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networkx_draw
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{ | |
"metadata": { | |
"name": "", | |
"signature": "sha256:162217c85314f59e10a1ef8adabed694730493642cc3c2845e6ad4eb5978b11a" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"%matplotlib inline\n", | |
"\n", | |
"import networkx as nx\n", | |
"import numpy as np\n", | |
"\n", | |
"import matplotlib.pyplot as plt" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# average_shortest_path_length" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"def make_sample_graph():\n", | |
" g_ex0_edges = [\n", | |
" (1,2),(1,5),(1,4),(1,6),(1,8),(1,7),(1,13),\n", | |
" (2,4),(2,18),(2,19),(2,20),\n", | |
" (19,21),(21,21),\n", | |
" (5,5),(5,2),(4,4),(4,2),\n", | |
" (6,7),(6,8),\n", | |
" (8,9),(8,10),(8,11),(8,12),\n", | |
" (7,13), (13,15),\n", | |
" (15,14),(15,16),(15,17),\n", | |
" (14,17),(16,17),\n", | |
" (14,14),(16,16),(17,17)\n", | |
" ]\n", | |
" g_ex0_res = nx.Graph()\n", | |
" g_ex0_res.add_node(3) ##-- add isolated node\n", | |
" g_ex0_res.add_edges_from(g_ex0_edges)\n", | |
"\n", | |
" return g_ex0_res\n" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 46 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"g0 = make_sample_graph()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 47 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"pos0 = {\n", | |
" 1: np.array([ 0.0, 0.0], np.float32),\n", | |
" 2: np.array([ 0.5, -0.23], np.float32),\n", | |
" 3: np.array([ 0.92 , 0.56 ], np.float32),\n", | |
" 4: np.array([ 0.7 , 0.4 ], np.float32),\n", | |
" 5: np.array([ 0.02 , 0.83 ], np.float32),\n", | |
" 6: np.array([ 0.74 , 0.99 ], np.float32),\n", | |
" 7: np.array([ -0.02 , -0.7 ], np.float32),\n", | |
" 8: np.array([ -0.5 , 0.2 ], np.float32),\n", | |
" 9: np.array([ -0.73 , 0.68 ], np.float32),\n", | |
" 10: np.array([ -0.9 , 0.43 ], np.float32),\n", | |
" 11: np.array([ -0.98 , 0.15 ], np.float32),\n", | |
" 12: np.array([ -0.98 , -0.14 ], np.float32),\n", | |
" 13: np.array([ -0.30 , -0.3 ], np.float32),\n", | |
" 14: np.array([ -0.8 , -0.68 ], np.float32),\n", | |
" 15: np.array([ -0.45 , -0.6 ], np.float32),\n", | |
" 16: np.array([ -0.3 , -0.9 ], np.float32),\n", | |
" 17: np.array([ -0.6 , -0.99 ], np.float32),\n", | |
" 18: np.array([ 0.36 , -0.93 ], np.float32),\n", | |
" 19: np.array([ 0.623 , -0.7 ], np.float32),\n", | |
" 20: np.array([ 0.82 , -0.2 ], np.float32),\n", | |
" 21: np.array([ 0.95 , -0.5 ], np.float32)\n", | |
"}" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 56 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"nx.draw_networkx( g0, pos=pos0, node_color='#AAAACC' )" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
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2PPweVar897iuoVGEH3+slJw9q3nzTnh5bVS4bbNnz+bhw4e4urpmXvkb5c6d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\nevfuzZw5c/K9v+TkZEaOHMXFi38yb94ajI2zXuAkOjqSPXu2EBr6CG/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IxbkrDpO0fawD\nwGqguDn+XnDKtuKgKorLTlK+Z/UPVJzOnTLnI7MyxmqOS1WUOT4JaI+iKeQE0KhgQisQxfncKSNX\n505V3Tmz8jEPAMvvsUmqDUflsjq+xel+lsj6WIrqucuMsucjfa2qqJ/H95SJ8xpQE4gFegMeKJos\nPxbF9dwpI1fnTt2Jv7sK9vE85Xs4cBjFJWtRSB75PbYQFCfqvZooaiFFRXbHF4riQ+EFYASEZVGu\nqJ67zChzPtKXMU7ZVhwoc3xvPnjsBTihuEcTod7QCkRxPnfKyNW5KypNPdkNANNPefx+AFh2d+2L\noqyO7QpQD8XNttLAMIrPjbWjwLiUx+NQ1C7SK27nTpnzcRQYm/LYHIjkvyavok6Z46vKf3+vbVMe\nfwxJH4r3uVNGsTl3H/MAMGWODRSXZPdR3HQrLscGipqEDxm7cxb3c5fZ+Zia8vXe5pTnb5J9b7Si\nKKfjm4niXN0ALqJIkMXFbuAZkIDif28iH9e5y+n4ivO5EwRBEARBEARBEARBEARBEARBEARBEARB\nEARBEARBEARBEARBEARB+Hj8H08UZUowMcoXAAAAAElFTkSuQmCC\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f266401cc10>" | |
] | |
} | |
], | |
"prompt_number": 57 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"hist0 = nx.degree_histogram(g0)\n", | |
"plt.hist( hist0, bins=len(hist0), histtype='step', label='node degree')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 68, | |
"text": [ | |
"(array([ 4., 1., 0., 0., 1., 0., 1., 1.]),\n", | |
" array([ 1. , 1.625, 2.25 , 2.875, 3.5 , 4.125, 4.75 , 5.375, 6. ]),\n", | |
" <a list of 1 Patch objects>)" | |
] | |
}, | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f2663e0d090>" | |
] | |
} | |
], | |
"prompt_number": 68 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"plt.hist?" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 66 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"pos = nx.shell_layout(g0)\n", | |
"nx.draw_networkx( g0, pos=pos, node_color='#AAAACC' )" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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dnDt3DnV1daKjo9HW1mbz5s107969SNaflJREs2bNmDhxIhMmTCi0cQVBwNfX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\na2AAAAAASUVORK5CYII=\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f2663e3aa90>" | |
] | |
} | |
], | |
"prompt_number": 65 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"pos = nx.circular_layout(g0)\n", | |
"nx.draw_networkx( g0, pos=pos, node_color='#AAAACC' )" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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WEBCAt7c369evz3FbZcqUYdy4cVy9ehU/Pz/u379PgwYN6N69Ozt37iQxMTGP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\nugAAAABJRU5ErkJggg==\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f2664010ed0>" | |
] | |
} | |
], | |
"prompt_number": 37 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"pos = nx.random_layout(g0)\n", | |
"nx.draw_networkx( g0, pos=pos, node_color='#AAAACC' )" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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xYjcXLhzh3Dlfuna1RUVFjUGDHDN1yQghOHRoE3//7cHff/tl2e1y+PBh7Ozs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\nZrSKqJD9K/iCPH36lA4dOtK9+1C6d8/eh79Spcq8f/9xjv6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OnWL9+g0cO+ZJQkKGx0+t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\nIiIiItnxDyLgDJ5QZ7zNAAAAAElFTkSuQmCC\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f26640fab10>" | |
] | |
} | |
], | |
"prompt_number": 36 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"pos = nx.spectral_layout(g0)\n", | |
"nx.draw_networkx( g0, pos=pos, node_color='#AAAACC' )" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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JI+/jB3jjjTd4881/UKFCOH//+wyqV4+0e8ymTauZO/dNsrIy+e23XTRq1MgF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\n3RnOJP5q/DFp+hnbuoiIeDh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| |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f2663e46190>" | |
] | |
} | |
], | |
"prompt_number": 58 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"pos = nx.random_layout(g0)\n", | |
"\n", | |
"nx.draw_networkx_nodes( g0, pos=pos, node_color='#CCCCCC' )\n", | |
"nx.draw_networkx_edges( g0, pos=pos )\n", | |
"nx.draw_networkx( g0, nodelist=[1,5,7], edgelist=[(1,5),(5,7)], pos=pos )" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
"png": 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9evDLL79gbGzMhAkTOH/+/EfXPZCQkAy/RLFRWMN/4sQJGjVqhL6+PleuXFEa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\nIBAIBAKBQCAoO/wf5yn/h+kFUI4AAAAASUVORK5CYII=\n", | |
"text": [ | |
"<matplotlib.figure.Figure at 0x7f266400e2d0>" | |
] | |
} | |
], | |
"prompt_number": 59 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"print type(pos)\n", | |
"print type(pos.keys()[0])\n", | |
"print type(pos[ pos.keys()[0] ])\n", | |
"print pos" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"<type 'dict'>\n", | |
"<type 'int'>\n", | |
"<type 'numpy.ndarray'>\n", | |
"{1: array([ 0.55356914, 0.61249596], dtype=float32), 2: array([ 0.16204181, 0.49405724], dtype=float32), 3: array([ 0.22805232, 0.29201913], dtype=float32), 4: array([ 0.72710967, 0.13931322], dtype=float32), 5: array([ 0.8257218 , 0.45651996], dtype=float32), 6: array([ 0.62458575, 0.94712985], dtype=float32), 7: array([ 0.27909464, 0.95744795], dtype=float32), 8: array([ 0.34303379, 0.17421068], dtype=float32), 9: array([ 0.44394255, 0.8205412 ], dtype=float32), 10: array([ 0.54776871, 0.17549209], dtype=float32), 11: array([ 0.50769383, 0.26225388], dtype=float32), 12: array([ 0.32810321, 0.83180994], dtype=float32), 13: array([ 0.9178583 , 0.60938722], dtype=float32), 14: array([ 0.90703905, 0.56976891], dtype=float32), 15: array([ 0.08266547, 0.6125356 ], dtype=float32), 16: array([ 0.51602548, 0.62911594], dtype=float32), 17: array([ 0.52818549, 0.40901896], dtype=float32), 18: array([ 0.48274091, 0.7261849 ], dtype=float32), 19: array([ 0.44715145, 0.38463315], dtype=float32), 20: array([ 0.63001144, 0.97264618], dtype=float32), 21: array([ 0.91673625, 0.04194777], dtype=float32)}\n" | |
] | |
} | |
], | |
"prompt_number": 60 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"g0.edges()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "pyout", | |
"prompt_number": 61, | |
"text": [ | |
"[(1, 2),\n", | |
" (1, 4),\n", | |
" (1, 5),\n", | |
" (1, 6),\n", | |
" (1, 7),\n", | |
" (1, 8),\n", | |
" (1, 13),\n", | |
" (2, 4),\n", | |
" (2, 5),\n", | |
" (2, 18),\n", | |
" (2, 19),\n", | |
" (2, 20),\n", | |
" (4, 4),\n", | |
" (5, 5),\n", | |
" (6, 8),\n", | |
" (6, 7),\n", | |
" (7, 13),\n", | |
" (8, 9),\n", | |
" (8, 10),\n", | |
" (8, 11),\n", | |
" (8, 12),\n", | |
" (13, 15),\n", | |
" (14, 17),\n", | |
" (14, 14),\n", | |
" (14, 15),\n", | |
" (15, 16),\n", | |
" (15, 17),\n", | |
" (16, 16),\n", | |
" (16, 17),\n", | |
" (17, 17),\n", | |
" (19, 21),\n", | |
" (21, 21)]" | |
] | |
} | |
], | |
"prompt_number": 61 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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