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@coka-stefan
Created May 15, 2018 21:11
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Лаб 4.
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"APIData Lab_4.ipynb tedges.txt\t\t\t\tUntitled1.ipynb\r\n",
"fedges.txt Lab_doma.ipynb test.ipynb\t\t\t\tUntitled2.ipynb\r\n",
"girvan.png tedges_snap.txt twitter_foursquare_mapper.dat.txt\tUntitled.ipynb\r\n"
]
}
],
"source": [
"import networkx as nx\n",
"from networkx.algorithms.community.centrality import girvan_newman\n",
"from networkx.algorithms.community.kclique import k_clique_communities\n",
"import matplotlib.pyplot as plt\n",
"!ls"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"tG = nx.read_edgelist('tedges.txt')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"communities = list(k_clique_communities(tG, 3))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3ee5263630>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"pos = nx.spring_layout(tG)\n",
"colors = [\"violet\", \"black\", \"orange\", \"cyan\", \"blue\", \"green\", \"yellow\", \"indigo\", \"pink\", \"red\"]\n",
"for i in range(len(communities)):\n",
" graph = communities[i]\n",
" node_list = [node for node in graph]\n",
" nx.draw(tG, pos, nodelist=node_list, node_color=colors[i%10], node_size=50, alpha=0.8)"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"48"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(communities)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"# From SO: https://stackoverflow.com/questions/40941264/how-to-draw-a-small-graph-with-community-structure-in-networkx\n",
"def community_layout(g, partition):\n",
" \"\"\"\n",
" Compute the layout for a modular graph.\n",
"\n",
"\n",
" Arguments:\n",
" ----------\n",
" g -- networkx.Graph or networkx.DiGraph instance\n",
" graph to plot\n",
"\n",
" partition -- dict mapping int node -> int community\n",
" graph partitions\n",
"\n",
"\n",
" Returns:\n",
" --------\n",
" pos -- dict mapping int node -> (float x, float y)\n",
" node positions\n",
"\n",
" \"\"\"\n",
"\n",
" pos_communities = _position_communities(g, partition, scale=3.)\n",
"\n",
" pos_nodes = _position_nodes(g, partition, scale=1.)\n",
"\n",
" # combine positions\n",
" pos = dict()\n",
" for node in g.nodes():\n",
" pos[node] = pos_communities[node] + pos_nodes[node]\n",
"\n",
" return pos\n",
"\n",
"def _position_communities(g, partition, **kwargs):\n",
"\n",
" # create a weighted graph, in which each node corresponds to a community,\n",
" # and each edge weight to the number of edges between communities\n",
" between_community_edges = _find_between_community_edges(g, partition)\n",
"\n",
" communities = set(partition.values())\n",
" hypergraph = nx.DiGraph()\n",
" hypergraph.add_nodes_from(communities)\n",
" for (ci, cj), edges in between_community_edges.items():\n",
" hypergraph.add_edge(ci, cj, weight=len(edges))\n",
"\n",
" # find layout for communities\n",
" pos_communities = nx.spring_layout(hypergraph, **kwargs)\n",
"\n",
" # set node positions to position of community\n",
" pos = dict()\n",
" for node, community in partition.items():\n",
" pos[node] = pos_communities[community]\n",
"\n",
" return pos\n",
"\n",
"def _find_between_community_edges(g, partition):\n",
"\n",
" edges = dict()\n",
"\n",
" for (ni, nj) in g.edges():\n",
" ci = partition[ni]\n",
" cj = partition[nj]\n",
"\n",
" if ci != cj:\n",
" try:\n",
" edges[(ci, cj)] += [(ni, nj)]\n",
" except KeyError:\n",
" edges[(ci, cj)] = [(ni, nj)]\n",
"\n",
" return edges\n",
"\n",
"def _position_nodes(g, partition, **kwargs):\n",
" \"\"\"\n",
" Positions nodes within communities.\n",
" \"\"\"\n",
"\n",
" communities = dict()\n",
" for node, community in partition.items():\n",
" try:\n",
" communities[community] += [node]\n",
" except KeyError:\n",
" communities[community] = [node]\n",
"\n",
" pos = dict()\n",
" for ci, nodes in communities.items():\n",
" subgraph = g.subgraph(nodes)\n",
" pos_subgraph = nx.spring_layout(subgraph, **kwargs)\n",
" pos.update(pos_subgraph)\n",
"\n",
" return pos"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"dict_communities = {}\n",
"\n",
"for i, c in enumerate(communities):\n",
" for node in c:\n",
" dict_communities[node] = i + 1\n",
" \n",
"for node in tG:\n",
" if node not in dict_communities.keys():\n",
" dict_communities[node] = -1"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"pos = community_layout(tG, dict_communities)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import cm\n",
"colors = []\n",
"for node in tG.nodes:\n",
" colors.append(cm.Set1(dict_communities[node]))"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3ea70b4be0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,20))\n",
"nx.draw_networkx_nodes(tG, pos, node_color=colors, node_size=20)\n",
"nx.draw_networkx_edges(tG, pos, alpha=0.05)\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Girvan-Newman"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"from networkx import edge_betweenness_centrality\n",
"from random import random\n",
"\n",
"def most_valuable_edge(G):\n",
" centrality = edge_betweenness_centrality(G)\n",
" max_cent = max(centrality.values())\n",
" # Scale the centrality values so they are between 0 and 1,\n",
" # and add some random noise.\n",
" centrality = {e: c / max_cent for e, c in centrality.items()}\n",
" # Add some random noise.\n",
" centrality = {e: c + random() for e, c in centrality.items()}\n",
" return max(centrality, key=centrality.get)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"gn_generator = girvan_newman(tG, most_valuable_edge)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"from itertools import islice\n",
"gn_communities = next(islice(gn_generator, 3, None)) # Do 3 iterations only"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"6"
]
},
"execution_count": 56,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(gn_communities)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Community 0\n",
"Community 1\n",
"Community 2\n",
"Community 3\n",
"Community 4\n",
"Community 5\n"
]
}
],
"source": [
"gn_dict_communities = {}\n",
"\n",
"for i, c in enumerate(gn_communities):\n",
" print (\"Community {}\".format(i))\n",
" for node in c:\n",
" gn_dict_communities[node] = i + 1\n",
" \n",
"for node in tG:\n",
" if node not in gn_dict_communities.keys():\n",
" gn_dict_communities[node] = -1"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"gn_pos = community_layout(tG, gn_dict_communities)"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import cm\n",
"gn_colors = []\n",
"for node in tG.nodes:\n",
" gn_colors.append(cm.Set1(gn_dict_communities[node]))"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3eaa20d588>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,20))\n",
"nx.draw_networkx_nodes(tG, gn_pos, node_color=gn_colors, node_size=20)\n",
"nx.draw_networkx_edges(tG, gn_pos, alpha=0.05)\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Foursquare"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"18471"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"fsq = pd.read_csv('fedges.txt', delim_whitespace=True)\n",
"fsq.columns = ['source', 'dest']\n",
"\n",
"mapper = pd.read_csv('twitter_foursquare_mapper.dat.txt')\n",
"\n",
"fsq_set = set(mapper['foursquare'])\n",
"clean = fsq[(fsq['source'].isin(fsq_set)) & (fsq['dest'].isin(fsq_set))]\n",
"\n",
"fG = nx.from_pandas_edgelist(df=clean, source='source', target='dest')\n",
"len(fG.edges)"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"1508"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"len(fG.nodes)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# Mapping twitter names to foursqare IDs\n",
"fG = nx.relabel_nodes(fG, pd.Series(mapper.twitter_username.values, index=mapper.foursquare).to_dict())"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"5"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"components = list(nx.connected_component_subgraphs(fG))\n",
"len(components)"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [],
"source": [
"# fsq_communities = list(k_clique_communities(components[0], 3))\n",
"# not enough memory"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"fsq_gn_generator = girvan_newman(components[0])\n",
"from itertools import islice\n",
"fsq_gn_communities = next(islice(fsq_gn_generator, 3, None)) # Do 3 iterations only\n",
"# fsq_gn_communities = (next(gn_generator))"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"tuple"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(fsq_gn_communities)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [],
"source": [
"fsq_gn_dict_communities = {}\n",
"\n",
"for i, c in enumerate(fsq_gn_communities):\n",
"# print (\"Community {}\".format(i + 1))\n",
" for node in c:\n",
" fsq_gn_dict_communities[node] = (i + 1)\n",
"\n",
"for component in components:\n",
" if component == components[0]:\n",
" for node in component:\n",
" if node not in fsq_gn_dict_communities.keys():\n",
" fsq_gn_dict_communities[node] = -1\n",
" else:\n",
" val = int((max(fsq_gn_dict_communities.values()) + random() * 10)) % 8\n",
"# print (\"Component color = {}\\t {}\".format(val, cm.Set1(val)))\n",
" for node in component:\n",
" fsq_gn_dict_communities[node] = val"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"fsq_gn_pos_list = list()\n",
"for component in components:\n",
" fsq_gn_pos_list.append(community_layout(component, fsq_gn_dict_communities))"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import cm\n",
"\n",
"fsq_gn_colors = []\n",
"for node in fG.nodes:\n",
" val = fsq_gn_dict_communities[node]%8\n",
" color = cm.Set1(fsq_gn_dict_communities[node]%8)\n",
" fsq_gn_colors.append(color)\n",
"# print(\"Color = {}\\t{}\".format(val, color))"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3ea98f0828>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(20,20))\n",
"for item, component in zip(fsq_gn_pos_list, components):\n",
" nx.draw_networkx_nodes(component, item, node_color=fsq_gn_colors, node_size=20)\n",
" nx.draw_networkx_edges(component, item, alpha=0.05)\n",
"plt.axis('off')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of communities detected after 3 iterations of Girvan–Newman: \n",
"Twitter: 6\n",
"Foursqare: 5\n",
"\n",
"With sizes\n",
"Twitter\tFoursqare\n",
"1376\t1315\n",
"161\t161\n",
"6\t8\n",
"5\t3\n",
"4\t3\n"
]
}
],
"source": [
"print(\"Number of communities detected after 3 iterations of Girvan–Newman:\",\n",
" \"\\nTwitter: {}\\nFoursqare: {}\\n\".format(len(gn_communities), \n",
" len(fsq_gn_communities)))\n",
"print (\"With sizes\\nTwitter\\tFoursqare\")\n",
"for t, f in zip(gn_communities, fsq_gn_communities):\n",
" print(\"{}\\t{}\".format(len(t), len(f)))"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"from sklearn.metrics import jaccard_similarity_score"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [],
"source": [
"def jaccard_distance(set1, set2):\n",
" intersection = len(set1.intersection(set2))\n",
" union = (len(set1) + len(set2)) - intersection\n",
" return float(intersection / union)"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Distance 0 = 0.9194008559201141\n",
"Distance 1 = 0.00985545335085414\n",
"Distance 2 = 0.005813953488372093\n",
"Distance 3 = 0.0\n",
"Distance 4 = 0.002180232558139535\n",
"Distance 5 = 0.01026694045174538\n",
"Distance 6 = 0.8295454545454546\n",
"Distance 7 = 0.0\n",
"Distance 8 = 0.0\n",
"Distance 9 = 0.0\n",
"Distance 10 = 0.003799392097264438\n",
"Distance 11 = 0.0\n",
"Distance 12 = 0.0\n",
"Distance 13 = 0.0\n",
"Distance 14 = 0.0\n",
"Distance 15 = 0.0038022813688212928\n",
"Distance 16 = 0.0\n",
"Distance 17 = 0.0\n",
"Distance 18 = 0.0\n",
"Distance 19 = 0.0\n",
"Distance 20 = 0.0007587253414264037\n",
"Distance 21 = 0.0\n",
"Distance 22 = 0.0\n",
"Distance 23 = 0.75\n",
"Distance 24 = 0.0\n",
"Distance 25 = 0.0\n",
"Distance 26 = 0.0\n",
"Distance 27 = 0.0\n",
"Distance 28 = 0.0\n",
"Distance 29 = 0.0\n"
]
}
],
"source": [
"import itertools\n",
"jaccard = []\n",
"c = list(itertools.product(list(gn_communities), list(fsq_gn_communities)))\n",
"\n",
"# print(jaccard_similarity_score(list(gn_communities), list(fsq_gn_communities)))\n",
"\n",
"for i, comb in enumerate(c):\n",
"# print(type(comb[0]))\n",
" dist = jaccard_distance(comb[0], comb[1])\n",
" jaccard.append(dist)\n",
" print(\"Distance {} = {}\".format(i, dist))"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f3eb1ea6630>"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3eb2af7320>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"sns.set()\n",
"sns.distplot(jaccard)"
]
}
],
"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": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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