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@mikk-c
Created September 4, 2020 08:10
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import networkx as nx"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"def net_distance(G1, G2):\n",
" avgdeg1 = 2 * len(G1.edges) / len(G1.nodes)\n",
" avgdeg2 = 2 * len(G2.edges) / len(G2.nodes)\n",
" avgcc1 = nx.average_clustering(G1)\n",
" avgcc2 = nx.average_clustering(G2)\n",
" dens1 = nx.density(G1)\n",
" dens2 = nx.density(G2)\n",
" return (abs(avgdeg1 - avgdeg2) + abs(avgcc1 - avgcc2) + abs(dens1 - dens2)) / 3"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"G1 = nx.read_edgelist(\"data1.txt\", delimiter = \"\\t\", nodetype = int)\n",
"G2 = nx.read_edgelist(\"data2.txt\", delimiter = \"\\t\", nodetype = int)\n",
"G3 = nx.read_edgelist(\"data3.txt\", delimiter = \"\\t\", nodetype = int)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"G1-G2 difference: 0.18333850648545705\n",
"G1-G3 difference: 0.21621126045625028\n",
"G2-G3 difference: 0.03287275397079319\n"
]
}
],
"source": [
"print(\"G1-G2 difference: %s\" % net_distance(G1, G2))\n",
"print(\"G1-G3 difference: %s\" % net_distance(G1, G3))\n",
"print(\"G2-G3 difference: %s\" % net_distance(G2, G3))"
]
}
],
"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": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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