[networkx](https://networkx.github.io/)
module to read, analyse, and visualise the networks. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#!pip install networkx\n",
+ "# !pip install matplotlib\n",
+ "# !pip install prettytable"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "import networkx as nx"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We will also use the matplotlib
module for visualisation."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "import matplotlib\n",
+ "import matplotlib.pyplot as plt\n",
+ "%matplotlib inline"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We can read in the network as a weighted edgelist. This is a CSV file in the format of node1, node2, weight
. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "metadata": {
+ "collapsed": true
+ },
+ "outputs": [],
+ "source": [
+ "G = nx.read_weighted_edgelist('data/star-wars-network-edges.csv', delimiter = \",\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "We can use a method to see all the edges in the network."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "EdgeView([('C-3PO', 'R2-D2'), ('C-3PO', 'CHEWBACCA'), ('C-3PO', 'BERU'), ('C-3PO', 'LUKE'), ('C-3PO', 'OWEN'), ('C-3PO', 'LEIA'), ('C-3PO', 'OBI-WAN'), ('C-3PO', 'HAN'), ('C-3PO', 'BIGGS'), ('C-3PO', 'RED LEADER'), ('R2-D2', 'LUKE'), ('R2-D2', 'OBI-WAN'), ('R2-D2', 'LEIA'), ('R2-D2', 'HAN'), ('R2-D2', 'CHEWBACCA'), ('R2-D2', 'DODONNA'), ('LUKE', 'CHEWBACCA'), ('LUKE', 'CAMIE'), ('LUKE', 'BIGGS'), ('LUKE', 'BERU'), ('LUKE', 'OWEN'), ('LUKE', 'LEIA'), ('LUKE', 'OBI-WAN'), ('LUKE', 'HAN'), ('LUKE', 'DODONNA'), ('LUKE', 'GOLD LEADER'), ('LUKE', 'WEDGE'), ('LUKE', 'RED LEADER'), ('LUKE', 'RED TEN'), ('OBI-WAN', 'CHEWBACCA'), ('OBI-WAN', 'LEIA'), ('OBI-WAN', 'HAN'), ('OBI-WAN', 'DARTH VADER'), ('LEIA', 'CHEWBACCA'), ('LEIA', 'DARTH VADER'), ('LEIA', 'BERU'), ('LEIA', 'MOTTI'), ('LEIA', 'TARKIN'), ('LEIA', 'HAN'), ('LEIA', 'BIGGS'), ('LEIA', 'RED LEADER'), ('HAN', 'CHEWBACCA'), ('HAN', 'GREEDO'), ('HAN', 'JABBA'), ('CHEWBACCA', 'DARTH VADER'), ('CHEWBACCA', 'DODONNA'), ('DODONNA', 'GOLD LEADER'), ('DODONNA', 'WEDGE'), ('DARTH VADER', 'MOTTI'), ('DARTH VADER', 'TARKIN'), ('CAMIE', 'BIGGS'), ('BIGGS', 'RED LEADER'), ('BIGGS', 'WEDGE'), ('BIGGS', 'GOLD LEADER'), ('BERU', 'OWEN'), ('MOTTI', 'TARKIN'), ('GOLD LEADER', 'WEDGE'), ('GOLD LEADER', 'RED LEADER'), ('WEDGE', 'RED LEADER'), ('RED LEADER', 'RED TEN')])"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "G.edges()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "And we can use a similar one to see all the nodes."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "NodeView(('C-3PO', 'R2-D2', 'LUKE', 'OBI-WAN', 'LEIA', 'HAN', 'CHEWBACCA', 'DODONNA', 'DARTH VADER', 'CAMIE', 'BIGGS', 'BERU', 'OWEN', 'MOTTI', 'TARKIN', 'GREEDO', 'JABBA', 'GOLD LEADER', 'WEDGE', 'RED LEADER', 'RED TEN'))"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "G.nodes()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "To see a specific attribute of an edge, we need to use get_edge_attributes
. Who seems to have the highest weight in their interactions?"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "{('C-3PO', 'R2-D2'): 17.0,\n",
+ " ('C-3PO', 'CHEWBACCA'): 5.0,\n",
+ " ('C-3PO', 'BERU'): 2.0,\n",
+ " ('C-3PO', 'LUKE'): 18.0,\n",
+ " ('C-3PO', 'OWEN'): 2.0,\n",
+ " ('C-3PO', 'LEIA'): 6.0,\n",
+ " ('C-3PO', 'OBI-WAN'): 6.0,\n",
+ " ('C-3PO', 'HAN'): 6.0,\n",
+ " ('C-3PO', 'BIGGS'): 1.0,\n",
+ " ('C-3PO', 'RED LEADER'): 1.0,\n",
+ " ('R2-D2', 'LUKE'): 13.0,\n",
+ " ('R2-D2', 'OBI-WAN'): 6.0,\n",
+ " ('R2-D2', 'LEIA'): 5.0,\n",
+ " ('R2-D2', 'HAN'): 5.0,\n",
+ " ('R2-D2', 'CHEWBACCA'): 3.0,\n",
+ " ('R2-D2', 'DODONNA'): 1.0,\n",
+ " ('LUKE', 'CHEWBACCA'): 16.0,\n",
+ " ('LUKE', 'CAMIE'): 2.0,\n",
+ " ('LUKE', 'BIGGS'): 4.0,\n",
+ " ('LUKE', 'BERU'): 3.0,\n",
+ " ('LUKE', 'OWEN'): 3.0,\n",
+ " ('LUKE', 'LEIA'): 17.0,\n",
+ " ('LUKE', 'OBI-WAN'): 19.0,\n",
+ " ('LUKE', 'HAN'): 26.0,\n",
+ " ('LUKE', 'DODONNA'): 1.0,\n",
+ " ('LUKE', 'GOLD LEADER'): 1.0,\n",
+ " ('LUKE', 'WEDGE'): 2.0,\n",
+ " ('LUKE', 'RED LEADER'): 3.0,\n",
+ " ('LUKE', 'RED TEN'): 1.0,\n",
+ " ('OBI-WAN', 'CHEWBACCA'): 7.0,\n",
+ " ('OBI-WAN', 'LEIA'): 1.0,\n",
+ " ('OBI-WAN', 'HAN'): 9.0,\n",
+ " ('OBI-WAN', 'DARTH VADER'): 1.0,\n",
+ " ('LEIA', 'CHEWBACCA'): 11.0,\n",
+ " ('LEIA', 'DARTH VADER'): 1.0,\n",
+ " ('LEIA', 'BERU'): 1.0,\n",
+ " ('LEIA', 'MOTTI'): 1.0,\n",
+ " ('LEIA', 'TARKIN'): 1.0,\n",
+ " ('LEIA', 'HAN'): 13.0,\n",
+ " ('LEIA', 'BIGGS'): 1.0,\n",
+ " ('LEIA', 'RED LEADER'): 1.0,\n",
+ " ('HAN', 'CHEWBACCA'): 19.0,\n",
+ " ('HAN', 'GREEDO'): 1.0,\n",
+ " ('HAN', 'JABBA'): 1.0,\n",
+ " ('CHEWBACCA', 'DARTH VADER'): 1.0,\n",
+ " ('CHEWBACCA', 'DODONNA'): 1.0,\n",
+ " ('DODONNA', 'GOLD LEADER'): 1.0,\n",
+ " ('DODONNA', 'WEDGE'): 1.0,\n",
+ " ('DARTH VADER', 'MOTTI'): 1.0,\n",
+ " ('DARTH VADER', 'TARKIN'): 7.0,\n",
+ " ('CAMIE', 'BIGGS'): 2.0,\n",
+ " ('BIGGS', 'RED LEADER'): 3.0,\n",
+ " ('BIGGS', 'WEDGE'): 2.0,\n",
+ " ('BIGGS', 'GOLD LEADER'): 1.0,\n",
+ " ('BERU', 'OWEN'): 3.0,\n",
+ " ('MOTTI', 'TARKIN'): 2.0,\n",
+ " ('GOLD LEADER', 'WEDGE'): 1.0,\n",
+ " ('GOLD LEADER', 'RED LEADER'): 1.0,\n",
+ " ('WEDGE', 'RED LEADER'): 3.0,\n",
+ " ('RED LEADER', 'RED TEN'): 1.0}"
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "nx.get_edge_attributes(G, 'weight')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "metadata": {},
+ "source": [
+ "Now we're ready to draw. We'll use the basic draw
method first to illustrate the graph. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "metadata": {
+ "collapsed": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": "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",
+ "text/plain": [
+ "