợ Lớn  Công Trường Mê Linh      False          35       10   \n",
       "2  Công Trường Mê Linh       Bến xe Chợ Lớn       True          35  12 - 15   \n",
       "3       Bến xe Chợ Lớn  Công Trường Mê Linh       True          35  12 - 15   \n",
       "4       Bến xe Chợ Lớn            Hưng Long       True          70   8 - 10   \n",
       "\n",
       "   TotalTrip  OperationTime                  ApplyDates  \n",
       "0        103  05:00 - 20:30  T2, T3, T4, T5, T6, T7, CN  \n",
       "1        103  05:00 - 20:30  T2, T3, T4, T5, T6, T7, CN  \n",
       "2         75  05:00 - 20:30  T2, T3, T4, T5, T6, T7, CN  \n",
       "3         75  05:00 - 20:30  T2, T3, T4, T5, T6, T7, CN  \n",
       "4        100  05:25 - 19:10  T2, T3, T4, T5, T6, T7, CN  "
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "timetables_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Lấy thông tin từ các routes bổ sung vào tập `vars`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "vars_pre = vars_df.merge(\n",
    "    routes_df[[\"RouteId\", \"RouteName\"]],\n",
    "    on=\"RouteId\",\n",
    "    how=\"left\",\n",
    "    suffixes=(\"\", \"_y\")\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>RouteId</th>\n",
       "      <th>RouteVarId</th>\n",
       "      <th>RouteVarName</th>\n",
       "      <th>RouteVarShortName</th>\n",
       "      <th>RouteNo</th>\n",
       "      <th>StartStop</th>\n",
       "      <th>EndStop</th>\n",
       "      <th>Distance</th>\n",
       "      <th>Outbound</th>\n",
       "      <th>RunningTime</th>\n",
       "      <th>RouteName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>Lượt đi: Bến Thành - BX Chợ Lớn</td>\n",
       "      <td>Bến Xe Buýt Chợ Lớn</td>\n",
       "      <td>01</td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>8424.0</td>\n",
       "      <td>True</td>\n",
       "      <td>40</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>Lượt về: BX Chợ Lớn - Bến Thành</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn</td>\n",
       "      <td>01</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>9612.0</td>\n",
       "      <td>False</td>\n",
       "      <td>40</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>8</td>\n",
       "      <td>15</td>\n",
       "      <td>Lượt đi: Bến xe Quận 8 - Đại học Quốc Gia</td>\n",
       "      <td>Đại học Quốc Gia</td>\n",
       "      <td>08</td>\n",
       "      <td>Bến xe buýt Quận 8</td>\n",
       "      <td>Đại học Quốc gia</td>\n",
       "      <td>31772.0</td>\n",
       "      <td>True</td>\n",
       "      <td>90</td>\n",
       "      <td>Bến Xe Buýt Quận 8- Đại học Quốc Gia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8</td>\n",
       "      <td>16</td>\n",
       "      <td>Lượt về: Đại học Quốc Gia - Bến xe Quận 8</td>\n",
       "      <td>Bến Xe Buýt Quận 8</td>\n",
       "      <td>08</td>\n",
       "      <td>Đại học Quốc gia</td>\n",
       "      <td>Bến xe buýt Quận 8</td>\n",
       "      <td>31940.0</td>\n",
       "      <td>False</td>\n",
       "      <td>90</td>\n",
       "      <td>Bến Xe Buýt Quận 8- Đại học Quốc Gia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>Công Trường Mê Linh - Bến xe Miền Tây</td>\n",
       "      <td>Bến Xe Miền Tây</td>\n",
       "      <td>02</td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>Bến xe Miền Tây</td>\n",
       "      <td>13148.0</td>\n",
       "      <td>True</td>\n",
       "      <td>50</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn - Bến Xe Miền Tây</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   RouteId  RouteVarId                               RouteVarName  \\\n",
       "0        1           1            Lượt đi: Bến Thành - BX Chợ Lớn   \n",
       "1        1           2            Lượt về: BX Chợ Lớn - Bến Thành   \n",
       "2        8          15  Lượt đi: Bến xe Quận 8 - Đại học Quốc Gia   \n",
       "3        8          16  Lượt về: Đại học Quốc Gia - Bến xe Quận 8   \n",
       "4        2           1      Công Trường Mê Linh - Bến xe Miền Tây   \n",
       "\n",
       "     RouteVarShortName RouteNo            StartStop              EndStop  \\\n",
       "0  Bến Xe Buýt Chợ Lớn      01  Công Trường Mê Linh       Bến xe Chợ Lớn   \n",
       "1  Bến Xe Buýt Sài Gòn      01       Bến xe Chợ Lớn  Công Trường Mê Linh   \n",
       "2     Đại học Quốc Gia      08   Bến xe buýt Quận 8     Đại học Quốc gia   \n",
       "3   Bến Xe Buýt Quận 8      08     Đại học Quốc gia   Bến xe buýt Quận 8   \n",
       "4      Bến Xe Miền Tây      02  Công Trường Mê Linh      Bến xe Miền Tây   \n",
       "\n",
       "   Distance  Outbound  RunningTime                                  RouteName  \n",
       "0    8424.0      True           40  Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn  \n",
       "1    9612.0     False           40  Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn  \n",
       "2   31772.0      True           90       Bến Xe Buýt Quận 8- Đại học Quốc Gia  \n",
       "3   31940.0     False           90       Bến Xe Buýt Quận 8- Đại học Quốc Gia  \n",
       "4   13148.0      True           50      Bến Xe Buýt Sài Gòn - Bến Xe Miền Tây  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vars_pre.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Timetables dự kiến\n",
    "timetables_pre = timetables_df.merge(\n",
    "    vars_pre[[\"RouteId\", \"RouteVarId\", \"Distance\", \"Outbound\"]],\n",
    "    on=[\"RouteId\", \"RouteVarId\"],\n",
    "    how=\"left\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>RouteId</th>\n",
       "      <th>RouteVarId</th>\n",
       "      <th>TimeTableId</th>\n",
       "      <th>RouteVarShortName</th>\n",
       "      <th>StartDate</th>\n",
       "      <th>EndDate</th>\n",
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       "      <th>EndStop</th>\n",
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       "      <th>Headway</th>\n",
       "      <th>TotalTrip</th>\n",
       "      <th>OperationTime</th>\n",
       "      <th>ApplyDates</th>\n",
       "      <th>Distance</th>\n",
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       "  </thead>\n",
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       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>31</td>\n",
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       "      <td>15/03/2020</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
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       "      <td>8424.0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
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       "      <td>Bến Xe Buýt Sài Gòn</td>\n",
       "      <td>10/02/2020</td>\n",
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       "      <td>True</td>\n",
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       "      <th>8</th>\n",
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       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>10</th>\n",
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       "      <th>9</th>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
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       "      <td>12740.0</td>\n",
       "      <td>False</td>\n",
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       "      <th>11</th>\n",
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       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>33</td>\n",
       "      <td>Bến Xe Buýt  Thạnh Lộc</td>\n",
       "      <td>30/01/2020</td>\n",
       "      <td></td>\n",
       "      <td>Bến xe buýt Sài Gòn</td>\n",
       "      <td>THẠNH LỘC</td>\n",
       "      <td>True</td>\n",
       "      <td>60</td>\n",
       "      <td>8</td>\n",
       "      <td>108</td>\n",
       "      <td>04:55 - 20:45</td>\n",
       "      <td>T2, T3, T4, T5, T6, T7, CN</td>\n",
       "      <td>17481.0</td>\n",
       "      <td>True</td>\n",
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       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>43</td>\n",
       "      <td>Bến Xe Buýt  Thạnh Lộc</td>\n",
       "      <td>15/03/2020</td>\n",
       "      <td></td>\n",
       "      <td>Bến xe buýt Sài Gòn</td>\n",
       "      <td>THẠNH LỘC</td>\n",
       "      <td>False</td>\n",
       "      <td>50 - 65</td>\n",
       "      <td>6 - 10</td>\n",
       "      <td>145</td>\n",
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       "      <td>17481.0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    RouteId  RouteVarId  TimeTableId       RouteVarShortName   StartDate  \\\n",
       "0         1           1           31     Bến Xe Buýt Chợ Lớn  15/03/2020   \n",
       "2         1           1           33     Bến Xe Buýt Chợ Lớn  10/02/2020   \n",
       "1         1           2           32     Bến Xe Buýt Sài Gòn  15/03/2020   \n",
       "3         1           2           34     Bến Xe Buýt Sài Gòn  10/02/2020   \n",
       "8         2           1            7         Bến Xe Miền Tây  10/02/2020   \n",
       "10        2           1           11         Bến Xe Miền Tây  15/03/2020   \n",
       "9         2           2            8     Bến Xe Buýt Sài Gòn  10/02/2020   \n",
       "11        2           2           12     Bến Xe Buýt Sài Gòn  15/03/2020   \n",
       "36        3           5           33  Bến Xe Buýt  Thạnh Lộc  30/01/2020   \n",
       "38        3           5           43  Bến Xe Buýt  Thạnh Lộc  15/03/2020   \n",
       "\n",
       "   EndDate            StartStop              EndStop  IsCurrent RunningTime  \\\n",
       "0           Công Trường Mê Linh       Bến xe Chợ Lớn      False          35   \n",
       "2           Công Trường Mê Linh       Bến xe Chợ Lớn       True          35   \n",
       "1                Bến xe Chợ Lớn  Công Trường Mê Linh      False          35   \n",
       "3                Bến xe Chợ Lớn  Công Trường Mê Linh       True          35   \n",
       "8           Công Trường Mê Linh      Bến xe Miền Tây       True          50   \n",
       "10          Công Trường Mê Linh      Bến xe Miền Tây      False     45 - 50   \n",
       "9               Bến xe Miền Tây  Công Trường Mê Linh       True          50   \n",
       "11              Bến xe Miền Tây  Công Trường Mê Linh      False     45 - 50   \n",
       "36          Bến xe buýt Sài Gòn           THẠNH LỘC       True          60   \n",
       "38          Bến xe buýt Sài Gòn           THẠNH LỘC      False     50 - 65   \n",
       "\n",
       "    Headway  TotalTrip  OperationTime                  ApplyDates  Distance  \\\n",
       "0        10        103  05:00 - 20:30  T2, T3, T4, T5, T6, T7, CN    8424.0   \n",
       "2   12 - 15         75  05:00 - 20:30  T2, T3, T4, T5, T6, T7, CN    8424.0   \n",
       "1        10        103  05:00 - 20:30  T2, T3, T4, T5, T6, T7, CN    9612.0   \n",
       "3   12 - 15         75  05:00 - 20:30  T2, T3, T4, T5, T6, T7, CN    9612.0   \n",
       "8        12         50  04:45 - 18:30  T2, T3, T4, T5, T6, T7, CN   13148.0   \n",
       "10  10 - 15         78  04:45 - 18:30  T2, T3, T4, T5, T6, T7, CN   13148.0   \n",
       "9        12         50  04:45 - 18:30  T2, T3, T4, T5, T6, T7, CN   12740.0   \n",
       "11  10 - 15         78  04:45 - 18:30  T2, T3, T4, T5, T6, T7, CN   12740.0   \n",
       "36        8        108  04:55 - 20:45  T2, T3, T4, T5, T6, T7, CN   17481.0   \n",
       "38   6 - 10        145  04:55 - 20:45  T2, T3, T4, T5, T6, T7, CN   17481.0   \n",
       "\n",
       "    Outbound  \n",
       "0       True  \n",
       "2       True  \n",
       "1      False  \n",
       "3      False  \n",
       "8       True  \n",
       "10      True  \n",
       "9      False  \n",
       "11     False  \n",
       "36      True  \n",
       "38      True  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "timetables_pre.sort_values([\"RouteId\", \"RouteVarId\", \"TimeTableId\"]).head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>34</td>\n",
       "      <td>05:45</td>\n",
       "      <td>06:20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>4586</td>\n",
       "      <td>34</td>\n",
       "      <td>06:00</td>\n",
       "      <td>06:35</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   RouteId  TripId  TimeTableId StartTime EndTime\n",
       "0        1    4582           34     05:00   05:35\n",
       "1        1    4583           34     05:15   05:50\n",
       "2        1    4584           34     05:30   06:05\n",
       "3        1    4585           34     05:45   06:20\n",
       "4        1    4586           34     06:00   06:35"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trips_df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Thông tin của các stops:\n",
    "* Nằm ở Route nào.\n",
    "* Lng Lat.\n",
    "* Distance: tổng độ dài của RouteVarld."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "stop_pre = stops_df.merge(\n",
    "    vars_pre,\n",
    "    on=[\"RouteId\", \"RouteVarId\"],\n",
    "    how=\"left\",\n",
    ").drop(\"Stops\", axis=1).drop_duplicates()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\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>RouteId</th>\n",
       "      <th>RouteVarId</th>\n",
       "      <th>StopId</th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>StopType</th>\n",
       "      <th>Zone</th>\n",
       "      <th>Ward</th>\n",
       "      <th>AddressNo</th>\n",
       "      <th>Street</th>\n",
       "      <th>SupportDisability</th>\n",
       "      <th>Status</th>\n",
       "      <th>Lng</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Search</th>\n",
       "      <th>Routes</th>\n",
       "      <th>RouteVarName</th>\n",
       "      <th>RouteVarShortName</th>\n",
       "      <th>RouteNo</th>\n",
       "      <th>StartStop</th>\n",
       "      <th>EndStop</th>\n",
       "      <th>Distance</th>\n",
       "      <th>Outbound</th>\n",
       "      <th>RunningTime</th>\n",
       "      <th>RouteName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>BX 06</td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>Bến xe</td>\n",
       "      <td>Quận 1</td>\n",
       "      <td>None</td>\n",
       "      <td>Công trường Mê Linh</td>\n",
       "      <td>Thi Sách</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.705856</td>\n",
       "      <td>10.776790</td>\n",
       "      <td>CTML CtML TS</td>\n",
       "      <td>01, 02</td>\n",
       "      <td>Lượt đi: Bến Thành - BX Chợ Lớn</td>\n",
       "      <td>Bến Xe Buýt Chợ Lớn</td>\n",
       "      <td>01</td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>8424.0</td>\n",
       "      <td>True</td>\n",
       "      <td>40</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>79</td>\n",
       "      <td>Q1 031</td>\n",
       "      <td>Bến Bạch Đằng</td>\n",
       "      <td>Trụ dừng</td>\n",
       "      <td>Quận 1</td>\n",
       "      <td>None</td>\n",
       "      <td>21</td>\n",
       "      <td>Tôn Đức Thắng</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.706359</td>\n",
       "      <td>10.773299</td>\n",
       "      <td>BBD 21 TDT</td>\n",
       "      <td>01, 02, 03, 120, 19, 45, 53, 56, 61-6, 88, D1,...</td>\n",
       "      <td>Lượt đi: Bến Thành - BX Chợ Lớn</td>\n",
       "      <td>Bến Xe Buýt Chợ Lớn</td>\n",
       "      <td>01</td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>8424.0</td>\n",
       "      <td>True</td>\n",
       "      <td>40</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>Q1 020</td>\n",
       "      <td>Cục Hải Quan Thành Phố</td>\n",
       "      <td>Nhà chờ</td>\n",
       "      <td>Quận 1</td>\n",
       "      <td>None</td>\n",
       "      <td>2-4</td>\n",
       "      <td>Hàm Nghi</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.705549</td>\n",
       "      <td>10.770885</td>\n",
       "      <td>CHQTP 2-4 HN</td>\n",
       "      <td>01, 02, 03, 123, 124, 19, 45, 56, 61-6, 88, D1</td>\n",
       "      <td>Lượt đi: Bến Thành - BX Chợ Lớn</td>\n",
       "      <td>Bến Xe Buýt Chợ Lớn</td>\n",
       "      <td>01</td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>8424.0</td>\n",
       "      <td>True</td>\n",
       "      <td>40</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3691</td>\n",
       "      <td>Q1 193</td>\n",
       "      <td>Chợ Cũ</td>\n",
       "      <td>Nhà chờ</td>\n",
       "      <td>Quận 1</td>\n",
       "      <td>None</td>\n",
       "      <td>84</td>\n",
       "      <td>Hàm Nghi</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.703108</td>\n",
       "      <td>10.771006</td>\n",
       "      <td>CC 84 HN</td>\n",
       "      <td>01, 02, 03, 19, 45, 56, 86, 88</td>\n",
       "      <td>Lượt đi: Bến Thành - BX Chợ Lớn</td>\n",
       "      <td>Bến Xe Buýt Chợ Lớn</td>\n",
       "      <td>01</td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>8424.0</td>\n",
       "      <td>True</td>\n",
       "      <td>40</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2028</td>\n",
       "      <td>Q1 194</td>\n",
       "      <td>Trường Cao Thắng</td>\n",
       "      <td>Nhà chờ</td>\n",
       "      <td>Quận 1</td>\n",
       "      <td>None</td>\n",
       "      <td>Trường Cao Thắng</td>\n",
       "      <td>Hàm Nghi</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.701853</td>\n",
       "      <td>10.771043</td>\n",
       "      <td>TCT TCT HN</td>\n",
       "      <td>01, 02, 03, 102, 11, 19, 20, 34, 38, 39, 45, 5...</td>\n",
       "      <td>Lượt đi: Bến Thành - BX Chợ Lớn</td>\n",
       "      <td>Bến Xe Buýt Chợ Lớn</td>\n",
       "      <td>01</td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>8424.0</td>\n",
       "      <td>True</td>\n",
       "      <td>40</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   RouteId  RouteVarId  StopId    Code                    Name  StopType  \\\n",
       "0        1           1      33   BX 06     Công Trường Mê Linh    Bến xe   \n",
       "1        1           1      79  Q1 031           Bến Bạch Đằng  Trụ dừng   \n",
       "2        1           1      76  Q1 020  Cục Hải Quan Thành Phố   Nhà chờ   \n",
       "3        1           1    3691  Q1 193                  Chợ Cũ   Nhà chờ   \n",
       "4        1           1    2028  Q1 194        Trường Cao Thắng   Nhà chờ   \n",
       "\n",
       "     Zone  Ward            AddressNo         Street SupportDisability  \\\n",
       "0  Quận 1  None  Công trường Mê Linh       Thi Sách                     \n",
       "1  Quận 1  None                   21  Tôn Đức Thắng                     \n",
       "2  Quận 1  None                  2-4       Hàm Nghi                     \n",
       "3  Quận 1  None                   84       Hàm Nghi                     \n",
       "4  Quận 1  None     Trường Cao Thắng       Hàm Nghi                     \n",
       "\n",
       "           Status         Lng        Lat        Search  \\\n",
       "0  Đang khai thác  106.705856  10.776790  CTML CtML TS   \n",
       "1  Đang khai thác  106.706359  10.773299    BBD 21 TDT   \n",
       "2  Đang khai thác  106.705549  10.770885  CHQTP 2-4 HN   \n",
       "3  Đang khai thác  106.703108  10.771006      CC 84 HN   \n",
       "4  Đang khai thác  106.701853  10.771043    TCT TCT HN   \n",
       "\n",
       "                                              Routes  \\\n",
       "0                                             01, 02   \n",
       "1  01, 02, 03, 120, 19, 45, 53, 56, 61-6, 88, D1,...   \n",
       "2     01, 02, 03, 123, 124, 19, 45, 56, 61-6, 88, D1   \n",
       "3                     01, 02, 03, 19, 45, 56, 86, 88   \n",
       "4  01, 02, 03, 102, 11, 19, 20, 34, 38, 39, 45, 5...   \n",
       "\n",
       "                      RouteVarName    RouteVarShortName RouteNo  \\\n",
       "0  Lượt đi: Bến Thành - BX Chợ Lớn  Bến Xe Buýt Chợ Lớn      01   \n",
       "1  Lượt đi: Bến Thành - BX Chợ Lớn  Bến Xe Buýt Chợ Lớn      01   \n",
       "2  Lượt đi: Bến Thành - BX Chợ Lớn  Bến Xe Buýt Chợ Lớn      01   \n",
       "3  Lượt đi: Bến Thành - BX Chợ Lớn  Bến Xe Buýt Chợ Lớn      01   \n",
       "4  Lượt đi: Bến Thành - BX Chợ Lớn  Bến Xe Buýt Chợ Lớn      01   \n",
       "\n",
       "             StartStop         EndStop  Distance  Outbound  RunningTime  \\\n",
       "0  Công Trường Mê Linh  Bến xe Chợ Lớn    8424.0      True           40   \n",
       "1  Công Trường Mê Linh  Bến xe Chợ Lớn    8424.0      True           40   \n",
       "2  Công Trường Mê Linh  Bến xe Chợ Lớn    8424.0      True           40   \n",
       "3  Công Trường Mê Linh  Bến xe Chợ Lớn    8424.0      True           40   \n",
       "4  Công Trường Mê Linh  Bến xe Chợ Lớn    8424.0      True           40   \n",
       "\n",
       "                                   RouteName  \n",
       "0  Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn  \n",
       "1  Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn  \n",
       "2  Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn  \n",
       "3  Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn  \n",
       "4  Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn  "
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stop_pre.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "stop_pre = stop_pre.merge(\n",
    "    stop_pre.groupby([\"RouteId\", \"RouteVarId\"]).agg(NumStop=(\"StopId\", \"nunique\")),\n",
    "    on=[\"RouteId\", \"RouteVarId\"],\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>0</th>\n",
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       "      <td>BX 06</td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>Bến xe</td>\n",
       "      <td>Quận 1</td>\n",
       "      <td>None</td>\n",
       "      <td>Công trường Mê Linh</td>\n",
       "      <td>Thi Sách</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
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       "      <td>10.776790</td>\n",
       "      <td>CTML CtML TS</td>\n",
       "      <td>01, 02</td>\n",
       "      <td>Lượt đi: Bến Thành - BX Chợ Lớn</td>\n",
       "      <td>Bến Xe Buýt Chợ Lớn</td>\n",
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       "      <td>Công Trường Mê Linh</td>\n",
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       "      <td>8424.0</td>\n",
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       "      <td>40</td>\n",
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       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
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       "      <td>Q1 031</td>\n",
       "      <td>Bến Bạch Đằng</td>\n",
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       "      <td>Quận 1</td>\n",
       "      <td>None</td>\n",
       "      <td>21</td>\n",
       "      <td>Tôn Đức Thắng</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.706359</td>\n",
       "      <td>10.773299</td>\n",
       "      <td>BBD 21 TDT</td>\n",
       "      <td>01, 02, 03, 120, 19, 45, 53, 56, 61-6, 88, D1,...</td>\n",
       "      <td>Lượt đi: Bến Thành - BX Chợ Lớn</td>\n",
       "      <td>Bến Xe Buýt Chợ Lớn</td>\n",
       "      <td>01</td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>8424.0</td>\n",
       "      <td>True</td>\n",
       "      <td>40</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>76</td>\n",
       "      <td>Q1 020</td>\n",
       "      <td>Cục Hải Quan Thành Phố</td>\n",
       "      <td>Nhà chờ</td>\n",
       "      <td>Quận 1</td>\n",
       "      <td>None</td>\n",
       "      <td>2-4</td>\n",
       "      <td>Hàm Nghi</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.705549</td>\n",
       "      <td>10.770885</td>\n",
       "      <td>CHQTP 2-4 HN</td>\n",
       "      <td>01, 02, 03, 123, 124, 19, 45, 56, 61-6, 88, D1</td>\n",
       "      <td>Lượt đi: Bến Thành - BX Chợ Lớn</td>\n",
       "      <td>Bến Xe Buýt Chợ Lớn</td>\n",
       "      <td>01</td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>8424.0</td>\n",
       "      <td>True</td>\n",
       "      <td>40</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3691</td>\n",
       "      <td>Q1 193</td>\n",
       "      <td>Chợ Cũ</td>\n",
       "      <td>Nhà chờ</td>\n",
       "      <td>Quận 1</td>\n",
       "      <td>None</td>\n",
       "      <td>84</td>\n",
       "      <td>Hàm Nghi</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.703108</td>\n",
       "      <td>10.771006</td>\n",
       "      <td>CC 84 HN</td>\n",
       "      <td>01, 02, 03, 19, 45, 56, 86, 88</td>\n",
       "      <td>Lượt đi: Bến Thành - BX Chợ Lớn</td>\n",
       "      <td>Bến Xe Buýt Chợ Lớn</td>\n",
       "      <td>01</td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>8424.0</td>\n",
       "      <td>True</td>\n",
       "      <td>40</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2028</td>\n",
       "      <td>Q1 194</td>\n",
       "      <td>Trường Cao Thắng</td>\n",
       "      <td>Nhà chờ</td>\n",
       "      <td>Quận 1</td>\n",
       "      <td>None</td>\n",
       "      <td>Trường Cao Thắng</td>\n",
       "      <td>Hàm Nghi</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.701853</td>\n",
       "      <td>10.771043</td>\n",
       "      <td>TCT TCT HN</td>\n",
       "      <td>01, 02, 03, 102, 11, 19, 20, 34, 38, 39, 45, 5...</td>\n",
       "      <td>Lượt đi: Bến Thành - BX Chợ Lớn</td>\n",
       "      <td>Bến Xe Buýt Chợ Lớn</td>\n",
       "      <td>01</td>\n",
       "      <td>Công Trường Mê Linh</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>8424.0</td>\n",
       "      <td>True</td>\n",
       "      <td>40</td>\n",
       "      <td>Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   RouteId  RouteVarId  StopId    Code                    Name  StopType  \\\n",
       "0        1           1      33   BX 06     Công Trường Mê Linh    Bến xe   \n",
       "1        1           1      79  Q1 031           Bến Bạch Đằng  Trụ dừng   \n",
       "2        1           1      76  Q1 020  Cục Hải Quan Thành Phố   Nhà chờ   \n",
       "3        1           1    3691  Q1 193                  Chợ Cũ   Nhà chờ   \n",
       "4        1           1    2028  Q1 194        Trường Cao Thắng   Nhà chờ   \n",
       "\n",
       "     Zone  Ward            AddressNo         Street SupportDisability  \\\n",
       "0  Quận 1  None  Công trường Mê Linh       Thi Sách                     \n",
       "1  Quận 1  None                   21  Tôn Đức Thắng                     \n",
       "2  Quận 1  None                  2-4       Hàm Nghi                     \n",
       "3  Quận 1  None                   84       Hàm Nghi                     \n",
       "4  Quận 1  None     Trường Cao Thắng       Hàm Nghi                     \n",
       "\n",
       "           Status         Lng        Lat        Search  \\\n",
       "0  Đang khai thác  106.705856  10.776790  CTML CtML TS   \n",
       "1  Đang khai thác  106.706359  10.773299    BBD 21 TDT   \n",
       "2  Đang khai thác  106.705549  10.770885  CHQTP 2-4 HN   \n",
       "3  Đang khai thác  106.703108  10.771006      CC 84 HN   \n",
       "4  Đang khai thác  106.701853  10.771043    TCT TCT HN   \n",
       "\n",
       "                                              Routes  \\\n",
       "0                                             01, 02   \n",
       "1  01, 02, 03, 120, 19, 45, 53, 56, 61-6, 88, D1,...   \n",
       "2     01, 02, 03, 123, 124, 19, 45, 56, 61-6, 88, D1   \n",
       "3                     01, 02, 03, 19, 45, 56, 86, 88   \n",
       "4  01, 02, 03, 102, 11, 19, 20, 34, 38, 39, 45, 5...   \n",
       "\n",
       "                      RouteVarName    RouteVarShortName RouteNo  \\\n",
       "0  Lượt đi: Bến Thành - BX Chợ Lớn  Bến Xe Buýt Chợ Lớn      01   \n",
       "1  Lượt đi: Bến Thành - BX Chợ Lớn  Bến Xe Buýt Chợ Lớn      01   \n",
       "2  Lượt đi: Bến Thành - BX Chợ Lớn  Bến Xe Buýt Chợ Lớn      01   \n",
       "3  Lượt đi: Bến Thành - BX Chợ Lớn  Bến Xe Buýt Chợ Lớn      01   \n",
       "4  Lượt đi: Bến Thành - BX Chợ Lớn  Bến Xe Buýt Chợ Lớn      01   \n",
       "\n",
       "             StartStop         EndStop  Distance  Outbound  RunningTime  \\\n",
       "0  Công Trường Mê Linh  Bến xe Chợ Lớn    8424.0      True           40   \n",
       "1  Công Trường Mê Linh  Bến xe Chợ Lớn    8424.0      True           40   \n",
       "2  Công Trường Mê Linh  Bến xe Chợ Lớn    8424.0      True           40   \n",
       "3  Công Trường Mê Linh  Bến xe Chợ Lớn    8424.0      True           40   \n",
       "4  Công Trường Mê Linh  Bến xe Chợ Lớn    8424.0      True           40   \n",
       "\n",
       "                                   RouteName  NumStop  \n",
       "0  Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn       29  \n",
       "1  Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn       29  \n",
       "2  Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn       29  \n",
       "3  Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn       29  \n",
       "4  Bến Xe Buýt Sài Gòn - Bến Xe Buýt Chợ Lớn       29  "
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stop_pre.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>NumStop</th>\n",
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       "      <th>1</th>\n",
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       "      <th>1</th>\n",
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       "      <th>8</th>\n",
       "      <td>39</td>\n",
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       "      <th rowspan=\"2\" valign=\"top\">5</th>\n",
       "      <th>1</th>\n",
       "      <td>69</td>\n",
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       "      <th>2</th>\n",
       "      <td>59</td>\n",
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       "      <th rowspan=\"2\" valign=\"top\">6</th>\n",
       "      <th>1</th>\n",
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       "      <th>2</th>\n",
       "      <td>61</td>\n",
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       "      <th rowspan=\"2\" valign=\"top\">7</th>\n",
       "      <th>13</th>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>50</td>\n",
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       "      <th rowspan=\"2\" valign=\"top\">8</th>\n",
       "      <th>15</th>\n",
       "      <td>68</td>\n",
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       "      <th>16</th>\n",
       "      <td>65</td>\n",
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       "      <th rowspan=\"2\" valign=\"top\">9</th>\n",
       "      <th>1</th>\n",
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       "      <th>2</th>\n",
       "      <td>59</td>\n",
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       "      <th>19</th>\n",
       "      <td>15</td>\n",
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       "      <th>20</th>\n",
       "      <td>14</td>\n",
       "    </tr>\n",
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       "      <th rowspan=\"2\" valign=\"top\">11</th>\n",
       "      <th>1</th>\n",
       "      <td>27</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">12</th>\n",
       "      <th>1</th>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">13</th>\n",
       "      <th>25</th>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">14</th>\n",
       "      <th>1</th>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">15</th>\n",
       "      <th>29</th>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">16</th>\n",
       "      <th>31</th>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">17</th>\n",
       "      <th>1</th>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">18</th>\n",
       "      <th>1</th>\n",
       "      <td>43</td>\n",
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       "      <td>46</td>\n",
       "    </tr>\n",
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       "      <th rowspan=\"2\" valign=\"top\">20</th>\n",
       "      <th>39</th>\n",
       "      <td>36</td>\n",
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       "      <th>40</th>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
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       "      <th rowspan=\"2\" valign=\"top\">21</th>\n",
       "      <th>41</th>\n",
       "      <td>15</td>\n",
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       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
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       "      <th rowspan=\"2\" valign=\"top\">22</th>\n",
       "      <th>43</th>\n",
       "      <td>22</td>\n",
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       "      <th>44</th>\n",
       "      <td>19</td>\n",
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       "      <th>45</th>\n",
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       "      <td>34</td>\n",
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       "      <th rowspan=\"2\" valign=\"top\">24</th>\n",
       "      <th>47</th>\n",
       "      <td>26</td>\n",
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       "      <th>48</th>\n",
       "      <td>27</td>\n",
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       "      <th rowspan=\"2\" valign=\"top\">25</th>\n",
       "      <th>1</th>\n",
       "      <td>57</td>\n",
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       "      <th>2</th>\n",
       "      <td>62</td>\n",
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       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">26</th>\n",
       "      <th>1</th>\n",
       "      <td>48</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">27</th>\n",
       "      <th>53</th>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">28</th>\n",
       "      <th>55</th>\n",
       "      <td>46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>46</td>\n",
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       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">29</th>\n",
       "      <th>1</th>\n",
       "      <td>42</td>\n",
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       "      <th>2</th>\n",
       "      <td>46</td>\n",
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       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">30</th>\n",
       "      <th>59</th>\n",
       "      <td>58</td>\n",
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       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">31</th>\n",
       "      <th>63</th>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">32</th>\n",
       "      <th>1</th>\n",
       "      <td>41</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">34</th>\n",
       "      <th>67</th>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">35</th>\n",
       "      <th>69</th>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">36</th>\n",
       "      <th>1</th>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">37</th>\n",
       "      <th>73</th>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">38</th>\n",
       "      <th>77</th>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">39</th>\n",
       "      <th>1</th>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">40</th>\n",
       "      <th>79</th>\n",
       "      <td>65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">41</th>\n",
       "      <th>81</th>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">42</th>\n",
       "      <th>83</th>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">43</th>\n",
       "      <th>85</th>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">44</th>\n",
       "      <th>87</th>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">45</th>\n",
       "      <th>89</th>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">46</th>\n",
       "      <th>91</th>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">48</th>\n",
       "      <th>95</th>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">49</th>\n",
       "      <th>97</th>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">50</th>\n",
       "      <th>99</th>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">51</th>\n",
       "      <th>2</th>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">52</th>\n",
       "      <th>1</th>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">53</th>\n",
       "      <th>105</th>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">54</th>\n",
       "      <th>1</th>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">55</th>\n",
       "      <th>1</th>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">57</th>\n",
       "      <th>113</th>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">59</th>\n",
       "      <th>117</th>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">60</th>\n",
       "      <th>3</th>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">62</th>\n",
       "      <th>123</th>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">64</th>\n",
       "      <th>127</th>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">65</th>\n",
       "      <th>129</th>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">66</th>\n",
       "      <th>131</th>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">67</th>\n",
       "      <th>133</th>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">68</th>\n",
       "      <th>1</th>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">69</th>\n",
       "      <th>1</th>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">70</th>\n",
       "      <th>1</th>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">72</th>\n",
       "      <th>143</th>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">73</th>\n",
       "      <th>1</th>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">75</th>\n",
       "      <th>149</th>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">76</th>\n",
       "      <th>151</th>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>59</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">77</th>\n",
       "      <th>153</th>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">78</th>\n",
       "      <th>1</th>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">79</th>\n",
       "      <th>157</th>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">81</th>\n",
       "      <th>1</th>\n",
       "      <td>78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">82</th>\n",
       "      <th>1</th>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">83</th>\n",
       "      <th>1</th>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">84</th>\n",
       "      <th>1</th>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">85</th>\n",
       "      <th>1</th>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">86</th>\n",
       "      <th>1</th>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>33</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">87</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">88</th>\n",
       "      <th>1</th>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">89</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">90</th>\n",
       "      <th>1</th>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">91</th>\n",
       "      <th>181</th>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">92</th>\n",
       "      <th>1</th>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">93</th>\n",
       "      <th>1</th>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">94</th>\n",
       "      <th>1</th>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">95</th>\n",
       "      <th>1</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">97</th>\n",
       "      <th>1</th>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">98</th>\n",
       "      <th>1</th>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">99</th>\n",
       "      <th>1</th>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">100</th>\n",
       "      <th>1</th>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">101</th>\n",
       "      <th>201</th>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">102</th>\n",
       "      <th>203</th>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">104</th>\n",
       "      <th>1</th>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">105</th>\n",
       "      <th>1</th>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">106</th>\n",
       "      <th>211</th>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">107</th>\n",
       "      <th>1</th>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">108</th>\n",
       "      <th>1</th>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">109</th>\n",
       "      <th>1</th>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">110</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">111</th>\n",
       "      <th>221</th>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">112</th>\n",
       "      <th>223</th>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">113</th>\n",
       "      <th>225</th>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">114</th>\n",
       "      <th>227</th>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">115</th>\n",
       "      <th>231</th>\n",
       "      <td>60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">116</th>\n",
       "      <th>231</th>\n",
       "      <td>44</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>45</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">117</th>\n",
       "      <th>235</th>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">118</th>\n",
       "      <th>1</th>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">119</th>\n",
       "      <th>237</th>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">121</th>\n",
       "      <th>1</th>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">124</th>\n",
       "      <th>247</th>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">125</th>\n",
       "      <th>1</th>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">126</th>\n",
       "      <th>1</th>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">127</th>\n",
       "      <th>253</th>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">128</th>\n",
       "      <th>255</th>\n",
       "      <td>53</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">129</th>\n",
       "      <th>1</th>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">130</th>\n",
       "      <th>261</th>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">131</th>\n",
       "      <th>261</th>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">133</th>\n",
       "      <th>265</th>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>47</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">134</th>\n",
       "      <th>267</th>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">137</th>\n",
       "      <th>273</th>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">178</th>\n",
       "      <th>1</th>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">179</th>\n",
       "      <th>1</th>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <th>1</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">199</th>\n",
       "      <th>1</th>\n",
       "      <td>28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">204</th>\n",
       "      <th>1</th>\n",
       "      <td>35</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">210</th>\n",
       "      <th>1</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">211</th>\n",
       "      <th>1</th>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">212</th>\n",
       "      <th>1</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">213</th>\n",
       "      <th>1</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">214</th>\n",
       "      <th>1</th>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">215</th>\n",
       "      <th>1</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">228</th>\n",
       "      <th>1</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">229</th>\n",
       "      <th>1</th>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">230</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">231</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">232</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">233</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">234</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">235</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">236</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">237</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">238</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">239</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">240</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">241</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">242</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">244</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">245</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">246</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">247</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">248</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">249</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">250</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">251</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">252</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">253</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">256</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">257</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">258</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">260</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">261</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">262</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">263</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">264</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">265</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">266</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">267</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">268</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">269</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">270</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">271</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">272</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">273</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">274</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">275</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">276</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">277</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">278</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">279</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">280</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">281</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">282</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">283</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">284</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">285</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">286</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">287</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">288</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">289</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">290</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">291</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">292</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">293</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">294</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">295</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">296</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">297</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">298</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">299</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">300</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">301</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">302</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">303</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">304</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">305</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">306</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">307</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">308</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">309</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">310</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">311</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">312</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">313</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">314</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">315</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">316</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">319</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">322</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">324</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">326</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">327</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">328</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">329</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">335</th>\n",
       "      <th>3</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <th>1</th>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    NumStop\n",
       "RouteId RouteVarId         \n",
       "1       1                29\n",
       "        2                33\n",
       "2       1                42\n",
       "        2                40\n",
       "3       5                47\n",
       "        6                51\n",
       "4       7                47\n",
       "        8                39\n",
       "5       1                69\n",
       "        2                59\n",
       "6       1                51\n",
       "        2                61\n",
       "7       13               44\n",
       "        14               50\n",
       "8       15               68\n",
       "        16               65\n",
       "9       1                60\n",
       "        2                59\n",
       "10      19               15\n",
       "        20               14\n",
       "11      1                27\n",
       "        2                27\n",
       "12      1                35\n",
       "        2                36\n",
       "13      25               60\n",
       "        26               62\n",
       "14      1                58\n",
       "        2                60\n",
       "15      29               63\n",
       "        30               61\n",
       "16      31               23\n",
       "        32               23\n",
       "17      1                34\n",
       "        2                26\n",
       "18      1                43\n",
       "        2                46\n",
       "20      39               36\n",
       "        40               37\n",
       "21      41               15\n",
       "        42               16\n",
       "22      43               22\n",
       "        44               19\n",
       "23      45               37\n",
       "        46               34\n",
       "24      47               26\n",
       "        48               27\n",
       "25      1                57\n",
       "        2                62\n",
       "26      1                48\n",
       "        2                42\n",
       "27      53               46\n",
       "        54               43\n",
       "28      55               46\n",
       "        56               46\n",
       "29      1                42\n",
       "        2                46\n",
       "30      59               58\n",
       "        60               62\n",
       "31      63               42\n",
       "        64               45\n",
       "32      1                41\n",
       "        2                52\n",
       "34      67               36\n",
       "        68               37\n",
       "35      69               51\n",
       "        70               53\n",
       "36      1                37\n",
       "        2                33\n",
       "37      73               39\n",
       "        74               34\n",
       "38      77               41\n",
       "        78               42\n",
       "39      1                40\n",
       "        2                41\n",
       "40      79               65\n",
       "        80               64\n",
       "41      81               53\n",
       "        82               59\n",
       "42      83               50\n",
       "        84               47\n",
       "43      85               47\n",
       "        86               47\n",
       "44      87               57\n",
       "        88               58\n",
       "45      89               68\n",
       "        90               63\n",
       "46      91               49\n",
       "        92               47\n",
       "48      95               42\n",
       "        96               39\n",
       "49      97               66\n",
       "        98               64\n",
       "50      99               43\n",
       "        100              51\n",
       "51      2                64\n",
       "        3                62\n",
       "52      1                60\n",
       "        2                55\n",
       "53      105              70\n",
       "        106              69\n",
       "54      1                47\n",
       "        2                53\n",
       "55      1                48\n",
       "        2                50\n",
       "57      113              51\n",
       "        114              52\n",
       "59      117              42\n",
       "        118              44\n",
       "60      3                34\n",
       "        4                33\n",
       "62      123              54\n",
       "        124              53\n",
       "64      127              32\n",
       "        128              31\n",
       "65      129              40\n",
       "        130              44\n",
       "66      131              47\n",
       "        132              48\n",
       "67      133              34\n",
       "        134              47\n",
       "68      1                37\n",
       "        2                38\n",
       "69      1                56\n",
       "        2                56\n",
       "70      1                49\n",
       "        2                48\n",
       "72      143              39\n",
       "        144              36\n",
       "73      1                17\n",
       "        2                18\n",
       "75      149              70\n",
       "        150              62\n",
       "76      151              60\n",
       "        152              59\n",
       "77      153              29\n",
       "        154              29\n",
       "78      1                37\n",
       "        2                37\n",
       "79      157              54\n",
       "        158              64\n",
       "81      1                78\n",
       "        2                73\n",
       "82      1                30\n",
       "        2                31\n",
       "83      1                25\n",
       "        2                33\n",
       "84      1                42\n",
       "        2                42\n",
       "85      1                40\n",
       "        2                43\n",
       "86      1                31\n",
       "        2                33\n",
       "87      1                 2\n",
       "        2                 2\n",
       "88      1                36\n",
       "        2                32\n",
       "89      1                 2\n",
       "        2                 2\n",
       "90      1                68\n",
       "        2                76\n",
       "91      181              60\n",
       "        182              68\n",
       "92      1                37\n",
       "        2                37\n",
       "93      1                30\n",
       "        2                30\n",
       "94      1                40\n",
       "        2                39\n",
       "95      1                11\n",
       "        2                10\n",
       "97      1                37\n",
       "        2                29\n",
       "98      1                41\n",
       "        2                34\n",
       "99      1                35\n",
       "        2                36\n",
       "100     1                30\n",
       "        2                29\n",
       "101     201              51\n",
       "        202              54\n",
       "102     203              44\n",
       "        204              36\n",
       "104     1                45\n",
       "        2                45\n",
       "105     1                72\n",
       "        2                72\n",
       "106     211              36\n",
       "        212              35\n",
       "107     1                12\n",
       "        2                12\n",
       "108     1                13\n",
       "        2                10\n",
       "109     1                45\n",
       "        2                47\n",
       "110     1                 2\n",
       "        2                 2\n",
       "111     221              50\n",
       "        222              49\n",
       "112     223              44\n",
       "        224              42\n",
       "113     225              44\n",
       "        226              44\n",
       "114     227              40\n",
       "        228              41\n",
       "115     231              60\n",
       "        232              55\n",
       "116     231              44\n",
       "        232              45\n",
       "117     235              20\n",
       "        236              15\n",
       "118     1                36\n",
       "        2                35\n",
       "119     237              25\n",
       "        238              26\n",
       "121     1                49\n",
       "        2                51\n",
       "124     247              36\n",
       "        248              38\n",
       "125     1                31\n",
       "        2                31\n",
       "126     1                27\n",
       "        2                31\n",
       "127     253              27\n",
       "        254              27\n",
       "128     255              53\n",
       "        256              51\n",
       "129     1                37\n",
       "        2                40\n",
       "130     261              26\n",
       "        262              21\n",
       "131     261              47\n",
       "        262              42\n",
       "133     265              49\n",
       "        266              47\n",
       "134     267              23\n",
       "        268              22\n",
       "137     273              35\n",
       "        274              35\n",
       "178     1                25\n",
       "        2                23\n",
       "179     1                17\n",
       "        2                17\n",
       "198     1                 8\n",
       "199     1                28\n",
       "        2                25\n",
       "204     1                35\n",
       "        2                37\n",
       "210     1                 8\n",
       "        2                 7\n",
       "211     1                16\n",
       "        2                16\n",
       "212     1                 9\n",
       "        2                 9\n",
       "213     1                 9\n",
       "        2                11\n",
       "214     1                40\n",
       "        2                40\n",
       "215     1                11\n",
       "        2                11\n",
       "228     1                 7\n",
       "        2                 6\n",
       "229     1                 7\n",
       "        2                 9\n",
       "230     1                 2\n",
       "        2                 2\n",
       "231     1                 2\n",
       "        2                 2\n",
       "232     1                 2\n",
       "        2                 2\n",
       "233     1                 2\n",
       "        2                 2\n",
       "234     1                 2\n",
       "        2                 2\n",
       "235     1                 2\n",
       "        2                 2\n",
       "236     1                 2\n",
       "        2                 2\n",
       "237     1                 2\n",
       "        2                 2\n",
       "238     1                 2\n",
       "        2                 2\n",
       "239     1                 2\n",
       "        2                 2\n",
       "240     1                 2\n",
       "        2                 2\n",
       "241     1                 2\n",
       "        2                 2\n",
       "242     1                 2\n",
       "        2                 2\n",
       "244     1                 2\n",
       "        2                 2\n",
       "245     1                 2\n",
       "        2                 2\n",
       "246     1                 2\n",
       "        2                 2\n",
       "247     1                 2\n",
       "        2                 2\n",
       "248     1                 2\n",
       "        2                 2\n",
       "249     1                 2\n",
       "        2                 2\n",
       "250     1                 2\n",
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       "251     1                 2\n",
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       "256     1                 2\n",
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       "257     1                 2\n",
       "        2                 2\n",
       "258     1                 2\n",
       "        2                 2\n",
       "260     1                 2\n",
       "        2                 2\n",
       "261     1                 2\n",
       "        2                 2\n",
       "262     1                 2\n",
       "        2                 2\n",
       "263     1                 2\n",
       "        2                 2\n",
       "264     1                 2\n",
       "        2                 2\n",
       "265     1                 2\n",
       "        2                 2\n",
       "266     1                 2\n",
       "        2                 2\n",
       "267     1                 2\n",
       "        2                 2\n",
       "268     1                 2\n",
       "        2                 2\n",
       "269     1                 2\n",
       "        2                 2\n",
       "270     1                 2\n",
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       "271     1                 2\n",
       "        2                 2\n",
       "272     1                 2\n",
       "        2                 2\n",
       "273     1                 2\n",
       "        2                 2\n",
       "274     1                 2\n",
       "        2                 2\n",
       "275     1                 2\n",
       "        2                 2\n",
       "276     1                 2\n",
       "        2                 2\n",
       "277     1                 2\n",
       "        2                 2\n",
       "278     1                 2\n",
       "        2                 2\n",
       "279     1                 2\n",
       "        2                 2\n",
       "280     1                 2\n",
       "        2                 2\n",
       "281     1                 2\n",
       "        2                 2\n",
       "282     1                 2\n",
       "        2                 2\n",
       "283     1                 2\n",
       "        2                 2\n",
       "284     1                 2\n",
       "        2                 2\n",
       "285     1                 2\n",
       "        2                 2\n",
       "286     1                 2\n",
       "        2                 2\n",
       "287     1                 2\n",
       "        2                 2\n",
       "288     1                 2\n",
       "        2                 2\n",
       "289     1                 2\n",
       "        2                 2\n",
       "290     1                 2\n",
       "        2                 2\n",
       "291     1                 2\n",
       "        2                 2\n",
       "292     1                 2\n",
       "        2                 2\n",
       "293     1                 2\n",
       "        2                 2\n",
       "294     1                 2\n",
       "        2                 2\n",
       "295     1                 2\n",
       "        2                 2\n",
       "296     1                 2\n",
       "        2                 2\n",
       "297     1                 2\n",
       "        2                 2\n",
       "298     1                 2\n",
       "        2                 2\n",
       "299     1                 2\n",
       "        2                 2\n",
       "300     1                 2\n",
       "        2                 2\n",
       "301     1                 2\n",
       "        2                 2\n",
       "302     1                 2\n",
       "        2                 2\n",
       "303     1                 2\n",
       "        2                 2\n",
       "304     1                 2\n",
       "        2                 2\n",
       "305     1                 2\n",
       "        2                 2\n",
       "306     1                 2\n",
       "        2                 2\n",
       "307     1                 2\n",
       "        2                 2\n",
       "308     1                 2\n",
       "        2                 2\n",
       "309     1                 2\n",
       "        2                 2\n",
       "310     1                 2\n",
       "        2                 2\n",
       "311     1                 2\n",
       "        2                 2\n",
       "312     1                 2\n",
       "        2                 2\n",
       "313     1                 2\n",
       "        2                 2\n",
       "314     1                 2\n",
       "        2                 2\n",
       "315     1                 2\n",
       "        2                 2\n",
       "316     1                 2\n",
       "        2                 2\n",
       "317     1                 2\n",
       "318     1                 2\n",
       "319     1                 2\n",
       "        2                 2\n",
       "320     1                 2\n",
       "321     1                 2\n",
       "322     1                 2\n",
       "        2                 2\n",
       "323     1                 2\n",
       "324     1                 2\n",
       "        2                 2\n",
       "325     1                 2\n",
       "326     1                 2\n",
       "        2                 2\n",
       "327     1                 2\n",
       "        2                 2\n",
       "328     1                 2\n",
       "        2                 2\n",
       "329     1                 2\n",
       "        2                 2\n",
       "330     1                 2\n",
       "331     1                 2\n",
       "332     1                 2\n",
       "335     3                 8\n",
       "        4                 8\n",
       "336     1                10"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stop_pre.groupby([\"RouteId\", \"RouteVarId\"]).agg(NumStop=(\"StopId\", \"nunique\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Full Data - Old Data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "_convert_col = [\"stopID\", \"routeID\", \"routeVarID\"]\n",
    "data_202003[_convert_col] = data_202003[_convert_col].astype(int)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_202003_pre = data_202003.merge(\n",
    "    stop_pre,\n",
    "    right_on=[\"RouteId\", \"RouteVarId\", \"StopId\"],\n",
    "    left_on=[\"routeID\", \"routeVarID\", \"stopID\"],\n",
    "    how=\"left\",\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_202003_pre.requestTime = pd.to_datetime(data_202003_pre.requestTime)\n",
    "data_202003_pre.locTimeStamp = pd.to_datetime(data_202003_pre.locTimeStamp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['requestTime', 'stopID', 'routeID', 'routeVarID', 'busID',\n",
       "       'locTimeStamp', 'distance (m)', 'speed (km/h)', 'timeToStop (sec)',\n",
       "       'RouteId', 'RouteVarId', 'StopId', 'Code', 'Name', 'StopType', 'Zone',\n",
       "       'Ward', 'AddressNo', 'Street', 'SupportDisability', 'Status', 'Lng',\n",
       "       'Lat', 'Search', 'Routes', 'RouteVarName', 'RouteVarShortName',\n",
       "       'RouteNo', 'StartStop', 'EndStop', 'Distance', 'Outbound',\n",
       "       'RunningTime', 'RouteName'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_202003_pre.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "_col = [\"distance (m)\",\"speed (km/h)\", \"timeToStop (sec)\"]\n",
    "data_202003_pre[_col] = data_202003_pre[_col].astype(float)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_202003_sorted = data_202003_pre.sort_values([\"busID\", \"locTimeStamp\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "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>requestTime</th>\n",
       "      <th>stopID</th>\n",
       "      <th>routeID</th>\n",
       "      <th>routeVarID</th>\n",
       "      <th>busID</th>\n",
       "      <th>locTimeStamp</th>\n",
       "      <th>distance (m)</th>\n",
       "      <th>speed (km/h)</th>\n",
       "      <th>timeToStop (sec)</th>\n",
       "      <th>RouteId</th>\n",
       "      <th>RouteVarId</th>\n",
       "      <th>StopId</th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>StopType</th>\n",
       "      <th>Zone</th>\n",
       "      <th>Ward</th>\n",
       "      <th>AddressNo</th>\n",
       "      <th>Street</th>\n",
       "      <th>SupportDisability</th>\n",
       "      <th>Status</th>\n",
       "      <th>Lng</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Search</th>\n",
       "      <th>Routes</th>\n",
       "      <th>RouteVarName</th>\n",
       "      <th>RouteVarShortName</th>\n",
       "      <th>RouteNo</th>\n",
       "      <th>StartStop</th>\n",
       "      <th>EndStop</th>\n",
       "      <th>Distance</th>\n",
       "      <th>Outbound</th>\n",
       "      <th>RunningTime</th>\n",
       "      <th>RouteName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3201047</th>\n",
       "      <td>2020-03-11 10:54:54+07:00</td>\n",
       "      <td>7280</td>\n",
       "      <td>215</td>\n",
       "      <td>1</td>\n",
       "      <td>51B04302</td>\n",
       "      <td>2020-03-11 10:54:37+07:00</td>\n",
       "      <td>68375.88</td>\n",
       "      <td>49.0</td>\n",
       "      <td>7178.0</td>\n",
       "      <td>215</td>\n",
       "      <td>1</td>\n",
       "      <td>7280</td>\n",
       "      <td>BXLT Phu Tuc</td>\n",
       "      <td>Bến xe Phú Túc</td>\n",
       "      <td>Bến xe</td>\n",
       "      <td>Ngoại thành</td>\n",
       "      <td>None</td>\n",
       "      <td>Bến xe Phú Túc</td>\n",
       "      <td>Quốc lộ 20</td>\n",
       "      <td>Có</td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>107.217992</td>\n",
       "      <td>11.092120</td>\n",
       "      <td>BxPT BxPT Ql20</td>\n",
       "      <td>60-2</td>\n",
       "      <td>lượt đi</td>\n",
       "      <td>Bến Xe Phú Túc</td>\n",
       "      <td>60-2</td>\n",
       "      <td>Đại học Nông Lâm</td>\n",
       "      <td>Bến xe Phú Túc</td>\n",
       "      <td>70454.0</td>\n",
       "      <td>True</td>\n",
       "      <td>120</td>\n",
       "      <td>Đại Học Nông Lâm - Bến Xe Phú Túc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>2020-03-11 04:00:12+07:00</td>\n",
       "      <td>7178</td>\n",
       "      <td>210</td>\n",
       "      <td>1</td>\n",
       "      <td>51HC00008</td>\n",
       "      <td>2020-03-10 21:58:56+07:00</td>\n",
       "      <td>13.01</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>210</td>\n",
       "      <td>1</td>\n",
       "      <td>7178</td>\n",
       "      <td>Q1 D1</td>\n",
       "      <td>Thảo cầm viên</td>\n",
       "      <td>Bến xe</td>\n",
       "      <td>Quận 1</td>\n",
       "      <td>Phường Bến Nghé</td>\n",
       "      <td>2</td>\n",
       "      <td>Nguyễn Bỉnh Khiêm</td>\n",
       "      <td>Có</td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.705243</td>\n",
       "      <td>10.787311</td>\n",
       "      <td>Tcv 2 NBK</td>\n",
       "      <td>D1</td>\n",
       "      <td>Lượt đi</td>\n",
       "      <td>THẢO CẦM VIÊN</td>\n",
       "      <td>D1</td>\n",
       "      <td>Bến xe buýt Sài Gòn</td>\n",
       "      <td>Thảo cầm viên</td>\n",
       "      <td>6264.0</td>\n",
       "      <td>True</td>\n",
       "      <td>30</td>\n",
       "      <td>CÔNG VIÊN 23/9-THẢO CẦM VIÊN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1176</th>\n",
       "      <td>2020-03-11 04:00:22+07:00</td>\n",
       "      <td>7178</td>\n",
       "      <td>210</td>\n",
       "      <td>1</td>\n",
       "      <td>51HC00008</td>\n",
       "      <td>2020-03-10 21:58:56+07:00</td>\n",
       "      <td>13.01</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>210</td>\n",
       "      <td>1</td>\n",
       "      <td>7178</td>\n",
       "      <td>Q1 D1</td>\n",
       "      <td>Thảo cầm viên</td>\n",
       "      <td>Bến xe</td>\n",
       "      <td>Quận 1</td>\n",
       "      <td>Phường Bến Nghé</td>\n",
       "      <td>2</td>\n",
       "      <td>Nguyễn Bỉnh Khiêm</td>\n",
       "      <td>Có</td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.705243</td>\n",
       "      <td>10.787311</td>\n",
       "      <td>Tcv 2 NBK</td>\n",
       "      <td>D1</td>\n",
       "      <td>Lượt đi</td>\n",
       "      <td>THẢO CẦM VIÊN</td>\n",
       "      <td>D1</td>\n",
       "      <td>Bến xe buýt Sài Gòn</td>\n",
       "      <td>Thảo cầm viên</td>\n",
       "      <td>6264.0</td>\n",
       "      <td>True</td>\n",
       "      <td>30</td>\n",
       "      <td>CÔNG VIÊN 23/9-THẢO CẦM VIÊN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1826</th>\n",
       "      <td>2020-03-11 04:00:32+07:00</td>\n",
       "      <td>7178</td>\n",
       "      <td>210</td>\n",
       "      <td>1</td>\n",
       "      <td>51HC00008</td>\n",
       "      <td>2020-03-10 21:58:56+07:00</td>\n",
       "      <td>13.01</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>210</td>\n",
       "      <td>1</td>\n",
       "      <td>7178</td>\n",
       "      <td>Q1 D1</td>\n",
       "      <td>Thảo cầm viên</td>\n",
       "      <td>Bến xe</td>\n",
       "      <td>Quận 1</td>\n",
       "      <td>Phường Bến Nghé</td>\n",
       "      <td>2</td>\n",
       "      <td>Nguyễn Bỉnh Khiêm</td>\n",
       "      <td>Có</td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.705243</td>\n",
       "      <td>10.787311</td>\n",
       "      <td>Tcv 2 NBK</td>\n",
       "      <td>D1</td>\n",
       "      <td>Lượt đi</td>\n",
       "      <td>THẢO CẦM VIÊN</td>\n",
       "      <td>D1</td>\n",
       "      <td>Bến xe buýt Sài Gòn</td>\n",
       "      <td>Thảo cầm viên</td>\n",
       "      <td>6264.0</td>\n",
       "      <td>True</td>\n",
       "      <td>30</td>\n",
       "      <td>CÔNG VIÊN 23/9-THẢO CẦM VIÊN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2641</th>\n",
       "      <td>2020-03-11 04:00:42+07:00</td>\n",
       "      <td>7178</td>\n",
       "      <td>210</td>\n",
       "      <td>1</td>\n",
       "      <td>51HC00008</td>\n",
       "      <td>2020-03-10 21:58:56+07:00</td>\n",
       "      <td>13.01</td>\n",
       "      <td>1.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>210</td>\n",
       "      <td>1</td>\n",
       "      <td>7178</td>\n",
       "      <td>Q1 D1</td>\n",
       "      <td>Thảo cầm viên</td>\n",
       "      <td>Bến xe</td>\n",
       "      <td>Quận 1</td>\n",
       "      <td>Phường Bến Nghé</td>\n",
       "      <td>2</td>\n",
       "      <td>Nguyễn Bỉnh Khiêm</td>\n",
       "      <td>Có</td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.705243</td>\n",
       "      <td>10.787311</td>\n",
       "      <td>Tcv 2 NBK</td>\n",
       "      <td>D1</td>\n",
       "      <td>Lượt đi</td>\n",
       "      <td>THẢO CẦM VIÊN</td>\n",
       "      <td>D1</td>\n",
       "      <td>Bến xe buýt Sài Gòn</td>\n",
       "      <td>Thảo cầm viên</td>\n",
       "      <td>6264.0</td>\n",
       "      <td>True</td>\n",
       "      <td>30</td>\n",
       "      <td>CÔNG VIÊN 23/9-THẢO CẦM VIÊN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <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>3075453</th>\n",
       "      <td>2020-03-11 10:41:13+07:00</td>\n",
       "      <td>8</td>\n",
       "      <td>92</td>\n",
       "      <td>2</td>\n",
       "      <td>62B01282</td>\n",
       "      <td>2020-03-11 10:40:41+07:00</td>\n",
       "      <td>62825.69</td>\n",
       "      <td>33.0</td>\n",
       "      <td>7178.0</td>\n",
       "      <td>92</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>BX14</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>Bến xe</td>\n",
       "      <td>Quận 5</td>\n",
       "      <td>None</td>\n",
       "      <td>GA HKXB CHO LON</td>\n",
       "      <td>Lê Quang Sung</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.652565</td>\n",
       "      <td>10.751253</td>\n",
       "      <td>BxCL GHCL LQS</td>\n",
       "      <td>01, 05, 06, 07, 09, 150, 23, 47, 56, 62-1, 62-...</td>\n",
       "      <td>Lượt về</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>62-10</td>\n",
       "      <td>Bến xe Thanh Vĩnh Đông</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>67667.0</td>\n",
       "      <td>False</td>\n",
       "      <td>140</td>\n",
       "      <td>Bến xe Chợ Lớn - Thanh Vĩnh Đông</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3077042</th>\n",
       "      <td>2020-03-11 10:41:23+07:00</td>\n",
       "      <td>8</td>\n",
       "      <td>92</td>\n",
       "      <td>2</td>\n",
       "      <td>62B01282</td>\n",
       "      <td>2020-03-11 10:40:41+07:00</td>\n",
       "      <td>62825.69</td>\n",
       "      <td>33.0</td>\n",
       "      <td>7178.0</td>\n",
       "      <td>92</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>BX14</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>Bến xe</td>\n",
       "      <td>Quận 5</td>\n",
       "      <td>None</td>\n",
       "      <td>GA HKXB CHO LON</td>\n",
       "      <td>Lê Quang Sung</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.652565</td>\n",
       "      <td>10.751253</td>\n",
       "      <td>BxCL GHCL LQS</td>\n",
       "      <td>01, 05, 06, 07, 09, 150, 23, 47, 56, 62-1, 62-...</td>\n",
       "      <td>Lượt về</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>62-10</td>\n",
       "      <td>Bến xe Thanh Vĩnh Đông</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>67667.0</td>\n",
       "      <td>False</td>\n",
       "      <td>140</td>\n",
       "      <td>Bến xe Chợ Lớn - Thanh Vĩnh Đông</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3078523</th>\n",
       "      <td>2020-03-11 10:41:33+07:00</td>\n",
       "      <td>8</td>\n",
       "      <td>92</td>\n",
       "      <td>2</td>\n",
       "      <td>62B01282</td>\n",
       "      <td>2020-03-11 10:40:41+07:00</td>\n",
       "      <td>62825.69</td>\n",
       "      <td>33.0</td>\n",
       "      <td>7178.0</td>\n",
       "      <td>92</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>BX14</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>Bến xe</td>\n",
       "      <td>Quận 5</td>\n",
       "      <td>None</td>\n",
       "      <td>GA HKXB CHO LON</td>\n",
       "      <td>Lê Quang Sung</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.652565</td>\n",
       "      <td>10.751253</td>\n",
       "      <td>BxCL GHCL LQS</td>\n",
       "      <td>01, 05, 06, 07, 09, 150, 23, 47, 56, 62-1, 62-...</td>\n",
       "      <td>Lượt về</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>62-10</td>\n",
       "      <td>Bến xe Thanh Vĩnh Đông</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>67667.0</td>\n",
       "      <td>False</td>\n",
       "      <td>140</td>\n",
       "      <td>Bến xe Chợ Lớn - Thanh Vĩnh Đông</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3080054</th>\n",
       "      <td>2020-03-11 10:41:43+07:00</td>\n",
       "      <td>8</td>\n",
       "      <td>92</td>\n",
       "      <td>2</td>\n",
       "      <td>62B01282</td>\n",
       "      <td>2020-03-11 10:40:41+07:00</td>\n",
       "      <td>62825.69</td>\n",
       "      <td>33.0</td>\n",
       "      <td>7178.0</td>\n",
       "      <td>92</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>BX14</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>Bến xe</td>\n",
       "      <td>Quận 5</td>\n",
       "      <td>None</td>\n",
       "      <td>GA HKXB CHO LON</td>\n",
       "      <td>Lê Quang Sung</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.652565</td>\n",
       "      <td>10.751253</td>\n",
       "      <td>BxCL GHCL LQS</td>\n",
       "      <td>01, 05, 06, 07, 09, 150, 23, 47, 56, 62-1, 62-...</td>\n",
       "      <td>Lượt về</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>62-10</td>\n",
       "      <td>Bến xe Thanh Vĩnh Đông</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>67667.0</td>\n",
       "      <td>False</td>\n",
       "      <td>140</td>\n",
       "      <td>Bến xe Chợ Lớn - Thanh Vĩnh Đông</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3081652</th>\n",
       "      <td>2020-03-11 10:41:53+07:00</td>\n",
       "      <td>8</td>\n",
       "      <td>92</td>\n",
       "      <td>2</td>\n",
       "      <td>62B01282</td>\n",
       "      <td>2020-03-11 10:40:41+07:00</td>\n",
       "      <td>62825.69</td>\n",
       "      <td>33.0</td>\n",
       "      <td>7178.0</td>\n",
       "      <td>92</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>BX14</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>Bến xe</td>\n",
       "      <td>Quận 5</td>\n",
       "      <td>None</td>\n",
       "      <td>GA HKXB CHO LON</td>\n",
       "      <td>Lê Quang Sung</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.652565</td>\n",
       "      <td>10.751253</td>\n",
       "      <td>BxCL GHCL LQS</td>\n",
       "      <td>01, 05, 06, 07, 09, 150, 23, 47, 56, 62-1, 62-...</td>\n",
       "      <td>Lượt về</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>62-10</td>\n",
       "      <td>Bến xe Thanh Vĩnh Đông</td>\n",
       "      <td>Bến xe Chợ Lớn</td>\n",
       "      <td>67667.0</td>\n",
       "      <td>False</td>\n",
       "      <td>140</td>\n",
       "      <td>Bến xe Chợ Lớn - Thanh Vĩnh Đông</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>13507 rows × 34 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                      requestTime  stopID  routeID  routeVarID      busID  \\\n",
       "3201047 2020-03-11 10:54:54+07:00    7280      215           1   51B04302   \n",
       "422     2020-03-11 04:00:12+07:00    7178      210           1  51HC00008   \n",
       "1176    2020-03-11 04:00:22+07:00    7178      210           1  51HC00008   \n",
       "1826    2020-03-11 04:00:32+07:00    7178      210           1  51HC00008   \n",
       "2641    2020-03-11 04:00:42+07:00    7178      210           1  51HC00008   \n",
       "...                           ...     ...      ...         ...        ...   \n",
       "3075453 2020-03-11 10:41:13+07:00       8       92           2   62B01282   \n",
       "3077042 2020-03-11 10:41:23+07:00       8       92           2   62B01282   \n",
       "3078523 2020-03-11 10:41:33+07:00       8       92           2   62B01282   \n",
       "3080054 2020-03-11 10:41:43+07:00       8       92           2   62B01282   \n",
       "3081652 2020-03-11 10:41:53+07:00       8       92           2   62B01282   \n",
       "\n",
       "                     locTimeStamp  distance (m)  speed (km/h)  \\\n",
       "3201047 2020-03-11 10:54:37+07:00      68375.88          49.0   \n",
       "422     2020-03-10 21:58:56+07:00         13.01           1.0   \n",
       "1176    2020-03-10 21:58:56+07:00         13.01           1.0   \n",
       "1826    2020-03-10 21:58:56+07:00         13.01           1.0   \n",
       "2641    2020-03-10 21:58:56+07:00         13.01           1.0   \n",
       "...                           ...           ...           ...   \n",
       "3075453 2020-03-11 10:40:41+07:00      62825.69          33.0   \n",
       "3077042 2020-03-11 10:40:41+07:00      62825.69          33.0   \n",
       "3078523 2020-03-11 10:40:41+07:00      62825.69          33.0   \n",
       "3080054 2020-03-11 10:40:41+07:00      62825.69          33.0   \n",
       "3081652 2020-03-11 10:40:41+07:00      62825.69          33.0   \n",
       "\n",
       "         timeToStop (sec)  RouteId  RouteVarId  StopId          Code  \\\n",
       "3201047            7178.0      215           1    7280  BXLT Phu Tuc   \n",
       "422                   5.0      210           1    7178         Q1 D1   \n",
       "1176                  5.0      210           1    7178         Q1 D1   \n",
       "1826                  5.0      210           1    7178         Q1 D1   \n",
       "2641                  5.0      210           1    7178         Q1 D1   \n",
       "...                   ...      ...         ...     ...           ...   \n",
       "3075453            7178.0       92           2       8          BX14   \n",
       "3077042            7178.0       92           2       8          BX14   \n",
       "3078523            7178.0       92           2       8          BX14   \n",
       "3080054            7178.0       92           2       8          BX14   \n",
       "3081652            7178.0       92           2       8          BX14   \n",
       "\n",
       "                   Name StopType         Zone             Ward  \\\n",
       "3201047  Bến xe Phú Túc   Bến xe  Ngoại thành             None   \n",
       "422       Thảo cầm viên   Bến xe       Quận 1  Phường Bến Nghé   \n",
       "1176      Thảo cầm viên   Bến xe       Quận 1  Phường Bến Nghé   \n",
       "1826      Thảo cầm viên   Bến xe       Quận 1  Phường Bến Nghé   \n",
       "2641      Thảo cầm viên   Bến xe       Quận 1  Phường Bến Nghé   \n",
       "...                 ...      ...          ...              ...   \n",
       "3075453  Bến xe Chợ Lớn   Bến xe       Quận 5             None   \n",
       "3077042  Bến xe Chợ Lớn   Bến xe       Quận 5             None   \n",
       "3078523  Bến xe Chợ Lớn   Bến xe       Quận 5             None   \n",
       "3080054  Bến xe Chợ Lớn   Bến xe       Quận 5             None   \n",
       "3081652  Bến xe Chợ Lớn   Bến xe       Quận 5             None   \n",
       "\n",
       "               AddressNo             Street SupportDisability          Status  \\\n",
       "3201047   Bến xe Phú Túc         Quốc lộ 20                Có  Đang khai thác   \n",
       "422                    2  Nguyễn Bỉnh Khiêm                Có  Đang khai thác   \n",
       "1176                   2  Nguyễn Bỉnh Khiêm                Có  Đang khai thác   \n",
       "1826                   2  Nguyễn Bỉnh Khiêm                Có  Đang khai thác   \n",
       "2641                   2  Nguyễn Bỉnh Khiêm                Có  Đang khai thác   \n",
       "...                  ...                ...               ...             ...   \n",
       "3075453  GA HKXB CHO LON      Lê Quang Sung                    Đang khai thác   \n",
       "3077042  GA HKXB CHO LON      Lê Quang Sung                    Đang khai thác   \n",
       "3078523  GA HKXB CHO LON      Lê Quang Sung                    Đang khai thác   \n",
       "3080054  GA HKXB CHO LON      Lê Quang Sung                    Đang khai thác   \n",
       "3081652  GA HKXB CHO LON      Lê Quang Sung                    Đang khai thác   \n",
       "\n",
       "                Lng        Lat          Search  \\\n",
       "3201047  107.217992  11.092120  BxPT BxPT Ql20   \n",
       "422      106.705243  10.787311       Tcv 2 NBK   \n",
       "1176     106.705243  10.787311       Tcv 2 NBK   \n",
       "1826     106.705243  10.787311       Tcv 2 NBK   \n",
       "2641     106.705243  10.787311       Tcv 2 NBK   \n",
       "...             ...        ...             ...   \n",
       "3075453  106.652565  10.751253   BxCL GHCL LQS   \n",
       "3077042  106.652565  10.751253   BxCL GHCL LQS   \n",
       "3078523  106.652565  10.751253   BxCL GHCL LQS   \n",
       "3080054  106.652565  10.751253   BxCL GHCL LQS   \n",
       "3081652  106.652565  10.751253   BxCL GHCL LQS   \n",
       "\n",
       "                                                    Routes RouteVarName  \\\n",
       "3201047                                               60-2      lượt đi   \n",
       "422                                                     D1      Lượt đi   \n",
       "1176                                                    D1      Lượt đi   \n",
       "1826                                                    D1      Lượt đi   \n",
       "2641                                                    D1      Lượt đi   \n",
       "...                                                    ...          ...   \n",
       "3075453  01, 05, 06, 07, 09, 150, 23, 47, 56, 62-1, 62-...      Lượt về   \n",
       "3077042  01, 05, 06, 07, 09, 150, 23, 47, 56, 62-1, 62-...      Lượt về   \n",
       "3078523  01, 05, 06, 07, 09, 150, 23, 47, 56, 62-1, 62-...      Lượt về   \n",
       "3080054  01, 05, 06, 07, 09, 150, 23, 47, 56, 62-1, 62-...      Lượt về   \n",
       "3081652  01, 05, 06, 07, 09, 150, 23, 47, 56, 62-1, 62-...      Lượt về   \n",
       "\n",
       "        RouteVarShortName RouteNo               StartStop         EndStop  \\\n",
       "3201047    Bến Xe Phú Túc    60-2        Đại học Nông Lâm  Bến xe Phú Túc   \n",
       "422         THẢO CẦM VIÊN      D1     Bến xe buýt Sài Gòn   Thảo cầm viên   \n",
       "1176        THẢO CẦM VIÊN      D1     Bến xe buýt Sài Gòn   Thảo cầm viên   \n",
       "1826        THẢO CẦM VIÊN      D1     Bến xe buýt Sài Gòn   Thảo cầm viên   \n",
       "2641        THẢO CẦM VIÊN      D1     Bến xe buýt Sài Gòn   Thảo cầm viên   \n",
       "...                   ...     ...                     ...             ...   \n",
       "3075453    Bến xe Chợ Lớn   62-10  Bến xe Thanh Vĩnh Đông  Bến xe Chợ Lớn   \n",
       "3077042    Bến xe Chợ Lớn   62-10  Bến xe Thanh Vĩnh Đông  Bến xe Chợ Lớn   \n",
       "3078523    Bến xe Chợ Lớn   62-10  Bến xe Thanh Vĩnh Đông  Bến xe Chợ Lớn   \n",
       "3080054    Bến xe Chợ Lớn   62-10  Bến xe Thanh Vĩnh Đông  Bến xe Chợ Lớn   \n",
       "3081652    Bến xe Chợ Lớn   62-10  Bến xe Thanh Vĩnh Đông  Bến xe Chợ Lớn   \n",
       "\n",
       "         Distance  Outbound  RunningTime                          RouteName  \n",
       "3201047   70454.0      True          120  Đại Học Nông Lâm - Bến Xe Phú Túc  \n",
       "422        6264.0      True           30       CÔNG VIÊN 23/9-THẢO CẦM VIÊN  \n",
       "1176       6264.0      True           30       CÔNG VIÊN 23/9-THẢO CẦM VIÊN  \n",
       "1826       6264.0      True           30       CÔNG VIÊN 23/9-THẢO CẦM VIÊN  \n",
       "2641       6264.0      True           30       CÔNG VIÊN 23/9-THẢO CẦM VIÊN  \n",
       "...           ...       ...          ...                                ...  \n",
       "3075453   67667.0     False          140   Bến xe Chợ Lớn - Thanh Vĩnh Đông  \n",
       "3077042   67667.0     False          140   Bến xe Chợ Lớn - Thanh Vĩnh Đông  \n",
       "3078523   67667.0     False          140   Bến xe Chợ Lớn - Thanh Vĩnh Đông  \n",
       "3080054   67667.0     False          140   Bến xe Chợ Lớn - Thanh Vĩnh Đông  \n",
       "3081652   67667.0     False          140   Bến xe Chợ Lớn - Thanh Vĩnh Đông  \n",
       "\n",
       "[13507 rows x 34 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_202003_sorted[(data_202003_sorted == 7178).any(axis=1)]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here, StopID là stop cuối cùng của tuyến"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Prediction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 436,
   "metadata": {},
   "outputs": [],
   "source": [
    "COLUMN_HEADERS = ['RequestTime', 'StopId', 'RouteId', 'RouteVarId', 'BusId',\n",
    "                  'LocTimeStamp', 'Distance', 'Speed', 'TimeToStop',\n",
    "                  'Unnamed']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 437,
   "metadata": {},
   "outputs": [],
   "source": [
    "predic_org = pd.read_csv(\"/data/ebms/feed/prediction/2021_01_20.csv\", \n",
    "                         dtype=\"str\", names=COLUMN_HEADERS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 438,
   "metadata": {},
   "outputs": [],
   "source": [
    "predic_df = predic_org.copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 439,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 5184941 entries, 0 to 5184940\n",
      "Data columns (total 10 columns):\n",
      "RequestTime     object\n",
      "StopId          object\n",
      "RouteId         object\n",
      "RouteVarId      object\n",
      "BusId           object\n",
      "LocTimeStamp    object\n",
      "Distance        object\n",
      "Speed           object\n",
      "TimeToStop      object\n",
      "Unnamed         object\n",
      "dtypes: object(10)\n",
      "memory usage: 395.6+ MB\n"
     ]
    }
   ],
   "source": [
    "predic_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 443,
   "metadata": {},
   "outputs": [],
   "source": [
    "int_columns = [\"StopId\", \"RouteVarId\", \"RouteId\"]\n",
    "\n",
    "float_columns = [\"Distance\", \"Speed\", \"TimeToStop\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 444,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <td>0</td>\n",
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       "      <td>166</td>\n",
       "      <td>114</td>\n",
       "      <td>228</td>\n",
       "      <td>51B23483</td>\n",
       "      <td>2021-01-20T03:00:31+07:00</td>\n",
       "      <td>17121.00</td>\n",
       "      <td>51</td>\n",
       "      <td>1839</td>\n",
       "      <td>0</td>\n",
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       "      <td>2</td>\n",
       "      <td>2021-01-20T03:00:41+07:00</td>\n",
       "      <td>1389</td>\n",
       "      <td>114</td>\n",
       "      <td>228</td>\n",
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       "      <td>2021-01-20T03:00:41+07:00</td>\n",
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       "      <td>703</td>\n",
       "      <td>0</td>\n",
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       "      <td>3</td>\n",
       "      <td>2021-01-20T03:00:41+07:00</td>\n",
       "      <td>166</td>\n",
       "      <td>114</td>\n",
       "      <td>228</td>\n",
       "      <td>51B23483</td>\n",
       "      <td>2021-01-20T03:00:41+07:00</td>\n",
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       "      <td>2021-01-20T03:00:51+07:00</td>\n",
       "      <td>1389</td>\n",
       "      <td>114</td>\n",
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       "      <td>51B23483</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5184936</td>\n",
       "      <td>2021-01-20T21:28:10+07:00</td>\n",
       "      <td>2272</td>\n",
       "      <td>45</td>\n",
       "      <td>89</td>\n",
       "      <td>51B30409</td>\n",
       "      <td>2021-01-20T21:28:10+07:00</td>\n",
       "      <td>163.00</td>\n",
       "      <td>34</td>\n",
       "      <td>116</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5184937</td>\n",
       "      <td>2021-01-20T21:28:20+07:00</td>\n",
       "      <td>2272</td>\n",
       "      <td>45</td>\n",
       "      <td>89</td>\n",
       "      <td>51B30409</td>\n",
       "      <td>2021-01-20T21:28:20+07:00</td>\n",
       "      <td>163.00</td>\n",
       "      <td>34</td>\n",
       "      <td>106</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5184938</td>\n",
       "      <td>2021-01-20T21:28:30+07:00</td>\n",
       "      <td>2272</td>\n",
       "      <td>45</td>\n",
       "      <td>89</td>\n",
       "      <td>51B30409</td>\n",
       "      <td>2021-01-20T21:28:30+07:00</td>\n",
       "      <td>163.00</td>\n",
       "      <td>34</td>\n",
       "      <td>96</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5184939</td>\n",
       "      <td>2021-01-20T21:28:40+07:00</td>\n",
       "      <td>2272</td>\n",
       "      <td>45</td>\n",
       "      <td>89</td>\n",
       "      <td>51B30409</td>\n",
       "      <td>2021-01-20T21:28:40+07:00</td>\n",
       "      <td>163.00</td>\n",
       "      <td>34</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
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       "    <tr>\n",
       "      <td>5184940</td>\n",
       "      <td>2021-01-20T21:28:50+07:00</td>\n",
       "      <td>2272</td>\n",
       "      <td>45</td>\n",
       "      <td>89</td>\n",
       "      <td>51B30409</td>\n",
       "      <td>2021-01-20T21:28:50+07:00</td>\n",
       "      <td>163.00</td>\n",
       "      <td>34</td>\n",
       "      <td>76</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5184941 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                       RequestTime StopId RouteId RouteVarId     BusId  \\\n",
       "0        2021-01-20T03:00:31+07:00   1389     114        228  51B23483   \n",
       "1        2021-01-20T03:00:31+07:00    166     114        228  51B23483   \n",
       "2        2021-01-20T03:00:41+07:00   1389     114        228  51B23483   \n",
       "3        2021-01-20T03:00:41+07:00    166     114        228  51B23483   \n",
       "4        2021-01-20T03:00:51+07:00   1389     114        228  51B23483   \n",
       "...                            ...    ...     ...        ...       ...   \n",
       "5184936  2021-01-20T21:28:10+07:00   2272      45         89  51B30409   \n",
       "5184937  2021-01-20T21:28:20+07:00   2272      45         89  51B30409   \n",
       "5184938  2021-01-20T21:28:30+07:00   2272      45         89  51B30409   \n",
       "5184939  2021-01-20T21:28:40+07:00   2272      45         89  51B30409   \n",
       "5184940  2021-01-20T21:28:50+07:00   2272      45         89  51B30409   \n",
       "\n",
       "                      LocTimeStamp  Distance Speed TimeToStop Unnamed  \n",
       "0        2021-01-20T03:00:31+07:00   7524.00    51        713       0  \n",
       "1        2021-01-20T03:00:31+07:00  17121.00    51       1839       0  \n",
       "2        2021-01-20T03:00:41+07:00   7524.00    51        703       0  \n",
       "3        2021-01-20T03:00:41+07:00  17121.00    51       1829       0  \n",
       "4        2021-01-20T03:00:51+07:00   7524.00    51        693       0  \n",
       "...                            ...       ...   ...        ...     ...  \n",
       "5184936  2021-01-20T21:28:10+07:00    163.00    34        116       0  \n",
       "5184937  2021-01-20T21:28:20+07:00    163.00    34        106       0  \n",
       "5184938  2021-01-20T21:28:30+07:00    163.00    34         96       0  \n",
       "5184939  2021-01-20T21:28:40+07:00    163.00    34         86       0  \n",
       "5184940  2021-01-20T21:28:50+07:00    163.00    34         76       0  \n",
       "\n",
       "[5184941 rows x 10 columns]"
      ]
     },
     "execution_count": 444,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predic_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 481,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['51B23483', '51B30700', '51B08991', '53N5867', '51B24250',\n",
       "       '51B01342', '51B16642', '53N4527', '53N4498', '51B30764',\n",
       "       '51B16534', '53N3437', '53N5214', '51B23990', '51B23888',\n",
       "       '51B16531', '51B24127', '51B23865', '53N3351', '53N5206'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 481,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predic_df.BusId.unique()[:20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 445,
   "metadata": {},
   "outputs": [],
   "source": [
    "predic_df[int_columns] = predic_df.loc[:, int_columns].astype(\"float\").astype(\"int\")\n",
    "\n",
    "predic_df[float_columns] = predic_df.loc[:, float_columns].astype(\"float\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 447,
   "metadata": {},
   "outputs": [],
   "source": [
    "example = predic_df[predic_df.BusId == \"51B23483\"].copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 475,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>RequestTime</th>\n",
       "      <th>StopId</th>\n",
       "      <th>RouteId</th>\n",
       "      <th>RouteVarId</th>\n",
       "      <th>BusId</th>\n",
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       "  <tbody>\n",
       "    <tr>\n",
       "      <td>64834</td>\n",
       "      <td>2021-01-20T04:57:34+07:00</td>\n",
       "      <td>2342</td>\n",
       "      <td>45</td>\n",
       "      <td>90</td>\n",
       "      <td>51B30409</td>\n",
       "      <td>2021-01-20T04:57:34+07:00</td>\n",
       "      <td>6799.0</td>\n",
       "      <td>23.0</td>\n",
       "      <td>1052.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>511306</td>\n",
       "      <td>2021-01-20T06:21:48+07:00</td>\n",
       "      <td>590</td>\n",
       "      <td>45</td>\n",
       "      <td>89</td>\n",
       "      <td>51B30409</td>\n",
       "      <td>2021-01-20T06:21:48+07:00</td>\n",
       "      <td>2459.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>466.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      RequestTime  StopId  RouteId  RouteVarId     BusId  \\\n",
       "64834   2021-01-20T04:57:34+07:00    2342       45          90  51B30409   \n",
       "511306  2021-01-20T06:21:48+07:00     590       45          89  51B30409   \n",
       "\n",
       "                     LocTimeStamp  Distance  Speed  TimeToStop Unnamed  \n",
       "64834   2021-01-20T04:57:34+07:00    6799.0   23.0      1052.0       0  \n",
       "511306  2021-01-20T06:21:48+07:00    2459.0    0.0       466.0       0  "
      ]
     },
     "execution_count": 475,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predic_df[predic_df.BusId == \"51B30409\"].drop_duplicates([\"RouteId\", \"RouteVarId\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 478,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "      <th></th>\n",
       "      <th>RequestTime</th>\n",
       "      <th>StopId</th>\n",
       "      <th>RouteId</th>\n",
       "      <th>RouteVarId</th>\n",
       "      <th>BusId</th>\n",
       "      <th>LocTimeStamp</th>\n",
       "      <th>Distance</th>\n",
       "      <th>Speed</th>\n",
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       "      <th>Unnamed</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>632</td>\n",
       "      <td>2021-01-20T03:32:32+07:00</td>\n",
       "      <td>35</td>\n",
       "      <td>24</td>\n",
       "      <td>48</td>\n",
       "      <td>53N4498</td>\n",
       "      <td>2021-01-20T03:32:32+07:00</td>\n",
       "      <td>34857.0</td>\n",
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       "      <td>4368.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>325643</td>\n",
       "      <td>2021-01-20T05:51:26+07:00</td>\n",
       "      <td>732</td>\n",
       "      <td>24</td>\n",
       "      <td>47</td>\n",
       "      <td>53N4498</td>\n",
       "      <td>2021-01-20T05:51:26+07:00</td>\n",
       "      <td>34128.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3957.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      RequestTime  StopId  RouteId  RouteVarId    BusId  \\\n",
       "632     2021-01-20T03:32:32+07:00      35       24          48  53N4498   \n",
       "325643  2021-01-20T05:51:26+07:00     732       24          47  53N4498   \n",
       "\n",
       "                     LocTimeStamp  Distance  Speed  TimeToStop Unnamed  \n",
       "632     2021-01-20T03:32:32+07:00   34857.0    3.0      4368.0       0  \n",
       "325643  2021-01-20T05:51:26+07:00   34128.0    0.0      3957.0       0  "
      ]
     },
     "execution_count": 478,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predic_df[predic_df.BusId == \"53N4498\"].drop_duplicates([\"RouteId\", \"RouteVarId\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 482,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>RequestTime</th>\n",
       "      <th>StopId</th>\n",
       "      <th>RouteId</th>\n",
       "      <th>RouteVarId</th>\n",
       "      <th>BusId</th>\n",
       "      <th>LocTimeStamp</th>\n",
       "      <th>Distance</th>\n",
       "      <th>Speed</th>\n",
       "      <th>TimeToStop</th>\n",
       "      <th>Unnamed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>1875</td>\n",
       "      <td>2021-01-20T03:50:03+07:00</td>\n",
       "      <td>8</td>\n",
       "      <td>134</td>\n",
       "      <td>268</td>\n",
       "      <td>53N5206</td>\n",
       "      <td>2021-01-20T03:50:03+07:00</td>\n",
       "      <td>31510.0</td>\n",
       "      <td>54.0</td>\n",
       "      <td>4493.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>144523</td>\n",
       "      <td>2021-01-20T05:18:35+07:00</td>\n",
       "      <td>546</td>\n",
       "      <td>134</td>\n",
       "      <td>267</td>\n",
       "      <td>53N5206</td>\n",
       "      <td>2021-01-20T05:18:35+07:00</td>\n",
       "      <td>2754.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1018.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      RequestTime  StopId  RouteId  RouteVarId    BusId  \\\n",
       "1875    2021-01-20T03:50:03+07:00       8      134         268  53N5206   \n",
       "144523  2021-01-20T05:18:35+07:00     546      134         267  53N5206   \n",
       "\n",
       "                     LocTimeStamp  Distance  Speed  TimeToStop Unnamed  \n",
       "1875    2021-01-20T03:50:03+07:00   31510.0   54.0      4493.0       0  \n",
       "144523  2021-01-20T05:18:35+07:00    2754.0    6.0      1018.0       0  "
      ]
     },
     "execution_count": 482,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "predic_df[predic_df.BusId == \"53N5206\"].drop_duplicates([\"RouteId\", \"RouteVarId\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 448,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['RouteId', 'RouteVarId', 'StopId', 'Code', 'Name', 'StopType', 'Zone',\n",
       "       'Ward', 'AddressNo', 'Street', 'SupportDisability', 'Status', 'Lng',\n",
       "       'Lat', 'Search', 'Routes', 'RouteVarName', 'RouteVarShortName',\n",
       "       'RouteNo', 'StartStop', 'EndStop', 'Distance', 'Outbound',\n",
       "       'RunningTime', 'RouteName'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 448,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stop_pre.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 449,
   "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>RequestTime</th>\n",
       "      <th>StopId</th>\n",
       "      <th>RouteId</th>\n",
       "      <th>RouteVarId</th>\n",
       "      <th>BusId</th>\n",
       "      <th>LocTimeStamp</th>\n",
       "      <th>Distance</th>\n",
       "      <th>Speed</th>\n",
       "      <th>TimeToStop</th>\n",
       "      <th>Unnamed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-20T03:00:31+07:00</td>\n",
       "      <td>1389</td>\n",
       "      <td>114</td>\n",
       "      <td>228</td>\n",
       "      <td>51B23483</td>\n",
       "      <td>2021-01-20T03:00:31+07:00</td>\n",
       "      <td>7524.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>713.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4890</td>\n",
       "      <td>2021-01-20T04:05:41+07:00</td>\n",
       "      <td>946</td>\n",
       "      <td>53</td>\n",
       "      <td>105</td>\n",
       "      <td>51B23483</td>\n",
       "      <td>2021-01-20T04:05:41+07:00</td>\n",
       "      <td>24256.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4520.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>541770</td>\n",
       "      <td>2021-01-20T06:26:38+07:00</td>\n",
       "      <td>4737</td>\n",
       "      <td>53</td>\n",
       "      <td>106</td>\n",
       "      <td>51B23483</td>\n",
       "      <td>2021-01-20T06:26:38+07:00</td>\n",
       "      <td>3220.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5174033</td>\n",
       "      <td>2021-01-20T20:34:47+07:00</td>\n",
       "      <td>3637</td>\n",
       "      <td>114</td>\n",
       "      <td>227</td>\n",
       "      <td>51B23483</td>\n",
       "      <td>2021-01-20T20:34:47+07:00</td>\n",
       "      <td>4695.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>611.0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                       RequestTime  StopId  RouteId  RouteVarId     BusId  \\\n",
       "0        2021-01-20T03:00:31+07:00    1389      114         228  51B23483   \n",
       "4890     2021-01-20T04:05:41+07:00     946       53         105  51B23483   \n",
       "541770   2021-01-20T06:26:38+07:00    4737       53         106  51B23483   \n",
       "5174033  2021-01-20T20:34:47+07:00    3637      114         227  51B23483   \n",
       "\n",
       "                      LocTimeStamp  Distance  Speed  TimeToStop Unnamed  \n",
       "0        2021-01-20T03:00:31+07:00    7524.0   51.0       713.0       0  \n",
       "4890     2021-01-20T04:05:41+07:00   24256.0   29.0      4520.0       0  \n",
       "541770   2021-01-20T06:26:38+07:00    3220.0    0.0       565.0       0  \n",
       "5174033  2021-01-20T20:34:47+07:00    4695.0   37.0       611.0       0  "
      ]
     },
     "execution_count": 449,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "example.drop_duplicates([\"RouteId\", \"RouteVarId\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 450,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['RequestTime', 'StopId', 'RouteId', 'RouteVarId', 'BusId',\n",
       "       'LocTimeStamp', 'Distance', 'Speed', 'TimeToStop', 'Unnamed'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 450,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "example.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 451,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['RouteId', 'RouteVarId', 'StopId', 'Code', 'Name', 'StopType', 'Zone',\n",
       "       'Ward', 'AddressNo', 'Street', 'SupportDisability', 'Status', 'Lng',\n",
       "       'Lat', 'Search', 'Routes', 'RouteVarName', 'RouteVarShortName',\n",
       "       'RouteNo', 'StartStop', 'EndStop', 'Distance', 'Outbound',\n",
       "       'RunningTime', 'RouteName'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 451,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stop_pre.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 456,
   "metadata": {},
   "outputs": [],
   "source": [
    "example_full = example.merge(\n",
    "    stop_pre,\n",
    "    on=[\"StopId\", \"RouteId\", \"RouteVarId\"],\n",
    "    how=\"left\",\n",
    "    suffixes=(\"\", \"Dim\")\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 467,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>RequestTime</th>\n",
       "      <th>StopId</th>\n",
       "      <th>RouteId</th>\n",
       "      <th>RouteVarId</th>\n",
       "      <th>BusId</th>\n",
       "      <th>LocTimeStamp</th>\n",
       "      <th>Distance</th>\n",
       "      <th>Speed</th>\n",
       "      <th>TimeToStop</th>\n",
       "      <th>Unnamed</th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>StopType</th>\n",
       "      <th>Zone</th>\n",
       "      <th>Ward</th>\n",
       "      <th>AddressNo</th>\n",
       "      <th>Street</th>\n",
       "      <th>SupportDisability</th>\n",
       "      <th>Status</th>\n",
       "      <th>Lng</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Search</th>\n",
       "      <th>Routes</th>\n",
       "      <th>RouteVarName</th>\n",
       "      <th>RouteVarShortName</th>\n",
       "      <th>RouteNo</th>\n",
       "      <th>StartStop</th>\n",
       "      <th>EndStop</th>\n",
       "      <th>DistanceDim</th>\n",
       "      <th>Outbound</th>\n",
       "      <th>RunningTime</th>\n",
       "      <th>RouteName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-20T03:00:31+07:00</td>\n",
       "      <td>1389</td>\n",
       "      <td>114</td>\n",
       "      <td>228</td>\n",
       "      <td>51B23483</td>\n",
       "      <td>2021-01-20T03:00:31+07:00</td>\n",
       "      <td>7524.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>713.0</td>\n",
       "      <td>0</td>\n",
       "      <td>HHM 040</td>\n",
       "      <td>Công ty thoát nước đô thị</td>\n",
       "      <td>Trụ dừng</td>\n",
       "      <td>Huyện Hóc Môn</td>\n",
       "      <td>Xã Tân Thới Nhì</td>\n",
       "      <td>Đối diện Cty thoát nước đô thị</td>\n",
       "      <td>Quốc lộ 22</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.567576</td>\n",
       "      <td>10.911485</td>\n",
       "      <td>Cttndt DdCtndt Ql22</td>\n",
       "      <td>70-3, 74, 94</td>\n",
       "      <td>Lượt về</td>\n",
       "      <td>Bến xe An Sương</td>\n",
       "      <td>74</td>\n",
       "      <td>Bến xe Củ Chi</td>\n",
       "      <td>Bến xe An Sương</td>\n",
       "      <td>22440.0</td>\n",
       "      <td>False</td>\n",
       "      <td>45</td>\n",
       "      <td>Bến xe An Sương - Bến xe Củ Chi</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>202</td>\n",
       "      <td>2021-01-20T04:05:41+07:00</td>\n",
       "      <td>946</td>\n",
       "      <td>53</td>\n",
       "      <td>105</td>\n",
       "      <td>51B23483</td>\n",
       "      <td>2021-01-20T04:05:41+07:00</td>\n",
       "      <td>24256.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>4520.0</td>\n",
       "      <td>0</td>\n",
       "      <td>BX37</td>\n",
       "      <td>Bến xe Ngã tư Ga</td>\n",
       "      <td>Bến xe</td>\n",
       "      <td>Quận 12</td>\n",
       "      <td>None</td>\n",
       "      <td>Bến xe Ngã Tư Ga</td>\n",
       "      <td>Quốc lộ 1A</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.678360</td>\n",
       "      <td>10.862157</td>\n",
       "      <td>BxNtG BxNTG Ql1A</td>\n",
       "      <td>103, 32, 58, 59</td>\n",
       "      <td>Lượt đi: Bến xe Miền Tây - Bến xe Ngã tư Ga</td>\n",
       "      <td>Bến Xe Ngã Tư Ga</td>\n",
       "      <td>32</td>\n",
       "      <td>Bến xe Miền Tây</td>\n",
       "      <td>Bến xe Ngã tư Ga</td>\n",
       "      <td>25122.0</td>\n",
       "      <td>True</td>\n",
       "      <td>80</td>\n",
       "      <td>Bến Xe Miền Tây - Bến Xe Ngã Tư Ga</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1014</td>\n",
       "      <td>2021-01-20T06:26:38+07:00</td>\n",
       "      <td>4737</td>\n",
       "      <td>53</td>\n",
       "      <td>106</td>\n",
       "      <td>51B23483</td>\n",
       "      <td>2021-01-20T06:26:38+07:00</td>\n",
       "      <td>3220.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>565.0</td>\n",
       "      <td>0</td>\n",
       "      <td>QGV 057</td>\n",
       "      <td>Trường THCS Lý Tự Trọng</td>\n",
       "      <td>Trụ dừng</td>\n",
       "      <td>Quận Gò Vấp</td>\n",
       "      <td>Phường 15</td>\n",
       "      <td>732</td>\n",
       "      <td>Lê Đức Thọ</td>\n",
       "      <td>Có</td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.669393</td>\n",
       "      <td>10.847321</td>\n",
       "      <td>TTLTT 732 LDT</td>\n",
       "      <td>32</td>\n",
       "      <td>Lượt về: Bến xe Ngã tư Ga - Bến xe Miền Tây</td>\n",
       "      <td>Bến Xe Miền Tây</td>\n",
       "      <td>32</td>\n",
       "      <td>Bến xe Ngã tư Ga</td>\n",
       "      <td>Bến xe Miền Tây</td>\n",
       "      <td>25890.0</td>\n",
       "      <td>False</td>\n",
       "      <td>80</td>\n",
       "      <td>Bến Xe Miền Tây - Bến Xe Ngã Tư Ga</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4850</td>\n",
       "      <td>2021-01-20T20:34:47+07:00</td>\n",
       "      <td>3637</td>\n",
       "      <td>114</td>\n",
       "      <td>227</td>\n",
       "      <td>51B23483</td>\n",
       "      <td>2021-01-20T20:34:47+07:00</td>\n",
       "      <td>4695.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>611.0</td>\n",
       "      <td>0</td>\n",
       "      <td>HHM 036</td>\n",
       "      <td>Cây xăng Hoàng Anh 2</td>\n",
       "      <td>Trụ dừng</td>\n",
       "      <td>Huyện Hóc Môn</td>\n",
       "      <td>Xã Tân Hiệp</td>\n",
       "      <td>428</td>\n",
       "      <td>Quốc lộ 22</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.572071</td>\n",
       "      <td>10.905691</td>\n",
       "      <td>CxHA2 428 Ql22</td>\n",
       "      <td>74</td>\n",
       "      <td>Lượt đi</td>\n",
       "      <td>Bến xe Củ Chi</td>\n",
       "      <td>74</td>\n",
       "      <td>Bến xe An Sương</td>\n",
       "      <td>Bến xe Củ Chi</td>\n",
       "      <td>22529.0</td>\n",
       "      <td>True</td>\n",
       "      <td>45</td>\n",
       "      <td>Bến xe An Sương - Bến xe Củ Chi</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    RequestTime  StopId  RouteId  RouteVarId     BusId  \\\n",
       "0     2021-01-20T03:00:31+07:00    1389      114         228  51B23483   \n",
       "202   2021-01-20T04:05:41+07:00     946       53         105  51B23483   \n",
       "1014  2021-01-20T06:26:38+07:00    4737       53         106  51B23483   \n",
       "4850  2021-01-20T20:34:47+07:00    3637      114         227  51B23483   \n",
       "\n",
       "                   LocTimeStamp  Distance  Speed  TimeToStop Unnamed     Code  \\\n",
       "0     2021-01-20T03:00:31+07:00    7524.0   51.0       713.0       0  HHM 040   \n",
       "202   2021-01-20T04:05:41+07:00   24256.0   29.0      4520.0       0     BX37   \n",
       "1014  2021-01-20T06:26:38+07:00    3220.0    0.0       565.0       0  QGV 057   \n",
       "4850  2021-01-20T20:34:47+07:00    4695.0   37.0       611.0       0  HHM 036   \n",
       "\n",
       "                           Name  StopType           Zone             Ward  \\\n",
       "0     Công ty thoát nước đô thị  Trụ dừng  Huyện Hóc Môn  Xã Tân Thới Nhì   \n",
       "202            Bến xe Ngã tư Ga    Bến xe        Quận 12             None   \n",
       "1014    Trường THCS Lý Tự Trọng  Trụ dừng    Quận Gò Vấp        Phường 15   \n",
       "4850       Cây xăng Hoàng Anh 2  Trụ dừng  Huyện Hóc Môn      Xã Tân Hiệp   \n",
       "\n",
       "                                AddressNo      Street SupportDisability  \\\n",
       "0     Đối diện Cty thoát nước đô thị  Quốc lộ 22                     \n",
       "202                      Bến xe Ngã Tư Ga  Quốc lộ 1A                     \n",
       "1014                                  732  Lê Đức Thọ                Có   \n",
       "4850                                  428  Quốc lộ 22                     \n",
       "\n",
       "              Status         Lng        Lat               Search  \\\n",
       "0     Đang khai thác  106.567576  10.911485  Cttndt DdCtndt Ql22   \n",
       "202   Đang khai thác  106.678360  10.862157     BxNtG BxNTG Ql1A   \n",
       "1014  Đang khai thác  106.669393  10.847321        TTLTT 732 LDT   \n",
       "4850  Đang khai thác  106.572071  10.905691       CxHA2 428 Ql22   \n",
       "\n",
       "               Routes                                 RouteVarName  \\\n",
       "0        70-3, 74, 94                                      Lượt về   \n",
       "202   103, 32, 58, 59  Lượt đi: Bến xe Miền Tây - Bến xe Ngã tư Ga   \n",
       "1014               32  Lượt về: Bến xe Ngã tư Ga - Bến xe Miền Tây   \n",
       "4850               74                                     Lượt đi    \n",
       "\n",
       "     RouteVarShortName RouteNo         StartStop           EndStop  \\\n",
       "0      Bến xe An Sương      74     Bến xe Củ Chi   Bến xe An Sương   \n",
       "202   Bến Xe Ngã Tư Ga      32   Bến xe Miền Tây  Bến xe Ngã tư Ga   \n",
       "1014   Bến Xe Miền Tây      32  Bến xe Ngã tư Ga   Bến xe Miền Tây   \n",
       "4850     Bến xe Củ Chi      74   Bến xe An Sương     Bến xe Củ Chi   \n",
       "\n",
       "      DistanceDim  Outbound  RunningTime                           RouteName  \n",
       "0         22440.0     False           45     Bến xe An Sương - Bến xe Củ Chi  \n",
       "202       25122.0      True           80  Bến Xe Miền Tây - Bến Xe Ngã Tư Ga  \n",
       "1014      25890.0     False           80  Bến Xe Miền Tây - Bến Xe Ngã Tư Ga  \n",
       "4850      22529.0      True           45     Bến xe An Sương - Bến xe Củ Chi  "
      ]
     },
     "execution_count": 467,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "example_full.drop_duplicates([\"RouteId\", \"RouteVarId\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 490,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    .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></th>\n",
       "      <th>LocTimeStamp</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RouteId</th>\n",
       "      <th>RouteVarId</th>\n",
       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td rowspan=\"2\" valign=\"top\">53</td>\n",
       "      <td>105</td>\n",
       "      <td>2021-01-20T04:05:41+07:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>106</td>\n",
       "      <td>2021-01-20T06:26:38+07:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td rowspan=\"2\" valign=\"top\">114</td>\n",
       "      <td>227</td>\n",
       "      <td>2021-01-20T20:34:47+07:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>228</td>\n",
       "      <td>2021-01-20T03:00:31+07:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 LocTimeStamp\n",
       "RouteId RouteVarId                           \n",
       "53      105         2021-01-20T04:05:41+07:00\n",
       "        106         2021-01-20T06:26:38+07:00\n",
       "114     227         2021-01-20T20:34:47+07:00\n",
       "        228         2021-01-20T03:00:31+07:00"
      ]
     },
     "execution_count": 490,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "example_full.groupby([\"RouteId\", \"RouteVarId\"]).LocTimeStamp.min().to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 489,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\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></th>\n",
       "      <th>LocTimeStamp</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RouteId</th>\n",
       "      <th>RouteVarId</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td rowspan=\"2\" valign=\"top\">53</td>\n",
       "      <td>105</td>\n",
       "      <td>2021-01-20T17:54:50+07:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>106</td>\n",
       "      <td>2021-01-20T19:36:15+07:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td rowspan=\"2\" valign=\"top\">114</td>\n",
       "      <td>227</td>\n",
       "      <td>2021-01-20T21:01:19+07:00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>228</td>\n",
       "      <td>2021-01-20T03:25:32+07:00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                 LocTimeStamp\n",
       "RouteId RouteVarId                           \n",
       "53      105         2021-01-20T17:54:50+07:00\n",
       "        106         2021-01-20T19:36:15+07:00\n",
       "114     227         2021-01-20T21:01:19+07:00\n",
       "        228         2021-01-20T03:25:32+07:00"
      ]
     },
     "execution_count": 489,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "example_full.groupby([\"RouteId\", \"RouteVarId\"]).LocTimeStamp.max().to_frame()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 509,
   "metadata": {
    "scrolled": false
   },
   "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>RouteId</th>\n",
       "      <th>RouteVarId</th>\n",
       "      <th>StopId</th>\n",
       "      <th>Code</th>\n",
       "      <th>Name</th>\n",
       "      <th>StopType</th>\n",
       "      <th>Zone</th>\n",
       "      <th>Ward</th>\n",
       "      <th>AddressNo</th>\n",
       "      <th>Street</th>\n",
       "      <th>SupportDisability</th>\n",
       "      <th>Status</th>\n",
       "      <th>Lng</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Search</th>\n",
       "      <th>Routes</th>\n",
       "      <th>RouteVarName</th>\n",
       "      <th>RouteVarShortName</th>\n",
       "      <th>RouteNo</th>\n",
       "      <th>StartStop</th>\n",
       "      <th>EndStop</th>\n",
       "      <th>Distance</th>\n",
       "      <th>Outbound</th>\n",
       "      <th>RunningTime</th>\n",
       "      <th>RouteName</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>4336</td>\n",
       "      <td>53</td>\n",
       "      <td>105</td>\n",
       "      <td>725</td>\n",
       "      <td>BX 46</td>\n",
       "      <td>Bến xe Miền Tây</td>\n",
       "      <td>Bến xe</td>\n",
       "      <td>Quận Bình Tân</td>\n",
       "      <td>None</td>\n",
       "      <td>Bến xe Miền Tây</td>\n",
       "      <td>Kinh Dương Vương</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.618317</td>\n",
       "      <td>10.740705</td>\n",
       "      <td>BxMT BxMT KDV</td>\n",
       "      <td>10, 102, 139, 14, 148, 151, 32, 39, 41, 60-1, ...</td>\n",
       "      <td>Lượt đi: Bến xe Miền Tây - Bến xe Ngã tư Ga</td>\n",
       "      <td>Bến Xe Ngã Tư Ga</td>\n",
       "      <td>32</td>\n",
       "      <td>Bến xe Miền Tây</td>\n",
       "      <td>Bến xe Ngã tư Ga</td>\n",
       "      <td>25122.0</td>\n",
       "      <td>True</td>\n",
       "      <td>80</td>\n",
       "      <td>Bến Xe Miền Tây - Bến Xe Ngã Tư Ga</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4337</td>\n",
       "      <td>53</td>\n",
       "      <td>105</td>\n",
       "      <td>140</td>\n",
       "      <td>QBT 010</td>\n",
       "      <td>Kinh Dương Vương</td>\n",
       "      <td>Trụ dừng</td>\n",
       "      <td>Quận Bình Tân</td>\n",
       "      <td>Phường An Lạc</td>\n",
       "      <td>7</td>\n",
       "      <td>Kinh Dương Vương</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.623162</td>\n",
       "      <td>10.744919</td>\n",
       "      <td>KDV 7 KDV</td>\n",
       "      <td>09, 139, 14, 148, 25, 32, 61, 62-1, 62-10, 62-...</td>\n",
       "      <td>Lượt đi: Bến xe Miền Tây - Bến xe Ngã tư Ga</td>\n",
       "      <td>Bến Xe Ngã Tư Ga</td>\n",
       "      <td>32</td>\n",
       "      <td>Bến xe Miền Tây</td>\n",
       "      <td>Bến xe Ngã tư Ga</td>\n",
       "      <td>25122.0</td>\n",
       "      <td>True</td>\n",
       "      <td>80</td>\n",
       "      <td>Bến Xe Miền Tây - Bến Xe Ngã Tư Ga</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4338</td>\n",
       "      <td>53</td>\n",
       "      <td>105</td>\n",
       "      <td>718</td>\n",
       "      <td>Q6 048</td>\n",
       "      <td>Công viên Phú Lâm</td>\n",
       "      <td>Trụ dừng</td>\n",
       "      <td>Quận 6</td>\n",
       "      <td>None</td>\n",
       "      <td>209</td>\n",
       "      <td>Kinh Dương Vương</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.626257</td>\n",
       "      <td>10.747549</td>\n",
       "      <td>CvPL 209 KDV</td>\n",
       "      <td>09, 139, 14, 32, 62-1, 62-10, 62-2, 62-8, 84</td>\n",
       "      <td>Lượt đi: Bến xe Miền Tây - Bến xe Ngã tư Ga</td>\n",
       "      <td>Bến Xe Ngã Tư Ga</td>\n",
       "      <td>32</td>\n",
       "      <td>Bến xe Miền Tây</td>\n",
       "      <td>Bến xe Ngã tư Ga</td>\n",
       "      <td>25122.0</td>\n",
       "      <td>True</td>\n",
       "      <td>80</td>\n",
       "      <td>Bến Xe Miền Tây - Bến Xe Ngã Tư Ga</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4339</td>\n",
       "      <td>53</td>\n",
       "      <td>105</td>\n",
       "      <td>715</td>\n",
       "      <td>Q6 049</td>\n",
       "      <td>Hồ Bơi Phú Lâm</td>\n",
       "      <td>Trụ dừng</td>\n",
       "      <td>Quận 6</td>\n",
       "      <td>None</td>\n",
       "      <td>157</td>\n",
       "      <td>Kinh Dương Vương</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.627963</td>\n",
       "      <td>10.748914</td>\n",
       "      <td>HBPL 157 KDV</td>\n",
       "      <td>09, 139, 14, 32, 62-1, 62-10, 62-2, 62-8, 84</td>\n",
       "      <td>Lượt đi: Bến xe Miền Tây - Bến xe Ngã tư Ga</td>\n",
       "      <td>Bến Xe Ngã Tư Ga</td>\n",
       "      <td>32</td>\n",
       "      <td>Bến xe Miền Tây</td>\n",
       "      <td>Bến xe Ngã tư Ga</td>\n",
       "      <td>25122.0</td>\n",
       "      <td>True</td>\n",
       "      <td>80</td>\n",
       "      <td>Bến Xe Miền Tây - Bến Xe Ngã Tư Ga</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4340</td>\n",
       "      <td>53</td>\n",
       "      <td>105</td>\n",
       "      <td>720</td>\n",
       "      <td>Q6 050</td>\n",
       "      <td>Cư xá Phú Lâm</td>\n",
       "      <td>Trụ dừng</td>\n",
       "      <td>Quận 6</td>\n",
       "      <td>None</td>\n",
       "      <td>93</td>\n",
       "      <td>Kinh Dương Vương</td>\n",
       "      <td></td>\n",
       "      <td>Đang khai thác</td>\n",
       "      <td>106.630914</td>\n",
       "      <td>10.751217</td>\n",
       "      <td>CxPL 93 KDV</td>\n",
       "      <td>09, 139, 14, 32, 62-1, 62-10, 62-2, 62-8, 84</td>\n",
       "      <td>Lượt đi: Bến xe Miền Tây - Bến xe Ngã tư Ga</td>\n",
       "      <td>Bến Xe Ngã Tư Ga</td>\n",
       "      <td>32</td>\n",
       "      <td>Bến xe Miền Tây</td>\n",
       "      <td>Bến xe Ngã tư Ga</td>\n",
       "      <td>25122.0</td>\n",
       "      <td>True</td>\n",
       "      <td>80</td>\n",
       "      <td>Bến Xe Miền Tây - Bến Xe Ngã Tư Ga</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      RouteId  RouteVarId  StopId     Code               Name  StopType  \\\n",
       "4336       53         105     725    BX 46    Bến xe Miền Tây    Bến xe   \n",
       "4337       53         105     140  QBT 010   Kinh Dương Vương  Trụ dừng   \n",
       "4338       53         105     718   Q6 048  Công viên Phú Lâm  Trụ dừng   \n",
       "4339       53         105     715   Q6 049     Hồ Bơi Phú Lâm  Trụ dừng   \n",
       "4340       53         105     720   Q6 050      Cư xá Phú Lâm  Trụ dừng   \n",
       "\n",
       "               Zone           Ward        AddressNo            Street  \\\n",
       "4336  Quận Bình Tân           None  Bến xe Miền Tây  Kinh Dương Vương   \n",
       "4337  Quận Bình Tân  Phường An Lạc                7  Kinh Dương Vương   \n",
       "4338         Quận 6           None             209   Kinh Dương Vương   \n",
       "4339         Quận 6           None             157   Kinh Dương Vương   \n",
       "4340         Quận 6           None               93  Kinh Dương Vương   \n",
       "\n",
       "     SupportDisability          Status         Lng        Lat         Search  \\\n",
       "4336                    Đang khai thác  106.618317  10.740705  BxMT BxMT KDV   \n",
       "4337                    Đang khai thác  106.623162  10.744919      KDV 7 KDV   \n",
       "4338                    Đang khai thác  106.626257  10.747549   CvPL 209 KDV   \n",
       "4339                    Đang khai thác  106.627963  10.748914   HBPL 157 KDV   \n",
       "4340                    Đang khai thác  106.630914  10.751217    CxPL 93 KDV   \n",
       "\n",
       "                                                 Routes  \\\n",
       "4336  10, 102, 139, 14, 148, 151, 32, 39, 41, 60-1, ...   \n",
       "4337  09, 139, 14, 148, 25, 32, 61, 62-1, 62-10, 62-...   \n",
       "4338       09, 139, 14, 32, 62-1, 62-10, 62-2, 62-8, 84   \n",
       "4339       09, 139, 14, 32, 62-1, 62-10, 62-2, 62-8, 84   \n",
       "4340       09, 139, 14, 32, 62-1, 62-10, 62-2, 62-8, 84   \n",
       "\n",
       "                                     RouteVarName RouteVarShortName RouteNo  \\\n",
       "4336  Lượt đi: Bến xe Miền Tây - Bến xe Ngã tư Ga  Bến Xe Ngã Tư Ga      32   \n",
       "4337  Lượt đi: Bến xe Miền Tây - Bến xe Ngã tư Ga  Bến Xe Ngã Tư Ga      32   \n",
       "4338  Lượt đi: Bến xe Miền Tây - Bến xe Ngã tư Ga  Bến Xe Ngã Tư Ga      32   \n",
       "4339  Lượt đi: Bến xe Miền Tây - Bến xe Ngã tư Ga  Bến Xe Ngã Tư Ga      32   \n",
       "4340  Lượt đi: Bến xe Miền Tây - Bến xe Ngã tư Ga  Bến Xe Ngã Tư Ga      32   \n",
       "\n",
       "            StartStop           EndStop  Distance  Outbound  RunningTime  \\\n",
       "4336  Bến xe Miền Tây  Bến xe Ngã tư Ga   25122.0      True           80   \n",
       "4337  Bến xe Miền Tây  Bến xe Ngã tư Ga   25122.0      True           80   \n",
       "4338  Bến xe Miền Tây  Bến xe Ngã tư Ga   25122.0      True           80   \n",
       "4339  Bến xe Miền Tây  Bến xe Ngã tư Ga   25122.0      True           80   \n",
       "4340  Bến xe Miền Tây  Bến xe Ngã tư Ga   25122.0      True           80   \n",
       "\n",
       "                               RouteName  \n",
       "4336  Bến Xe Miền Tây - Bến Xe Ngã Tư Ga  \n",
       "4337  Bến Xe Miền Tây - Bến Xe Ngã Tư Ga  \n",
       "4338  Bến Xe Miền Tây - Bến Xe Ngã Tư Ga  \n",
       "4339  Bến Xe Miền Tây - Bến Xe Ngã Tư Ga  \n",
       "4340  Bến Xe Miền Tây - Bến Xe Ngã Tư Ga  "
      ]
     },
     "execution_count": 509,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stop_pre[stop_pre.RouteId==53].head()"
   ]
  }
 ],
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