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| { | |
| "metadata": { | |
| "name": "", | |
| "signature": "sha256:404a803dcb54f774776c8535f9eeeebd501538284e0d0285467c2655c5cdde21" | |
| }, | |
| "nbformat": 3, | |
| "nbformat_minor": 0, | |
| "worksheets": [ | |
| { | |
| "cells": [ | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "# Inter-Country Flight Routes" | |
| ] | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Data from OpenFlights\n", | |
| "http://datahub.io/dataset/open-flights" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "import pandas as pd\n", | |
| "%cd 'C:\\Users\\Alexander\\Documents\\School\\CSE 6730\\Project 2\\EbolaSimCode'" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "output_type": "stream", | |
| "stream": "stdout", | |
| "text": [ | |
| "C:\\Users\\Alexander\\Documents\\School\\CSE 6730\\Project 2\\EbolaSimCode\n" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 1 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "df = pd.read_csv('airports.dat', index_col = False)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 2 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "## Countries considered:" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "countries = ['Guinea', 'Liberia', 'Sierra Leone', 'Nigeria','Senegal','Mali']" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 3 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "rel_airports = df.loc[df['Country'].isin(countries)]\n", | |
| "aID = rel_airports.ID.tolist()\n", | |
| "aID = [e.astype(str) for e in aID]\n", | |
| "routes = pd.read_csv('routes.dat', index_col = False)\n", | |
| "routes[['SourceAirportID', 'DestAirportID']] = routes[['SourceAirportID', 'DestAirportID']].astype(str)\n", | |
| "rel_routes = routes.loc[routes['SourceAirportID'].isin(aID) | routes['DestAirportID'].isin(aID)]\n", | |
| "#rel_routes = rel_routes.loc[rel_routes['DestAirportID'].isin(aID)]" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 4 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "len(rel_routes.index)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 5, | |
| "text": [ | |
| "438" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 5 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Need to remove routes that are intra-country" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "#rel_routes = rel_routes.loc[rel_airports['Country'][rel_airports['ID'][rel_routes['SourceAirportID']]] !=rel_airports['Country'][rel_airports['ID'][rel_routes['DestAirportID']]]]\n", | |
| "\n", | |
| "valid_idx = []\n", | |
| "source_countries = []\n", | |
| "dest_countries = []\n", | |
| "for i in range(len(rel_routes.index)):\n", | |
| " source_i = rel_routes['SourceAirportID'].iloc[i]\n", | |
| " dest_i = rel_routes['DestAirportID'].iloc[i]\n", | |
| " try:\n", | |
| " source_i = int(source_i)\n", | |
| " dest_i = int(dest_i)\n", | |
| " except:\n", | |
| " pass\n", | |
| " if type(source_i) == int and type(dest_i)==int:\n", | |
| " try:\n", | |
| " source_country = df.loc[df['ID'] == source_i]['Country'].iloc[0]\n", | |
| " dest_country = df.loc[df['ID'] == dest_i]['Country'].iloc[0]\n", | |
| " if source_country != dest_country:\n", | |
| " valid_idx.append(i)\n", | |
| " source_countries.append(source_country)\n", | |
| " dest_countries.append(dest_country)\n", | |
| " except:\n", | |
| " pass\n", | |
| " \n", | |
| "rel_routes = rel_routes.iloc[valid_idx]\n", | |
| "rel_routes['SourceCountry'] = pd.Series(source_countries, index=rel_routes.index)\n", | |
| "rel_routes['DestCountry'] = pd.Series(dest_countries, index=rel_routes.index)\n", | |
| "rel_routes.drop_duplicates(subset=['SourceAirport','DestAirport'], inplace=True)\n", | |
| "rel_routes['MeanPeriod'] = pd.Series([-1]*len(rel_routes.index), index=rel_routes.index)\n", | |
| "rel_routes['StdPeriod'] = pd.Series([-1]*len(rel_routes.index), index=rel_routes.index)\n", | |
| "rel_routes['Seats'] = pd.Series([-1]*len(rel_routes.index), index=rel_routes.index)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 6 | |
| }, | |
| { | |
| "cell_type": "markdown", | |
| "metadata": {}, | |
| "source": [ | |
| "### Total number of inter-country routes" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "len(rel_routes.index)" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 7, | |
| "text": [ | |
| "220" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 7 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "rel_routes.to_csv('ebola-sim/relevant_routes.csv')" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [], | |
| "prompt_number": 8 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "r = pd.read_csv('ebola-sim/relevant_routes.csv')\n", | |
| "r" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "html": [ | |
| "<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n", | |
| "<table border=\"1\" class=\"dataframe\">\n", | |
| " <thead>\n", | |
| " <tr style=\"text-align: right;\">\n", | |
| " <th></th>\n", | |
| " <th>Unnamed: 0</th>\n", | |
| " <th>Airline</th>\n", | |
| " <th>AirlineID</th>\n", | |
| " <th>SourceAirport</th>\n", | |
| " <th>SourceAirportID</th>\n", | |
| " <th>DestAirport</th>\n", | |
| " <th>DestAirportID</th>\n", | |
| " <th>Codeshare</th>\n", | |
| " <th>Stops</th>\n", | |
| " <th>Equipment</th>\n", | |
| " <th>SourceCountry</th>\n", | |
| " <th>DestCountry</th>\n", | |
| " <th>MeanPeriod</th>\n", | |
| " <th>StdPeriod</th>\n", | |
| " <th>Seats</th>\n", | |
| " </tr>\n", | |
| " </thead>\n", | |
| " <tbody>\n", | |
| " <tr>\n", | |
| " <th>0</th>\n", | |
| " <td>84</td>\n", | |
| " <td>2J</td>\n", | |
| " <td>470</td>\n", | |
| " <td>BKO</td>\n", | |
| " <td>1044</td>\n", | |
| " <td>ABJ</td>\n", | |
| " <td>253</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>M87</td>\n", | |
| " <td>Mali</td>\n", | |
| " <td>Cote d'Ivoire</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>1</th>\n", | |
| " <td>85</td>\n", | |
| " <td>2J</td>\n", | |
| " <td>470</td>\n", | |
| " <td>BKO</td>\n", | |
| " <td>1044</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>M87</td>\n", | |
| " <td>Mali</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>2</th>\n", | |
| " <td>86</td>\n", | |
| " <td>2J</td>\n", | |
| " <td>470</td>\n", | |
| " <td>BKO</td>\n", | |
| " <td>1044</td>\n", | |
| " <td>OUA</td>\n", | |
| " <td>246</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>CRJ</td>\n", | |
| " <td>Mali</td>\n", | |
| " <td>Burkina Faso</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>3</th>\n", | |
| " <td>91</td>\n", | |
| " <td>2J</td>\n", | |
| " <td>470</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>BKO</td>\n", | |
| " <td>1044</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>M87</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>Mali</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>4</th>\n", | |
| " <td>92</td>\n", | |
| " <td>2J</td>\n", | |
| " <td>470</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>OUA</td>\n", | |
| " <td>246</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>M87</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>Burkina Faso</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>5</th>\n", | |
| " <td>97</td>\n", | |
| " <td>2J</td>\n", | |
| " <td>470</td>\n", | |
| " <td>OUA</td>\n", | |
| " <td>246</td>\n", | |
| " <td>BKO</td>\n", | |
| " <td>1044</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>M87 CRJ</td>\n", | |
| " <td>Burkina Faso</td>\n", | |
| " <td>Mali</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>6</th>\n", | |
| " <td>100</td>\n", | |
| " <td>2J</td>\n", | |
| " <td>470</td>\n", | |
| " <td>OUA</td>\n", | |
| " <td>246</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>M87</td>\n", | |
| " <td>Burkina Faso</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>7</th>\n", | |
| " <td>282</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>ACC</td>\n", | |
| " <td>248</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Ghana</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>8</th>\n", | |
| " <td>283</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>ACC</td>\n", | |
| " <td>248</td>\n", | |
| " <td>LOS</td>\n", | |
| " <td>273</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Ghana</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>9</th>\n", | |
| " <td>284</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>ACC</td>\n", | |
| " <td>248</td>\n", | |
| " <td>ROB</td>\n", | |
| " <td>1063</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Ghana</td>\n", | |
| " <td>Liberia</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>10</th>\n", | |
| " <td>287</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>BJL</td>\n", | |
| " <td>1050</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Gambia</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>11</th>\n", | |
| " <td>288</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>BJL</td>\n", | |
| " <td>1050</td>\n", | |
| " <td>FNA</td>\n", | |
| " <td>1059</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Gambia</td>\n", | |
| " <td>Sierra Leone</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>12</th>\n", | |
| " <td>289</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>CKY</td>\n", | |
| " <td>4162</td>\n", | |
| " <td>OXB</td>\n", | |
| " <td>5665</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Guinea</td>\n", | |
| " <td>Guinea-Bissau</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>13</th>\n", | |
| " <td>290</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>ACC</td>\n", | |
| " <td>248</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>Ghana</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>14</th>\n", | |
| " <td>291</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>BJL</td>\n", | |
| " <td>1050</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>Gambia</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>15</th>\n", | |
| " <td>292</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>DLA</td>\n", | |
| " <td>897</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>Cameroon</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>16</th>\n", | |
| " <td>293</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>FNA</td>\n", | |
| " <td>1059</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>Sierra Leone</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>17</th>\n", | |
| " <td>294</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>LOS</td>\n", | |
| " <td>273</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>18</th>\n", | |
| " <td>295</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>OXB</td>\n", | |
| " <td>5665</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>Guinea-Bissau</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>19</th>\n", | |
| " <td>296</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>DLA</td>\n", | |
| " <td>897</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Cameroon</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>20</th>\n", | |
| " <td>297</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>DLA</td>\n", | |
| " <td>897</td>\n", | |
| " <td>LOS</td>\n", | |
| " <td>273</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Cameroon</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>21</th>\n", | |
| " <td>298</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>FNA</td>\n", | |
| " <td>1059</td>\n", | |
| " <td>BJL</td>\n", | |
| " <td>1050</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Sierra Leone</td>\n", | |
| " <td>Gambia</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>22</th>\n", | |
| " <td>299</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>FNA</td>\n", | |
| " <td>1059</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Sierra Leone</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>23</th>\n", | |
| " <td>300</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>FNA</td>\n", | |
| " <td>1059</td>\n", | |
| " <td>LGW</td>\n", | |
| " <td>502</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Sierra Leone</td>\n", | |
| " <td>United Kingdom</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>24</th>\n", | |
| " <td>301</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>FNA</td>\n", | |
| " <td>1059</td>\n", | |
| " <td>ROB</td>\n", | |
| " <td>1063</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Sierra Leone</td>\n", | |
| " <td>Liberia</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>25</th>\n", | |
| " <td>302</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>LGW</td>\n", | |
| " <td>502</td>\n", | |
| " <td>FNA</td>\n", | |
| " <td>1059</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>United Kingdom</td>\n", | |
| " <td>Sierra Leone</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>26</th>\n", | |
| " <td>303</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>LOS</td>\n", | |
| " <td>273</td>\n", | |
| " <td>ACC</td>\n", | |
| " <td>248</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>Ghana</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>27</th>\n", | |
| " <td>304</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>LOS</td>\n", | |
| " <td>273</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>28</th>\n", | |
| " <td>305</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>LOS</td>\n", | |
| " <td>273</td>\n", | |
| " <td>DLA</td>\n", | |
| " <td>897</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>Cameroon</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>29</th>\n", | |
| " <td>306</td>\n", | |
| " <td>3G</td>\n", | |
| " <td>595</td>\n", | |
| " <td>LOS</td>\n", | |
| " <td>273</td>\n", | |
| " <td>ROB</td>\n", | |
| " <td>1063</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>Liberia</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>...</th>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " <td>...</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>190</th>\n", | |
| " <td>49320</td>\n", | |
| " <td>SD</td>\n", | |
| " <td>4521</td>\n", | |
| " <td>NDJ</td>\n", | |
| " <td>999</td>\n", | |
| " <td>KAN</td>\n", | |
| " <td>270</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>AB6</td>\n", | |
| " <td>Chad</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>191</th>\n", | |
| " <td>50627</td>\n", | |
| " <td>SS</td>\n", | |
| " <td>1908</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>ORY</td>\n", | |
| " <td>1386</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>333 330</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>France</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>192</th>\n", | |
| " <td>50636</td>\n", | |
| " <td>SS</td>\n", | |
| " <td>1908</td>\n", | |
| " <td>ORY</td>\n", | |
| " <td>1386</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>333 330</td>\n", | |
| " <td>France</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>193</th>\n", | |
| " <td>51417</td>\n", | |
| " <td>SV</td>\n", | |
| " <td>4533</td>\n", | |
| " <td>JED</td>\n", | |
| " <td>2072</td>\n", | |
| " <td>KAN</td>\n", | |
| " <td>270</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>74E</td>\n", | |
| " <td>Saudi Arabia</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>194</th>\n", | |
| " <td>51456</td>\n", | |
| " <td>SV</td>\n", | |
| " <td>4533</td>\n", | |
| " <td>KAN</td>\n", | |
| " <td>270</td>\n", | |
| " <td>JED</td>\n", | |
| " <td>2072</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>74E</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>Saudi Arabia</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>195</th>\n", | |
| " <td>52328</td>\n", | |
| " <td>TK</td>\n", | |
| " <td>4951</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>IST</td>\n", | |
| " <td>1701</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>739</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>Turkey</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>196</th>\n", | |
| " <td>52550</td>\n", | |
| " <td>TK</td>\n", | |
| " <td>4951</td>\n", | |
| " <td>IST</td>\n", | |
| " <td>1701</td>\n", | |
| " <td>KAN</td>\n", | |
| " <td>270</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>738 739</td>\n", | |
| " <td>Turkey</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>197</th>\n", | |
| " <td>52577</td>\n", | |
| " <td>TK</td>\n", | |
| " <td>4951</td>\n", | |
| " <td>IST</td>\n", | |
| " <td>1701</td>\n", | |
| " <td>LOS</td>\n", | |
| " <td>273</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>739</td>\n", | |
| " <td>Turkey</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>198</th>\n", | |
| " <td>52674</td>\n", | |
| " <td>TK</td>\n", | |
| " <td>4951</td>\n", | |
| " <td>KAN</td>\n", | |
| " <td>270</td>\n", | |
| " <td>NDJ</td>\n", | |
| " <td>999</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>738</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>Chad</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>199</th>\n", | |
| " <td>52711</td>\n", | |
| " <td>TK</td>\n", | |
| " <td>4951</td>\n", | |
| " <td>LOS</td>\n", | |
| " <td>273</td>\n", | |
| " <td>IST</td>\n", | |
| " <td>1701</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>739</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>Turkey</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>200</th>\n", | |
| " <td>53623</td>\n", | |
| " <td>TP</td>\n", | |
| " <td>4869</td>\n", | |
| " <td>BKO</td>\n", | |
| " <td>1044</td>\n", | |
| " <td>LIS</td>\n", | |
| " <td>1638</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319 320</td>\n", | |
| " <td>Mali</td>\n", | |
| " <td>Portugal</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>201</th>\n", | |
| " <td>53642</td>\n", | |
| " <td>TP</td>\n", | |
| " <td>4869</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>LIS</td>\n", | |
| " <td>1638</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>321</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>Portugal</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>202</th>\n", | |
| " <td>53688</td>\n", | |
| " <td>TP</td>\n", | |
| " <td>4869</td>\n", | |
| " <td>LIS</td>\n", | |
| " <td>1638</td>\n", | |
| " <td>BKO</td>\n", | |
| " <td>1044</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>319 320</td>\n", | |
| " <td>Portugal</td>\n", | |
| " <td>Mali</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>203</th>\n", | |
| " <td>53700</td>\n", | |
| " <td>TP</td>\n", | |
| " <td>4869</td>\n", | |
| " <td>LIS</td>\n", | |
| " <td>1638</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>321</td>\n", | |
| " <td>Portugal</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>204</th>\n", | |
| " <td>54102</td>\n", | |
| " <td>TU</td>\n", | |
| " <td>4870</td>\n", | |
| " <td>BKO</td>\n", | |
| " <td>1044</td>\n", | |
| " <td>TUN</td>\n", | |
| " <td>287</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>320</td>\n", | |
| " <td>Mali</td>\n", | |
| " <td>Tunisia</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>205</th>\n", | |
| " <td>54126</td>\n", | |
| " <td>TU</td>\n", | |
| " <td>4870</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>TUN</td>\n", | |
| " <td>287</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>320 32A</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>Tunisia</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>206</th>\n", | |
| " <td>54201</td>\n", | |
| " <td>TU</td>\n", | |
| " <td>4870</td>\n", | |
| " <td>TUN</td>\n", | |
| " <td>287</td>\n", | |
| " <td>BKO</td>\n", | |
| " <td>1044</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>32A</td>\n", | |
| " <td>Tunisia</td>\n", | |
| " <td>Mali</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>207</th>\n", | |
| " <td>54207</td>\n", | |
| " <td>TU</td>\n", | |
| " <td>4870</td>\n", | |
| " <td>TUN</td>\n", | |
| " <td>287</td>\n", | |
| " <td>DKR</td>\n", | |
| " <td>1084</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>320 32A</td>\n", | |
| " <td>Tunisia</td>\n", | |
| " <td>Senegal</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>208</th>\n", | |
| " <td>56782</td>\n", | |
| " <td>UA</td>\n", | |
| " <td>5209</td>\n", | |
| " <td>IAH</td>\n", | |
| " <td>3550</td>\n", | |
| " <td>LOS</td>\n", | |
| " <td>273</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>788</td>\n", | |
| " <td>United States</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>209</th>\n", | |
| " <td>57067</td>\n", | |
| " <td>UA</td>\n", | |
| " <td>5209</td>\n", | |
| " <td>LOS</td>\n", | |
| " <td>273</td>\n", | |
| " <td>IAH</td>\n", | |
| " <td>3550</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>788</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>United States</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>210</th>\n", | |
| " <td>62501</td>\n", | |
| " <td>W3</td>\n", | |
| " <td>407</td>\n", | |
| " <td>ABV</td>\n", | |
| " <td>260</td>\n", | |
| " <td>ACC</td>\n", | |
| " <td>248</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>CR9</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>Ghana</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>211</th>\n", | |
| " <td>62515</td>\n", | |
| " <td>W3</td>\n", | |
| " <td>407</td>\n", | |
| " <td>ACC</td>\n", | |
| " <td>248</td>\n", | |
| " <td>ABV</td>\n", | |
| " <td>260</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>CR9</td>\n", | |
| " <td>Ghana</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>212</th>\n", | |
| " <td>62533</td>\n", | |
| " <td>W3</td>\n", | |
| " <td>407</td>\n", | |
| " <td>FNA</td>\n", | |
| " <td>1059</td>\n", | |
| " <td>LOS</td>\n", | |
| " <td>273</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>73G</td>\n", | |
| " <td>Sierra Leone</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>213</th>\n", | |
| " <td>62537</td>\n", | |
| " <td>W3</td>\n", | |
| " <td>407</td>\n", | |
| " <td>JFK</td>\n", | |
| " <td>3797</td>\n", | |
| " <td>LOS</td>\n", | |
| " <td>273</td>\n", | |
| " <td>Y</td>\n", | |
| " <td>0</td>\n", | |
| " <td>345</td>\n", | |
| " <td>United States</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>214</th>\n", | |
| " <td>62552</td>\n", | |
| " <td>W3</td>\n", | |
| " <td>407</td>\n", | |
| " <td>LOS</td>\n", | |
| " <td>273</td>\n", | |
| " <td>FNA</td>\n", | |
| " <td>1059</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>73G</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>Sierra Leone</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>215</th>\n", | |
| " <td>62553</td>\n", | |
| " <td>W3</td>\n", | |
| " <td>407</td>\n", | |
| " <td>LOS</td>\n", | |
| " <td>273</td>\n", | |
| " <td>JFK</td>\n", | |
| " <td>3797</td>\n", | |
| " <td>Y</td>\n", | |
| " <td>0</td>\n", | |
| " <td>345</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>United States</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>216</th>\n", | |
| " <td>63132</td>\n", | |
| " <td>WB</td>\n", | |
| " <td>4292</td>\n", | |
| " <td>KGL</td>\n", | |
| " <td>1165</td>\n", | |
| " <td>LOS</td>\n", | |
| " <td>273</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>73W 738</td>\n", | |
| " <td>Rwanda</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>217</th>\n", | |
| " <td>63139</td>\n", | |
| " <td>WB</td>\n", | |
| " <td>4292</td>\n", | |
| " <td>LOS</td>\n", | |
| " <td>273</td>\n", | |
| " <td>KGL</td>\n", | |
| " <td>1165</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>738 73W</td>\n", | |
| " <td>Nigeria</td>\n", | |
| " <td>Rwanda</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>218</th>\n", | |
| " <td>67449</td>\n", | |
| " <td>ZI</td>\n", | |
| " <td>21</td>\n", | |
| " <td>BKO</td>\n", | |
| " <td>1044</td>\n", | |
| " <td>ORY</td>\n", | |
| " <td>1386</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>320</td>\n", | |
| " <td>Mali</td>\n", | |
| " <td>France</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " <tr>\n", | |
| " <th>219</th>\n", | |
| " <td>67490</td>\n", | |
| " <td>ZI</td>\n", | |
| " <td>21</td>\n", | |
| " <td>ORY</td>\n", | |
| " <td>1386</td>\n", | |
| " <td>BKO</td>\n", | |
| " <td>1044</td>\n", | |
| " <td>NaN</td>\n", | |
| " <td>0</td>\n", | |
| " <td>320</td>\n", | |
| " <td>France</td>\n", | |
| " <td>Mali</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " <td>-1</td>\n", | |
| " </tr>\n", | |
| " </tbody>\n", | |
| "</table>\n", | |
| "<p>220 rows \u00d7 15 columns</p>\n", | |
| "</div>" | |
| ], | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 9, | |
| "text": [ | |
| " Unnamed: 0 Airline AirlineID SourceAirport SourceAirportID DestAirport \\\n", | |
| "0 84 2J 470 BKO 1044 ABJ \n", | |
| "1 85 2J 470 BKO 1044 DKR \n", | |
| "2 86 2J 470 BKO 1044 OUA \n", | |
| "3 91 2J 470 DKR 1084 BKO \n", | |
| "4 92 2J 470 DKR 1084 OUA \n", | |
| "5 97 2J 470 OUA 246 BKO \n", | |
| "6 100 2J 470 OUA 246 DKR \n", | |
| "7 282 3G 595 ACC 248 DKR \n", | |
| "8 283 3G 595 ACC 248 LOS \n", | |
| "9 284 3G 595 ACC 248 ROB \n", | |
| "10 287 3G 595 BJL 1050 DKR \n", | |
| "11 288 3G 595 BJL 1050 FNA \n", | |
| "12 289 3G 595 CKY 4162 OXB \n", | |
| "13 290 3G 595 DKR 1084 ACC \n", | |
| "14 291 3G 595 DKR 1084 BJL \n", | |
| "15 292 3G 595 DKR 1084 DLA \n", | |
| "16 293 3G 595 DKR 1084 FNA \n", | |
| "17 294 3G 595 DKR 1084 LOS \n", | |
| "18 295 3G 595 DKR 1084 OXB \n", | |
| "19 296 3G 595 DLA 897 DKR \n", | |
| "20 297 3G 595 DLA 897 LOS \n", | |
| "21 298 3G 595 FNA 1059 BJL \n", | |
| "22 299 3G 595 FNA 1059 DKR \n", | |
| "23 300 3G 595 FNA 1059 LGW \n", | |
| "24 301 3G 595 FNA 1059 ROB \n", | |
| "25 302 3G 595 LGW 502 FNA \n", | |
| "26 303 3G 595 LOS 273 ACC \n", | |
| "27 304 3G 595 LOS 273 DKR \n", | |
| "28 305 3G 595 LOS 273 DLA \n", | |
| "29 306 3G 595 LOS 273 ROB \n", | |
| ".. ... ... ... ... ... ... \n", | |
| "190 49320 SD 4521 NDJ 999 KAN \n", | |
| "191 50627 SS 1908 DKR 1084 ORY \n", | |
| "192 50636 SS 1908 ORY 1386 DKR \n", | |
| "193 51417 SV 4533 JED 2072 KAN \n", | |
| "194 51456 SV 4533 KAN 270 JED \n", | |
| "195 52328 TK 4951 DKR 1084 IST \n", | |
| "196 52550 TK 4951 IST 1701 KAN \n", | |
| "197 52577 TK 4951 IST 1701 LOS \n", | |
| "198 52674 TK 4951 KAN 270 NDJ \n", | |
| "199 52711 TK 4951 LOS 273 IST \n", | |
| "200 53623 TP 4869 BKO 1044 LIS \n", | |
| "201 53642 TP 4869 DKR 1084 LIS \n", | |
| "202 53688 TP 4869 LIS 1638 BKO \n", | |
| "203 53700 TP 4869 LIS 1638 DKR \n", | |
| "204 54102 TU 4870 BKO 1044 TUN \n", | |
| "205 54126 TU 4870 DKR 1084 TUN \n", | |
| "206 54201 TU 4870 TUN 287 BKO \n", | |
| "207 54207 TU 4870 TUN 287 DKR \n", | |
| "208 56782 UA 5209 IAH 3550 LOS \n", | |
| "209 57067 UA 5209 LOS 273 IAH \n", | |
| "210 62501 W3 407 ABV 260 ACC \n", | |
| "211 62515 W3 407 ACC 248 ABV \n", | |
| "212 62533 W3 407 FNA 1059 LOS \n", | |
| "213 62537 W3 407 JFK 3797 LOS \n", | |
| "214 62552 W3 407 LOS 273 FNA \n", | |
| "215 62553 W3 407 LOS 273 JFK \n", | |
| "216 63132 WB 4292 KGL 1165 LOS \n", | |
| "217 63139 WB 4292 LOS 273 KGL \n", | |
| "218 67449 ZI 21 BKO 1044 ORY \n", | |
| "219 67490 ZI 21 ORY 1386 BKO \n", | |
| "\n", | |
| " DestAirportID Codeshare Stops Equipment SourceCountry DestCountry \\\n", | |
| "0 253 NaN 0 M87 Mali Cote d'Ivoire \n", | |
| "1 1084 NaN 0 M87 Mali Senegal \n", | |
| "2 246 NaN 0 CRJ Mali Burkina Faso \n", | |
| "3 1044 NaN 0 M87 Senegal Mali \n", | |
| "4 246 NaN 0 M87 Senegal Burkina Faso \n", | |
| "5 1044 NaN 0 M87 CRJ Burkina Faso Mali \n", | |
| "6 1084 NaN 0 M87 Burkina Faso Senegal \n", | |
| "7 1084 NaN 0 319 Ghana Senegal \n", | |
| "8 273 NaN 0 319 Ghana Nigeria \n", | |
| "9 1063 NaN 0 319 Ghana Liberia \n", | |
| "10 1084 NaN 0 319 Gambia Senegal \n", | |
| "11 1059 NaN 0 319 Gambia Sierra Leone \n", | |
| "12 5665 NaN 0 319 Guinea Guinea-Bissau \n", | |
| "13 248 NaN 0 319 Senegal Ghana \n", | |
| "14 1050 NaN 0 319 Senegal Gambia \n", | |
| "15 897 NaN 0 319 Senegal Cameroon \n", | |
| "16 1059 NaN 0 319 Senegal Sierra Leone \n", | |
| "17 273 NaN 0 319 Senegal Nigeria \n", | |
| "18 5665 NaN 0 319 Senegal Guinea-Bissau \n", | |
| "19 1084 NaN 0 319 Cameroon Senegal \n", | |
| "20 273 NaN 0 319 Cameroon Nigeria \n", | |
| "21 1050 NaN 0 319 Sierra Leone Gambia \n", | |
| "22 1084 NaN 0 319 Sierra Leone Senegal \n", | |
| "23 502 NaN 0 319 Sierra Leone United Kingdom \n", | |
| "24 1063 NaN 0 319 Sierra Leone Liberia \n", | |
| "25 1059 NaN 0 319 United Kingdom Sierra Leone \n", | |
| "26 248 NaN 0 319 Nigeria Ghana \n", | |
| "27 1084 NaN 0 319 Nigeria Senegal \n", | |
| "28 897 NaN 0 319 Nigeria Cameroon \n", | |
| "29 1063 NaN 0 319 Nigeria Liberia \n", | |
| ".. ... ... ... ... ... ... \n", | |
| "190 270 NaN 0 AB6 Chad Nigeria \n", | |
| "191 1386 NaN 0 333 330 Senegal France \n", | |
| "192 1084 NaN 0 333 330 France Senegal \n", | |
| "193 270 NaN 0 74E Saudi Arabia Nigeria \n", | |
| "194 2072 NaN 0 74E Nigeria Saudi Arabia \n", | |
| "195 1701 NaN 0 739 Senegal Turkey \n", | |
| "196 270 NaN 0 738 739 Turkey Nigeria \n", | |
| "197 273 NaN 0 739 Turkey Nigeria \n", | |
| "198 999 NaN 0 738 Nigeria Chad \n", | |
| "199 1701 NaN 0 739 Nigeria Turkey \n", | |
| "200 1638 NaN 0 319 320 Mali Portugal \n", | |
| "201 1638 NaN 0 321 Senegal Portugal \n", | |
| "202 1044 NaN 0 319 320 Portugal Mali \n", | |
| "203 1084 NaN 0 321 Portugal Senegal \n", | |
| "204 287 NaN 0 320 Mali Tunisia \n", | |
| "205 287 NaN 0 320 32A Senegal Tunisia \n", | |
| "206 1044 NaN 0 32A Tunisia Mali \n", | |
| "207 1084 NaN 0 320 32A Tunisia Senegal \n", | |
| "208 273 NaN 0 788 United States Nigeria \n", | |
| "209 3550 NaN 0 788 Nigeria United States \n", | |
| "210 248 NaN 0 CR9 Nigeria Ghana \n", | |
| "211 260 NaN 0 CR9 Ghana Nigeria \n", | |
| "212 273 NaN 0 73G Sierra Leone Nigeria \n", | |
| "213 273 Y 0 345 United States Nigeria \n", | |
| "214 1059 NaN 0 73G Nigeria Sierra Leone \n", | |
| "215 3797 Y 0 345 Nigeria United States \n", | |
| "216 273 NaN 0 73W 738 Rwanda Nigeria \n", | |
| "217 1165 NaN 0 738 73W Nigeria Rwanda \n", | |
| "218 1386 NaN 0 320 Mali France \n", | |
| "219 1044 NaN 0 320 France Mali \n", | |
| "\n", | |
| " MeanPeriod StdPeriod Seats \n", | |
| "0 -1 -1 -1 \n", | |
| "1 -1 -1 -1 \n", | |
| "2 -1 -1 -1 \n", | |
| "3 -1 -1 -1 \n", | |
| "4 -1 -1 -1 \n", | |
| "5 -1 -1 -1 \n", | |
| "6 -1 -1 -1 \n", | |
| "7 -1 -1 -1 \n", | |
| "8 -1 -1 -1 \n", | |
| "9 -1 -1 -1 \n", | |
| "10 -1 -1 -1 \n", | |
| "11 -1 -1 -1 \n", | |
| "12 -1 -1 -1 \n", | |
| "13 -1 -1 -1 \n", | |
| "14 -1 -1 -1 \n", | |
| "15 -1 -1 -1 \n", | |
| "16 -1 -1 -1 \n", | |
| "17 -1 -1 -1 \n", | |
| "18 -1 -1 -1 \n", | |
| "19 -1 -1 -1 \n", | |
| "20 -1 -1 -1 \n", | |
| "21 -1 -1 -1 \n", | |
| "22 -1 -1 -1 \n", | |
| "23 -1 -1 -1 \n", | |
| "24 -1 -1 -1 \n", | |
| "25 -1 -1 -1 \n", | |
| "26 -1 -1 -1 \n", | |
| "27 -1 -1 -1 \n", | |
| "28 -1 -1 -1 \n", | |
| "29 -1 -1 -1 \n", | |
| ".. ... ... ... \n", | |
| "190 -1 -1 -1 \n", | |
| "191 -1 -1 -1 \n", | |
| "192 -1 -1 -1 \n", | |
| "193 -1 -1 -1 \n", | |
| "194 -1 -1 -1 \n", | |
| "195 -1 -1 -1 \n", | |
| "196 -1 -1 -1 \n", | |
| "197 -1 -1 -1 \n", | |
| "198 -1 -1 -1 \n", | |
| "199 -1 -1 -1 \n", | |
| "200 -1 -1 -1 \n", | |
| "201 -1 -1 -1 \n", | |
| "202 -1 -1 -1 \n", | |
| "203 -1 -1 -1 \n", | |
| "204 -1 -1 -1 \n", | |
| "205 -1 -1 -1 \n", | |
| "206 -1 -1 -1 \n", | |
| "207 -1 -1 -1 \n", | |
| "208 -1 -1 -1 \n", | |
| "209 -1 -1 -1 \n", | |
| "210 -1 -1 -1 \n", | |
| "211 -1 -1 -1 \n", | |
| "212 -1 -1 -1 \n", | |
| "213 -1 -1 -1 \n", | |
| "214 -1 -1 -1 \n", | |
| "215 -1 -1 -1 \n", | |
| "216 -1 -1 -1 \n", | |
| "217 -1 -1 -1 \n", | |
| "218 -1 -1 -1 \n", | |
| "219 -1 -1 -1 \n", | |
| "\n", | |
| "[220 rows x 15 columns]" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 9 | |
| }, | |
| { | |
| "cell_type": "code", | |
| "collapsed": false, | |
| "input": [ | |
| "len(rel_routes.drop_duplicates(subset=['SourceAirport','DestAirport']))" | |
| ], | |
| "language": "python", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "metadata": {}, | |
| "output_type": "pyout", | |
| "prompt_number": 10, | |
| "text": [ | |
| "220" | |
| ] | |
| } | |
| ], | |
| "prompt_number": 10 | |
| } | |
| ], | |
| "metadata": {} | |
| } | |
| ] | |
| } |
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