broken_delay_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Investigate broken-path and delay-path differences of London network"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/rh/anaconda/root/lib/python2.7/site-packages/IPython/core/magics/pylab.py:161: UserWarning: pylab import has clobbered these variables: ['positive', 'info']\n",
      "`%matplotlib` prevents importing * from pylab and numpy\n",
      "  \"\\n`%matplotlib` prevents importing * from pylab and numpy\"\n"
     ]
    }
   ],
   "source": [
    "import networkx as nx\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import geopandas as gpd\n",
    "from operator import itemgetter\n",
    "import matplotlib.pyplot as plt\n",
    "%pylab inline\n",
    "import itertools\n",
    "import os\n",
    "import csv\n",
    "import shapely"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "two_nodes = pd.read_csv('London_synergy_50.csv', index_col = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "broken = pd.read_csv('London_broken.csv', index_col = 0)\n",
    "delay = pd.read_csv('London_delay.csv', index_col = 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>station</th>\n",
       "      <th>delay</th>\n",
       "      <th>station_0</th>\n",
       "      <th>station_1</th>\n",
       "      <th>delay_0</th>\n",
       "      <th>delay_1</th>\n",
       "      <th>sum</th>\n",
       "      <th>synergy</th>\n",
       "      <th>percent(%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>London Bridge_0,Mile End_0</td>\n",
       "      <td>2688772.0</td>\n",
       "      <td>London Bridge_0</td>\n",
       "      <td>Mile End_0</td>\n",
       "      <td>785572.0</td>\n",
       "      <td>386054.0</td>\n",
       "      <td>1171626.0</td>\n",
       "      <td>1517146.0</td>\n",
       "      <td>129.490640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Canary Wharf_0,Mile End_0</td>\n",
       "      <td>2262734.0</td>\n",
       "      <td>Canary Wharf_0</td>\n",
       "      <td>Mile End_0</td>\n",
       "      <td>623534.0</td>\n",
       "      <td>386054.0</td>\n",
       "      <td>1009588.0</td>\n",
       "      <td>1253146.0</td>\n",
       "      <td>124.124494</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>South Kensington_0,Notting Hill Gate_0</td>\n",
       "      <td>1835935.0</td>\n",
       "      <td>South Kensington_0</td>\n",
       "      <td>Notting Hill Gate_0</td>\n",
       "      <td>405044.0</td>\n",
       "      <td>395414.0</td>\n",
       "      <td>800458.0</td>\n",
       "      <td>1035477.0</td>\n",
       "      <td>129.360566</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>West Ham_0,Mile End_0</td>\n",
       "      <td>1682607.0</td>\n",
       "      <td>West Ham_0</td>\n",
       "      <td>Mile End_0</td>\n",
       "      <td>598877.0</td>\n",
       "      <td>386054.0</td>\n",
       "      <td>984931.0</td>\n",
       "      <td>697676.0</td>\n",
       "      <td>70.835013</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Baker Street_0,Notting Hill Gate_0</td>\n",
       "      <td>2012482.0</td>\n",
       "      <td>Baker Street_0</td>\n",
       "      <td>Notting Hill Gate_0</td>\n",
       "      <td>1059683.0</td>\n",
       "      <td>395414.0</td>\n",
       "      <td>1455097.0</td>\n",
       "      <td>557385.0</td>\n",
       "      <td>38.305694</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                  station      delay           station_0  \\\n",
       "0              London Bridge_0,Mile End_0  2688772.0     London Bridge_0   \n",
       "1               Canary Wharf_0,Mile End_0  2262734.0      Canary Wharf_0   \n",
       "2  South Kensington_0,Notting Hill Gate_0  1835935.0  South Kensington_0   \n",
       "3                   West Ham_0,Mile End_0  1682607.0          West Ham_0   \n",
       "4      Baker Street_0,Notting Hill Gate_0  2012482.0      Baker Street_0   \n",
       "\n",
       "             station_1    delay_0   delay_1        sum    synergy  percent(%)  \n",
       "0           Mile End_0   785572.0  386054.0  1171626.0  1517146.0  129.490640  \n",
       "1           Mile End_0   623534.0  386054.0  1009588.0  1253146.0  124.124494  \n",
       "2  Notting Hill Gate_0   405044.0  395414.0   800458.0  1035477.0  129.360566  \n",
       "3           Mile End_0   598877.0  386054.0   984931.0   697676.0   70.835013  \n",
       "4  Notting Hill Gate_0  1059683.0  395414.0  1455097.0   557385.0   38.305694  "
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "two_nodes.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>station</th>\n",
       "      <th>broken_A_or_B</th>\n",
       "      <th>station_A</th>\n",
       "      <th>station_B</th>\n",
       "      <th>broken_A</th>\n",
       "      <th>broken_B</th>\n",
       "      <th>broken_A_and_B</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Euston_0,Paddington_0</td>\n",
       "      <td>22450.0</td>\n",
       "      <td>Euston_0</td>\n",
       "      <td>Paddington_0</td>\n",
       "      <td>12388.0</td>\n",
       "      <td>12148.0</td>\n",
       "      <td>2086.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Camden Town_0,Paddington_0</td>\n",
       "      <td>21836.0</td>\n",
       "      <td>Camden Town_0</td>\n",
       "      <td>Paddington_0</td>\n",
       "      <td>11686.0</td>\n",
       "      <td>12148.0</td>\n",
       "      <td>1998.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Stratford_0,Paddington_0</td>\n",
       "      <td>21638.0</td>\n",
       "      <td>Stratford_0</td>\n",
       "      <td>Paddington_0</td>\n",
       "      <td>11488.0</td>\n",
       "      <td>12148.0</td>\n",
       "      <td>1998.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Leyton_0,Paddington_0</td>\n",
       "      <td>21226.0</td>\n",
       "      <td>Leyton_0</td>\n",
       "      <td>Paddington_0</td>\n",
       "      <td>11032.0</td>\n",
       "      <td>12148.0</td>\n",
       "      <td>1954.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Leytonstone_0,Paddington_0</td>\n",
       "      <td>20810.0</td>\n",
       "      <td>Leytonstone_0</td>\n",
       "      <td>Paddington_0</td>\n",
       "      <td>10572.0</td>\n",
       "      <td>12148.0</td>\n",
       "      <td>1910.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      station  broken_A_or_B      station_A     station_B  \\\n",
       "0       Euston_0,Paddington_0        22450.0       Euston_0  Paddington_0   \n",
       "1  Camden Town_0,Paddington_0        21836.0  Camden Town_0  Paddington_0   \n",
       "2    Stratford_0,Paddington_0        21638.0    Stratford_0  Paddington_0   \n",
       "3       Leyton_0,Paddington_0        21226.0       Leyton_0  Paddington_0   \n",
       "4  Leytonstone_0,Paddington_0        20810.0  Leytonstone_0  Paddington_0   \n",
       "\n",
       "   broken_A  broken_B  broken_A_and_B  \n",
       "0   12388.0   12148.0          2086.0  \n",
       "1   11686.0   12148.0          1998.0  \n",
       "2   11488.0   12148.0          1998.0  \n",
       "3   11032.0   12148.0          1954.0  \n",
       "4   10572.0   12148.0          1910.0  "
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "broken.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>station</th>\n",
       "      <th>delay_A_or_B</th>\n",
       "      <th>station_A</th>\n",
       "      <th>station_B</th>\n",
       "      <th>delay_A</th>\n",
       "      <th>delay_B</th>\n",
       "      <th>delay_A_and_B</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Baker Street_0,South Kensington_0</td>\n",
       "      <td>34278.0</td>\n",
       "      <td>Baker Street_0</td>\n",
       "      <td>South Kensington_0</td>\n",
       "      <td>22484.0</td>\n",
       "      <td>12720.0</td>\n",
       "      <td>926.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Liverpool Street_0,South Kensington_0</td>\n",
       "      <td>25308.0</td>\n",
       "      <td>Liverpool Street_0</td>\n",
       "      <td>South Kensington_0</td>\n",
       "      <td>14510.0</td>\n",
       "      <td>12720.0</td>\n",
       "      <td>1922.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Green Park_0,South Kensington_0</td>\n",
       "      <td>20554.0</td>\n",
       "      <td>Green Park_0</td>\n",
       "      <td>South Kensington_0</td>\n",
       "      <td>14162.0</td>\n",
       "      <td>12720.0</td>\n",
       "      <td>6328.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Finchley Road_0,South Kensington_0</td>\n",
       "      <td>25698.0</td>\n",
       "      <td>Finchley Road_0</td>\n",
       "      <td>South Kensington_0</td>\n",
       "      <td>14002.0</td>\n",
       "      <td>12720.0</td>\n",
       "      <td>1024.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Hammersmith (Dist&amp;Picc Line)_0,South Kensington_0</td>\n",
       "      <td>14768.0</td>\n",
       "      <td>Hammersmith (Dist&amp;Picc Line)_0</td>\n",
       "      <td>South Kensington_0</td>\n",
       "      <td>9866.0</td>\n",
       "      <td>12720.0</td>\n",
       "      <td>7818.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             station  delay_A_or_B  \\\n",
       "0                  Baker Street_0,South Kensington_0       34278.0   \n",
       "1              Liverpool Street_0,South Kensington_0       25308.0   \n",
       "2                    Green Park_0,South Kensington_0       20554.0   \n",
       "3                 Finchley Road_0,South Kensington_0       25698.0   \n",
       "4  Hammersmith (Dist&Picc Line)_0,South Kensington_0       14768.0   \n",
       "\n",
       "                        station_A           station_B  delay_A  delay_B  \\\n",
       "0                  Baker Street_0  South Kensington_0  22484.0  12720.0   \n",
       "1              Liverpool Street_0  South Kensington_0  14510.0  12720.0   \n",
       "2                    Green Park_0  South Kensington_0  14162.0  12720.0   \n",
       "3                 Finchley Road_0  South Kensington_0  14002.0  12720.0   \n",
       "4  Hammersmith (Dist&Picc Line)_0  South Kensington_0   9866.0  12720.0   \n",
       "\n",
       "   delay_A_and_B  \n",
       "0          926.0  \n",
       "1         1922.0  \n",
       "2         6328.0  \n",
       "3         1024.0  \n",
       "4         7818.0  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "delay.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "info = broken.merge(delay, on=['station_A','station_B', 'station'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "info = info.merge(two_nodes.rename(columns={'station_0':'station_A','station_1':'station_B'}), on=['station_A','station_B', 'station'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>station</th>\n",
       "      <th>broken_A_or_B</th>\n",
       "      <th>station_A</th>\n",
       "      <th>station_B</th>\n",
       "      <th>broken_A</th>\n",
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       "      <th>delay_A</th>\n",
       "      <th>delay_B</th>\n",
       "      <th>delay_A_and_B</th>\n",
       "      <th>delay</th>\n",
       "      <th>delay_0</th>\n",
       "      <th>delay_1</th>\n",
       "      <th>sum</th>\n",
       "      <th>synergy</th>\n",
       "      <th>percent(%)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Euston_0,Paddington_0</td>\n",
       "      <td>22450.0</td>\n",
       "      <td>Euston_0</td>\n",
       "      <td>Paddington_0</td>\n",
       "      <td>12388.0</td>\n",
       "      <td>12148.0</td>\n",
       "      <td>2086.0</td>\n",
       "      <td>4278.0</td>\n",
       "      <td>3434.0</td>\n",
       "      <td>822.0</td>\n",
       "      <td>-22.0</td>\n",
       "      <td>1787419.0</td>\n",
       "      <td>1177994.0</td>\n",
       "      <td>620211.0</td>\n",
       "      <td>1798205.0</td>\n",
       "      <td>-10786.0</td>\n",
       "      <td>-0.599820</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Camden Town_0,Paddington_0</td>\n",
       "      <td>21836.0</td>\n",
       "      <td>Camden Town_0</td>\n",
       "      <td>Paddington_0</td>\n",
       "      <td>11686.0</td>\n",
       "      <td>12148.0</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>780.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>822.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>1624361.0</td>\n",
       "      <td>1016160.0</td>\n",
       "      <td>620211.0</td>\n",
       "      <td>1636371.0</td>\n",
       "      <td>-12010.0</td>\n",
       "      <td>-0.733941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Stratford_0,Paddington_0</td>\n",
       "      <td>21638.0</td>\n",
       "      <td>Stratford_0</td>\n",
       "      <td>Paddington_0</td>\n",
       "      <td>11488.0</td>\n",
       "      <td>12148.0</td>\n",
       "      <td>1998.0</td>\n",
       "      <td>832.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>822.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1582210.0</td>\n",
       "      <td>972379.0</td>\n",
       "      <td>620211.0</td>\n",
       "      <td>1592590.0</td>\n",
       "      <td>-10380.0</td>\n",
       "      <td>-0.651769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Leyton_0,Paddington_0</td>\n",
       "      <td>21226.0</td>\n",
       "      <td>Leyton_0</td>\n",
       "      <td>Paddington_0</td>\n",
       "      <td>11032.0</td>\n",
       "      <td>12148.0</td>\n",
       "      <td>1954.0</td>\n",
       "      <td>822.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>822.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1383051.0</td>\n",
       "      <td>769320.0</td>\n",
       "      <td>620211.0</td>\n",
       "      <td>1389531.0</td>\n",
       "      <td>-6480.0</td>\n",
       "      <td>-0.466344</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Leytonstone_0,Paddington_0</td>\n",
       "      <td>20810.0</td>\n",
       "      <td>Leytonstone_0</td>\n",
       "      <td>Paddington_0</td>\n",
       "      <td>10572.0</td>\n",
       "      <td>12148.0</td>\n",
       "      <td>1910.0</td>\n",
       "      <td>882.0</td>\n",
       "      <td>60.0</td>\n",
       "      <td>822.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1272519.0</td>\n",
       "      <td>657468.0</td>\n",
       "      <td>620211.0</td>\n",
       "      <td>1277679.0</td>\n",
       "      <td>-5160.0</td>\n",
       "      <td>-0.403857</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      station  broken_A_or_B      station_A     station_B  \\\n",
       "0       Euston_0,Paddington_0        22450.0       Euston_0  Paddington_0   \n",
       "1  Camden Town_0,Paddington_0        21836.0  Camden Town_0  Paddington_0   \n",
       "2    Stratford_0,Paddington_0        21638.0    Stratford_0  Paddington_0   \n",
       "3       Leyton_0,Paddington_0        21226.0       Leyton_0  Paddington_0   \n",
       "4  Leytonstone_0,Paddington_0        20810.0  Leytonstone_0  Paddington_0   \n",
       "\n",
       "   broken_A  broken_B  broken_A_and_B  delay_A_or_B  delay_A  delay_B  \\\n",
       "0   12388.0   12148.0          2086.0        4278.0   3434.0    822.0   \n",
       "1   11686.0   12148.0          1998.0         780.0      0.0    822.0   \n",
       "2   11488.0   12148.0          1998.0         832.0     10.0    822.0   \n",
       "3   11032.0   12148.0          1954.0         822.0      0.0    822.0   \n",
       "4   10572.0   12148.0          1910.0         882.0     60.0    822.0   \n",
       "\n",
       "   delay_A_and_B      delay    delay_0   delay_1        sum  synergy  \\\n",
       "0          -22.0  1787419.0  1177994.0  620211.0  1798205.0 -10786.0   \n",
       "1           42.0  1624361.0  1016160.0  620211.0  1636371.0 -12010.0   \n",
       "2            0.0  1582210.0   972379.0  620211.0  1592590.0 -10380.0   \n",
       "3            0.0  1383051.0   769320.0  620211.0  1389531.0  -6480.0   \n",
       "4            0.0  1272519.0   657468.0  620211.0  1277679.0  -5160.0   \n",
       "\n",
       "   percent(%)  \n",
       "0   -0.599820  \n",
       "1   -0.733941  \n",
       "2   -0.651769  \n",
       "3   -0.466344  \n",
       "4   -0.403857  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "info.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "info = info.sort_values('synergy', ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "info['minus'] = info['broken_A_and_B'] - info['delay_A_and_B']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "info.reset_index(inplace=True, drop=True)\n",
    "positive = info[info['synergy']  > 0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(81, 18)"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "positive.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>station</th>\n",
       "      <th>broken_A_or_B</th>\n",
       "      <th>station_A</th>\n",
       "      <th>station_B</th>\n",
       "      <th>broken_A</th>\n",
       "      <th>broken_B</th>\n",
       "      <th>broken_A_and_B</th>\n",
       "      <th>delay_A_or_B</th>\n",
       "      <th>delay_A</th>\n",
       "      <th>delay_B</th>\n",
       "      <th>delay_A_and_B</th>\n",
       "      <th>delay</th>\n",
       "      <th>delay_0</th>\n",
       "      <th>delay_1</th>\n",
       "      <th>sum</th>\n",
       "      <th>synergy</th>\n",
       "      <th>percent(%)</th>\n",
       "      <th>minus</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>London Bridge_0,Mile End_0</td>\n",
       "      <td>20590.0</td>\n",
       "      <td>London Bridge_0</td>\n",
       "      <td>Mile End_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>-17374.0</td>\n",
       "      <td>836.0</td>\n",
       "      <td>6844.0</td>\n",
       "      <td>12874.0</td>\n",
       "      <td>18882.0</td>\n",
       "      <td>2688772.0</td>\n",
       "      <td>785572.0</td>\n",
       "      <td>386054.0</td>\n",
       "      <td>1171626.0</td>\n",
       "      <td>1517146.0</td>\n",
       "      <td>129.490640</td>\n",
       "      <td>-36256.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Canary Wharf_0,Mile End_0</td>\n",
       "      <td>19468.0</td>\n",
       "      <td>Canary Wharf_0</td>\n",
       "      <td>Mile End_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>-16252.0</td>\n",
       "      <td>152.0</td>\n",
       "      <td>4276.0</td>\n",
       "      <td>12874.0</td>\n",
       "      <td>16998.0</td>\n",
       "      <td>2262734.0</td>\n",
       "      <td>623534.0</td>\n",
       "      <td>386054.0</td>\n",
       "      <td>1009588.0</td>\n",
       "      <td>1253146.0</td>\n",
       "      <td>124.124494</td>\n",
       "      <td>-33250.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>South Kensington_0,Notting Hill Gate_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>South Kensington_0</td>\n",
       "      <td>Notting Hill Gate_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>20852.0</td>\n",
       "      <td>12720.0</td>\n",
       "      <td>8738.0</td>\n",
       "      <td>606.0</td>\n",
       "      <td>1835935.0</td>\n",
       "      <td>405044.0</td>\n",
       "      <td>395414.0</td>\n",
       "      <td>800458.0</td>\n",
       "      <td>1035477.0</td>\n",
       "      <td>129.360566</td>\n",
       "      <td>470.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>West Ham_0,Mile End_0</td>\n",
       "      <td>18946.0</td>\n",
       "      <td>West Ham_0</td>\n",
       "      <td>Mile End_0</td>\n",
       "      <td>7728.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>-9610.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>12874.0</td>\n",
       "      <td>13042.0</td>\n",
       "      <td>1682607.0</td>\n",
       "      <td>598877.0</td>\n",
       "      <td>386054.0</td>\n",
       "      <td>984931.0</td>\n",
       "      <td>697676.0</td>\n",
       "      <td>70.835013</td>\n",
       "      <td>-22652.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Baker Street_0,Notting Hill Gate_0</td>\n",
       "      <td>14620.0</td>\n",
       "      <td>Baker Street_0</td>\n",
       "      <td>Notting Hill Gate_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>-11404.0</td>\n",
       "      <td>18284.0</td>\n",
       "      <td>22484.0</td>\n",
       "      <td>8738.0</td>\n",
       "      <td>12938.0</td>\n",
       "      <td>2012482.0</td>\n",
       "      <td>1059683.0</td>\n",
       "      <td>395414.0</td>\n",
       "      <td>1455097.0</td>\n",
       "      <td>557385.0</td>\n",
       "      <td>38.305694</td>\n",
       "      <td>-24342.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>London Bridge_0,West Ham_0</td>\n",
       "      <td>10726.0</td>\n",
       "      <td>London Bridge_0</td>\n",
       "      <td>West Ham_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>7728.0</td>\n",
       "      <td>-1390.0</td>\n",
       "      <td>1406.0</td>\n",
       "      <td>6844.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>5708.0</td>\n",
       "      <td>1896222.0</td>\n",
       "      <td>785572.0</td>\n",
       "      <td>598877.0</td>\n",
       "      <td>1384449.0</td>\n",
       "      <td>511773.0</td>\n",
       "      <td>36.965825</td>\n",
       "      <td>-7098.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Earl's Court_0,Notting Hill Gate_0</td>\n",
       "      <td>6268.0</td>\n",
       "      <td>Earl's Court_0</td>\n",
       "      <td>Notting Hill Gate_0</td>\n",
       "      <td>5752.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1092.0</td>\n",
       "      <td>16658.0</td>\n",
       "      <td>10310.0</td>\n",
       "      <td>8738.0</td>\n",
       "      <td>2390.0</td>\n",
       "      <td>1613057.0</td>\n",
       "      <td>751711.0</td>\n",
       "      <td>395414.0</td>\n",
       "      <td>1147125.0</td>\n",
       "      <td>465932.0</td>\n",
       "      <td>40.617370</td>\n",
       "      <td>-1298.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Hammersmith (Dist&amp;Picc Line)_0,Notting Hill Ga...</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Hammersmith (Dist&amp;Picc Line)_0</td>\n",
       "      <td>Notting Hill Gate_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>17218.0</td>\n",
       "      <td>9866.0</td>\n",
       "      <td>8738.0</td>\n",
       "      <td>1386.0</td>\n",
       "      <td>1260758.0</td>\n",
       "      <td>423275.0</td>\n",
       "      <td>395414.0</td>\n",
       "      <td>818689.0</td>\n",
       "      <td>442069.0</td>\n",
       "      <td>53.997183</td>\n",
       "      <td>-310.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Acton Town_0,Notting Hill Gate_0</td>\n",
       "      <td>7750.0</td>\n",
       "      <td>Acton Town_0</td>\n",
       "      <td>Notting Hill Gate_0</td>\n",
       "      <td>7240.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1098.0</td>\n",
       "      <td>10636.0</td>\n",
       "      <td>2716.0</td>\n",
       "      <td>8738.0</td>\n",
       "      <td>818.0</td>\n",
       "      <td>1108185.0</td>\n",
       "      <td>436856.0</td>\n",
       "      <td>395414.0</td>\n",
       "      <td>832270.0</td>\n",
       "      <td>275915.0</td>\n",
       "      <td>33.152102</td>\n",
       "      <td>280.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Bank_0,Holborn_0</td>\n",
       "      <td>3196.0</td>\n",
       "      <td>Bank_0</td>\n",
       "      <td>Holborn_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>9282.0</td>\n",
       "      <td>9290.0</td>\n",
       "      <td>5374.0</td>\n",
       "      <td>5382.0</td>\n",
       "      <td>1085676.0</td>\n",
       "      <td>437083.0</td>\n",
       "      <td>378007.0</td>\n",
       "      <td>815090.0</td>\n",
       "      <td>270586.0</td>\n",
       "      <td>33.197070</td>\n",
       "      <td>-5362.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Earl's Court_0,Acton Town_0</td>\n",
       "      <td>16442.0</td>\n",
       "      <td>Earl's Court_0</td>\n",
       "      <td>Acton Town_0</td>\n",
       "      <td>5752.0</td>\n",
       "      <td>7240.0</td>\n",
       "      <td>-3450.0</td>\n",
       "      <td>1686.0</td>\n",
       "      <td>10310.0</td>\n",
       "      <td>2716.0</td>\n",
       "      <td>11340.0</td>\n",
       "      <td>1421440.0</td>\n",
       "      <td>751711.0</td>\n",
       "      <td>436856.0</td>\n",
       "      <td>1188567.0</td>\n",
       "      <td>232873.0</td>\n",
       "      <td>19.592753</td>\n",
       "      <td>-14790.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>London Bridge_0,Liverpool Street_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>London Bridge_0</td>\n",
       "      <td>Liverpool Street_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>20672.0</td>\n",
       "      <td>6844.0</td>\n",
       "      <td>14510.0</td>\n",
       "      <td>682.0</td>\n",
       "      <td>1672135.0</td>\n",
       "      <td>785572.0</td>\n",
       "      <td>718097.0</td>\n",
       "      <td>1503669.0</td>\n",
       "      <td>168466.0</td>\n",
       "      <td>11.203663</td>\n",
       "      <td>394.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>King's Cross St.Pancras_0,Bank_0</td>\n",
       "      <td>10606.0</td>\n",
       "      <td>King's Cross St.Pancras_0</td>\n",
       "      <td>Bank_0</td>\n",
       "      <td>10108.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1110.0</td>\n",
       "      <td>17110.0</td>\n",
       "      <td>7448.0</td>\n",
       "      <td>9290.0</td>\n",
       "      <td>-372.0</td>\n",
       "      <td>2148828.0</td>\n",
       "      <td>1560166.0</td>\n",
       "      <td>437083.0</td>\n",
       "      <td>1997249.0</td>\n",
       "      <td>151579.0</td>\n",
       "      <td>7.589389</td>\n",
       "      <td>1482.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Stockwell_0,Victoria_0</td>\n",
       "      <td>8294.0</td>\n",
       "      <td>Stockwell_0</td>\n",
       "      <td>Victoria_0</td>\n",
       "      <td>6766.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>4300.0</td>\n",
       "      <td>168.0</td>\n",
       "      <td>9114.0</td>\n",
       "      <td>4982.0</td>\n",
       "      <td>1961078.0</td>\n",
       "      <td>1135985.0</td>\n",
       "      <td>698474.0</td>\n",
       "      <td>1834459.0</td>\n",
       "      <td>126619.0</td>\n",
       "      <td>6.902253</td>\n",
       "      <td>-4902.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Green Park_0,South Kensington_0</td>\n",
       "      <td>3196.0</td>\n",
       "      <td>Green Park_0</td>\n",
       "      <td>South Kensington_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>20.0</td>\n",
       "      <td>20554.0</td>\n",
       "      <td>14162.0</td>\n",
       "      <td>12720.0</td>\n",
       "      <td>6328.0</td>\n",
       "      <td>1007031.0</td>\n",
       "      <td>476175.0</td>\n",
       "      <td>405044.0</td>\n",
       "      <td>881219.0</td>\n",
       "      <td>125812.0</td>\n",
       "      <td>14.277041</td>\n",
       "      <td>-6308.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Liverpool Street_0,Canary Wharf_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Liverpool Street_0</td>\n",
       "      <td>Canary Wharf_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>19112.0</td>\n",
       "      <td>14510.0</td>\n",
       "      <td>4276.0</td>\n",
       "      <td>-326.0</td>\n",
       "      <td>1465070.0</td>\n",
       "      <td>718097.0</td>\n",
       "      <td>623534.0</td>\n",
       "      <td>1341631.0</td>\n",
       "      <td>123439.0</td>\n",
       "      <td>9.200667</td>\n",
       "      <td>1402.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>South Kensington_0,Bond Street_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>South Kensington_0</td>\n",
       "      <td>Bond Street_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>26464.0</td>\n",
       "      <td>12720.0</td>\n",
       "      <td>14564.0</td>\n",
       "      <td>820.0</td>\n",
       "      <td>914757.0</td>\n",
       "      <td>405044.0</td>\n",
       "      <td>403892.0</td>\n",
       "      <td>808936.0</td>\n",
       "      <td>105821.0</td>\n",
       "      <td>13.081505</td>\n",
       "      <td>256.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Victoria_0,Waterloo_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Victoria_0</td>\n",
       "      <td>Waterloo_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>15568.0</td>\n",
       "      <td>9114.0</td>\n",
       "      <td>8146.0</td>\n",
       "      <td>1692.0</td>\n",
       "      <td>1378649.0</td>\n",
       "      <td>698474.0</td>\n",
       "      <td>585551.0</td>\n",
       "      <td>1284025.0</td>\n",
       "      <td>94624.0</td>\n",
       "      <td>7.369327</td>\n",
       "      <td>-616.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Canary Wharf_0,West Ham_0</td>\n",
       "      <td>9244.0</td>\n",
       "      <td>Canary Wharf_0</td>\n",
       "      <td>West Ham_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>7728.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>94.0</td>\n",
       "      <td>4276.0</td>\n",
       "      <td>270.0</td>\n",
       "      <td>4452.0</td>\n",
       "      <td>1315307.0</td>\n",
       "      <td>623534.0</td>\n",
       "      <td>598877.0</td>\n",
       "      <td>1222411.0</td>\n",
       "      <td>92896.0</td>\n",
       "      <td>7.599408</td>\n",
       "      <td>-4360.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Waterloo_0,Bank_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Waterloo_0</td>\n",
       "      <td>Bank_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>16178.0</td>\n",
       "      <td>8146.0</td>\n",
       "      <td>9290.0</td>\n",
       "      <td>1258.0</td>\n",
       "      <td>1113180.0</td>\n",
       "      <td>585551.0</td>\n",
       "      <td>437083.0</td>\n",
       "      <td>1022634.0</td>\n",
       "      <td>90546.0</td>\n",
       "      <td>8.854194</td>\n",
       "      <td>-182.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Baker Street_0,Acton Town_0</td>\n",
       "      <td>7750.0</td>\n",
       "      <td>Baker Street_0</td>\n",
       "      <td>Acton Town_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>7240.0</td>\n",
       "      <td>1098.0</td>\n",
       "      <td>24938.0</td>\n",
       "      <td>22484.0</td>\n",
       "      <td>2716.0</td>\n",
       "      <td>262.0</td>\n",
       "      <td>1580076.0</td>\n",
       "      <td>1059683.0</td>\n",
       "      <td>436856.0</td>\n",
       "      <td>1496539.0</td>\n",
       "      <td>83537.0</td>\n",
       "      <td>5.582013</td>\n",
       "      <td>836.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Baker Street_0,South Kensington_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Baker Street_0</td>\n",
       "      <td>South Kensington_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>34278.0</td>\n",
       "      <td>22484.0</td>\n",
       "      <td>12720.0</td>\n",
       "      <td>926.0</td>\n",
       "      <td>1545500.0</td>\n",
       "      <td>1059683.0</td>\n",
       "      <td>405044.0</td>\n",
       "      <td>1464727.0</td>\n",
       "      <td>80773.0</td>\n",
       "      <td>5.514543</td>\n",
       "      <td>150.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Bond Street_0,Notting Hill Gate_0</td>\n",
       "      <td>3718.0</td>\n",
       "      <td>Bond Street_0</td>\n",
       "      <td>Notting Hill Gate_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>-502.0</td>\n",
       "      <td>17848.0</td>\n",
       "      <td>14564.0</td>\n",
       "      <td>8738.0</td>\n",
       "      <td>5454.0</td>\n",
       "      <td>880056.0</td>\n",
       "      <td>403892.0</td>\n",
       "      <td>395414.0</td>\n",
       "      <td>799306.0</td>\n",
       "      <td>80750.0</td>\n",
       "      <td>10.102514</td>\n",
       "      <td>-5956.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Baker Street_0,Hammersmith (Dist&amp;Picc Line)_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Baker Street_0</td>\n",
       "      <td>Hammersmith (Dist&amp;Picc Line)_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>31788.0</td>\n",
       "      <td>22484.0</td>\n",
       "      <td>9866.0</td>\n",
       "      <td>562.0</td>\n",
       "      <td>1561857.0</td>\n",
       "      <td>1059683.0</td>\n",
       "      <td>423275.0</td>\n",
       "      <td>1482958.0</td>\n",
       "      <td>78899.0</td>\n",
       "      <td>5.320380</td>\n",
       "      <td>514.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Finchley Road_0,Acton Town_0</td>\n",
       "      <td>7750.0</td>\n",
       "      <td>Finchley Road_0</td>\n",
       "      <td>Acton Town_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>7240.0</td>\n",
       "      <td>1098.0</td>\n",
       "      <td>16594.0</td>\n",
       "      <td>14002.0</td>\n",
       "      <td>2716.0</td>\n",
       "      <td>124.0</td>\n",
       "      <td>1259559.0</td>\n",
       "      <td>752961.0</td>\n",
       "      <td>436856.0</td>\n",
       "      <td>1189817.0</td>\n",
       "      <td>69742.0</td>\n",
       "      <td>5.861574</td>\n",
       "      <td>974.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Waterloo_0,Holborn_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Waterloo_0</td>\n",
       "      <td>Holborn_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>15112.0</td>\n",
       "      <td>8146.0</td>\n",
       "      <td>5374.0</td>\n",
       "      <td>-1592.0</td>\n",
       "      <td>1032664.0</td>\n",
       "      <td>585551.0</td>\n",
       "      <td>378007.0</td>\n",
       "      <td>963558.0</td>\n",
       "      <td>69106.0</td>\n",
       "      <td>7.171961</td>\n",
       "      <td>2668.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Baker Street_0,Earl's Court_0</td>\n",
       "      <td>6268.0</td>\n",
       "      <td>Baker Street_0</td>\n",
       "      <td>Earl's Court_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>5752.0</td>\n",
       "      <td>1092.0</td>\n",
       "      <td>31546.0</td>\n",
       "      <td>22484.0</td>\n",
       "      <td>10310.0</td>\n",
       "      <td>1248.0</td>\n",
       "      <td>1877440.0</td>\n",
       "      <td>1059683.0</td>\n",
       "      <td>751711.0</td>\n",
       "      <td>1811394.0</td>\n",
       "      <td>66046.0</td>\n",
       "      <td>3.646142</td>\n",
       "      <td>-156.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Finchley Road_0,Hammersmith (Dist&amp;Picc Line)_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Finchley Road_0</td>\n",
       "      <td>Hammersmith (Dist&amp;Picc Line)_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>23538.0</td>\n",
       "      <td>14002.0</td>\n",
       "      <td>9866.0</td>\n",
       "      <td>330.0</td>\n",
       "      <td>1241620.0</td>\n",
       "      <td>752961.0</td>\n",
       "      <td>423275.0</td>\n",
       "      <td>1176236.0</td>\n",
       "      <td>65384.0</td>\n",
       "      <td>5.558748</td>\n",
       "      <td>746.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Waterloo_0,Mile End_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Waterloo_0</td>\n",
       "      <td>Mile End_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>20384.0</td>\n",
       "      <td>8146.0</td>\n",
       "      <td>12874.0</td>\n",
       "      <td>636.0</td>\n",
       "      <td>1030587.0</td>\n",
       "      <td>585551.0</td>\n",
       "      <td>386054.0</td>\n",
       "      <td>971605.0</td>\n",
       "      <td>58982.0</td>\n",
       "      <td>6.070574</td>\n",
       "      <td>440.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Finchley Road_0,South Kensington_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Finchley Road_0</td>\n",
       "      <td>South Kensington_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>25698.0</td>\n",
       "      <td>14002.0</td>\n",
       "      <td>12720.0</td>\n",
       "      <td>1024.0</td>\n",
       "      <td>1216255.0</td>\n",
       "      <td>752961.0</td>\n",
       "      <td>405044.0</td>\n",
       "      <td>1158005.0</td>\n",
       "      <td>58250.0</td>\n",
       "      <td>5.030203</td>\n",
       "      <td>52.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Victoria_0,Green Park_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Victoria_0</td>\n",
       "      <td>Green Park_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>21406.0</td>\n",
       "      <td>9114.0</td>\n",
       "      <td>14162.0</td>\n",
       "      <td>1870.0</td>\n",
       "      <td>1187010.0</td>\n",
       "      <td>698474.0</td>\n",
       "      <td>476175.0</td>\n",
       "      <td>1174649.0</td>\n",
       "      <td>12361.0</td>\n",
       "      <td>1.052314</td>\n",
       "      <td>-794.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Acton Town_0,Harrow-on-the-Hill_0</td>\n",
       "      <td>13582.0</td>\n",
       "      <td>Acton Town_0</td>\n",
       "      <td>Harrow-on-the-Hill_0</td>\n",
       "      <td>7240.0</td>\n",
       "      <td>7728.0</td>\n",
       "      <td>1386.0</td>\n",
       "      <td>6414.0</td>\n",
       "      <td>2716.0</td>\n",
       "      <td>3888.0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>825927.0</td>\n",
       "      <td>436856.0</td>\n",
       "      <td>377428.0</td>\n",
       "      <td>814284.0</td>\n",
       "      <td>11643.0</td>\n",
       "      <td>1.429845</td>\n",
       "      <td>1196.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Victoria_0,Bond Street_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Victoria_0</td>\n",
       "      <td>Bond Street_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>22566.0</td>\n",
       "      <td>9114.0</td>\n",
       "      <td>14564.0</td>\n",
       "      <td>1112.0</td>\n",
       "      <td>1113928.0</td>\n",
       "      <td>698474.0</td>\n",
       "      <td>403892.0</td>\n",
       "      <td>1102366.0</td>\n",
       "      <td>11562.0</td>\n",
       "      <td>1.048835</td>\n",
       "      <td>-36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>Liverpool Street_0,Waterloo_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Liverpool Street_0</td>\n",
       "      <td>Waterloo_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>21940.0</td>\n",
       "      <td>14510.0</td>\n",
       "      <td>8146.0</td>\n",
       "      <td>716.0</td>\n",
       "      <td>1314984.0</td>\n",
       "      <td>718097.0</td>\n",
       "      <td>585551.0</td>\n",
       "      <td>1303648.0</td>\n",
       "      <td>11336.0</td>\n",
       "      <td>0.869560</td>\n",
       "      <td>360.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Acton Town_0,Hammersmith (Dist&amp;Picc Line)_0</td>\n",
       "      <td>11222.0</td>\n",
       "      <td>Acton Town_0</td>\n",
       "      <td>Hammersmith (Dist&amp;Picc Line)_0</td>\n",
       "      <td>7240.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>-2374.0</td>\n",
       "      <td>2058.0</td>\n",
       "      <td>2716.0</td>\n",
       "      <td>9866.0</td>\n",
       "      <td>10524.0</td>\n",
       "      <td>871393.0</td>\n",
       "      <td>436856.0</td>\n",
       "      <td>423275.0</td>\n",
       "      <td>860131.0</td>\n",
       "      <td>11262.0</td>\n",
       "      <td>1.309335</td>\n",
       "      <td>-12898.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Green Park_0,Bank_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Green Park_0</td>\n",
       "      <td>Bank_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>23302.0</td>\n",
       "      <td>14162.0</td>\n",
       "      <td>9290.0</td>\n",
       "      <td>150.0</td>\n",
       "      <td>924430.0</td>\n",
       "      <td>476175.0</td>\n",
       "      <td>437083.0</td>\n",
       "      <td>913258.0</td>\n",
       "      <td>11172.0</td>\n",
       "      <td>1.223313</td>\n",
       "      <td>926.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Earl's Court_0,Harrow-on-the-Hill_0</td>\n",
       "      <td>12172.0</td>\n",
       "      <td>Earl's Court_0</td>\n",
       "      <td>Harrow-on-the-Hill_0</td>\n",
       "      <td>5752.0</td>\n",
       "      <td>7728.0</td>\n",
       "      <td>1308.0</td>\n",
       "      <td>14262.0</td>\n",
       "      <td>10310.0</td>\n",
       "      <td>3888.0</td>\n",
       "      <td>-64.0</td>\n",
       "      <td>1140165.0</td>\n",
       "      <td>751711.0</td>\n",
       "      <td>377428.0</td>\n",
       "      <td>1129139.0</td>\n",
       "      <td>11026.0</td>\n",
       "      <td>0.976496</td>\n",
       "      <td>1372.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Hammersmith (Dist&amp;Picc Line)_0,Harrow-on-the-H...</td>\n",
       "      <td>8236.0</td>\n",
       "      <td>Hammersmith (Dist&amp;Picc Line)_0</td>\n",
       "      <td>Harrow-on-the-Hill_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>7728.0</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>13844.0</td>\n",
       "      <td>9866.0</td>\n",
       "      <td>3888.0</td>\n",
       "      <td>-90.0</td>\n",
       "      <td>811441.0</td>\n",
       "      <td>423275.0</td>\n",
       "      <td>377428.0</td>\n",
       "      <td>800703.0</td>\n",
       "      <td>10738.0</td>\n",
       "      <td>1.341072</td>\n",
       "      <td>1190.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Green Park_0,Mile End_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Green Park_0</td>\n",
       "      <td>Mile End_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>27164.0</td>\n",
       "      <td>14162.0</td>\n",
       "      <td>12874.0</td>\n",
       "      <td>-128.0</td>\n",
       "      <td>872900.0</td>\n",
       "      <td>476175.0</td>\n",
       "      <td>386054.0</td>\n",
       "      <td>862229.0</td>\n",
       "      <td>10671.0</td>\n",
       "      <td>1.237606</td>\n",
       "      <td>1204.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Liverpool Street_0,Green Park_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Liverpool Street_0</td>\n",
       "      <td>Green Park_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>28784.0</td>\n",
       "      <td>14510.0</td>\n",
       "      <td>14162.0</td>\n",
       "      <td>-112.0</td>\n",
       "      <td>1204173.0</td>\n",
       "      <td>718097.0</td>\n",
       "      <td>476175.0</td>\n",
       "      <td>1194272.0</td>\n",
       "      <td>9901.0</td>\n",
       "      <td>0.829041</td>\n",
       "      <td>1188.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>South Kensington_0,Harrow-on-the-Hill_0</td>\n",
       "      <td>8236.0</td>\n",
       "      <td>South Kensington_0</td>\n",
       "      <td>Harrow-on-the-Hill_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>7728.0</td>\n",
       "      <td>1100.0</td>\n",
       "      <td>16394.0</td>\n",
       "      <td>12720.0</td>\n",
       "      <td>3888.0</td>\n",
       "      <td>214.0</td>\n",
       "      <td>790854.0</td>\n",
       "      <td>405044.0</td>\n",
       "      <td>377428.0</td>\n",
       "      <td>782472.0</td>\n",
       "      <td>8382.0</td>\n",
       "      <td>1.071220</td>\n",
       "      <td>886.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Victoria_0,Bank_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Victoria_0</td>\n",
       "      <td>Bank_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>17630.0</td>\n",
       "      <td>9114.0</td>\n",
       "      <td>9290.0</td>\n",
       "      <td>774.0</td>\n",
       "      <td>1143533.0</td>\n",
       "      <td>698474.0</td>\n",
       "      <td>437083.0</td>\n",
       "      <td>1135557.0</td>\n",
       "      <td>7976.0</td>\n",
       "      <td>0.702387</td>\n",
       "      <td>302.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>London Bridge_0,Holborn_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>London Bridge_0</td>\n",
       "      <td>Holborn_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>12276.0</td>\n",
       "      <td>6844.0</td>\n",
       "      <td>5374.0</td>\n",
       "      <td>-58.0</td>\n",
       "      <td>1170361.0</td>\n",
       "      <td>785572.0</td>\n",
       "      <td>378007.0</td>\n",
       "      <td>1163579.0</td>\n",
       "      <td>6782.0</td>\n",
       "      <td>0.582857</td>\n",
       "      <td>1134.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>King's Cross St.Pancras_0,Bond Street_0</td>\n",
       "      <td>10606.0</td>\n",
       "      <td>King's Cross St.Pancras_0</td>\n",
       "      <td>Bond Street_0</td>\n",
       "      <td>10108.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1110.0</td>\n",
       "      <td>22064.0</td>\n",
       "      <td>7448.0</td>\n",
       "      <td>14564.0</td>\n",
       "      <td>-52.0</td>\n",
       "      <td>1970503.0</td>\n",
       "      <td>1560166.0</td>\n",
       "      <td>403892.0</td>\n",
       "      <td>1964058.0</td>\n",
       "      <td>6445.0</td>\n",
       "      <td>0.328147</td>\n",
       "      <td>1162.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>Oxford Circus_0,Hammersmith (Dist&amp;Picc Line)_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Oxford Circus_0</td>\n",
       "      <td>Hammersmith (Dist&amp;Picc Line)_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>21496.0</td>\n",
       "      <td>13760.0</td>\n",
       "      <td>9866.0</td>\n",
       "      <td>2130.0</td>\n",
       "      <td>1105142.0</td>\n",
       "      <td>675464.0</td>\n",
       "      <td>423275.0</td>\n",
       "      <td>1098739.0</td>\n",
       "      <td>6403.0</td>\n",
       "      <td>0.582759</td>\n",
       "      <td>-1054.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Euston_0,Baker Street_0</td>\n",
       "      <td>12876.0</td>\n",
       "      <td>Euston_0</td>\n",
       "      <td>Baker Street_0</td>\n",
       "      <td>12388.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1120.0</td>\n",
       "      <td>23082.0</td>\n",
       "      <td>3434.0</td>\n",
       "      <td>22484.0</td>\n",
       "      <td>2836.0</td>\n",
       "      <td>2244060.0</td>\n",
       "      <td>1177994.0</td>\n",
       "      <td>1059683.0</td>\n",
       "      <td>2237677.0</td>\n",
       "      <td>6383.0</td>\n",
       "      <td>0.285251</td>\n",
       "      <td>-1716.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>Canary Wharf_0,Holborn_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Canary Wharf_0</td>\n",
       "      <td>Holborn_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>9702.0</td>\n",
       "      <td>4276.0</td>\n",
       "      <td>5374.0</td>\n",
       "      <td>-52.0</td>\n",
       "      <td>1005383.0</td>\n",
       "      <td>623534.0</td>\n",
       "      <td>378007.0</td>\n",
       "      <td>1001541.0</td>\n",
       "      <td>3842.0</td>\n",
       "      <td>0.383609</td>\n",
       "      <td>1128.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Green Park_0,Holborn_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Green Park_0</td>\n",
       "      <td>Holborn_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>19262.0</td>\n",
       "      <td>14162.0</td>\n",
       "      <td>5374.0</td>\n",
       "      <td>274.0</td>\n",
       "      <td>857502.0</td>\n",
       "      <td>476175.0</td>\n",
       "      <td>378007.0</td>\n",
       "      <td>854182.0</td>\n",
       "      <td>3320.0</td>\n",
       "      <td>0.388676</td>\n",
       "      <td>802.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>London Bridge_0,Oxford Circus_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>London Bridge_0</td>\n",
       "      <td>Oxford Circus_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>20696.0</td>\n",
       "      <td>6844.0</td>\n",
       "      <td>13760.0</td>\n",
       "      <td>-92.0</td>\n",
       "      <td>1463618.0</td>\n",
       "      <td>785572.0</td>\n",
       "      <td>675464.0</td>\n",
       "      <td>1461036.0</td>\n",
       "      <td>2582.0</td>\n",
       "      <td>0.176724</td>\n",
       "      <td>1168.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Acton Town_0,Bond Street_0</td>\n",
       "      <td>7750.0</td>\n",
       "      <td>Acton Town_0</td>\n",
       "      <td>Bond Street_0</td>\n",
       "      <td>7240.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1098.0</td>\n",
       "      <td>17028.0</td>\n",
       "      <td>2716.0</td>\n",
       "      <td>14564.0</td>\n",
       "      <td>252.0</td>\n",
       "      <td>843285.0</td>\n",
       "      <td>436856.0</td>\n",
       "      <td>403892.0</td>\n",
       "      <td>840748.0</td>\n",
       "      <td>2537.0</td>\n",
       "      <td>0.301755</td>\n",
       "      <td>846.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Waterloo_0,Notting Hill Gate_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Waterloo_0</td>\n",
       "      <td>Notting Hill Gate_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>16528.0</td>\n",
       "      <td>8146.0</td>\n",
       "      <td>8738.0</td>\n",
       "      <td>356.0</td>\n",
       "      <td>983186.0</td>\n",
       "      <td>585551.0</td>\n",
       "      <td>395414.0</td>\n",
       "      <td>980965.0</td>\n",
       "      <td>2221.0</td>\n",
       "      <td>0.226410</td>\n",
       "      <td>720.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Oxford Circus_0,Canary Wharf_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Oxford Circus_0</td>\n",
       "      <td>Canary Wharf_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>18092.0</td>\n",
       "      <td>13760.0</td>\n",
       "      <td>4276.0</td>\n",
       "      <td>-56.0</td>\n",
       "      <td>1301111.0</td>\n",
       "      <td>675464.0</td>\n",
       "      <td>623534.0</td>\n",
       "      <td>1298998.0</td>\n",
       "      <td>2113.0</td>\n",
       "      <td>0.162664</td>\n",
       "      <td>1132.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Bank_0,South Kensington_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Bank_0</td>\n",
       "      <td>South Kensington_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>19934.0</td>\n",
       "      <td>9290.0</td>\n",
       "      <td>12720.0</td>\n",
       "      <td>2076.0</td>\n",
       "      <td>844203.0</td>\n",
       "      <td>437083.0</td>\n",
       "      <td>405044.0</td>\n",
       "      <td>842127.0</td>\n",
       "      <td>2076.0</td>\n",
       "      <td>0.246519</td>\n",
       "      <td>-1000.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Baker Street_0,Bank_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Baker Street_0</td>\n",
       "      <td>Bank_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>29840.0</td>\n",
       "      <td>22484.0</td>\n",
       "      <td>9290.0</td>\n",
       "      <td>1934.0</td>\n",
       "      <td>1498194.0</td>\n",
       "      <td>1059683.0</td>\n",
       "      <td>437083.0</td>\n",
       "      <td>1496766.0</td>\n",
       "      <td>1428.0</td>\n",
       "      <td>0.095406</td>\n",
       "      <td>-858.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>South Kensington_0,Holborn_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>South Kensington_0</td>\n",
       "      <td>Holborn_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>17828.0</td>\n",
       "      <td>12720.0</td>\n",
       "      <td>5374.0</td>\n",
       "      <td>266.0</td>\n",
       "      <td>784288.0</td>\n",
       "      <td>405044.0</td>\n",
       "      <td>378007.0</td>\n",
       "      <td>783051.0</td>\n",
       "      <td>1237.0</td>\n",
       "      <td>0.157972</td>\n",
       "      <td>810.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>South Kensington_0,Mile End_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>South Kensington_0</td>\n",
       "      <td>Mile End_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>23820.0</td>\n",
       "      <td>12720.0</td>\n",
       "      <td>12874.0</td>\n",
       "      <td>1774.0</td>\n",
       "      <td>792311.0</td>\n",
       "      <td>405044.0</td>\n",
       "      <td>386054.0</td>\n",
       "      <td>791098.0</td>\n",
       "      <td>1213.0</td>\n",
       "      <td>0.153331</td>\n",
       "      <td>-698.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Bank_0,Hammersmith (Dist&amp;Picc Line)_0</td>\n",
       "      <td>2140.0</td>\n",
       "      <td>Bank_0</td>\n",
       "      <td>Hammersmith (Dist&amp;Picc Line)_0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1076.0</td>\n",
       "      <td>17810.0</td>\n",
       "      <td>9290.0</td>\n",
       "      <td>9866.0</td>\n",
       "      <td>1346.0</td>\n",
       "      <td>860892.0</td>\n",
       "      <td>437083.0</td>\n",
       "      <td>423275.0</td>\n",
       "      <td>860358.0</td>\n",
       "      <td>534.0</td>\n",
       "      <td>0.062067</td>\n",
       "      <td>-270.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Wembley Park_0,Notting Hill Gate_0</td>\n",
       "      <td>4236.0</td>\n",
       "      <td>Wembley Park_0</td>\n",
       "      <td>Notting Hill Gate_0</td>\n",
       "      <td>3712.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1084.0</td>\n",
       "      <td>18124.0</td>\n",
       "      <td>9770.0</td>\n",
       "      <td>8738.0</td>\n",
       "      <td>384.0</td>\n",
       "      <td>890984.0</td>\n",
       "      <td>495062.0</td>\n",
       "      <td>395414.0</td>\n",
       "      <td>890476.0</td>\n",
       "      <td>508.0</td>\n",
       "      <td>0.057048</td>\n",
       "      <td>700.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Earl's Court_0,Oxford Circus_0</td>\n",
       "      <td>6268.0</td>\n",
       "      <td>Earl's Court_0</td>\n",
       "      <td>Oxford Circus_0</td>\n",
       "      <td>5752.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1092.0</td>\n",
       "      <td>20920.0</td>\n",
       "      <td>10310.0</td>\n",
       "      <td>13760.0</td>\n",
       "      <td>3150.0</td>\n",
       "      <td>1427672.0</td>\n",
       "      <td>751711.0</td>\n",
       "      <td>675464.0</td>\n",
       "      <td>1427175.0</td>\n",
       "      <td>497.0</td>\n",
       "      <td>0.034824</td>\n",
       "      <td>-2058.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Earl's Court_0,Bank_0</td>\n",
       "      <td>6268.0</td>\n",
       "      <td>Earl's Court_0</td>\n",
       "      <td>Bank_0</td>\n",
       "      <td>5752.0</td>\n",
       "      <td>1608.0</td>\n",
       "      <td>1092.0</td>\n",
       "      <td>17654.0</td>\n",
       "      <td>10310.0</td>\n",
       "      <td>9290.0</td>\n",
       "      <td>1946.0</td>\n",
       "      <td>1189115.0</td>\n",
       "      <td>751711.0</td>\n",
       "      <td>437083.0</td>\n",
       "      <td>1188794.0</td>\n",
       "      <td>321.0</td>\n",
       "      <td>0.027002</td>\n",
       "      <td>-854.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>81 rows × 18 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                              station  broken_A_or_B  \\\n",
       "0                          London Bridge_0,Mile End_0        20590.0   \n",
       "1                           Canary Wharf_0,Mile End_0        19468.0   \n",
       "2              South Kensington_0,Notting Hill Gate_0         2140.0   \n",
       "3                               West Ham_0,Mile End_0        18946.0   \n",
       "4                  Baker Street_0,Notting Hill Gate_0        14620.0   \n",
       "5                          London Bridge_0,West Ham_0        10726.0   \n",
       "6                  Earl's Court_0,Notting Hill Gate_0         6268.0   \n",
       "7   Hammersmith (Dist&Picc Line)_0,Notting Hill Ga...         2140.0   \n",
       "8                    Acton Town_0,Notting Hill Gate_0         7750.0   \n",
       "9                                    Bank_0,Holborn_0         3196.0   \n",
       "10                        Earl's Court_0,Acton Town_0        16442.0   \n",
       "11                 London Bridge_0,Liverpool Street_0         2140.0   \n",
       "12                   King's Cross St.Pancras_0,Bank_0        10606.0   \n",
       "13                             Stockwell_0,Victoria_0         8294.0   \n",
       "14                    Green Park_0,South Kensington_0         3196.0   \n",
       "15                  Liverpool Street_0,Canary Wharf_0         2140.0   \n",
       "16                   South Kensington_0,Bond Street_0         2140.0   \n",
       "17                              Victoria_0,Waterloo_0         2140.0   \n",
       "18                          Canary Wharf_0,West Ham_0         9244.0   \n",
       "19                                  Waterloo_0,Bank_0         2140.0   \n",
       "20                        Baker Street_0,Acton Town_0         7750.0   \n",
       "21                  Baker Street_0,South Kensington_0         2140.0   \n",
       "22                  Bond Street_0,Notting Hill Gate_0         3718.0   \n",
       "23      Baker Street_0,Hammersmith (Dist&Picc Line)_0         2140.0   \n",
       "24                       Finchley Road_0,Acton Town_0         7750.0   \n",
       "25                               Waterloo_0,Holborn_0         2140.0   \n",
       "26                      Baker Street_0,Earl's Court_0         6268.0   \n",
       "27     Finchley Road_0,Hammersmith (Dist&Picc Line)_0         2140.0   \n",
       "28                              Waterloo_0,Mile End_0         2140.0   \n",
       "29                 Finchley Road_0,South Kensington_0         2140.0   \n",
       "..                                                ...            ...   \n",
       "51                            Victoria_0,Green Park_0         2140.0   \n",
       "52                  Acton Town_0,Harrow-on-the-Hill_0        13582.0   \n",
       "53                           Victoria_0,Bond Street_0         2140.0   \n",
       "54                      Liverpool Street_0,Waterloo_0         2140.0   \n",
       "55        Acton Town_0,Hammersmith (Dist&Picc Line)_0        11222.0   \n",
       "56                                Green Park_0,Bank_0         2140.0   \n",
       "57                Earl's Court_0,Harrow-on-the-Hill_0        12172.0   \n",
       "58  Hammersmith (Dist&Picc Line)_0,Harrow-on-the-H...         8236.0   \n",
       "59                            Green Park_0,Mile End_0         2140.0   \n",
       "60                    Liverpool Street_0,Green Park_0         2140.0   \n",
       "61            South Kensington_0,Harrow-on-the-Hill_0         8236.0   \n",
       "62                                  Victoria_0,Bank_0         2140.0   \n",
       "63                          London Bridge_0,Holborn_0         2140.0   \n",
       "64            King's Cross St.Pancras_0,Bond Street_0        10606.0   \n",
       "65     Oxford Circus_0,Hammersmith (Dist&Picc Line)_0         2140.0   \n",
       "66                            Euston_0,Baker Street_0        12876.0   \n",
       "67                           Canary Wharf_0,Holborn_0         2140.0   \n",
       "68                             Green Park_0,Holborn_0         2140.0   \n",
       "69                    London Bridge_0,Oxford Circus_0         2140.0   \n",
       "70                         Acton Town_0,Bond Street_0         7750.0   \n",
       "71                     Waterloo_0,Notting Hill Gate_0         2140.0   \n",
       "72                     Oxford Circus_0,Canary Wharf_0         2140.0   \n",
       "73                          Bank_0,South Kensington_0         2140.0   \n",
       "74                              Baker Street_0,Bank_0         2140.0   \n",
       "75                       South Kensington_0,Holborn_0         2140.0   \n",
       "76                      South Kensington_0,Mile End_0         2140.0   \n",
       "77              Bank_0,Hammersmith (Dist&Picc Line)_0         2140.0   \n",
       "78                 Wembley Park_0,Notting Hill Gate_0         4236.0   \n",
       "79                     Earl's Court_0,Oxford Circus_0         6268.0   \n",
       "80                              Earl's Court_0,Bank_0         6268.0   \n",
       "\n",
       "                         station_A                       station_B  broken_A  \\\n",
       "0                  London Bridge_0                      Mile End_0    1608.0   \n",
       "1                   Canary Wharf_0                      Mile End_0    1608.0   \n",
       "2               South Kensington_0             Notting Hill Gate_0    1608.0   \n",
       "3                       West Ham_0                      Mile End_0    7728.0   \n",
       "4                   Baker Street_0             Notting Hill Gate_0    1608.0   \n",
       "5                  London Bridge_0                      West Ham_0    1608.0   \n",
       "6                   Earl's Court_0             Notting Hill Gate_0    5752.0   \n",
       "7   Hammersmith (Dist&Picc Line)_0             Notting Hill Gate_0    1608.0   \n",
       "8                     Acton Town_0             Notting Hill Gate_0    7240.0   \n",
       "9                           Bank_0                       Holborn_0    1608.0   \n",
       "10                  Earl's Court_0                    Acton Town_0    5752.0   \n",
       "11                 London Bridge_0              Liverpool Street_0    1608.0   \n",
       "12       King's Cross St.Pancras_0                          Bank_0   10108.0   \n",
       "13                     Stockwell_0                      Victoria_0    6766.0   \n",
       "14                    Green Park_0              South Kensington_0    1608.0   \n",
       "15              Liverpool Street_0                  Canary Wharf_0    1608.0   \n",
       "16              South Kensington_0                   Bond Street_0    1608.0   \n",
       "17                      Victoria_0                      Waterloo_0    1608.0   \n",
       "18                  Canary Wharf_0                      West Ham_0    1608.0   \n",
       "19                      Waterloo_0                          Bank_0    1608.0   \n",
       "20                  Baker Street_0                    Acton Town_0    1608.0   \n",
       "21                  Baker Street_0              South Kensington_0    1608.0   \n",
       "22                   Bond Street_0             Notting Hill Gate_0    1608.0   \n",
       "23                  Baker Street_0  Hammersmith (Dist&Picc Line)_0    1608.0   \n",
       "24                 Finchley Road_0                    Acton Town_0    1608.0   \n",
       "25                      Waterloo_0                       Holborn_0    1608.0   \n",
       "26                  Baker Street_0                  Earl's Court_0    1608.0   \n",
       "27                 Finchley Road_0  Hammersmith (Dist&Picc Line)_0    1608.0   \n",
       "28                      Waterloo_0                      Mile End_0    1608.0   \n",
       "29                 Finchley Road_0              South Kensington_0    1608.0   \n",
       "..                             ...                             ...       ...   \n",
       "51                      Victoria_0                    Green Park_0    1608.0   \n",
       "52                    Acton Town_0            Harrow-on-the-Hill_0    7240.0   \n",
       "53                      Victoria_0                   Bond Street_0    1608.0   \n",
       "54              Liverpool Street_0                      Waterloo_0    1608.0   \n",
       "55                    Acton Town_0  Hammersmith (Dist&Picc Line)_0    7240.0   \n",
       "56                    Green Park_0                          Bank_0    1608.0   \n",
       "57                  Earl's Court_0            Harrow-on-the-Hill_0    5752.0   \n",
       "58  Hammersmith (Dist&Picc Line)_0            Harrow-on-the-Hill_0    1608.0   \n",
       "59                    Green Park_0                      Mile End_0    1608.0   \n",
       "60              Liverpool Street_0                    Green Park_0    1608.0   \n",
       "61              South Kensington_0            Harrow-on-the-Hill_0    1608.0   \n",
       "62                      Victoria_0                          Bank_0    1608.0   \n",
       "63                 London Bridge_0                       Holborn_0    1608.0   \n",
       "64       King's Cross St.Pancras_0                   Bond Street_0   10108.0   \n",
       "65                 Oxford Circus_0  Hammersmith (Dist&Picc Line)_0    1608.0   \n",
       "66                        Euston_0                  Baker Street_0   12388.0   \n",
       "67                  Canary Wharf_0                       Holborn_0    1608.0   \n",
       "68                    Green Park_0                       Holborn_0    1608.0   \n",
       "69                 London Bridge_0                 Oxford Circus_0    1608.0   \n",
       "70                    Acton Town_0                   Bond Street_0    7240.0   \n",
       "71                      Waterloo_0             Notting Hill Gate_0    1608.0   \n",
       "72                 Oxford Circus_0                  Canary Wharf_0    1608.0   \n",
       "73                          Bank_0              South Kensington_0    1608.0   \n",
       "74                  Baker Street_0                          Bank_0    1608.0   \n",
       "75              South Kensington_0                       Holborn_0    1608.0   \n",
       "76              South Kensington_0                      Mile End_0    1608.0   \n",
       "77                          Bank_0  Hammersmith (Dist&Picc Line)_0    1608.0   \n",
       "78                  Wembley Park_0             Notting Hill Gate_0    3712.0   \n",
       "79                  Earl's Court_0                 Oxford Circus_0    5752.0   \n",
       "80                  Earl's Court_0                          Bank_0    5752.0   \n",
       "\n",
       "    broken_B  broken_A_and_B  delay_A_or_B  delay_A  delay_B  delay_A_and_B  \\\n",
       "0     1608.0        -17374.0         836.0   6844.0  12874.0        18882.0   \n",
       "1     1608.0        -16252.0         152.0   4276.0  12874.0        16998.0   \n",
       "2     1608.0          1076.0       20852.0  12720.0   8738.0          606.0   \n",
       "3     1608.0         -9610.0         102.0    270.0  12874.0        13042.0   \n",
       "4     1608.0        -11404.0       18284.0  22484.0   8738.0        12938.0   \n",
       "5     7728.0         -1390.0        1406.0   6844.0    270.0         5708.0   \n",
       "6     1608.0          1092.0       16658.0  10310.0   8738.0         2390.0   \n",
       "7     1608.0          1076.0       17218.0   9866.0   8738.0         1386.0   \n",
       "8     1608.0          1098.0       10636.0   2716.0   8738.0          818.0   \n",
       "9     1608.0            20.0        9282.0   9290.0   5374.0         5382.0   \n",
       "10    7240.0         -3450.0        1686.0  10310.0   2716.0        11340.0   \n",
       "11    1608.0          1076.0       20672.0   6844.0  14510.0          682.0   \n",
       "12    1608.0          1110.0       17110.0   7448.0   9290.0         -372.0   \n",
       "13    1608.0            80.0        4300.0    168.0   9114.0         4982.0   \n",
       "14    1608.0            20.0       20554.0  14162.0  12720.0         6328.0   \n",
       "15    1608.0          1076.0       19112.0  14510.0   4276.0         -326.0   \n",
       "16    1608.0          1076.0       26464.0  12720.0  14564.0          820.0   \n",
       "17    1608.0          1076.0       15568.0   9114.0   8146.0         1692.0   \n",
       "18    7728.0            92.0          94.0   4276.0    270.0         4452.0   \n",
       "19    1608.0          1076.0       16178.0   8146.0   9290.0         1258.0   \n",
       "20    7240.0          1098.0       24938.0  22484.0   2716.0          262.0   \n",
       "21    1608.0          1076.0       34278.0  22484.0  12720.0          926.0   \n",
       "22    1608.0          -502.0       17848.0  14564.0   8738.0         5454.0   \n",
       "23    1608.0          1076.0       31788.0  22484.0   9866.0          562.0   \n",
       "24    7240.0          1098.0       16594.0  14002.0   2716.0          124.0   \n",
       "25    1608.0          1076.0       15112.0   8146.0   5374.0        -1592.0   \n",
       "26    5752.0          1092.0       31546.0  22484.0  10310.0         1248.0   \n",
       "27    1608.0          1076.0       23538.0  14002.0   9866.0          330.0   \n",
       "28    1608.0          1076.0       20384.0   8146.0  12874.0          636.0   \n",
       "29    1608.0          1076.0       25698.0  14002.0  12720.0         1024.0   \n",
       "..       ...             ...           ...      ...      ...            ...   \n",
       "51    1608.0          1076.0       21406.0   9114.0  14162.0         1870.0   \n",
       "52    7728.0          1386.0        6414.0   2716.0   3888.0          190.0   \n",
       "53    1608.0          1076.0       22566.0   9114.0  14564.0         1112.0   \n",
       "54    1608.0          1076.0       21940.0  14510.0   8146.0          716.0   \n",
       "55    1608.0         -2374.0        2058.0   2716.0   9866.0        10524.0   \n",
       "56    1608.0          1076.0       23302.0  14162.0   9290.0          150.0   \n",
       "57    7728.0          1308.0       14262.0  10310.0   3888.0          -64.0   \n",
       "58    7728.0          1100.0       13844.0   9866.0   3888.0          -90.0   \n",
       "59    1608.0          1076.0       27164.0  14162.0  12874.0         -128.0   \n",
       "60    1608.0          1076.0       28784.0  14510.0  14162.0         -112.0   \n",
       "61    7728.0          1100.0       16394.0  12720.0   3888.0          214.0   \n",
       "62    1608.0          1076.0       17630.0   9114.0   9290.0          774.0   \n",
       "63    1608.0          1076.0       12276.0   6844.0   5374.0          -58.0   \n",
       "64    1608.0          1110.0       22064.0   7448.0  14564.0          -52.0   \n",
       "65    1608.0          1076.0       21496.0  13760.0   9866.0         2130.0   \n",
       "66    1608.0          1120.0       23082.0   3434.0  22484.0         2836.0   \n",
       "67    1608.0          1076.0        9702.0   4276.0   5374.0          -52.0   \n",
       "68    1608.0          1076.0       19262.0  14162.0   5374.0          274.0   \n",
       "69    1608.0          1076.0       20696.0   6844.0  13760.0          -92.0   \n",
       "70    1608.0          1098.0       17028.0   2716.0  14564.0          252.0   \n",
       "71    1608.0          1076.0       16528.0   8146.0   8738.0          356.0   \n",
       "72    1608.0          1076.0       18092.0  13760.0   4276.0          -56.0   \n",
       "73    1608.0          1076.0       19934.0   9290.0  12720.0         2076.0   \n",
       "74    1608.0          1076.0       29840.0  22484.0   9290.0         1934.0   \n",
       "75    1608.0          1076.0       17828.0  12720.0   5374.0          266.0   \n",
       "76    1608.0          1076.0       23820.0  12720.0  12874.0         1774.0   \n",
       "77    1608.0          1076.0       17810.0   9290.0   9866.0         1346.0   \n",
       "78    1608.0          1084.0       18124.0   9770.0   8738.0          384.0   \n",
       "79    1608.0          1092.0       20920.0  10310.0  13760.0         3150.0   \n",
       "80    1608.0          1092.0       17654.0  10310.0   9290.0         1946.0   \n",
       "\n",
       "        delay    delay_0    delay_1        sum    synergy  percent(%)    minus  \n",
       "0   2688772.0   785572.0   386054.0  1171626.0  1517146.0  129.490640 -36256.0  \n",
       "1   2262734.0   623534.0   386054.0  1009588.0  1253146.0  124.124494 -33250.0  \n",
       "2   1835935.0   405044.0   395414.0   800458.0  1035477.0  129.360566    470.0  \n",
       "3   1682607.0   598877.0   386054.0   984931.0   697676.0   70.835013 -22652.0  \n",
       "4   2012482.0  1059683.0   395414.0  1455097.0   557385.0   38.305694 -24342.0  \n",
       "5   1896222.0   785572.0   598877.0  1384449.0   511773.0   36.965825  -7098.0  \n",
       "6   1613057.0   751711.0   395414.0  1147125.0   465932.0   40.617370  -1298.0  \n",
       "7   1260758.0   423275.0   395414.0   818689.0   442069.0   53.997183   -310.0  \n",
       "8   1108185.0   436856.0   395414.0   832270.0   275915.0   33.152102    280.0  \n",
       "9   1085676.0   437083.0   378007.0   815090.0   270586.0   33.197070  -5362.0  \n",
       "10  1421440.0   751711.0   436856.0  1188567.0   232873.0   19.592753 -14790.0  \n",
       "11  1672135.0   785572.0   718097.0  1503669.0   168466.0   11.203663    394.0  \n",
       "12  2148828.0  1560166.0   437083.0  1997249.0   151579.0    7.589389   1482.0  \n",
       "13  1961078.0  1135985.0   698474.0  1834459.0   126619.0    6.902253  -4902.0  \n",
       "14  1007031.0   476175.0   405044.0   881219.0   125812.0   14.277041  -6308.0  \n",
       "15  1465070.0   718097.0   623534.0  1341631.0   123439.0    9.200667   1402.0  \n",
       "16   914757.0   405044.0   403892.0   808936.0   105821.0   13.081505    256.0  \n",
       "17  1378649.0   698474.0   585551.0  1284025.0    94624.0    7.369327   -616.0  \n",
       "18  1315307.0   623534.0   598877.0  1222411.0    92896.0    7.599408  -4360.0  \n",
       "19  1113180.0   585551.0   437083.0  1022634.0    90546.0    8.854194   -182.0  \n",
       "20  1580076.0  1059683.0   436856.0  1496539.0    83537.0    5.582013    836.0  \n",
       "21  1545500.0  1059683.0   405044.0  1464727.0    80773.0    5.514543    150.0  \n",
       "22   880056.0   403892.0   395414.0   799306.0    80750.0   10.102514  -5956.0  \n",
       "23  1561857.0  1059683.0   423275.0  1482958.0    78899.0    5.320380    514.0  \n",
       "24  1259559.0   752961.0   436856.0  1189817.0    69742.0    5.861574    974.0  \n",
       "25  1032664.0   585551.0   378007.0   963558.0    69106.0    7.171961   2668.0  \n",
       "26  1877440.0  1059683.0   751711.0  1811394.0    66046.0    3.646142   -156.0  \n",
       "27  1241620.0   752961.0   423275.0  1176236.0    65384.0    5.558748    746.0  \n",
       "28  1030587.0   585551.0   386054.0   971605.0    58982.0    6.070574    440.0  \n",
       "29  1216255.0   752961.0   405044.0  1158005.0    58250.0    5.030203     52.0  \n",
       "..        ...        ...        ...        ...        ...         ...      ...  \n",
       "51  1187010.0   698474.0   476175.0  1174649.0    12361.0    1.052314   -794.0  \n",
       "52   825927.0   436856.0   377428.0   814284.0    11643.0    1.429845   1196.0  \n",
       "53  1113928.0   698474.0   403892.0  1102366.0    11562.0    1.048835    -36.0  \n",
       "54  1314984.0   718097.0   585551.0  1303648.0    11336.0    0.869560    360.0  \n",
       "55   871393.0   436856.0   423275.0   860131.0    11262.0    1.309335 -12898.0  \n",
       "56   924430.0   476175.0   437083.0   913258.0    11172.0    1.223313    926.0  \n",
       "57  1140165.0   751711.0   377428.0  1129139.0    11026.0    0.976496   1372.0  \n",
       "58   811441.0   423275.0   377428.0   800703.0    10738.0    1.341072   1190.0  \n",
       "59   872900.0   476175.0   386054.0   862229.0    10671.0    1.237606   1204.0  \n",
       "60  1204173.0   718097.0   476175.0  1194272.0     9901.0    0.829041   1188.0  \n",
       "61   790854.0   405044.0   377428.0   782472.0     8382.0    1.071220    886.0  \n",
       "62  1143533.0   698474.0   437083.0  1135557.0     7976.0    0.702387    302.0  \n",
       "63  1170361.0   785572.0   378007.0  1163579.0     6782.0    0.582857   1134.0  \n",
       "64  1970503.0  1560166.0   403892.0  1964058.0     6445.0    0.328147   1162.0  \n",
       "65  1105142.0   675464.0   423275.0  1098739.0     6403.0    0.582759  -1054.0  \n",
       "66  2244060.0  1177994.0  1059683.0  2237677.0     6383.0    0.285251  -1716.0  \n",
       "67  1005383.0   623534.0   378007.0  1001541.0     3842.0    0.383609   1128.0  \n",
       "68   857502.0   476175.0   378007.0   854182.0     3320.0    0.388676    802.0  \n",
       "69  1463618.0   785572.0   675464.0  1461036.0     2582.0    0.176724   1168.0  \n",
       "70   843285.0   436856.0   403892.0   840748.0     2537.0    0.301755    846.0  \n",
       "71   983186.0   585551.0   395414.0   980965.0     2221.0    0.226410    720.0  \n",
       "72  1301111.0   675464.0   623534.0  1298998.0     2113.0    0.162664   1132.0  \n",
       "73   844203.0   437083.0   405044.0   842127.0     2076.0    0.246519  -1000.0  \n",
       "74  1498194.0  1059683.0   437083.0  1496766.0     1428.0    0.095406   -858.0  \n",
       "75   784288.0   405044.0   378007.0   783051.0     1237.0    0.157972    810.0  \n",
       "76   792311.0   405044.0   386054.0   791098.0     1213.0    0.153331   -698.0  \n",
       "77   860892.0   437083.0   423275.0   860358.0      534.0    0.062067   -270.0  \n",
       "78   890984.0   495062.0   395414.0   890476.0      508.0    0.057048    700.0  \n",
       "79  1427672.0   751711.0   675464.0  1427175.0      497.0    0.034824  -2058.0  \n",
       "80  1189115.0   751711.0   437083.0  1188794.0      321.0    0.027002   -854.0  \n",
       "\n",
       "[81 rows x 18 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "positive"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/rh/anaconda/root/lib/python2.7/site-packages/ipykernel/__main__.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  if __name__ == '__main__':\n"
     ]
    }
   ],
   "source": [
    "positive['minus'] = positive['broken_A_and_B'] - positive['delay_A_and_B']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fc22a95e790>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc22a9874d0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(positive['percent(%)'],positive['broken_A_and_B'])\n",
    "plt.scatter(positive['percent(%)'],positive['delay_A_and_B'])\n",
    "plt.xlabel('Relative Synergy(%)')\n",
    "plt.ylabel('Number of path difference')\n",
    "# plt.title('Relative Synergy VS Relative Betweenness (London)',fontsize=10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.text.Text at 0x7fc22a9e0e50>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fc22a87c050>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.scatter(info['synergy'],info['minus'])\n",
    "# plt.scatter(positive['percent(%)'],positive['delay_A_and_B'])\n",
    "plt.xlabel('Relative Synergy(%)')\n",
    "plt.ylabel('Number of path difference')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.14"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}