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@mikk-c
Last active September 12, 2018 08:47
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h1>Create a graph from an edgelist file </h1>"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"#Import important stuff\n",
"import networkx as nx\n",
"import matplotlib.pyplot as plt\n",
"import random as rn\n",
"\n",
"plt.rcParams['figure.figsize']=[15,7]"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"#Define a function that reads multitype edges (like the ones in the aucs dataset) and stores the edges in a dictionary based on their types\n",
"def read_multitype_edges(file_path):\n",
" nodes=[]\n",
" edges={}\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 nodes:\n",
" nodes.append(n1)\n",
" if n2 not in nodes:\n",
" nodes.append(n2)\n",
" if e_type.strip() not in edges.keys():\n",
" edges[e_type.strip()]=[]\n",
" edges[e_type.strip()].append((n1,n2))\n",
" return nodes,edges"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"#Define a function that given a dictionary of different edges (keyed by their type) wrties each dofferent types of edges into a separate edgelist file\n",
"def write_to_sep_files(edges):\n",
" for e_type in edges.keys():\n",
" file = open('data/%s.txt'%(e_type),'w')\n",
" for edge in edges[e_type]:\n",
" file.write('%s,%s\\n' % (edge[0],edge[1]))\n",
" file.close()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"#Call your function\n",
"nodes,edges = read_multitype_edges('data/aucs.csv')\n",
"write_to_sep_files(edges)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Create a graph from a file (lunch.txt file for example)\n",
"lunch_G = nx.read_edgelist('data/lunch.txt',delimiter=',')\n",
"nx.draw(lunch_G, node_size=50, with_labels=False,node_color='r')\n"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<Figure size 1080x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Create a graph from a file (leisure.txt file for example)\n",
"leisure_G = nx.read_edgelist('data/leisure.txt',delimiter=',')\n",
"nx.draw(leisure_G, node_size=50, with_labels=False,node_color='b')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"<h1>Represent Multi-layer model using a Graph object </h1>"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.LineCollection at 0xa21f34fd0>"
]
},
"execution_count": 44,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"#Given that we have two graphs (lunch + leisure), let us use the Graph class to represent a multi-layer model constituted of two layers (leisure, lunch).\n",
"multilayer= nx.Graph()\n",
"\n",
"#Each person will have a node on each layer, so we have to create 2 nodes (one per layer) for each person\n",
"#\"nodes\" here refer to the \"nodes\" variable initiated above \n",
"for n in nodes: \n",
" multilayer.add_node(n+\"_1\", aspect =\"lunch\")\n",
" multilayer.add_node(n+\"_2\",aspect=\"leisure\")\n",
" multilayer.add_edge(n+\"_1\", n+\"_2\",e_type='interlayer', aspect='NA',color=\"black\") # This is an edge between the nodes refering to the same person (inter-layer edge)\n",
"\n",
"\n",
"#Add the within_layer (intra-layer) edges of each layer\n",
"file_lunch = open('data/lunch.txt')\n",
"file_leisure = open('data/leisure.txt')\n",
"\n",
"#the lunch layer edges(in red)\n",
"for line in file_lunch:\n",
" n1=line.split(',')[0].strip()+\"_1\"\n",
" n2=line.split(',')[1].strip()+\"_1\"\n",
" multilayer.add_edge(n1,n2, e_type='intra-layer',aspect='lunch')\n",
"\n",
"#the leisure layer edges(in green)\n",
"for line in file_leisure:\n",
" n1=line.split(',')[0].strip()+\"_2\"\n",
" n2=line.split(',')[1].strip()+\"_2\"\n",
" multilayer.add_edge(n1,n2,e_type='intra-layer',aspect='leisure')\n",
"\n",
"#Drawing (we want our netowrk to look fancy, we will draw each element separately)\n",
"interlayer_edges = [e for e in multilayer.edges() if multilayer.edges[e]['e_type']==\"interlayer\"]# interlayer edges\n",
"lunch_edges = [e for e in multilayer.edges() if multilayer.edges[e]['aspect']==\"lunch\"] #intra-layer edges\n",
"leisure_edges = [e for e in multilayer.edges() if multilayer.edges[e]['aspect']==\"leisure\"] #intra-layer edges\n",
"\n",
"pos = nx.spring_layout(multilayer, iterations =13) # a layout \n",
"\n",
"# draw lunch nodes\n",
"nx.draw_networkx_nodes([n for n in multilayer.nodes if multilayer.node[n]['aspect']=='lunch'],pos,node_shape=\"^\",node_size=20, node_color = 'b')\n",
"# draw leisure nodes\n",
"nx.draw_networkx_nodes([n for n in multilayer.nodes if multilayer.node[n]['aspect']=='leisure'],pos,node_shape=\"o\",node_size=20, node_color = 'r')\n",
"\n",
"# draw intera-layer edges \n",
"nx.draw_networkx_edges(multilayer,pos,edgelist=interlayer_edges, style='dotted', color='balck')\n",
"# draw lunch edges\n",
"nx.draw_networkx_edges(multilayer,pos,edgelist=lunch_edges, style='solid', edge_color='blue')\n",
"# draw leisure edges\n",
"nx.draw_networkx_edges(multilayer,pos,edgelist=leisure_edges, style='solid', edge_color='red')\n",
"#nx.draw_networkx_edges(multilayer,pos, style='solid', edge_color=[c for c in ec.values()])"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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