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1220	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 6e	state..........See.:ref:`Randomn
1240	65 73 73 3c 72 61 6e 64 6f 6d 6e 65 73 73 3e 60 2e 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a	ess<randomness>`.......Examples.
1260	20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 54 6f 20 63 72 65 61 74 65 20 74 68 65 20 75	....--------.....To.create.the.u
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12a0	74 68 3a 60 7e 44 69 47 72 61 70 68 2e 74 6f 5f 64 69 72 65 63 74 65 64 60 0a 20 20 20 20 6d 65	th:`~DiGraph.to_directed`.....me
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1300	3e 3e 20 47 20 3d 20 44 2e 74 6f 5f 75 6e 64 69 72 65 63 74 65 64 28 29 20 20 23 20 74 68 65 20	>>.G.=.D.to_undirected()..#.the.
1320	75 6e 64 69 72 65 63 74 65 64 20 76 65 72 73 69 6f 6e 0a 0a 20 20 20 20 52 65 66 65 72 65 6e 63	undirected.version......Referenc
1340	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 50 2e 20	es.....----------........[1].P..
1360	4c 2e 20 4b 72 61 70 69 76 73 6b 79 20 61 6e 64 20 53 2e 20 52 65 64 6e 65 72 2c 0a 20 20 20 20	L..Krapivsky.and.S..Redner,.....
1380	20 20 20 20 20 20 20 4f 72 67 61 6e 69 7a 61 74 69 6f 6e 20 6f 66 20 47 72 6f 77 69 6e 67 20 52	.......Organization.of.Growing.R
13a0	61 6e 64 6f 6d 20 4e 65 74 77 6f 72 6b 73 2c 0a 20 20 20 20 20 20 20 20 20 20 20 50 68 79 73 2e	andom.Networks,............Phys.
13c0	20 52 65 76 2e 20 45 2c 20 36 33 2c 20 30 36 36 31 32 33 2c 20 32 30 30 31 2e 0a 20 20 20 20 72	.Rev..E,.63,.066123,.2001......r
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1420	72 61 6e 64 6f 6d da 04 6e 65 78 74 da 0a 73 75 63 63 65 73 73 6f 72 73 72 24 00 00 00 29 07 72	random..next..successorsr$...).r
1440	27 00 00 00 da 01 70 72 28 00 00 00 72 1f 00 00 00 72 29 00 00 00 72 2b 00 00 00 72 2e 00 00 00	'.....pr(...r....r)...r+...r....
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1480	9f 00 00 00 80 00 f4 4e 01 00 09 14 90 41 90 7c ac 52 af 5a a9 5a d4 08 38 80 41 d8 0b 0c 8f 3d	.......N.....A.|.R.Z.Z..8.A....=
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1500	76 d3 1a 2e d3 15 2f 88 46 d8 08 09 8f 0a 89 0a 90 36 98 36 d5 08 22 f0 09 04 05 23 f0 0a 00 0c	v...../.F........6.6.."....#....
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1680	00 7c 04 7c 05 ab 02 00 00 00 00 00 00 01 00 8c 50 04 00 7c 03 53 00 29 05 61 24 03 00 00 52 65	.|.|............P..|.S.).a$...Re
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1780	6e 6f 64 65 27 73 20 73 75 63 63 65 73 73 6f 72 73 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65	node's.successors.......Paramete
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17e0	65 20 67 65 6e 65 72 61 74 65 64 20 67 72 61 70 68 2e 0a 20 20 20 20 63 72 65 61 74 65 5f 75 73	e.generated.graph......create_us
1800	69 6e 67 20 3a 20 4e 65 74 77 6f 72 6b 58 20 67 72 61 70 68 20 63 6f 6e 73 74 72 75 63 74 6f 72	ing.:.NetworkX.graph.constructor
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18c0	0a 20 20 20 20 20 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	.........Indicator.of.random.num
18e0	62 65 72 20 67 65 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	ber.generation.state..........Se
1900	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 73 73 3e 60 2e	e.:ref:`Randomness<randomness>`.
1920	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 2d 2d 2d 2d 2d 2d 0a	......References.....----------.
1940	20 20 20 20 2e 2e 20 5b 31 5d 20 50 2e 20 4c 2e 20 4b 72 61 70 69 76 73 6b 79 20 61 6e 64 20 53	.......[1].P..L..Krapivsky.and.S
1960	2e 20 52 65 64 6e 65 72 2c 0a 20 20 20 20 20 20 20 20 20 20 20 4e 65 74 77 6f 72 6b 20 47 72 6f	..Redner,............Network.Gro
1980	77 74 68 20 62 79 20 43 6f 70 79 69 6e 67 2c 0a 20 20 20 20 20 20 20 20 20 20 20 50 68 79 73 2e	wth.by.Copying,............Phys.
19a0	20 52 65 76 2e 20 45 2c 20 37 31 2c 20 30 33 36 31 31 38 2c 20 32 30 30 35 6b 2e 7d 2c 0a 20 20	.Rev..E,.71,.036118,.2005k.},...
19c0	20 20 72 12 00 00 00 72 13 00 00 00 72 15 00 00 00 72 02 00 00 00 29 09 72 04 00 00 00 72 20 00	..r....r....r....r....).r....r..
19e0	00 00 72 21 00 00 00 72 22 00 00 00 72 23 00 00 00 72 25 00 00 00 72 30 00 00 00 72 33 00 00 00	..r!...r"...r#...r%...r0...r3...
1a00	72 24 00 00 00 29 07 72 27 00 00 00 72 28 00 00 00 72 1f 00 00 00 72 29 00 00 00 72 2b 00 00 00	r$...).r'...r(...r....r)...r+...
1a20	72 2e 00 00 00 da 04 73 75 63 63 73 07 00 00 00 20 20 20 20 20 20 20 72 1a 00 00 00 72 0a 00 00	r......succs...........r....r...
1a40	00 72 0a 00 00 00 96 00 00 00 73 9d 00 00 00 80 00 f4 32 00 09 14 90 41 90 7c ac 52 af 5a a9 5a	.r........s.......2....A.|.R.Z.Z
1a60	d4 08 38 80 41 d8 0b 0c 8f 3d 89 3d 8c 3f dc 0e 10 d7 0e 1e d1 0e 1e d0 1f 4c d3 0e 4d d0 08 4d	..8.A....=.=.?...........L..M..M
1a80	e0 07 08 88 41 82 76 d8 0f 10 88 08 e4 12 17 98 01 98 31 93 2b f2 00 04 05 23 88 06 d8 11 15 97	....A.v...........1.+....#......
1aa0	1e 91 1e a0 01 a0 36 d3 11 2a 88 06 d8 14 15 97 4c 91 4c a0 16 d3 14 28 f2 00 01 09 25 88 44 d8	......6..*......L.L....(....%.D.
1ac0	0c 0d 8f 4a 89 4a 90 76 98 74 d5 0c 24 f0 03 01 09 25 e0 08 09 8f 0a 89 0a 90 36 98 36 d5 08 22	...J.J.v.t..$....%........6.6.."
1ae0	f0 09 04 05 23 f0 0a 00 0c 0d 80 48 72 1c 00 00 00 e9 06 00 00 00 63 08 00 00 00 00 00 00 00 00	....#......Hr.........c.........
1b00	00 00 00 07 00 00 00 03 00 00 00 f3 94 04 00 00 87 06 97 00 88 06 66 01 64 01 84 08 7d 08 7c 07	......................f.d...}.|.
1b20	81 3e 74 01 00 00 00 00 00 00 00 00 7c 07 64 02 ab 02 00 00 00 00 00 00 72 32 74 03 00 00 00 00	.>t.........|.d.........r2t.....
1b40	00 00 00 00 7c 07 74 04 00 00 00 00 00 00 00 00 6a 06 00 00 00 00 00 00 00 00 00 00 00 00 00 00	....|.t.........j...............
1b60	00 00 00 00 ab 02 00 00 00 00 00 00 73 15 74 05 00 00 00 00 00 00 00 00 6a 08 00 00 00 00 00 00	............s.t.........j.......
1b80	00 00 00 00 00 00 00 00 00 00 00 00 64 03 ab 01 00 00 00 00 00 00 82 01 7c 07 7d 09 6e 17 74 05	............d...........|.}.n.t.
1ba0	00 00 00 00 00 00 00 00 6a 06 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 67 00 64 04	........j...................g.d.
1bc0	a2 01 ab 01 00 00 00 00 00 00 7d 09 7c 01 64 05 6b 1a 00 00 72 0b 74 0b 00 00 00 00 00 00 00 00	..........}.|.d.k...r.t.........
1be0	64 06 ab 01 00 00 00 00 00 00 82 01 7c 02 64 05 6b 1a 00 00 72 0b 74 0b 00 00 00 00 00 00 00 00	d...........|.d.k...r.t.........
1c00	64 07 ab 01 00 00 00 00 00 00 82 01 7c 03 64 05 6b 1a 00 00 72 0b 74 0b 00 00 00 00 00 00 00 00	d...........|.d.k...r.t.........
1c20	64 08 ab 01 00 00 00 00 00 00 82 01 74 0d 00 00 00 00 00 00 00 00 7c 01 7c 02 7a 00 00 00 7c 03	d...........t.........|.|.z...|.
1c40	7a 00 00 00 64 09 7a 0a 00 00 ab 01 00 00 00 00 00 00 64 0a 6b 5c 00 00 72 0b 74 0b 00 00 00 00	z...d.z...........d.k\..r.t.....
1c60	00 00 00 00 64 0b ab 01 00 00 00 00 00 00 82 01 7c 04 64 05 6b 02 00 00 72 0b 74 0b 00 00 00 00	....d...........|.d.k...r.t.....
1c80	00 00 00 00 64 0c ab 01 00 00 00 00 00 00 82 01 7c 05 64 05 6b 02 00 00 72 0b 74 0b 00 00 00 00	....d...........|.d.k...r.t.....
1ca0	00 00 00 00 64 0d ab 01 00 00 00 00 00 00 82 01 74 0f 00 00 00 00 00 00 00 00 64 0e 84 00 7c 09	....d...........t.........d...|.
1cc0	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 44 00 ab 00	j...........................D...
1ce0	00 00 00 00 00 00 67 00 ab 02 00 00 00 00 00 00 7d 0a 74 0f 00 00 00 00 00 00 00 00 64 0f 84 00	......g.........}.t.........d...
1d00	7c 09 6a 13 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 44 00	|.j...........................D.
1d20	ab 00 00 00 00 00 00 00 67 00 ab 02 00 00 00 00 00 00 7d 0b 74 15 00 00 00 00 00 00 00 00 7c 09	........g.........}.t.........|.
1d40	6a 17 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 01 00 00	j...............................
1d60	00 00 00 00 7d 0c 7c 0c 44 00 8f 00 63 02 67 00 63 02 5d 1f 00 00 7d 00 74 03 00 00 00 00 00 00	....}.|.D...c.g.c.]...}.t.......
1d80	00 00 7c 00 74 18 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	..|.t.........j.................
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1dc0	00 00 00 00 7c 0d ab 01 00 00 00 00 00 00 64 05 6b 44 00 00 72 16 74 1f 00 00 00 00 00 00 00 00	....|.........d.kD..r.t.........
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1e00	6e 02 64 05 7d 0e 74 1d 00 00 00 00 00 00 00 00 7c 09 ab 01 00 00 00 00 00 00 7f 00 6b 02 00 00	n.d.}.t.........|...........k...
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1e60	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 10 ab 01 00 00 00 00 00 00 01 00 02 00 7c 08	................|.............|.
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1ec0	ab 03 00 00 00 00 00 00 7d 11 6e 22 02 00 7c 08 7c 0a 7c 0c 7c 05 ab 03 00 00 00 00 00 00 7d 10	........}.n"..|.|.|.|.........}.
1ee0	7c 0e 7d 11 7c 0e 64 11 7a 0d 00 00 7d 0e 7c 0c 6a 23 00 00 00 00 00 00 00 00 00 00 00 00 00 00	|.}.|.d.z...}.|.j#..............
1f00	00 00 00 00 7c 11 ab 01 00 00 00 00 00 00 01 00 7c 09 6a 25 00 00 00 00 00 00 00 00 00 00 00 00	....|...........|.j%............
1f20	00 00 00 00 00 00 7c 10 7c 11 ab 02 00 00 00 00 00 00 01 00 7c 0a 6a 23 00 00 00 00 00 00 00 00	......|.|...........|.j#........
1f40	00 00 00 00 00 00 00 00 00 00 7c 10 ab 01 00 00 00 00 00 00 01 00 7c 0b 6a 23 00 00 00 00 00 00	..........|...........|.j#......
1f60	00 00 00 00 00 00 00 00 00 00 00 00 7c 11 ab 01 00 00 00 00 00 00 01 00 74 1d 00 00 00 00 00 00	............|...........t.......
1f80	00 00 7c 09 ab 01 00 00 00 00 00 00 7c 00 6b 02 00 00 72 01 8c ba 7c 09 53 00 63 02 01 00 63 02	..|.........|.k...r...|.S.c...c.
1fa0	7d 00 77 00 29 12 75 63 06 00 00 52 65 74 75 72 6e 73 20 61 20 73 63 61 6c 65 2d 66 72 65 65 20	}.w.).uc...Returns.a.scale-free.
1fc0	64 69 72 65 63 74 65 64 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a	directed.graph.......Parameters.
1fe0	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 65 67 65 72 0a 20	....----------.....n.:.integer..
2000	20 20 20 20 20 20 20 4e 75 6d 62 65 72 20 6f 66 20 6e 6f 64 65 73 20 69 6e 20 67 72 61 70 68 0a	.......Number.of.nodes.in.graph.
2020	20 20 20 20 61 6c 70 68 61 20 3a 20 66 6c 6f 61 74 0a 20 20 20 20 20 20 20 20 50 72 6f 62 61 62	....alpha.:.float.........Probab
2040	69 6c 69 74 79 20 66 6f 72 20 61 64 64 69 6e 67 20 61 20 6e 65 77 20 6e 6f 64 65 20 63 6f 6e 6e	ility.for.adding.a.new.node.conn
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2080	20 20 63 68 6f 73 65 6e 20 72 61 6e 64 6f 6d 6c 79 20 61 63 63 6f 72 64 69 6e 67 20 74 6f 20 74	..chosen.randomly.according.to.t
20a0	68 65 20 69 6e 2d 64 65 67 72 65 65 20 64 69 73 74 72 69 62 75 74 69 6f 6e 2e 0a 20 20 20 20 62	he.in-degree.distribution......b
20c0	65 74 61 20 3a 20 66 6c 6f 61 74 0a 20 20 20 20 20 20 20 20 50 72 6f 62 61 62 69 6c 69 74 79 20	eta.:.float.........Probability.
20e0	66 6f 72 20 61 64 64 69 6e 67 20 61 6e 20 65 64 67 65 20 62 65 74 77 65 65 6e 20 74 77 6f 20 65	for.adding.an.edge.between.two.e
2100	78 69 73 74 69 6e 67 20 6e 6f 64 65 73 2e 0a 20 20 20 20 20 20 20 20 4f 6e 65 20 65 78 69 73 74	xisting.nodes..........One.exist
2120	69 6e 67 20 6e 6f 64 65 20 69 73 20 63 68 6f 73 65 6e 20 72 61 6e 64 6f 6d 6c 79 20 61 63 63 6f	ing.node.is.chosen.randomly.acco
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21c0	6d 61 20 3a 20 66 6c 6f 61 74 0a 20 20 20 20 20 20 20 20 50 72 6f 62 61 62 69 6c 69 74 79 20 66	ma.:.float.........Probability.f
21e0	6f 72 20 61 64 64 69 6e 67 20 61 20 6e 65 77 20 6e 6f 64 65 20 63 6f 6e 6e 65 63 74 65 64 20 74	or.adding.a.new.node.connected.t
2200	6f 20 61 6e 20 65 78 69 73 74 69 6e 67 20 6e 6f 64 65 0a 20 20 20 20 20 20 20 20 63 68 6f 73 65	o.an.existing.node.........chose
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2320	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 61 74 6f 72	None.(default).........Indicator
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23a0	20 3a 20 4d 75 6c 74 69 44 69 47 72 61 70 68 20 69 6e 73 74 61 6e 63 65 2c 20 6f 70 74 69 6f 6e	.:.MultiDiGraph.instance,.option
23c0	61 6c 0a 20 20 20 20 20 20 20 20 42 75 69 6c 64 20 74 68 65 20 73 63 61 6c 65 2d 66 72 65 65 20	al.........Build.the.scale-free.
23e0	67 72 61 70 68 20 73 74 61 72 74 69 6e 67 20 66 72 6f 6d 20 74 68 69 73 20 69 6e 69 74 69 61 6c	graph.starting.from.this.initial
2400	20 4d 75 6c 74 69 44 69 47 72 61 70 68 2c 0a 20 20 20 20 20 20 20 20 69 66 20 70 72 6f 76 69 64	.MultiDiGraph,.........if.provid
2420	65 64 2e 0a 0a 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	ed.......Returns.....-------....
2440	20 4d 75 6c 74 69 44 69 47 72 61 70 68 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20	.MultiDiGraph......Examples.....
2460	2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 43 72 65 61 74 65 20 61 20 73 63 61 6c 65 2d 66 72 65 65	--------.....Create.a.scale-free
2480	20 67 72 61 70 68 20 6f 6e 20 6f 6e 65 20 68 75 6e 64 72 65 64 20 6e 6f 64 65 73 3a 3a 0a 0a 20	.graph.on.one.hundred.nodes::...
24a0	20 20 20 3e 3e 3e 20 47 20 3d 20 6e 78 2e 73 63 61 6c 65 5f 66 72 65 65 5f 67 72 61 70 68 28 31	...>>>.G.=.nx.scale_free_graph(1
24c0	30 30 29 0a 0a 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	00)......Notes.....-----.....The
24e0	20 73 75 6d 20 6f 66 20 60 61 6c 70 68 61 60 2c 20 60 62 65 74 61 60 2c 20 61 6e 64 20 60 67 61	.sum.of.`alpha`,.`beta`,.and.`ga
2500	6d 6d 61 60 20 6d 75 73 74 20 62 65 20 31 2e 0a 0a 20 20 20 20 52 65 66 65 72 65 6e 63 65 73 0a	mma`.must.be.1.......References.
2520	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 42 2e 20 42 6f 6c	....----------........[1].B..Bol
2540	6c 6f 62 c3 a1 73 2c 20 43 2e 20 42 6f 72 67 73 2c 20 4a 2e 20 43 68 61 79 65 73 2c 20 61 6e 64	lob..s,.C..Borgs,.J..Chayes,.and
2560	20 4f 2e 20 52 69 6f 72 64 61 6e 2c 0a 20 20 20 20 20 20 20 20 20 20 20 44 69 72 65 63 74 65 64	.O..Riordan,............Directed
2580	20 73 63 61 6c 65 2d 66 72 65 65 20 67 72 61 70 68 73 2c 0a 20 20 20 20 20 20 20 20 20 20 20 50	.scale-free.graphs,............P
25a0	72 6f 63 65 65 64 69 6e 67 73 20 6f 66 20 74 68 65 20 66 6f 75 72 74 65 65 6e 74 68 20 61 6e 6e	roceedings.of.the.fourteenth.ann
25c0	75 61 6c 20 41 43 4d 2d 53 49 41 4d 20 53 79 6d 70 6f 73 69 75 6d 20 6f 6e 0a 20 20 20 20 20 20	ual.ACM-SIAM.Symposium.on.......
25e0	20 20 20 20 20 44 69 73 63 72 65 74 65 20 41 6c 67 6f 72 69 74 68 6d 73 2c 20 31 33 32 2d 2d 31	.....Discrete.Algorithms,.132--1
2600	33 39 2c 20 32 30 30 33 2e 0a 20 20 20 20 63 03 00 00 00 00 00 00 00 00 00 00 00 05 00 00 00 13	39,.2003......c.................
2620	00 00 00 f3 b6 00 00 00 95 01 97 00 7c 02 64 01 6b 44 00 00 72 43 74 01 00 00 00 00 00 00 00 00	............|.d.kD..rCt.........
2640	7c 01 ab 01 00 00 00 00 00 00 7c 02 7a 05 00 00 7d 03 7c 03 7c 03 74 01 00 00 00 00 00 00 00 00	|.........|.z...}.|.|.t.........
2660	7c 00 ab 01 00 00 00 00 00 00 7a 00 00 00 7a 0b 00 00 7d 04 89 05 6a 03 00 00 00 00 00 00 00 00	|.........z...z...}...j.........
2680	00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 7c 04 6b 02 00 00 72 11 89 05 6a 05 00 00	..................|.k...r...j...
26a0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 53 00 89 05 6a 05	................|.........S...j.
26c0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 53 00 29 02	..................|.........S.).
26e0	4e 72 02 00 00 00 29 03 da 03 6c 65 6e 72 31 00 00 00 da 06 63 68 6f 69 63 65 29 06 da 0a 63 61	Nr....)...lenr1.....choice)...ca
2700	6e 64 69 64 61 74 65 73 da 09 6e 6f 64 65 5f 6c 69 73 74 da 05 64 65 6c 74 61 da 08 62 69 61 73	ndidates..node_list..delta..bias
2720	5f 73 75 6d da 07 70 5f 64 65 6c 74 61 72 1f 00 00 00 73 06 00 00 00 20 20 20 20 20 80 72 1a 00	_sum..p_deltar....s..........r..
2740	00 00 da 0c 5f 63 68 6f 6f 73 65 5f 6e 6f 64 65 7a 26 73 63 61 6c 65 5f 66 72 65 65 5f 67 72 61	...._choose_nodez&scale_free_gra
2760	70 68 2e 3c 6c 6f 63 61 6c 73 3e 2e 5f 63 68 6f 6f 73 65 5f 6e 6f 64 65 fc 00 00 00 73 57 00 00	ph.<locals>._choose_node....sW..
2780	00 f8 80 00 d8 0b 10 90 31 8a 39 dc 17 1a 98 39 93 7e a8 05 d1 17 2d 88 48 d8 16 1e a0 28 ac 53	........1.9....9.~....-.H....(.S
27a0	b0 1a ab 5f d1 22 3c d1 16 3d 88 47 d8 0f 13 8f 7b 89 7b 8b 7d 98 77 d2 0f 26 d8 17 1b 97 7b 91	..._."<..=.G....{.{.}.w..&....{.
27c0	7b a0 39 d3 17 2d d0 10 2d d8 0f 13 8f 7b 89 7b 98 3a d3 0f 26 d0 08 26 72 1c 00 00 00 da 04 5f	{.9..-..-....{.{.:..&..&r......_
27e0	61 64 6a 7a 25 69 6e 69 74 69 61 6c 5f 67 72 61 70 68 20 6d 75 73 74 20 62 65 20 61 20 4d 75 6c	adjz%initial_graph.must.be.a.Mul
2800	74 69 44 69 47 72 61 70 68 2e 29 03 29 02 72 02 00 00 00 72 12 00 00 00 29 02 72 12 00 00 00 72	tiDiGraph.).).r....r....).r....r
2820	1d 00 00 00 29 02 72 1d 00 00 00 72 02 00 00 00 72 02 00 00 00 7a 12 61 6c 70 68 61 20 6d 75 73	....).r....r....r....z.alpha.mus
2840	74 20 62 65 20 3e 20 30 2e 7a 11 62 65 74 61 20 6d 75 73 74 20 62 65 20 3e 20 30 2e 7a 12 67 61	t.be.>.0.z.beta.must.be.>.0.z.ga
2860	6d 6d 61 20 6d 75 73 74 20 62 65 20 3e 20 30 2e 67 00 00 00 00 00 00 f0 3f 67 95 d6 26 e8 0b 2e	mma.must.be.>.0.g.......?g..&...
2880	11 3e 7a 1e 61 6c 70 68 61 2b 62 65 74 61 2b 67 61 6d 6d 61 20 6d 75 73 74 20 65 71 75 61 6c 20	.>z.alpha+beta+gamma.must.equal.
28a0	31 2e 7a 16 64 65 6c 74 61 5f 69 6e 20 6d 75 73 74 20 62 65 20 3e 3d 20 30 2e 7a 17 64 65 6c 74	1.z.delta_in.must.be.>=.0.z.delt
28c0	61 5f 6f 75 74 20 6d 75 73 74 20 62 65 20 3e 3d 20 30 2e 63 01 00 00 00 00 00 00 00 00 00 00 00	a_out.must.be.>=.0.c............
28e0	03 00 00 00 33 00 00 00 f3 2e 00 00 00 4b 00 01 00 97 00 7c 00 5d 0d 00 00 5c 02 00 00 7d 01 7d	....3........K.....|.]...\...}.}
2900	02 7c 02 7c 01 67 01 7a 05 00 00 96 01 97 01 01 00 8c 0f 04 00 79 00 ad 03 77 01 72 17 00 00 00	.|.|.g.z.............y...w.r....
2920	72 18 00 00 00 a9 03 da 02 2e 30 da 03 69 64 78 da 05 63 6f 75 6e 74 73 03 00 00 00 20 20 20 72	r.........0..idx..counts.......r
2940	1a 00 00 00 fa 09 3c 67 65 6e 65 78 70 72 3e 7a 23 73 63 61 6c 65 5f 66 72 65 65 5f 67 72 61 70	......<genexpr>z#scale_free_grap
2960	68 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e 1d 01 00 00 73 1a 00 00 00 e8 00 f8	h.<locals>.<genexpr>....s.......
2980	80 00 d2 0d 3d a1 0a a0 03 a0 55 88 65 90 73 90 65 8d 6d d1 0d 3d f9 f3 04 00 00 00 82 13 15 01	....=.....U.e.s.e.m..=..........
29a0	63 01 00 00 00 00 00 00 00 00 00 00 00 03 00 00 00 33 00 00 00 f3 2e 00 00 00 4b 00 01 00 97 00	c................3........K.....
29c0	7c 00 5d 0d 00 00 5c 02 00 00 7d 01 7d 02 7c 02 7c 01 67 01 7a 05 00 00 96 01 97 01 01 00 8c 0f	|.]...\...}.}.|.|.g.z...........
29e0	04 00 79 00 ad 03 77 01 72 17 00 00 00 72 18 00 00 00 72 44 00 00 00 73 03 00 00 00 20 20 20 72	..y...w.r....r....rD...s.......r
2a00	1a 00 00 00 72 48 00 00 00 7a 23 73 63 61 6c 65 5f 66 72 65 65 5f 67 72 61 70 68 2e 3c 6c 6f 63	....rH...z#scale_free_graph.<loc
2a20	61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e 1e 01 00 00 73 1a 00 00 00 e8 00 f8 80 00 d2 0d 3c a1	als>.<genexpr>....s...........<.
2a40	0a a0 03 a0 55 88 65 90 73 90 65 8d 6d d1 0d 3c f9 72 49 00 00 00 63 01 00 00 00 00 00 00 00 00	....U.e.s.e.m..<.rI...c.........
2a60	00 00 00 04 00 00 00 33 00 00 00 f3 46 00 00 00 4b 00 01 00 97 00 7c 00 5d 19 00 00 7d 01 74 01	.......3....F...K.....|.]...}.t.
2a80	00 00 00 00 00 00 00 00 7c 01 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 01	........|.j.....................
2aa0	00 00 00 00 00 00 96 01 97 01 01 00 8c 1b 04 00 79 00 ad 03 77 01 72 17 00 00 00 29 02 da 03 69	................y...w.r....)...i
2ac0	6e 74 da 04 72 65 61 6c 29 02 72 45 00 00 00 72 27 00 00 00 73 02 00 00 00 20 20 72 1a 00 00 00	nt..real).rE...r'...s......r....
2ae0	72 48 00 00 00 7a 23 73 63 61 6c 65 5f 66 72 65 65 5f 67 72 61 70 68 2e 3c 6c 6f 63 61 6c 73 3e	rH...z#scale_free_graph.<locals>
2b00	2e 3c 67 65 6e 65 78 70 72 3e 27 01 00 00 73 18 00 00 00 e8 00 f8 80 00 d2 14 38 a0 51 94 53 98	.<genexpr>'...s...........8.Q.S.
2b20	11 9f 16 99 16 97 5b d1 14 38 f9 73 04 00 00 00 82 1f 21 01 72 12 00 00 00 29 13 da 07 68 61 73	......[..8.s......!.r....)...has
2b40	61 74 74 72 da 0a 69 73 69 6e 73 74 61 6e 63 65 72 20 00 00 00 da 0c 4d 75 6c 74 69 44 69 47 72	attr..isinstancer......MultiDiGr
2b60	61 70 68 72 23 00 00 00 da 0a 56 61 6c 75 65 45 72 72 6f 72 da 03 61 62 73 da 03 73 75 6d da 0a	aphr#.....ValueError..abs..sum..
2b80	6f 75 74 5f 64 65 67 72 65 65 da 09 69 6e 5f 64 65 67 72 65 65 da 04 6c 69 73 74 da 05 6e 6f 64	out_degree..in_degree..list..nod
2ba0	65 73 da 07 6e 75 6d 62 65 72 73 da 06 4e 75 6d 62 65 72 72 3a 00 00 00 da 03 6d 61 78 72 31 00	es..numbers..Numberr:.....maxr1.
2bc0	00 00 72 26 00 00 00 72 24 00 00 00 29 12 72 27 00 00 00 da 05 61 6c 70 68 61 da 04 62 65 74 61	..r&...r$...).r'.....alpha..beta
2be0	da 05 67 61 6d 6d 61 da 08 64 65 6c 74 61 5f 69 6e da 09 64 65 6c 74 61 5f 6f 75 74 72 1f 00 00	..gamma..delta_in..delta_outr...
2c00	00 da 0d 69 6e 69 74 69 61 6c 5f 67 72 61 70 68 72 41 00 00 00 72 29 00 00 00 da 02 76 73 da 02	...initial_graphrA...r).....vs..
2c20	77 73 72 3d 00 00 00 da 0d 6e 75 6d 65 72 69 63 5f 6e 6f 64 65 73 da 06 63 75 72 73 6f 72 da 01	wsr=.....numeric_nodes..cursor..
2c40	72 da 01 76 da 01 77 73 12 00 00 00 20 20 20 20 20 20 60 20 20 20 20 20 20 20 20 20 20 20 72 1a	r..v..ws..........`...........r.
2c60	00 00 00 72 0d 00 00 00 72 0d 00 00 00 be 00 00 00 73 4a 02 00 00 f8 80 00 f4 7c 01 06 05 27 f0	...r....r........sJ.......|...'.
2c80	10 00 08 15 d0 07 20 a4 57 a8 5d b8 46 d4 25 43 dc 0f 19 98 2d ac 12 af 1f a9 1f d4 0f 39 dc 12	........W.].F.%C....-........9..
2ca0	14 d7 12 22 d1 12 22 d0 23 4a d3 12 4b d0 0c 4b d8 0c 19 89 01 f4 06 00 0d 0f 8f 4f 89 4f d2 1c	..."..".#J..K..K...........O.O..
2cc0	34 d3 0c 35 88 01 e0 07 0c 90 01 82 7a dc 0e 18 d0 19 2d d3 0e 2e d0 08 2e d8 07 0b 88 71 82 79	4..5........z.....-..........q.y
2ce0	dc 0e 18 d0 19 2c d3 0e 2d d0 08 2d d8 07 0c 90 01 82 7a dc 0e 18 d0 19 2d d3 0e 2e d0 08 2e e4	.....,..-..-......z.....-.......
2d00	07 0a 88 35 90 34 89 3c 98 25 d1 0b 1f a0 23 d1 0b 25 d3 07 26 a8 24 d2 07 2e dc 0e 18 d0 19 39	...5.4.<.%....#..%..&.$........9
2d20	d3 0e 3a d0 08 3a e0 07 0f 90 21 82 7c dc 0e 18 d0 19 31 d3 0e 32 d0 08 32 e0 07 10 90 31 82 7d	..:..:....!.|.....1..2..2....1.}
2d40	dc 0e 18 d0 19 32 d3 0e 33 d0 08 33 f4 06 00 0a 0d d1 0d 3d a8 61 af 6c a9 6c ab 6e d4 0d 3d b8	.....2..3..3.......=.a.l.l.n..=.
2d60	72 d3 09 42 80 42 dc 09 0c d1 0d 3c a8 61 af 6b a9 6b ab 6d d4 0d 3c b8 62 d3 09 41 80 42 f4 06	r..B.B.....<.a.k.k.m..<.b..A.B..
2d80	00 11 15 90 51 97 57 91 57 93 59 93 0f 80 49 f0 06 00 21 2a d6 14 4b 98 31 ac 5a b8 01 bc 37 bf	....Q.W.W.Y...I...!*..K.1.Z...7.
2da0	3e b9 3e d5 2d 4a 92 51 d0 14 4b 80 4d d0 14 4b dc 07 0a 88 3d d3 07 19 98 41 d2 07 1d e4 11 14	>.>.-J.Q..K.M..K....=....A......
2dc0	d1 14 38 a8 2d d4 14 38 d3 11 38 b8 31 d1 11 3c 89 06 f0 06 00 12 13 88 06 e4 0a 0d 88 61 8b 26	..8.-..8..8.1..<.............a.&
2de0	90 31 8a 2a d8 0c 10 8f 4b 89 4b 8b 4d 88 01 f0 06 00 0c 0d 88 75 8a 39 f0 06 00 11 17 88 41 d8	.1.*....K.K.M........u.9......A.
2e00	0c 12 90 61 89 4b 88 46 e0 0c 15 d7 0c 1c d1 0c 1c 98 51 d4 0c 1f e1 10 1c 98 52 a0 19 a8 48 d3	...a.K.F..........Q.......R...H.
2e20	10 35 89 41 e0 0d 0e 90 15 98 14 91 1c d2 0d 1d f1 06 00 11 1d 98 52 a0 19 a8 49 d3 10 36 88 41	.5.A..................R...I..6.A
2e40	e1 10 1c 98 52 a0 19 a8 48 d3 10 35 89 41 f1 0a 00 11 1d 98 52 a0 19 a8 49 d3 10 36 88 41 e0 10	....R...H..5.A......R...I..6.A..
2e60	16 88 41 d8 0c 12 90 61 89 4b 88 46 e0 0c 15 d7 0c 1c d1 0c 1c 98 51 d4 0c 1f f0 06 00 09 0a 8f	..A....a.K.F..........Q.........
2e80	0a 89 0a 90 31 90 61 d4 08 18 f0 06 00 09 0b 8f 09 89 09 90 21 8c 0c d8 08 0a 8f 09 89 09 90 21	....1.a.............!..........!
2ea0	8c 0c f4 49 01 00 0b 0e 88 61 8b 26 90 31 8b 2a f0 4c 01 00 0c 0d 80 48 f9 f2 5d 01 00 15 4c 01	...I.....a.&.1.*.L.....H..]...L.
2ec0	73 0c 00 00 00 c4 2f 1f 49 05 04 c5 0f 04 49 05 04 e9 04 00 00 00 63 05 00 00 00 00 00 00 00 00	s...../.I.....I.......c.........
2ee0	00 00 00 08 00 00 00 03 00 00 00 f3 12 01 00 00 87 01 87 02 87 04 87 09 97 00 7c 03 72 1c 74 01	..........................|.r.t.
2f00	00 00 00 00 00 00 00 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00	........j.......................
2f20	00 00 00 00 7d 05 88 01 88 04 88 02 66 03 64 01 84 08 7d 06 6e 1b 74 01 00 00 00 00 00 00 00 00	....}.......f.d...}.n.t.........
2f40	6a 04 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 05 88 01	j...........................}...
2f60	88 04 88 02 66 03 64 02 84 08 7d 06 74 01 00 00 00 00 00 00 00 00 6a 06 00 00 00 00 00 00 00 00	....f.d...}.t.........j.........
2f80	00 00 00 00 00 00 00 00 00 00 7c 00 7c 05 ab 02 00 00 00 00 00 00 7d 07 74 09 00 00 00 00 00 00	..........|.|.........}.t.......
2fa0	00 00 7c 07 ab 01 00 00 00 00 00 00 7d 08 7c 07 44 00 5d 23 00 00 8a 09 7c 07 6a 0b 00 00 00 00	..|.........}.|.D.]#....|.j.....
2fc0	00 00 00 00 00 00 00 00 00 00 00 00 00 00 88 09 66 01 64 03 84 08 02 00 7c 06 89 09 7c 08 ab 02	................f.d.....|...|...
2fe0	00 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 8c 25 04 00 7c 07	......D....................%..|.
3000	53 00 29 04 61 5f 06 00 00 52 65 74 75 72 6e 73 20 61 20 72 61 6e 64 6f 6d 20 60 6b 60 2d 6f 75	S.).a_...Returns.a.random.`k`-ou
3020	74 20 67 72 61 70 68 20 77 69 74 68 20 75 6e 69 66 6f 72 6d 20 61 74 74 61 63 68 6d 65 6e 74 2e	t.graph.with.uniform.attachment.
3040	0a 0a 20 20 20 20 41 20 72 61 6e 64 6f 6d 20 60 6b 60 2d 6f 75 74 20 67 72 61 70 68 20 77 69 74	......A.random.`k`-out.graph.wit
3060	68 20 75 6e 69 66 6f 72 6d 20 61 74 74 61 63 68 6d 65 6e 74 20 69 73 20 61 20 6d 75 6c 74 69 64	h.uniform.attachment.is.a.multid
3080	69 67 72 61 70 68 0a 20 20 20 20 67 65 6e 65 72 61 74 65 64 20 62 79 20 74 68 65 20 66 6f 6c 6c	igraph.....generated.by.the.foll
30a0	6f 77 69 6e 67 20 61 6c 67 6f 72 69 74 68 6d 2e 20 46 6f 72 20 65 61 63 68 20 6e 6f 64 65 20 2a	owing.algorithm..For.each.node.*
30c0	75 2a 2c 20 63 68 6f 6f 73 65 0a 20 20 20 20 60 6b 60 20 6e 6f 64 65 73 20 2a 76 2a 20 75 6e 69	u*,.choose.....`k`.nodes.*v*.uni
30e0	66 6f 72 6d 6c 79 20 61 74 20 72 61 6e 64 6f 6d 20 28 77 69 74 68 20 72 65 70 6c 61 63 65 6d 65	formly.at.random.(with.replaceme
3100	6e 74 29 2e 20 41 64 64 20 61 0a 20 20 20 20 64 69 72 65 63 74 65 64 20 65 64 67 65 20 6a 6f 69	nt)..Add.a.....directed.edge.joi
3120	6e 69 6e 67 20 2a 75 2a 20 74 6f 20 2a 76 2a 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73	ning.*u*.to.*v*.......Parameters
3140	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 20 20 20	.....----------.....n.:.int.....
3160	20 20 20 20 54 68 65 20 6e 75 6d 62 65 72 20 6f 66 20 6e 6f 64 65 73 20 69 6e 20 74 68 65 20 72	....The.number.of.nodes.in.the.r
3180	65 74 75 72 6e 65 64 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 6b 20 3a 20 69 6e 74 0a 20 20 20 20	eturned.graph.......k.:.int.....
31a0	20 20 20 20 54 68 65 20 6f 75 74 2d 64 65 67 72 65 65 20 6f 66 20 65 61 63 68 20 6e 6f 64 65 20	....The.out-degree.of.each.node.
31c0	69 6e 20 74 68 65 20 72 65 74 75 72 6e 65 64 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 73 65 6c 66	in.the.returned.graph.......self
31e0	5f 6c 6f 6f 70 73 20 3a 20 62 6f 6f 6c 0a 20 20 20 20 20 20 20 20 49 66 20 54 72 75 65 2c 20 73	_loops.:.bool.........If.True,.s
3200	65 6c 66 2d 6c 6f 6f 70 73 20 61 72 65 20 61 6c 6c 6f 77 65 64 20 77 68 65 6e 20 67 65 6e 65 72	elf-loops.are.allowed.when.gener
3220	61 74 69 6e 67 20 74 68 65 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 77 69 74 68 5f 72 65 70 6c 61	ating.the.graph.......with_repla
3240	63 65 6d 65 6e 74 20 3a 20 62 6f 6f 6c 0a 20 20 20 20 20 20 20 20 49 66 20 54 72 75 65 2c 20 6e	cement.:.bool.........If.True,.n
3260	65 69 67 68 62 6f 72 73 20 61 72 65 20 63 68 6f 73 65 6e 20 77 69 74 68 20 72 65 70 6c 61 63 65	eighbors.are.chosen.with.replace
3280	6d 65 6e 74 20 61 6e 64 20 74 68 65 0a 20 20 20 20 20 20 20 20 72 65 74 75 72 6e 65 64 20 67 72	ment.and.the.........returned.gr
32a0	61 70 68 20 77 69 6c 6c 20 62 65 20 61 20 64 69 72 65 63 74 65 64 20 6d 75 6c 74 69 67 72 61 70	aph.will.be.a.directed.multigrap
32c0	68 2e 20 4f 74 68 65 72 77 69 73 65 2c 0a 20 20 20 20 20 20 20 20 6e 65 69 67 68 62 6f 72 73 20	h..Otherwise,.........neighbors.
32e0	61 72 65 20 63 68 6f 73 65 6e 20 77 69 74 68 6f 75 74 20 72 65 70 6c 61 63 65 6d 65 6e 74 20 61	are.chosen.without.replacement.a
3300	6e 64 20 74 68 65 20 72 65 74 75 72 6e 65 64 20 67 72 61 70 68 0a 20 20 20 20 20 20 20 20 77 69	nd.the.returned.graph.........wi
3320	6c 6c 20 62 65 20 61 20 64 69 72 65 63 74 65 64 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 73 65 65	ll.be.a.directed.graph.......see
3340	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 20 6f 72 20 4e 6f	d.:.integer,.random_state,.or.No
3360	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 61 74 6f 72 20 6f	ne.(default).........Indicator.o
3380	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 20 73 74 61 74 65	f.random.number.generation.state
33a0	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 6e 65 73 73 3c 72	..........See.:ref:`Randomness<r
33c0	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 20 20 20 20 2d 2d	andomness>`.......Returns.....--
33e0	2d 2d 2d 2d 2d 0a 20 20 20 20 4e 65 74 77 6f 72 6b 58 20 67 72 61 70 68 0a 20 20 20 20 20 20 20	-----.....NetworkX.graph........
3400	20 41 20 60 6b 60 2d 6f 75 74 2d 72 65 67 75 6c 61 72 20 64 69 72 65 63 74 65 64 20 67 72 61 70	.A.`k`-out-regular.directed.grap
3420	68 20 67 65 6e 65 72 61 74 65 64 20 61 63 63 6f 72 64 69 6e 67 20 74 6f 20 74 68 65 0a 20 20 20	h.generated.according.to.the....
3440	20 20 20 20 20 61 62 6f 76 65 20 61 6c 67 6f 72 69 74 68 6d 2e 20 49 74 20 77 69 6c 6c 20 62 65	.....above.algorithm..It.will.be
3460	20 61 20 6d 75 6c 74 69 67 72 61 70 68 20 69 66 20 61 6e 64 20 6f 6e 6c 79 20 69 66 0a 20 20 20	.a.multigraph.if.and.only.if....
3480	20 20 20 20 20 60 77 69 74 68 5f 72 65 70 6c 61 63 65 6d 65 6e 74 60 20 69 73 20 54 72 75 65 2e	.....`with_replacement`.is.True.
34a0	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 56 61 6c 75	......Raises.....------.....Valu
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4760	20 2e 2e 20 5b 31 5d 20 50 65 74 65 72 73 6f 6e 2c 20 4e 69 63 68 6f 6c 61 73 20 52 2e 2c 20 61	....[1].Peterson,.Nicholas.R.,.a
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