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@robsalasco
Created August 9, 2019 14:31
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{
"cells": [
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"metadata": {},
"outputs": [
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"data": {
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"metadata": {},
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],
"source": [
"import networkx as nx\n",
"import matplotlib.pyplot as plt\n",
"import pylab\n",
"\n",
"%config InlineBackend.figure_format = 'retina'\n",
"%matplotlib inline\n",
"\n",
"G = nx.Graph()\n",
"G.add_node('a', attr_dict={'i': 9, 'k': 7, 'n':8, 'r':1})\n",
"G.add_node('b', attr_dict={'i': 9, 'k': 7, 'n':8, 'r':1})\n",
"G.add_node('c', attr_dict={'y': 2, 'x': 2, 'h':3})\n",
"G.add_node('d', attr_dict={'y': 2, 'x': 1, 'h':3})\n",
"G.add_node('e', attr_dict={'y': 2, 'x': 2, 'h':3})\n",
"G.add_node('f', attr_dict={'y': 2, 'x': 1, 'h':3})\n",
"G.add_node('g', attr_dict={'y': 2, 'x': 2, 'h':3})\n",
"G.add_node('h', attr_dict={'y': 2, 'x': 1, 'a':3})\n",
"G.add_node('i', attr_dict={'x': 1, 'y': 2, 'h':3, 'r':1})\n",
"G.add_node('j', attr_dict={'x': 2, 'y': 2, 'h':3, 'r':1})\n",
"G.add_node('k', attr_dict={'x': 1, 'y': 2, 'h':3, 'r':1})\n",
"G.add_node('l', attr_dict={'x': 2, 'y': 2, 'h':3, 'r':1})\n",
"\n",
"intersects =[]\n",
"\n",
"for node_r in G.nodes(data=True):\n",
" for node in G.nodes(data=True):\n",
" for item in node[1]['attr_dict'].keys():\n",
" if item in node_r[1]['attr_dict'].keys():\n",
" for x in item:\n",
" if node != node_r and node[1]['attr_dict'][x] == node_r[1]['attr_dict'][x]:\n",
" intersects.append((node[0], node_r[0]))\n",
" \n",
"intersects"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{('b', 'a'): 4,\n",
" ('i', 'a'): 1,\n",
" ('j', 'a'): 1,\n",
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" ('a', 'b'): 4,\n",
" ('i', 'b'): 1,\n",
" ('j', 'b'): 1,\n",
" ('k', 'b'): 1,\n",
" ('l', 'b'): 1,\n",
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" ('i', 'k'): 4,\n",
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" ('l', 'k'): 3,\n",
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" ('g', 'l'): 3,\n",
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" ('i', 'l'): 3,\n",
" ('j', 'l'): 4,\n",
" ('k', 'l'): 3}"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"freq = {} \n",
"for item in intersects: \n",
" if item in freq: \n",
" freq[item] += 1\n",
" else: \n",
" freq[item] = 1\n",
"freq"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
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" (('k', 'l'), 3)}"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ed = set([((sorted(a)[0], sorted(a)[1]), freq[a]) for a in freq])\n",
"ed"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"for x, y in ed:\n",
" G.add_edge(x[0], x[1], weight=y)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/robsalasco/.pyenv/versions/3.6.4/envs/points/lib/python3.6/site-packages/networkx/drawing/nx_pylab.py:611: MatplotlibDeprecationWarning: isinstance(..., numbers.Number)\n",
" if cb.is_numlike(alpha):\n"
]
},
{
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 248,
"width": 386
}
},
"output_type": "display_data"
}
],
"source": [
"pos=nx.spring_layout(G)\n",
"\n",
"labels = nx.get_edge_attributes(G,'x')\n",
"nx.draw_networkx_edge_labels(G, pos, edge_labels=labels)\n",
"\n",
"nx.draw(G)"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'weight': 1}\n",
"{'weight': 1}\n",
"{'weight': 1}\n",
"{'weight': 4}\n",
"{'weight': 1}\n",
"{'weight': 1}\n",
"{'weight': 1}\n",
"{'weight': 1}\n",
"{'weight': 1}\n",
"{'weight': 2}\n",
"{'weight': 2}\n",
"{'weight': 3}\n",
"{'weight': 2}\n",
"{'weight': 3}\n",
"{'weight': 2}\n",
"{'weight': 3}\n",
"{'weight': 1}\n",
"{'weight': 3}\n",
"{'weight': 2}\n",
"{'weight': 2}\n",
"{'weight': 2}\n",
"{'weight': 2}\n",
"{'weight': 3}\n",
"{'weight': 2}\n",
"{'weight': 3}\n",
"{'weight': 3}\n",
"{'weight': 3}\n",
"{'weight': 2}\n",
"{'weight': 2}\n",
"{'weight': 3}\n",
"{'weight': 1}\n",
"{'weight': 2}\n",
"{'weight': 3}\n",
"{'weight': 3}\n",
"{'weight': 3}\n",
"{'weight': 2}\n",
"{'weight': 2}\n",
"{'weight': 2}\n",
"{'weight': 2}\n",
"{'weight': 2}\n",
"{'weight': 2}\n",
"{'weight': 3}\n",
"{'weight': 3}\n",
"{'weight': 1}\n",
"{'weight': 1}\n",
"{'weight': 2}\n",
"{'weight': 2}\n",
"{'weight': 1}\n",
"{'weight': 3}\n",
"{'weight': 4}\n",
"{'weight': 3}\n",
"{'weight': 3}\n",
"{'weight': 4}\n",
"{'weight': 3}\n"
]
}
],
"source": [
"for u,v,d in G.edges(data=True):\n",
" print(d)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{('a', 'k'): 1,\n",
" ('a', 'j'): 1,\n",
" ('a', 'i'): 1,\n",
" ('a', 'b'): 4,\n",
" ('a', 'l'): 1,\n",
" ('b', 'j'): 1,\n",
" ('b', 'i'): 1,\n",
" ('b', 'l'): 1,\n",
" ('b', 'k'): 1,\n",
" ('c', 'k'): 2,\n",
" ('c', 'd'): 2,\n",
" ('c', 'j'): 3,\n",
" ('c', 'i'): 2,\n",
" ('c', 'g'): 3,\n",
" ('c', 'f'): 2,\n",
" ('c', 'e'): 3,\n",
" ('c', 'h'): 1,\n",
" ('c', 'l'): 3,\n",
" ('d', 'e'): 2,\n",
" ('d', 'l'): 2,\n",
" ('d', 'h'): 2,\n",
" ('d', 'j'): 2,\n",
" ('d', 'f'): 3,\n",
" ('d', 'g'): 2,\n",
" ('d', 'k'): 3,\n",
" ('d', 'i'): 3,\n",
" ('e', 'g'): 3,\n",
" ('e', 'f'): 2,\n",
" ('e', 'i'): 2,\n",
" ('e', 'j'): 3,\n",
" ('e', 'h'): 1,\n",
" ('e', 'k'): 2,\n",
" ('e', 'l'): 3,\n",
" ('f', 'i'): 3,\n",
" ('f', 'k'): 3,\n",
" ('f', 'h'): 2,\n",
" ('f', 'l'): 2,\n",
" ('f', 'g'): 2,\n",
" ('f', 'j'): 2,\n",
" ('g', 'k'): 2,\n",
" ('g', 'i'): 2,\n",
" ('g', 'j'): 3,\n",
" ('g', 'l'): 3,\n",
" ('g', 'h'): 1,\n",
" ('h', 'l'): 1,\n",
" ('h', 'i'): 2,\n",
" ('h', 'k'): 2,\n",
" ('h', 'j'): 1,\n",
" ('i', 'l'): 3,\n",
" ('i', 'k'): 4,\n",
" ('i', 'j'): 3,\n",
" ('j', 'k'): 3,\n",
" ('j', 'l'): 4,\n",
" ('k', 'l'): 3}"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dict([((u,v,),d['weight'])\n",
" for u,v,d in G.edges(data=True)])"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"{'a': Text(-0.021665007520146693, 0.9999999999999999, 'a'),\n",
" 'b': Text(-0.4297543809950577, 0.8883987147418086, 'b'),\n",
" 'c': Text(0.2356658251505833, -0.4624674322270602, 'c'),\n",
" 'd': Text(-0.027294640031494764, -0.5472239263192639, 'd'),\n",
" 'e': Text(0.441039981207369, -0.35230019097435794, 'e'),\n",
" 'f': Text(-0.16248203816599918, -0.33249080562191985, 'f'),\n",
" 'g': Text(0.46572378410535753, -0.09376001555584251, 'g'),\n",
" 'h': Text(-0.4816450299902227, -0.4423176591331116, 'h'),\n",
" 'i': Text(-0.12122127626017742, 0.16105770256013524, 'i'),\n",
" 'j': Text(0.2396544172652085, 0.19519825130691243, 'j'),\n",
" 'k': Text(-0.2527691026243954, -0.01371705143827804, 'k'),\n",
" 'l': Text(0.1147474678589772, -0.00037758733902101393, 'l')}"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"image/png": {
"height": 606,
"width": 621
}
},
"output_type": "display_data"
}
],
"source": [
"plt.rcParams['figure.figsize'] = (8, 8)\n",
"\n",
"pylab.figure(2)\n",
"nx.draw(G, pos)\n",
"edge_labels=dict([((u,v,),d['weight'])\n",
" for u,v,d in G.edges(data=True)])\n",
"nx.draw_networkx_edge_labels(G,pos,edge_labels=edge_labels)\n",
"nx.draw_networkx_labels(G, pos)"
]
}
],
"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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