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@mikk-c
Last active September 12, 2018 08:47
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<font color='red'> <h1>Using the Graph object to represent bipartite networks</h1></font>\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#Import important stuff\n",
"import networkx as nx\n",
"import matplotlib.pyplot as plt\n",
"plt.rcParams['figure.figsize'] = [15, 7]"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#Define a function that reads aucs as bipartite graph \n",
"#(nodes are people + communication types (lunch,facebook,...etc))\n",
"#edges connect people with the communication type they interacted through \n",
"def read_bipartite(file_path):\n",
" g = nx.Graph()\n",
" file = open(file_path,'r')\n",
" for line in file:\n",
" line_splitted= line.split(',')\n",
" n1,n2,e_type = line_splitted\n",
" if n1 not in g.nodes():\n",
" g.add_node(n1, n_type=\"human\", color='r')\n",
" if n2 not in g.nodes():\n",
" g.add_node(n2,n_type=\"human\", color='r')\n",
" if e_type.strip() not in g.nodes():\n",
" g.add_node(e_type.strip(),n_type=\"aspect\",color='b')\n",
" \n",
" g.add_edge(n1,e_type.strip())\n",
" g.add_edge(n2,e_type.strip())\n",
" return g"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"#Call your function\n",
"g = read_bipartite('data/aucs.csv')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"#Just to make the figures bigger\n",
"plt.rcParams['figure.figsize'] = [15, 7]"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.LineCollection at 0x11a9eac50>"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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