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0560	00 00 01 00 8c 38 04 00 7c 02 53 00 29 04 61 38 03 00 00 52 65 74 75 72 6e 73 20 61 20 63 61 76	.....8..|.S.).a8...Returns.a.cav
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05a0	65 20 60 6b 60 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d	e.`k`.......Parameters.....-----
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0600	20 6f 66 20 63 6c 69 71 75 65 73 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 2d 2d 2d	.of.cliques......Returns.....---
0620	2d 2d 2d 2d 0a 20 20 20 20 47 20 3a 20 4e 65 74 77 6f 72 6b 58 20 47 72 61 70 68 0a 20 20 20 20	----.....G.:.NetworkX.Graph.....
0640	20 20 63 61 76 65 6d 61 6e 20 67 72 61 70 68 0a 0a 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 2d	..caveman.graph......Notes.....-
0660	2d 2d 2d 2d 0a 20 20 20 20 54 68 69 73 20 72 65 74 75 72 6e 73 20 61 6e 20 75 6e 64 69 72 65 63	----.....This.returns.an.undirec
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06c0	6e 63 3a 60 6e 78 2e 74 6f 5f 64 69 72 65 63 74 65 64 60 2c 20 6f 72 20 61 20 6d 75 6c 74 69 67	nc:`nx.to_directed`,.or.a.multig
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0700	78 2e 63 61 76 65 6d 61 6e 5f 67 72 61 70 68 28 6c 2c 20 6b 29 29 60 60 2e 20 4f 6e 6c 79 20 74	x.caveman_graph(l,.k))``..Only.t
0720	68 65 20 75 6e 64 69 72 65 63 74 65 64 20 76 65 72 73 69 6f 6e 20 69 73 0a 20 20 20 20 64 65 73	he.undirected.version.is.....des
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0760	20 77 68 69 63 68 20 6f 66 20 74 68 65 20 64 69 72 65 63 74 65 64 0a 20 20 20 20 67 65 6e 65 72	.which.of.the.directed.....gener
0780	61 6c 69 7a 61 74 69 6f 6e 73 20 69 73 20 6d 6f 73 74 20 75 73 65 66 75 6c 2e 0a 0a 20 20 20 20	alizations.is.most.useful.......
07a0	45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 47 20	Examples.....--------.....>>>.G.
07c0	3d 20 6e 78 2e 63 61 76 65 6d 61 6e 5f 67 72 61 70 68 28 33 2c 20 33 29 0a 0a 20 20 20 20 53 65	=.nx.caveman_graph(3,.3)......Se
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0800	65 64 5f 63 61 76 65 6d 61 6e 5f 67 72 61 70 68 0a 0a 20 20 20 20 52 65 66 65 72 65 6e 63 65 73	ed_caveman_graph......References
0820	0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 2e 2e 20 5b 31 5d 20 57 61 74 74 73	.....----------........[1].Watts
0840	2c 20 44 2e 20 4a 2e 20 27 4e 65 74 77 6f 72 6b 73 2c 20 44 79 6e 61 6d 69 63 73 2c 20 61 6e 64	,.D..J..'Networks,.Dynamics,.and
0860	20 74 68 65 20 53 6d 61 6c 6c 2d 57 6f 72 6c 64 20 50 68 65 6e 6f 6d 65 6e 6f 6e 2e 27 0a 20 20	.the.Small-World.Phenomenon.'...
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08c0	da 0b 65 6d 70 74 79 5f 67 72 61 70 68 da 05 72 61 6e 67 65 da 09 69 74 65 72 74 6f 6f 6c 73 da	..empty_graph..range..itertools.
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0960	6b 61 67 65 73 2f 6e 65 74 77 6f 72 6b 78 2f 67 65 6e 65 72 61 74 6f 72 73 2f 63 6f 6d 6d 75 6e	kages/networkx/generators/commun
0980	69 74 79 2e 70 79 72 04 00 00 00 72 04 00 00 00 17 00 00 00 73 6c 00 00 00 80 00 f4 4e 01 00 09	ity.pyr....r........sl......N...
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0c00	20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20	....Parameters.....----------...
0c20	20 20 6c 20 3a 20 69 6e 74 0a 20 20 20 20 20 20 6e 75 6d 62 65 72 20 6f 66 20 63 6c 69 71 75 65	..l.:.int.......number.of.clique
0c40	73 0a 20 20 20 20 6b 20 3a 20 69 6e 74 0a 20 20 20 20 20 20 73 69 7a 65 20 6f 66 20 63 6c 69 71	s.....k.:.int.......size.of.cliq
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0ca0	2d 2d 2d 2d 2d 2d 0a 20 20 20 20 47 20 3a 20 4e 65 74 77 6f 72 6b 58 20 47 72 61 70 68 0a 20 20	------.....G.:.NetworkX.Graph...
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0d40	4e 6f 74 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 54 68 69 73 20 72 65 74 75 72 6e 73	Notes.....-----.....This.returns
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0ec0	6e 5f 67 72 61 70 68 28 33 2c 20 33 29 0a 0a 20 20 20 20 52 65 66 65 72 65 6e 63 65 73 0a 20 20	n_graph(3,.3)......References...
0ee0	20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 2e 2e 20 5b 31 5d 20 57 61 74 74 73 2c 20 44	..----------........[1].Watts,.D
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0f40	20 20 41 6d 65 72 2e 20 4a 2e 20 53 6f 63 2e 20 31 30 35 2c 20 34 39 33 2d 35 32 37 2c 20 31 39	..Amer..J..Soc..105,.493-527,.19
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11c0	00 00 00 00 00 00 00 00 00 00 00 7c 06 7c 07 ab 02 00 00 00 00 00 00 01 00 7c 04 6a 11 00 00 00	...........|.|...........|.j....
11e0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 06 7c 08 ab 02 00 00 00 00 00 00 01 00 8c 63 04	...............|.|............c.
1200	00 7c 04 53 00 29 01 61 9b 03 00 00 52 65 74 75 72 6e 73 20 61 20 72 65 6c 61 78 65 64 20 63 61	.|.S.).a....Returns.a.relaxed.ca
1220	76 65 6d 61 6e 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 41 20 72 65 6c 61 78 65 64 20 63 61 76 65	veman.graph.......A.relaxed.cave
1240	6d 61 6e 20 67 72 61 70 68 20 73 74 61 72 74 73 20 77 69 74 68 20 60 6c 60 20 63 6c 69 71 75 65	man.graph.starts.with.`l`.clique
1260	73 20 6f 66 20 73 69 7a 65 20 60 6b 60 2e 20 20 45 64 67 65 73 20 61 72 65 0a 20 20 20 20 74 68	s.of.size.`k`...Edges.are.....th
1280	65 6e 20 72 61 6e 64 6f 6d 6c 79 20 72 65 77 69 72 65 64 20 77 69 74 68 20 70 72 6f 62 61 62 69	en.randomly.rewired.with.probabi
12a0	6c 69 74 79 20 60 70 60 20 74 6f 20 6c 69 6e 6b 20 64 69 66 66 65 72 65 6e 74 20 63 6c 69 71 75	lity.`p`.to.link.different.cliqu
12c0	65 73 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d	es.......Parameters.....--------
12e0	2d 2d 0a 20 20 20 20 6c 20 3a 20 69 6e 74 0a 20 20 20 20 20 20 4e 75 6d 62 65 72 20 6f 66 20 67	--.....l.:.int.......Number.of.g
1300	72 6f 75 70 73 0a 20 20 20 20 6b 20 3a 20 69 6e 74 0a 20 20 20 20 20 20 53 69 7a 65 20 6f 66 20	roups.....k.:.int.......Size.of.
1320	63 6c 69 71 75 65 73 0a 20 20 20 20 70 20 3a 20 66 6c 6f 61 74 0a 20 20 20 20 20 20 50 72 6f 62	cliques.....p.:.float.......Prob
1340	61 62 69 6c 69 74 79 20 6f 66 20 72 65 77 69 72 69 6e 67 20 65 61 63 68 20 65 64 67 65 2e 0a 20	ability.of.rewiring.each.edge...
1360	20 20 20 73 65 65 64 20 3a 20 69 6e 74 65 67 65 72 2c 20 72 61 6e 64 6f 6d 5f 73 74 61 74 65 2c	...seed.:.integer,.random_state,
1380	20 6f 72 20 4e 6f 6e 65 20 28 64 65 66 61 75 6c 74 29 0a 20 20 20 20 20 20 20 20 49 6e 64 69 63	.or.None.(default).........Indic
13a0	61 74 6f 72 20 6f 66 20 72 61 6e 64 6f 6d 20 6e 75 6d 62 65 72 20 67 65 6e 65 72 61 74 69 6f 6e	ator.of.random.number.generation
13c0	20 73 74 61 74 65 2e 0a 20 20 20 20 20 20 20 20 53 65 65 20 3a 72 65 66 3a 60 52 61 6e 64 6f 6d	.state..........See.:ref:`Random
13e0	6e 65 73 73 3c 72 61 6e 64 6f 6d 6e 65 73 73 3e 60 2e 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a	ness<randomness>`.......Returns.
1400	20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 47 20 3a 20 4e 65 74 77 6f 72 6b 58 20 47 72 61	....-------.....G.:.NetworkX.Gra
1420	70 68 0a 20 20 20 20 20 20 52 65 6c 61 78 65 64 20 43 61 76 65 6d 61 6e 20 47 72 61 70 68 0a 0a	ph.......Relaxed.Caveman.Graph..
1440	20 20 20 20 52 61 69 73 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 4e 65 74 77 6f 72	....Raises.....------.....Networ
1460	6b 58 45 72 72 6f 72 0a 20 20 20 20 20 49 66 20 70 20 69 73 20 6e 6f 74 20 69 6e 20 5b 30 2c 31	kXError......If.p.is.not.in.[0,1
1480	5d 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20	]......Examples.....--------....
14a0	20 3e 3e 3e 20 47 20 3d 20 6e 78 2e 72 65 6c 61 78 65 64 5f 63 61 76 65 6d 61 6e 5f 67 72 61 70	.>>>.G.=.nx.relaxed_caveman_grap
14c0	68 28 32 2c 20 33 2c 20 30 2e 31 2c 20 73 65 65 64 3d 34 32 29 0a 0a 20 20 20 20 52 65 66 65 72	h(2,.3,.0.1,.seed=42)......Refer
14e0	65 6e 63 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 2e 2e 20 5b 31 5d 20	ences.....----------........[1].
1500	53 61 6e 74 6f 20 46 6f 72 74 75 6e 61 74 6f 2c 20 43 6f 6d 6d 75 6e 69 74 79 20 44 65 74 65 63	Santo.Fortunato,.Community.Detec
1520	74 69 6f 6e 20 69 6e 20 47 72 61 70 68 73 2c 0a 20 20 20 20 20 20 20 50 68 79 73 69 63 73 20 52	tion.in.Graphs,........Physics.R
1540	65 70 6f 72 74 73 20 56 6f 6c 75 6d 65 20 34 38 36 2c 20 49 73 73 75 65 73 20 33 2d 35 2c 20 46	eports.Volume.486,.Issues.3-5,.F
1560	65 62 72 75 61 72 79 20 32 30 31 30 2c 20 50 61 67 65 73 20 37 35 2d 31 37 34 2e 0a 20 20 20 20	ebruary.2010,.Pages.75-174......
1580	20 20 20 68 74 74 70 73 3a 2f 2f 61 72 78 69 76 2e 6f 72 67 2f 61 62 73 2f 30 39 30 36 2e 30 36	...https://arxiv.org/abs/0906.06
15a0	31 32 0a 20 20 20 20 29 09 72 13 00 00 00 72 04 00 00 00 da 04 6c 69 73 74 72 1d 00 00 00 da 06	12.....).r....r......listr......
15c0	72 61 6e 64 6f 6d da 06 63 68 6f 69 63 65 da 08 68 61 73 5f 65 64 67 65 72 22 00 00 00 72 23 00	random..choice..has_edger"...r#.
15e0	00 00 29 09 72 19 00 00 00 72 1a 00 00 00 da 01 70 da 04 73 65 65 64 72 1b 00 00 00 da 05 6e 6f	..).r....r......p..seedr......no
1600	64 65 73 da 01 75 da 01 76 da 01 78 73 09 00 00 00 20 20 20 20 20 20 20 20 20 72 1e 00 00 00 72	des..u..v..xs.............r....r
1620	06 00 00 00 72 06 00 00 00 7c 00 00 00 73 89 00 00 00 80 00 f4 50 01 00 09 0b d7 08 18 d1 08 18	....r....|...s.......P..........
1640	98 11 98 41 d3 08 1e 80 41 dc 0c 10 90 11 8b 47 80 45 d8 10 11 97 07 91 07 93 09 f2 00 06 05 1d	...A....A......G.E..............
1660	89 04 88 01 88 31 d8 0b 0f 8f 3b 89 3b 8b 3d 98 31 d3 0b 1c d8 10 14 97 0b 91 0b 98 45 d3 10 22	.....1....;.;.=.1...........E.."
1680	88 41 d8 0f 10 8f 7a 89 7a 98 21 98 51 d4 0f 1f d8 10 18 d8 0c 0d 8f 4d 89 4d 98 21 98 51 d4 0c	.A....z.z.!.Q..........M.M.!.Q..
16a0	1f d8 0c 0d 8f 4a 89 4a 90 71 98 21 d5 0c 1c f0 0d 06 05 1d f0 0e 00 0c 0d 80 48 72 1f 00 00 00	.....J.J.q.!..............Hr....
16c0	63 05 00 00 00 00 00 00 00 00 00 00 00 09 00 00 00 03 00 00 00 f3 6c 01 00 00 97 00 64 01 7c 01	c.....................l.....d.|.
16e0	63 02 78 02 6b 1a 00 00 72 05 64 02 6b 1a 00 00 73 17 6e 01 01 00 74 01 00 00 00 00 00 00 00 00	c.x.k...r.d.k...s.n...t.........
1700	6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 03 ab 01 00 00 00 00 00 00 82 01	j...................d...........
1720	64 01 7c 02 63 02 78 02 6b 1a 00 00 72 05 64 02 6b 1a 00 00 73 17 6e 01 01 00 74 01 00 00 00 00	d.|.c.x.k...r.d.k...s.n...t.....
1740	00 00 00 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 04 ab 01 00 00 00 00	....j...................d.......
1760	00 00 82 01 74 05 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 7d 05 74 07 00 00 00 00	....t.........|.........}.t.....
1780	00 00 00 00 7c 05 ab 01 00 00 00 00 00 00 44 00 8f 06 8f 07 63 03 67 00 63 02 5d 1b 00 00 7d 06	....|.........D.....c.g.c.]...}.
17a0	74 07 00 00 00 00 00 00 00 00 7c 05 ab 01 00 00 00 00 00 00 44 00 8f 07 63 02 67 00 63 02 5d 04	t.........|.........D...c.g.c.].
17c0	00 00 7d 07 7c 02 91 02 8c 06 04 00 63 02 7d 07 91 02 8c 1d 04 00 7d 08 7d 06 7d 07 74 07 00 00	..}.|.......c.}.......}.}.}.t...
17e0	00 00 00 00 00 00 7c 05 ab 01 00 00 00 00 00 00 44 00 5d 0a 00 00 7d 06 7c 01 7c 08 7c 06 19 00	......|.........D.]...}.|.|.|...
1800	00 00 7c 06 3c 00 00 00 8c 0c 04 00 74 09 00 00 00 00 00 00 00 00 7c 00 7c 08 64 05 7c 03 7c 04	..|.<.......t.........|.|.d.|.|.
1820	64 06 64 07 ac 08 ab 07 00 00 00 00 00 00 53 00 63 02 01 00 63 02 7d 07 77 00 63 02 01 00 63 03	d.d...........S.c...c.}.w.c...c.
1840	7d 07 7d 06 77 00 29 09 61 c9 05 00 00 52 65 74 75 72 6e 73 20 74 68 65 20 72 61 6e 64 6f 6d 20	}.}.w.).a....Returns.the.random.
1860	70 61 72 74 69 74 69 6f 6e 20 67 72 61 70 68 20 77 69 74 68 20 61 20 70 61 72 74 69 74 69 6f 6e	partition.graph.with.a.partition
1880	20 6f 66 20 73 69 7a 65 73 2e 0a 0a 20 20 20 20 41 20 70 61 72 74 69 74 69 6f 6e 20 67 72 61 70	.of.sizes.......A.partition.grap
18a0	68 20 69 73 20 61 20 67 72 61 70 68 20 6f 66 20 63 6f 6d 6d 75 6e 69 74 69 65 73 20 77 69 74 68	h.is.a.graph.of.communities.with
18c0	20 73 69 7a 65 73 20 64 65 66 69 6e 65 64 20 62 79 0a 20 20 20 20 73 20 69 6e 20 73 69 7a 65 73	.sizes.defined.by.....s.in.sizes
18e0	2e 20 4e 6f 64 65 73 20 69 6e 20 74 68 65 20 73 61 6d 65 20 67 72 6f 75 70 20 61 72 65 20 63 6f	..Nodes.in.the.same.group.are.co
1900	6e 6e 65 63 74 65 64 20 77 69 74 68 20 70 72 6f 62 61 62 69 6c 69 74 79 0a 20 20 20 20 70 5f 69	nnected.with.probability.....p_i
1920	6e 20 61 6e 64 20 6e 6f 64 65 73 20 6f 66 20 64 69 66 66 65 72 65 6e 74 20 67 72 6f 75 70 73 20	n.and.nodes.of.different.groups.
1940	61 72 65 20 63 6f 6e 6e 65 63 74 65 64 20 77 69 74 68 20 70 72 6f 62 61 62 69 6c 69 74 79 0a 20	are.connected.with.probability..
1960	20 20 20 70 5f 6f 75 74 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d 2d	...p_out.......Parameters.....--
1980	2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 73 69 7a 65 73 20 3a 20 6c 69 73 74 20 6f 66 20 69 6e 74	--------.....sizes.:.list.of.int
19a0	73 0a 20 20 20 20 20 20 53 69 7a 65 73 20 6f 66 20 67 72 6f 75 70 73 0a 20 20 20 20 70 5f 69 6e	s.......Sizes.of.groups.....p_in
19c0	20 3a 20 66 6c 6f 61 74 0a 20 20 20 20 20 20 70 72 6f 62 61 62 69 6c 69 74 79 20 6f 66 20 65 64	.:.float.......probability.of.ed
19e0	67 65 73 20 77 69 74 68 20 69 6e 20 67 72 6f 75 70 73 0a 20 20 20 20 70 5f 6f 75 74 20 3a 20 66	ges.with.in.groups.....p_out.:.f
1a00	6c 6f 61 74 0a 20 20 20 20 20 20 70 72 6f 62 61 62 69 6c 69 74 79 20 6f 66 20 65 64 67 65 73 20	loat.......probability.of.edges.
1a20	62 65 74 77 65 65 6e 20 67 72 6f 75 70 73 0a 20 20 20 20 64 69 72 65 63 74 65 64 20 3a 20 62 6f	between.groups.....directed.:.bo
1a40	6f 6c 65 61 6e 20 6f 70 74 69 6f 6e 61 6c 2c 20 64 65 66 61 75 6c 74 3d 46 61 6c 73 65 0a 20 20	olean.optional,.default=False...
1a60	20 20 20 20 57 68 65 74 68 65 72 20 74 6f 20 63 72 65 61 74 65 20 61 20 64 69 72 65 63 74 65 64	....Whether.to.create.a.directed
1a80	20 67 72 61 70 68 0a 20 20 20 20 73 65 65 64 20 3a 20 69 6e 74 65 67 65 72 2c 20 72 61 6e 64 6f	.graph.....seed.:.integer,.rando
1aa0	6d 5f 73 74 61 74 65 2c 20 6f 72 20 4e 6f 6e 65 20 28 64 65 66 61 75 6c 74 29 0a 20 20 20 20 20	m_state,.or.None.(default)......
1ac0	20 20 20 49 6e 64 69 63 61 74 6f 72 20 6f 66 20 72 61 6e 64 6f 6d 20 6e 75 6d 62 65 72 20 67 65	...Indicator.of.random.number.ge
1ae0	6e 65 72 61 74 69 6f 6e 20 73 74 61 74 65 2e 0a 20 20 20 20 20 20 20 20 53 65 65 20 3a 72 65 66	neration.state..........See.:ref
1b00	3a 60 52 61 6e 64 6f 6d 6e 65 73 73 3c 72 61 6e 64 6f 6d 6e 65 73 73 3e 60 2e 0a 0a 20 20 20 20	:`Randomness<randomness>`.......
1b20	52 65 74 75 72 6e 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 47 20 3a 20 4e 65 74 77	Returns.....-------.....G.:.Netw
1b40	6f 72 6b 58 20 47 72 61 70 68 20 6f 72 20 44 69 47 72 61 70 68 0a 20 20 20 20 20 20 72 61 6e 64	orkX.Graph.or.DiGraph.......rand
1b60	6f 6d 20 70 61 72 74 69 74 69 6f 6e 20 67 72 61 70 68 20 6f 66 20 73 69 7a 65 20 73 75 6d 28 67	om.partition.graph.of.size.sum(g
1b80	73 29 0a 0a 20 20 20 20 52 61 69 73 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 4e 65	s)......Raises.....------.....Ne
1ba0	74 77 6f 72 6b 58 45 72 72 6f 72 0a 20 20 20 20 20 20 49 66 20 70 5f 69 6e 20 6f 72 20 70 5f 6f	tworkXError.......If.p_in.or.p_o
1bc0	75 74 20 69 73 20 6e 6f 74 20 69 6e 20 5b 30 2c 31 5d 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73	ut.is.not.in.[0,1]......Examples
1be0	0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 47 20 3d 20 6e 78 2e 72 61 6e	.....--------.....>>>.G.=.nx.ran
1c00	64 6f 6d 5f 70 61 72 74 69 74 69 6f 6e 5f 67 72 61 70 68 28 5b 31 30 2c 20 31 30 2c 20 31 30 5d	dom_partition_graph([10,.10,.10]
1c20	2c 20 30 2e 32 35 2c 20 30 2e 30 31 29 0a 20 20 20 20 3e 3e 3e 20 6c 65 6e 28 47 29 0a 20 20 20	,.0.25,.0.01).....>>>.len(G)....
1c40	20 33 30 0a 20 20 20 20 3e 3e 3e 20 70 61 72 74 69 74 69 6f 6e 20 3d 20 47 2e 67 72 61 70 68 5b	.30.....>>>.partition.=.G.graph[
1c60	22 70 61 72 74 69 74 69 6f 6e 22 5d 0a 20 20 20 20 3e 3e 3e 20 6c 65 6e 28 70 61 72 74 69 74 69	"partition"].....>>>.len(partiti
1c80	6f 6e 29 0a 20 20 20 20 33 0a 0a 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 0a 20	on).....3......Notes.....-----..
1ca0	20 20 20 54 68 69 73 20 69 73 20 61 20 67 65 6e 65 72 61 6c 69 7a 61 74 69 6f 6e 20 6f 66 20 74	...This.is.a.generalization.of.t
1cc0	68 65 20 70 6c 61 6e 74 65 64 2d 6c 2d 70 61 72 74 69 74 69 6f 6e 20 64 65 73 63 72 69 62 65 64	he.planted-l-partition.described
1ce0	20 69 6e 0a 20 20 20 20 5b 31 5d 5f 2e 20 20 49 74 20 61 6c 6c 6f 77 73 20 66 6f 72 20 74 68 65	.in.....[1]_...It.allows.for.the
1d00	20 63 72 65 61 74 69 6f 6e 20 6f 66 20 67 72 6f 75 70 73 20 6f 66 20 61 6e 79 20 73 69 7a 65 2e	.creation.of.groups.of.any.size.
1d20	0a 0a 20 20 20 20 54 68 65 20 70 61 72 74 69 74 69 6f 6e 20 69 73 20 73 74 6f 72 65 20 61 73 20	......The.partition.is.store.as.
1d40	61 20 67 72 61 70 68 20 61 74 74 72 69 62 75 74 65 20 27 70 61 72 74 69 74 69 6f 6e 27 2e 0a 0a	a.graph.attribute.'partition'...
1d60	20 20 20 20 52 65 66 65 72 65 6e 63 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20	....References.....----------...
1d80	20 20 2e 2e 20 5b 31 5d 20 53 61 6e 74 6f 20 46 6f 72 74 75 6e 61 74 6f 20 27 43 6f 6d 6d 75 6e	.....[1].Santo.Fortunato.'Commun
1da0	69 74 79 20 44 65 74 65 63 74 69 6f 6e 20 69 6e 20 47 72 61 70 68 73 27 20 50 68 79 73 69 63 61	ity.Detection.in.Graphs'.Physica
1dc0	6c 20 52 65 70 6f 72 74 73 0a 20 20 20 20 20 20 20 56 6f 6c 75 6d 65 20 34 38 36 2c 20 49 73 73	l.Reports........Volume.486,.Iss
1de0	75 65 20 33 2d 35 20 70 2e 20 37 35 2d 31 37 34 2e 20 68 74 74 70 73 3a 2f 2f 61 72 78 69 76 2e	ue.3-5.p..75-174..https://arxiv.
1e00	6f 72 67 2f 61 62 73 2f 30 39 30 36 2e 30 36 31 32 0a 20 20 20 20 67 00 00 00 00 00 00 00 00 67	org/abs/0906.0612.....g........g
1e20	00 00 00 00 00 00 f0 3f 7a 15 70 5f 69 6e 20 6d 75 73 74 20 62 65 20 69 6e 20 5b 30 2c 31 5d 7a	.......?z.p_in.must.be.in.[0,1]z
1e40	16 70 5f 6f 75 74 20 6d 75 73 74 20 62 65 20 69 6e 20 5b 30 2c 31 5d 4e 46 54 29 05 da 08 6e 6f	.p_out.must.be.in.[0,1]NFT)...no
1e60	64 65 6c 69 73 74 72 2b 00 00 00 da 08 64 69 72 65 63 74 65 64 da 09 73 65 6c 66 6c 6f 6f 70 73	delistr+.....directed..selfloops
1e80	da 06 73 70 61 72 73 65 29 05 72 13 00 00 00 72 21 00 00 00 da 03 6c 65 6e 72 15 00 00 00 72 0c	..sparse).r....r!.....lenr....r.
1ea0	00 00 00 29 09 da 05 73 69 7a 65 73 da 04 70 5f 69 6e da 05 70 5f 6f 75 74 72 2b 00 00 00 72 32	...)...sizes..p_in..p_outr+...r2
1ec0	00 00 00 da 0a 6e 75 6d 5f 62 6c 6f 63 6b 73 da 01 72 da 01 73 72 2a 00 00 00 73 09 00 00 00 20	.....num_blocks..r..sr*...s.....
1ee0	20 20 20 20 20 20 20 20 72 1e 00 00 00 72 07 00 00 00 72 07 00 00 00 b0 00 00 00 73 c3 00 00 00	........r....r....r........s....
1f00	80 00 f0 72 01 00 0c 0f 90 24 d4 0b 1d 98 23 d4 0b 1d dc 0e 10 d7 0e 1e d1 0e 1e d0 1f 36 d3 0e	...r.....$....#..............6..
1f20	37 d0 08 37 d8 0b 0e 90 25 d4 0b 1e 98 33 d4 0b 1e dc 0e 10 d7 0e 1e d1 0e 1e d0 1f 37 d3 0e 38	7..7....%....3..............7..8
1f40	d0 08 38 f4 06 00 12 15 90 55 93 1a 80 4a dc 35 3a b8 3a d3 35 46 d7 08 47 b0 01 9c 15 98 7a d3	..8......U...J.5:.:.5F..G.....z.
1f60	19 2a d6 09 2b 90 41 8a 25 d4 09 2b d0 08 47 80 41 d1 08 47 dc 0d 12 90 3a d3 0d 1e f2 00 01 05	.*..+.A.%..+..G.A..G....:.......
1f80	17 88 01 d8 12 16 88 01 88 21 89 04 88 51 8a 07 f0 03 01 05 17 f4 06 00 0c 22 d8 08 0d d8 08 09	.........!...Q..........."......
1fa0	d8 11 15 d8 0d 11 d8 11 19 d8 12 17 d8 0f 13 f4 0f 08 0c 06 f0 00 08 05 06 f9 f2 09 00 0a 2c f9	..............................,.
1fc0	d3 08 47 73 18 00 00 00 c1 1e 12 42 30 06 c1 30 09 42 2b 0c c1 39 05 42 30 06 c2 2b 05 42 30 06	..Gs.......B0..0.B+..9.B0..+.B0.
1fe0	e9 04 00 00 00 63 06 00 00 00 00 00 00 00 00 00 00 00 07 00 00 00 03 00 00 00 f3 2a 00 00 00 97	.....c.....................*....
2000	00 74 01 00 00 00 00 00 00 00 00 7c 01 67 01 7c 00 7a 05 00 00 7c 02 7c 03 7c 04 7c 05 ac 01 ab	.t.........|.g.|.z...|.|.|.|....
2020	05 00 00 00 00 00 00 53 00 29 02 61 93 05 00 00 52 65 74 75 72 6e 73 20 74 68 65 20 70 6c 61 6e	.......S.).a....Returns.the.plan
2040	74 65 64 20 6c 2d 70 61 72 74 69 74 69 6f 6e 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 54 68 69 73	ted.l-partition.graph.......This
2060	20 6d 6f 64 65 6c 20 70 61 72 74 69 74 69 6f 6e 73 20 61 20 67 72 61 70 68 20 77 69 74 68 20 6e	.model.partitions.a.graph.with.n
2080	3d 6c 2a 6b 20 76 65 72 74 69 63 65 73 20 69 6e 0a 20 20 20 20 6c 20 67 72 6f 75 70 73 20 77 69	=l*k.vertices.in.....l.groups.wi
20a0	74 68 20 6b 20 76 65 72 74 69 63 65 73 20 65 61 63 68 2e 20 56 65 72 74 69 63 65 73 20 6f 66 20	th.k.vertices.each..Vertices.of.
20c0	74 68 65 20 73 61 6d 65 0a 20 20 20 20 67 72 6f 75 70 20 61 72 65 20 6c 69 6e 6b 65 64 20 77 69	the.same.....group.are.linked.wi
20e0	74 68 20 61 20 70 72 6f 62 61 62 69 6c 69 74 79 20 70 5f 69 6e 2c 20 61 6e 64 20 76 65 72 74 69	th.a.probability.p_in,.and.verti
2100	63 65 73 0a 20 20 20 20 6f 66 20 64 69 66 66 65 72 65 6e 74 20 67 72 6f 75 70 73 20 61 72 65 20	ces.....of.different.groups.are.
2120	6c 69 6e 6b 65 64 20 77 69 74 68 20 70 72 6f 62 61 62 69 6c 69 74 79 20 70 5f 6f 75 74 2e 0a 0a	linked.with.probability.p_out...
2140	20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20	....Parameters.....----------...
2160	20 20 6c 20 3a 20 69 6e 74 0a 20 20 20 20 20 20 4e 75 6d 62 65 72 20 6f 66 20 67 72 6f 75 70 73	..l.:.int.......Number.of.groups
2180	0a 20 20 20 20 6b 20 3a 20 69 6e 74 0a 20 20 20 20 20 20 4e 75 6d 62 65 72 20 6f 66 20 76 65 72	.....k.:.int.......Number.of.ver
21a0	74 69 63 65 73 20 69 6e 20 65 61 63 68 20 67 72 6f 75 70 0a 20 20 20 20 70 5f 69 6e 20 3a 20 66	tices.in.each.group.....p_in.:.f
21c0	6c 6f 61 74 0a 20 20 20 20 20 20 70 72 6f 62 61 62 69 6c 69 74 79 20 6f 66 20 63 6f 6e 6e 65 63	loat.......probability.of.connec
21e0	74 69 6e 67 20 76 65 72 74 69 63 65 73 20 77 69 74 68 69 6e 20 61 20 67 72 6f 75 70 0a 20 20 20	ting.vertices.within.a.group....
2200	20 70 5f 6f 75 74 20 3a 20 66 6c 6f 61 74 0a 20 20 20 20 20 20 70 72 6f 62 61 62 69 6c 69 74 79	.p_out.:.float.......probability
2220	20 6f 66 20 63 6f 6e 6e 65 63 74 65 64 20 76 65 72 74 69 63 65 73 20 62 65 74 77 65 65 6e 20 67	.of.connected.vertices.between.g
2240	72 6f 75 70 73 0a 20 20 20 20 73 65 65 64 20 3a 20 69 6e 74 65 67 65 72 2c 20 72 61 6e 64 6f 6d	roups.....seed.:.integer,.random
2260	5f 73 74 61 74 65 2c 20 6f 72 20 4e 6f 6e 65 20 28 64 65 66 61 75 6c 74 29 0a 20 20 20 20 20 20	_state,.or.None.(default).......
2280	20 20 49 6e 64 69 63 61 74 6f 72 20 6f 66 20 72 61 6e 64 6f 6d 20 6e 75 6d 62 65 72 20 67 65 6e	..Indicator.of.random.number.gen
22a0	65 72 61 74 69 6f 6e 20 73 74 61 74 65 2e 0a 20 20 20 20 20 20 20 20 53 65 65 20 3a 72 65 66 3a	eration.state..........See.:ref:
22c0	60 52 61 6e 64 6f 6d 6e 65 73 73 3c 72 61 6e 64 6f 6d 6e 65 73 73 3e 60 2e 0a 20 20 20 20 64 69	`Randomness<randomness>`......di
22e0	72 65 63 74 65 64 20 3a 20 62 6f 6f 6c 2c 6f 70 74 69 6f 6e 61 6c 20 28 64 65 66 61 75 6c 74 3d	rected.:.bool,optional.(default=
2300	46 61 6c 73 65 29 0a 20 20 20 20 20 20 49 66 20 54 72 75 65 20 72 65 74 75 72 6e 20 61 20 64 69	False).......If.True.return.a.di
2320	72 65 63 74 65 64 20 67 72 61 70 68 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 2d 2d	rected.graph......Returns.....--
2340	2d 2d 2d 2d 2d 0a 20 20 20 20 47 20 3a 20 4e 65 74 77 6f 72 6b 58 20 47 72 61 70 68 20 6f 72 20	-----.....G.:.NetworkX.Graph.or.
2360	44 69 47 72 61 70 68 0a 20 20 20 20 20 20 70 6c 61 6e 74 65 64 20 6c 2d 70 61 72 74 69 74 69 6f	DiGraph.......planted.l-partitio
2380	6e 20 67 72 61 70 68 0a 0a 20 20 20 20 52 61 69 73 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 0a 20	n.graph......Raises.....------..
23a0	20 20 20 4e 65 74 77 6f 72 6b 58 45 72 72 6f 72 0a 20 20 20 20 20 20 49 66 20 60 70 5f 69 6e 60	...NetworkXError.......If.`p_in`
23c0	2c 20 60 70 5f 6f 75 74 60 20 61 72 65 20 6e 6f 74 20 69 6e 20 60 5b 30 2c 20 31 5d 60 0a 0a 20	,.`p_out`.are.not.in.`[0,.1]`...
23e0	20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e	...Examples.....--------.....>>>
2400	20 47 20 3d 20 6e 78 2e 70 6c 61 6e 74 65 64 5f 70 61 72 74 69 74 69 6f 6e 5f 67 72 61 70 68 28	.G.=.nx.planted_partition_graph(
2420	34 2c 20 33 2c 20 30 2e 35 2c 20 30 2e 31 2c 20 73 65 65 64 3d 34 32 29 0a 0a 20 20 20 20 53 65	4,.3,.0.5,.0.1,.seed=42)......Se
2440	65 20 41 6c 73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 72 61 6e 64 6f 6d 5f 70	e.Also.....--------.....random_p
2460	61 72 74 69 74 69 6f 6e 5f 6d 6f 64 65 6c 0a 0a 20 20 20 20 52 65 66 65 72 65 6e 63 65 73 0a 20	artition_model......References..
2480	20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 2e 2e 20 5b 31 5d 20 41 2e 20 43 6f 6e 64	...----------........[1].A..Cond
24a0	6f 6e 2c 20 52 2e 4d 2e 20 4b 61 72 70 2c 20 41 6c 67 6f 72 69 74 68 6d 73 20 66 6f 72 20 67 72	on,.R.M..Karp,.Algorithms.for.gr
24c0	61 70 68 20 70 61 72 74 69 74 69 6f 6e 69 6e 67 0a 20 20 20 20 20 20 20 20 6f 6e 20 74 68 65 20	aph.partitioning.........on.the.
24e0	70 6c 61 6e 74 65 64 20 70 61 72 74 69 74 69 6f 6e 20 6d 6f 64 65 6c 2c 0a 20 20 20 20 20 20 20	planted.partition.model,........
2500	20 52 61 6e 64 6f 6d 20 53 74 72 75 63 74 2e 20 41 6c 67 6f 72 2e 20 31 38 20 28 32 30 30 31 29	.Random.Struct..Algor..18.(2001)
2520	20 31 31 36 2d 31 34 30 2e 0a 0a 20 20 20 20 2e 2e 20 5b 32 5d 20 53 61 6e 74 6f 20 46 6f 72 74	.116-140..........[2].Santo.Fort
2540	75 6e 61 74 6f 20 27 43 6f 6d 6d 75 6e 69 74 79 20 44 65 74 65 63 74 69 6f 6e 20 69 6e 20 47 72	unato.'Community.Detection.in.Gr
2560	61 70 68 73 27 20 50 68 79 73 69 63 61 6c 20 52 65 70 6f 72 74 73 0a 20 20 20 20 20 20 20 56 6f	aphs'.Physical.Reports........Vo
2580	6c 75 6d 65 20 34 38 36 2c 20 49 73 73 75 65 20 33 2d 35 20 70 2e 20 37 35 2d 31 37 34 2e 20 68	lume.486,.Issue.3-5.p..75-174..h
25a0	74 74 70 73 3a 2f 2f 61 72 78 69 76 2e 6f 72 67 2f 61 62 73 2f 30 39 30 36 2e 30 36 31 32 0a 20	ttps://arxiv.org/abs/0906.0612..
25c0	20 20 20 a9 02 72 2b 00 00 00 72 32 00 00 00 29 01 72 07 00 00 00 29 06 72 19 00 00 00 72 1a 00	.....r+...r2...).r....).r....r..
25e0	00 00 72 37 00 00 00 72 38 00 00 00 72 2b 00 00 00 72 32 00 00 00 73 06 00 00 00 20 20 20 20 20	..r7...r8...r+...r2...s.........
2600	20 72 1e 00 00 00 72 08 00 00 00 72 08 00 00 00 ff 00 00 00 73 1e 00 00 00 80 00 f4 6a 01 00 0c	.r....r....r........s.......j...
2620	22 a0 31 a0 23 a8 01 a1 27 a8 34 b0 15 b8 54 c8 48 d4 0b 55 d0 04 55 72 1f 00 00 00 e9 06 00 00	".1.#...'.4...T.H..U..Ur........
2640	00 63 07 00 00 00 00 00 00 00 00 00 00 00 07 00 00 00 03 00 00 00 f3 16 01 00 00 97 00 7c 01 7c	.c...........................|.|
2660	00 6b 44 00 00 72 15 74 01 00 00 00 00 00 00 00 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00	.kD..r.t.........j..............
2680	00 00 00 00 00 64 01 ab 01 00 00 00 00 00 00 82 01 64 02 7d 07 67 00 7d 08 09 00 74 05 00 00 00	.....d...........d.}.g.}...t....
26a0	00 00 00 00 00 7c 06 6a 07 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 7c 01 7c	.....|.j...................|.|.|
26c0	02 7a 0b 00 00 64 03 7a 00 00 00 ab 02 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 7d 09 7c 09 64	.z...d.z...................}.|.d
26e0	04 6b 02 00 00 72 01 8c 28 7c 07 7c 09 7a 00 00 00 7c 00 6b 5c 00 00 72 15 7c 08 6a 09 00 00 00	.k...r..(|.|.z...|.k\..r.|.j....
2700	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 7c 07 7a 0a 00 00 ab 01 00 00 00 00 00 00 01	...............|.|.z............
2720	00 6e 17 7c 07 7c 09 7a 0d 00 00 7d 07 7c 08 6a 09 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	.n.|.|.z...}.|.j................
2740	00 00 00 7c 09 ab 01 00 00 00 00 00 00 01 00 8c 5b 74 0b 00 00 00 00 00 00 00 00 7c 08 7c 03 7c	...|............[t.........|.|.|
2760	04 7c 06 7c 05 ac 05 ab 05 00 00 00 00 00 00 53 00 29 06 61 86 06 00 00 47 65 6e 65 72 61 74 65	.|.|...........S.).a....Generate
2780	20 61 20 47 61 75 73 73 69 61 6e 20 72 61 6e 64 6f 6d 20 70 61 72 74 69 74 69 6f 6e 20 67 72 61	.a.Gaussian.random.partition.gra
27a0	70 68 2e 0a 0a 20 20 20 20 41 20 47 61 75 73 73 69 61 6e 20 72 61 6e 64 6f 6d 20 70 61 72 74 69	ph.......A.Gaussian.random.parti
27c0	74 69 6f 6e 20 67 72 61 70 68 20 69 73 20 63 72 65 61 74 65 64 20 62 79 20 63 72 65 61 74 69 6e	tion.graph.is.created.by.creatin
27e0	67 20 6b 20 70 61 72 74 69 74 69 6f 6e 73 0a 20 20 20 20 65 61 63 68 20 77 69 74 68 20 61 20 73	g.k.partitions.....each.with.a.s
2800	69 7a 65 20 64 72 61 77 6e 20 66 72 6f 6d 20 61 20 6e 6f 72 6d 61 6c 20 64 69 73 74 72 69 62 75	ize.drawn.from.a.normal.distribu
2820	74 69 6f 6e 20 77 69 74 68 20 6d 65 61 6e 20 73 20 61 6e 64 20 76 61 72 69 61 6e 63 65 0a 20 20	tion.with.mean.s.and.variance...
2840	20 20 73 2f 76 2e 20 4e 6f 64 65 73 20 61 72 65 20 63 6f 6e 6e 65 63 74 65 64 20 77 69 74 68 69	..s/v..Nodes.are.connected.withi
2860	6e 20 63 6c 75 73 74 65 72 73 20 77 69 74 68 20 70 72 6f 62 61 62 69 6c 69 74 79 20 70 5f 69 6e	n.clusters.with.probability.p_in
2880	20 61 6e 64 0a 20 20 20 20 62 65 74 77 65 65 6e 20 63 6c 75 73 74 65 72 73 20 77 69 74 68 20 70	.and.....between.clusters.with.p
28a0	72 6f 62 61 62 69 6c 69 74 79 20 70 5f 6f 75 74 5b 31 5d 0a 0a 20 20 20 20 50 61 72 61 6d 65 74	robability.p_out[1]......Paramet
28c0	65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 6e 20 3a 20 69 6e 74 0a 20	ers.....----------.....n.:.int..
28e0	20 20 20 20 20 4e 75 6d 62 65 72 20 6f 66 20 6e 6f 64 65 73 20 69 6e 20 74 68 65 20 67 72 61 70	.....Number.of.nodes.in.the.grap
2900	68 0a 20 20 20 20 73 20 3a 20 66 6c 6f 61 74 0a 20 20 20 20 20 20 4d 65 61 6e 20 63 6c 75 73 74	h.....s.:.float.......Mean.clust
2920	65 72 20 73 69 7a 65 0a 20 20 20 20 76 20 3a 20 66 6c 6f 61 74 0a 20 20 20 20 20 20 53 68 61 70	er.size.....v.:.float.......Shap
2940	65 20 70 61 72 61 6d 65 74 65 72 2e 20 54 68 65 20 76 61 72 69 61 6e 63 65 20 6f 66 20 63 6c 75	e.parameter..The.variance.of.clu
2960	73 74 65 72 20 73 69 7a 65 20 64 69 73 74 72 69 62 75 74 69 6f 6e 20 69 73 20 73 2f 76 2e 0a 20	ster.size.distribution.is.s/v...
2980	20 20 20 70 5f 69 6e 20 3a 20 66 6c 6f 61 74 0a 20 20 20 20 20 20 50 72 6f 62 61 62 69 6c 69 74	...p_in.:.float.......Probabilit
29a0	79 20 6f 66 20 69 6e 74 72 61 20 63 6c 75 73 74 65 72 20 63 6f 6e 6e 65 63 74 69 6f 6e 2e 0a 20	y.of.intra.cluster.connection...
29c0	20 20 20 70 5f 6f 75 74 20 3a 20 66 6c 6f 61 74 0a 20 20 20 20 20 20 50 72 6f 62 61 62 69 6c 69	...p_out.:.float.......Probabili
29e0	74 79 20 6f 66 20 69 6e 74 65 72 20 63 6c 75 73 74 65 72 20 63 6f 6e 6e 65 63 74 69 6f 6e 2e 0a	ty.of.inter.cluster.connection..
2a00	20 20 20 20 64 69 72 65 63 74 65 64 20 3a 20 62 6f 6f 6c 65 61 6e 2c 20 6f 70 74 69 6f 6e 61 6c	....directed.:.boolean,.optional
2a20	20 64 65 66 61 75 6c 74 3d 46 61 6c 73 65 0a 20 20 20 20 20 20 57 68 65 74 68 65 72 20 74 6f 20	.default=False.......Whether.to.
2a40	63 72 65 61 74 65 20 61 20 64 69 72 65 63 74 65 64 20 67 72 61 70 68 20 6f 72 20 6e 6f 74 0a 20	create.a.directed.graph.or.not..
2a60	20 20 20 73 65 65 64 20 3a 20 69 6e 74 65 67 65 72 2c 20 72 61 6e 64 6f 6d 5f 73 74 61 74 65 2c	...seed.:.integer,.random_state,
2a80	20 6f 72 20 4e 6f 6e 65 20 28 64 65 66 61 75 6c 74 29 0a 20 20 20 20 20 20 20 20 49 6e 64 69 63	.or.None.(default).........Indic
2aa0	61 74 6f 72 20 6f 66 20 72 61 6e 64 6f 6d 20 6e 75 6d 62 65 72 20 67 65 6e 65 72 61 74 69 6f 6e	ator.of.random.number.generation
2ac0	20 73 74 61 74 65 2e 0a 20 20 20 20 20 20 20 20 53 65 65 20 3a 72 65 66 3a 60 52 61 6e 64 6f 6d	.state..........See.:ref:`Random
2ae0	6e 65 73 73 3c 72 61 6e 64 6f 6d 6e 65 73 73 3e 60 2e 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a	ness<randomness>`.......Returns.
2b00	20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 47 20 3a 20 4e 65 74 77 6f 72 6b 58 20 47 72 61	....-------.....G.:.NetworkX.Gra
2b20	70 68 20 6f 72 20 44 69 47 72 61 70 68 0a 20 20 20 20 20 20 67 61 75 73 73 69 61 6e 20 72 61 6e	ph.or.DiGraph.......gaussian.ran
2b40	64 6f 6d 20 70 61 72 74 69 74 69 6f 6e 20 67 72 61 70 68 0a 0a 20 20 20 20 52 61 69 73 65 73 0a	dom.partition.graph......Raises.
2b60	20 20 20 20 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 4e 65 74 77 6f 72 6b 58 45 72 72 6f 72 0a 20 20 20	....------.....NetworkXError....
2b80	20 20 20 49 66 20 73 20 69 73 20 3e 20 6e 0a 20 20 20 20 20 20 49 66 20 70 5f 69 6e 20 6f 72 20	...If.s.is.>.n.......If.p_in.or.
2ba0	70 5f 6f 75 74 20 69 73 20 6e 6f 74 20 69 6e 20 5b 30 2c 31 5d 0a 0a 20 20 20 20 4e 6f 74 65 73	p_out.is.not.in.[0,1]......Notes
2bc0	0a 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 4e 6f 74 65 20 74 68 65 20 6e 75 6d 62 65 72 20 6f	.....-----.....Note.the.number.o
2be0	66 20 70 61 72 74 69 74 69 6f 6e 73 20 69 73 20 64 65 70 65 6e 64 65 6e 74 20 6f 6e 20 73 2c 76	f.partitions.is.dependent.on.s,v
2c00	20 61 6e 64 20 6e 2c 20 61 6e 64 20 74 68 61 74 20 74 68 65 0a 20 20 20 20 6c 61 73 74 20 70 61	.and.n,.and.that.the.....last.pa
2c20	72 74 69 74 69 6f 6e 20 6d 61 79 20 62 65 20 63 6f 6e 73 69 64 65 72 61 62 6c 79 20 73 6d 61 6c	rtition.may.be.considerably.smal
2c40	6c 65 72 2c 20 61 73 20 69 74 20 69 73 20 73 69 7a 65 64 20 74 6f 20 73 69 6d 70 6c 79 0a 20 20	ler,.as.it.is.sized.to.simply...
2c60	20 20 66 69 6c 6c 20 6f 75 74 20 74 68 65 20 6e 6f 64 65 73 20 5b 31 5d 0a 0a 20 20 20 20 53 65	..fill.out.the.nodes.[1]......Se
2c80	65 20 41 6c 73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 72 61 6e 64 6f 6d 5f 70	e.Also.....--------.....random_p
2ca0	61 72 74 69 74 69 6f 6e 5f 67 72 61 70 68 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20	artition_graph......Examples....
2cc0	20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 47 20 3d 20 6e 78 2e 67 61 75 73 73 69 61	.--------.....>>>.G.=.nx.gaussia
2ce0	6e 5f 72 61 6e 64 6f 6d 5f 70 61 72 74 69 74 69 6f 6e 5f 67 72 61 70 68 28 31 30 30 2c 20 31 30	n_random_partition_graph(100,.10
2d00	2c 20 31 30 2c 20 30 2e 32 35 2c 20 30 2e 31 29 0a 20 20 20 20 3e 3e 3e 20 6c 65 6e 28 47 29 0a	,.10,.0.25,.0.1).....>>>.len(G).
2d20	20 20 20 20 31 30 30 0a 0a 20 20 20 20 52 65 66 65 72 65 6e 63 65 73 0a 20 20 20 20 2d 2d 2d 2d	....100......References.....----
2d40	2d 2d 2d 2d 2d 2d 0a 20 20 20 20 2e 2e 20 5b 31 5d 20 55 6c 72 69 6b 20 42 72 61 6e 64 65 73 2c	------........[1].Ulrik.Brandes,
2d60	20 4d 61 72 63 6f 20 47 61 65 72 74 6c 65 72 2c 20 44 6f 72 6f 74 68 65 61 20 57 61 67 6e 65 72	.Marco.Gaertler,.Dorothea.Wagner
2d80	2c 0a 20 20 20 20 20 20 20 45 78 70 65 72 69 6d 65 6e 74 73 20 6f 6e 20 47 72 61 70 68 20 43 6c	,........Experiments.on.Graph.Cl
2da0	75 73 74 65 72 69 6e 67 20 41 6c 67 6f 72 69 74 68 6d 73 2c 0a 20 20 20 20 20 20 20 49 6e 20 74	ustering.Algorithms,........In.t
2dc0	68 65 20 70 72 6f 63 65 65 64 69 6e 67 73 20 6f 66 20 74 68 65 20 31 31 74 68 20 45 75 72 6f 70	he.proceedings.of.the.11th.Europ
2de0	2e 20 53 79 6d 70 2e 20 41 6c 67 6f 72 69 74 68 6d 73 2c 20 32 30 30 33 2e 0a 20 20 20 20 7a 0e	..Symp..Algorithms,.2003......z.
2e00	73 20 6d 75 73 74 20 62 65 20 3c 3d 20 6e 72 02 00 00 00 67 00 00 00 00 00 00 e0 3f 72 11 00 00	s.must.be.<=.nr....g.......?r...
2e20	00 72 3e 00 00 00 29 06 72 13 00 00 00 72 21 00 00 00 da 03 69 6e 74 da 05 67 61 75 73 73 da 06	.r>...).r....r!.....int..gauss..
2e40	61 70 70 65 6e 64 72 07 00 00 00 29 0a da 01 6e 72 3b 00 00 00 72 2e 00 00 00 72 37 00 00 00 72	appendr....)...nr;...r....r7...r
2e60	38 00 00 00 72 32 00 00 00 72 2b 00 00 00 da 08 61 73 73 69 67 6e 65 64 72 36 00 00 00 da 04 73	8...r2...r+.....assignedr6.....s
2e80	69 7a 65 73 0a 00 00 00 20 20 20 20 20 20 20 20 20 20 72 1e 00 00 00 72 09 00 00 00 72 09 00 00	izes..............r....r....r...
2ea0	00 37 01 00 00 73 a1 00 00 00 80 00 f0 7a 01 00 08 09 88 31 82 75 dc 0e 10 d7 0e 1e d1 0e 1e d0	.7...s.......z.....1.u..........
2ec0	1f 2f d3 0e 30 d0 08 30 d8 0f 10 80 48 d8 0c 0e 80 45 d8 0a 0e dc 0f 12 90 34 97 3a 91 3a 98 61	./..0..0....H....E.......4.:.:.a
2ee0	a0 11 a0 51 a1 15 a8 13 a1 1b d3 13 2d d3 0f 2e 88 04 d8 0b 0f 90 21 8a 38 d8 0c 14 d8 0b 13 90	...Q........-.........!.8.......
2f00	64 89 3f 98 61 d2 0b 1f d8 0c 11 8f 4c 89 4c 98 11 98 58 99 1c d4 0c 26 d8 0c 11 d8 08 10 90 44	d.?.a.......L.L...X....&.......D
2f20	d1 08 18 88 08 d8 08 0d 8f 0c 89 0c 90 54 d4 08 1a f0 11 00 0b 0f f4 12 00 0c 22 a0 25 a8 14 a8	.............T............".%...
2f40	75 b8 34 c8 28 d4 0b 53 d0 04 53 72 1f 00 00 00 63 02 00 00 00 00 00 00 00 00 00 00 00 08 00 00	u.4.(..S..Sr....c...............
2f60	00 03 00 00 00 f3 72 01 00 00 97 00 7c 00 64 01 6b 02 00 00 72 15 74 01 00 00 00 00 00 00 00 00	......r.....|.d.k...r.t.........
2f80	6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 02 ab 01 00 00 00 00 00 00 82 01	j...................d...........
2fa0	7c 01 64 01 6b 02 00 00 72 15 74 01 00 00 00 00 00 00 00 00 6a 02 00 00 00 00 00 00 00 00 00 00	|.d.k...r.t.........j...........
2fc0	00 00 00 00 00 00 00 00 64 03 ab 01 00 00 00 00 00 00 82 01 74 01 00 00 00 00 00 00 00 00 6a 04	........d...........t.........j.
2fe0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 7d 02 74 07 00 00	..........................}.t...
3000	00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 44 00 5d 60 00 00 7d 03 74 09 00 00 00 00 00 00	......|.........D.]`..}.t.......
3020	00 00 6a 0a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 74 07 00 00 00 00 00 00 00 00	..j...................t.........
3040	7c 03 7c 01 7a 05 00 00 7c 03 7c 01 7a 05 00 00 7c 01 7a 00 00 00 ab 02 00 00 00 00 00 00 64 01	|.|.z...|.|.z...|.z...........d.
3060	ab 02 00 00 00 00 00 00 7d 04 7c 02 6a 0d 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	........}.|.j...................
3080	7c 04 ab 01 00 00 00 00 00 00 01 00 7c 02 6a 0f 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	|...........|.j.................
30a0	00 00 7c 03 7c 01 7a 05 00 00 64 04 7a 00 00 00 7c 03 64 04 7a 00 00 00 7c 01 7a 05 00 00 7c 00	..|.|.z...d.z...|.d.z...|.z...|.
30c0	7c 01 7a 05 00 00 7a 06 00 00 ab 02 00 00 00 00 00 00 01 00 8c 62 04 00 7c 02 53 00 29 05 61 63	|.z...z..............b..|.S.).ac
30e0	03 00 00 44 65 66 69 6e 65 73 20 61 20 22 72 69 6e 67 20 6f 66 20 63 6c 69 71 75 65 73 22 20 67	...Defines.a."ring.of.cliques".g
3100	72 61 70 68 2e 0a 0a 20 20 20 20 41 20 72 69 6e 67 20 6f 66 20 63 6c 69 71 75 65 73 20 67 72 61	raph.......A.ring.of.cliques.gra
3120	70 68 20 69 73 20 63 6f 6e 73 69 73 74 69 6e 67 20 6f 66 20 63 6c 69 71 75 65 73 2c 20 63 6f 6e	ph.is.consisting.of.cliques,.con
3140	6e 65 63 74 65 64 20 74 68 72 6f 75 67 68 20 73 69 6e 67 6c 65 0a 20 20 20 20 6c 69 6e 6b 73 2e	nected.through.single.....links.
3160	20 45 61 63 68 20 63 6c 69 71 75 65 20 69 73 20 61 20 63 6f 6d 70 6c 65 74 65 20 67 72 61 70 68	.Each.clique.is.a.complete.graph
3180	2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d	.......Parameters.....----------
31a0	0a 20 20 20 20 6e 75 6d 5f 63 6c 69 71 75 65 73 20 3a 20 69 6e 74 0a 20 20 20 20 20 20 20 20 4e	.....num_cliques.:.int.........N
31c0	75 6d 62 65 72 20 6f 66 20 63 6c 69 71 75 65 73 0a 20 20 20 20 63 6c 69 71 75 65 5f 73 69 7a 65	umber.of.cliques.....clique_size
31e0	20 3a 20 69 6e 74 0a 20 20 20 20 20 20 20 20 53 69 7a 65 20 6f 66 20 63 6c 69 71 75 65 73 0a 0a	.:.int.........Size.of.cliques..
3200	20 20 20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 47 20 3a 20	....Returns.....-------.....G.:.
3220	4e 65 74 77 6f 72 6b 58 20 47 72 61 70 68 0a 20 20 20 20 20 20 20 20 72 69 6e 67 20 6f 66 20 63	NetworkX.Graph.........ring.of.c
3240	6c 69 71 75 65 73 20 67 72 61 70 68 0a 0a 20 20 20 20 52 61 69 73 65 73 0a 20 20 20 20 2d 2d 2d	liques.graph......Raises.....---
3260	2d 2d 2d 0a 20 20 20 20 4e 65 74 77 6f 72 6b 58 45 72 72 6f 72 0a 20 20 20 20 20 20 20 20 49 66	---.....NetworkXError.........If
3280	20 74 68 65 20 6e 75 6d 62 65 72 20 6f 66 20 63 6c 69 71 75 65 73 20 69 73 20 6c 6f 77 65 72 20	.the.number.of.cliques.is.lower.
32a0	74 68 61 6e 20 32 20 6f 72 0a 20 20 20 20 20 20 20 20 69 66 20 74 68 65 20 73 69 7a 65 20 6f 66	than.2.or.........if.the.size.of
32c0	20 63 6c 69 71 75 65 73 20 69 73 20 73 6d 61 6c 6c 65 72 20 74 68 61 6e 20 32 2e 0a 0a 20 20 20	.cliques.is.smaller.than.2......
32e0	20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 47	.Examples.....--------.....>>>.G
3300	20 3d 20 6e 78 2e 72 69 6e 67 5f 6f 66 5f 63 6c 69 71 75 65 73 28 38 2c 20 34 29 0a 0a 20 20 20	.=.nx.ring_of_cliques(8,.4).....
3320	20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 63 6f 6e 6e 65	.See.Also.....--------.....conne
3340	63 74 65 64 5f 63 61 76 65 6d 61 6e 5f 67 72 61 70 68 0a 0a 20 20 20 20 4e 6f 74 65 73 0a 20 20	cted_caveman_graph......Notes...
3360	20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 54 68 65 20 60 63 6f 6e 6e 65 63 74 65 64 5f 63 61 76 65 6d	..-----.....The.`connected_cavem
3380	61 6e 5f 67 72 61 70 68 60 20 67 72 61 70 68 20 72 65 6d 6f 76 65 73 20 61 20 6c 69 6e 6b 20 66	an_graph`.graph.removes.a.link.f
33a0	72 6f 6d 20 65 61 63 68 20 63 6c 69 71 75 65 20 74 6f 0a 20 20 20 20 63 6f 6e 6e 65 63 74 20 69	rom.each.clique.to.....connect.i
33c0	74 20 77 69 74 68 20 74 68 65 20 6e 65 78 74 20 63 6c 69 71 75 65 2e 20 49 6e 73 74 65 61 64 2c	t.with.the.next.clique..Instead,
33e0	20 74 68 65 20 60 72 69 6e 67 5f 6f 66 5f 63 6c 69 71 75 65 73 60 20 67 72 61 70 68 0a 20 20 20	.the.`ring_of_cliques`.graph....
3400	20 73 69 6d 70 6c 79 20 61 64 64 73 20 74 68 65 20 6c 69 6e 6b 20 77 69 74 68 6f 75 74 20 72 65	.simply.adds.the.link.without.re
3420	6d 6f 76 69 6e 67 20 61 6e 79 20 6c 69 6e 6b 20 66 72 6f 6d 20 74 68 65 20 63 6c 69 71 75 65 73	moving.any.link.from.the.cliques
3440	2e 0a 20 20 20 20 72 12 00 00 00 7a 30 41 20 72 69 6e 67 20 6f 66 20 63 6c 69 71 75 65 73 20 6d	......r....z0A.ring.of.cliques.m
3460	75 73 74 20 68 61 76 65 20 61 74 20 6c 65 61 73 74 20 74 77 6f 20 63 6c 69 71 75 65 73 fa 28 54	ust.have.at.least.two.cliques.(T
3480	68 65 20 63 6c 69 71 75 65 73 20 6d 75 73 74 20 68 61 76 65 20 61 74 20 6c 65 61 73 74 20 74 77	he.cliques.must.have.at.least.tw
34a0	6f 20 6e 6f 64 65 73 72 11 00 00 00 29 08 72 13 00 00 00 72 21 00 00 00 da 05 47 72 61 70 68 72	o.nodesr....).r....r!.....Graphr
34c0	15 00 00 00 72 16 00 00 00 72 17 00 00 00 72 18 00 00 00 72 23 00 00 00 29 05 da 0b 6e 75 6d 5f	....r....r....r....r#...)...num_
34e0	63 6c 69 71 75 65 73 da 0b 63 6c 69 71 75 65 5f 73 69 7a 65 72 1b 00 00 00 da 01 69 72 1d 00 00	cliques..clique_sizer......ir...
3500	00 73 05 00 00 00 20 20 20 20 20 72 1e 00 00 00 72 0a 00 00 00 72 0a 00 00 00 84 01 00 00 73 c3	.s.........r....r....r........s.
3520	00 00 00 80 00 f0 4e 01 00 08 13 90 51 82 7f dc 0e 10 d7 0e 1e d1 0e 1e d0 1f 51 d3 0e 52 d0 08	......N.....Q.............Q..R..
3540	52 d8 07 12 90 51 82 7f dc 0e 10 d7 0e 1e d1 0e 1e d0 1f 49 d3 0e 4a d0 08 4a e4 08 0a 8f 08 89	R....Q.............I..J..J......
3560	08 8b 0a 80 41 dc 0d 12 90 3b d3 0d 1f f2 00 07 05 0a 88 01 dc 10 19 d7 10 26 d1 10 26 dc 0c 11	....A....;...............&..&...
3580	90 21 90 6b 91 2f a0 31 a0 7b a1 3f b0 5b d1 23 40 d3 0c 41 c0 31 f3 03 02 11 0a 88 05 f0 06 00	.!.k./.1.{.?.[.#@..A.1..........
35a0	09 0a d7 08 18 d1 08 18 98 15 d4 08 1f d8 08 09 8f 0a 89 0a d8 0c 0d 90 0b 89 4f 98 61 d1 0c 1f	..........................O.a...
35c0	a0 21 a0 61 a1 25 a8 3b d1 21 36 b8 2b c8 0b d1 3a 53 d1 21 54 f5 03 02 09 0a f0 0b 07 05 0a f0	.!.a.%.;.!6.+...:S.!T...........
35e0	10 00 0c 0d 80 48 72 1f 00 00 00 63 02 00 00 00 00 00 00 00 00 00 00 00 0a 00 00 00 03 00 00 00	.....Hr....c....................
3600	f3 78 01 00 00 87 01 97 00 7c 00 64 01 6b 02 00 00 72 17 64 02 7d 02 74 01 00 00 00 00 00 00 00	.x.......|.d.k...r.d.}.t........
3620	00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 02 ab 01 00 00 00 00 00 00 82	.j...................|..........
3640	01 89 01 64 01 6b 02 00 00 72 15 74 01 00 00 00 00 00 00 00 00 6a 02 00 00 00 00 00 00 00 00 00	...d.k...r.t.........j..........
3660	00 00 00 00 00 00 00 00 00 64 03 ab 01 00 00 00 00 00 00 82 01 74 01 00 00 00 00 00 00 00 00 6a	.........d...........t.........j
3680	04 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 74 07 00 00 00 00 00 00 00 00 6a 08 00	...................t.........j..
36a0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 74 01 00 00 00 00 00 00 00 00 6a 0a 00 00 00	.................t.........j....
36c0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 89 01 ab 01 00 00 00 00 00 00 67 01 88 01 66 01 64	.........................g...f.d
36e0	04 84 08 74 0d 00 00 00 00 00 00 00 00 7c 00 64 05 7a 0a 00 00 ab 01 00 00 00 00 00 00 44 00 ab	...t.........|.d.z...........D..
3700	00 00 00 00 00 00 00 ab 02 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 7d 03 7c 03 6a 0f 00 00 00	.......................}.|.j....
3720	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 06 84 00 74 0d 00 00 00 00 00 00 00 00 89 01 7c	...............d...t...........|
3740	03 6a 11 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 ab 02 00	.j..............................
3760	00 00 00 00 00 44 00 ab 00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 01 00 7c 03 53 00 29 07 61	.....D...................|.S.).a
3780	2b 04 00 00 47 65 6e 65 72 61 74 65 20 61 20 77 69 6e 64 6d 69 6c 6c 20 67 72 61 70 68 2e 0a 20	+...Generate.a.windmill.graph...
37a0	20 20 20 41 20 77 69 6e 64 6d 69 6c 6c 20 67 72 61 70 68 20 69 73 20 61 20 67 72 61 70 68 20 6f	...A.windmill.graph.is.a.graph.o
37c0	66 20 60 6e 60 20 63 6c 69 71 75 65 73 20 65 61 63 68 20 6f 66 20 73 69 7a 65 20 60 6b 60 20 74	f.`n`.cliques.each.of.size.`k`.t
37e0	68 61 74 20 61 72 65 20 61 6c 6c 0a 20 20 20 20 6a 6f 69 6e 65 64 20 61 74 20 6f 6e 65 20 6e 6f	hat.are.all.....joined.at.one.no
3800	64 65 2e 0a 20 20 20 20 49 74 20 63 61 6e 20 62 65 20 74 68 6f 75 67 68 74 20 6f 66 20 61 73 20	de......It.can.be.thought.of.as.
3820	74 61 6b 69 6e 67 20 61 20 64 69 73 6a 6f 69 6e 74 20 75 6e 69 6f 6e 20 6f 66 20 60 6e 60 20 63	taking.a.disjoint.union.of.`n`.c
3840	6c 69 71 75 65 73 20 6f 66 20 73 69 7a 65 20 60 6b 60 2c 0a 20 20 20 20 73 65 6c 65 63 74 69 6e	liques.of.size.`k`,.....selectin
3860	67 20 6f 6e 65 20 70 6f 69 6e 74 20 66 72 6f 6d 20 65 61 63 68 2c 20 61 6e 64 20 63 6f 6e 74 72	g.one.point.from.each,.and.contr
3880	61 63 74 69 6e 67 20 61 6c 6c 20 6f 66 20 74 68 65 20 73 65 6c 65 63 74 65 64 20 70 6f 69 6e 74	acting.all.of.the.selected.point
38a0	73 2e 0a 20 20 20 20 41 6c 74 65 72 6e 61 74 69 76 65 6c 79 2c 20 6f 6e 65 20 63 6f 75 6c 64 20	s......Alternatively,.one.could.
38c0	67 65 6e 65 72 61 74 65 20 60 6e 60 20 63 6c 69 71 75 65 73 20 6f 66 20 73 69 7a 65 20 60 6b 2d	generate.`n`.cliques.of.size.`k-
38e0	31 60 20 61 6e 64 20 6f 6e 65 20 6e 6f 64 65 0a 20 20 20 20 74 68 61 74 20 69 73 20 63 6f 6e 6e	1`.and.one.node.....that.is.conn
3900	65 63 74 65 64 20 74 6f 20 61 6c 6c 20 6f 74 68 65 72 20 6e 6f 64 65 73 20 69 6e 20 74 68 65 20	ected.to.all.other.nodes.in.the.
3920	67 72 61 70 68 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d	graph.......Parameters.....-----
3940	2d 2d 2d 2d 2d 0a 20 20 20 20 6e 20 3a 20 69 6e 74 0a 20 20 20 20 20 20 20 20 4e 75 6d 62 65 72	-----.....n.:.int.........Number
3960	20 6f 66 20 63 6c 69 71 75 65 73 0a 20 20 20 20 6b 20 3a 20 69 6e 74 0a 20 20 20 20 20 20 20 20	.of.cliques.....k.:.int.........
3980	53 69 7a 65 20 6f 66 20 63 6c 69 71 75 65 73 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a 20 20 20	Size.of.cliques......Returns....
39a0	20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 47 20 3a 20 4e 65 74 77 6f 72 6b 58 20 47 72 61 70 68 0a	.-------.....G.:.NetworkX.Graph.
39c0	20 20 20 20 20 20 20 20 77 69 6e 64 6d 69 6c 6c 20 67 72 61 70 68 20 77 69 74 68 20 6e 20 63 6c	........windmill.graph.with.n.cl
39e0	69 71 75 65 73 20 6f 66 20 73 69 7a 65 20 6b 0a 0a 20 20 20 20 52 61 69 73 65 73 0a 20 20 20 20	iques.of.size.k......Raises.....
3a00	2d 2d 2d 2d 2d 2d 0a 20 20 20 20 4e 65 74 77 6f 72 6b 58 45 72 72 6f 72 0a 20 20 20 20 20 20 20	------.....NetworkXError........
3a20	20 49 66 20 74 68 65 20 6e 75 6d 62 65 72 20 6f 66 20 63 6c 69 71 75 65 73 20 69 73 20 6c 65 73	.If.the.number.of.cliques.is.les
3a40	73 20 74 68 61 6e 20 74 77 6f 0a 20 20 20 20 20 20 20 20 49 66 20 74 68 65 20 73 69 7a 65 20 6f	s.than.two.........If.the.size.o
3a60	66 20 74 68 65 20 63 6c 69 71 75 65 73 20 61 72 65 20 6c 65 73 73 20 74 68 61 6e 20 74 77 6f 0a	f.the.cliques.are.less.than.two.
3a80	0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e	.....Examples.....--------.....>
3aa0	3e 3e 20 47 20 3d 20 6e 78 2e 77 69 6e 64 6d 69 6c 6c 5f 67 72 61 70 68 28 34 2c 20 35 29 0a 0a	>>.G.=.nx.windmill_graph(4,.5)..
3ac0	20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 54 68 65 20 6e 6f 64 65	....Notes.....-----.....The.node
3ae0	20 6c 61 62 65 6c 65 64 20 60 30 60 20 77 69 6c 6c 20 62 65 20 74 68 65 20 6e 6f 64 65 20 63 6f	.labeled.`0`.will.be.the.node.co
3b00	6e 6e 65 63 74 65 64 20 74 6f 20 61 6c 6c 20 6f 74 68 65 72 20 6e 6f 64 65 73 2e 0a 20 20 20 20	nnected.to.all.other.nodes......
3b20	4e 6f 74 65 20 74 68 61 74 20 77 69 6e 64 6d 69 6c 6c 20 67 72 61 70 68 73 20 61 72 65 20 75 73	Note.that.windmill.graphs.are.us
3b40	75 61 6c 6c 79 20 64 65 6e 6f 74 65 64 20 60 57 64 28 6b 2c 6e 29 60 2c 20 73 6f 20 74 68 65 20	ually.denoted.`Wd(k,n)`,.so.the.
3b60	70 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 61 72 65 20 69 6e 20 74 68 65 20 6f 70 70 6f 73 69	parameters.....are.in.the.opposi
3b80	74 65 20 6f 72 64 65 72 20 61 73 20 74 68 65 20 70 61 72 61 6d 65 74 65 72 73 20 6f 66 20 74 68	te.order.as.the.parameters.of.th
3ba0	69 73 20 6d 65 74 68 6f 64 2e 0a 20 20 20 20 72 12 00 00 00 7a 2f 41 20 77 69 6e 64 6d 69 6c 6c	is.method......r....z/A.windmill
3bc0	20 67 72 61 70 68 20 6d 75 73 74 20 68 61 76 65 20 61 74 20 6c 65 61 73 74 20 74 77 6f 20 63 6c	.graph.must.have.at.least.two.cl
3be0	69 71 75 65 73 72 48 00 00 00 63 01 00 00 00 00 00 00 00 00 00 00 00 05 00 00 00 33 00 00 00 f3	iquesrH...c................3....
3c00	4e 00 00 00 95 01 4b 00 01 00 97 00 7c 00 5d 1c 00 00 7d 01 74 01 00 00 00 00 00 00 00 00 6a 02	N.....K.....|.]...}.t.........j.
3c20	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 89 02 64 00 7a 0a 00 00 ab 01 00 00 00 00	....................d.z.........
3c40	00 00 96 01 97 01 01 00 8c 1e 04 00 79 01 ad 03 77 01 29 02 72 11 00 00 00 4e 29 02 72 13 00 00	............y...w.).r....N).r...
3c60	00 da 0e 63 6f 6d 70 6c 65 74 65 5f 67 72 61 70 68 29 03 da 02 2e 30 da 01 5f 72 1a 00 00 00 73	...complete_graph)....0.._r....s
3c80	03 00 00 00 20 20 80 72 1e 00 00 00 fa 09 3c 67 65 6e 65 78 70 72 3e 7a 21 77 69 6e 64 6d 69 6c	.......r......<genexpr>z!windmil
3ca0	6c 5f 67 72 61 70 68 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e ea 01 00 00 73 20	l_graph.<locals>.<genexpr>....s.
3cc0	00 00 00 f8 e8 00 f8 80 00 d2 24 54 c0 21 a4 52 d7 25 36 d1 25 36 b0 71 b8 31 b1 75 d7 25 3d d1	..........$T.!.R.%6.%6.q.1.u.%=.
3ce0	24 54 f9 73 04 00 00 00 83 22 25 01 72 11 00 00 00 63 01 00 00 00 00 00 00 00 00 00 00 00 03 00	$T.s....."%.r....c..............
3d00	00 00 33 00 00 00 f3 24 00 00 00 4b 00 01 00 97 00 7c 00 5d 08 00 00 7d 01 64 00 7c 01 66 02 96	..3....$...K.....|.]...}.d.|.f..
3d20	01 97 01 01 00 8c 0a 04 00 79 01 ad 03 77 01 29 02 72 02 00 00 00 4e a9 00 29 02 72 50 00 00 00	.........y...w.).r....N..).rP...
3d40	72 4c 00 00 00 73 02 00 00 00 20 20 72 1e 00 00 00 72 52 00 00 00 7a 21 77 69 6e 64 6d 69 6c 6c	rL...s......r....rR...z!windmill
3d60	5f 67 72 61 70 68 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e ed 01 00 00 73 14 00	_graph.<locals>.<genexpr>....s..
3d80	00 00 e8 00 f8 80 00 d2 14 43 a0 01 90 61 98 11 94 56 d1 14 43 f9 73 04 00 00 00 82 0e 10 01 29	.........C...a...V..C.s........)
3da0	09 72 13 00 00 00 72 21 00 00 00 da 12 64 69 73 6a 6f 69 6e 74 5f 75 6e 69 6f 6e 5f 61 6c 6c 72	.r....r!.....disjoint_union_allr
3dc0	16 00 00 00 da 05 63 68 61 69 6e 72 4f 00 00 00 72 15 00 00 00 72 18 00 00 00 da 0f 6e 75 6d 62	......chainrO...r....r......numb
3de0	65 72 5f 6f 66 5f 6e 6f 64 65 73 29 04 72 44 00 00 00 72 1a 00 00 00 da 03 6d 73 67 72 1b 00 00	er_of_nodes).rD...r......msgr...
3e00	00 73 04 00 00 00 20 60 20 20 72 1e 00 00 00 72 0b 00 00 00 72 0b 00 00 00 bc 01 00 00 73 a5 00	.s.....`..r....r....r........s..
3e20	00 00 f8 80 00 f0 4c 01 00 08 09 88 31 82 75 d8 0e 3f 88 03 dc 0e 10 d7 0e 1e d1 0e 1e 98 73 d3	......L.....1.u..?............s.
3e40	0e 23 d0 08 23 d8 07 08 88 31 82 75 dc 0e 10 d7 0e 1e d1 0e 1e d0 1f 49 d3 0e 4a d0 08 4a e4 08	.#..#....1.u...........I..J..J..
3e60	0a d7 08 1d d1 08 1d dc 08 11 8f 0f 89 0f dc 0d 0f d7 0d 1e d1 0d 1e 98 71 d3 0d 21 d0 0c 22 d3	........................q..!..".
3e80	24 54 c4 75 c8 51 d0 51 52 c9 55 c3 7c d4 24 54 f3 03 02 09 0a f3 03 04 09 06 80 41 f0 0a 00 05	$T.u.Q.QR.U.|.$T...........A....
3ea0	06 d7 04 14 d1 04 14 d1 14 43 a4 55 a8 31 a8 61 d7 2e 3f d1 2e 3f d3 2e 41 d3 25 42 d4 14 43 d4	.........C.U.1.a..?..?..A.%B..C.
3ec0	04 43 d8 0b 0c 80 48 72 1f 00 00 00 63 07 00 00 00 00 00 00 00 00 00 00 00 0a 00 00 00 03 00 00	.C....Hr....c...................
3ee0	00 f3 36 09 00 00 97 00 74 01 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 74 01 00 00	..6.....t.........|.........t...
3f00	00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 6b 37 00 00 72 15 74 03 00 00 00 00 00 00 00 00	......|.........k7..r.t.........
3f20	6a 04 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 01 ab 01 00 00 00 00 00 00 82 01	j...................d...........
3f40	7c 01 44 00 5d 2e 00 00 7d 07 74 01 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 74 01	|.D.]...}.t.........|.........t.
3f60	00 00 00 00 00 00 00 00 7c 07 ab 01 00 00 00 00 00 00 6b 37 00 00 73 01 8c 1b 74 03 00 00 00 00	........|.........k7..s...t.....
3f80	00 00 00 00 6a 04 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 02 ab 01 00 00 00 00	....j...................d.......
3fa0	00 00 82 01 04 00 7c 04 73 72 74 07 00 00 00 00 00 00 00 00 7c 01 8e 00 44 00 8f 08 63 02 67 00	......|.srt.........|...D...c.g.
3fc0	63 02 5d 0d 00 00 7d 08 74 09 00 00 00 00 00 00 00 00 7c 08 ab 01 00 00 00 00 00 00 91 02 8c 0f	c.]...}.t.........|.............
3fe0	04 00 7d 09 7d 08 74 07 00 00 00 00 00 00 00 00 7c 01 7c 09 ab 02 00 00 00 00 00 00 44 00 5d 45	..}.}.t.........|.|.........D.]E
4000	00 00 7d 08 74 07 00 00 00 00 00 00 00 00 7c 08 64 03 19 00 00 00 7c 08 64 04 19 00 00 00 ab 02	..}.t.........|.d.....|.d.......
4020	00 00 00 00 00 00 44 00 5d 2e 00 00 7d 0a 74 0b 00 00 00 00 00 00 00 00 7c 0a 64 03 19 00 00 00	......D.]...}.t.........|.d.....
4040	7c 0a 64 04 19 00 00 00 7a 0a 00 00 ab 01 00 00 00 00 00 00 64 05 6b 44 00 00 73 01 8c 1b 74 03	|.d.....z...........d.kD..s...t.
4060	00 00 00 00 00 00 00 00 6a 04 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 06 ab 01	........j...................d...
4080	00 00 00 00 00 00 82 01 04 00 8c 47 04 00 7c 01 44 00 5d 28 00 00 7d 07 7c 07 44 00 5d 21 00 00	...........G..|.D.](..}.|.D.]!..
40a0	7d 0b 7c 0b 64 03 6b 02 00 00 73 06 7c 0b 64 04 6b 44 00 00 73 01 8c 0e 74 03 00 00 00 00 00 00	}.|.d.k...s.|.d.kD..s...t.......
40c0	00 00 6a 04 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 07 ab 01 00 00 00 00 00 00	..j...................d.........
40e0	82 01 04 00 8c 2a 04 00 7c 02 81 61 74 01 00 00 00 00 00 00 00 00 7c 02 ab 01 00 00 00 00 00 00	.....*..|..at.........|.........
4100	74 0d 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 6b 37 00 00 72 15 74 03 00 00 00 00	t.........|.........k7..r.t.....
4120	00 00 00 00 6a 04 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 09 ab 01 00 00 00 00	....j...................d.......
4140	00 00 82 01 74 01 00 00 00 00 00 00 00 00 7c 02 ab 01 00 00 00 00 00 00 74 01 00 00 00 00 00 00	....t.........|.........t.......
4160	00 00 74 0f 00 00 00 00 00 00 00 00 7c 02 ab 01 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 6b 37	..t.........|.................k7
4180	00 00 72 29 74 03 00 00 00 00 00 00 00 00 6a 04 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	..r)t.........j.................
41a0	00 00 64 0a ab 01 00 00 00 00 00 00 82 01 74 11 00 00 00 00 00 00 00 00 74 0d 00 00 00 00 00 00	..d...........t.........t.......
41c0	00 00 7c 00 ab 01 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 7d 02 74 11 00 00 00 00 00 00 00 00	..|.................}.t.........
41e0	74 01 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 7d 0c 7c 04	t.........|.................}.|.
4200	72 2b 74 03 00 00 00 00 00 00 00 00 6a 12 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	r+t.........j...................
4220	ab 00 00 00 00 00 00 00 7d 0d 74 15 00 00 00 00 00 00 00 00 6a 16 00 00 00 00 00 00 00 00 00 00	........}.t.........j...........
4240	00 00 00 00 00 00 00 00 7c 0c 7c 0c ab 02 00 00 00 00 00 00 7d 0e 6e 2a 74 03 00 00 00 00 00 00	........|.|.........}.n*t.......
4260	00 00 6a 18 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 7d 0d	..j...........................}.
4280	74 15 00 00 00 00 00 00 00 00 6a 1a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 0c	t.........j...................|.
42a0	64 0b ab 02 00 00 00 00 00 00 7d 0e 74 11 00 00 00 00 00 00 00 00 74 01 00 00 00 00 00 00 00 00	d.........}.t.........t.........
42c0	7c 00 ab 01 00 00 00 00 00 00 64 04 7a 00 00 00 ab 01 00 00 00 00 00 00 44 00 8f 0f 63 02 67 00	|.........d.z...........D...c.g.
42e0	63 02 5d 10 00 00 7d 0f 74 0d 00 00 00 00 00 00 00 00 7c 00 64 03 7c 0f 1a 00 ab 01 00 00 00 00	c.]...}.t.........|.d.|.........
4300	00 00 91 02 8c 12 04 00 7d 10 7d 0f 74 11 00 00 00 00 00 00 00 00 74 01 00 00 00 00 00 00 00 00	........}.}.t.........t.........
4320	7c 10 ab 01 00 00 00 00 00 00 64 04 7a 0a 00 00 ab 01 00 00 00 00 00 00 44 00 8f 0f 63 02 67 00	|.........d.z...........D...c.g.
4340	63 02 5d 19 00 00 7d 0f 74 0f 00 00 00 00 00 00 00 00 7c 02 7c 10 7c 0f 19 00 00 00 7c 10 7c 0f	c.]...}.t.........|.|.|.....|.|.
4360	64 04 7a 00 00 00 19 00 00 00 1a 00 ab 01 00 00 00 00 00 00 91 02 8c 1b 04 00 63 02 7d 0f 7c 0d	d.z.......................c.}.|.
4380	6a 1c 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 0c 3c 00 00 00 74 1f 00 00 00 00	j...................d.<...t.....
43a0	00 00 00 00 7c 0d 6a 1c 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 0c 19 00 00 00	....|.j...................d.....
43c0	ab 01 00 00 00 00 00 00 44 00 5d 1f 00 00 5c 02 00 00 7d 11 7d 12 7c 12 44 00 5d 15 00 00 7d 13	........D.]...\...}.}.|.D.]...}.
43e0	7c 0d 6a 21 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 13 7c 11 ac 0d ab 02 00 00	|.j!..................|.|.......
4400	00 00 00 00 01 00 8c 17 04 00 8c 21 04 00 64 0e 7c 0d 5f 11 00 00 00 00 00 00 00 00 7c 0d 6a 1c	...........!..d.|._.........|.j.
4420	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 0c 19 00 00 00 7d 14 7c 0e 44 00 90 01	..................d.....}.|.D...
4440	5d ca 00 00 5c 02 00 00 7d 08 7d 0a 7c 08 7c 0a 6b 28 00 00 72 ad 7c 04 72 39 7c 05 72 1d 74 15	]...\...}.}.|.|.k(..r.|.r9|.r.t.
4460	00 00 00 00 00 00 00 00 6a 16 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 14 7c 08	........j...................|.|.
4480	19 00 00 00 7c 14 7c 08 19 00 00 00 ab 02 00 00 00 00 00 00 7d 15 6e 5b 74 15 00 00 00 00 00 00	....|.|.............}.n[t.......
44a0	00 00 6a 24 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 14 7c 08 19 00 00 00 64 0b	..j$..................|.|.....d.
44c0	ab 02 00 00 00 00 00 00 7d 15 6e 41 74 15 00 00 00 00 00 00 00 00 6a 26 00 00 00 00 00 00 00 00	........}.nAt.........j&........
44e0	00 00 00 00 00 00 00 00 00 00 7c 14 7c 08 19 00 00 00 64 0b ab 02 00 00 00 00 00 00 7d 15 7c 05	..........|.|.....d.........}.|.
4500	72 26 74 15 00 00 00 00 00 00 00 00 6a 28 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	r&t.........j(..................
4520	7c 15 74 07 00 00 00 00 00 00 00 00 7c 14 7c 08 19 00 00 00 7c 14 7c 08 19 00 00 00 ab 02 00 00	|.t.........|.|.....|.|.........
4540	00 00 00 00 ab 02 00 00 00 00 00 00 7d 15 7c 15 44 00 5d 2b 00 00 7d 16 7c 03 6a 2b 00 00 00 00	............}.|.D.]+..}.|.j+....
4560	00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 7c 01 7c 08 19 00 00 00 7c 0a	......................|.|.....|.
4580	19 00 00 00 6b 02 00 00 73 01 8c 1d 02 00 7c 0d 6a 2c 00 00 00 00 00 00 00 00 00 00 00 00 00 00	....k...s.....|.j,..............
45a0	00 00 00 00 7c 16 8e 00 01 00 8c 2d 04 00 6e 1c 74 15 00 00 00 00 00 00 00 00 6a 16 00 00 00 00	....|......-..n.t.........j.....
45c0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 14 7c 08 19 00 00 00 7c 14 7c 0a 19 00 00 00 ab 02	..............|.|.....|.|.......
45e0	00 00 00 00 00 00 7d 15 7c 06 72 c4 7c 01 7c 08 19 00 00 00 7c 0a 19 00 00 00 64 04 6b 28 00 00	......}.|.r.|.|.....|.....d.k(..
4600	72 17 7c 15 44 00 5d 11 00 00 7d 16 02 00 7c 0d 6a 2c 00 00 00 00 00 00 00 00 00 00 00 00 00 00	r.|.D.]...}...|.j,..............
4620	00 00 00 00 7c 16 8e 00 01 00 8c 13 04 00 8c f9 7c 01 7c 08 19 00 00 00 7c 0a 19 00 00 00 64 03	....|...........|.|.....|.....d.
4640	6b 44 00 00 73 02 90 01 8c 06 09 00 09 00 74 2f 00 00 00 00 00 00 00 00 6a 30 00 00 00 00 00 00	kD..s.........t/........j0......
4660	00 00 00 00 00 00 00 00 00 00 00 00 7c 03 6a 2b 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	............|.j+................
4680	00 00 ab 00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 7d 17 74 2f 00 00 00 00 00 00 00 00 6a 32	..................}.t/........j2
46a0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 17 74 2f 00 00 00 00 00 00 00 00 6a 30	..................|.t/........j0
46c0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 04 7c 01 7c 08 19 00 00 00 7c 0a 19 00	..................d.|.|.....|...
46e0	00 00 7a 0a 00 00 ab 01 00 00 00 00 00 00 7a 0b 00 00 ab 01 00 00 00 00 00 00 7d 18 74 35 00 00	..z...........z...........}.t5..
4700	00 00 00 00 00 00 74 15 00 00 00 00 00 00 00 00 6a 36 00 00 00 00 00 00 00 00 00 00 00 00 00 00	......t.........j6..............
4720	00 00 00 00 7c 15 7c 18 7c 18 ab 03 00 00 00 00 00 00 64 08 ab 02 00 00 00 00 00 00 01 00 74 35	....|.|.|.........d...........t5
4740	00 00 00 00 00 00 00 00 7c 15 ab 01 00 00 00 00 00 00 7d 16 02 00 7c 0d 6a 2c 00 00 00 00 00 00	........|.........}...|.j,......
4760	00 00 00 00 00 00 00 00 00 00 00 00 7c 16 8e 00 01 00 8c 94 7c 15 44 00 5d 2b 00 00 7d 16 7c 03	............|.......|.D.]+..}.|.
4780	6a 2b 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 7c 01 7c 08	j+..........................|.|.
47a0	19 00 00 00 7c 0a 19 00 00 00 6b 02 00 00 73 01 8c 1d 02 00 7c 0d 6a 2c 00 00 00 00 00 00 00 00	....|.....k...s.....|.j,........
47c0	00 00 00 00 00 00 00 00 00 00 7c 16 8e 00 01 00 8c 2d 04 00 90 01 8c cd 04 00 7c 0d 53 00 63 02	..........|......-........|.S.c.
47e0	01 00 63 02 7d 08 77 00 63 02 01 00 63 02 7d 0f 77 00 63 02 01 00 63 02 7d 0f 77 00 23 00 74 38	..c.}.w.c...c.}.w.c...c.}.w.#.t8
4800	00 00 00 00 00 00 00 00 24 00 72 04 01 00 59 00 90 01 8c eb 77 00 78 03 59 00 77 01 29 0f 61 dc	........$.r...Y.....w.x.Y.w.).a.
4820	09 00 00 52 65 74 75 72 6e 73 20 61 20 73 74 6f 63 68 61 73 74 69 63 20 62 6c 6f 63 6b 20 6d 6f	...Returns.a.stochastic.block.mo
4840	64 65 6c 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 54 68 69 73 20 6d 6f 64 65 6c 20 70 61 72 74 69	del.graph.......This.model.parti
4860	74 69 6f 6e 73 20 74 68 65 20 6e 6f 64 65 73 20 69 6e 20 62 6c 6f 63 6b 73 20 6f 66 20 61 72 62	tions.the.nodes.in.blocks.of.arb
4880	69 74 72 61 72 79 20 73 69 7a 65 73 2c 20 61 6e 64 20 70 6c 61 63 65 73 0a 20 20 20 20 65 64 67	itrary.sizes,.and.places.....edg
48a0	65 73 20 62 65 74 77 65 65 6e 20 70 61 69 72 73 20 6f 66 20 6e 6f 64 65 73 20 69 6e 64 65 70 65	es.between.pairs.of.nodes.indepe
48c0	6e 64 65 6e 74 6c 79 2c 20 77 69 74 68 20 61 20 70 72 6f 62 61 62 69 6c 69 74 79 20 74 68 61 74	ndently,.with.a.probability.that
48e0	20 64 65 70 65 6e 64 73 0a 20 20 20 20 6f 6e 20 74 68 65 20 62 6c 6f 63 6b 73 2e 0a 0a 20 20 20	.depends.....on.the.blocks......
4900	20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 73	.Parameters.....----------.....s
4920	69 7a 65 73 20 3a 20 6c 69 73 74 20 6f 66 20 69 6e 74 73 0a 20 20 20 20 20 20 20 20 53 69 7a 65	izes.:.list.of.ints.........Size
4940	73 20 6f 66 20 62 6c 6f 63 6b 73 0a 20 20 20 20 70 20 3a 20 6c 69 73 74 20 6f 66 20 6c 69 73 74	s.of.blocks.....p.:.list.of.list
4960	20 6f 66 20 66 6c 6f 61 74 73 0a 20 20 20 20 20 20 20 20 45 6c 65 6d 65 6e 74 20 28 72 2c 73 29	.of.floats.........Element.(r,s)
4980	20 67 69 76 65 73 20 74 68 65 20 64 65 6e 73 69 74 79 20 6f 66 20 65 64 67 65 73 20 67 6f 69 6e	.gives.the.density.of.edges.goin
49a0	67 20 66 72 6f 6d 20 74 68 65 20 6e 6f 64 65 73 0a 20 20 20 20 20 20 20 20 6f 66 20 67 72 6f 75	g.from.the.nodes.........of.grou
49c0	70 20 72 20 74 6f 20 6e 6f 64 65 73 20 6f 66 20 67 72 6f 75 70 20 73 2e 0a 20 20 20 20 20 20 20	p.r.to.nodes.of.group.s.........
49e0	20 70 20 6d 75 73 74 20 6d 61 74 63 68 20 74 68 65 20 6e 75 6d 62 65 72 20 6f 66 20 67 72 6f 75	.p.must.match.the.number.of.grou
4a00	70 73 20 28 6c 65 6e 28 73 69 7a 65 73 29 20 3d 3d 20 6c 65 6e 28 70 29 29 2c 0a 20 20 20 20 20	ps.(len(sizes).==.len(p)),......
4a20	20 20 20 61 6e 64 20 69 74 20 6d 75 73 74 20 62 65 20 73 79 6d 6d 65 74 72 69 63 20 69 66 20 74	...and.it.must.be.symmetric.if.t
4a40	68 65 20 67 72 61 70 68 20 69 73 20 75 6e 64 69 72 65 63 74 65 64 2e 0a 20 20 20 20 6e 6f 64 65	he.graph.is.undirected......node
4a60	6c 69 73 74 20 3a 20 6c 69 73 74 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20 20 20 20 20 54 68	list.:.list,.optional.........Th
4a80	65 20 62 6c 6f 63 6b 20 74 61 67 73 20 61 72 65 20 61 73 73 69 67 6e 65 64 20 61 63 63 6f 72 64	e.block.tags.are.assigned.accord
4aa0	69 6e 67 20 74 6f 20 74 68 65 20 6e 6f 64 65 20 69 64 65 6e 74 69 66 69 65 72 73 0a 20 20 20 20	ing.to.the.node.identifiers.....
4ac0	20 20 20 20 69 6e 20 6e 6f 64 65 6c 69 73 74 2e 20 49 66 20 6e 6f 64 65 6c 69 73 74 20 69 73 20	....in.nodelist..If.nodelist.is.
4ae0	4e 6f 6e 65 2c 20 74 68 65 6e 20 74 68 65 20 6f 72 64 65 72 69 6e 67 20 69 73 20 74 68 65 0a 20	None,.then.the.ordering.is.the..
4b00	20 20 20 20 20 20 20 72 61 6e 67 65 20 5b 30 2c 73 75 6d 28 73 69 7a 65 73 29 2d 31 5d 2e 0a 20	.......range.[0,sum(sizes)-1]...
4b20	20 20 20 73 65 65 64 20 3a 20 69 6e 74 65 67 65 72 2c 20 72 61 6e 64 6f 6d 5f 73 74 61 74 65 2c	...seed.:.integer,.random_state,
4b40	20 6f 72 20 4e 6f 6e 65 20 28 64 65 66 61 75 6c 74 29 0a 20 20 20 20 20 20 20 20 49 6e 64 69 63	.or.None.(default).........Indic
4b60	61 74 6f 72 20 6f 66 20 72 61 6e 64 6f 6d 20 6e 75 6d 62 65 72 20 67 65 6e 65 72 61 74 69 6f 6e	ator.of.random.number.generation
4b80	20 73 74 61 74 65 2e 0a 20 20 20 20 20 20 20 20 53 65 65 20 3a 72 65 66 3a 60 52 61 6e 64 6f 6d	.state..........See.:ref:`Random
4ba0	6e 65 73 73 3c 72 61 6e 64 6f 6d 6e 65 73 73 3e 60 2e 0a 20 20 20 20 64 69 72 65 63 74 65 64 20	ness<randomness>`......directed.
4bc0	3a 20 62 6f 6f 6c 65 61 6e 20 6f 70 74 69 6f 6e 61 6c 2c 20 64 65 66 61 75 6c 74 3d 46 61 6c 73	:.boolean.optional,.default=Fals
4be0	65 0a 20 20 20 20 20 20 20 20 57 68 65 74 68 65 72 20 74 6f 20 63 72 65 61 74 65 20 61 20 64 69	e.........Whether.to.create.a.di
4c00	72 65 63 74 65 64 20 67 72 61 70 68 20 6f 72 20 6e 6f 74 2e 0a 20 20 20 20 73 65 6c 66 6c 6f 6f	rected.graph.or.not......selfloo
4c20	70 73 20 3a 20 62 6f 6f 6c 65 61 6e 20 6f 70 74 69 6f 6e 61 6c 2c 20 64 65 66 61 75 6c 74 3d 46	ps.:.boolean.optional,.default=F
4c40	61 6c 73 65 0a 20 20 20 20 20 20 20 20 57 68 65 74 68 65 72 20 74 6f 20 69 6e 63 6c 75 64 65 20	alse.........Whether.to.include.
4c60	73 65 6c 66 2d 6c 6f 6f 70 73 20 6f 72 20 6e 6f 74 2e 0a 20 20 20 20 73 70 61 72 73 65 3a 20 62	self-loops.or.not......sparse:.b
4c80	6f 6f 6c 65 61 6e 20 6f 70 74 69 6f 6e 61 6c 2c 20 64 65 66 61 75 6c 74 3d 54 72 75 65 0a 20 20	oolean.optional,.default=True...
4ca0	20 20 20 20 20 20 55 73 65 20 74 68 65 20 73 70 61 72 73 65 20 68 65 75 72 69 73 74 69 63 20 74	......Use.the.sparse.heuristic.t
4cc0	6f 20 73 70 65 65 64 20 75 70 20 74 68 65 20 67 65 6e 65 72 61 74 6f 72 2e 0a 0a 20 20 20 20 52	o.speed.up.the.generator.......R
4ce0	65 74 75 72 6e 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 67 20 3a 20 4e 65 74 77 6f	eturns.....-------.....g.:.Netwo
4d00	72 6b 58 20 47 72 61 70 68 20 6f 72 20 44 69 47 72 61 70 68 0a 20 20 20 20 20 20 20 20 53 74 6f	rkX.Graph.or.DiGraph.........Sto
4d20	63 68 61 73 74 69 63 20 62 6c 6f 63 6b 20 6d 6f 64 65 6c 20 67 72 61 70 68 20 6f 66 20 73 69 7a	chastic.block.model.graph.of.siz
4d40	65 20 73 75 6d 28 73 69 7a 65 73 29 0a 0a 20 20 20 20 52 61 69 73 65 73 0a 20 20 20 20 2d 2d 2d	e.sum(sizes)......Raises.....---
4d60	2d 2d 2d 0a 20 20 20 20 4e 65 74 77 6f 72 6b 58 45 72 72 6f 72 0a 20 20 20 20 20 20 49 66 20 70	---.....NetworkXError.......If.p
4d80	72 6f 62 61 62 69 6c 69 74 69 65 73 20 61 72 65 20 6e 6f 74 20 69 6e 20 5b 30 2c 31 5d 2e 0a 20	robabilities.are.not.in.[0,1]...
4da0	20 20 20 20 20 49 66 20 74 68 65 20 70 72 6f 62 61 62 69 6c 69 74 79 20 6d 61 74 72 69 78 20 69	.....If.the.probability.matrix.i
4dc0	73 20 6e 6f 74 20 73 71 75 61 72 65 20 28 64 69 72 65 63 74 65 64 20 63 61 73 65 29 2e 0a 20 20	s.not.square.(directed.case)....
4de0	20 20 20 20 49 66 20 74 68 65 20 70 72 6f 62 61 62 69 6c 69 74 79 20 6d 61 74 72 69 78 20 69 73	....If.the.probability.matrix.is
4e00	20 6e 6f 74 20 73 79 6d 6d 65 74 72 69 63 20 28 75 6e 64 69 72 65 63 74 65 64 20 63 61 73 65 29	.not.symmetric.(undirected.case)
4e20	2e 0a 20 20 20 20 20 20 49 66 20 74 68 65 20 73 69 7a 65 73 20 6c 69 73 74 20 64 6f 65 73 20 6e	........If.the.sizes.list.does.n
4e40	6f 74 20 6d 61 74 63 68 20 6e 6f 64 65 6c 69 73 74 20 6f 72 20 74 68 65 20 70 72 6f 62 61 62 69	ot.match.nodelist.or.the.probabi
4e60	6c 69 74 79 20 6d 61 74 72 69 78 2e 0a 20 20 20 20 20 20 49 66 20 6e 6f 64 65 6c 69 73 74 20 63	lity.matrix........If.nodelist.c
4e80	6f 6e 74 61 69 6e 73 20 64 75 70 6c 69 63 61 74 65 2e 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73	ontains.duplicate.......Examples
4ea0	0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 73 69 7a 65 73 20 3d 20 5b 37	.....--------.....>>>.sizes.=.[7
4ec0	35 2c 20 37 35 2c 20 33 30 30 5d 0a 20 20 20 20 3e 3e 3e 20 70 72 6f 62 73 20 3d 20 5b 5b 30 2e	5,.75,.300].....>>>.probs.=.[[0.
4ee0	32 35 2c 20 30 2e 30 35 2c 20 30 2e 30 32 5d 2c 20 5b 30 2e 30 35 2c 20 30 2e 33 35 2c 20 30 2e	25,.0.05,.0.02],.[0.05,.0.35,.0.
4f00	30 37 5d 2c 20 5b 30 2e 30 32 2c 20 30 2e 30 37 2c 20 30 2e 34 30 5d 5d 0a 20 20 20 20 3e 3e 3e	07],.[0.02,.0.07,.0.40]].....>>>
4f20	20 67 20 3d 20 6e 78 2e 73 74 6f 63 68 61 73 74 69 63 5f 62 6c 6f 63 6b 5f 6d 6f 64 65 6c 28 73	.g.=.nx.stochastic_block_model(s
4f40	69 7a 65 73 2c 20 70 72 6f 62 73 2c 20 73 65 65 64 3d 30 29 0a 20 20 20 20 3e 3e 3e 20 6c 65 6e	izes,.probs,.seed=0).....>>>.len
4f60	28 67 29 0a 20 20 20 20 34 35 30 0a 20 20 20 20 3e 3e 3e 20 48 20 3d 20 6e 78 2e 71 75 6f 74 69	(g).....450.....>>>.H.=.nx.quoti
4f80	65 6e 74 5f 67 72 61 70 68 28 67 2c 20 67 2e 67 72 61 70 68 5b 22 70 61 72 74 69 74 69 6f 6e 22	ent_graph(g,.g.graph["partition"
4fa0	5d 2c 20 72 65 6c 61 62 65 6c 3d 54 72 75 65 29 0a 20 20 20 20 3e 3e 3e 20 66 6f 72 20 76 20 69	],.relabel=True).....>>>.for.v.i
4fc0	6e 20 48 2e 6e 6f 64 65 73 28 64 61 74 61 3d 54 72 75 65 29 3a 0a 20 20 20 20 2e 2e 2e 20 20 20	n.H.nodes(data=True):...........
4fe0	20 20 70 72 69 6e 74 28 72 6f 75 6e 64 28 76 5b 31 5d 5b 22 64 65 6e 73 69 74 79 22 5d 2c 20 33	..print(round(v[1]["density"],.3
5000	29 29 0a 20 20 20 20 30 2e 32 34 35 0a 20 20 20 20 30 2e 33 34 38 0a 20 20 20 20 30 2e 34 30 35	)).....0.245.....0.348.....0.405
5020	0a 20 20 20 20 3e 3e 3e 20 66 6f 72 20 76 20 69 6e 20 48 2e 65 64 67 65 73 28 64 61 74 61 3d 54	.....>>>.for.v.in.H.edges(data=T
5040	72 75 65 29 3a 0a 20 20 20 20 2e 2e 2e 20 20 20 20 20 70 72 69 6e 74 28 72 6f 75 6e 64 28 31 2e	rue):.............print(round(1.
5060	30 20 2a 20 76 5b 32 5d 5b 22 77 65 69 67 68 74 22 5d 20 2f 20 28 73 69 7a 65 73 5b 76 5b 30 5d	0.*.v[2]["weight"]./.(sizes[v[0]
5080	5d 20 2a 20 73 69 7a 65 73 5b 76 5b 31 5d 5d 29 2c 20 33 29 29 0a 20 20 20 20 30 2e 30 35 31 0a	].*.sizes[v[1]]),.3)).....0.051.
50a0	20 20 20 20 30 2e 30 32 32 0a 20 20 20 20 30 2e 30 37 0a 0a 20 20 20 20 53 65 65 20 41 6c 73 6f	....0.022.....0.07......See.Also
50c0	0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 72 61 6e 64 6f 6d 5f 70 61 72 74 69 74 69	.....--------.....random_partiti
50e0	6f 6e 5f 67 72 61 70 68 0a 20 20 20 20 70 6c 61 6e 74 65 64 5f 70 61 72 74 69 74 69 6f 6e 5f 67	on_graph.....planted_partition_g
5100	72 61 70 68 0a 20 20 20 20 67 61 75 73 73 69 61 6e 5f 72 61 6e 64 6f 6d 5f 70 61 72 74 69 74 69	raph.....gaussian_random_partiti
5120	6f 6e 5f 67 72 61 70 68 0a 20 20 20 20 67 6e 70 5f 72 61 6e 64 6f 6d 5f 67 72 61 70 68 0a 0a 20	on_graph.....gnp_random_graph...
5140	20 20 20 52 65 66 65 72 65 6e 63 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20	...References.....----------....
5160	20 2e 2e 20 5b 31 5d 20 48 6f 6c 6c 61 6e 64 2c 20 50 2e 20 57 2e 2c 20 4c 61 73 6b 65 79 2c 20	....[1].Holland,.P..W.,.Laskey,.
5180	4b 2e 20 42 2e 2c 20 26 20 4c 65 69 6e 68 61 72 64 74 2c 20 53 2e 2c 0a 20 20 20 20 20 20 20 20	K..B.,.&.Leinhardt,.S.,.........
51a0	20 20 20 22 53 74 6f 63 68 61 73 74 69 63 20 62 6c 6f 63 6b 6d 6f 64 65 6c 73 3a 20 46 69 72 73	..."Stochastic.blockmodels:.Firs
51c0	74 20 73 74 65 70 73 22 2c 0a 20 20 20 20 20 20 20 20 20 20 20 53 6f 63 69 61 6c 20 6e 65 74 77	t.steps",............Social.netw
51e0	6f 72 6b 73 2c 20 35 28 32 29 2c 20 31 30 39 2d 31 33 37 2c 20 31 39 38 33 2e 0a 20 20 20 20 7a	orks,.5(2),.109-137,.1983......z
5200	1d 27 73 69 7a 65 73 27 20 61 6e 64 20 27 70 27 20 64 6f 20 6e 6f 74 20 6d 61 74 63 68 2e 7a 1c	.'sizes'.and.'p'.do.not.match.z.
5220	27 70 27 20 6d 75 73 74 20 62 65 20 61 20 73 71 75 61 72 65 20 6d 61 74 72 69 78 2e 72 02 00 00	'p'.must.be.a.square.matrix.r...
5240	00 72 11 00 00 00 67 3a 8c 30 e2 8e 79 45 3e 7a 16 27 70 27 20 6d 75 73 74 20 62 65 20 73 79 6d	.r....g:.0..yE>z.'p'.must.be.sym
5260	6d 65 74 72 69 63 2e 7a 1c 45 6e 74 72 69 65 73 20 6f 66 20 27 70 27 20 6e 6f 74 20 69 6e 20 5b	metric.z.Entries.of.'p'.not.in.[
5280	30 2c 31 5d 2e 4e 7a 24 27 6e 6f 64 65 6c 69 73 74 27 20 61 6e 64 20 27 73 69 7a 65 73 27 20 64	0,1].Nz$'nodelist'.and.'sizes'.d
52a0	6f 20 6e 6f 74 20 6d 61 74 63 68 2e 7a 1c 6e 6f 64 65 6c 69 73 74 20 63 6f 6e 74 61 69 6e 73 20	o.not.match.z.nodelist.contains.
52c0	64 75 70 6c 69 63 61 74 65 2e 72 12 00 00 00 da 09 70 61 72 74 69 74 69 6f 6e 29 01 da 05 62 6c	duplicate.r......partition)...bl
52e0	6f 63 6b 72 0c 00 00 00 29 1d 72 35 00 00 00 72 13 00 00 00 da 11 4e 65 74 77 6f 72 6b 58 45 78	ockr....).r5...r......NetworkXEx
5300	63 65 70 74 69 6f 6e da 03 7a 69 70 72 26 00 00 00 da 03 61 62 73 da 03 73 75 6d da 03 73 65 74	ception..zipr&.....abs..sum..set
5320	72 15 00 00 00 da 07 44 69 47 72 61 70 68 72 16 00 00 00 da 07 70 72 6f 64 75 63 74 72 49 00 00	r......DiGraphr......productrI..
5340	00 da 1d 63 6f 6d 62 69 6e 61 74 69 6f 6e 73 5f 77 69 74 68 5f 72 65 70 6c 61 63 65 6d 65 6e 74	...combinations_with_replacement
5360	da 05 67 72 61 70 68 da 09 65 6e 75 6d 65 72 61 74 65 da 08 61 64 64 5f 6e 6f 64 65 da 04 6e 61	..graph..enumerate..add_node..na
5380	6d 65 da 0c 70 65 72 6d 75 74 61 74 69 6f 6e 73 72 17 00 00 00 72 56 00 00 00 72 27 00 00 00 72	me..permutationsr....rV...r'...r
53a0	23 00 00 00 da 04 6d 61 74 68 da 03 6c 6f 67 da 05 66 6c 6f 6f 72 da 04 6e 65 78 74 da 06 69 73	#.....math..log..floor..next..is
53c0	6c 69 63 65 da 0d 53 74 6f 70 49 74 65 72 61 74 69 6f 6e 29 19 72 36 00 00 00 72 2a 00 00 00 72	lice..StopIteration).r6...r*...r
53e0	31 00 00 00 72 2b 00 00 00 72 32 00 00 00 72 33 00 00 00 72 34 00 00 00 da 03 72 6f 77 72 4c 00	1...r+...r2...r3...r4.....rowrL.
5400	00 00 da 0b 70 5f 74 72 61 6e 73 70 6f 73 65 da 01 6a da 04 70 72 6f 62 da 0b 62 6c 6f 63 6b 5f	....p_transpose..j..prob..block_
5420	72 61 6e 67 65 da 01 67 da 0a 62 6c 6f 63 6b 5f 69 74 65 72 72 2f 00 00 00 da 0b 73 69 7a 65 5f	range..g..block_iterr/.....size_
5440	63 75 6d 73 75 6d da 08 62 6c 6f 63 6b 5f 69 64 72 2c 00 00 00 da 04 6e 6f 64 65 da 05 70 61 72	cumsum..block_idr,.....node..par
5460	74 73 72 1d 00 00 00 da 01 65 da 07 6c 6f 67 72 61 6e 64 da 04 73 6b 69 70 73 19 00 00 00 20 20	tsr......e..logrand..skips......
5480	20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 72 1e 00 00 00 72 0c 00 00	.......................r....r...
54a0	00 72 0c 00 00 00 f1 01 00 00 73 89 04 00 00 80 00 f4 62 02 00 08 0b 88 35 83 7a 94 53 98 11 93	.r........s.......b.....5.z.S...
54c0	56 d2 07 1b dc 0e 10 d7 0e 22 d1 0e 22 d0 23 42 d3 0e 43 d0 08 43 e0 0f 10 f2 00 02 05 47 01 88	V........"..".#B..C..C.......G..
54e0	03 dc 0b 0e 88 71 8b 36 94 53 98 13 93 58 d3 0b 1d dc 12 14 d7 12 26 d1 12 26 d0 27 45 d3 12 46	.....q.6.S...X........&..&.'E..F
5500	d0 0c 46 f0 05 02 05 47 01 f1 06 00 0c 14 dc 28 2b a8 51 a8 07 d6 16 30 a0 31 94 74 98 41 95 77	..F....G.......(+.Q....0.1.t.A.w
5520	d0 16 30 88 0b d0 16 30 dc 11 14 90 51 98 0b d3 11 24 f2 00 03 09 49 01 88 41 dc 15 18 98 11 98	..0....0....Q....$....I..A......
5540	31 99 14 98 71 a0 11 99 74 93 5f f2 00 02 0d 49 01 90 01 dc 13 16 90 71 98 11 91 74 98 61 a0 01	1...q...t._....I.......q...t.a..
5560	99 64 91 7b d3 13 23 a0 65 d3 13 2b dc 1a 1c d7 1a 2e d1 1a 2e d0 2f 47 d3 1a 48 d0 14 48 f1 05	.d.{..#.e..+........../G..H..H..
5580	02 0d 49 01 f0 03 03 09 49 01 f0 0a 00 10 11 f2 00 03 05 4b 01 88 03 d8 14 17 f2 00 02 09 4b 01	..I.....I..........K..........K.
55a0	88 44 d8 0f 13 90 61 8a 78 98 34 a0 21 9b 38 dc 16 18 d7 16 2a d1 16 2a d0 2b 49 d3 16 4a d0 10	.D....a.x.4.!.8.....*..*.+I..J..
55c0	4a f1 05 02 09 4b 01 f0 03 03 05 4b 01 f0 0a 00 08 10 d0 07 1b dc 0b 0e 88 78 8b 3d 9c 43 a0 05	J....K.....K.............x.=.C..
55e0	9b 4a d2 0b 26 dc 12 14 d7 12 26 d1 12 26 d0 27 4d d3 12 4e d0 0c 4e dc 0b 0e 88 78 8b 3d 9c 43	.J..&.....&..&.'M..N..N....x.=.C
5600	a4 03 a0 48 a3 0d d3 1c 2e d2 0b 2e dc 12 14 d7 12 26 d1 12 26 d0 27 45 d3 12 46 d0 0c 46 e4 13	...H.............&..&.'E..F..F..
5620	18 9c 13 98 55 9b 1a d3 13 24 88 08 f4 06 00 13 18 9c 03 98 45 9b 0a d3 12 23 80 4b d9 07 0f dc	....U....$..........E....#.K....
5640	0c 0e 8f 4a 89 4a 8b 4c 88 01 dc 15 1e d7 15 26 d1 15 26 a0 7b b0 4b d3 15 40 89 0a e4 0c 0e 8f	...J.J.L.......&..&.{.K..@......
5660	48 89 48 8b 4a 88 01 dc 15 1e d7 15 3c d1 15 3c b8 5b c8 21 d3 15 4c 88 0a e4 2c 31 b4 23 b0 65	H.H.J.......<..<.[.!..L...,1.#.e
5680	b3 2a b8 71 b1 2e d3 2c 41 d6 12 42 a0 71 94 33 90 75 98 51 98 71 90 7a 95 3f d0 12 42 80 4b d0	.*.q...,A..B.q.3.u.Q.q.z.?..B.K.
56a0	12 42 f4 06 00 12 17 94 73 98 3b d3 17 27 a8 21 d1 17 2b d3 11 2c f6 05 03 1c 06 e0 0c 0d f4 03	.B......s.;..'.!..+..,..........
56c0	00 09 0c 88 48 90 5b a0 11 91 5e a0 6b b0 21 b0 61 b1 25 d1 26 38 d0 0c 39 d5 08 3a f2 03 03 1c	....H.[...^.k.!.a.%.&8..9..:....
56e0	06 80 41 87 47 81 47 88 4b d1 04 18 f4 0a 00 1c 25 a0 51 a7 57 a1 57 a8 5b d1 25 39 d3 1b 3a f2	..A.G.G.K.......%.Q.W.W.[.%9..:.
5700	00 02 05 2d 89 0f 88 08 90 25 d8 14 19 f2 00 01 09 2d 88 44 d8 0c 0d 8f 4a 89 4a 90 74 a0 38 88	...-.....%.......-.D....J.J.t.8.
5720	4a d5 0c 2c f1 03 01 09 2d f0 03 02 05 2d f0 08 00 0e 26 80 41 84 46 f0 06 00 0d 0e 8f 47 89 47	J..,....-....-....&.A.F......G.G
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71e0	64 04 7c 06 63 02 78 02 6b 02 00 00 72 05 89 00 6b 1a 00 00 73 17 6e 01 01 00 74 01 00 00 00 00	d.|.c.x.k...r...k...s.n...t.....
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73a0	00 00 00 00 89 00 ab 01 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 01 00 7c 12 44 00 5d f3 00 00	........................|.D.]...
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74a0	00 00 64 01 7c 03 7a 0a 00 00 7a 05 00 00 ab 01 00 00 00 00 00 00 6b 02 00 00 72 01 8c 53 7c 13	..d.|.z...z...........k...r..S|.
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74e0	7c 15 19 00 00 00 6b 02 00 00 72 48 7c 0b 6a 19 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00	|.....k...rH|.j.................
7500	00 00 74 13 00 00 00 00 00 00 00 00 89 00 ab 01 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 7d 16	..t...........................}.
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75a0	8c ee 04 00 8c f5 04 00 7c 13 53 00 29 0f 61 06 19 00 00 52 65 74 75 72 6e 73 20 74 68 65 20 4c	........|.S.).a....Returns.the.L
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7a00	20 45 61 63 68 20 6e 6f 64 65 20 77 69 6c 6c 20 62 65 20 72 61 6e 64 6f 6d 6c 79 20 61 73 73 69	.Each.node.will.be.randomly.assi
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7aa0	2d 20 5c 6d 75 29 20 5c 6d 61 74 68 72 6d 7b 64 65 67 7d 28 75 29 24 20 61 73 0a 20 20 20 20 20	-.\mu).\mathrm{deg}(u)$.as......
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7ba0	75 29 20 5c 6d 61 74 68 72 6d 7b 64 65 67 7d 28 75 29 24 0a 20 20 20 20 20 20 20 69 6e 74 72 61	u).\mathrm{deg}(u)$........intra
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80c0	20 6d 69 6e 5f 63 6f 6d 6d 75 6e 69 74 79 20 3a 20 69 6e 74 0a 20 20 20 20 20 20 20 20 4d 69 6e	.min_community.:.int.........Min
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8120	20 20 20 20 20 20 69 73 20 73 65 74 20 74 6f 20 60 60 6d 69 6e 5f 64 65 67 72 65 65 60 60 2e 0a	......is.set.to.``min_degree``..
8140	0a 20 20 20 20 6d 61 78 5f 63 6f 6d 6d 75 6e 69 74 79 20 3a 20 69 6e 74 0a 20 20 20 20 20 20 20	.....max_community.:.int........
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8360	20 20 20 53 65 65 20 3a 72 65 66 3a 60 52 61 6e 64 6f 6d 6e 65 73 73 3c 72 61 6e 64 6f 6d 6e 65	...See.:ref:`Randomness<randomne
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8560	2e 0a 20 20 20 20 20 20 20 20 2d 20 60 60 6d 75 60 60 20 6d 75 73 74 20 62 65 20 69 6e 20 5b 30	..........-.``mu``.must.be.in.[0
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88c0	35 30 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 74 61 75 31 20 3d 20 33 0a 20 20 20 20 20 20 20 20	50.........>>>.tau1.=.3.........
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8920	6b 5f 67 72 61 70 68 28 0a 20 20 20 20 20 20 20 20 2e 2e 2e 20 20 20 20 20 6e 2c 20 74 61 75 31	k_graph(.................n,.tau1
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8960	6e 5f 63 6f 6d 6d 75 6e 69 74 79 3d 32 30 2c 20 73 65 65 64 3d 31 30 0a 20 20 20 20 20 20 20 20	n_community=20,.seed=10.........
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89e0	73 20 6f 66 20 74 68 65 20 67 72 61 70 68 3a 3a 0a 0a 20 20 20 20 20 20 20 20 3e 3e 3e 20 63 6f	s.of.the.graph::..........>>>.co
8a00	6d 6d 75 6e 69 74 69 65 73 20 3d 20 7b 66 72 6f 7a 65 6e 73 65 74 28 47 2e 6e 6f 64 65 73 5b 76	mmunities.=.{frozenset(G.nodes[v
8a20	5d 5b 22 63 6f 6d 6d 75 6e 69 74 79 22 5d 29 20 66 6f 72 20 76 20 69 6e 20 47 7d 0a 0a 20 20 20	]["community"]).for.v.in.G}.....
8a40	20 4e 6f 74 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 54 68 69 73 20 61 6c 67 6f 72 69	.Notes.....-----.....This.algori
8a60	74 68 6d 20 64 69 66 66 65 72 73 20 73 6c 69 67 68 74 6c 79 20 66 72 6f 6d 20 74 68 65 20 6f 72	thm.differs.slightly.from.the.or
8a80	69 67 69 6e 61 6c 20 77 61 79 20 69 74 20 77 61 73 0a 20 20 20 20 70 72 65 73 65 6e 74 65 64 20	iginal.way.it.was.....presented.
8aa0	69 6e 20 5b 31 5d 2e 0a 0a 20 20 20 20 31 29 20 52 61 74 68 65 72 20 74 68 61 6e 20 63 6f 6e 6e	in.[1].......1).Rather.than.conn
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8dc0	2d 2d 2d 2d 2d 0a 20 20 20 20 2e 2e 20 5b 31 5d 20 22 42 65 6e 63 68 6d 61 72 6b 20 67 72 61 70	-----........[1]."Benchmark.grap
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8e60	20 20 20 50 68 79 73 2e 20 52 65 76 2e 20 45 20 37 38 2c 20 30 34 36 31 31 30 20 32 30 30 38 0a	...Phys..Rev..E.78,.046110.2008.
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