train_data_analaysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "trains=pd.read_csv(\"isl_wise_train_detail_03082015_v1.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    " import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(69006, 12)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trains.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Train No.</th>\n",
       "      <th>train Name</th>\n",
       "      <th>islno</th>\n",
       "      <th>station Code</th>\n",
       "      <th>Station Name</th>\n",
       "      <th>Arrival time</th>\n",
       "      <th>Departure time</th>\n",
       "      <th>Distance</th>\n",
       "      <th>Source Station Code</th>\n",
       "      <th>source Station Name</th>\n",
       "      <th>Destination station Code</th>\n",
       "      <th>Destination Station Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td> '00851'</td>\n",
       "      <td> BNC SUVIDHA SPL</td>\n",
       "      <td> 1</td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td> '22:50:00'</td>\n",
       "      <td>    0</td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td> '00851'</td>\n",
       "      <td> BNC SUVIDHA SPL</td>\n",
       "      <td> 2</td>\n",
       "      <td> BAM </td>\n",
       "      <td> BRAHMAPUR      </td>\n",
       "      <td> '01:10:00'</td>\n",
       "      <td> '01:12:00'</td>\n",
       "      <td>  166</td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td> '00851'</td>\n",
       "      <td> BNC SUVIDHA SPL</td>\n",
       "      <td> 3</td>\n",
       "      <td> VSKP</td>\n",
       "      <td> VISAKHAPATNAM  </td>\n",
       "      <td> '05:10:00'</td>\n",
       "      <td> '05:30:00'</td>\n",
       "      <td>  443</td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td> '00851'</td>\n",
       "      <td> BNC SUVIDHA SPL</td>\n",
       "      <td> 4</td>\n",
       "      <td> BZA </td>\n",
       "      <td> VIJAYAWADA JN  </td>\n",
       "      <td> '11:10:00'</td>\n",
       "      <td> '11:20:00'</td>\n",
       "      <td>  793</td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td> '00851'</td>\n",
       "      <td> BNC SUVIDHA SPL</td>\n",
       "      <td> 5</td>\n",
       "      <td> RU  </td>\n",
       "      <td> RENIGUNTA JN   </td>\n",
       "      <td> '16:42:00'</td>\n",
       "      <td> '16:52:00'</td>\n",
       "      <td> 1169</td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  Train No.       train Name  islno station Code     Station Name  \\\n",
       "0   '00851'  BNC SUVIDHA SPL      1         BBS   BHUBANESWAR       \n",
       "1   '00851'  BNC SUVIDHA SPL      2         BAM   BRAHMAPUR         \n",
       "2   '00851'  BNC SUVIDHA SPL      3         VSKP  VISAKHAPATNAM     \n",
       "3   '00851'  BNC SUVIDHA SPL      4         BZA   VIJAYAWADA JN     \n",
       "4   '00851'  BNC SUVIDHA SPL      5         RU    RENIGUNTA JN      \n",
       "\n",
       "  Arrival time Departure time  Distance Source Station Code  \\\n",
       "0   '00:00:00'     '22:50:00'         0                BBS    \n",
       "1   '01:10:00'     '01:12:00'       166                BBS    \n",
       "2   '05:10:00'     '05:30:00'       443                BBS    \n",
       "3   '11:10:00'     '11:20:00'       793                BBS    \n",
       "4   '16:42:00'     '16:52:00'      1169                BBS    \n",
       "\n",
       "  source Station Name Destination station Code Destination Station Name  \n",
       "0     BHUBANESWAR                         BNC           BANGALORE CANT   \n",
       "1     BHUBANESWAR                         BNC           BANGALORE CANT   \n",
       "2     BHUBANESWAR                         BNC           BANGALORE CANT   \n",
       "3     BHUBANESWAR                         BNC           BANGALORE CANT   \n",
       "4     BHUBANESWAR                         BNC           BANGALORE CANT   \n",
       "\n",
       "[5 rows x 12 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trains.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Train No.                           '01081'\n",
       "train Name                  DR BSL T F SPL \n",
       "islno                                     2\n",
       "station Code                           TNA \n",
       "Station Name                THANE          \n",
       "Arrival time                     '22:03:00'\n",
       "Departure time                   '22:05:00'\n",
       "Distance                                 25\n",
       "Source Station Code                    DR  \n",
       "source Station Name         DADAR          \n",
       "Destination station Code               BSL \n",
       "Destination Station Name    BHUSAVAL JN    \n",
       "Name: 15, dtype: object"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trains.ix[15]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 69006 entries, 0 to 69005\n",
      "Data columns (total 12 columns):\n",
      "Train No.                   69006 non-null object\n",
      "train Name                  69006 non-null object\n",
      "islno                       69006 non-null int64\n",
      "station Code                69006 non-null object\n",
      "Station Name                69006 non-null object\n",
      "Arrival time                69006 non-null object\n",
      "Departure time              69006 non-null object\n",
      "Distance                    69006 non-null int64\n",
      "Source Station Code         69006 non-null object\n",
      "source Station Name         69006 non-null object\n",
      "Destination station Code    69006 non-null object\n",
      "Destination Station Name    69006 non-null object\n",
      "dtypes: int64(2), object(10)"
     ]
    }
   ],
   "source": [
    "trains.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "trains.loc[3]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>Train No.</th>\n",
       "      <th>train Name</th>\n",
       "      <th>islno</th>\n",
       "      <th>station Code</th>\n",
       "      <th>Station Name</th>\n",
       "      <th>Arrival time</th>\n",
       "      <th>Departure time</th>\n",
       "      <th>Distance</th>\n",
       "      <th>Source Station Code</th>\n",
       "      <th>source Station Name</th>\n",
       "      <th>Destination station Code</th>\n",
       "      <th>Destination Station Name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Train No.</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">'00851'</th>\n",
       "      <th>0  </th>\n",
       "      <td> '00851'</td>\n",
       "      <td> BNC SUVIDHA SPL</td>\n",
       "      <td> 1</td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td> '22:50:00'</td>\n",
       "      <td>    0</td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1  </th>\n",
       "      <td> '00851'</td>\n",
       "      <td> BNC SUVIDHA SPL</td>\n",
       "      <td> 2</td>\n",
       "      <td> BAM </td>\n",
       "      <td> BRAHMAPUR      </td>\n",
       "      <td> '01:10:00'</td>\n",
       "      <td> '01:12:00'</td>\n",
       "      <td>  166</td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2  </th>\n",
       "      <td> '00851'</td>\n",
       "      <td> BNC SUVIDHA SPL</td>\n",
       "      <td> 3</td>\n",
       "      <td> VSKP</td>\n",
       "      <td> VISAKHAPATNAM  </td>\n",
       "      <td> '05:10:00'</td>\n",
       "      <td> '05:30:00'</td>\n",
       "      <td>  443</td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3  </th>\n",
       "      <td> '00851'</td>\n",
       "      <td> BNC SUVIDHA SPL</td>\n",
       "      <td> 4</td>\n",
       "      <td> BZA </td>\n",
       "      <td> VIJAYAWADA JN  </td>\n",
       "      <td> '11:10:00'</td>\n",
       "      <td> '11:20:00'</td>\n",
       "      <td>  793</td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4  </th>\n",
       "      <td> '00851'</td>\n",
       "      <td> BNC SUVIDHA SPL</td>\n",
       "      <td> 5</td>\n",
       "      <td> RU  </td>\n",
       "      <td> RENIGUNTA JN   </td>\n",
       "      <td> '16:42:00'</td>\n",
       "      <td> '16:52:00'</td>\n",
       "      <td> 1169</td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">'00852'</th>\n",
       "      <th>7  </th>\n",
       "      <td> '00852'</td>\n",
       "      <td> BNC BBS SUVIDHA</td>\n",
       "      <td> 1</td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td> '01:00:00'</td>\n",
       "      <td>    0</td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8  </th>\n",
       "      <td> '00852'</td>\n",
       "      <td> BNC BBS SUVIDHA</td>\n",
       "      <td> 2</td>\n",
       "      <td> JTJ </td>\n",
       "      <td> JOLARPETTAI    </td>\n",
       "      <td> '03:30:00'</td>\n",
       "      <td> '03:32:00'</td>\n",
       "      <td>  144</td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9  </th>\n",
       "      <td> '00852'</td>\n",
       "      <td> BNC BBS SUVIDHA</td>\n",
       "      <td> 3</td>\n",
       "      <td> RU  </td>\n",
       "      <td> RENIGUNTA JN   </td>\n",
       "      <td> '06:45:00'</td>\n",
       "      <td> '06:55:00'</td>\n",
       "      <td>  342</td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10 </th>\n",
       "      <td> '00852'</td>\n",
       "      <td> BNC BBS SUVIDHA</td>\n",
       "      <td> 4</td>\n",
       "      <td> BZA </td>\n",
       "      <td> VIJAYAWADA JN  </td>\n",
       "      <td> '12:20:00'</td>\n",
       "      <td> '12:30:00'</td>\n",
       "      <td>  718</td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11 </th>\n",
       "      <td> '00852'</td>\n",
       "      <td> BNC BBS SUVIDHA</td>\n",
       "      <td> 5</td>\n",
       "      <td> VSKP</td>\n",
       "      <td> VISAKHAPATNAM  </td>\n",
       "      <td> '18:00:00'</td>\n",
       "      <td> '18:20:00'</td>\n",
       "      <td> 1069</td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">'01081'</th>\n",
       "      <th>14 </th>\n",
       "      <td> '01081'</td>\n",
       "      <td> DR BSL T F SPL </td>\n",
       "      <td> 1</td>\n",
       "      <td> DR  </td>\n",
       "      <td> DADAR          </td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td> '21:45:00'</td>\n",
       "      <td>    0</td>\n",
       "      <td> DR  </td>\n",
       "      <td> DADAR          </td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15 </th>\n",
       "      <td> '01081'</td>\n",
       "      <td> DR BSL T F SPL </td>\n",
       "      <td> 2</td>\n",
       "      <td> TNA </td>\n",
       "      <td> THANE          </td>\n",
       "      <td> '22:03:00'</td>\n",
       "      <td> '22:05:00'</td>\n",
       "      <td>   25</td>\n",
       "      <td> DR  </td>\n",
       "      <td> DADAR          </td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16 </th>\n",
       "      <td> '01081'</td>\n",
       "      <td> DR BSL T F SPL </td>\n",
       "      <td> 3</td>\n",
       "      <td> KYN </td>\n",
       "      <td> KALYAN JN      </td>\n",
       "      <td> '22:22:00'</td>\n",
       "      <td> '22:45:00'</td>\n",
       "      <td>   45</td>\n",
       "      <td> DR  </td>\n",
       "      <td> DADAR          </td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17 </th>\n",
       "      <td> '01081'</td>\n",
       "      <td> DR BSL T F SPL </td>\n",
       "      <td> 4</td>\n",
       "      <td> IGP </td>\n",
       "      <td> IGATPURI       </td>\n",
       "      <td> '00:05:00'</td>\n",
       "      <td> '00:10:00'</td>\n",
       "      <td>  128</td>\n",
       "      <td> DR  </td>\n",
       "      <td> DADAR          </td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18 </th>\n",
       "      <td> '01081'</td>\n",
       "      <td> DR BSL T F SPL </td>\n",
       "      <td> 5</td>\n",
       "      <td> NK  </td>\n",
       "      <td> NASIK ROAD     </td>\n",
       "      <td> '00:52:00'</td>\n",
       "      <td> '00:55:00'</td>\n",
       "      <td>  179</td>\n",
       "      <td> DR  </td>\n",
       "      <td> DADAR          </td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">'01082'</th>\n",
       "      <th>22 </th>\n",
       "      <td> '01082'</td>\n",
       "      <td> BSL DR T F SPL </td>\n",
       "      <td> 1</td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td> '08:35:00'</td>\n",
       "      <td>    0</td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "      <td> DR  </td>\n",
       "      <td> DADAR          </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23 </th>\n",
       "      <td> '01082'</td>\n",
       "      <td> BSL DR T F SPL </td>\n",
       "      <td> 2</td>\n",
       "      <td> JL  </td>\n",
       "      <td> JALGAON JN     </td>\n",
       "      <td> '09:00:00'</td>\n",
       "      <td> '09:03:00'</td>\n",
       "      <td>   25</td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "      <td> DR  </td>\n",
       "      <td> DADAR          </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24 </th>\n",
       "      <td> '01082'</td>\n",
       "      <td> BSL DR T F SPL </td>\n",
       "      <td> 3</td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "      <td> '09:50:00'</td>\n",
       "      <td> '09:52:00'</td>\n",
       "      <td>  117</td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "      <td> DR  </td>\n",
       "      <td> DADAR          </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25 </th>\n",
       "      <td> '01082'</td>\n",
       "      <td> BSL DR T F SPL </td>\n",
       "      <td> 4</td>\n",
       "      <td> NK  </td>\n",
       "      <td> NASIK ROAD     </td>\n",
       "      <td> '11:20:00'</td>\n",
       "      <td> '11:25:00'</td>\n",
       "      <td>  258</td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "      <td> DR  </td>\n",
       "      <td> DADAR          </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26 </th>\n",
       "      <td> '01082'</td>\n",
       "      <td> BSL DR T F SPL </td>\n",
       "      <td> 5</td>\n",
       "      <td> IGP </td>\n",
       "      <td> IGATPURI       </td>\n",
       "      <td> '13:25:00'</td>\n",
       "      <td> '13:30:00'</td>\n",
       "      <td>  308</td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "      <td> DR  </td>\n",
       "      <td> DADAR          </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">'01149'</th>\n",
       "      <th>30 </th>\n",
       "      <td> '01149'</td>\n",
       "      <td> BSL CSN T F SPL</td>\n",
       "      <td> 1</td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td> '18:35:00'</td>\n",
       "      <td>    0</td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31 </th>\n",
       "      <td> '01149'</td>\n",
       "      <td> BSL CSN T F SPL</td>\n",
       "      <td> 2</td>\n",
       "      <td> JL  </td>\n",
       "      <td> JALGAON JN     </td>\n",
       "      <td> '19:10:00'</td>\n",
       "      <td> '19:13:00'</td>\n",
       "      <td>   25</td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32 </th>\n",
       "      <td> '01149'</td>\n",
       "      <td> BSL CSN T F SPL</td>\n",
       "      <td> 3</td>\n",
       "      <td> PC  </td>\n",
       "      <td> PACHORA JN     </td>\n",
       "      <td> '19:43:00'</td>\n",
       "      <td> '19:45:00'</td>\n",
       "      <td>   72</td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33 </th>\n",
       "      <td> '01149'</td>\n",
       "      <td> BSL CSN T F SPL</td>\n",
       "      <td> 4</td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "      <td> '21:30:00'</td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td>  117</td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">'01150'</th>\n",
       "      <th>34 </th>\n",
       "      <td> '01150'</td>\n",
       "      <td> CSN BSL T F SPL</td>\n",
       "      <td> 1</td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td> '21:50:00'</td>\n",
       "      <td>    0</td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35 </th>\n",
       "      <td> '01150'</td>\n",
       "      <td> CSN BSL T F SPL</td>\n",
       "      <td> 2</td>\n",
       "      <td> PC  </td>\n",
       "      <td> PACHORA JN     </td>\n",
       "      <td> '22:20:00'</td>\n",
       "      <td> '22:35:00'</td>\n",
       "      <td>   45</td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36 </th>\n",
       "      <td> '01150'</td>\n",
       "      <td> CSN BSL T F SPL</td>\n",
       "      <td> 3</td>\n",
       "      <td> JL  </td>\n",
       "      <td> JALGAON JN     </td>\n",
       "      <td> '23:07:00'</td>\n",
       "      <td> '23:10:00'</td>\n",
       "      <td>   93</td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37 </th>\n",
       "      <td> '01150'</td>\n",
       "      <td> CSN BSL T F SPL</td>\n",
       "      <td> 4</td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "      <td> '23:35:00'</td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td>  117</td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "      <td> BSL </td>\n",
       "      <td> BHUSAVAL JN    </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">'01151'</th>\n",
       "      <th>38 </th>\n",
       "      <td> '01151'</td>\n",
       "      <td> CSN DHI T F SPL</td>\n",
       "      <td> 1</td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td> '21:55:00'</td>\n",
       "      <td>    0</td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "      <td> DHI </td>\n",
       "      <td> DHULE          </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39 </th>\n",
       "      <td> '01151'</td>\n",
       "      <td> CSN DHI T F SPL</td>\n",
       "      <td> 2</td>\n",
       "      <td> JMD </td>\n",
       "      <td> JAMDHA         </td>\n",
       "      <td> '22:09:00'</td>\n",
       "      <td> '22:10:00'</td>\n",
       "      <td>   15</td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "      <td> DHI </td>\n",
       "      <td> DHULE          </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40 </th>\n",
       "      <td> '01151'</td>\n",
       "      <td> CSN DHI T F SPL</td>\n",
       "      <td> 3</td>\n",
       "      <td> SHF </td>\n",
       "      <td> SHIRUD         </td>\n",
       "      <td> '22:33:00'</td>\n",
       "      <td> '22:35:00'</td>\n",
       "      <td>   36</td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "      <td> DHI </td>\n",
       "      <td> DHULE          </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41 </th>\n",
       "      <td> '01151'</td>\n",
       "      <td> CSN DHI T F SPL</td>\n",
       "      <td> 4</td>\n",
       "      <td> DHI </td>\n",
       "      <td> DHULE          </td>\n",
       "      <td> '23:05:00'</td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td>   57</td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "      <td> DHI </td>\n",
       "      <td> DHULE          </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">'01152'</th>\n",
       "      <th>42 </th>\n",
       "      <td> '01152'</td>\n",
       "      <td> DHI CSN T F SPL</td>\n",
       "      <td> 1</td>\n",
       "      <td> DHI </td>\n",
       "      <td> DHULE          </td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td> '05:20:00'</td>\n",
       "      <td>    0</td>\n",
       "      <td> DHI </td>\n",
       "      <td> DHULE          </td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43 </th>\n",
       "      <td> '01152'</td>\n",
       "      <td> DHI CSN T F SPL</td>\n",
       "      <td> 2</td>\n",
       "      <td> SHF </td>\n",
       "      <td> SHIRUD         </td>\n",
       "      <td> '05:45:00'</td>\n",
       "      <td> '05:47:00'</td>\n",
       "      <td>   21</td>\n",
       "      <td> DHI </td>\n",
       "      <td> DHULE          </td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44 </th>\n",
       "      <td> '01152'</td>\n",
       "      <td> DHI CSN T F SPL</td>\n",
       "      <td> 3</td>\n",
       "      <td> JMD </td>\n",
       "      <td> JAMDHA         </td>\n",
       "      <td> '06:08:00'</td>\n",
       "      <td> '06:30:00'</td>\n",
       "      <td>   43</td>\n",
       "      <td> DHI </td>\n",
       "      <td> DHULE          </td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45 </th>\n",
       "      <td> '01152'</td>\n",
       "      <td> DHI CSN T F SPL</td>\n",
       "      <td> 4</td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "      <td> '06:50:00'</td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td>   57</td>\n",
       "      <td> DHI </td>\n",
       "      <td> DHULE          </td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">'01153'</th>\n",
       "      <th>46 </th>\n",
       "      <td> '01153'</td>\n",
       "      <td> CSN CSTM T F SP</td>\n",
       "      <td> 1</td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td> '07:45:00'</td>\n",
       "      <td>    0</td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "      <td> CSTM</td>\n",
       "      <td> MUMBAI CST     </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47 </th>\n",
       "      <td> '01153'</td>\n",
       "      <td> CSN CSTM T F SP</td>\n",
       "      <td> 2</td>\n",
       "      <td> NGN </td>\n",
       "      <td> NANDGAON       </td>\n",
       "      <td> '08:16:00'</td>\n",
       "      <td> '08:17:00'</td>\n",
       "      <td>   43</td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "      <td> CSTM</td>\n",
       "      <td> MUMBAI CST     </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48 </th>\n",
       "      <td> '01153'</td>\n",
       "      <td> CSN CSTM T F SP</td>\n",
       "      <td> 3</td>\n",
       "      <td> MMR </td>\n",
       "      <td> MANMAD JN      </td>\n",
       "      <td> '08:50:00'</td>\n",
       "      <td> '09:00:00'</td>\n",
       "      <td>   68</td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "      <td> CSTM</td>\n",
       "      <td> MUMBAI CST     </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49 </th>\n",
       "      <td> '01153'</td>\n",
       "      <td> CSN CSTM T F SP</td>\n",
       "      <td> 4</td>\n",
       "      <td> LS  </td>\n",
       "      <td> LASALGAON      </td>\n",
       "      <td> '09:18:00'</td>\n",
       "      <td> '09:19:00'</td>\n",
       "      <td>   93</td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "      <td> CSTM</td>\n",
       "      <td> MUMBAI CST     </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50 </th>\n",
       "      <td> '01153'</td>\n",
       "      <td> CSN CSTM T F SP</td>\n",
       "      <td> 5</td>\n",
       "      <td> NK  </td>\n",
       "      <td> NASIK ROAD     </td>\n",
       "      <td> '09:52:00'</td>\n",
       "      <td> '09:55:00'</td>\n",
       "      <td>  141</td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "      <td> CSTM</td>\n",
       "      <td> MUMBAI CST     </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">'01154'</th>\n",
       "      <th>58 </th>\n",
       "      <td> '01154'</td>\n",
       "      <td> CSTM CSN T F SP</td>\n",
       "      <td> 1</td>\n",
       "      <td> CSTM</td>\n",
       "      <td> MUMBAI CST     </td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td> '15:35:00'</td>\n",
       "      <td>    0</td>\n",
       "      <td> CSTM</td>\n",
       "      <td> MUMBAI CST     </td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59 </th>\n",
       "      <td> '01154'</td>\n",
       "      <td> CSTM CSN T F SP</td>\n",
       "      <td> 2</td>\n",
       "      <td> DR  </td>\n",
       "      <td> DADAR          </td>\n",
       "      <td> '15:49:00'</td>\n",
       "      <td> '15:52:00'</td>\n",
       "      <td>    9</td>\n",
       "      <td> CSTM</td>\n",
       "      <td> MUMBAI CST     </td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60 </th>\n",
       "      <td> '01154'</td>\n",
       "      <td> CSTM CSN T F SP</td>\n",
       "      <td> 3</td>\n",
       "      <td> TNA </td>\n",
       "      <td> THANE          </td>\n",
       "      <td> '16:19:00'</td>\n",
       "      <td> '16:21:00'</td>\n",
       "      <td>   34</td>\n",
       "      <td> CSTM</td>\n",
       "      <td> MUMBAI CST     </td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61 </th>\n",
       "      <td> '01154'</td>\n",
       "      <td> CSTM CSN T F SP</td>\n",
       "      <td> 4</td>\n",
       "      <td> KYN </td>\n",
       "      <td> KALYAN JN      </td>\n",
       "      <td> '16:42:00'</td>\n",
       "      <td> '16:45:00'</td>\n",
       "      <td>   54</td>\n",
       "      <td> CSTM</td>\n",
       "      <td> MUMBAI CST     </td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62 </th>\n",
       "      <td> '01154'</td>\n",
       "      <td> CSTM CSN T F SP</td>\n",
       "      <td> 5</td>\n",
       "      <td> KSRA</td>\n",
       "      <td> KASARA         </td>\n",
       "      <td> '17:55:00'</td>\n",
       "      <td> '18:00:00'</td>\n",
       "      <td>  121</td>\n",
       "      <td> CSTM</td>\n",
       "      <td> MUMBAI CST     </td>\n",
       "      <td> CSN </td>\n",
       "      <td> CHALISGAON JN  </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">'01156'</th>\n",
       "      <th>70 </th>\n",
       "      <td> '01156'</td>\n",
       "      <td> PVR NAVI KMN SP</td>\n",
       "      <td> 1</td>\n",
       "      <td> JM  </td>\n",
       "      <td> JALAMB JN      </td>\n",
       "      <td> '07:40:00'</td>\n",
       "      <td> '08:20:00'</td>\n",
       "      <td>  673</td>\n",
       "      <td> PVR </td>\n",
       "      <td> PANDHARPUR     </td>\n",
       "      <td> NAVI</td>\n",
       "      <td> NEW AMRAVATI   </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71 </th>\n",
       "      <td> '01156'</td>\n",
       "      <td> PVR NAVI KMN SP</td>\n",
       "      <td> 1</td>\n",
       "      <td> PVR </td>\n",
       "      <td> PANDHARPUR     </td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td> '16:00:00'</td>\n",
       "      <td>    0</td>\n",
       "      <td> PVR </td>\n",
       "      <td> PANDHARPUR     </td>\n",
       "      <td> NAVI</td>\n",
       "      <td> NEW AMRAVATI   </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72 </th>\n",
       "      <td> '01156'</td>\n",
       "      <td> PVR NAVI KMN SP</td>\n",
       "      <td> 2</td>\n",
       "      <td> KMN </td>\n",
       "      <td> KHAMGAON       </td>\n",
       "      <td> '08:40:00'</td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td>  685</td>\n",
       "      <td> PVR </td>\n",
       "      <td> PANDHARPUR     </td>\n",
       "      <td> NAVI</td>\n",
       "      <td> NEW AMRAVATI   </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73 </th>\n",
       "      <td> '01156'</td>\n",
       "      <td> PVR NAVI KMN SP</td>\n",
       "      <td> 2</td>\n",
       "      <td> KWV </td>\n",
       "      <td> KURDUVADI      </td>\n",
       "      <td> '17:10:00'</td>\n",
       "      <td> '17:35:00'</td>\n",
       "      <td>   53</td>\n",
       "      <td> PVR </td>\n",
       "      <td> PANDHARPUR     </td>\n",
       "      <td> NAVI</td>\n",
       "      <td> NEW AMRAVATI   </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74 </th>\n",
       "      <td> '01156'</td>\n",
       "      <td> PVR NAVI KMN SP</td>\n",
       "      <td> 3</td>\n",
       "      <td> JEUR</td>\n",
       "      <td> JEUR           </td>\n",
       "      <td> '18:08:00'</td>\n",
       "      <td> '18:10:00'</td>\n",
       "      <td>   87</td>\n",
       "      <td> PVR </td>\n",
       "      <td> PANDHARPUR     </td>\n",
       "      <td> NAVI</td>\n",
       "      <td> NEW AMRAVATI   </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">'01401'</th>\n",
       "      <th>95 </th>\n",
       "      <td> '01401'</td>\n",
       "      <td> NGP TTKL FARE S</td>\n",
       "      <td> 1</td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td> '15:20:00'</td>\n",
       "      <td>    0</td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96 </th>\n",
       "      <td> '01401'</td>\n",
       "      <td> NGP TTKL FARE S</td>\n",
       "      <td> 2</td>\n",
       "      <td> MO  </td>\n",
       "      <td> MOHOL          </td>\n",
       "      <td> '15:49:00'</td>\n",
       "      <td> '15:50:00'</td>\n",
       "      <td>   34</td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97 </th>\n",
       "      <td> '01401'</td>\n",
       "      <td> NGP TTKL FARE S</td>\n",
       "      <td> 3</td>\n",
       "      <td> MA  </td>\n",
       "      <td> MADHA          </td>\n",
       "      <td> '16:15:00'</td>\n",
       "      <td> '16:16:00'</td>\n",
       "      <td>   63</td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98 </th>\n",
       "      <td> '01401'</td>\n",
       "      <td> NGP TTKL FARE S</td>\n",
       "      <td> 4</td>\n",
       "      <td> KWV </td>\n",
       "      <td> KURDUVADI      </td>\n",
       "      <td> '16:30:00'</td>\n",
       "      <td> '16:50:00'</td>\n",
       "      <td>   79</td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99 </th>\n",
       "      <td> '01401'</td>\n",
       "      <td> NGP TTKL FARE S</td>\n",
       "      <td> 5</td>\n",
       "      <td> BTW </td>\n",
       "      <td> BARSI TOWN     </td>\n",
       "      <td> '17:35:00'</td>\n",
       "      <td> '17:37:00'</td>\n",
       "      <td>  116</td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"4\" valign=\"top\">'01402'</th>\n",
       "      <th>116</th>\n",
       "      <td> '01402'</td>\n",
       "      <td> NGP SUR T F SPL</td>\n",
       "      <td> 1</td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td> '15:00:00'</td>\n",
       "      <td>    0</td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td> '01402'</td>\n",
       "      <td> NGP SUR T F SPL</td>\n",
       "      <td> 2</td>\n",
       "      <td> WR  </td>\n",
       "      <td> WARDHA JN      </td>\n",
       "      <td> '16:06:00'</td>\n",
       "      <td> '16:09:00'</td>\n",
       "      <td>   79</td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td> '01402'</td>\n",
       "      <td> NGP SUR T F SPL</td>\n",
       "      <td> 3</td>\n",
       "      <td> PLO </td>\n",
       "      <td> PULGAON JN     </td>\n",
       "      <td> '16:35:00'</td>\n",
       "      <td> '16:36:00'</td>\n",
       "      <td>  109</td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td> '01402'</td>\n",
       "      <td> NGP SUR T F SPL</td>\n",
       "      <td> 4</td>\n",
       "      <td> DMN </td>\n",
       "      <td> DHAMANGAON     </td>\n",
       "      <td> '16:53:00'</td>\n",
       "      <td> '16:54:00'</td>\n",
       "      <td>  129</td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "    </tr>\n",
       "    <tr>\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",
       "  </tbody>\n",
       "</table>\n",
       "<p>13929 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              Train No.       train Name  islno station Code     Station Name  \\\n",
       "Train No.                                                                       \n",
       "'00851'   0     '00851'  BNC SUVIDHA SPL      1         BBS   BHUBANESWAR       \n",
       "          1     '00851'  BNC SUVIDHA SPL      2         BAM   BRAHMAPUR         \n",
       "          2     '00851'  BNC SUVIDHA SPL      3         VSKP  VISAKHAPATNAM     \n",
       "          3     '00851'  BNC SUVIDHA SPL      4         BZA   VIJAYAWADA JN     \n",
       "          4     '00851'  BNC SUVIDHA SPL      5         RU    RENIGUNTA JN      \n",
       "'00852'   7     '00852'  BNC BBS SUVIDHA      1         BNC   BANGALORE CANT    \n",
       "          8     '00852'  BNC BBS SUVIDHA      2         JTJ   JOLARPETTAI       \n",
       "          9     '00852'  BNC BBS SUVIDHA      3         RU    RENIGUNTA JN      \n",
       "          10    '00852'  BNC BBS SUVIDHA      4         BZA   VIJAYAWADA JN     \n",
       "          11    '00852'  BNC BBS SUVIDHA      5         VSKP  VISAKHAPATNAM     \n",
       "'01081'   14    '01081'  DR BSL T F SPL       1         DR    DADAR             \n",
       "          15    '01081'  DR BSL T F SPL       2         TNA   THANE             \n",
       "          16    '01081'  DR BSL T F SPL       3         KYN   KALYAN JN         \n",
       "          17    '01081'  DR BSL T F SPL       4         IGP   IGATPURI          \n",
       "          18    '01081'  DR BSL T F SPL       5         NK    NASIK ROAD        \n",
       "'01082'   22    '01082'  BSL DR T F SPL       1         BSL   BHUSAVAL JN       \n",
       "          23    '01082'  BSL DR T F SPL       2         JL    JALGAON JN        \n",
       "          24    '01082'  BSL DR T F SPL       3         CSN   CHALISGAON JN     \n",
       "          25    '01082'  BSL DR T F SPL       4         NK    NASIK ROAD        \n",
       "          26    '01082'  BSL DR T F SPL       5         IGP   IGATPURI          \n",
       "'01149'   30    '01149'  BSL CSN T F SPL      1         BSL   BHUSAVAL JN       \n",
       "          31    '01149'  BSL CSN T F SPL      2         JL    JALGAON JN        \n",
       "          32    '01149'  BSL CSN T F SPL      3         PC    PACHORA JN        \n",
       "          33    '01149'  BSL CSN T F SPL      4         CSN   CHALISGAON JN     \n",
       "'01150'   34    '01150'  CSN BSL T F SPL      1         CSN   CHALISGAON JN     \n",
       "          35    '01150'  CSN BSL T F SPL      2         PC    PACHORA JN        \n",
       "          36    '01150'  CSN BSL T F SPL      3         JL    JALGAON JN        \n",
       "          37    '01150'  CSN BSL T F SPL      4         BSL   BHUSAVAL JN       \n",
       "'01151'   38    '01151'  CSN DHI T F SPL      1         CSN   CHALISGAON JN     \n",
       "          39    '01151'  CSN DHI T F SPL      2         JMD   JAMDHA            \n",
       "          40    '01151'  CSN DHI T F SPL      3         SHF   SHIRUD            \n",
       "          41    '01151'  CSN DHI T F SPL      4         DHI   DHULE             \n",
       "'01152'   42    '01152'  DHI CSN T F SPL      1         DHI   DHULE             \n",
       "          43    '01152'  DHI CSN T F SPL      2         SHF   SHIRUD            \n",
       "          44    '01152'  DHI CSN T F SPL      3         JMD   JAMDHA            \n",
       "          45    '01152'  DHI CSN T F SPL      4         CSN   CHALISGAON JN     \n",
       "'01153'   46    '01153'  CSN CSTM T F SP      1         CSN   CHALISGAON JN     \n",
       "          47    '01153'  CSN CSTM T F SP      2         NGN   NANDGAON          \n",
       "          48    '01153'  CSN CSTM T F SP      3         MMR   MANMAD JN         \n",
       "          49    '01153'  CSN CSTM T F SP      4         LS    LASALGAON         \n",
       "          50    '01153'  CSN CSTM T F SP      5         NK    NASIK ROAD        \n",
       "'01154'   58    '01154'  CSTM CSN T F SP      1         CSTM  MUMBAI CST        \n",
       "          59    '01154'  CSTM CSN T F SP      2         DR    DADAR             \n",
       "          60    '01154'  CSTM CSN T F SP      3         TNA   THANE             \n",
       "          61    '01154'  CSTM CSN T F SP      4         KYN   KALYAN JN         \n",
       "          62    '01154'  CSTM CSN T F SP      5         KSRA  KASARA            \n",
       "'01156'   70    '01156'  PVR NAVI KMN SP      1         JM    JALAMB JN         \n",
       "          71    '01156'  PVR NAVI KMN SP      1         PVR   PANDHARPUR        \n",
       "          72    '01156'  PVR NAVI KMN SP      2         KMN   KHAMGAON          \n",
       "          73    '01156'  PVR NAVI KMN SP      2         KWV   KURDUVADI         \n",
       "          74    '01156'  PVR NAVI KMN SP      3         JEUR  JEUR              \n",
       "'01401'   95    '01401'  NGP TTKL FARE S      1         SUR   SOLAPUR JN        \n",
       "          96    '01401'  NGP TTKL FARE S      2         MO    MOHOL             \n",
       "          97    '01401'  NGP TTKL FARE S      3         MA    MADHA             \n",
       "          98    '01401'  NGP TTKL FARE S      4         KWV   KURDUVADI         \n",
       "          99    '01401'  NGP TTKL FARE S      5         BTW   BARSI TOWN        \n",
       "'01402'   116   '01402'  NGP SUR T F SPL      1         NGP   NAGPUR            \n",
       "          117   '01402'  NGP SUR T F SPL      2         WR    WARDHA JN         \n",
       "          118   '01402'  NGP SUR T F SPL      3         PLO   PULGAON JN        \n",
       "          119   '01402'  NGP SUR T F SPL      4         DMN   DHAMANGAON        \n",
       "                    ...              ...    ...          ...              ...   \n",
       "\n",
       "              Arrival time Departure time  Distance Source Station Code  \\\n",
       "Train No.                                                                 \n",
       "'00851'   0     '00:00:00'     '22:50:00'         0                BBS    \n",
       "          1     '01:10:00'     '01:12:00'       166                BBS    \n",
       "          2     '05:10:00'     '05:30:00'       443                BBS    \n",
       "          3     '11:10:00'     '11:20:00'       793                BBS    \n",
       "          4     '16:42:00'     '16:52:00'      1169                BBS    \n",
       "'00852'   7     '00:00:00'     '01:00:00'         0                BNC    \n",
       "          8     '03:30:00'     '03:32:00'       144                BNC    \n",
       "          9     '06:45:00'     '06:55:00'       342                BNC    \n",
       "          10    '12:20:00'     '12:30:00'       718                BNC    \n",
       "          11    '18:00:00'     '18:20:00'      1069                BNC    \n",
       "'01081'   14    '00:00:00'     '21:45:00'         0                DR     \n",
       "          15    '22:03:00'     '22:05:00'        25                DR     \n",
       "          16    '22:22:00'     '22:45:00'        45                DR     \n",
       "          17    '00:05:00'     '00:10:00'       128                DR     \n",
       "          18    '00:52:00'     '00:55:00'       179                DR     \n",
       "'01082'   22    '00:00:00'     '08:35:00'         0                BSL    \n",
       "          23    '09:00:00'     '09:03:00'        25                BSL    \n",
       "          24    '09:50:00'     '09:52:00'       117                BSL    \n",
       "          25    '11:20:00'     '11:25:00'       258                BSL    \n",
       "          26    '13:25:00'     '13:30:00'       308                BSL    \n",
       "'01149'   30    '00:00:00'     '18:35:00'         0                BSL    \n",
       "          31    '19:10:00'     '19:13:00'        25                BSL    \n",
       "          32    '19:43:00'     '19:45:00'        72                BSL    \n",
       "          33    '21:30:00'     '00:00:00'       117                BSL    \n",
       "'01150'   34    '00:00:00'     '21:50:00'         0                CSN    \n",
       "          35    '22:20:00'     '22:35:00'        45                CSN    \n",
       "          36    '23:07:00'     '23:10:00'        93                CSN    \n",
       "          37    '23:35:00'     '00:00:00'       117                CSN    \n",
       "'01151'   38    '00:00:00'     '21:55:00'         0                CSN    \n",
       "          39    '22:09:00'     '22:10:00'        15                CSN    \n",
       "          40    '22:33:00'     '22:35:00'        36                CSN    \n",
       "          41    '23:05:00'     '00:00:00'        57                CSN    \n",
       "'01152'   42    '00:00:00'     '05:20:00'         0                DHI    \n",
       "          43    '05:45:00'     '05:47:00'        21                DHI    \n",
       "          44    '06:08:00'     '06:30:00'        43                DHI    \n",
       "          45    '06:50:00'     '00:00:00'        57                DHI    \n",
       "'01153'   46    '00:00:00'     '07:45:00'         0                CSN    \n",
       "          47    '08:16:00'     '08:17:00'        43                CSN    \n",
       "          48    '08:50:00'     '09:00:00'        68                CSN    \n",
       "          49    '09:18:00'     '09:19:00'        93                CSN    \n",
       "          50    '09:52:00'     '09:55:00'       141                CSN    \n",
       "'01154'   58    '00:00:00'     '15:35:00'         0                CSTM   \n",
       "          59    '15:49:00'     '15:52:00'         9                CSTM   \n",
       "          60    '16:19:00'     '16:21:00'        34                CSTM   \n",
       "          61    '16:42:00'     '16:45:00'        54                CSTM   \n",
       "          62    '17:55:00'     '18:00:00'       121                CSTM   \n",
       "'01156'   70    '07:40:00'     '08:20:00'       673                PVR    \n",
       "          71    '00:00:00'     '16:00:00'         0                PVR    \n",
       "          72    '08:40:00'     '00:00:00'       685                PVR    \n",
       "          73    '17:10:00'     '17:35:00'        53                PVR    \n",
       "          74    '18:08:00'     '18:10:00'        87                PVR    \n",
       "'01401'   95    '00:00:00'     '15:20:00'         0                SUR    \n",
       "          96    '15:49:00'     '15:50:00'        34                SUR    \n",
       "          97    '16:15:00'     '16:16:00'        63                SUR    \n",
       "          98    '16:30:00'     '16:50:00'        79                SUR    \n",
       "          99    '17:35:00'     '17:37:00'       116                SUR    \n",
       "'01402'   116   '00:00:00'     '15:00:00'         0                NGP    \n",
       "          117   '16:06:00'     '16:09:00'        79                NGP    \n",
       "          118   '16:35:00'     '16:36:00'       109                NGP    \n",
       "          119   '16:53:00'     '16:54:00'       129                NGP    \n",
       "                       ...            ...       ...                 ...   \n",
       "\n",
       "              source Station Name Destination station Code  \\\n",
       "Train No.                                                    \n",
       "'00851'   0       BHUBANESWAR                         BNC    \n",
       "          1       BHUBANESWAR                         BNC    \n",
       "          2       BHUBANESWAR                         BNC    \n",
       "          3       BHUBANESWAR                         BNC    \n",
       "          4       BHUBANESWAR                         BNC    \n",
       "'00852'   7       BANGALORE CANT                      BBS    \n",
       "          8       BANGALORE CANT                      BBS    \n",
       "          9       BANGALORE CANT                      BBS    \n",
       "          10      BANGALORE CANT                      BBS    \n",
       "          11      BANGALORE CANT                      BBS    \n",
       "'01081'   14      DADAR                               BSL    \n",
       "          15      DADAR                               BSL    \n",
       "          16      DADAR                               BSL    \n",
       "          17      DADAR                               BSL    \n",
       "          18      DADAR                               BSL    \n",
       "'01082'   22      BHUSAVAL JN                         DR     \n",
       "          23      BHUSAVAL JN                         DR     \n",
       "          24      BHUSAVAL JN                         DR     \n",
       "          25      BHUSAVAL JN                         DR     \n",
       "          26      BHUSAVAL JN                         DR     \n",
       "'01149'   30      BHUSAVAL JN                         CSN    \n",
       "          31      BHUSAVAL JN                         CSN    \n",
       "          32      BHUSAVAL JN                         CSN    \n",
       "          33      BHUSAVAL JN                         CSN    \n",
       "'01150'   34      CHALISGAON JN                       BSL    \n",
       "          35      CHALISGAON JN                       BSL    \n",
       "          36      CHALISGAON JN                       BSL    \n",
       "          37      CHALISGAON JN                       BSL    \n",
       "'01151'   38      CHALISGAON JN                       DHI    \n",
       "          39      CHALISGAON JN                       DHI    \n",
       "          40      CHALISGAON JN                       DHI    \n",
       "          41      CHALISGAON JN                       DHI    \n",
       "'01152'   42      DHULE                               CSN    \n",
       "          43      DHULE                               CSN    \n",
       "          44      DHULE                               CSN    \n",
       "          45      DHULE                               CSN    \n",
       "'01153'   46      CHALISGAON JN                       CSTM   \n",
       "          47      CHALISGAON JN                       CSTM   \n",
       "          48      CHALISGAON JN                       CSTM   \n",
       "          49      CHALISGAON JN                       CSTM   \n",
       "          50      CHALISGAON JN                       CSTM   \n",
       "'01154'   58      MUMBAI CST                          CSN    \n",
       "          59      MUMBAI CST                          CSN    \n",
       "          60      MUMBAI CST                          CSN    \n",
       "          61      MUMBAI CST                          CSN    \n",
       "          62      MUMBAI CST                          CSN    \n",
       "'01156'   70      PANDHARPUR                          NAVI   \n",
       "          71      PANDHARPUR                          NAVI   \n",
       "          72      PANDHARPUR                          NAVI   \n",
       "          73      PANDHARPUR                          NAVI   \n",
       "          74      PANDHARPUR                          NAVI   \n",
       "'01401'   95      SOLAPUR JN                          NGP    \n",
       "          96      SOLAPUR JN                          NGP    \n",
       "          97      SOLAPUR JN                          NGP    \n",
       "          98      SOLAPUR JN                          NGP    \n",
       "          99      SOLAPUR JN                          NGP    \n",
       "'01402'   116     NAGPUR                              SUR    \n",
       "          117     NAGPUR                              SUR    \n",
       "          118     NAGPUR                              SUR    \n",
       "          119     NAGPUR                              SUR    \n",
       "                              ...                      ...   \n",
       "\n",
       "              Destination Station Name  \n",
       "Train No.                               \n",
       "'00851'   0            BANGALORE CANT   \n",
       "          1            BANGALORE CANT   \n",
       "          2            BANGALORE CANT   \n",
       "          3            BANGALORE CANT   \n",
       "          4            BANGALORE CANT   \n",
       "'00852'   7            BHUBANESWAR      \n",
       "          8            BHUBANESWAR      \n",
       "          9            BHUBANESWAR      \n",
       "          10           BHUBANESWAR      \n",
       "          11           BHUBANESWAR      \n",
       "'01081'   14           BHUSAVAL JN      \n",
       "          15           BHUSAVAL JN      \n",
       "          16           BHUSAVAL JN      \n",
       "          17           BHUSAVAL JN      \n",
       "          18           BHUSAVAL JN      \n",
       "'01082'   22           DADAR            \n",
       "          23           DADAR            \n",
       "          24           DADAR            \n",
       "          25           DADAR            \n",
       "          26           DADAR            \n",
       "'01149'   30           CHALISGAON JN    \n",
       "          31           CHALISGAON JN    \n",
       "          32           CHALISGAON JN    \n",
       "          33           CHALISGAON JN    \n",
       "'01150'   34           BHUSAVAL JN      \n",
       "          35           BHUSAVAL JN      \n",
       "          36           BHUSAVAL JN      \n",
       "          37           BHUSAVAL JN      \n",
       "'01151'   38           DHULE            \n",
       "          39           DHULE            \n",
       "          40           DHULE            \n",
       "          41           DHULE            \n",
       "'01152'   42           CHALISGAON JN    \n",
       "          43           CHALISGAON JN    \n",
       "          44           CHALISGAON JN    \n",
       "          45           CHALISGAON JN    \n",
       "'01153'   46           MUMBAI CST       \n",
       "          47           MUMBAI CST       \n",
       "          48           MUMBAI CST       \n",
       "          49           MUMBAI CST       \n",
       "          50           MUMBAI CST       \n",
       "'01154'   58           CHALISGAON JN    \n",
       "          59           CHALISGAON JN    \n",
       "          60           CHALISGAON JN    \n",
       "          61           CHALISGAON JN    \n",
       "          62           CHALISGAON JN    \n",
       "'01156'   70           NEW AMRAVATI     \n",
       "          71           NEW AMRAVATI     \n",
       "          72           NEW AMRAVATI     \n",
       "          73           NEW AMRAVATI     \n",
       "          74           NEW AMRAVATI     \n",
       "'01401'   95           NAGPUR           \n",
       "          96           NAGPUR           \n",
       "          97           NAGPUR           \n",
       "          98           NAGPUR           \n",
       "          99           NAGPUR           \n",
       "'01402'   116          SOLAPUR JN       \n",
       "          117          SOLAPUR JN       \n",
       "          118          SOLAPUR JN       \n",
       "          119          SOLAPUR JN       \n",
       "                                   ...  \n",
       "\n",
       "[13929 rows x 12 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_no.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "%matplotlib inline\n",
    "import os\n",
    "\n",
    "trains=pd.read_csv(\"isl_wise_train_detail_03082015_v1.csv\")\n",
    "train_no =trains.groupby('Train No.')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<pandas.core.groupby.SeriesGroupBy object at 0x7f54a8fea990>\n"
     ]
    }
   ],
   "source": [
    "print train_no"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(train_no.size())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Train No.\n",
       "'00851'       7\n",
       "'00852'       7\n",
       "'01081'       8\n",
       "'01082'       8\n",
       "'01149'       4\n",
       "'01150'       4\n",
       "'01151'       4\n",
       "'01152'       4\n",
       "'01153'      12\n",
       "'01154'      12\n",
       "'01156'      25\n",
       "'01401'      21\n",
       "'01402'      21\n",
       "'01419'      19\n",
       "'01420'      19\n",
       "...\n",
       "'59547'      52\n",
       "'59548'      48\n",
       "'59801'      11\n",
       "'59802'      38\n",
       "'59811'      71\n",
       "'59812'      66\n",
       "'59821'      31\n",
       "'59822'      32\n",
       "'72451'       3\n",
       "'72452'       3\n",
       "'74639'       8\n",
       "'74640'       8\n",
       "'83131'      36\n",
       "'83132'      34\n",
       "'84369'      39\n",
       "Length: 2810, dtype: int64"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_no.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes.AxesSubplot at 0x7f2d98ec61d0>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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b8uUEZGlk2pINuT7IQwR9kIcI+pDSw9weX3cUcDeWj9emec4U03wPmZiYYGxsDIDR0VHG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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d9912e410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "size1 = train_no.size()\n",
    "size1.sort(ascending='False')\n",
    "size1[::-10].head(10).plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes.AxesSubplot at 0x7f2d9912ec10>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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bivwb7If1aMyb73UUG+xqvBZbOlPRRjw8zMdazSgscZ6MebX3YVcJrgpFhTB+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\nQgghhBCi4PwvU9YXTagMlgQAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d993c2f90>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "train_name =trains.groupby('Station Name')\n",
    "train_name.size()\n",
    "size2 = train_name.size()\n",
    "size2.sort(ascending='False')\n",
    "size2[::-10].head(10).plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Station Name\n",
       "A N DEV NAGAR      13\n",
       "ABHAIPUR           53\n",
       "ABOHAR             17\n",
       "ABU ROAD           93\n",
       "ACHALDA             5\n",
       "ACHHNERA JN        33\n",
       "ADAS ROAD           4\n",
       "ADAVALI             6\n",
       "ADGAON BUZURG       4\n",
       "ADHARTAL            4\n",
       "ADHIKARI            2\n",
       "ADI SAPTAGRAM       1\n",
       "ADILABAD           10\n",
       "ADINA               2\n",
       "ADIPUR             12\n",
       "...\n",
       "YENUGONDA            1\n",
       "YEOLA               10\n",
       "YERPEDU              6\n",
       "YERRAGUDIPAD         2\n",
       "YERRAGUNTLA         42\n",
       "YESVANTPUR JN      143\n",
       "YEVAT                8\n",
       "YUSUFPUR            20\n",
       "ZAFARABAD JN        20\n",
       "ZAHIRABAD           16\n",
       "ZAMANIA             24\n",
       "ZAMPANI HALT         3\n",
       "ZANGALAPALLE         6\n",
       "ZARAP                2\n",
       "ZAWAR                2\n",
       "Length: 4337, dtype: int64"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "train_name.size()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "647.79858273193634"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trains['Distance'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Train No.</th>\n",
       "      <th>train Name</th>\n",
       "      <th>islno</th>\n",
       "      <th>station Code</th>\n",
       "      <th>Station Name</th>\n",
       "      <th>Arrival time</th>\n",
       "      <th>Departure time</th>\n",
       "      <th>Distance</th>\n",
       "      <th>Source Station Code</th>\n",
       "      <th>source Station Name</th>\n",
       "      <th>Destination station Code</th>\n",
       "      <th>Destination Station Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3  </th>\n",
       "      <td> '00851'</td>\n",
       "      <td> BNC SUVIDHA SPL</td>\n",
       "      <td>  4</td>\n",
       "      <td> BZA </td>\n",
       "      <td> VIJAYAWADA JN  </td>\n",
       "      <td> '11:10:00'</td>\n",
       "      <td> '11:20:00'</td>\n",
       "      <td>  793</td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4  </th>\n",
       "      <td> '00851'</td>\n",
       "      <td> BNC SUVIDHA SPL</td>\n",
       "      <td>  5</td>\n",
       "      <td> RU  </td>\n",
       "      <td> RENIGUNTA JN   </td>\n",
       "      <td> '16:42:00'</td>\n",
       "      <td> '16:52:00'</td>\n",
       "      <td> 1169</td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5  </th>\n",
       "      <td> '00851'</td>\n",
       "      <td> BNC SUVIDHA SPL</td>\n",
       "      <td>  6</td>\n",
       "      <td> JTJ </td>\n",
       "      <td> JOLARPETTAI    </td>\n",
       "      <td> '20:35:00'</td>\n",
       "      <td> '20:37:00'</td>\n",
       "      <td> 1367</td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6  </th>\n",
       "      <td> '00851'</td>\n",
       "      <td> BNC SUVIDHA SPL</td>\n",
       "      <td>  7</td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "      <td> '22:40:00'</td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td> 1511</td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10 </th>\n",
       "      <td> '00852'</td>\n",
       "      <td> BNC BBS SUVIDHA</td>\n",
       "      <td>  4</td>\n",
       "      <td> BZA </td>\n",
       "      <td> VIJAYAWADA JN  </td>\n",
       "      <td> '12:20:00'</td>\n",
       "      <td> '12:30:00'</td>\n",
       "      <td>  718</td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11 </th>\n",
       "      <td> '00852'</td>\n",
       "      <td> BNC BBS SUVIDHA</td>\n",
       "      <td>  5</td>\n",
       "      <td> VSKP</td>\n",
       "      <td> VISAKHAPATNAM  </td>\n",
       "      <td> '18:00:00'</td>\n",
       "      <td> '18:20:00'</td>\n",
       "      <td> 1069</td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12 </th>\n",
       "      <td> '00852'</td>\n",
       "      <td> BNC BBS SUVIDHA</td>\n",
       "      <td>  6</td>\n",
       "      <td> BAM </td>\n",
       "      <td> BRAHMAPUR      </td>\n",
       "      <td> '22:35:00'</td>\n",
       "      <td> '22:37:00'</td>\n",
       "      <td> 1345</td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13 </th>\n",
       "      <td> '00852'</td>\n",
       "      <td> BNC BBS SUVIDHA</td>\n",
       "      <td>  7</td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "      <td> '01:45:00'</td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td> 1511</td>\n",
       "      <td> BNC </td>\n",
       "      <td> BANGALORE CANT </td>\n",
       "      <td> BBS </td>\n",
       "      <td> BHUBANESWAR    </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70 </th>\n",
       "      <td> '01156'</td>\n",
       "      <td> PVR NAVI KMN SP</td>\n",
       "      <td>  1</td>\n",
       "      <td> JM  </td>\n",
       "      <td> JALAMB JN      </td>\n",
       "      <td> '07:40:00'</td>\n",
       "      <td> '08:20:00'</td>\n",
       "      <td>  673</td>\n",
       "      <td> PVR </td>\n",
       "      <td> PANDHARPUR     </td>\n",
       "      <td> NAVI</td>\n",
       "      <td> NEW AMRAVATI   </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72 </th>\n",
       "      <td> '01156'</td>\n",
       "      <td> PVR NAVI KMN SP</td>\n",
       "      <td>  2</td>\n",
       "      <td> KMN </td>\n",
       "      <td> KHAMGAON       </td>\n",
       "      <td> '08:40:00'</td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td>  685</td>\n",
       "      <td> PVR </td>\n",
       "      <td> PANDHARPUR     </td>\n",
       "      <td> NAVI</td>\n",
       "      <td> NEW AMRAVATI   </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88 </th>\n",
       "      <td> '01156'</td>\n",
       "      <td> PVR NAVI KMN SP</td>\n",
       "      <td> 17</td>\n",
       "      <td> NN  </td>\n",
       "      <td> NANDURA        </td>\n",
       "      <td> '07:15:00'</td>\n",
       "      <td> '07:20:00'</td>\n",
       "      <td>  661</td>\n",
       "      <td> PVR </td>\n",
       "      <td> PANDHARPUR     </td>\n",
       "      <td> NAVI</td>\n",
       "      <td> NEW AMRAVATI   </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89 </th>\n",
       "      <td> '01156'</td>\n",
       "      <td> PVR NAVI KMN SP</td>\n",
       "      <td> 18</td>\n",
       "      <td> JM  </td>\n",
       "      <td> JALAMB JN      </td>\n",
       "      <td> '07:40:00'</td>\n",
       "      <td> '08:00:00'</td>\n",
       "      <td>  673</td>\n",
       "      <td> PVR </td>\n",
       "      <td> PANDHARPUR     </td>\n",
       "      <td> NAVI</td>\n",
       "      <td> NEW AMRAVATI   </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90 </th>\n",
       "      <td> '01156'</td>\n",
       "      <td> PVR NAVI KMN SP</td>\n",
       "      <td> 19</td>\n",
       "      <td> SEG </td>\n",
       "      <td> SHEGAON        </td>\n",
       "      <td> '08:10:00'</td>\n",
       "      <td> '08:15:00'</td>\n",
       "      <td>  685</td>\n",
       "      <td> PVR </td>\n",
       "      <td> PANDHARPUR     </td>\n",
       "      <td> NAVI</td>\n",
       "      <td> NEW AMRAVATI   </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91 </th>\n",
       "      <td> '01156'</td>\n",
       "      <td> PVR NAVI KMN SP</td>\n",
       "      <td> 20</td>\n",
       "      <td> AK  </td>\n",
       "      <td> AKOLA JN       </td>\n",
       "      <td> '08:45:00'</td>\n",
       "      <td> '08:50:00'</td>\n",
       "      <td>  722</td>\n",
       "      <td> PVR </td>\n",
       "      <td> PANDHARPUR     </td>\n",
       "      <td> NAVI</td>\n",
       "      <td> NEW AMRAVATI   </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92 </th>\n",
       "      <td> '01156'</td>\n",
       "      <td> PVR NAVI KMN SP</td>\n",
       "      <td> 21</td>\n",
       "      <td> MZR </td>\n",
       "      <td> MURTAJAPUR     </td>\n",
       "      <td> '09:25:00'</td>\n",
       "      <td> '09:30:00'</td>\n",
       "      <td>  760</td>\n",
       "      <td> PVR </td>\n",
       "      <td> PANDHARPUR     </td>\n",
       "      <td> NAVI</td>\n",
       "      <td> NEW AMRAVATI   </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93 </th>\n",
       "      <td> '01156'</td>\n",
       "      <td> PVR NAVI KMN SP</td>\n",
       "      <td> 22</td>\n",
       "      <td> BD  </td>\n",
       "      <td> BADNERA JN     </td>\n",
       "      <td> '10:10:00'</td>\n",
       "      <td> '10:15:00'</td>\n",
       "      <td>  801</td>\n",
       "      <td> PVR </td>\n",
       "      <td> PANDHARPUR     </td>\n",
       "      <td> NAVI</td>\n",
       "      <td> NEW AMRAVATI   </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94 </th>\n",
       "      <td> '01156'</td>\n",
       "      <td> PVR NAVI KMN SP</td>\n",
       "      <td> 23</td>\n",
       "      <td> NAVI</td>\n",
       "      <td> NEW AMRAVATI   </td>\n",
       "      <td> '10:40:00'</td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td>  807</td>\n",
       "      <td> PVR </td>\n",
       "      <td> PANDHARPUR     </td>\n",
       "      <td> NAVI</td>\n",
       "      <td> NEW AMRAVATI   </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td> '01401'</td>\n",
       "      <td> NGP TTKL FARE S</td>\n",
       "      <td> 15</td>\n",
       "      <td> MZR </td>\n",
       "      <td> MURTAJAPUR     </td>\n",
       "      <td> '08:22:00'</td>\n",
       "      <td> '08:25:00'</td>\n",
       "      <td>  665</td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td> '01401'</td>\n",
       "      <td> NGP TTKL FARE S</td>\n",
       "      <td> 16</td>\n",
       "      <td> BD  </td>\n",
       "      <td> BADNERA JN     </td>\n",
       "      <td> '09:15:00'</td>\n",
       "      <td> '09:20:00'</td>\n",
       "      <td>  706</td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td> '01401'</td>\n",
       "      <td> NGP TTKL FARE S</td>\n",
       "      <td> 17</td>\n",
       "      <td> CND </td>\n",
       "      <td> CHANDUR        </td>\n",
       "      <td> '09:40:00'</td>\n",
       "      <td> '09:41:00'</td>\n",
       "      <td>  735</td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td> '01401'</td>\n",
       "      <td> NGP TTKL FARE S</td>\n",
       "      <td> 18</td>\n",
       "      <td> DMN </td>\n",
       "      <td> DHAMANGAON     </td>\n",
       "      <td> '09:54:00'</td>\n",
       "      <td> '09:56:00'</td>\n",
       "      <td>  752</td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td> '01401'</td>\n",
       "      <td> NGP TTKL FARE S</td>\n",
       "      <td> 19</td>\n",
       "      <td> PLO </td>\n",
       "      <td> PULGAON JN     </td>\n",
       "      <td> '10:10:00'</td>\n",
       "      <td> '10:11:00'</td>\n",
       "      <td>  772</td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td> '01401'</td>\n",
       "      <td> NGP TTKL FARE S</td>\n",
       "      <td> 20</td>\n",
       "      <td> WR  </td>\n",
       "      <td> WARDHA JN      </td>\n",
       "      <td> '10:42:00'</td>\n",
       "      <td> '10:45:00'</td>\n",
       "      <td>  802</td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td> '01401'</td>\n",
       "      <td> NGP TTKL FARE S</td>\n",
       "      <td> 21</td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "      <td> '12:35:00'</td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td>  880</td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td> '01402'</td>\n",
       "      <td> NGP SUR T F SPL</td>\n",
       "      <td> 15</td>\n",
       "      <td> LUR </td>\n",
       "      <td> LATUR          </td>\n",
       "      <td> '06:20:00'</td>\n",
       "      <td> '06:30:00'</td>\n",
       "      <td>  648</td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td> '01402'</td>\n",
       "      <td> NGP SUR T F SPL</td>\n",
       "      <td> 16</td>\n",
       "      <td> UMD </td>\n",
       "      <td> USMANABAD      </td>\n",
       "      <td> '07:50:00'</td>\n",
       "      <td> '07:55:00'</td>\n",
       "      <td>  728</td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td> '01402'</td>\n",
       "      <td> NGP SUR T F SPL</td>\n",
       "      <td> 17</td>\n",
       "      <td> BTW </td>\n",
       "      <td> BARSI TOWN     </td>\n",
       "      <td> '08:28:00'</td>\n",
       "      <td> '08:30:00'</td>\n",
       "      <td>  764</td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td> '01402'</td>\n",
       "      <td> NGP SUR T F SPL</td>\n",
       "      <td> 18</td>\n",
       "      <td> KWV </td>\n",
       "      <td> KURDUVADI      </td>\n",
       "      <td> '09:40:00'</td>\n",
       "      <td> '09:55:00'</td>\n",
       "      <td>  802</td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td> '01402'</td>\n",
       "      <td> NGP SUR T F SPL</td>\n",
       "      <td> 19</td>\n",
       "      <td> MA  </td>\n",
       "      <td> MADHA          </td>\n",
       "      <td> '10:10:00'</td>\n",
       "      <td> '10:11:00'</td>\n",
       "      <td>  817</td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td> '01402'</td>\n",
       "      <td> NGP SUR T F SPL</td>\n",
       "      <td> 20</td>\n",
       "      <td> MO  </td>\n",
       "      <td> MOHOL          </td>\n",
       "      <td> '10:35:00'</td>\n",
       "      <td> '10:36:00'</td>\n",
       "      <td>  847</td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td> '01402'</td>\n",
       "      <td> NGP SUR T F SPL</td>\n",
       "      <td> 21</td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "      <td> '11:35:00'</td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td>  880</td>\n",
       "      <td> NGP </td>\n",
       "      <td> NAGPUR         </td>\n",
       "      <td> SUR </td>\n",
       "      <td> SOLAPUR JN     </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td> '01655'</td>\n",
       "      <td> PUNE JBP SUP SP</td>\n",
       "      <td>  8</td>\n",
       "      <td> HD  </td>\n",
       "      <td> HARDA          </td>\n",
       "      <td> '00:55:00'</td>\n",
       "      <td> '00:57:00'</td>\n",
       "      <td>  728</td>\n",
       "      <td> PUNE</td>\n",
       "      <td> PUNE JN        </td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td> '01655'</td>\n",
       "      <td> PUNE JBP SUP SP</td>\n",
       "      <td>  9</td>\n",
       "      <td> ET  </td>\n",
       "      <td> ITARSI JN      </td>\n",
       "      <td> '02:20:00'</td>\n",
       "      <td> '02:30:00'</td>\n",
       "      <td>  804</td>\n",
       "      <td> PUNE</td>\n",
       "      <td> PUNE JN        </td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td> '01655'</td>\n",
       "      <td> PUNE JBP SUP SP</td>\n",
       "      <td> 10</td>\n",
       "      <td> PPI </td>\n",
       "      <td> PIPARIYA       </td>\n",
       "      <td> '03:18:00'</td>\n",
       "      <td> '03:20:00'</td>\n",
       "      <td>  871</td>\n",
       "      <td> PUNE</td>\n",
       "      <td> PUNE JN        </td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td> '01655'</td>\n",
       "      <td> PUNE JBP SUP SP</td>\n",
       "      <td> 11</td>\n",
       "      <td> NU  </td>\n",
       "      <td> NARSINGHPUR    </td>\n",
       "      <td> '04:38:00'</td>\n",
       "      <td> '04:40:00'</td>\n",
       "      <td>  965</td>\n",
       "      <td> PUNE</td>\n",
       "      <td> PUNE JN        </td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td> '01655'</td>\n",
       "      <td> PUNE JBP SUP SP</td>\n",
       "      <td> 12</td>\n",
       "      <td> MML </td>\n",
       "      <td> MADAN MAHAL    </td>\n",
       "      <td> '06:07:00'</td>\n",
       "      <td> '06:09:00'</td>\n",
       "      <td> 1045</td>\n",
       "      <td> PUNE</td>\n",
       "      <td> PUNE JN        </td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td> '01655'</td>\n",
       "      <td> PUNE JBP SUP SP</td>\n",
       "      <td> 13</td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "      <td> '06:15:00'</td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td> 1049</td>\n",
       "      <td> PUNE</td>\n",
       "      <td> PUNE JN        </td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td> '01656'</td>\n",
       "      <td> JBP PUNE SPECIA</td>\n",
       "      <td>  9</td>\n",
       "      <td> MMR </td>\n",
       "      <td> MANMAD JN      </td>\n",
       "      <td> '19:45:00'</td>\n",
       "      <td> '19:50:00'</td>\n",
       "      <td>  737</td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "      <td> PUNE</td>\n",
       "      <td> PUNE JN        </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td> '01656'</td>\n",
       "      <td> JBP PUNE SPECIA</td>\n",
       "      <td> 10</td>\n",
       "      <td> KPG </td>\n",
       "      <td> KOPARGAON      </td>\n",
       "      <td> '20:53:00'</td>\n",
       "      <td> '20:55:00'</td>\n",
       "      <td>  778</td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "      <td> PUNE</td>\n",
       "      <td> PUNE JN        </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td> '01656'</td>\n",
       "      <td> JBP PUNE SPECIA</td>\n",
       "      <td> 11</td>\n",
       "      <td> ANG </td>\n",
       "      <td> AHMADNAGAR     </td>\n",
       "      <td> '22:57:00'</td>\n",
       "      <td> '23:00:00'</td>\n",
       "      <td>  889</td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "      <td> PUNE</td>\n",
       "      <td> PUNE JN        </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td> '01656'</td>\n",
       "      <td> JBP PUNE SPECIA</td>\n",
       "      <td> 12</td>\n",
       "      <td> DD  </td>\n",
       "      <td> DAUND JN       </td>\n",
       "      <td> '01:55:00'</td>\n",
       "      <td> '02:10:00'</td>\n",
       "      <td>  973</td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "      <td> PUNE</td>\n",
       "      <td> PUNE JN        </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td> '01656'</td>\n",
       "      <td> JBP PUNE SPECIA</td>\n",
       "      <td> 13</td>\n",
       "      <td> PUNE</td>\n",
       "      <td> PUNE JN        </td>\n",
       "      <td> '04:05:00'</td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td> 1049</td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "      <td> PUNE</td>\n",
       "      <td> PUNE JN        </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td> '01711'</td>\n",
       "      <td> CSTM JBP SPL   </td>\n",
       "      <td>  9</td>\n",
       "      <td> HD  </td>\n",
       "      <td> HARDA          </td>\n",
       "      <td> '23:30:00'</td>\n",
       "      <td> '23:32:00'</td>\n",
       "      <td>  676</td>\n",
       "      <td> CSTM</td>\n",
       "      <td> MUMBAI CST     </td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td> '01711'</td>\n",
       "      <td> CSTM JBP SPL   </td>\n",
       "      <td> 10</td>\n",
       "      <td> ET  </td>\n",
       "      <td> ITARSI JN      </td>\n",
       "      <td> '01:50:00'</td>\n",
       "      <td> '02:00:00'</td>\n",
       "      <td>  752</td>\n",
       "      <td> CSTM</td>\n",
       "      <td> MUMBAI CST     </td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td> '01711'</td>\n",
       "      <td> CSTM JBP SPL   </td>\n",
       "      <td> 11</td>\n",
       "      <td> PPI </td>\n",
       "      <td> PIPARIYA       </td>\n",
       "      <td> '02:55:00'</td>\n",
       "      <td> '02:57:00'</td>\n",
       "      <td>  819</td>\n",
       "      <td> CSTM</td>\n",
       "      <td> MUMBAI CST     </td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td> '01711'</td>\n",
       "      <td> CSTM JBP SPL   </td>\n",
       "      <td> 12</td>\n",
       "      <td> GAR </td>\n",
       "      <td> GADARWARA      </td>\n",
       "      <td> '03:30:00'</td>\n",
       "      <td> '03:32:00'</td>\n",
       "      <td>  868</td>\n",
       "      <td> CSTM</td>\n",
       "      <td> MUMBAI CST     </td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td> '01711'</td>\n",
       "      <td> CSTM JBP SPL   </td>\n",
       "      <td> 13</td>\n",
       "      <td> NU  </td>\n",
       "      <td> NARSINGHPUR    </td>\n",
       "      <td> '04:00:00'</td>\n",
       "      <td> '04:02:00'</td>\n",
       "      <td>  913</td>\n",
       "      <td> CSTM</td>\n",
       "      <td> MUMBAI CST     </td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td> '01711'</td>\n",
       "      <td> CSTM JBP SPL   </td>\n",
       "      <td> 14</td>\n",
       "      <td> MML </td>\n",
       "      <td> MADAN MAHAL    </td>\n",
       "      <td> '05:00:00'</td>\n",
       "      <td> '05:02:00'</td>\n",
       "      <td>  993</td>\n",
       "      <td> CSTM</td>\n",
       "      <td> MUMBAI CST     </td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td> '01711'</td>\n",
       "      <td> CSTM JBP SPL   </td>\n",
       "      <td> 15</td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "      <td> '05:10:00'</td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td>  997</td>\n",
       "      <td> CSTM</td>\n",
       "      <td> MUMBAI CST     </td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td> '01712'</td>\n",
       "      <td> JBP LTT SUP SPL</td>\n",
       "      <td> 11</td>\n",
       "      <td> MMR </td>\n",
       "      <td> MANMAD JN      </td>\n",
       "      <td> '09:10:00'</td>\n",
       "      <td> '09:13:00'</td>\n",
       "      <td>  737</td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "      <td> LTT </td>\n",
       "      <td> LOKMANYATILAK T</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td> '01712'</td>\n",
       "      <td> JBP LTT SUP SPL</td>\n",
       "      <td> 12</td>\n",
       "      <td> NK  </td>\n",
       "      <td> NASIK ROAD     </td>\n",
       "      <td> '10:10:00'</td>\n",
       "      <td> '10:13:00'</td>\n",
       "      <td>  810</td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "      <td> LTT </td>\n",
       "      <td> LOKMANYATILAK T</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td> '01712'</td>\n",
       "      <td> JBP LTT SUP SPL</td>\n",
       "      <td> 13</td>\n",
       "      <td> IGP </td>\n",
       "      <td> IGATPURI       </td>\n",
       "      <td> '11:30:00'</td>\n",
       "      <td> '11:40:00'</td>\n",
       "      <td>  860</td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "      <td> LTT </td>\n",
       "      <td> LOKMANYATILAK T</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td> '01712'</td>\n",
       "      <td> JBP LTT SUP SPL</td>\n",
       "      <td> 14</td>\n",
       "      <td> KYN </td>\n",
       "      <td> KALYAN JN      </td>\n",
       "      <td> '13:55:00'</td>\n",
       "      <td> '13:58:00'</td>\n",
       "      <td>  943</td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "      <td> LTT </td>\n",
       "      <td> LOKMANYATILAK T</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td> '01712'</td>\n",
       "      <td> JBP LTT SUP SPL</td>\n",
       "      <td> 15</td>\n",
       "      <td> TNA </td>\n",
       "      <td> THANE          </td>\n",
       "      <td> '14:15:00'</td>\n",
       "      <td> '14:18:00'</td>\n",
       "      <td>  964</td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "      <td> LTT </td>\n",
       "      <td> LOKMANYATILAK T</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td> '01712'</td>\n",
       "      <td> JBP LTT SUP SPL</td>\n",
       "      <td> 16</td>\n",
       "      <td> LTT </td>\n",
       "      <td> LOKMANYATILAK T</td>\n",
       "      <td> '14:50:00'</td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td>  981</td>\n",
       "      <td> JBP </td>\n",
       "      <td> JABALPUR       </td>\n",
       "      <td> LTT </td>\n",
       "      <td> LOKMANYATILAK T</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td> '01713'</td>\n",
       "      <td> LTT HBJ SUP SPL</td>\n",
       "      <td>  8</td>\n",
       "      <td> HD  </td>\n",
       "      <td> HARDA          </td>\n",
       "      <td> '03:45:00'</td>\n",
       "      <td> '03:47:00'</td>\n",
       "      <td>  660</td>\n",
       "      <td> LTT </td>\n",
       "      <td> LOKMANYATILAK T</td>\n",
       "      <td> HBJ </td>\n",
       "      <td> HABIBGANJ      </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td> '01713'</td>\n",
       "      <td> LTT HBJ SUP SPL</td>\n",
       "      <td>  9</td>\n",
       "      <td> ET  </td>\n",
       "      <td> ITARSI JN      </td>\n",
       "      <td> '05:25:00'</td>\n",
       "      <td> '05:30:00'</td>\n",
       "      <td>  736</td>\n",
       "      <td> LTT </td>\n",
       "      <td> LOKMANYATILAK T</td>\n",
       "      <td> HBJ </td>\n",
       "      <td> HABIBGANJ      </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td> '01713'</td>\n",
       "      <td> LTT HBJ SUP SPL</td>\n",
       "      <td> 10</td>\n",
       "      <td> HBD </td>\n",
       "      <td> HOSHANGABAD    </td>\n",
       "      <td> '05:46:00'</td>\n",
       "      <td> '05:48:00'</td>\n",
       "      <td>  753</td>\n",
       "      <td> LTT </td>\n",
       "      <td> LOKMANYATILAK T</td>\n",
       "      <td> HBJ </td>\n",
       "      <td> HABIBGANJ      </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td> '01713'</td>\n",
       "      <td> LTT HBJ SUP SPL</td>\n",
       "      <td> 11</td>\n",
       "      <td> HBJ </td>\n",
       "      <td> HABIBGANJ      </td>\n",
       "      <td> '07:20:00'</td>\n",
       "      <td> '00:00:00'</td>\n",
       "      <td>  821</td>\n",
       "      <td> LTT </td>\n",
       "      <td> LOKMANYATILAK T</td>\n",
       "      <td> HBJ </td>\n",
       "      <td> HABIBGANJ      </td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td> '01714'</td>\n",
       "      <td> HBJ CSTM SUP SP</td>\n",
       "      <td>  8</td>\n",
       "      <td> NK  </td>\n",
       "      <td> NASIK ROAD     </td>\n",
       "      <td> '00:55:00'</td>\n",
       "      <td> '01:00:00'</td>\n",
       "      <td>  650</td>\n",
       "      <td> HBJ </td>\n",
       "      <td> HABIBGANJ      </td>\n",
       "      <td> CSTM</td>\n",
       "      <td> MUMBAI CST     </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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>25043 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Train No.       train Name  islno station Code     Station Name  \\\n",
       "3     '00851'  BNC SUVIDHA SPL      4         BZA   VIJAYAWADA JN     \n",
       "4     '00851'  BNC SUVIDHA SPL      5         RU    RENIGUNTA JN      \n",
       "5     '00851'  BNC SUVIDHA SPL      6         JTJ   JOLARPETTAI       \n",
       "6     '00851'  BNC SUVIDHA SPL      7         BNC   BANGALORE CANT    \n",
       "10    '00852'  BNC BBS SUVIDHA      4         BZA   VIJAYAWADA JN     \n",
       "11    '00852'  BNC BBS SUVIDHA      5         VSKP  VISAKHAPATNAM     \n",
       "12    '00852'  BNC BBS SUVIDHA      6         BAM   BRAHMAPUR         \n",
       "13    '00852'  BNC BBS SUVIDHA      7         BBS   BHUBANESWAR       \n",
       "70    '01156'  PVR NAVI KMN SP      1         JM    JALAMB JN         \n",
       "72    '01156'  PVR NAVI KMN SP      2         KMN   KHAMGAON          \n",
       "88    '01156'  PVR NAVI KMN SP     17         NN    NANDURA           \n",
       "89    '01156'  PVR NAVI KMN SP     18         JM    JALAMB JN         \n",
       "90    '01156'  PVR NAVI KMN SP     19         SEG   SHEGAON           \n",
       "91    '01156'  PVR NAVI KMN SP     20         AK    AKOLA JN          \n",
       "92    '01156'  PVR NAVI KMN SP     21         MZR   MURTAJAPUR        \n",
       "93    '01156'  PVR NAVI KMN SP     22         BD    BADNERA JN        \n",
       "94    '01156'  PVR NAVI KMN SP     23         NAVI  NEW AMRAVATI      \n",
       "109   '01401'  NGP TTKL FARE S     15         MZR   MURTAJAPUR        \n",
       "110   '01401'  NGP TTKL FARE S     16         BD    BADNERA JN        \n",
       "111   '01401'  NGP TTKL FARE S     17         CND   CHANDUR           \n",
       "112   '01401'  NGP TTKL FARE S     18         DMN   DHAMANGAON        \n",
       "113   '01401'  NGP TTKL FARE S     19         PLO   PULGAON JN        \n",
       "114   '01401'  NGP TTKL FARE S     20         WR    WARDHA JN         \n",
       "115   '01401'  NGP TTKL FARE S     21         NGP   NAGPUR            \n",
       "130   '01402'  NGP SUR T F SPL     15         LUR   LATUR             \n",
       "131   '01402'  NGP SUR T F SPL     16         UMD   USMANABAD         \n",
       "132   '01402'  NGP SUR T F SPL     17         BTW   BARSI TOWN        \n",
       "133   '01402'  NGP SUR T F SPL     18         KWV   KURDUVADI         \n",
       "134   '01402'  NGP SUR T F SPL     19         MA    MADHA             \n",
       "135   '01402'  NGP SUR T F SPL     20         MO    MOHOL             \n",
       "136   '01402'  NGP SUR T F SPL     21         SUR   SOLAPUR JN        \n",
       "198   '01655'  PUNE JBP SUP SP      8         HD    HARDA             \n",
       "199   '01655'  PUNE JBP SUP SP      9         ET    ITARSI JN         \n",
       "200   '01655'  PUNE JBP SUP SP     10         PPI   PIPARIYA          \n",
       "201   '01655'  PUNE JBP SUP SP     11         NU    NARSINGHPUR       \n",
       "202   '01655'  PUNE JBP SUP SP     12         MML   MADAN MAHAL       \n",
       "203   '01655'  PUNE JBP SUP SP     13         JBP   JABALPUR          \n",
       "212   '01656'  JBP PUNE SPECIA      9         MMR   MANMAD JN         \n",
       "213   '01656'  JBP PUNE SPECIA     10         KPG   KOPARGAON         \n",
       "214   '01656'  JBP PUNE SPECIA     11         ANG   AHMADNAGAR        \n",
       "215   '01656'  JBP PUNE SPECIA     12         DD    DAUND JN          \n",
       "216   '01656'  JBP PUNE SPECIA     13         PUNE  PUNE JN           \n",
       "225   '01711'  CSTM JBP SPL         9         HD    HARDA             \n",
       "226   '01711'  CSTM JBP SPL        10         ET    ITARSI JN         \n",
       "227   '01711'  CSTM JBP SPL        11         PPI   PIPARIYA          \n",
       "228   '01711'  CSTM JBP SPL        12         GAR   GADARWARA         \n",
       "229   '01711'  CSTM JBP SPL        13         NU    NARSINGHPUR       \n",
       "230   '01711'  CSTM JBP SPL        14         MML   MADAN MAHAL       \n",
       "231   '01711'  CSTM JBP SPL        15         JBP   JABALPUR          \n",
       "242   '01712'  JBP LTT SUP SPL     11         MMR   MANMAD JN         \n",
       "243   '01712'  JBP LTT SUP SPL     12         NK    NASIK ROAD        \n",
       "244   '01712'  JBP LTT SUP SPL     13         IGP   IGATPURI          \n",
       "245   '01712'  JBP LTT SUP SPL     14         KYN   KALYAN JN         \n",
       "246   '01712'  JBP LTT SUP SPL     15         TNA   THANE             \n",
       "247   '01712'  JBP LTT SUP SPL     16         LTT   LOKMANYATILAK T   \n",
       "255   '01713'  LTT HBJ SUP SPL      8         HD    HARDA             \n",
       "256   '01713'  LTT HBJ SUP SPL      9         ET    ITARSI JN         \n",
       "257   '01713'  LTT HBJ SUP SPL     10         HBD   HOSHANGABAD       \n",
       "258   '01713'  LTT HBJ SUP SPL     11         HBJ   HABIBGANJ         \n",
       "266   '01714'  HBJ CSTM SUP SP      8         NK    NASIK ROAD        \n",
       "          ...              ...    ...          ...              ...   \n",
       "\n",
       "    Arrival time Departure time  Distance Source Station Code  \\\n",
       "3     '11:10:00'     '11:20:00'       793                BBS    \n",
       "4     '16:42:00'     '16:52:00'      1169                BBS    \n",
       "5     '20:35:00'     '20:37:00'      1367                BBS    \n",
       "6     '22:40:00'     '00:00:00'      1511                BBS    \n",
       "10    '12:20:00'     '12:30:00'       718                BNC    \n",
       "11    '18:00:00'     '18:20:00'      1069                BNC    \n",
       "12    '22:35:00'     '22:37:00'      1345                BNC    \n",
       "13    '01:45:00'     '00:00:00'      1511                BNC    \n",
       "70    '07:40:00'     '08:20:00'       673                PVR    \n",
       "72    '08:40:00'     '00:00:00'       685                PVR    \n",
       "88    '07:15:00'     '07:20:00'       661                PVR    \n",
       "89    '07:40:00'     '08:00:00'       673                PVR    \n",
       "90    '08:10:00'     '08:15:00'       685                PVR    \n",
       "91    '08:45:00'     '08:50:00'       722                PVR    \n",
       "92    '09:25:00'     '09:30:00'       760                PVR    \n",
       "93    '10:10:00'     '10:15:00'       801                PVR    \n",
       "94    '10:40:00'     '00:00:00'       807                PVR    \n",
       "109   '08:22:00'     '08:25:00'       665                SUR    \n",
       "110   '09:15:00'     '09:20:00'       706                SUR    \n",
       "111   '09:40:00'     '09:41:00'       735                SUR    \n",
       "112   '09:54:00'     '09:56:00'       752                SUR    \n",
       "113   '10:10:00'     '10:11:00'       772                SUR    \n",
       "114   '10:42:00'     '10:45:00'       802                SUR    \n",
       "115   '12:35:00'     '00:00:00'       880                SUR    \n",
       "130   '06:20:00'     '06:30:00'       648                NGP    \n",
       "131   '07:50:00'     '07:55:00'       728                NGP    \n",
       "132   '08:28:00'     '08:30:00'       764                NGP    \n",
       "133   '09:40:00'     '09:55:00'       802                NGP    \n",
       "134   '10:10:00'     '10:11:00'       817                NGP    \n",
       "135   '10:35:00'     '10:36:00'       847                NGP    \n",
       "136   '11:35:00'     '00:00:00'       880                NGP    \n",
       "198   '00:55:00'     '00:57:00'       728                PUNE   \n",
       "199   '02:20:00'     '02:30:00'       804                PUNE   \n",
       "200   '03:18:00'     '03:20:00'       871                PUNE   \n",
       "201   '04:38:00'     '04:40:00'       965                PUNE   \n",
       "202   '06:07:00'     '06:09:00'      1045                PUNE   \n",
       "203   '06:15:00'     '00:00:00'      1049                PUNE   \n",
       "212   '19:45:00'     '19:50:00'       737                JBP    \n",
       "213   '20:53:00'     '20:55:00'       778                JBP    \n",
       "214   '22:57:00'     '23:00:00'       889                JBP    \n",
       "215   '01:55:00'     '02:10:00'       973                JBP    \n",
       "216   '04:05:00'     '00:00:00'      1049                JBP    \n",
       "225   '23:30:00'     '23:32:00'       676                CSTM   \n",
       "226   '01:50:00'     '02:00:00'       752                CSTM   \n",
       "227   '02:55:00'     '02:57:00'       819                CSTM   \n",
       "228   '03:30:00'     '03:32:00'       868                CSTM   \n",
       "229   '04:00:00'     '04:02:00'       913                CSTM   \n",
       "230   '05:00:00'     '05:02:00'       993                CSTM   \n",
       "231   '05:10:00'     '00:00:00'       997                CSTM   \n",
       "242   '09:10:00'     '09:13:00'       737                JBP    \n",
       "243   '10:10:00'     '10:13:00'       810                JBP    \n",
       "244   '11:30:00'     '11:40:00'       860                JBP    \n",
       "245   '13:55:00'     '13:58:00'       943                JBP    \n",
       "246   '14:15:00'     '14:18:00'       964                JBP    \n",
       "247   '14:50:00'     '00:00:00'       981                JBP    \n",
       "255   '03:45:00'     '03:47:00'       660                LTT    \n",
       "256   '05:25:00'     '05:30:00'       736                LTT    \n",
       "257   '05:46:00'     '05:48:00'       753                LTT    \n",
       "258   '07:20:00'     '00:00:00'       821                LTT    \n",
       "266   '00:55:00'     '01:00:00'       650                HBJ    \n",
       "             ...            ...       ...                 ...   \n",
       "\n",
       "    source Station Name Destination station Code Destination Station Name  \n",
       "3       BHUBANESWAR                         BNC           BANGALORE CANT   \n",
       "4       BHUBANESWAR                         BNC           BANGALORE CANT   \n",
       "5       BHUBANESWAR                         BNC           BANGALORE CANT   \n",
       "6       BHUBANESWAR                         BNC           BANGALORE CANT   \n",
       "10      BANGALORE CANT                      BBS           BHUBANESWAR      \n",
       "11      BANGALORE CANT                      BBS           BHUBANESWAR      \n",
       "12      BANGALORE CANT                      BBS           BHUBANESWAR      \n",
       "13      BANGALORE CANT                      BBS           BHUBANESWAR      \n",
       "70      PANDHARPUR                          NAVI          NEW AMRAVATI     \n",
       "72      PANDHARPUR                          NAVI          NEW AMRAVATI     \n",
       "88      PANDHARPUR                          NAVI          NEW AMRAVATI     \n",
       "89      PANDHARPUR                          NAVI          NEW AMRAVATI     \n",
       "90      PANDHARPUR                          NAVI          NEW AMRAVATI     \n",
       "91      PANDHARPUR                          NAVI          NEW AMRAVATI     \n",
       "92      PANDHARPUR                          NAVI          NEW AMRAVATI     \n",
       "93      PANDHARPUR                          NAVI          NEW AMRAVATI     \n",
       "94      PANDHARPUR                          NAVI          NEW AMRAVATI     \n",
       "109     SOLAPUR JN                          NGP           NAGPUR           \n",
       "110     SOLAPUR JN                          NGP           NAGPUR           \n",
       "111     SOLAPUR JN                          NGP           NAGPUR           \n",
       "112     SOLAPUR JN                          NGP           NAGPUR           \n",
       "113     SOLAPUR JN                          NGP           NAGPUR           \n",
       "114     SOLAPUR JN                          NGP           NAGPUR           \n",
       "115     SOLAPUR JN                          NGP           NAGPUR           \n",
       "130     NAGPUR                              SUR           SOLAPUR JN       \n",
       "131     NAGPUR                              SUR           SOLAPUR JN       \n",
       "132     NAGPUR                              SUR           SOLAPUR JN       \n",
       "133     NAGPUR                              SUR           SOLAPUR JN       \n",
       "134     NAGPUR                              SUR           SOLAPUR JN       \n",
       "135     NAGPUR                              SUR           SOLAPUR JN       \n",
       "136     NAGPUR                              SUR           SOLAPUR JN       \n",
       "198     PUNE JN                             JBP           JABALPUR         \n",
       "199     PUNE JN                             JBP           JABALPUR         \n",
       "200     PUNE JN                             JBP           JABALPUR         \n",
       "201     PUNE JN                             JBP           JABALPUR         \n",
       "202     PUNE JN                             JBP           JABALPUR         \n",
       "203     PUNE JN                             JBP           JABALPUR         \n",
       "212     JABALPUR                            PUNE          PUNE JN          \n",
       "213     JABALPUR                            PUNE          PUNE JN          \n",
       "214     JABALPUR                            PUNE          PUNE JN          \n",
       "215     JABALPUR                            PUNE          PUNE JN          \n",
       "216     JABALPUR                            PUNE          PUNE JN          \n",
       "225     MUMBAI CST                          JBP           JABALPUR         \n",
       "226     MUMBAI CST                          JBP           JABALPUR         \n",
       "227     MUMBAI CST                          JBP           JABALPUR         \n",
       "228     MUMBAI CST                          JBP           JABALPUR         \n",
       "229     MUMBAI CST                          JBP           JABALPUR         \n",
       "230     MUMBAI CST                          JBP           JABALPUR         \n",
       "231     MUMBAI CST                          JBP           JABALPUR         \n",
       "242     JABALPUR                            LTT           LOKMANYATILAK T  \n",
       "243     JABALPUR                            LTT           LOKMANYATILAK T  \n",
       "244     JABALPUR                            LTT           LOKMANYATILAK T  \n",
       "245     JABALPUR                            LTT           LOKMANYATILAK T  \n",
       "246     JABALPUR                            LTT           LOKMANYATILAK T  \n",
       "247     JABALPUR                            LTT           LOKMANYATILAK T  \n",
       "255     LOKMANYATILAK T                     HBJ           HABIBGANJ        \n",
       "256     LOKMANYATILAK T                     HBJ           HABIBGANJ        \n",
       "257     LOKMANYATILAK T                     HBJ           HABIBGANJ        \n",
       "258     LOKMANYATILAK T                     HBJ           HABIBGANJ        \n",
       "266     HABIBGANJ                           CSTM          MUMBAI CST       \n",
       "                    ...                      ...                      ...  \n",
       "\n",
       "[25043 rows x 12 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trains.loc[trains['Distance']>trains['Distance'].mean()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes.AxesSubplot at 0x7f2d98ab4850>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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UzXzKgYO61F9KhbQKlPhLAGjbqa2l6Tee0DilrQgv16BAyu80Xpbfy7LbSSwFsQG4xCD+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\nT6WsMiQVhMR2ojk5rSTaehASe3jx+xe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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7f2d98ab4b50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "trains.loc[trains['Distance']>trains['Distance'].mean()].plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Train No.                           '84369'\n",
       "train Name                  ZIYARAT EXPRESS\n",
       "islno                                   120\n",
       "station Code                           ZRDE\n",
       "Station Name                ZANGALAPALLE   \n",
       "Arrival time                     '23:59:00'\n",
       "Departure time                   '23:59:00'\n",
       "Distance                               4273\n",
       "Source Station Code                    YPR \n",
       "source Station Name         YESVANTPUR JN  \n",
       "Destination station Code               YPR \n",
       "Destination Station Name    YESVANTPUR JN  \n",
       "dtype: object"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "trains.loc[trains['Distance']>trains['Distance'].mean()].max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
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