Exploring Graphs.ipynb
837 lines
| 65.5 KiB
| text/plain
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TextLexer
Brian E. Granger
|
r16092 | { | |
Min RK
|
r18669 | "cells": [ | |
Brian E. Granger
|
r16092 | { | |
Min RK
|
r18669 | "cell_type": "markdown", | |
"metadata": {}, | |||
"source": [ | |||
"## Explore Random Graphs Using NetworkX" | |||
] | |||
}, | |||
{ | |||
"cell_type": "markdown", | |||
"metadata": {}, | |||
"source": [ | |||
"In this example, we build a simple UI for exploring random graphs with [NetworkX](http://networkx.github.io/)." | |||
] | |||
}, | |||
{ | |||
"cell_type": "code", | |||
"execution_count": 7, | |||
"metadata": { | |||
"collapsed": false | |||
}, | |||
"outputs": [], | |||
"source": [ | |||
"from IPython.html.widgets import interact" | |||
] | |||
}, | |||
{ | |||
"cell_type": "code", | |||
"execution_count": 12, | |||
"metadata": { | |||
"collapsed": false | |||
}, | |||
"outputs": [], | |||
"source": [ | |||
"%matplotlib inline\n", | |||
"import matplotlib.pyplot as plt" | |||
] | |||
}, | |||
{ | |||
"cell_type": "code", | |||
"execution_count": 13, | |||
"metadata": { | |||
"collapsed": false | |||
}, | |||
"outputs": [], | |||
"source": [ | |||
"import networkx as nx" | |||
] | |||
}, | |||
{ | |||
"cell_type": "code", | |||
"execution_count": 14, | |||
"metadata": { | |||
"collapsed": false | |||
}, | |||
"outputs": [], | |||
"source": [ | |||
"# wrap a few graph generation functions so they have the same signature\n", | |||
"\n", | |||
"def random_lobster(n, m, k, p):\n", | |||
" return nx.random_lobster(n, p, p / m)\n", | |||
"\n", | |||
"def powerlaw_cluster(n, m, k, p):\n", | |||
" return nx.powerlaw_cluster_graph(n, m, p)\n", | |||
"\n", | |||
"def erdos_renyi(n, m, k, p):\n", | |||
" return nx.erdos_renyi_graph(n, p)\n", | |||
"\n", | |||
"def newman_watts_strogatz(n, m, k, p):\n", | |||
" return nx.newman_watts_strogatz_graph(n, k, p)\n", | |||
"\n", | |||
"def plot_random_graph(n, m, k, p, generator):\n", | |||
" g = generator(n, m, k, p)\n", | |||
" nx.draw(g)\n", | |||
" plt.show()" | |||
] | |||
}, | |||
{ | |||
"cell_type": "code", | |||
"execution_count": 16, | |||
"metadata": { | |||
"collapsed": false | |||
}, | |||
"outputs": [ | |||
Brian E. Granger
|
r16092 | { | |
Min RK
|
r18669 | "data": { | |
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"SUVORK5CYII=\n" | |||
], | |||
"text/plain": [ | |||
"<matplotlib.figure.Figure at 0x1076c6e10>" | |||
] | |||
}, | |||
Brian E. Granger
|
r16092 | "metadata": {}, | |
Min RK
|
r18669 | "output_type": "display_data" | |
Brian E. Granger
|
r16092 | } | |
], | |||
Min RK
|
r18669 | "source": [ | |
"interact(plot_random_graph, n=(2,30), m=(1,10), k=(1,10), p=(0.0, 1.0, 0.001),\n", | |||
" generator={'lobster': random_lobster,\n", | |||
" 'power law': powerlaw_cluster,\n", | |||
" 'Newman-Watts-Strogatz': newman_watts_strogatz,\n", | |||
" u'Erd\u0151s-R\u00e9nyi': erdos_renyi,\n", | |||
" });" | |||
] | |||
Brian E. Granger
|
r16092 | } | |
Min RK
|
r18669 | ], | |
"metadata": { | |||
"signature": "sha256:61f24f38b76cb12d46c178eadc5d85d61bd0fc27f959236ea756ef8e1adc2693" | |||
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Brian E. Granger
|
r16092 | } |