Notebook.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "<span>\n",
    "<b>Author:</b> <a href=\"http://about.giuliorossetti.net\">Giulio Rossetti</a>, Andrea Failla<br/>\n",
    "<b>Python version:</b>  >=3.7<br/>\n",
    "<b>Networkx version:</b>  >=2.3<br/>\n",
    "<b>Last update:</b> 14/04/2024\n",
    "</span>\n",
    "\n",
    "<a id='top'></a>\n",
    "# *Network Analysis in Python*\n",
    "\n",
    "``Networkx`` è una libreria python progettata per supportare l'analisi di reti complesse.\n",
    "\n",
    "In questo notebook vengono presentate alcune delle caratteristiche principali della libreria e una panoramica delle sue funzionalità.\n",
    "\n",
    "La documentazione completa è disponibile sul [sito](https://networkx.github.io/documentation/latest/) del progetto."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Importing the library\n",
    "Per prima cosa importiamo la libreria``networkx`` e diamogli alias ``nx``."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Oltre ad analizzare le reti, le visualizzeremo. per questo importiamo anche ``matplotlib``."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "%matplotlib inline "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Il nostro primo grafo\n",
    "\n",
    "``networkx`` offre vari tipi di grafo\n",
    "\n",
    "Tra questi\n",
    "- grafi non direzionati, disponibili tramite la classe ``Graph``\n",
    "- grafi non direzionati, disponibili tramite la classe ``DiGraph``\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Possiamo creare e modificare un grafo in questo modo:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = nx.Graph() # nx.DiGraph()\n",
    "\n",
    "g.add_node(\"a\")\n",
    "g.add_edge(\"a\", \"b\")\n",
    "g.add_edge(\"a\", \"c\")\n",
    "g.add_edge(\"b\", \"c\")\n",
    "\n",
    "nx.draw(g ,with_labels=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Eliminare nodi e archi:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": "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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g.remove_node(\"a\")\n",
    "g.remove_edge(\"b\", \"c\")\n",
    "\n",
    "#re-draw the graph\n",
    "nx.draw(g, with_labels=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Leggere un grafo da file\n",
    "``networkx`` supporta vari formati di grafo. \n",
    "\n",
    "Tra questi, uno dei più utilizzati nei repository online è il formato *edgelist* (cioè, elenco di archi).\n",
    "Per oggi utilizzeremo il formato gexf che avete giàò visto."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "g = nx.read_gexf('i-like-trains.gexf')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Allo stesso modo, un grafo può essere scritto su un file usando ``nx.write_gexf(g, filename)``.\n",
    "\n",
    "Per tutti i metodi di I/O consultare la [documentazione ufficiale](https://networkx.github.io/documentation/latest/reference/readwrite/index.html)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Accedere a nodi e archi\n",
    "Dato un oggetto ``Graph``  è possibile iterare sui suoi nodi con un for"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "for n in g.nodes():\n",
    "    # do something\n",
    "    pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Allo stesso modo sugli archi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "for e in g.edges():\n",
    "    # do something\n",
    "    pass"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Statistiche di base\n",
    "``networkx`` permette di manipolare i nodi e gli archi, di contarli e di estrarre le caratteristiche globali rilevanti."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "733"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.number_of_nodes()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1006"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.number_of_edges()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "False"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.is_directed()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Grado e degree distribution\n",
    "Il grado di un nodo può essere ottenuto come segue:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "g.degree('Battipaglia') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "calcolare il grado medio in un grafo:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2.7448840381991815"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sum(dict(g.degree()).values())/float(len(g))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Visualizzare la degree distribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "hist = nx.degree_histogram(g)\n",
    "    \n",
    "plt.plot(range(0, len(hist)), hist, \".\")\n",
    "plt.title(\"Degree Distribution\")\n",
    "plt.xlabel(\"Degree\")\n",
    "plt.ylabel(\"#Nodes\")\n",
    "plt.loglog()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Componenti\n",
    "``networkx`` consente di selezionare viste specifiche dei nodi del grafo originale\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Sapri', 'Salerno', 'Sicignano D.A.']"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "list(g.neighbors('Battipaglia')) # obtain the list of neighobors for node 0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ego = nx.ego_graph(g, 'Battipaglia') # ego network of the node \n",
    "nx.draw(ego, with_labels=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Using the same rationale also connected components can be extracted"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.number_connected_components(g)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "comps = list(nx.connected_components(g)) # get a list of connected components (for decreasing size)\n",
    "comp_1 = nx.subgraph(g, comps[1]) # build a subgraph on the second component\n",
    "nx.draw(comp_1, with_labels=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Paths and Diameter\n",
    "Shortest paths can be extracted as well using the following syntax"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['Agrigento Centr.',\n",
       " 'Agrigento Bassa',\n",
       " 'Aragona Caldare',\n",
       " 'Roccapalumba-A.',\n",
       " 'Caltaniss.X.',\n",
       " 'Bicocca',\n",
       " 'Catania Acq.Lla',\n",
       " 'Catania Centrale']"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.shortest_path(g, source='Agrigento Centr.', target='Catania Centrale')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "7"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.shortest_path_length(g, source='Agrigento Centr.', target='Catania Centrale')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Moreover, the network diameter can be computed as follows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "52"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.diameter(g.subgraph(comps[0])) # we compute the diameter on the giant component"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Triangles, density and clustering\n",
    "Other indexes that can be computed using the library are "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.003749841582239319"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.density(g)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "4"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.triangles(g)['Milano Centrale']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.6666666666666666"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.clustering(g)['Milano Centrale']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.11574416942766179"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nx.average_clustering(g) # compute the global clustering coefficient"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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