Notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#  UK domestic flights analyse with Python & NetworkX\n",
    "### Source of data\n",
    "http://www.bifi.es/~cardillo/data.html\n",
    "### Data description\n",
    "A temporal network of domestic flights operated in the United Kingdom between 1990 and 2003. Each of the 14 years is encoded as a separate network. Nodes are UK airports, and an edge represents a direct flight from one to another. Edges are weighted by the total number of passengers transported over the year. Nodes include spatial coordinates and the name of the nearby city.\n",
    "\n",
    "The network is weighted and undirected.\n",
    "\n",
    "More details about this dataset can be found in the paper: \n",
    "\n",
    "https://arxiv.org/abs/1807.00565\n",
    "\n",
    "The data have been found in the website of the United Kingdom Civil Aviation Authority (CAA), available at the following URL:\n",
    "\n",
    "https://www.caa.co.uk/Airline_data_historic/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Download and load data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#this_apt_name</th>\n",
       "      <th>that_apt_name</th>\n",
       "      <th>passengers</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>HEATHROW</td>\n",
       "      <td>ABERDEEN</td>\n",
       "      <td>483226</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>HEATHROW</td>\n",
       "      <td>BELFAST CITY</td>\n",
       "      <td>743758</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>HEATHROW</td>\n",
       "      <td>BELFAST INTERNATIONAL</td>\n",
       "      <td>25963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>HEATHROW</td>\n",
       "      <td>EDINBURGH</td>\n",
       "      <td>1577063</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>HEATHROW</td>\n",
       "      <td>GLASGOW</td>\n",
       "      <td>1345532</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  #this_apt_name          that_apt_name  passengers\n",
       "0       HEATHROW               ABERDEEN      483226\n",
       "1       HEATHROW           BELFAST CITY      743758\n",
       "2       HEATHROW  BELFAST INTERNATIONAL       25963\n",
       "3       HEATHROW              EDINBURGH     1577063\n",
       "4       HEATHROW                GLASGOW     1345532"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import requests\n",
    "url = \"http://www.bifi.es/~cardillo/datasets/uk-air-time_varying.zip\"\n",
    "content = requests.get(url)\n",
    "\n",
    "from io import BytesIO\n",
    "from zipfile import ZipFile\n",
    "from urllib.request import urlopen\n",
    "f = ZipFile(BytesIO(content.content))\n",
    "\n",
    "import pandas as pd \n",
    "fileName = \"Table_1_12_Domestic_Passengers_Uplifted_Between_UK_Airports_2003_adjlist.csv\"\n",
    "data = pd.read_csv(f.open(fileName), sep = ';', usecols= [0,1,2]) \n",
    "\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Create graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "\n",
    "g=nx.from_pandas_edgelist(data,\n",
    "                          source='#this_apt_name',\n",
    "                          target='that_apt_name',\n",
    "                          edge_attr='passengers',\n",
    "                          create_using=nx.Graph())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analyzing gaphs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Some stats"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of nodes in graph: 46\n",
      "Number of edges in graph: 238\n",
      "Graph density: 0.22995169082125605\n",
      "Graph diameter: 4\n",
      "Graph order: 46\n",
      "Graph size: 238\n"
     ]
    }
   ],
   "source": [
    "print(f'Number of nodes in graph: {g.number_of_nodes()}')\n",
    "print(f'Number of edges in graph: {g.number_of_edges()}')\n",
    "print(f'Graph density: {nx.density(g)}')\n",
    "print(f'Graph diameter: {nx.diameter(g)}')\n",
    "print(f'Graph order: {g.order()}')\n",
    "print(f'Graph size: {g.size()}')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The weighted node degree (sum of edge weights for edges incident to that node). In this case - all passengers per node."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')\n",
    "\n",
    "degree = dict(g.degree(weight='passengers'))\n",
    "sorted_degree = {r: degree[r] for r in sorted(degree, key=degree.get)}\n",
    "\n",
    "plt.figure(figsize=(5, 10))\n",
    "plt.barh(list(sorted_degree.keys()), sorted_degree.values())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compute the degree centrality for nodes.\n",
    "\n",
    "The degree centrality for a node v is the fraction of nodes it is connected to.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "degree_centrality = dict(nx.degree_centrality(g))\n",
    "sorted_degree_centrality = {r: degree_centrality[r] for r in sorted(degree_centrality, key=degree_centrality.get)}\n",
    "\n",
    "plt.figure(figsize=(5, 10))\n",
    "plt.barh(list(sorted_degree_centrality.keys()), sorted_degree_centrality.values())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compute the shortest-path betweenness centrality for nodes.\n",
    "\n",
    "Node with higher betweenness centrality would have more control over the network, because more information will pass through that node."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "betweenness_centrality = dict(nx.betweenness_centrality(g, weight='passengers'))\n",
    "sorted_betweenness_centrality = {r: betweenness_centrality[r] for r in sorted(betweenness_centrality, key=betweenness_centrality.get)}\n",
    "\n",
    "plt.figure(figsize=(5, 10))\n",
    "plt.barh(list(sorted_betweenness_centrality.keys()), sorted_betweenness_centrality.values())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compute the clustering coefficient for every node.\n",
    "\n",
    "Clustering coefficient is a measure of the degree to which nodes in a graph tend to cluster together."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "clustering_coefficient = nx.clustering(g, weight='passengers')\n",
    "sorted_clustering_coefficient = {r: clustering_coefficient[r] for r in sorted(clustering_coefficient, key=clustering_coefficient.get)}\n",
    "\n",
    "plt.figure(figsize=(5, 10))\n",
    "plt.barh(list(sorted_clustering_coefficient.keys()), sorted_clustering_coefficient.values())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Compute closeness centrality for nodes.\n",
    "\n",
    "Closeness centrality is a way of detecting nodes that are able to spread information very efficiently through a graph. The closeness centrality of a node measures its average farness (inverse distance) to all other nodes. Nodes with a high closeness score have the shortest distances to all other nodes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "closeness_centrality = dict(nx.closeness_centrality(g))\n",
    "sorted_closeness_centrality = {r: closeness_centrality[r] for r in sorted(closeness_centrality, key=closeness_centrality.get)}\n",
    "\n",
    "plt.figure(figsize=(5, 10))\n",
    "plt.barh(list(sorted_closeness_centrality.keys()), sorted_closeness_centrality.values())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "PageRank computes a ranking of the nodes in the graph G based on the structure of the incoming links. It was originally designed as an algorithm to rank web pages.\n",
    "\n",
    "The PageRank algorithm was designed for directed graphs but this algorithm does not check if the input graph is directed and will execute on undirected graphs by converting each edge in the directed graph to two edges."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pagerank = dict(nx.pagerank(g, weight='passengers'))\n",
    "sorted_pagerank = {r: pagerank[r] for r in sorted(pagerank, key=pagerank.get)}\n",
    "\n",
    "plt.figure(figsize=(5, 10))\n",
    "plt.barh(list(sorted_pagerank.keys()), sorted_pagerank.values())\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Full graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nx.draw_kamada_kawai(g, node_size=100, weight='passengers')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The most important nodes graph (above average node passengers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "degrees = dict(g.degree(weight='passengers')).values()\n",
    "avg = sum(degrees) / len(degrees)\n",
    "\n",
    "selected_nodes = {k: v for k, v in dict(g.degree(weight='passengers')).items() if v > avg}\n",
    "subgraph = g.subgraph(selected_nodes)\n",
    "nx.draw_kamada_kawai(subgraph, node_size=100, with_labels=True, label_color='r', weight='passengers')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Edges per node - possible connection to other airports."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "First 10 rows (only for present result)\n",
      "╒═══════════════════════╤═══════════════╤════════════════════════════════╕\n",
      "│ Name                  │   Edges count │ Edges list                     │\n",
      "╞═══════════════════════╪═══════════════╪════════════════════════════════╡\n",
      "│ EDINBURGH             │            27 │ ABERDEEN                       │\n",
      "│                       │               │ BELFAST CITY                   │\n",
      "│                       │               │ BELFAST INTERNATIONAL          │\n",
      "│                       │               │ BIRMINGHAM                     │\n",
      "│                       │               │ BRISTOL                        │\n",
      "│                       │               │ CARDIFF WALES                  │\n",
      "│                       │               │ COVENTRY                       │\n",
      "│                       │               │ EXETER                         │\n",
      "│                       │               │ GATWICK                        │\n",
      "│                       │               │ GLASGOW                        │\n",
      "│                       │               │ GUERNSEY                       │\n",
      "│                       │               │ HEATHROW                       │\n",
      "│                       │               │ HUMBERSIDE                     │\n",
      "│                       │               │ INVERNESS                      │\n",
      "│                       │               │ ISLE OF MAN                    │\n",
      "│                       │               │ JERSEY                         │\n",
      "│                       │               │ KIRKWALL                       │\n",
      "│                       │               │ LEEDS BRADFORD                 │\n",
      "│                       │               │ LONDON CITY                    │\n",
      "│                       │               │ LUTON                          │\n",
      "│                       │               │ MANCHESTER                     │\n",
      "│                       │               │ NORWICH                        │\n",
      "│                       │               │ NOTTINGHAM EAST MIDLANDS INT'L │\n",
      "│                       │               │ PLYMOUTH                       │\n",
      "│                       │               │ SOUTHAMPTON                    │\n",
      "│                       │               │ STANSTED                       │\n",
      "│                       │               │ SUMBURGH                       │\n",
      "├───────────────────────┼───────────────┼────────────────────────────────┤\n",
      "│ GLASGOW               │            26 │ ABERDEEN                       │\n",
      "│                       │               │ BELFAST CITY                   │\n",
      "│                       │               │ BELFAST INTERNATIONAL          │\n",
      "│                       │               │ BIRMINGHAM                     │\n",
      "│                       │               │ BOURNEMOUTH                    │\n",
      "│                       │               │ BRISTOL                        │\n",
      "│                       │               │ CARDIFF WALES                  │\n",
      "│                       │               │ CITY OF DERRY (EGLINTON)       │\n",
      "│                       │               │ EDINBURGH                      │\n",
      "│                       │               │ EXETER                         │\n",
      "│                       │               │ GATWICK                        │\n",
      "│                       │               │ HEATHROW                       │\n",
      "│                       │               │ INVERNESS                      │\n",
      "│                       │               │ ISLE OF MAN                    │\n",
      "│                       │               │ JERSEY                         │\n",
      "│                       │               │ KIRKWALL                       │\n",
      "│                       │               │ LEEDS BRADFORD                 │\n",
      "│                       │               │ LIVERPOOL                      │\n",
      "│                       │               │ LONDON CITY                    │\n",
      "│                       │               │ LUTON                          │\n",
      "│                       │               │ MANCHESTER                     │\n",
      "│                       │               │ NOTTINGHAM EAST MIDLANDS INT'L │\n",
      "│                       │               │ PLYMOUTH                       │\n",
      "│                       │               │ SOUTHAMPTON                    │\n",
      "│                       │               │ STANSTED                       │\n",
      "│                       │               │ SUMBURGH                       │\n",
      "├───────────────────────┼───────────────┼────────────────────────────────┤\n",
      "│ JERSEY                │            25 │ ALDERNEY                       │\n",
      "│                       │               │ BELFAST CITY                   │\n",
      "│                       │               │ BIRMINGHAM                     │\n",
      "│                       │               │ BLACKPOOL                      │\n",
      "│                       │               │ BRISTOL                        │\n",
      "│                       │               │ CARDIFF WALES                  │\n",
      "│                       │               │ EDINBURGH                      │\n",
      "│                       │               │ EXETER                         │\n",
      "│                       │               │ GATWICK                        │\n",
      "│                       │               │ GLASGOW                        │\n",
      "│                       │               │ GUERNSEY                       │\n",
      "│                       │               │ ISLE OF MAN                    │\n",
      "│                       │               │ LEEDS BRADFORD                 │\n",
      "│                       │               │ LONDON CITY                    │\n",
      "│                       │               │ LUTON                          │\n",
      "│                       │               │ MANCHESTER                     │\n",
      "│                       │               │ NEWCASTLE                      │\n",
      "│                       │               │ NEWQUAY                        │\n",
      "│                       │               │ NOTTINGHAM EAST MIDLANDS INT'L │\n",
      "│                       │               │ PLYMOUTH                       │\n",
      "│                       │               │ SOUTHAMPTON                    │\n",
      "│                       │               │ SOUTHEND                       │\n",
      "│                       │               │ STANSTED                       │\n",
      "│                       │               │ SWANSEA                        │\n",
      "│                       │               │ TEESSIDE                       │\n",
      "├───────────────────────┼───────────────┼────────────────────────────────┤\n",
      "│ ABERDEEN              │            24 │ BELFAST CITY                   │\n",
      "│                       │               │ BELFAST INTERNATIONAL          │\n",
      "│                       │               │ BIRMINGHAM                     │\n",
      "│                       │               │ BRISTOL                        │\n",
      "│                       │               │ CARDIFF WALES                  │\n",
      "│                       │               │ DUNDEE                         │\n",
      "│                       │               │ EDINBURGH                      │\n",
      "│                       │               │ GATWICK                        │\n",
      "│                       │               │ GLASGOW                        │\n",
      "│                       │               │ HEATHROW                       │\n",
      "│                       │               │ HUMBERSIDE                     │\n",
      "│                       │               │ INVERNESS                      │\n",
      "│                       │               │ KIRKWALL                       │\n",
      "│                       │               │ LEEDS BRADFORD                 │\n",
      "│                       │               │ LONDON CITY                    │\n",
      "│                       │               │ LUTON                          │\n",
      "│                       │               │ MANCHESTER                     │\n",
      "│                       │               │ NEWCASTLE                      │\n",
      "│                       │               │ NORWICH                        │\n",
      "│                       │               │ NOTTINGHAM EAST MIDLANDS INT'L │\n",
      "│                       │               │ PLYMOUTH                       │\n",
      "│                       │               │ SOUTHAMPTON                    │\n",
      "│                       │               │ SUMBURGH                       │\n",
      "│                       │               │ TEESSIDE                       │\n",
      "├───────────────────────┼───────────────┼────────────────────────────────┤\n",
      "│ MANCHESTER            │            21 │ ABERDEEN                       │\n",
      "│                       │               │ BELFAST CITY                   │\n",
      "│                       │               │ BELFAST INTERNATIONAL          │\n",
      "│                       │               │ BIRMINGHAM                     │\n",
      "│                       │               │ CITY OF DERRY (EGLINTON)       │\n",
      "│                       │               │ DUNDEE                         │\n",
      "│                       │               │ EDINBURGH                      │\n",
      "│                       │               │ GATWICK                        │\n",
      "│                       │               │ GLASGOW                        │\n",
      "│                       │               │ GUERNSEY                       │\n",
      "│                       │               │ HEATHROW                       │\n",
      "│                       │               │ HUMBERSIDE                     │\n",
      "│                       │               │ INVERNESS                      │\n",
      "│                       │               │ ISLE OF MAN                    │\n",
      "│                       │               │ JERSEY                         │\n",
      "│                       │               │ LIVERPOOL                      │\n",
      "│                       │               │ LONDON CITY                    │\n",
      "│                       │               │ LUTON                          │\n",
      "│                       │               │ NORWICH                        │\n",
      "│                       │               │ SOUTHAMPTON                    │\n",
      "│                       │               │ STANSTED                       │\n",
      "├───────────────────────┼───────────────┼────────────────────────────────┤\n",
      "│ BELFAST CITY          │            19 │ ABERDEEN                       │\n",
      "│                       │               │ BIRMINGHAM                     │\n",
      "│                       │               │ BLACKPOOL                      │\n",
      "│                       │               │ BRISTOL                        │\n",
      "│                       │               │ CARDIFF WALES                  │\n",
      "│                       │               │ EDINBURGH                      │\n",
      "│                       │               │ EXETER                         │\n",
      "│                       │               │ GATWICK                        │\n",
      "│                       │               │ GLASGOW                        │\n",
      "│                       │               │ HEATHROW                       │\n",
      "│                       │               │ ISLE OF MAN                    │\n",
      "│                       │               │ JERSEY                         │\n",
      "│                       │               │ LEEDS BRADFORD                 │\n",
      "│                       │               │ LONDON CITY                    │\n",
      "│                       │               │ MANCHESTER                     │\n",
      "│                       │               │ NEWCASTLE                      │\n",
      "│                       │               │ NOTTINGHAM EAST MIDLANDS INT'L │\n",
      "│                       │               │ SHEFFIELD CITY                 │\n",
      "│                       │               │ SOUTHAMPTON                    │\n",
      "├───────────────────────┼───────────────┼────────────────────────────────┤\n",
      "│ GATWICK               │            18 │ ABERDEEN                       │\n",
      "│                       │               │ BELFAST CITY                   │\n",
      "│                       │               │ BELFAST INTERNATIONAL          │\n",
      "│                       │               │ BIRMINGHAM                     │\n",
      "│                       │               │ BRISTOL                        │\n",
      "│                       │               │ EDINBURGH                      │\n",
      "│                       │               │ EXETER                         │\n",
      "│                       │               │ GLASGOW                        │\n",
      "│                       │               │ GUERNSEY                       │\n",
      "│                       │               │ INVERNESS                      │\n",
      "│                       │               │ ISLE OF MAN                    │\n",
      "│                       │               │ JERSEY                         │\n",
      "│                       │               │ LEEDS BRADFORD                 │\n",
      "│                       │               │ LIVERPOOL                      │\n",
      "│                       │               │ MANCHESTER                     │\n",
      "│                       │               │ NEWCASTLE                      │\n",
      "│                       │               │ NEWQUAY                        │\n",
      "│                       │               │ PLYMOUTH                       │\n",
      "├───────────────────────┼───────────────┼────────────────────────────────┤\n",
      "│ ISLE OF MAN           │            18 │ BELFAST CITY                   │\n",
      "│                       │               │ BIRMINGHAM                     │\n",
      "│                       │               │ BLACKPOOL                      │\n",
      "│                       │               │ BRISTOL                        │\n",
      "│                       │               │ EDINBURGH                      │\n",
      "│                       │               │ GATWICK                        │\n",
      "│                       │               │ GLASGOW                        │\n",
      "│                       │               │ HEATHROW                       │\n",
      "│                       │               │ JERSEY                         │\n",
      "│                       │               │ LEEDS BRADFORD                 │\n",
      "│                       │               │ LIVERPOOL                      │\n",
      "│                       │               │ LONDON CITY                    │\n",
      "│                       │               │ LUTON                          │\n",
      "│                       │               │ MANCHESTER                     │\n",
      "│                       │               │ NEWCASTLE                      │\n",
      "│                       │               │ NOTTINGHAM EAST MIDLANDS INT'L │\n",
      "│                       │               │ PRESTWICK                      │\n",
      "│                       │               │ SOUTHAMPTON                    │\n",
      "├───────────────────────┼───────────────┼────────────────────────────────┤\n",
      "│ NEWCASTLE             │            17 │ ABERDEEN                       │\n",
      "│                       │               │ BELFAST CITY                   │\n",
      "│                       │               │ BELFAST INTERNATIONAL          │\n",
      "│                       │               │ BIRMINGHAM                     │\n",
      "│                       │               │ BRISTOL                        │\n",
      "│                       │               │ CARDIFF WALES                  │\n",
      "│                       │               │ EXETER                         │\n",
      "│                       │               │ GATWICK                        │\n",
      "│                       │               │ HEATHROW                       │\n",
      "│                       │               │ ISLE OF MAN                    │\n",
      "│                       │               │ JERSEY                         │\n",
      "│                       │               │ LIVERPOOL                      │\n",
      "│                       │               │ NEWQUAY                        │\n",
      "│                       │               │ NOTTINGHAM EAST MIDLANDS INT'L │\n",
      "│                       │               │ PLYMOUTH                       │\n",
      "│                       │               │ SOUTHAMPTON                    │\n",
      "│                       │               │ STANSTED                       │\n",
      "├───────────────────────┼───────────────┼────────────────────────────────┤\n",
      "│ BELFAST INTERNATIONAL │            16 │ ABERDEEN                       │\n",
      "│                       │               │ BIRMINGHAM                     │\n",
      "│                       │               │ BRISTOL                        │\n",
      "│                       │               │ CARDIFF WALES                  │\n",
      "│                       │               │ EDINBURGH                      │\n",
      "│                       │               │ GATWICK                        │\n",
      "│                       │               │ GLASGOW                        │\n",
      "│                       │               │ HEATHROW                       │\n",
      "│                       │               │ LEEDS BRADFORD                 │\n",
      "│                       │               │ LIVERPOOL                      │\n",
      "│                       │               │ LUTON                          │\n",
      "│                       │               │ MANCHESTER                     │\n",
      "│                       │               │ NEWCASTLE                      │\n",
      "│                       │               │ NOTTINGHAM EAST MIDLANDS INT'L │\n",
      "│                       │               │ STANSTED                       │\n",
      "│                       │               │ TEESSIDE                       │\n",
      "╘═══════════════════════╧═══════════════╧════════════════════════════════╛\n",
      "...\n"
     ]
    }
   ],
   "source": [
    "# Undirected graph does not have successors and predecessors\n",
    "\n",
    "airports = dict(g.degree(weight='passengers')).keys()\n",
    "airports_ordered = sorted(airports)\n",
    "\n",
    "datas = []\n",
    "\n",
    "for key in airports_ordered:\n",
    "    data = {}\n",
    "    data['Name'] = key\n",
    "    data['Edges count'] = len(g.edges(key))\n",
    "    edges = [tuple[1] for tuple in list(g.edges(key))]\n",
    "    data['Edges list'] = '\\n'.join(sorted(edges))\n",
    "    datas.append(data)\n",
    "    \n",
    "sorted_datas = sorted(datas, key=lambda x:x['Edges count'], reverse=True)\n",
    "    \n",
    "import tabulate\n",
    "\n",
    "print(\"First 10 rows (only for present result)\")\n",
    "header = ['Name', 'Edges count','Edges list']\n",
    "rows =  [x.values() for x in sorted_datas[:10]]\n",
    "print(tabulate.tabulate(rows, header, \"fancy_grid\")) \n",
    "print('...')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Possible connections for each with each taking into account the minimum number of changes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "First 10 rows (only for present result)\n",
      "╒══════════╤══════════════════════════╤═══════════╤══════════════════════════╕\n",
      "│ From     │ To                       │ Changes   │ Path                     │\n",
      "╞══════════╪══════════════════════════╪═══════════╪══════════════════════════╡\n",
      "│ ABERDEEN │ ALDERNEY                 │ 1         │ ABERDEEN ->              │\n",
      "│          │                          │           │ SOUTHAMPTON ->           │\n",
      "│          │                          │           │ ALDERNEY                 │\n",
      "├──────────┼──────────────────────────┼───────────┼──────────────────────────┤\n",
      "│ ABERDEEN │ BELFAST CITY             │ direct    │ ABERDEEN ->              │\n",
      "│          │                          │           │ BELFAST CITY             │\n",
      "├──────────┼──────────────────────────┼───────────┼──────────────────────────┤\n",
      "│ ABERDEEN │ BELFAST INTERNATIONAL    │ direct    │ ABERDEEN ->              │\n",
      "│          │                          │           │ BELFAST INTERNATIONAL    │\n",
      "├──────────┼──────────────────────────┼───────────┼──────────────────────────┤\n",
      "│ ABERDEEN │ BIGGIN HILL              │ 1         │ ABERDEEN ->              │\n",
      "│          │                          │           │ LEEDS BRADFORD ->        │\n",
      "│          │                          │           │ BIGGIN HILL              │\n",
      "├──────────┼──────────────────────────┼───────────┼──────────────────────────┤\n",
      "│ ABERDEEN │ BIRMINGHAM               │ direct    │ ABERDEEN ->              │\n",
      "│          │                          │           │ BIRMINGHAM               │\n",
      "├──────────┼──────────────────────────┼───────────┼──────────────────────────┤\n",
      "│ ABERDEEN │ BLACKPOOL                │ 1         │ ABERDEEN ->              │\n",
      "│          │                          │           │ BELFAST CITY ->          │\n",
      "│          │                          │           │ BLACKPOOL                │\n",
      "├──────────┼──────────────────────────┼───────────┼──────────────────────────┤\n",
      "│ ABERDEEN │ BOURNEMOUTH              │ 1         │ ABERDEEN ->              │\n",
      "│          │                          │           │ GLASGOW ->               │\n",
      "│          │                          │           │ BOURNEMOUTH              │\n",
      "├──────────┼──────────────────────────┼───────────┼──────────────────────────┤\n",
      "│ ABERDEEN │ BRISTOL                  │ direct    │ ABERDEEN ->              │\n",
      "│          │                          │           │ BRISTOL                  │\n",
      "├──────────┼──────────────────────────┼───────────┼──────────────────────────┤\n",
      "│ ABERDEEN │ CARDIFF WALES            │ direct    │ ABERDEEN ->              │\n",
      "│          │                          │           │ CARDIFF WALES            │\n",
      "├──────────┼──────────────────────────┼───────────┼──────────────────────────┤\n",
      "│ ABERDEEN │ CITY OF DERRY (EGLINTON) │ 1         │ ABERDEEN ->              │\n",
      "│          │                          │           │ GLASGOW ->               │\n",
      "│          │                          │           │ CITY OF DERRY (EGLINTON) │\n",
      "╘══════════╧══════════════════════════╧═══════════╧══════════════════════════╛\n",
      "...\n"
     ]
    }
   ],
   "source": [
    "datas = []\n",
    "\n",
    "for key1 in list(airports_ordered):\n",
    "  for key2 in list(airports_ordered):\n",
    "    if (key1 == key2):\n",
    "      continue\n",
    "    \n",
    "    data = {}\n",
    "    data['From'] = key1\n",
    "    data['To'] = key2\n",
    "    \n",
    "    path = []\n",
    "    try:\n",
    "      path = nx.shortest_path(g, key1, key2)\n",
    "    except:\n",
    "      data['Changes'] = '-'\n",
    "      data['Path'] = '-'\n",
    "      datas.append(data)\n",
    "      continue\n",
    "        \n",
    "    changes = len(path) - 2\n",
    "    if (changes == 0):\n",
    "      data['Changes'] = 'direct'\n",
    "    else:\n",
    "      data['Changes'] = changes\n",
    "    \n",
    "    data['Path'] = ' ->\\n'.join(path)\n",
    "    datas.append(data)\n",
    "\n",
    "print(\"First 10 rows (only for present result)\")\n",
    "header = ['From', 'To', 'Changes', 'Path']\n",
    "rows =  [x.values() for x in datas[:10]]\n",
    "print(tabulate.tabulate(rows, header, \"fancy_grid\"))\n",
    "print('...')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Changes statistics"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "directCount = sum(1 for connection in datas if connection['Changes'] == 'direct')\n",
    "oneChangeCount = sum(1 for connection in datas if connection['Changes'] == 1)\n",
    "twoChangesCount = sum(1 for connection in datas if connection['Changes'] == 2)\n",
    "threeChangesCount = sum(1 for connection in datas if connection['Changes'] == 3)\n",
    "\n",
    "headers = ['Direct', 'One change', 'Two change', 'Three change']\n",
    "values = [directCount, oneChangeCount, twoChangesCount, threeChangesCount]\n",
    "plt.bar(headers, values)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Business question: which airport has good connections but doesn't have many passengers? Potential for extension of airport to increase passenger numbers."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. I find the median value of the number of connections among all airports to reject those insignificant\n",
    "2. I filter airports with a number of connections above the average value calculated earlier\n",
    "3. I calculate the average number of passengers per connection\n",
    "4. I present the results sorting them in increasing average order of passengers per connection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "╒════════════════════════════════╤═══════════════╤════════════════════╤═══════════════════════╕\n",
      "│ Name                           │   Edges count │   Passengers count │   Passengers per edge │\n",
      "╞════════════════════════════════╪═══════════════╪════════════════════╪═══════════════════════╡\n",
      "│ PLYMOUTH                       │            11 │              49901 │               4536.45 │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ EXETER                         │            11 │              74742 │               6794.73 │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ CARDIFF WALES                  │            15 │             346676 │              23111.7  │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ LEEDS BRADFORD                 │            14 │             441573 │              31540.9  │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ ISLE OF MAN                    │            18 │             571819 │              31767.7  │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ INVERNESS                      │            11 │             372943 │              33903.9  │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ SOUTHAMPTON                    │            14 │             627949 │              44853.5  │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ ABERDEEN                       │            24 │            1222893 │              50953.9  │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ JERSEY                         │            25 │            1311320 │              52452.8  │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ NOTTINGHAM EAST MIDLANDS INT'L │            13 │             804549 │              61888.4  │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ GUERNSEY                       │            13 │             820202 │              63092.5  │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ BRISTOL                        │            16 │            1044764 │              65297.8  │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ NEWCASTLE                      │            17 │            1317357 │              77491.6  │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ BELFAST CITY                   │            19 │            1851787 │              97462.5  │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ BIRMINGHAM                     │            11 │            1266511 │             115137    │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ MANCHESTER                     │            21 │            2759693 │             131414    │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ LUTON                          │            11 │            1701647 │             154695    │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ GLASGOW                        │            26 │            4200919 │             161574    │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ BELFAST INTERNATIONAL          │            16 │            2969382 │             185586    │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ EDINBURGH                      │            27 │            5261352 │             194865    │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ GATWICK                        │            18 │            3694857 │             205270    │\n",
      "├────────────────────────────────┼───────────────┼────────────────────┼───────────────────────┤\n",
      "│ STANSTED                       │            11 │            2610080 │             237280    │\n",
      "╘════════════════════════════════╧═══════════════╧════════════════════╧═══════════════════════╛\n"
     ]
    }
   ],
   "source": [
    "airportsEdgesCount = []\n",
    "for key in airports:\n",
    "    airportsEdgesCount.append(len(g.edges(key)))\n",
    " \n",
    "import numpy as np\n",
    "edgeMiddleValue = np.median(airportsEdgesCount)\n",
    "\n",
    "airportsWithEdgeAboveMiddleValue = []\n",
    "for key in airports:\n",
    "    if len(g.edges(key)) > edgeMiddleValue :\n",
    "        airportsWithEdgeAboveMiddleValue.append(key)\n",
    "\n",
    "datas = []\n",
    "for key in airportsWithEdgeAboveMiddleValue:\n",
    "    data = {}\n",
    "    data['Name'] = key\n",
    "    data['Edges count'] = len(g.edges(key))\n",
    "    data['Passengers count'] = degree[key]\n",
    "    data['Passengers per edge'] = data['Passengers count'] / data['Edges count']\n",
    "    datas.append(data)\n",
    "    \n",
    "sorted_datas = sorted(datas, key=lambda x:x['Passengers per edge'], reverse=False)\n",
    "\n",
    "header = ['Name', 'Edges count', 'Passengers count', 'Passengers per edge']\n",
    "rows =  [x.values() for x in sorted_datas]\n",
    "print(tabulate.tabulate(rows, header, \"fancy_grid\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Business question: which major airports have the most changes between? Potentially cost-effective introduction of direct connections."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. I find the median number of passengers among all airports.\n",
    "2. I filter airports that have a number of passengers above the calculated median\n",
    "3. I find the maximum number of transfers between airports obtained\n",
    "4. I display airports between which the number of transfers is the value found earlier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "╒═══════════╤═══════════╤═══════════╤══════════════╕\n",
      "│ From      │ To        │   Changes │ Passengers   │\n",
      "╞═══════════╪═══════════╪═══════════╪══════════════╡\n",
      "│ INVERNESS │ PRESTWICK │         2 │ -            │\n",
      "├───────────┼───────────┼───────────┼──────────────┤\n",
      "│ PRESTWICK │ INVERNESS │         2 │ -            │\n",
      "╘═══════════╧═══════════╧═══════════╧══════════════╛\n"
     ]
    }
   ],
   "source": [
    "airportsPassengersCount = []\n",
    "for key in airports:\n",
    "    airportsPassengersCount.append(degree[key])\n",
    "    \n",
    "passengersCountMiddleValue = np.median(airportsPassengersCount)\n",
    "\n",
    "airportsWithPassengersCountAboveMiddleValue = []\n",
    "for key in airports:\n",
    "    if degree[key] > passengersCountMiddleValue :\n",
    "        airportsWithPassengersCountAboveMiddleValue.append(key)\n",
    "        \n",
    "datas = []\n",
    "\n",
    "for key1 in list(airportsWithPassengersCountAboveMiddleValue):\n",
    "  for key2 in list(airportsWithPassengersCountAboveMiddleValue):\n",
    "    if (key1 == key2):\n",
    "      continue\n",
    "    data = {}\n",
    "    data['From'] = key1\n",
    "    data['To'] = key2\n",
    "    path = []\n",
    "    try:\n",
    "      path = nx.shortest_path(g, key1, key2)\n",
    "    except:\n",
    "      data['Changes'] = 0\n",
    "      data['Passengers'] = 0\n",
    "      datas.append(data)\n",
    "      continue\n",
    "    changes = len(path) - 2\n",
    "    data['Changes'] = changes\n",
    "    try:\n",
    "      passengers = g.get_edge_data(key1, key2)['passengers']\n",
    "    except:\n",
    "      data['Passengers'] = '-'\n",
    "      datas.append(data)\n",
    "      continue\n",
    "    data['Passengers'] = passengers\n",
    "    datas.append(data)\n",
    "\n",
    "maxChanges = max(d['Changes'] for d in datas)\n",
    "\n",
    "maxChangesBigAirports = []\n",
    "for data in datas:\n",
    "    if data['Changes'] == maxChanges :\n",
    "        maxChangesBigAirports.append(data)\n",
    "        \n",
    "header = ['From', 'To', 'Changes', 'Passengers']\n",
    "rows =  [x.values() for x in maxChangesBigAirports]\n",
    "print(tabulate.tabulate(rows, header, \"fancy_grid\"))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Business question: Which direct connections between major airports have the fewest passengers? Potentially required reduction in ticket prices for these connections"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "1. I find all direct connections among the previously found large airports\n",
    "2. I display sorted connections by the number of passengers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "╒════════════════════════════════╤════════════════════════════════╤═══════════╤══════════════╕\n",
      "│ From                           │ To                             │   Changes │   Passengers │\n",
      "╞════════════════════════════════╪════════════════════════════════╪═══════════╪══════════════╡\n",
      "│ HEATHROW                       │ ISLE OF MAN                    │         0 │            0 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ ABERDEEN                       │ LONDON CITY                    │         0 │            0 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ BELFAST CITY                   │ NOTTINGHAM EAST MIDLANDS INT'L │         0 │            0 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ EDINBURGH                      │ GUERNSEY                       │         0 │            0 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ ISLE OF MAN                    │ HEATHROW                       │         0 │            0 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ ISLE OF MAN                    │ JERSEY                         │         0 │            0 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ ISLE OF MAN                    │ SOUTHAMPTON                    │         0 │            0 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ GUERNSEY                       │ EDINBURGH                      │         0 │            0 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ JERSEY                         │ ISLE OF MAN                    │         0 │            0 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ LONDON CITY                    │ ABERDEEN                       │         0 │            0 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ NOTTINGHAM EAST MIDLANDS INT'L │ BELFAST CITY                   │         0 │            0 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ SOUTHAMPTON                    │ ISLE OF MAN                    │         0 │            0 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ MANCHESTER                     │ LIVERPOOL                      │         0 │           15 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ LIVERPOOL                      │ MANCHESTER                     │         0 │           15 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ INVERNESS                      │ NOTTINGHAM EAST MIDLANDS INT'L │         0 │           24 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ NOTTINGHAM EAST MIDLANDS INT'L │ INVERNESS                      │         0 │           24 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ ABERDEEN                       │ INVERNESS                      │         0 │           26 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ INVERNESS                      │ ABERDEEN                       │         0 │           26 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ GATWICK                        │ LIVERPOOL                      │         0 │           37 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ LIVERPOOL                      │ GATWICK                        │         0 │           37 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ LEEDS BRADFORD                 │ BRISTOL                        │         0 │           51 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ BRISTOL                        │ LEEDS BRADFORD                 │         0 │           51 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ ABERDEEN                       │ EDINBURGH                      │         0 │           60 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ EDINBURGH                      │ ABERDEEN                       │         0 │           60 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ NEWCASTLE                      │ NOTTINGHAM EAST MIDLANDS INT'L │         0 │           72 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ NOTTINGHAM EAST MIDLANDS INT'L │ NEWCASTLE                      │         0 │           72 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ LEEDS BRADFORD                 │ LUTON                          │         0 │           94 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ LUTON                          │ LEEDS BRADFORD                 │         0 │           94 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ LIVERPOOL                      │ LUTON                          │         0 │          116 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ LUTON                          │ LIVERPOOL                      │         0 │          116 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ ABERDEEN                       │ BELFAST CITY                   │         0 │          119 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ BELFAST CITY                   │ ABERDEEN                       │         0 │          119 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ MANCHESTER                     │ BIRMINGHAM                     │         0 │          164 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ BIRMINGHAM                     │ MANCHESTER                     │         0 │          164 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ ABERDEEN                       │ BRISTOL                        │         0 │          183 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ BRISTOL                        │ ABERDEEN                       │         0 │          183 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ GATWICK                        │ BRISTOL                        │         0 │          233 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ BRISTOL                        │ GATWICK                        │         0 │          233 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ NEWCASTLE                      │ LIVERPOOL                      │         0 │          249 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ LIVERPOOL                      │ NEWCASTLE                      │         0 │          249 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ GLASGOW                        │ LIVERPOOL                      │         0 │          566 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ LIVERPOOL                      │ GLASGOW                        │         0 │          566 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ GATWICK                        │ BIRMINGHAM                     │         0 │          649 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ BIRMINGHAM                     │ GATWICK                        │         0 │          649 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ ABERDEEN                       │ SOUTHAMPTON                    │         0 │          707 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ SOUTHAMPTON                    │ ABERDEEN                       │         0 │          707 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ ABERDEEN                       │ BELFAST INTERNATIONAL          │         0 │          711 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ BELFAST INTERNATIONAL          │ ABERDEEN                       │         0 │          711 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ ISLE OF MAN                    │ NOTTINGHAM EAST MIDLANDS INT'L │         0 │         1242 │\n",
      "├────────────────────────────────┼────────────────────────────────┼───────────┼──────────────┤\n",
      "│ NOTTINGHAM EAST MIDLANDS INT'L │ ISLE OF MAN                    │         0 │         1242 │\n",
      "╘════════════════════════════════╧════════════════════════════════╧═══════════╧══════════════╛\n"
     ]
    }
   ],
   "source": [
    "directConnections = []\n",
    "for data in datas:\n",
    "    if data['Changes'] == 0 :\n",
    "        directConnections.append(data)\n",
    "       \n",
    "sorted_directConnections = sorted(directConnections, key=lambda x:x['Passengers'], reverse=False)\n",
    "\n",
    "header = ['From', 'To', 'Changes', 'Passengers']\n",
    "rows =  [x.values() for x in sorted_directConnections[:50]]\n",
    "print(tabulate.tabulate(rows, header, \"fancy_grid\"))"
   ]
  }
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