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0bc0 54 68 69 73 20 66 75 6e 63 74 69 6f 6e 20 77 72 61 70 73 20 74 68 65 20 3a 66 75 6e 63 3a 60 47 This.function.wraps.the.:func:`G
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0cc0 6e 20 74 68 65 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 54 68 69 73 20 66 75 6e 63 74 69 6f 6e 20 n.the.graph.......This.function.
0ce0 77 72 61 70 73 20 74 68 65 20 3a 66 75 6e 63 3a 60 47 2e 6e 75 6d 62 65 72 5f 6f 66 5f 65 64 67 wraps.the.:func:`G.number_of_edg
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0e40 75 6e 64 69 72 65 63 74 65 64 20 67 72 61 70 68 73 20 69 73 0a 0a 20 20 20 20 2e 2e 20 6d 61 74 undirected.graphs.is.........mat
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0ec0 72 61 63 7b 6d 7d 7b 6e 28 6e 2d 31 29 7d 2c 0a 0a 20 20 20 20 77 68 65 72 65 20 60 6e 60 20 69 rac{m}{n(n-1)},......where.`n`.i
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11c0 6c 69 73 74 20 6f 66 20 74 68 65 20 66 72 65 71 75 65 6e 63 79 20 6f 66 20 65 61 63 68 20 64 65 list.of.the.frequency.of.each.de
11e0 67 72 65 65 20 76 61 6c 75 65 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 gree.value.......Parameters.....
1200 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 47 20 3a 20 4e 65 74 77 6f 72 6b 78 20 67 72 61 70 ----------.....G.:.Networkx.grap
1220 68 0a 20 20 20 20 20 20 20 41 20 67 72 61 70 68 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a 20 20 h........A.graph......Returns...
1240 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 68 69 73 74 20 3a 20 6c 69 73 74 0a 20 20 20 20 20 20 ..-------.....hist.:.list.......
1260 20 41 20 6c 69 73 74 20 6f 66 20 66 72 65 71 75 65 6e 63 69 65 73 20 6f 66 20 64 65 67 72 65 65 .A.list.of.frequencies.of.degree
1280 73 2e 0a 20 20 20 20 20 20 20 54 68 65 20 64 65 67 72 65 65 20 76 61 6c 75 65 73 20 61 72 65 20 s.........The.degree.values.are.
12a0 74 68 65 20 69 6e 64 65 78 20 69 6e 20 74 68 65 20 6c 69 73 74 2e 0a 0a 20 20 20 20 4e 6f 74 65 the.index.in.the.list.......Note
12c0 73 0a 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 4e 6f 74 65 3a 20 74 68 65 20 62 69 6e 73 20 61 s.....-----.....Note:.the.bins.a
12e0 72 65 20 77 69 64 74 68 20 6f 6e 65 2c 20 68 65 6e 63 65 20 6c 65 6e 28 6c 69 73 74 29 20 63 61 re.width.one,.hence.len(list).ca
1300 6e 20 62 65 20 6c 61 72 67 65 0a 20 20 20 20 28 4f 72 64 65 72 28 6e 75 6d 62 65 72 5f 6f 66 5f n.be.large.....(Order(number_of_
1320 65 64 67 65 73 29 29 0a 20 20 20 20 63 01 00 00 00 00 00 00 00 00 00 00 00 03 00 00 00 33 00 00 edges)).....c................3..
1340 00 f3 26 00 00 00 4b 00 01 00 97 00 7c 00 5d 09 00 00 5c 02 00 00 7d 01 7d 02 7c 02 96 01 97 01 ..&...K.....|.]...\...}.}.|.....
1360 01 00 8c 0b 04 00 79 00 ad 03 77 01 a9 01 4e a9 00 29 03 da 02 2e 30 72 39 00 00 00 72 41 00 00 ......y...w...N..)....0r9...rA..
1380 00 73 03 00 00 00 20 20 20 72 31 00 00 00 fa 09 3c 67 65 6e 65 78 70 72 3e 7a 23 64 65 67 72 65 .s.......r1.....<genexpr>z#degre
13a0 65 5f 68 69 73 74 6f 67 72 61 6d 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e 9f 00 e_histogram.<locals>.<genexpr>..
13c0 00 00 73 14 00 00 00 e8 00 f8 80 00 d2 14 2e 99 34 98 31 98 61 94 51 d1 14 2e f9 73 04 00 00 00 ..s.............4.1.a.Q....s....
13e0 82 0f 11 01 72 3e 00 00 00 72 02 00 00 00 29 05 72 03 00 00 00 72 09 00 00 00 da 05 72 61 6e 67 ....r>...r....).r....r......rang
1400 65 da 03 6d 61 78 da 03 67 65 74 29 03 72 30 00 00 00 da 06 63 6f 75 6e 74 73 da 01 69 73 03 00 e..max..get).r0.....counts..is..
1420 00 00 20 20 20 72 31 00 00 00 72 0a 00 00 00 72 0a 00 00 00 8c 00 00 00 73 4a 00 00 00 80 00 f4 .....r1...r....r........sJ......
1440 26 00 0e 15 d1 14 2e a0 31 a7 38 a1 38 a3 3a d4 14 2e d3 0d 2e 80 46 dc 26 2b b9 76 ac 43 b0 06 &.......1.8.8.:.......F.&+.v.C..
1460 ab 4b b8 21 aa 4f c8 31 d3 26 4d d6 0b 4e a0 11 88 46 8f 4a 89 4a 90 71 98 21 d5 0c 1c d2 0b 4e .K.!.O.1.&M..N...F.J.J.q.!.....N
1480 d0 04 4e f9 d2 0b 4e 73 05 00 00 00 be 19 41 1a 04 63 01 00 00 00 00 00 00 00 00 00 00 00 02 00 ..N...Ns......A..c..............
14a0 00 00 03 00 00 00 f3 22 00 00 00 97 00 7c 00 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 .......".....|.j................
14c0 00 00 00 ab 00 00 00 00 00 00 00 53 00 29 01 7a 21 52 65 74 75 72 6e 20 54 72 75 65 20 69 66 20 ...........S.).z!Return.True.if.
14e0 67 72 61 70 68 20 69 73 20 64 69 72 65 63 74 65 64 2e 29 01 72 0f 00 00 00 72 2f 00 00 00 73 01 graph.is.directed.).r....r/...s.
1500 00 00 00 20 72 31 00 00 00 72 0f 00 00 00 72 0f 00 00 00 a3 00 00 00 73 0e 00 00 00 80 00 e0 0b ....r1...r....r........s........
1520 0c 8f 3d 89 3d 8b 3f d0 04 1a 72 32 00 00 00 63 00 00 00 00 00 00 00 00 00 00 00 00 03 00 00 00 ..=.=.?...r2...c................
1540 0f 00 00 00 f3 2c 00 00 00 97 00 74 01 00 00 00 00 00 00 00 00 6a 02 00 00 00 00 00 00 00 00 00 .....,.....t.........j..........
1560 00 00 00 00 00 00 00 00 00 64 01 ab 01 00 00 00 00 00 00 82 01 29 02 7a 43 44 75 6d 6d 79 20 6d .........d...........).zCDummy.m
1580 65 74 68 6f 64 20 66 6f 72 20 72 61 69 73 69 6e 67 20 65 72 72 6f 72 73 20 77 68 65 6e 20 74 72 ethod.for.raising.errors.when.tr
15a0 79 69 6e 67 20 74 6f 20 6d 6f 64 69 66 79 20 66 72 6f 7a 65 6e 20 67 72 61 70 68 73 7a 1e 46 72 ying.to.modify.frozen.graphsz.Fr
15c0 6f 7a 65 6e 20 67 72 61 70 68 20 63 61 6e 27 74 20 62 65 20 6d 6f 64 69 66 69 65 64 29 02 da 02 ozen.graph.can't.be.modified)...
15e0 6e 78 da 0d 4e 65 74 77 6f 72 6b 58 45 72 72 6f 72 29 02 da 04 61 72 67 73 da 06 6b 77 61 72 67 nx..NetworkXError)...args..kwarg
1600 73 73 02 00 00 00 20 20 72 31 00 00 00 da 06 66 72 6f 7a 65 6e 72 53 00 00 00 a8 00 00 00 73 14 ss......r1.....frozenrS.......s.
1620 00 00 00 80 00 e4 0a 0c d7 0a 1a d1 0a 1a d0 1b 3b d3 0a 3c d0 04 3c 72 32 00 00 00 63 01 00 00 ................;..<..<r2...c...
1640 00 00 00 00 00 00 00 00 00 02 00 00 00 03 00 00 00 f3 06 01 00 00 97 00 74 00 00 00 00 00 00 00 ........................t.......
1660 00 00 7c 00 5f 01 00 00 00 00 00 00 00 00 74 00 00 00 00 00 00 00 00 00 7c 00 5f 02 00 00 00 00 ..|._.........t.........|._.....
1680 00 00 00 00 74 00 00 00 00 00 00 00 00 00 7c 00 5f 03 00 00 00 00 00 00 00 00 74 00 00 00 00 00 ....t.........|._.........t.....
16a0 00 00 00 00 7c 00 5f 04 00 00 00 00 00 00 00 00 74 00 00 00 00 00 00 00 00 00 7c 00 5f 05 00 00 ....|._.........t.........|._...
16c0 00 00 00 00 00 00 74 00 00 00 00 00 00 00 00 00 7c 00 5f 06 00 00 00 00 00 00 00 00 74 00 00 00 ......t.........|._.........t...
16e0 00 00 00 00 00 00 7c 00 5f 07 00 00 00 00 00 00 00 00 74 00 00 00 00 00 00 00 00 00 7c 00 5f 08 ......|._.........t.........|._.
1700 00 00 00 00 00 00 00 00 74 00 00 00 00 00 00 00 00 00 7c 00 5f 09 00 00 00 00 00 00 00 00 74 00 ........t.........|._.........t.
1720 00 00 00 00 00 00 00 00 7c 00 5f 0a 00 00 00 00 00 00 00 00 74 00 00 00 00 00 00 00 00 00 7c 00 ........|._.........t.........|.
1740 5f 0b 00 00 00 00 00 00 00 00 64 01 7c 00 5f 00 00 00 00 00 00 00 00 00 7c 00 53 00 29 02 61 e0 _.........d.|._.........|.S.).a.
1760 02 00 00 4d 6f 64 69 66 79 20 67 72 61 70 68 20 74 6f 20 70 72 65 76 65 6e 74 20 66 75 72 74 68 ...Modify.graph.to.prevent.furth
1780 65 72 20 63 68 61 6e 67 65 20 62 79 20 61 64 64 69 6e 67 20 6f 72 20 72 65 6d 6f 76 69 6e 67 0a er.change.by.adding.or.removing.
17a0 20 20 20 20 6e 6f 64 65 73 20 6f 72 20 65 64 67 65 73 2e 0a 0a 20 20 20 20 4e 6f 64 65 20 61 6e ....nodes.or.edges.......Node.an
17c0 64 20 65 64 67 65 20 64 61 74 61 20 63 61 6e 20 73 74 69 6c 6c 20 62 65 20 6d 6f 64 69 66 69 65 d.edge.data.can.still.be.modifie
17e0 64 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 d.......Parameters.....---------
1800 2d 0a 20 20 20 20 47 20 3a 20 67 72 61 70 68 0a 20 20 20 20 20 20 41 20 4e 65 74 77 6f 72 6b 58 -.....G.:.graph.......A.NetworkX
1820 20 67 72 61 70 68 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 .graph......Examples.....-------
1840 2d 0a 20 20 20 20 3e 3e 3e 20 47 20 3d 20 6e 78 2e 70 61 74 68 5f 67 72 61 70 68 28 34 29 0a 20 -.....>>>.G.=.nx.path_graph(4)..
1860 20 20 20 3e 3e 3e 20 47 20 3d 20 6e 78 2e 66 72 65 65 7a 65 28 47 29 0a 20 20 20 20 3e 3e 3e 20 ...>>>.G.=.nx.freeze(G).....>>>.
1880 74 72 79 3a 0a 20 20 20 20 2e 2e 2e 20 20 20 20 20 47 2e 61 64 64 5f 65 64 67 65 28 34 2c 20 35 try:.............G.add_edge(4,.5
18a0 29 0a 20 20 20 20 2e 2e 2e 20 65 78 63 65 70 74 20 6e 78 2e 4e 65 74 77 6f 72 6b 58 45 72 72 6f ).........except.nx.NetworkXErro
18c0 72 20 61 73 20 65 72 72 3a 0a 20 20 20 20 2e 2e 2e 20 20 20 20 20 70 72 69 6e 74 28 73 74 72 28 r.as.err:.............print(str(
18e0 65 72 72 29 29 0a 20 20 20 20 46 72 6f 7a 65 6e 20 67 72 61 70 68 20 63 61 6e 27 74 20 62 65 20 err)).....Frozen.graph.can't.be.
1900 6d 6f 64 69 66 69 65 64 0a 0a 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20 modified......Notes.....-----...
1920 20 20 54 6f 20 22 75 6e 66 72 65 65 7a 65 22 20 61 20 67 72 61 70 68 20 79 6f 75 20 6d 75 73 74 ..To."unfreeze".a.graph.you.must
1940 20 6d 61 6b 65 20 61 20 63 6f 70 79 20 62 79 20 63 72 65 61 74 69 6e 67 20 61 20 6e 65 77 20 67 .make.a.copy.by.creating.a.new.g
1960 72 61 70 68 20 6f 62 6a 65 63 74 3a 0a 0a 20 20 20 20 3e 3e 3e 20 67 72 61 70 68 20 3d 20 6e 78 raph.object:......>>>.graph.=.nx
1980 2e 70 61 74 68 5f 67 72 61 70 68 28 34 29 0a 20 20 20 20 3e 3e 3e 20 66 72 6f 7a 65 6e 5f 67 72 .path_graph(4).....>>>.frozen_gr
19a0 61 70 68 20 3d 20 6e 78 2e 66 72 65 65 7a 65 28 67 72 61 70 68 29 0a 20 20 20 20 3e 3e 3e 20 75 aph.=.nx.freeze(graph).....>>>.u
19c0 6e 66 72 6f 7a 65 6e 5f 67 72 61 70 68 20 3d 20 6e 78 2e 47 72 61 70 68 28 66 72 6f 7a 65 6e 5f nfrozen_graph.=.nx.Graph(frozen_
19e0 67 72 61 70 68 29 0a 20 20 20 20 3e 3e 3e 20 6e 78 2e 69 73 5f 66 72 6f 7a 65 6e 28 75 6e 66 72 graph).....>>>.nx.is_frozen(unfr
1a00 6f 7a 65 6e 5f 67 72 61 70 68 29 0a 20 20 20 20 46 61 6c 73 65 0a 0a 20 20 20 20 53 65 65 20 41 ozen_graph).....False......See.A
1a20 6c 73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 69 73 5f 66 72 6f 7a 65 6e 0a 20 lso.....--------.....is_frozen..
1a40 20 20 20 54 29 0c 72 53 00 00 00 da 08 61 64 64 5f 6e 6f 64 65 da 0e 61 64 64 5f 6e 6f 64 65 73 ...T).rS.....add_node..add_nodes
1a60 5f 66 72 6f 6d da 0b 72 65 6d 6f 76 65 5f 6e 6f 64 65 da 11 72 65 6d 6f 76 65 5f 6e 6f 64 65 73 _from..remove_node..remove_nodes
1a80 5f 66 72 6f 6d da 08 61 64 64 5f 65 64 67 65 da 0e 61 64 64 5f 65 64 67 65 73 5f 66 72 6f 6d da _from..add_edge..add_edges_from.
1aa0 17 61 64 64 5f 77 65 69 67 68 74 65 64 5f 65 64 67 65 73 5f 66 72 6f 6d da 0b 72 65 6d 6f 76 65 .add_weighted_edges_from..remove
1ac0 5f 65 64 67 65 da 11 72 65 6d 6f 76 65 5f 65 64 67 65 73 5f 66 72 6f 6d da 05 63 6c 65 61 72 da _edge..remove_edges_from..clear.
1ae0 0b 63 6c 65 61 72 5f 65 64 67 65 73 72 2f 00 00 00 73 01 00 00 00 20 72 31 00 00 00 72 10 00 00 .clear_edgesr/...s.....r1...r...
1b00 00 72 10 00 00 00 ad 00 00 00 73 63 00 00 00 80 00 f4 46 01 00 12 18 80 41 84 4a dc 17 1d 80 41 .r........sc......F.....A.J....A
1b20 d4 04 14 dc 14 1a 80 41 84 4d dc 1a 20 80 41 d4 04 17 dc 11 17 80 41 84 4a dc 17 1d 80 41 d4 04 .......A.M....A.......A.J....A..
1b40 14 dc 20 26 80 41 d4 04 1d dc 14 1a 80 41 84 4d dc 1a 20 80 41 d4 04 17 dc 0e 14 80 41 84 47 dc ...&.A.......A.M....A.......A.G.
1b60 14 1a 80 41 84 4d d8 0f 13 80 41 84 48 d8 0b 0c 80 48 72 32 00 00 00 63 01 00 00 00 00 00 00 00 ...A.M....A.H....Hr2...c........
1b80 00 00 00 00 04 00 00 00 03 00 00 00 f3 3a 00 00 00 97 00 09 00 7c 00 6a 00 00 00 00 00 00 00 00 .............:.......|.j........
1ba0 00 00 00 00 00 00 00 00 00 00 00 53 00 23 00 74 02 00 00 00 00 00 00 00 00 24 00 72 03 01 00 59 ...........S.#.t.........$.r...Y
1bc0 00 79 01 77 00 78 03 59 00 77 01 29 02 7a 8f 52 65 74 75 72 6e 73 20 54 72 75 65 20 69 66 20 67 .y.w.x.Y.w.).z.Returns.True.if.g
1be0 72 61 70 68 20 69 73 20 66 72 6f 7a 65 6e 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a raph.is.frozen.......Parameters.
1c00 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 47 20 3a 20 67 72 61 70 68 0a 20 20 20 ....----------.....G.:.graph....
1c20 20 20 20 41 20 4e 65 74 77 6f 72 6b 58 20 67 72 61 70 68 0a 0a 20 20 20 20 53 65 65 20 41 6c 73 ...A.NetworkX.graph......See.Als
1c40 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 66 72 65 65 7a 65 0a 20 20 20 20 46 29 o.....--------.....freeze.....F)
1c60 02 72 53 00 00 00 da 0e 41 74 74 72 69 62 75 74 65 45 72 72 6f 72 72 2f 00 00 00 73 01 00 00 00 .rS.....AttributeErrorr/...s....
1c80 20 72 31 00 00 00 72 11 00 00 00 72 11 00 00 00 df 00 00 00 73 22 00 00 00 80 00 f0 18 03 05 15 .r1...r....r........s"..........
1ca0 d8 0f 10 8f 78 89 78 88 0f f8 dc 0b 19 f2 00 01 05 15 d9 0f 14 f0 03 01 05 15 fa 73 0c 00 00 00 ....x.x....................s....
1cc0 82 0b 0e 00 8e 09 1a 03 99 01 1a 03 63 02 00 00 00 00 00 00 00 00 00 00 00 05 00 00 00 0b 00 00 ............c...................
1ce0 00 f3 b0 00 00 00 87 05 97 00 74 01 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 7d 03 ..........t.........|.........}.
1d00 09 00 74 03 00 00 00 00 00 00 00 00 7c 03 ab 01 00 00 00 00 00 00 8a 05 7c 00 6a 07 00 00 00 00 ..t.........|...........|.j.....
1d20 00 00 00 00 00 00 00 00 00 00 00 00 00 00 89 05 ab 01 00 00 00 00 00 00 01 00 88 05 66 01 64 02 ............................f.d.
1d40 84 08 7c 03 44 00 ab 00 00 00 00 00 00 00 7d 04 02 00 7c 00 6a 08 00 00 00 00 00 00 00 00 00 00 ..|.D.........}...|.j...........
1d60 00 00 00 00 00 00 00 00 7c 04 66 01 69 00 7c 02 a4 01 8e 01 01 00 79 01 23 00 74 04 00 00 00 00 ........|.f.i.|.......y.#.t.....
1d80 00 00 00 00 24 00 72 03 01 00 59 00 79 01 77 00 78 03 59 00 77 01 29 03 61 50 02 00 00 41 64 64 ....$.r...Y.y.w.x.Y.w.).aP...Add
1da0 20 61 20 73 74 61 72 20 74 6f 20 47 72 61 70 68 20 47 5f 74 6f 5f 61 64 64 5f 74 6f 2e 0a 0a 20 .a.star.to.Graph.G_to_add_to....
1dc0 20 20 20 54 68 65 20 66 69 72 73 74 20 6e 6f 64 65 20 69 6e 20 60 6e 6f 64 65 73 5f 66 6f 72 5f ...The.first.node.in.`nodes_for_
1de0 73 74 61 72 60 20 69 73 20 74 68 65 20 6d 69 64 64 6c 65 20 6f 66 20 74 68 65 20 73 74 61 72 2e star`.is.the.middle.of.the.star.
1e00 0a 20 20 20 20 49 74 20 69 73 20 63 6f 6e 6e 65 63 74 65 64 20 74 6f 20 61 6c 6c 20 6f 74 68 65 .....It.is.connected.to.all.othe
1e20 72 20 6e 6f 64 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 r.nodes.......Parameters.....---
1e40 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 47 5f 74 6f 5f 61 64 64 5f 74 6f 20 3a 20 67 72 61 70 68 0a -------.....G_to_add_to.:.graph.
1e60 20 20 20 20 20 20 20 20 41 20 4e 65 74 77 6f 72 6b 58 20 67 72 61 70 68 0a 20 20 20 20 6e 6f 64 ........A.NetworkX.graph.....nod
1e80 65 73 5f 66 6f 72 5f 73 74 61 72 20 3a 20 69 74 65 72 61 62 6c 65 20 63 6f 6e 74 61 69 6e 65 72 es_for_star.:.iterable.container
1ea0 0a 20 20 20 20 20 20 20 20 41 20 63 6f 6e 74 61 69 6e 65 72 20 6f 66 20 6e 6f 64 65 73 2e 0a 20 .........A.container.of.nodes...
1ec0 20 20 20 61 74 74 72 20 3a 20 6b 65 79 77 6f 72 64 20 61 72 67 75 6d 65 6e 74 73 2c 20 6f 70 74 ...attr.:.keyword.arguments,.opt
1ee0 69 6f 6e 61 6c 20 28 64 65 66 61 75 6c 74 3d 20 6e 6f 20 61 74 74 72 69 62 75 74 65 73 29 0a 20 ional.(default=.no.attributes)..
1f00 20 20 20 20 20 20 20 41 74 74 72 69 62 75 74 65 73 20 74 6f 20 61 64 64 20 74 6f 20 65 76 65 72 .......Attributes.to.add.to.ever
1f20 79 20 65 64 67 65 20 69 6e 20 73 74 61 72 2e 0a 0a 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 y.edge.in.star.......See.Also...
1f40 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 61 64 64 5f 70 61 74 68 2c 20 61 64 64 5f 63 79 63 ..--------.....add_path,.add_cyc
1f60 6c 65 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 le......Examples.....--------...
1f80 20 20 3e 3e 3e 20 47 20 3d 20 6e 78 2e 47 72 61 70 68 28 29 0a 20 20 20 20 3e 3e 3e 20 6e 78 2e ..>>>.G.=.nx.Graph().....>>>.nx.
1fa0 61 64 64 5f 73 74 61 72 28 47 2c 20 5b 30 2c 20 31 2c 20 32 2c 20 33 5d 29 0a 20 20 20 20 3e 3e add_star(G,.[0,.1,.2,.3]).....>>
1fc0 3e 20 6e 78 2e 61 64 64 5f 73 74 61 72 28 47 2c 20 5b 31 30 2c 20 31 31 2c 20 31 32 5d 2c 20 77 >.nx.add_star(G,.[10,.11,.12],.w
1fe0 65 69 67 68 74 3d 32 29 0a 20 20 20 20 4e 63 01 00 00 00 00 00 00 00 00 00 00 00 03 00 00 00 33 eight=2).....Nc................3
2000 00 00 00 f3 26 00 00 00 95 01 4b 00 01 00 97 00 7c 00 5d 08 00 00 7d 01 89 02 7c 01 66 02 96 01 ....&.....K.....|.]...}...|.f...
2020 97 01 01 00 8c 0a 04 00 79 00 ad 03 77 01 72 44 00 00 00 72 45 00 00 00 29 03 72 46 00 00 00 72 ........y...w.rD...rE...).rF...r
2040 39 00 00 00 da 01 76 73 03 00 00 00 20 20 80 72 31 00 00 00 72 47 00 00 00 7a 1b 61 64 64 5f 73 9.....vs.......r1...rG...z.add_s
2060 74 61 72 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e 10 01 00 00 73 15 00 00 00 f8 tar.<locals>.<genexpr>....s.....
2080 e8 00 f8 80 00 d2 0c 23 98 01 88 61 90 11 8c 56 d1 0c 23 f9 73 04 00 00 00 83 0e 11 01 29 05 da .......#...a...V..#.s........)..
20a0 04 69 74 65 72 da 04 6e 65 78 74 da 0d 53 74 6f 70 49 74 65 72 61 74 69 6f 6e 72 55 00 00 00 72 .iter..next..StopIterationrU...r
20c0 5a 00 00 00 29 06 da 0b 47 5f 74 6f 5f 61 64 64 5f 74 6f da 0e 6e 6f 64 65 73 5f 66 6f 72 5f 73 Z...)...G_to_add_to..nodes_for_s
20e0 74 61 72 da 04 61 74 74 72 da 05 6e 6c 69 73 74 72 08 00 00 00 72 64 00 00 00 73 06 00 00 00 20 tar..attr..nlistr....rd...s.....
2100 20 20 20 20 40 72 31 00 00 00 72 18 00 00 00 72 18 00 00 00 f1 00 00 00 73 60 00 00 00 f8 80 00 ....@r1...r....r........s`......
2120 f4 32 00 0d 11 90 1e d3 0c 20 80 45 f0 02 03 05 0f dc 0c 10 90 15 8b 4b 88 01 f0 06 00 05 10 d7 .2.........E...........K........
2140 04 18 d1 04 18 98 11 d4 04 1b db 0c 23 98 55 d4 0c 23 80 45 d8 04 1e 80 4b d7 04 1e d1 04 1e 98 ............#.U..#.E....K.......
2160 75 d1 04 2d a8 04 d3 04 2d f8 f4 09 00 0c 19 f2 00 01 05 0f d9 08 0e f0 03 01 05 0f fa 73 11 00 u..-....-....................s..
2180 00 00 8e 0b 41 09 00 c1 09 09 41 15 03 c1 14 01 41 15 03 63 02 00 00 00 00 00 00 00 00 00 00 00 ....A.....A.....A..c............
21a0 08 00 00 00 0b 00 00 00 f3 c0 00 00 00 97 00 74 01 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 ...............t.........|......
21c0 00 00 00 7d 03 09 00 74 03 00 00 00 00 00 00 00 00 7c 03 ab 01 00 00 00 00 00 00 7d 04 7c 00 6a ...}...t.........|.........}.|.j
21e0 07 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 04 ab 01 00 00 00 00 00 00 01 00 02 ...................|............
2200 00 7c 00 6a 08 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 74 0b 00 00 00 00 00 00 00 .|.j...................t........
2220 00 74 0d 00 00 00 00 00 00 00 00 7c 04 66 01 7c 03 ab 02 00 00 00 00 00 00 ab 01 00 00 00 00 00 .t.........|.f.|................
2240 00 66 01 69 00 7c 02 a4 01 8e 01 01 00 79 01 23 00 74 04 00 00 00 00 00 00 00 00 24 00 72 03 01 .f.i.|.......y.#.t.........$.r..
2260 00 59 00 79 01 77 00 78 03 59 00 77 01 29 02 61 3f 02 00 00 41 64 64 20 61 20 70 61 74 68 20 74 .Y.y.w.x.Y.w.).a?...Add.a.path.t
2280 6f 20 74 68 65 20 47 72 61 70 68 20 47 5f 74 6f 5f 61 64 64 5f 74 6f 2e 0a 0a 20 20 20 20 50 61 o.the.Graph.G_to_add_to.......Pa
22a0 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 47 5f 74 6f rameters.....----------.....G_to
22c0 5f 61 64 64 5f 74 6f 20 3a 20 67 72 61 70 68 0a 20 20 20 20 20 20 20 20 41 20 4e 65 74 77 6f 72 _add_to.:.graph.........A.Networ
22e0 6b 58 20 67 72 61 70 68 0a 20 20 20 20 6e 6f 64 65 73 5f 66 6f 72 5f 70 61 74 68 20 3a 20 69 74 kX.graph.....nodes_for_path.:.it
2300 65 72 61 62 6c 65 20 63 6f 6e 74 61 69 6e 65 72 0a 20 20 20 20 20 20 20 20 41 20 63 6f 6e 74 61 erable.container.........A.conta
2320 69 6e 65 72 20 6f 66 20 6e 6f 64 65 73 2e 20 20 41 20 70 61 74 68 20 77 69 6c 6c 20 62 65 20 63 iner.of.nodes...A.path.will.be.c
2340 6f 6e 73 74 72 75 63 74 65 64 20 66 72 6f 6d 0a 20 20 20 20 20 20 20 20 74 68 65 20 6e 6f 64 65 onstructed.from.........the.node
2360 73 20 28 69 6e 20 6f 72 64 65 72 29 20 61 6e 64 20 61 64 64 65 64 20 74 6f 20 74 68 65 20 67 72 s.(in.order).and.added.to.the.gr
2380 61 70 68 2e 0a 20 20 20 20 61 74 74 72 20 3a 20 6b 65 79 77 6f 72 64 20 61 72 67 75 6d 65 6e 74 aph......attr.:.keyword.argument
23a0 73 2c 20 6f 70 74 69 6f 6e 61 6c 20 28 64 65 66 61 75 6c 74 3d 20 6e 6f 20 61 74 74 72 69 62 75 s,.optional.(default=.no.attribu
23c0 74 65 73 29 0a 20 20 20 20 20 20 20 20 41 74 74 72 69 62 75 74 65 73 20 74 6f 20 61 64 64 20 74 tes).........Attributes.to.add.t
23e0 6f 20 65 76 65 72 79 20 65 64 67 65 20 69 6e 20 70 61 74 68 2e 0a 0a 20 20 20 20 53 65 65 20 41 o.every.edge.in.path.......See.A
2400 6c 73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 61 64 64 5f 73 74 61 72 2c 20 61 lso.....--------.....add_star,.a
2420 64 64 5f 63 79 63 6c 65 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d dd_cycle......Examples.....-----
2440 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 47 20 3d 20 6e 78 2e 47 72 61 70 68 28 29 0a 20 20 20 20 3e ---.....>>>.G.=.nx.Graph().....>
2460 3e 3e 20 6e 78 2e 61 64 64 5f 70 61 74 68 28 47 2c 20 5b 30 2c 20 31 2c 20 32 2c 20 33 5d 29 0a >>.nx.add_path(G,.[0,.1,.2,.3]).
2480 20 20 20 20 3e 3e 3e 20 6e 78 2e 61 64 64 5f 70 61 74 68 28 47 2c 20 5b 31 30 2c 20 31 31 2c 20 ....>>>.nx.add_path(G,.[10,.11,.
24a0 31 32 5d 2c 20 77 65 69 67 68 74 3d 37 29 0a 20 20 20 20 4e a9 07 72 65 00 00 00 72 66 00 00 00 12],.weight=7).....N..re...rf...
24c0 72 67 00 00 00 72 55 00 00 00 72 5a 00 00 00 72 06 00 00 00 72 04 00 00 00 29 05 72 68 00 00 00 rg...rU...rZ...r....r....).rh...
24e0 da 0e 6e 6f 64 65 73 5f 66 6f 72 5f 70 61 74 68 72 6a 00 00 00 72 6b 00 00 00 da 0a 66 69 72 73 ..nodes_for_pathrj...rk.....firs
2500 74 5f 6e 6f 64 65 73 05 00 00 00 20 20 20 20 20 72 31 00 00 00 72 19 00 00 00 72 19 00 00 00 14 t_nodes.........r1...r....r.....
2520 01 00 00 73 63 00 00 00 80 00 f4 2e 00 0d 11 90 1e d3 0c 20 80 45 f0 02 03 05 0f dc 15 19 98 25 ...sc................E.........%
2540 93 5b 88 0a f0 06 00 05 10 d7 04 18 d1 04 18 98 1a d4 04 24 d8 04 1e 80 4b d7 04 1e d1 04 1e 9c .[.................$....K.......
2560 78 ac 05 a8 7a a8 6d b8 55 d3 28 43 d3 1f 44 d1 04 4d c8 04 d3 04 4d f8 f4 07 00 0c 19 f2 00 01 x...z.m.U.(C..D..M....M.........
2580 05 0f d9 08 0e f0 03 01 05 0f fa 73 11 00 00 00 8d 0b 41 11 00 c1 11 09 41 1d 03 c1 1c 01 41 1d ...........s......A.....A.....A.
25a0 03 63 02 00 00 00 00 00 00 00 00 00 00 00 08 00 00 00 0b 00 00 00 f3 c4 00 00 00 97 00 74 01 00 .c...........................t..
25c0 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 7d 03 09 00 74 03 00 00 00 00 00 00 00 00 7c .......|.........}...t.........|
25e0 03 ab 01 00 00 00 00 00 00 7d 04 7c 00 6a 07 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 .........}.|.j..................
2600 00 7c 04 ab 01 00 00 00 00 00 00 01 00 02 00 7c 00 6a 08 00 00 00 00 00 00 00 00 00 00 00 00 00 .|.............|.j..............
2620 00 00 00 00 00 74 0b 00 00 00 00 00 00 00 00 74 0d 00 00 00 00 00 00 00 00 7c 04 66 01 7c 03 ab .....t.........t.........|.f.|..
2640 02 00 00 00 00 00 00 64 02 ac 03 ab 02 00 00 00 00 00 00 66 01 69 00 7c 02 a4 01 8e 01 01 00 79 .......d...........f.i.|.......y
2660 01 23 00 74 04 00 00 00 00 00 00 00 00 24 00 72 03 01 00 59 00 79 01 77 00 78 03 59 00 77 01 29 .#.t.........$.r...Y.y.w.x.Y.w.)
2680 04 61 70 02 00 00 41 64 64 20 61 20 63 79 63 6c 65 20 74 6f 20 74 68 65 20 47 72 61 70 68 20 47 .ap...Add.a.cycle.to.the.Graph.G
26a0 5f 74 6f 5f 61 64 64 5f 74 6f 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 _to_add_to.......Parameters.....
26c0 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 47 5f 74 6f 5f 61 64 64 5f 74 6f 20 3a 20 67 72 61 ----------.....G_to_add_to.:.gra
26e0 70 68 0a 20 20 20 20 20 20 20 20 41 20 4e 65 74 77 6f 72 6b 58 20 67 72 61 70 68 0a 20 20 20 20 ph.........A.NetworkX.graph.....
2700 6e 6f 64 65 73 5f 66 6f 72 5f 63 79 63 6c 65 3a 20 69 74 65 72 61 62 6c 65 20 63 6f 6e 74 61 69 nodes_for_cycle:.iterable.contai
2720 6e 65 72 0a 20 20 20 20 20 20 20 20 41 20 63 6f 6e 74 61 69 6e 65 72 20 6f 66 20 6e 6f 64 65 73 ner.........A.container.of.nodes
2740 2e 20 20 41 20 63 79 63 6c 65 20 77 69 6c 6c 20 62 65 20 63 6f 6e 73 74 72 75 63 74 65 64 20 66 ...A.cycle.will.be.constructed.f
2760 72 6f 6d 0a 20 20 20 20 20 20 20 20 74 68 65 20 6e 6f 64 65 73 20 28 69 6e 20 6f 72 64 65 72 29 rom.........the.nodes.(in.order)
2780 20 61 6e 64 20 61 64 64 65 64 20 74 6f 20 74 68 65 20 67 72 61 70 68 2e 0a 20 20 20 20 61 74 74 .and.added.to.the.graph......att
27a0 72 20 3a 20 6b 65 79 77 6f 72 64 20 61 72 67 75 6d 65 6e 74 73 2c 20 6f 70 74 69 6f 6e 61 6c 20 r.:.keyword.arguments,.optional.
27c0 28 64 65 66 61 75 6c 74 3d 20 6e 6f 20 61 74 74 72 69 62 75 74 65 73 29 0a 20 20 20 20 20 20 20 (default=.no.attributes)........
27e0 20 41 74 74 72 69 62 75 74 65 73 20 74 6f 20 61 64 64 20 74 6f 20 65 76 65 72 79 20 65 64 67 65 .Attributes.to.add.to.every.edge
2800 20 69 6e 20 63 79 63 6c 65 2e 0a 0a 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 2d 2d 2d .in.cycle.......See.Also.....---
2820 2d 2d 2d 2d 2d 0a 20 20 20 20 61 64 64 5f 70 61 74 68 2c 20 61 64 64 5f 73 74 61 72 0a 0a 20 20 -----.....add_path,.add_star....
2840 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 20 ..Examples.....--------.....>>>.
2860 47 20 3d 20 6e 78 2e 47 72 61 70 68 28 29 20 20 23 20 6f 72 20 44 69 47 72 61 70 68 2c 20 4d 75 G.=.nx.Graph()..#.or.DiGraph,.Mu
2880 6c 74 69 47 72 61 70 68 2c 20 4d 75 6c 74 69 44 69 47 72 61 70 68 2c 20 65 74 63 0a 20 20 20 20 ltiGraph,.MultiDiGraph,.etc.....
28a0 3e 3e 3e 20 6e 78 2e 61 64 64 5f 63 79 63 6c 65 28 47 2c 20 5b 30 2c 20 31 2c 20 32 2c 20 33 5d >>>.nx.add_cycle(G,.[0,.1,.2,.3]
28c0 29 0a 20 20 20 20 3e 3e 3e 20 6e 78 2e 61 64 64 5f 63 79 63 6c 65 28 47 2c 20 5b 31 30 2c 20 31 ).....>>>.nx.add_cycle(G,.[10,.1
28e0 31 2c 20 31 32 5d 2c 20 77 65 69 67 68 74 3d 37 29 0a 20 20 20 20 4e 54 29 01 da 06 63 79 63 6c 1,.12],.weight=7).....NT)...cycl
2900 69 63 72 6d 00 00 00 29 05 72 68 00 00 00 da 0f 6e 6f 64 65 73 5f 66 6f 72 5f 63 79 63 6c 65 72 icrm...).rh.....nodes_for_cycler
2920 6a 00 00 00 72 6b 00 00 00 72 6f 00 00 00 73 05 00 00 00 20 20 20 20 20 72 31 00 00 00 72 1a 00 j...rk...ro...s.........r1...r..
2940 00 00 72 1a 00 00 00 34 01 00 00 73 6b 00 00 00 80 00 f4 2e 00 0d 11 90 1f d3 0c 21 80 45 f0 02 ..r....4...sk..............!.E..
2960 03 05 0f dc 15 19 98 25 93 5b 88 0a f0 06 00 05 10 d7 04 18 d1 04 18 98 1a d4 04 24 d8 04 1e 80 .......%.[.................$....
2980 4b d7 04 1e d1 04 1e dc 08 10 94 15 98 0a 90 7d a0 65 d3 11 2c b0 54 d4 08 3a f1 03 02 05 06 d8 K..............}.e..,.T..:......
29a0 3e 42 f3 03 02 05 06 f8 f4 07 00 0c 19 f2 00 01 05 0f d9 08 0e f0 03 01 05 0f fa 73 11 00 00 00 >B.........................s....
29c0 8d 0b 41 13 00 c1 13 09 41 1f 03 c1 1e 01 41 1f 03 63 02 00 00 00 00 00 00 00 00 00 00 00 03 00 ..A.....A.....A..c..............
29e0 00 00 03 00 00 00 f3 24 00 00 00 97 00 7c 00 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 .......$.....|.j................
2a00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 53 00 29 01 61 39 02 00 00 52 65 74 75 72 6e 73 20 74 68 ...|.........S.).a9...Returns.th
2a20 65 20 73 75 62 67 72 61 70 68 20 69 6e 64 75 63 65 64 20 6f 6e 20 6e 6f 64 65 73 20 69 6e 20 6e e.subgraph.induced.on.nodes.in.n
2a40 62 75 6e 63 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 bunch.......Parameters.....-----
2a60 2d 2d 2d 2d 2d 0a 20 20 20 20 47 20 3a 20 67 72 61 70 68 0a 20 20 20 20 20 20 20 41 20 4e 65 74 -----.....G.:.graph........A.Net
2a80 77 6f 72 6b 58 20 67 72 61 70 68 0a 0a 20 20 20 20 6e 62 75 6e 63 68 20 3a 20 6c 69 73 74 2c 20 workX.graph......nbunch.:.list,.
2aa0 69 74 65 72 61 62 6c 65 0a 20 20 20 20 20 20 20 41 20 63 6f 6e 74 61 69 6e 65 72 20 6f 66 20 6e iterable........A.container.of.n
2ac0 6f 64 65 73 20 74 68 61 74 20 77 69 6c 6c 20 62 65 20 69 74 65 72 61 74 65 64 20 74 68 72 6f 75 odes.that.will.be.iterated.throu
2ae0 67 68 20 6f 6e 63 65 20 28 74 68 75 73 0a 20 20 20 20 20 20 20 69 74 20 73 68 6f 75 6c 64 20 62 gh.once.(thus........it.should.b
2b00 65 20 61 6e 20 69 74 65 72 61 74 6f 72 20 6f 72 20 62 65 20 69 74 65 72 61 62 6c 65 29 2e 20 20 e.an.iterator.or.be.iterable)...
2b20 45 61 63 68 20 65 6c 65 6d 65 6e 74 20 6f 66 20 74 68 65 0a 20 20 20 20 20 20 20 63 6f 6e 74 61 Each.element.of.the........conta
2b40 69 6e 65 72 20 73 68 6f 75 6c 64 20 62 65 20 61 20 76 61 6c 69 64 20 6e 6f 64 65 20 74 79 70 65 iner.should.be.a.valid.node.type
2b60 3a 20 61 6e 79 20 68 61 73 68 61 62 6c 65 20 74 79 70 65 20 65 78 63 65 70 74 0a 20 20 20 20 20 :.any.hashable.type.except......
2b80 20 20 4e 6f 6e 65 2e 20 20 49 66 20 6e 62 75 6e 63 68 20 69 73 20 4e 6f 6e 65 2c 20 72 65 74 75 ..None...If.nbunch.is.None,.retu
2ba0 72 6e 20 61 6c 6c 20 65 64 67 65 73 20 64 61 74 61 20 69 6e 20 74 68 65 20 67 72 61 70 68 2e 0a rn.all.edges.data.in.the.graph..
2bc0 20 20 20 20 20 20 20 4e 6f 64 65 73 20 69 6e 20 6e 62 75 6e 63 68 20 74 68 61 74 20 61 72 65 20 .......Nodes.in.nbunch.that.are.
2be0 6e 6f 74 20 69 6e 20 74 68 65 20 67 72 61 70 68 20 77 69 6c 6c 20 62 65 20 28 71 75 69 65 74 6c not.in.the.graph.will.be.(quietl
2c00 79 29 0a 20 20 20 20 20 20 20 69 67 6e 6f 72 65 64 2e 0a 0a 20 20 20 20 4e 6f 74 65 73 0a 20 20 y)........ignored.......Notes...
2c20 20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 73 75 62 67 72 61 70 68 28 47 29 20 63 61 6c 6c 73 20 47 2e ..-----.....subgraph(G).calls.G.
2c40 73 75 62 67 72 61 70 68 28 29 0a 20 20 20 20 29 01 72 12 00 00 00 72 34 00 00 00 73 02 00 00 00 subgraph().....).r....r4...s....
2c60 20 20 72 31 00 00 00 72 12 00 00 00 72 12 00 00 00 56 01 00 00 73 13 00 00 00 80 00 f0 28 00 0c ..r1...r....r....V...s.......(..
2c80 0d 8f 3a 89 3a 90 66 d3 0b 1d d0 04 1d 72 32 00 00 00 63 02 00 00 00 00 00 00 00 00 00 00 00 05 ..:.:.f......r2...c.............
2ca0 00 00 00 03 00 00 00 f3 8c 00 00 00 97 00 74 00 00 00 00 00 00 00 00 00 6a 02 00 00 00 00 00 00 ..............t.........j.......
2cc0 00 00 00 00 00 00 00 00 00 00 00 00 6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ............j...................
2ce0 7c 00 6a 07 00 00 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 |.j...................|.........
2d00 ab 01 00 00 00 00 00 00 7d 02 74 01 00 00 00 00 00 00 00 00 6a 08 00 00 00 00 00 00 00 00 00 00 ........}.t.........j...........
2d20 00 00 00 00 00 00 00 00 7c 00 7c 02 ac 01 ab 02 00 00 00 00 00 00 53 00 29 02 61 dd 05 00 00 52 ........|.|...........S.).a....R
2d40 65 74 75 72 6e 73 20 61 20 53 75 62 47 72 61 70 68 20 76 69 65 77 20 6f 66 20 60 47 60 20 73 68 eturns.a.SubGraph.view.of.`G`.sh
2d60 6f 77 69 6e 67 20 6f 6e 6c 79 20 6e 6f 64 65 73 20 69 6e 20 6e 62 75 6e 63 68 2e 0a 0a 20 20 20 owing.only.nodes.in.nbunch......
2d80 20 54 68 65 20 69 6e 64 75 63 65 64 20 73 75 62 67 72 61 70 68 20 6f 66 20 61 20 67 72 61 70 68 .The.induced.subgraph.of.a.graph
2da0 20 6f 6e 20 61 20 73 65 74 20 6f 66 20 6e 6f 64 65 73 20 4e 20 69 73 20 74 68 65 0a 20 20 20 20 .on.a.set.of.nodes.N.is.the.....
2dc0 67 72 61 70 68 20 77 69 74 68 20 6e 6f 64 65 73 20 4e 20 61 6e 64 20 65 64 67 65 73 20 66 72 6f graph.with.nodes.N.and.edges.fro
2de0 6d 20 47 20 77 68 69 63 68 20 68 61 76 65 20 62 6f 74 68 20 65 6e 64 73 20 69 6e 20 4e 2e 0a 0a m.G.which.have.both.ends.in.N...
2e00 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.....----------...
2e20 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 6e 62 75 6e 63 68 20 ..G.:.NetworkX.Graph.....nbunch.
2e40 3a 20 6e 6f 64 65 2c 20 63 6f 6e 74 61 69 6e 65 72 20 6f 66 20 6e 6f 64 65 73 20 6f 72 20 4e 6f :.node,.container.of.nodes.or.No
2e60 6e 65 20 28 66 6f 72 20 61 6c 6c 20 6e 6f 64 65 73 29 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a ne.(for.all.nodes)......Returns.
2e80 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 73 75 62 67 72 61 70 68 20 3a 20 53 75 62 47 72 ....-------.....subgraph.:.SubGr
2ea0 61 70 68 20 56 69 65 77 0a 20 20 20 20 20 20 20 20 41 20 72 65 61 64 2d 6f 6e 6c 79 20 76 69 65 aph.View.........A.read-only.vie
2ec0 77 20 6f 66 20 74 68 65 20 73 75 62 67 72 61 70 68 20 69 6e 20 60 47 60 20 69 6e 64 75 63 65 64 w.of.the.subgraph.in.`G`.induced
2ee0 20 62 79 20 74 68 65 20 6e 6f 64 65 73 2e 0a 20 20 20 20 20 20 20 20 43 68 61 6e 67 65 73 20 74 .by.the.nodes..........Changes.t
2f00 6f 20 74 68 65 20 67 72 61 70 68 20 60 47 60 20 77 69 6c 6c 20 62 65 20 72 65 66 6c 65 63 74 65 o.the.graph.`G`.will.be.reflecte
2f20 64 20 69 6e 20 74 68 65 20 76 69 65 77 2e 0a 0a 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 2d 2d d.in.the.view.......Notes.....--
2f40 2d 2d 2d 0a 20 20 20 20 54 6f 20 63 72 65 61 74 65 20 61 20 6d 75 74 61 62 6c 65 20 73 75 62 67 ---.....To.create.a.mutable.subg
2f60 72 61 70 68 20 77 69 74 68 20 69 74 73 20 6f 77 6e 20 63 6f 70 69 65 73 20 6f 66 20 6e 6f 64 65 raph.with.its.own.copies.of.node
2f80 73 0a 20 20 20 20 65 64 67 65 73 20 61 6e 64 20 61 74 74 72 69 62 75 74 65 73 20 75 73 65 20 60 s.....edges.and.attributes.use.`
2fa0 73 75 62 67 72 61 70 68 2e 63 6f 70 79 28 29 60 20 6f 72 20 60 47 72 61 70 68 28 73 75 62 67 72 subgraph.copy()`.or.`Graph(subgr
2fc0 61 70 68 29 60 0a 0a 20 20 20 20 46 6f 72 20 61 6e 20 69 6e 70 6c 61 63 65 20 72 65 64 75 63 74 aph)`......For.an.inplace.reduct
2fe0 69 6f 6e 20 6f 66 20 61 20 67 72 61 70 68 20 74 6f 20 61 20 73 75 62 67 72 61 70 68 20 79 6f 75 ion.of.a.graph.to.a.subgraph.you
3000 20 63 61 6e 20 72 65 6d 6f 76 65 20 6e 6f 64 65 73 3a 0a 20 20 20 20 60 47 2e 72 65 6d 6f 76 65 .can.remove.nodes:.....`G.remove
3020 5f 6e 6f 64 65 73 5f 66 72 6f 6d 28 6e 20 69 6e 20 47 20 69 66 20 6e 20 6e 6f 74 20 69 6e 20 73 _nodes_from(n.in.G.if.n.not.in.s
3040 65 74 28 6e 62 75 6e 63 68 29 29 60 0a 0a 20 20 20 20 49 66 20 79 6f 75 20 61 72 65 20 67 6f 69 et(nbunch))`......If.you.are.goi
3060 6e 67 20 74 6f 20 63 6f 6d 70 75 74 65 20 73 75 62 67 72 61 70 68 73 20 6f 66 20 79 6f 75 72 20 ng.to.compute.subgraphs.of.your.
3080 73 75 62 67 72 61 70 68 73 20 79 6f 75 20 63 6f 75 6c 64 0a 20 20 20 20 65 6e 64 20 75 70 20 77 subgraphs.you.could.....end.up.w
30a0 69 74 68 20 61 20 63 68 61 69 6e 20 6f 66 20 76 69 65 77 73 20 74 68 61 74 20 63 61 6e 20 62 65 ith.a.chain.of.views.that.can.be
30c0 20 76 65 72 79 20 73 6c 6f 77 20 6f 6e 63 65 20 74 68 65 20 63 68 61 69 6e 0a 20 20 20 20 68 61 .very.slow.once.the.chain.....ha
30e0 73 20 61 62 6f 75 74 20 31 35 20 76 69 65 77 73 20 69 6e 20 69 74 2e 20 49 66 20 74 68 65 79 20 s.about.15.views.in.it..If.they.
3100 61 72 65 20 61 6c 6c 20 69 6e 64 75 63 65 64 20 73 75 62 67 72 61 70 68 73 2c 20 79 6f 75 0a 20 are.all.induced.subgraphs,.you..
3120 20 20 20 63 61 6e 20 73 68 6f 72 74 2d 63 75 74 20 74 68 65 20 63 68 61 69 6e 20 62 79 20 6d 61 ...can.short-cut.the.chain.by.ma
3140 6b 69 6e 67 20 74 68 65 6d 20 61 6c 6c 20 73 75 62 67 72 61 70 68 73 20 6f 66 20 74 68 65 20 6f king.them.all.subgraphs.of.the.o
3160 72 69 67 69 6e 61 6c 0a 20 20 20 20 67 72 61 70 68 2e 20 54 68 65 20 67 72 61 70 68 20 63 6c 61 riginal.....graph..The.graph.cla
3180 73 73 20 6d 65 74 68 6f 64 20 60 47 2e 73 75 62 67 72 61 70 68 60 20 64 6f 65 73 20 74 68 69 73 ss.method.`G.subgraph`.does.this
31a0 20 77 68 65 6e 20 60 47 60 20 69 73 0a 20 20 20 20 61 20 73 75 62 67 72 61 70 68 2e 20 49 6e 20 .when.`G`.is.....a.subgraph..In.
31c0 63 6f 6e 74 72 61 73 74 2c 20 74 68 69 73 20 66 75 6e 63 74 69 6f 6e 20 61 6c 6c 6f 77 73 20 79 contrast,.this.function.allows.y
31e0 6f 75 20 74 6f 20 63 68 6f 6f 73 65 20 74 6f 20 62 75 69 6c 64 0a 20 20 20 20 63 68 61 69 6e 73 ou.to.choose.to.build.....chains
3200 20 6f 72 20 6e 6f 74 2c 20 61 73 20 79 6f 75 20 77 69 73 68 2e 20 54 68 65 20 72 65 74 75 72 6e .or.not,.as.you.wish..The.return
3220 65 64 20 73 75 62 67 72 61 70 68 20 69 73 20 61 20 76 69 65 77 20 6f 6e 20 60 47 60 2e 0a 0a 20 ed.subgraph.is.a.view.on.`G`....
3240 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.....--------.....>>>
3260 20 47 20 3d 20 6e 78 2e 70 61 74 68 5f 67 72 61 70 68 28 34 29 20 20 23 20 6f 72 20 44 69 47 72 .G.=.nx.path_graph(4)..#.or.DiGr
3280 61 70 68 2c 20 4d 75 6c 74 69 47 72 61 70 68 2c 20 4d 75 6c 74 69 44 69 47 72 61 70 68 2c 20 65 aph,.MultiGraph,.MultiDiGraph,.e
32a0 74 63 0a 20 20 20 20 3e 3e 3e 20 48 20 3d 20 6e 78 2e 69 6e 64 75 63 65 64 5f 73 75 62 67 72 61 tc.....>>>.H.=.nx.induced_subgra
32c0 70 68 28 47 2c 20 5b 30 2c 20 31 2c 20 33 5d 29 0a 20 20 20 20 3e 3e 3e 20 6c 69 73 74 28 48 2e ph(G,.[0,.1,.3]).....>>>.list(H.
32e0 65 64 67 65 73 29 0a 20 20 20 20 5b 28 30 2c 20 31 29 5d 0a 20 20 20 20 3e 3e 3e 20 6c 69 73 74 edges).....[(0,.1)].....>>>.list
3300 28 48 2e 6e 6f 64 65 73 29 0a 20 20 20 20 5b 30 2c 20 31 2c 20 33 5d 0a 20 20 20 20 29 01 da 0b (H.nodes).....[0,.1,.3].....)...
3320 66 69 6c 74 65 72 5f 6e 6f 64 65 29 05 72 4f 00 00 00 da 07 66 69 6c 74 65 72 73 da 0a 73 68 6f filter_node).rO.....filters..sho
3340 77 5f 6e 6f 64 65 73 da 0b 6e 62 75 6e 63 68 5f 69 74 65 72 da 0d 73 75 62 67 72 61 70 68 5f 76 w_nodes..nbunch_iter..subgraph_v
3360 69 65 77 29 03 72 30 00 00 00 72 35 00 00 00 da 0d 69 6e 64 75 63 65 64 5f 6e 6f 64 65 73 73 03 iew).r0...r5.....induced_nodess.
3380 00 00 00 20 20 20 72 31 00 00 00 72 13 00 00 00 72 13 00 00 00 6d 01 00 00 73 35 00 00 00 80 00 ......r1...r....r....m...s5.....
33a0 f4 54 01 00 15 17 97 4a 91 4a d7 14 29 d1 14 29 a8 21 af 2d a9 2d b8 06 d3 2a 3f d3 14 40 80 4d .T.....J.J..)..).!.-.-...*?..@.M
33c0 dc 0b 0d d7 0b 1b d1 0b 1b 98 41 a8 3d d4 0b 39 d0 04 39 72 32 00 00 00 63 02 00 00 00 00 00 00 ..........A.=..9..9r2...c.......
33e0 00 00 00 00 00 06 00 00 00 03 00 00 00 f3 c2 01 00 00 97 00 74 00 00 00 00 00 00 00 00 00 6a 02 ....................t.........j.
3400 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7d 02 74 05 00 00 00 00 00 00 00 00 7c 01 ..................}.t.........|.
3420 ab 01 00 00 00 00 00 00 7d 01 74 05 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 7d 03 7c 01 ........}.t.................}.|.
3440 44 00 5d 16 00 00 7d 04 7c 03 6a 07 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 04 D.]...}.|.j...................|.
3460 64 01 64 02 1a 00 ab 01 00 00 00 00 00 00 01 00 8c 18 04 00 7c 02 6a 09 00 00 00 00 00 00 00 00 d.d.................|.j.........
3480 00 00 00 00 00 00 00 00 00 00 7c 03 ab 01 00 00 00 00 00 00 7d 05 7c 00 6a 0b 00 00 00 00 00 00 ..........|.........}.|.j.......
34a0 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 72 34 7c 00 6a 0d 00 00 00 00 00 00 ....................r4|.j.......
34c0 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 72 12 7c 02 6a 0f 00 00 00 00 00 00 ....................r.|.j.......
34e0 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 7d 06 6e 45 7c 02 6a 11 00 00 ............|.........}.nE|.j...
3500 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 7d 06 6e 33 7c 00 ................|.........}.n3|.
3520 6a 0d 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 72 12 7c 02 j...........................r.|.
3540 6a 13 00 00 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 7d 06 j...................|.........}.
3560 6e 11 7c 02 6a 15 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 n.|.j...................|.......
3580 00 00 7d 06 74 01 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 ..}.t.........j.................
35a0 00 00 7c 00 7c 05 7c 06 ac 03 ab 03 00 00 00 00 00 00 53 00 29 04 61 cd 04 00 00 52 65 74 75 72 ..|.|.|...........S.).a....Retur
35c0 6e 73 20 61 20 76 69 65 77 20 6f 66 20 74 68 65 20 73 75 62 67 72 61 70 68 20 69 6e 64 75 63 65 ns.a.view.of.the.subgraph.induce
35e0 64 20 62 79 20 74 68 65 20 73 70 65 63 69 66 69 65 64 20 65 64 67 65 73 2e 0a 0a 20 20 20 20 54 d.by.the.specified.edges.......T
3600 68 65 20 69 6e 64 75 63 65 64 20 73 75 62 67 72 61 70 68 20 63 6f 6e 74 61 69 6e 73 20 65 61 63 he.induced.subgraph.contains.eac
3620 68 20 65 64 67 65 20 69 6e 20 60 65 64 67 65 73 60 20 61 6e 64 20 65 61 63 68 0a 20 20 20 20 6e h.edge.in.`edges`.and.each.....n
3640 6f 64 65 20 69 6e 63 69 64 65 6e 74 20 74 6f 20 61 6e 79 20 6f 66 20 74 68 6f 73 65 20 65 64 67 ode.incident.to.any.of.those.edg
3660 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.....--------
3680 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 65 64 --.....G.:.NetworkX.Graph.....ed
36a0 67 65 73 20 3a 20 69 74 65 72 61 62 6c 65 0a 20 20 20 20 20 20 20 20 41 6e 20 69 74 65 72 61 62 ges.:.iterable.........An.iterab
36c0 6c 65 20 6f 66 20 65 64 67 65 73 2e 20 45 64 67 65 73 20 6e 6f 74 20 70 72 65 73 65 6e 74 20 69 le.of.edges..Edges.not.present.i
36e0 6e 20 60 47 60 20 61 72 65 20 69 67 6e 6f 72 65 64 2e 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a n.`G`.are.ignored.......Returns.
3700 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 73 75 62 67 72 61 70 68 20 3a 20 53 75 62 47 72 ....-------.....subgraph.:.SubGr
3720 61 70 68 20 56 69 65 77 0a 20 20 20 20 20 20 20 20 41 20 72 65 61 64 2d 6f 6e 6c 79 20 65 64 67 aph.View.........A.read-only.edg
3740 65 2d 69 6e 64 75 63 65 64 20 73 75 62 67 72 61 70 68 20 6f 66 20 60 47 60 2e 0a 20 20 20 20 20 e-induced.subgraph.of.`G`.......
3760 20 20 20 43 68 61 6e 67 65 73 20 74 6f 20 60 47 60 20 61 72 65 20 72 65 66 6c 65 63 74 65 64 20 ...Changes.to.`G`.are.reflected.
3780 69 6e 20 74 68 65 20 76 69 65 77 2e 0a 0a 20 20 20 20 4e 6f 74 65 73 0a 20 20 20 20 2d 2d 2d 2d in.the.view.......Notes.....----
37a0 2d 0a 20 20 20 20 54 6f 20 63 72 65 61 74 65 20 61 20 6d 75 74 61 62 6c 65 20 73 75 62 67 72 61 -.....To.create.a.mutable.subgra
37c0 70 68 20 77 69 74 68 20 69 74 73 20 6f 77 6e 20 63 6f 70 69 65 73 20 6f 66 20 6e 6f 64 65 73 0a ph.with.its.own.copies.of.nodes.
37e0 20 20 20 20 65 64 67 65 73 20 61 6e 64 20 61 74 74 72 69 62 75 74 65 73 20 75 73 65 20 60 73 75 ....edges.and.attributes.use.`su
3800 62 67 72 61 70 68 2e 63 6f 70 79 28 29 60 20 6f 72 20 60 47 72 61 70 68 28 73 75 62 67 72 61 70 bgraph.copy()`.or.`Graph(subgrap
3820 68 29 60 0a 0a 20 20 20 20 49 66 20 79 6f 75 20 63 72 65 61 74 65 20 61 20 73 75 62 67 72 61 70 h)`......If.you.create.a.subgrap
3840 68 20 6f 66 20 61 20 73 75 62 67 72 61 70 68 20 72 65 63 75 72 73 69 76 65 6c 79 20 79 6f 75 20 h.of.a.subgraph.recursively.you.
3860 63 61 6e 20 65 6e 64 20 75 70 0a 20 20 20 20 77 69 74 68 20 61 20 63 68 61 69 6e 20 6f 66 20 73 can.end.up.....with.a.chain.of.s
3880 75 62 67 72 61 70 68 73 20 74 68 61 74 20 62 65 63 6f 6d 65 73 20 76 65 72 79 20 73 6c 6f 77 20 ubgraphs.that.becomes.very.slow.
38a0 77 69 74 68 20 61 62 6f 75 74 20 31 35 0a 20 20 20 20 6e 65 73 74 65 64 20 73 75 62 67 72 61 70 with.about.15.....nested.subgrap
38c0 68 20 76 69 65 77 73 2e 20 4c 75 63 6b 69 6c 79 20 74 68 65 20 65 64 67 65 5f 73 75 62 67 72 61 h.views..Luckily.the.edge_subgra
38e0 70 68 20 66 69 6c 74 65 72 20 6e 65 73 74 73 0a 20 20 20 20 6e 69 63 65 6c 79 20 73 6f 20 79 6f ph.filter.nests.....nicely.so.yo
3900 75 20 63 61 6e 20 75 73 65 20 74 68 65 20 6f 72 69 67 69 6e 61 6c 20 67 72 61 70 68 20 61 73 20 u.can.use.the.original.graph.as.
3920 47 20 69 6e 20 74 68 69 73 20 66 75 6e 63 74 69 6f 6e 0a 20 20 20 20 74 6f 20 61 76 6f 69 64 20 G.in.this.function.....to.avoid.
3940 63 68 61 69 6e 73 2e 20 57 65 20 64 6f 20 6e 6f 74 20 72 75 6c 65 20 6f 75 74 20 63 68 61 69 6e chains..We.do.not.rule.out.chain
3960 73 20 70 72 6f 67 72 61 6d 6d 61 74 69 63 61 6c 6c 79 20 73 6f 0a 20 20 20 20 74 68 61 74 20 6f s.programmatically.so.....that.o
3980 64 64 20 63 61 73 65 73 20 6c 69 6b 65 20 61 6e 20 60 65 64 67 65 5f 73 75 62 67 72 61 70 68 60 dd.cases.like.an.`edge_subgraph`
39a0 20 6f 66 20 61 20 60 72 65 73 74 72 69 63 74 65 64 5f 76 69 65 77 60 0a 20 20 20 20 63 61 6e 20 .of.a.`restricted_view`.....can.
39c0 62 65 20 63 72 65 61 74 65 64 2e 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d be.created.......Examples.....--
39e0 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 47 20 3d 20 6e 78 2e 70 61 74 68 5f 67 72 61 70 68 ------.....>>>.G.=.nx.path_graph
3a00 28 35 29 0a 20 20 20 20 3e 3e 3e 20 48 20 3d 20 47 2e 65 64 67 65 5f 73 75 62 67 72 61 70 68 28 (5).....>>>.H.=.G.edge_subgraph(
3a20 5b 28 30 2c 20 31 29 2c 20 28 33 2c 20 34 29 5d 29 0a 20 20 20 20 3e 3e 3e 20 6c 69 73 74 28 48 [(0,.1),.(3,.4)]).....>>>.list(H
3a40 2e 6e 6f 64 65 73 29 0a 20 20 20 20 5b 30 2c 20 31 2c 20 33 2c 20 34 5d 0a 20 20 20 20 3e 3e 3e .nodes).....[0,.1,.3,.4].....>>>
3a60 20 6c 69 73 74 28 48 2e 65 64 67 65 73 29 0a 20 20 20 20 5b 28 30 2c 20 31 29 2c 20 28 33 2c 20 .list(H.edges).....[(0,.1),.(3,.
3a80 34 29 5d 0a 20 20 20 20 4e 72 3f 00 00 00 a9 02 72 75 00 00 00 da 0b 66 69 6c 74 65 72 5f 65 64 4)].....Nr?.....ru.....filter_ed
3aa0 67 65 29 0c 72 4f 00 00 00 72 76 00 00 00 da 03 73 65 74 da 06 75 70 64 61 74 65 72 77 00 00 00 ge).rO...rv.....set..updaterw...
3ac0 da 0d 69 73 5f 6d 75 6c 74 69 67 72 61 70 68 72 0f 00 00 00 da 11 73 68 6f 77 5f 6d 75 6c 74 69 ..is_multigraphr......show_multi
3ae0 64 69 65 64 67 65 73 da 0f 73 68 6f 77 5f 6d 75 6c 74 69 65 64 67 65 73 da 0c 73 68 6f 77 5f 64 diedges..show_multiedges..show_d
3b00 69 65 64 67 65 73 da 0a 73 68 6f 77 5f 65 64 67 65 73 72 79 00 00 00 29 07 72 30 00 00 00 72 08 iedges..show_edgesry...).r0...r.
3b20 00 00 00 da 03 6e 78 66 72 07 00 00 00 da 01 65 72 7a 00 00 00 da 0d 69 6e 64 75 63 65 64 5f 65 .....nxfr......erz.....induced_e
3b40 64 67 65 73 73 07 00 00 00 20 20 20 20 20 20 20 72 31 00 00 00 72 14 00 00 00 72 14 00 00 00 9b dgess...........r1...r....r.....
3b60 01 00 00 73 bc 00 00 00 80 00 f4 50 01 00 0b 0d 8f 2a 89 2a 80 43 dc 0c 0f 90 05 8b 4a 80 45 dc ...s.......P.....*.*.C......J.E.
3b80 0c 0f 8b 45 80 45 d8 0d 12 f2 00 01 05 1c 88 01 d8 08 0d 8f 0c 89 0c 90 51 90 72 98 01 90 55 d5 ...E.E..................Q.r...U.
3ba0 08 1b f0 03 01 05 1c e0 14 17 97 4e 91 4e a0 35 d3 14 29 80 4d d8 07 08 87 7f 81 7f d4 07 18 d8 ...........N.N.5..).M...........
3bc0 0b 0c 8f 3d 89 3d 8c 3f d8 1c 1f d7 1c 31 d1 1c 31 b0 25 d3 1c 38 89 4d e0 1c 1f d7 1c 2f d1 1c ...=.=.?.....1..1.%..8.M...../..
3be0 2f b0 05 d3 1c 36 89 4d e0 0b 0c 8f 3d 89 3d 8c 3f d8 1c 1f d7 1c 2c d1 1c 2c a8 55 d3 1c 33 89 /....6.M....=.=.?.....,..,.U..3.
3c00 4d e0 1c 1f 9f 4e 99 4e a8 35 d3 1c 31 88 4d dc 0b 0d d7 0b 1b d1 0b 1b 98 41 a8 3d c0 6d d4 0b M....N.N.5..1.M..........A.=.m..
3c20 54 d0 04 54 72 32 00 00 00 63 03 00 00 00 00 00 00 00 00 00 00 00 05 00 00 00 03 00 00 00 f3 62 T..Tr2...c.....................b
3c40 01 00 00 97 00 74 00 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 .....t.........j................
3c60 00 00 00 7d 03 7c 03 6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 ab 01 00 ...}.|.j...................|....
3c80 00 00 00 00 00 7d 04 7c 00 6a 07 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 .....}.|.j......................
3ca0 00 00 00 00 00 72 34 7c 00 6a 09 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 .....r4|.j......................
3cc0 00 00 00 00 00 72 12 7c 03 6a 0b 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 02 ab .....r.|.j...................|..
3ce0 01 00 00 00 00 00 00 7d 05 6e 45 7c 03 6a 0d 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 .......}.nE|.j..................
3d00 00 7c 02 ab 01 00 00 00 00 00 00 7d 05 6e 33 7c 00 6a 09 00 00 00 00 00 00 00 00 00 00 00 00 00 .|.........}.n3|.j..............
3d20 00 00 00 00 00 ab 00 00 00 00 00 00 00 72 12 7c 03 6a 0f 00 00 00 00 00 00 00 00 00 00 00 00 00 .............r.|.j..............
3d40 00 00 00 00 00 7c 02 ab 01 00 00 00 00 00 00 7d 05 6e 11 7c 03 6a 11 00 00 00 00 00 00 00 00 00 .....|.........}.n.|.j..........
3d60 00 00 00 00 00 00 00 00 00 7c 02 ab 01 00 00 00 00 00 00 7d 05 74 01 00 00 00 00 00 00 00 00 6a .........|.........}.t.........j
3d80 12 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 7c 04 7c 05 ac 01 ab 03 00 00 00 ...................|.|.|........
3da0 00 00 00 53 00 29 02 61 1f 05 00 00 52 65 74 75 72 6e 73 20 61 20 76 69 65 77 20 6f 66 20 60 47 ...S.).a....Returns.a.view.of.`G
3dc0 60 20 77 69 74 68 20 68 69 64 64 65 6e 20 6e 6f 64 65 73 20 61 6e 64 20 65 64 67 65 73 2e 0a 0a `.with.hidden.nodes.and.edges...
3de0 20 20 20 20 54 68 65 20 72 65 73 75 6c 74 69 6e 67 20 73 75 62 67 72 61 70 68 20 66 69 6c 74 65 ....The.resulting.subgraph.filte
3e00 72 73 20 6f 75 74 20 6e 6f 64 65 20 60 6e 6f 64 65 73 60 20 61 6e 64 20 65 64 67 65 73 20 60 65 rs.out.node.`nodes`.and.edges.`e
3e20 64 67 65 73 60 2e 0a 20 20 20 20 46 69 6c 74 65 72 65 64 20 6f 75 74 20 6e 6f 64 65 73 20 61 6c dges`......Filtered.out.nodes.al
3e40 73 6f 20 66 69 6c 74 65 72 20 6f 75 74 20 61 6e 79 20 6f 66 20 74 68 65 69 72 20 65 64 67 65 73 so.filter.out.any.of.their.edges
3e60 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.....----------
3e80 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 6e 6f 64 65 .....G.:.NetworkX.Graph.....node
3ea0 73 20 3a 20 69 74 65 72 61 62 6c 65 0a 20 20 20 20 20 20 20 20 41 6e 20 69 74 65 72 61 62 6c 65 s.:.iterable.........An.iterable
3ec0 20 6f 66 20 6e 6f 64 65 73 2e 20 4e 6f 64 65 73 20 6e 6f 74 20 70 72 65 73 65 6e 74 20 69 6e 20 .of.nodes..Nodes.not.present.in.
3ee0 60 47 60 20 61 72 65 20 69 67 6e 6f 72 65 64 2e 0a 20 20 20 20 65 64 67 65 73 20 3a 20 69 74 65 `G`.are.ignored......edges.:.ite
3f00 72 61 62 6c 65 0a 20 20 20 20 20 20 20 20 41 6e 20 69 74 65 72 61 62 6c 65 20 6f 66 20 65 64 67 rable.........An.iterable.of.edg
3f20 65 73 2e 20 45 64 67 65 73 20 6e 6f 74 20 70 72 65 73 65 6e 74 20 69 6e 20 60 47 60 20 61 72 65 es..Edges.not.present.in.`G`.are
3f40 20 69 67 6e 6f 72 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 .ignored.......Returns.....-----
3f60 2d 2d 0a 20 20 20 20 73 75 62 67 72 61 70 68 20 3a 20 53 75 62 47 72 61 70 68 20 56 69 65 77 0a --.....subgraph.:.SubGraph.View.
3f80 20 20 20 20 20 20 20 20 41 20 72 65 61 64 2d 6f 6e 6c 79 20 72 65 73 74 72 69 63 74 65 64 20 76 ........A.read-only.restricted.v
3fa0 69 65 77 20 6f 66 20 60 47 60 20 66 69 6c 74 65 72 69 6e 67 20 6f 75 74 20 6e 6f 64 65 73 20 61 iew.of.`G`.filtering.out.nodes.a
3fc0 6e 64 20 65 64 67 65 73 2e 0a 20 20 20 20 20 20 20 20 43 68 61 6e 67 65 73 20 74 6f 20 60 47 60 nd.edges..........Changes.to.`G`
3fe0 20 61 72 65 20 72 65 66 6c 65 63 74 65 64 20 69 6e 20 74 68 65 20 76 69 65 77 2e 0a 0a 20 20 20 .are.reflected.in.the.view......
4000 20 4e 6f 74 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 0a 20 20 20 20 54 6f 20 63 72 65 61 74 65 20 61 .Notes.....-----.....To.create.a
4020 20 6d 75 74 61 62 6c 65 20 73 75 62 67 72 61 70 68 20 77 69 74 68 20 69 74 73 20 6f 77 6e 20 63 .mutable.subgraph.with.its.own.c
4040 6f 70 69 65 73 20 6f 66 20 6e 6f 64 65 73 0a 20 20 20 20 65 64 67 65 73 20 61 6e 64 20 61 74 74 opies.of.nodes.....edges.and.att
4060 72 69 62 75 74 65 73 20 75 73 65 20 60 73 75 62 67 72 61 70 68 2e 63 6f 70 79 28 29 60 20 6f 72 ributes.use.`subgraph.copy()`.or
4080 20 60 47 72 61 70 68 28 73 75 62 67 72 61 70 68 29 60 0a 0a 20 20 20 20 49 66 20 79 6f 75 20 63 .`Graph(subgraph)`......If.you.c
40a0 72 65 61 74 65 20 61 20 73 75 62 67 72 61 70 68 20 6f 66 20 61 20 73 75 62 67 72 61 70 68 20 72 reate.a.subgraph.of.a.subgraph.r
40c0 65 63 75 72 73 69 76 65 6c 79 20 79 6f 75 20 6d 61 79 20 65 6e 64 20 75 70 0a 20 20 20 20 77 69 ecursively.you.may.end.up.....wi
40e0 74 68 20 61 20 63 68 61 69 6e 20 6f 66 20 73 75 62 67 72 61 70 68 20 76 69 65 77 73 2e 20 53 75 th.a.chain.of.subgraph.views..Su
4100 63 68 20 63 68 61 69 6e 73 20 63 61 6e 20 67 65 74 20 71 75 69 74 65 20 73 6c 6f 77 0a 20 20 20 ch.chains.can.get.quite.slow....
4120 20 66 6f 72 20 6c 65 6e 67 74 68 73 20 6e 65 61 72 20 31 35 2e 20 54 6f 20 61 76 6f 69 64 20 6c .for.lengths.near.15..To.avoid.l
4140 6f 6e 67 20 63 68 61 69 6e 73 2c 20 74 72 79 20 74 6f 20 6d 61 6b 65 20 79 6f 75 72 20 73 75 62 ong.chains,.try.to.make.your.sub
4160 67 72 61 70 68 0a 20 20 20 20 62 61 73 65 64 20 6f 6e 20 74 68 65 20 6f 72 69 67 69 6e 61 6c 20 graph.....based.on.the.original.
4180 67 72 61 70 68 2e 20 20 57 65 20 64 6f 20 6e 6f 74 20 72 75 6c 65 20 6f 75 74 20 63 68 61 69 6e graph...We.do.not.rule.out.chain
41a0 73 20 70 72 6f 67 72 61 6d 6d 61 74 69 63 61 6c 6c 79 0a 20 20 20 20 73 6f 20 74 68 61 74 20 6f s.programmatically.....so.that.o
41c0 64 64 20 63 61 73 65 73 20 6c 69 6b 65 20 61 6e 20 60 65 64 67 65 5f 73 75 62 67 72 61 70 68 60 dd.cases.like.an.`edge_subgraph`
41e0 20 6f 66 20 61 20 60 72 65 73 74 72 69 63 74 65 64 5f 76 69 65 77 60 0a 20 20 20 20 63 61 6e 20 .of.a.`restricted_view`.....can.
4200 62 65 20 63 72 65 61 74 65 64 2e 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d be.created.......Examples.....--
4220 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 47 20 3d 20 6e 78 2e 70 61 74 68 5f 67 72 61 70 68 ------.....>>>.G.=.nx.path_graph
4240 28 35 29 0a 20 20 20 20 3e 3e 3e 20 48 20 3d 20 6e 78 2e 72 65 73 74 72 69 63 74 65 64 5f 76 69 (5).....>>>.H.=.nx.restricted_vi
4260 65 77 28 47 2c 20 5b 30 5d 2c 20 5b 28 31 2c 20 32 29 2c 20 28 33 2c 20 34 29 5d 29 0a 20 20 20 ew(G,.[0],.[(1,.2),.(3,.4)])....
4280 20 3e 3e 3e 20 6c 69 73 74 28 48 2e 6e 6f 64 65 73 29 0a 20 20 20 20 5b 31 2c 20 32 2c 20 33 2c .>>>.list(H.nodes).....[1,.2,.3,
42a0 20 34 5d 0a 20 20 20 20 3e 3e 3e 20 6c 69 73 74 28 48 2e 65 64 67 65 73 29 0a 20 20 20 20 5b 28 .4].....>>>.list(H.edges).....[(
42c0 32 2c 20 33 29 5d 0a 20 20 20 20 72 7c 00 00 00 29 0a 72 4f 00 00 00 72 76 00 00 00 da 0a 68 69 2,.3)].....r|...).rO...rv.....hi
42e0 64 65 5f 6e 6f 64 65 73 72 80 00 00 00 72 0f 00 00 00 da 11 68 69 64 65 5f 6d 75 6c 74 69 64 69 de_nodesr....r......hide_multidi
4300 65 64 67 65 73 da 0f 68 69 64 65 5f 6d 75 6c 74 69 65 64 67 65 73 da 0c 68 69 64 65 5f 64 69 65 edges..hide_multiedges..hide_die
4320 64 67 65 73 da 0a 68 69 64 65 5f 65 64 67 65 73 72 79 00 00 00 29 06 72 30 00 00 00 72 07 00 00 dges..hide_edgesry...).r0...r...
4340 00 72 08 00 00 00 72 85 00 00 00 72 89 00 00 00 72 8d 00 00 00 73 06 00 00 00 20 20 20 20 20 20 .r....r....r....r....s..........
4360 72 31 00 00 00 72 15 00 00 00 72 15 00 00 00 d6 01 00 00 73 8b 00 00 00 80 00 f4 52 01 00 0b 0d r1...r....r........s.......R....
4380 8f 2a 89 2a 80 43 d8 11 14 97 1e 91 1e a0 05 d3 11 26 80 4a d8 07 08 87 7f 81 7f d4 07 18 d8 0b .*.*.C...........&.J............
43a0 0c 8f 3d 89 3d 8c 3f d8 19 1c d7 19 2e d1 19 2e a8 75 d3 19 35 89 4a e0 19 1c d7 19 2c d1 19 2c ..=.=.?..........u..5.J.....,..,
43c0 a8 55 d3 19 33 89 4a e0 0b 0c 8f 3d 89 3d 8c 3f d8 19 1c d7 19 29 d1 19 29 a8 25 d3 19 30 89 4a .U..3.J....=.=.?.....)..).%..0.J
43e0 e0 19 1c 9f 1e 99 1e a8 05 d3 19 2e 88 4a dc 0b 0d d7 0b 1b d1 0b 1b 98 41 a8 3a c0 3a d4 0b 4e .............J..........A.:.:..N
4400 d0 04 4e 72 32 00 00 00 63 01 00 00 00 00 00 00 00 00 00 00 00 03 00 00 00 03 00 00 00 f3 26 00 ..Nr2...c.....................&.
4420 00 00 97 00 7c 00 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 01 ac 02 ab 01 ....|.j...................d.....
4440 00 00 00 00 00 00 53 00 29 03 7a d0 52 65 74 75 72 6e 73 20 61 20 64 69 72 65 63 74 65 64 20 76 ......S.).z.Returns.a.directed.v
4460 69 65 77 20 6f 66 20 74 68 65 20 67 72 61 70 68 20 60 67 72 61 70 68 60 2e 0a 0a 20 20 20 20 49 iew.of.the.graph.`graph`.......I
4480 64 65 6e 74 69 63 61 6c 20 74 6f 20 67 72 61 70 68 2e 74 6f 5f 64 69 72 65 63 74 65 64 28 61 73 dentical.to.graph.to_directed(as
44a0 5f 76 69 65 77 3d 54 72 75 65 29 0a 20 20 20 20 4e 6f 74 65 20 74 68 61 74 20 67 72 61 70 68 2e _view=True).....Note.that.graph.
44c0 74 6f 5f 64 69 72 65 63 74 65 64 20 64 65 66 61 75 6c 74 73 20 74 6f 20 60 61 73 5f 76 69 65 77 to_directed.defaults.to.`as_view
44e0 3d 46 61 6c 73 65 60 0a 20 20 20 20 77 68 69 6c 65 20 74 68 69 73 20 66 75 6e 63 74 69 6f 6e 20 =False`.....while.this.function.
4500 61 6c 77 61 79 73 20 70 72 6f 76 69 64 65 73 20 61 20 76 69 65 77 2e 0a 20 20 20 20 54 a9 01 da always.provides.a.view......T...
4520 07 61 73 5f 76 69 65 77 29 01 72 16 00 00 00 a9 01 da 05 67 72 61 70 68 73 01 00 00 00 20 72 31 .as_view).r........graphs.....r1
4540 00 00 00 72 16 00 00 00 72 16 00 00 00 0e 02 00 00 73 18 00 00 00 80 00 f0 0e 00 0c 11 d7 0b 1c ...r....r........s..............
4560 d1 0b 1c a0 54 d0 0b 1c d3 0b 2a d0 04 2a 72 32 00 00 00 63 01 00 00 00 00 00 00 00 00 00 00 00 ....T.....*..*r2...c............
4580 03 00 00 00 03 00 00 00 f3 26 00 00 00 97 00 7c 00 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00 .........&.....|.j..............
45a0 00 00 00 00 00 64 01 ac 02 ab 01 00 00 00 00 00 00 53 00 29 03 7a d7 52 65 74 75 72 6e 73 20 61 .....d...........S.).z.Returns.a
45c0 6e 20 75 6e 64 69 72 65 63 74 65 64 20 76 69 65 77 20 6f 66 20 74 68 65 20 67 72 61 70 68 20 60 n.undirected.view.of.the.graph.`
45e0 67 72 61 70 68 60 2e 0a 0a 20 20 20 20 49 64 65 6e 74 69 63 61 6c 20 74 6f 20 67 72 61 70 68 2e graph`.......Identical.to.graph.
4600 74 6f 5f 75 6e 64 69 72 65 63 74 65 64 28 61 73 5f 76 69 65 77 3d 54 72 75 65 29 0a 20 20 20 20 to_undirected(as_view=True).....
4620 4e 6f 74 65 20 74 68 61 74 20 67 72 61 70 68 2e 74 6f 5f 75 6e 64 69 72 65 63 74 65 64 20 64 65 Note.that.graph.to_undirected.de
4640 66 61 75 6c 74 73 20 74 6f 20 60 61 73 5f 76 69 65 77 3d 46 61 6c 73 65 60 0a 20 20 20 20 77 68 faults.to.`as_view=False`.....wh
4660 69 6c 65 20 74 68 69 73 20 66 75 6e 63 74 69 6f 6e 20 61 6c 77 61 79 73 20 70 72 6f 76 69 64 65 ile.this.function.always.provide
4680 73 20 61 20 76 69 65 77 2e 0a 20 20 20 20 54 72 8f 00 00 00 29 01 72 17 00 00 00 72 91 00 00 00 s.a.view......Tr....).r....r....
46a0 73 01 00 00 00 20 72 31 00 00 00 72 17 00 00 00 72 17 00 00 00 18 02 00 00 73 18 00 00 00 80 00 s.....r1...r....r........s......
46c0 f0 0e 00 0c 11 d7 0b 1e d1 0b 1e a0 74 d0 0b 1e d3 0b 2c d0 04 2c 72 32 00 00 00 54 63 02 00 00 ............t.....,..,r2...Tc...
46e0 00 00 00 00 00 00 00 00 00 05 00 00 00 03 00 00 00 f3 b6 00 00 00 97 00 7c 00 6a 01 00 00 00 00 ........................|.j.....
4700 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 7d 02 7c 02 6a 03 00 00 00 00 ......................}.|.j.....
4720 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 00 6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ..............|.j...............
4740 00 00 00 00 7c 01 ac 01 ab 01 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 01 00 7c 01 72 25 7c 02 ....|.....................|.r%|.
4760 6a 06 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 09 00 00 00 00 00 00 00 00 00 00 j...................j...........
4780 00 00 00 00 00 00 00 00 7c 00 6a 06 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 01 ........|.j.....................
47a0 00 00 00 00 00 00 01 00 7c 02 53 00 29 02 61 10 01 00 00 52 65 74 75 72 6e 73 20 61 20 63 6f 70 ........|.S.).a....Returns.a.cop
47c0 79 20 6f 66 20 74 68 65 20 67 72 61 70 68 20 47 20 77 69 74 68 20 61 6c 6c 20 6f 66 20 74 68 65 y.of.the.graph.G.with.all.of.the
47e0 20 65 64 67 65 73 20 72 65 6d 6f 76 65 64 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a .edges.removed.......Parameters.
4800 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 47 20 3a 20 67 72 61 70 68 0a 20 20 20 ....----------.....G.:.graph....
4820 20 20 20 20 41 20 4e 65 74 77 6f 72 6b 58 20 67 72 61 70 68 0a 0a 20 20 20 20 77 69 74 68 5f 64 ....A.NetworkX.graph......with_d
4840 61 74 61 20 3a 20 20 62 6f 6f 6c 20 28 64 65 66 61 75 6c 74 3d 54 72 75 65 29 0a 20 20 20 20 20 ata.:..bool.(default=True)......
4860 20 20 50 72 6f 70 61 67 61 74 65 20 47 72 61 70 68 20 61 6e 64 20 4e 6f 64 65 73 20 64 61 74 61 ..Propagate.Graph.and.Nodes.data
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7de0 72 21 00 00 00 72 21 00 00 00 9f 03 00 00 73 a6 00 00 00 80 00 f0 2a 00 08 0e 80 7e d8 27 28 a7 r!...r!.......s.......*....~.'(.
7e00 7f a1 7f d4 27 38 90 11 97 17 91 17 98 64 90 17 d4 11 23 b8 61 bf 67 b9 67 bb 69 88 06 e0 10 1a ....'8.......d....#.a.g.g.i.....
7e20 f2 00 09 05 19 88 04 e0 2d 2e af 5f a9 5f d4 2d 3e 88 41 8f 47 89 47 98 14 a0 44 88 47 d4 0c 29 ........-.._._.->.A.G.G...D.G..)
7e40 c0 41 c7 47 c1 47 d0 51 55 c0 47 d3 44 56 f0 03 00 09 0e f0 06 00 16 1b f2 00 05 09 19 89 45 88 .A.G.G.QU.G.DV................E.
7e60 51 90 01 dc 0f 14 90 51 8b 78 98 36 d2 0f 21 f0 02 03 11 19 d8 18 19 98 24 99 07 f1 07 05 09 19 Q......Q.x.6..!.........$.......
7e80 f1 09 09 05 19 f8 f4 10 00 18 20 f2 00 01 11 19 d9 14 18 f0 03 01 11 19 fa 73 12 00 00 00 c2 06 .........................s......
7ea0 03 42 0e 04 c2 0e 09 42 1a 07 c2 19 01 42 1a 07 63 02 00 00 00 00 00 00 00 00 00 00 00 06 00 00 .B.....B.....B..c...............
7ec0 00 03 00 00 00 f3 a0 00 00 00 97 00 7c 00 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ............|.j.................
7ee0 00 00 ab 00 00 00 00 00 00 00 72 2c 74 03 00 00 00 00 00 00 00 00 7c 00 6a 05 00 00 00 00 00 00 ..........r,t.........|.j.......
7f00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 7c 00 6a 07 00 00 00 00 00 00 ............|.........|.j.......
7f20 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 00 00 00 00 ab 02 00 00 00 00 00 00 7d 02 ............|.................}.
7f40 7c 02 53 00 7c 00 6a 09 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 ab 01 00 00 |.S.|.j...................|.....
7f60 00 00 00 00 7d 02 7c 02 53 00 29 01 61 72 01 00 00 52 65 74 75 72 6e 73 20 61 6c 6c 20 6f 66 20 ....}.|.S.).ar...Returns.all.of.
7f80 74 68 65 20 6e 65 69 67 68 62 6f 72 73 20 6f 66 20 61 20 6e 6f 64 65 20 69 6e 20 74 68 65 20 67 the.neighbors.of.a.node.in.the.g
7fa0 72 61 70 68 2e 0a 0a 20 20 20 20 49 66 20 74 68 65 20 67 72 61 70 68 20 69 73 20 64 69 72 65 63 raph.......If.the.graph.is.direc
7fc0 74 65 64 20 72 65 74 75 72 6e 73 20 70 72 65 64 65 63 65 73 73 6f 72 73 20 61 73 20 77 65 6c 6c ted.returns.predecessors.as.well
7fe0 20 61 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 72 73 0a .as.successors.......Parameters.
8000 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 67 72 61 70 68 20 3a 20 4e 65 74 77 6f ....----------.....graph.:.Netwo
8020 72 6b 58 20 67 72 61 70 68 0a 20 20 20 20 20 20 20 20 47 72 61 70 68 20 74 6f 20 66 69 6e 64 20 rkX.graph.........Graph.to.find.
8040 6e 65 69 67 68 62 6f 72 73 2e 0a 0a 20 20 20 20 6e 6f 64 65 20 3a 20 6e 6f 64 65 0a 20 20 20 20 neighbors.......node.:.node.....
8060 20 20 20 20 54 68 65 20 6e 6f 64 65 20 77 68 6f 73 65 20 6e 65 69 67 68 62 6f 72 73 20 77 69 6c ....The.node.whose.neighbors.wil
8080 6c 20 62 65 20 72 65 74 75 72 6e 65 64 2e 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 l.be.returned.......Returns.....
80a0 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 6e 65 69 67 68 62 6f 72 73 20 3a 20 69 74 65 72 61 74 6f 72 -------.....neighbors.:.iterator
80c0 0a 20 20 20 20 20 20 20 20 49 74 65 72 61 74 6f 72 20 6f 66 20 6e 65 69 67 68 62 6f 72 73 0a 20 .........Iterator.of.neighbors..
80e0 20 20 20 29 05 72 0f 00 00 00 72 04 00 00 00 da 0c 70 72 65 64 65 63 65 73 73 6f 72 73 da 0a 73 ...).r....r......predecessors..s
8100 75 63 63 65 73 73 6f 72 73 72 0b 00 00 00 29 03 72 92 00 00 00 da 04 6e 6f 64 65 72 a0 00 00 00 uccessorsr....).r......noder....
8120 73 03 00 00 00 20 20 20 72 31 00 00 00 72 22 00 00 00 72 22 00 00 00 c3 03 00 00 73 4e 00 00 00 s.......r1...r"...r".......sN...
8140 80 00 f0 24 00 08 0d d7 07 18 d1 07 18 d4 07 1a dc 11 16 90 75 d7 17 29 d1 17 29 a8 24 d3 17 2f ...$................u..)..).$../
8160 b0 15 d7 31 41 d1 31 41 c0 24 d3 31 47 d3 11 48 88 06 f0 06 00 0c 12 80 4d f0 03 00 12 17 97 1f ...1A.1A.$.1G..H........M.......
8180 91 1f a0 14 d3 11 26 88 06 d8 0b 11 80 4d 72 32 00 00 00 63 02 00 00 00 00 00 00 00 00 00 00 00 ......&......Mr2...c............
81a0 03 00 00 00 03 00 00 00 f3 7a 00 00 00 97 00 7c 00 6a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 .........z.....|.j..............
81c0 00 00 00 00 00 6a 03 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 .....j..........................
81e0 00 7c 00 6a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 19 00 00 00 6a 03 00 .|.j...................|.....j..
8200 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 7a 0a 00 00 7c 01 68 .........................z...|.h
8220 01 7a 0a 00 00 53 00 29 01 61 4e 01 00 00 52 65 74 75 72 6e 73 20 74 68 65 20 6e 6f 6e 2d 6e 65 .z...S.).aN...Returns.the.non-ne
8240 69 67 68 62 6f 72 73 20 6f 66 20 74 68 65 20 6e 6f 64 65 20 69 6e 20 74 68 65 20 67 72 61 70 68 ighbors.of.the.node.in.the.graph
8260 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.....----------
8280 0a 20 20 20 20 67 72 61 70 68 20 3a 20 4e 65 74 77 6f 72 6b 58 20 67 72 61 70 68 0a 20 20 20 20 .....graph.:.NetworkX.graph.....
82a0 20 20 20 20 47 72 61 70 68 20 74 6f 20 66 69 6e 64 20 6e 65 69 67 68 62 6f 72 73 2e 0a 0a 20 20 ....Graph.to.find.neighbors.....
82c0 20 20 6e 6f 64 65 20 3a 20 6e 6f 64 65 0a 20 20 20 20 20 20 20 20 54 68 65 20 6e 6f 64 65 20 77 ..node.:.node.........The.node.w
82e0 68 6f 73 65 20 6e 65 69 67 68 62 6f 72 73 20 77 69 6c 6c 20 62 65 20 72 65 74 75 72 6e 65 64 2e hose.neighbors.will.be.returned.
8300 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 20 6e 6f ......Returns.....-------.....no
8320 6e 5f 6e 65 69 67 68 62 6f 72 73 20 3a 20 73 65 74 0a 20 20 20 20 20 20 20 20 53 65 74 20 6f 66 n_neighbors.:.set.........Set.of
8340 20 6e 6f 64 65 73 20 69 6e 20 74 68 65 20 67 72 61 70 68 20 74 68 61 74 20 61 72 65 20 6e 6f 74 .nodes.in.the.graph.that.are.not
8360 20 6e 65 69 67 68 62 6f 72 73 20 6f 66 20 74 68 65 20 6e 6f 64 65 2e 0a 20 20 20 20 29 02 72 a9 .neighbors.of.the.node......).r.
8380 00 00 00 72 b0 00 00 00 29 02 72 92 00 00 00 72 b9 00 00 00 73 02 00 00 00 20 20 72 31 00 00 00 ...r....).r....r....s......r1...
83a0 72 23 00 00 00 72 23 00 00 00 dc 03 00 00 73 33 00 00 00 80 00 f0 20 00 0c 11 8f 3a 89 3a 8f 3f r#...r#.......s3...........:.:.?
83c0 89 3f d3 0b 1c 98 75 9f 7a 99 7a a8 24 d1 1f 2f d7 1f 34 d1 1f 34 d3 1f 36 d1 0b 36 b8 24 b8 16 .?....u.z.z.$../..4..4..6..6.$..
83e0 d1 0b 3f d0 04 3f 72 32 00 00 00 63 01 00 00 00 00 00 00 00 00 00 00 00 05 00 00 00 23 00 00 00 ..?..?r2...c................#...
8400 f3 e4 00 00 00 4b 00 01 00 97 00 7c 00 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 .....K.....|.j..................
8420 00 ab 00 00 00 00 00 00 00 72 1f 7c 00 44 00 5d 19 00 00 7d 01 74 03 00 00 00 00 00 00 00 00 7c .........r.|.D.]...}.t.........|
8440 00 7c 01 ab 02 00 00 00 00 00 00 44 00 5d 08 00 00 7d 02 7c 01 7c 02 66 02 96 01 97 01 01 00 8c .|.........D.]...}.|.|.f........
8460 0a 04 00 8c 1b 04 00 79 01 74 05 00 00 00 00 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 7d 03 7c .......y.t.........|.........}.|
8480 03 72 30 7c 03 6a 07 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 .r0|.j..........................
84a0 00 7d 01 7c 03 74 05 00 00 00 00 00 00 00 00 7c 00 7c 01 19 00 00 00 ab 01 00 00 00 00 00 00 7a .}.|.t.........|.|.............z
84c0 0a 00 00 44 00 5d 08 00 00 7d 02 7c 01 7c 02 66 02 96 01 97 01 01 00 8c 0a 04 00 7c 03 72 01 8c ...D.]...}.|.|.f...........|.r..
84e0 2f 79 01 79 01 ad 03 77 01 29 02 7a fb 52 65 74 75 72 6e 73 20 74 68 65 20 6e 6f 6e 65 78 69 73 /y.y...w.).z.Returns.the.nonexis
8500 74 65 6e 74 20 65 64 67 65 73 20 69 6e 20 74 68 65 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 50 61 tent.edges.in.the.graph.......Pa
8520 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 67 72 61 70 rameters.....----------.....grap
8540 68 20 3a 20 4e 65 74 77 6f 72 6b 58 20 67 72 61 70 68 2e 0a 20 20 20 20 20 20 20 20 47 72 61 70 h.:.NetworkX.graph..........Grap
8560 68 20 74 6f 20 66 69 6e 64 20 6e 6f 6e 65 78 69 73 74 65 6e 74 20 65 64 67 65 73 2e 0a 0a 20 20 h.to.find.nonexistent.edges.....
8580 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 6e 6f 6e 5f 65 64 ..Returns.....-------.....non_ed
85a0 67 65 73 20 3a 20 69 74 65 72 61 74 6f 72 0a 20 20 20 20 20 20 20 20 49 74 65 72 61 74 6f 72 20 ges.:.iterator.........Iterator.
85c0 6f 66 20 65 64 67 65 73 20 74 68 61 74 20 61 72 65 20 6e 6f 74 20 69 6e 20 74 68 65 20 67 72 61 of.edges.that.are.not.in.the.gra
85e0 70 68 2e 0a 20 20 20 20 4e 29 04 72 0f 00 00 00 72 23 00 00 00 72 7e 00 00 00 da 03 70 6f 70 29 ph......N).r....r#...r~.....pop)
8600 04 72 92 00 00 00 72 aa 00 00 00 72 64 00 00 00 72 07 00 00 00 73 04 00 00 00 20 20 20 20 72 31 .r....r....rd...r....s........r1
8620 00 00 00 72 24 00 00 00 72 24 00 00 00 ef 03 00 00 73 85 00 00 00 e8 00 f8 80 00 f0 1a 00 08 0d ...r$...r$.......s..............
8640 d7 07 18 d1 07 18 d4 07 1a d8 11 16 f2 00 02 09 1d 88 41 dc 15 22 a0 35 a8 21 d3 15 2c f2 00 01 ..................A..".5.!..,...
8660 0d 1d 90 01 d8 17 18 98 21 90 66 93 0c f1 03 01 0d 1d f1 03 02 09 1d f4 08 00 11 14 90 45 93 0a ........!.f..................E..
8680 88 05 d9 0e 13 d8 10 15 97 09 91 09 93 0b 88 41 d8 15 1a 9c 53 a0 15 a0 71 a1 18 9b 5d d1 15 2a ...............A....S...q...]..*
86a0 f2 00 01 0d 1d 90 01 d8 17 18 98 21 90 66 93 0c f0 03 01 0d 1d f4 05 00 0f 14 f9 73 0c 00 00 00 ...........!.f.............s....
86c0 82 41 2b 41 30 01 c1 2e 02 41 30 01 da 08 64 69 72 65 63 74 65 64 63 03 00 00 00 00 00 00 00 00 .A+A0....A0...directedc.........
86e0 00 00 00 04 00 00 00 03 00 00 00 f3 e6 00 00 00 97 00 7c 01 7c 00 76 01 72 15 74 01 00 00 00 00 ..................|.|.v.r.t.....
8700 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 01 ab 01 00 00 00 00 ....j...................d.......
8720 00 00 82 01 7c 02 7c 00 76 01 72 15 74 01 00 00 00 00 00 00 00 00 6a 02 00 00 00 00 00 00 00 00 ....|.|.v.r.t.........j.........
8740 00 00 00 00 00 00 00 00 00 00 64 02 ab 01 00 00 00 00 00 00 82 01 7c 00 6a 04 00 00 00 00 00 00 ..........d...........|.j.......
8760 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 19 00 00 00 6a 07 00 00 00 00 00 00 00 00 00 00 00 00 ............|.....j.............
8780 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 7c 00 6a 04 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ..............|.j...............
87a0 00 00 00 00 7c 02 19 00 00 00 6a 07 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 ....|.....j.....................
87c0 00 00 00 00 00 00 7c 01 7c 02 68 02 7a 0a 00 00 7a 01 00 00 53 00 29 03 61 eb 01 00 00 52 65 74 ......|.|.h.z...z...S.).a....Ret
87e0 75 72 6e 73 20 74 68 65 20 63 6f 6d 6d 6f 6e 20 6e 65 69 67 68 62 6f 72 73 20 6f 66 20 74 77 6f urns.the.common.neighbors.of.two
8800 20 6e 6f 64 65 73 20 69 6e 20 61 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 .nodes.in.a.graph.......Paramete
8820 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 47 20 3a 20 67 72 61 70 68 0a rs.....----------.....G.:.graph.
8840 20 20 20 20 20 20 20 20 41 20 4e 65 74 77 6f 72 6b 58 20 75 6e 64 69 72 65 63 74 65 64 20 67 72 ........A.NetworkX.undirected.gr
8860 61 70 68 2e 0a 0a 20 20 20 20 75 2c 20 76 20 3a 20 6e 6f 64 65 73 0a 20 20 20 20 20 20 20 20 4e aph.......u,.v.:.nodes.........N
8880 6f 64 65 73 20 69 6e 20 74 68 65 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a odes.in.the.graph.......Returns.
88a0 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 63 6e 62 6f 72 73 20 3a 20 73 65 74 0a 20 20 20 ....-------.....cnbors.:.set....
88c0 20 20 20 20 20 53 65 74 20 6f 66 20 63 6f 6d 6d 6f 6e 20 6e 65 69 67 68 62 6f 72 73 20 6f 66 20 .....Set.of.common.neighbors.of.
88e0 75 20 61 6e 64 20 76 20 69 6e 20 74 68 65 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 52 61 69 73 65 u.and.v.in.the.graph.......Raise
8900 73 0a 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 s.....------.....NetworkXError..
8920 20 20 20 20 20 20 20 49 66 20 75 20 6f 72 20 76 20 69 73 20 6e 6f 74 20 61 20 6e 6f 64 65 20 69 .......If.u.or.v.is.not.a.node.i
8940 6e 20 74 68 65 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d n.the.graph.......Examples.....-
8960 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 47 20 3d 20 6e 78 2e 63 6f 6d 70 6c 65 74 65 5f -------.....>>>.G.=.nx.complete_
8980 67 72 61 70 68 28 35 29 0a 20 20 20 20 3e 3e 3e 20 73 6f 72 74 65 64 28 6e 78 2e 63 6f 6d 6d 6f graph(5).....>>>.sorted(nx.commo
89a0 6e 5f 6e 65 69 67 68 62 6f 72 73 28 47 2c 20 30 2c 20 31 29 29 0a 20 20 20 20 5b 32 2c 20 33 2c n_neighbors(G,.0,.1)).....[2,.3,
89c0 20 34 5d 0a 20 20 20 20 7a 16 75 20 69 73 20 6e 6f 74 20 69 6e 20 74 68 65 20 67 72 61 70 68 2e .4].....z.u.is.not.in.the.graph.
89e0 7a 16 76 20 69 73 20 6e 6f 74 20 69 6e 20 74 68 65 20 67 72 61 70 68 2e 29 04 72 4f 00 00 00 72 z.v.is.not.in.the.graph.).rO...r
8a00 50 00 00 00 72 a9 00 00 00 72 b0 00 00 00 29 03 72 30 00 00 00 72 aa 00 00 00 72 64 00 00 00 73 P...r....r....).r0...r....rd...s
8a20 03 00 00 00 20 20 20 72 31 00 00 00 72 25 00 00 00 72 25 00 00 00 08 04 00 00 73 68 00 00 00 80 .......r1...r%...r%.......sh....
8a40 00 f0 38 00 08 09 90 01 81 7a dc 0e 10 d7 0e 1e d1 0e 1e d0 1f 37 d3 0e 38 d0 08 38 d8 07 08 90 ..8......z...........7..8..8....
8a60 01 81 7a dc 0e 10 d7 0e 1e d1 0e 1e d0 1f 37 d3 0e 38 d0 08 38 e0 0b 0c 8f 36 89 36 90 21 89 39 ..z...........7..8..8....6.6.!.9
8a80 8f 3e 89 3e d3 0b 1b 98 61 9f 66 99 66 a0 51 99 69 9f 6e 99 6e d3 1e 2e b0 21 b0 51 b0 16 d1 1e .>.>....a.f.f.Q.i.n.n....!.Q....
8aa0 37 d1 0b 37 d0 04 37 72 32 00 00 00 29 01 72 a7 00 00 00 72 37 00 00 00 63 03 00 00 00 00 00 00 7..7..7r2...).r....r7...c.......
8ac0 00 00 00 00 00 06 00 00 00 03 00 00 00 f3 c8 00 00 00 87 02 97 00 7c 01 81 30 02 00 7c 00 6a 00 ......................|..0..|.j.
8ae0 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 8e 00 7d 03 7c 03 80 1b 64 01 7c 01 ..................|...}.|...d.|.
8b00 9b 02 64 02 9d 03 7d 04 74 03 00 00 00 00 00 00 00 00 6a 04 00 00 00 00 00 00 00 00 00 00 00 00 ..d...}.t.........j.............
8b20 00 00 00 00 00 00 7c 04 ab 01 00 00 00 00 00 00 82 01 89 02 7c 03 76 00 53 00 74 07 00 00 00 00 ......|.............|.v.S.t.....
8b40 00 00 00 00 7c 00 ab 01 00 00 00 00 00 00 72 01 79 03 74 09 00 00 00 00 00 00 00 00 88 02 66 01 ....|.........r.y.t...........f.
8b60 64 04 84 08 7c 00 6a 0b 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 05 ac 06 ab 01 d...|.j...................d.....
8b80 00 00 00 00 00 00 44 00 ab 00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 53 00 29 07 61 0d 03 00 ......D.................S.).a...
8ba0 00 52 65 74 75 72 6e 73 20 54 72 75 65 20 69 66 20 60 47 60 20 68 61 73 20 77 65 69 67 68 74 65 .Returns.True.if.`G`.has.weighte
8bc0 64 20 65 64 67 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 d.edges.......Parameters.....---
8be0 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 47 20 3a 20 67 72 61 70 68 0a 20 20 20 20 20 20 20 20 41 20 -------.....G.:.graph.........A.
8c00 4e 65 74 77 6f 72 6b 58 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 65 64 67 65 20 3a 20 74 75 70 6c NetworkX.graph.......edge.:.tupl
8c20 65 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20 20 20 20 20 41 20 32 2d 74 75 70 6c 65 20 73 70 e,.optional.........A.2-tuple.sp
8c40 65 63 69 66 79 69 6e 67 20 74 68 65 20 6f 6e 6c 79 20 65 64 67 65 20 69 6e 20 60 47 60 20 74 68 ecifying.the.only.edge.in.`G`.th
8c60 61 74 20 77 69 6c 6c 20 62 65 20 74 65 73 74 65 64 2e 20 49 66 0a 20 20 20 20 20 20 20 20 4e 6f at.will.be.tested..If.........No
8c80 6e 65 2c 20 74 68 65 6e 20 65 76 65 72 79 20 65 64 67 65 20 69 6e 20 60 47 60 20 69 73 20 74 65 ne,.then.every.edge.in.`G`.is.te
8ca0 73 74 65 64 2e 0a 0a 20 20 20 20 77 65 69 67 68 74 3a 20 73 74 72 69 6e 67 2c 20 6f 70 74 69 6f sted.......weight:.string,.optio
8cc0 6e 61 6c 0a 20 20 20 20 20 20 20 20 54 68 65 20 61 74 74 72 69 62 75 74 65 20 6e 61 6d 65 20 75 nal.........The.attribute.name.u
8ce0 73 65 64 20 74 6f 20 71 75 65 72 79 20 66 6f 72 20 65 64 67 65 20 77 65 69 67 68 74 73 2e 0a 0a sed.to.query.for.edge.weights...
8d00 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 62 6f 6f 6c ....Returns.....-------.....bool
8d20 0a 20 20 20 20 20 20 20 20 41 20 62 6f 6f 6c 65 61 6e 20 73 69 67 6e 69 66 79 69 6e 67 20 69 66 .........A.boolean.signifying.if
8d40 20 60 47 60 2c 20 6f 72 20 74 68 65 20 73 70 65 63 69 66 69 65 64 20 65 64 67 65 2c 20 69 73 20 .`G`,.or.the.specified.edge,.is.
8d60 77 65 69 67 68 74 65 64 2e 0a 0a 20 20 20 20 52 61 69 73 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d weighted.......Raises.....------
8d80 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 20 74 68 .....NetworkXError.........If.th
8da0 65 20 73 70 65 63 69 66 69 65 64 20 65 64 67 65 20 64 6f 65 73 20 6e 6f 74 20 65 78 69 73 74 2e e.specified.edge.does.not.exist.
8dc0 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 20 ......Examples.....--------.....
8de0 3e 3e 3e 20 47 20 3d 20 6e 78 2e 70 61 74 68 5f 67 72 61 70 68 28 34 29 0a 20 20 20 20 3e 3e 3e >>>.G.=.nx.path_graph(4).....>>>
8e00 20 6e 78 2e 69 73 5f 77 65 69 67 68 74 65 64 28 47 29 0a 20 20 20 20 46 61 6c 73 65 0a 20 20 20 .nx.is_weighted(G).....False....
8e20 20 3e 3e 3e 20 6e 78 2e 69 73 5f 77 65 69 67 68 74 65 64 28 47 2c 20 28 32 2c 20 33 29 29 0a 20 .>>>.nx.is_weighted(G,.(2,.3))..
8e40 20 20 20 46 61 6c 73 65 0a 0a 20 20 20 20 3e 3e 3e 20 47 20 3d 20 6e 78 2e 44 69 47 72 61 70 68 ...False......>>>.G.=.nx.DiGraph
8e60 28 29 0a 20 20 20 20 3e 3e 3e 20 47 2e 61 64 64 5f 65 64 67 65 28 31 2c 20 32 2c 20 77 65 69 67 ().....>>>.G.add_edge(1,.2,.weig
8e80 68 74 3d 31 29 0a 20 20 20 20 3e 3e 3e 20 6e 78 2e 69 73 5f 77 65 69 67 68 74 65 64 28 47 29 0a ht=1).....>>>.nx.is_weighted(G).
8ea0 20 20 20 20 54 72 75 65 0a 0a 20 20 20 20 fa 05 45 64 67 65 20 fa 10 20 64 6f 65 73 20 6e 6f 74 ....True........Edge....does.not
8ec0 20 65 78 69 73 74 2e 46 63 01 00 00 00 00 00 00 00 00 00 00 00 04 00 00 00 33 00 00 00 f3 2e 00 .exist.Fc................3......
8ee0 00 00 95 01 4b 00 01 00 97 00 7c 00 5d 0c 00 00 5c 03 00 00 7d 01 7d 02 7d 03 89 04 7c 03 76 00 ....K.....|.]...\...}.}.}...|.v.
8f00 96 01 97 01 01 00 8c 0e 04 00 79 00 ad 03 77 01 72 44 00 00 00 72 45 00 00 00 a9 05 72 46 00 00 ..........y...w.rD...rE.....rF..
8f20 00 72 aa 00 00 00 72 64 00 00 00 72 96 00 00 00 72 37 00 00 00 73 05 00 00 00 20 20 20 20 80 72 .r....rd...r....r7...s.........r
8f40 31 00 00 00 72 47 00 00 00 7a 1e 69 73 5f 77 65 69 67 68 74 65 64 2e 3c 6c 6f 63 61 6c 73 3e 2e 1...rG...z.is_weighted.<locals>.
8f60 3c 67 65 6e 65 78 70 72 3e 5f 04 00 00 73 1b 00 00 00 f8 e8 00 f8 80 00 d2 0e 43 a1 2a a0 21 a0 <genexpr>_...s............C.*.!.
8f80 51 a8 04 88 76 98 14 8c 7e d1 0e 43 f9 73 04 00 00 00 83 12 15 01 54 72 95 00 00 00 29 06 da 0d Q...v...~..C.s........Tr....)...
8fa0 67 65 74 5f 65 64 67 65 5f 64 61 74 61 72 4f 00 00 00 72 50 00 00 00 72 28 00 00 00 da 03 61 6c get_edge_datarO...rP...r(.....al
8fc0 6c 72 08 00 00 00 a9 05 72 30 00 00 00 da 04 65 64 67 65 72 37 00 00 00 72 96 00 00 00 da 03 6d lr......r0.....edger7...r......m
8fe0 73 67 73 05 00 00 00 20 20 60 20 20 72 31 00 00 00 72 26 00 00 00 72 26 00 00 00 2c 04 00 00 73 sgs......`..r1...r&...r&...,...s
9000 71 00 00 00 f8 80 00 f0 50 01 00 08 0c d0 07 17 d8 0f 1e 88 71 8f 7f 89 7f a0 04 d0 0f 25 88 04 q.......P...........q........%..
9020 d8 0b 0f 88 3c d8 14 19 98 24 98 18 d0 21 31 d0 12 32 88 43 dc 12 14 d7 12 22 d1 12 22 a0 33 d3 ....<....$...!1..2.C....."..".3.
9040 12 27 d0 0c 27 d8 0f 15 98 14 88 7e d0 08 1d e4 07 0f 90 01 84 7b e0 0f 14 e4 0b 0e d3 0e 43 b0 .'..'......~.........{........C.
9060 01 b7 07 b1 07 b8 54 b0 07 d3 30 42 d4 0e 43 d3 0b 43 d0 04 43 72 32 00 00 00 63 03 00 00 00 00 ......T...0B..C..C..Cr2...c.....
9080 00 00 00 00 00 00 00 06 00 00 00 03 00 00 00 f3 c4 00 00 00 87 02 97 00 7c 01 81 3a 02 00 7c 00 ........................|..:..|.
90a0 6a 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 01 8e 00 7d 03 7c 03 80 1b 64 01 j...................|...}.|...d.
90c0 7c 01 9b 02 64 02 9d 03 7d 04 74 03 00 00 00 00 00 00 00 00 6a 04 00 00 00 00 00 00 00 00 00 00 |...d...}.t.........j...........
90e0 00 00 00 00 00 00 00 00 7c 04 ab 01 00 00 00 00 00 00 82 01 89 02 7c 03 76 00 78 01 72 08 01 00 ........|.............|.v.x.r...
9100 7c 03 89 02 19 00 00 00 64 03 6b 02 00 00 53 00 74 07 00 00 00 00 00 00 00 00 88 02 66 01 64 04 |.......d.k...S.t...........f.d.
9120 84 08 7c 00 6a 09 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 05 ac 06 ab 01 00 00 ..|.j...................d.......
9140 00 00 00 00 44 00 ab 00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 53 00 29 07 61 ff 03 00 00 52 ....D.................S.).a....R
9160 65 74 75 72 6e 73 20 54 72 75 65 20 69 66 20 60 47 60 20 68 61 73 20 6e 65 67 61 74 69 76 65 6c eturns.True.if.`G`.has.negativel
9180 79 20 77 65 69 67 68 74 65 64 20 65 64 67 65 73 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 y.weighted.edges.......Parameter
91a0 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 47 20 3a 20 67 72 61 70 68 0a 20 s.....----------.....G.:.graph..
91c0 20 20 20 20 20 20 20 41 20 4e 65 74 77 6f 72 6b 58 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 65 64 .......A.NetworkX.graph.......ed
91e0 67 65 20 3a 20 74 75 70 6c 65 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20 20 20 20 20 41 20 32 ge.:.tuple,.optional.........A.2
9200 2d 74 75 70 6c 65 20 73 70 65 63 69 66 79 69 6e 67 20 74 68 65 20 6f 6e 6c 79 20 65 64 67 65 20 -tuple.specifying.the.only.edge.
9220 69 6e 20 60 47 60 20 74 68 61 74 20 77 69 6c 6c 20 62 65 20 74 65 73 74 65 64 2e 20 49 66 0a 20 in.`G`.that.will.be.tested..If..
9240 20 20 20 20 20 20 20 4e 6f 6e 65 2c 20 74 68 65 6e 20 65 76 65 72 79 20 65 64 67 65 20 69 6e 20 .......None,.then.every.edge.in.
9260 60 47 60 20 69 73 20 74 65 73 74 65 64 2e 0a 0a 20 20 20 20 77 65 69 67 68 74 3a 20 73 74 72 69 `G`.is.tested.......weight:.stri
9280 6e 67 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20 20 20 20 20 54 68 65 20 61 74 74 72 69 62 75 ng,.optional.........The.attribu
92a0 74 65 20 6e 61 6d 65 20 75 73 65 64 20 74 6f 20 71 75 65 72 79 20 66 6f 72 20 65 64 67 65 20 77 te.name.used.to.query.for.edge.w
92c0 65 69 67 68 74 73 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 eights.......Returns.....-------
92e0 0a 20 20 20 20 62 6f 6f 6c 0a 20 20 20 20 20 20 20 20 41 20 62 6f 6f 6c 65 61 6e 20 73 69 67 6e .....bool.........A.boolean.sign
9300 69 66 79 69 6e 67 20 69 66 20 60 47 60 2c 20 6f 72 20 74 68 65 20 73 70 65 63 69 66 69 65 64 20 ifying.if.`G`,.or.the.specified.
9320 65 64 67 65 2c 20 69 73 20 6e 65 67 61 74 69 76 65 6c 79 0a 20 20 20 20 20 20 20 20 77 65 69 67 edge,.is.negatively.........weig
9340 68 74 65 64 2e 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 hted.......Raises.....------....
9360 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 20 74 68 65 20 73 70 .NetworkXError.........If.the.sp
9380 65 63 69 66 69 65 64 20 65 64 67 65 20 64 6f 65 73 20 6e 6f 74 20 65 78 69 73 74 2e 0a 0a 20 20 ecified.edge.does.not.exist.....
93a0 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 20 ..Examples.....--------.....>>>.
93c0 47 20 3d 20 6e 78 2e 47 72 61 70 68 28 29 0a 20 20 20 20 3e 3e 3e 20 47 2e 61 64 64 5f 65 64 67 G.=.nx.Graph().....>>>.G.add_edg
93e0 65 73 5f 66 72 6f 6d 28 5b 28 31 2c 20 33 29 2c 20 28 32 2c 20 34 29 2c 20 28 32 2c 20 36 29 5d es_from([(1,.3),.(2,.4),.(2,.6)]
9400 29 0a 20 20 20 20 3e 3e 3e 20 47 2e 61 64 64 5f 65 64 67 65 28 31 2c 20 32 2c 20 77 65 69 67 68 ).....>>>.G.add_edge(1,.2,.weigh
9420 74 3d 34 29 0a 20 20 20 20 3e 3e 3e 20 6e 78 2e 69 73 5f 6e 65 67 61 74 69 76 65 6c 79 5f 77 65 t=4).....>>>.nx.is_negatively_we
9440 69 67 68 74 65 64 28 47 2c 20 28 31 2c 20 32 29 29 0a 20 20 20 20 46 61 6c 73 65 0a 20 20 20 20 ighted(G,.(1,.2)).....False.....
9460 3e 3e 3e 20 47 5b 32 5d 5b 34 5d 5b 22 77 65 69 67 68 74 22 5d 20 3d 20 2d 32 0a 20 20 20 20 3e >>>.G[2][4]["weight"].=.-2.....>
9480 3e 3e 20 6e 78 2e 69 73 5f 6e 65 67 61 74 69 76 65 6c 79 5f 77 65 69 67 68 74 65 64 28 47 29 0a >>.nx.is_negatively_weighted(G).
94a0 20 20 20 20 54 72 75 65 0a 20 20 20 20 3e 3e 3e 20 47 20 3d 20 6e 78 2e 44 69 47 72 61 70 68 28 ....True.....>>>.G.=.nx.DiGraph(
94c0 29 0a 20 20 20 20 3e 3e 3e 20 65 64 67 65 73 20 3d 20 5b 28 22 30 22 2c 20 22 33 22 2c 20 33 29 ).....>>>.edges.=.[("0",."3",.3)
94e0 2c 20 28 22 30 22 2c 20 22 31 22 2c 20 2d 35 29 2c 20 28 22 31 22 2c 20 22 30 22 2c 20 2d 32 29 ,.("0",."1",.-5),.("1",."0",.-2)
9500 5d 0a 20 20 20 20 3e 3e 3e 20 47 2e 61 64 64 5f 77 65 69 67 68 74 65 64 5f 65 64 67 65 73 5f 66 ].....>>>.G.add_weighted_edges_f
9520 72 6f 6d 28 65 64 67 65 73 29 0a 20 20 20 20 3e 3e 3e 20 6e 78 2e 69 73 5f 6e 65 67 61 74 69 76 rom(edges).....>>>.nx.is_negativ
9540 65 6c 79 5f 77 65 69 67 68 74 65 64 28 47 29 0a 20 20 20 20 54 72 75 65 0a 0a 20 20 20 20 72 c0 ely_weighted(G).....True......r.
9560 00 00 00 72 c1 00 00 00 72 02 00 00 00 63 01 00 00 00 00 00 00 00 00 00 00 00 04 00 00 00 33 00 ...r....r....c................3.
9580 00 00 f3 42 00 00 00 95 01 4b 00 01 00 97 00 7c 00 5d 16 00 00 5c 03 00 00 7d 01 7d 02 7d 03 89 ...B.....K.....|.]...\...}.}.}..
95a0 04 7c 03 76 00 78 01 72 08 01 00 7c 03 89 04 19 00 00 00 64 00 6b 02 00 00 96 01 97 01 01 00 8c .|.v.x.r...|.......d.k..........
95c0 18 04 00 79 01 ad 03 77 01 29 02 72 02 00 00 00 4e 72 45 00 00 00 72 c3 00 00 00 73 05 00 00 00 ...y...w.).r....NrE...r....s....
95e0 20 20 20 20 80 72 31 00 00 00 72 47 00 00 00 7a 29 69 73 5f 6e 65 67 61 74 69 76 65 6c 79 5f 77 .....r1...rG...z)is_negatively_w
9600 65 69 67 68 74 65 64 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e 95 04 00 00 73 2c eighted.<locals>.<genexpr>....s,
9620 00 00 00 f8 e8 00 f8 80 00 d2 0e 58 b1 7a b0 71 b8 21 b8 54 88 76 98 14 88 7e d2 0f 32 a0 24 a0 ...........X.z.q.!.T.v...~..2.$.
9640 76 a1 2c b0 11 d1 22 32 d3 0f 32 d1 0e 58 f9 73 04 00 00 00 83 1c 1f 01 54 72 95 00 00 00 29 05 v.,..."2..2..X.s........Tr....).
9660 72 c4 00 00 00 72 4f 00 00 00 72 50 00 00 00 da 03 61 6e 79 72 08 00 00 00 72 c6 00 00 00 73 05 r....rO...rP.....anyr....r....s.
9680 00 00 00 20 20 60 20 20 72 31 00 00 00 72 27 00 00 00 72 27 00 00 00 62 04 00 00 73 76 00 00 00 .....`..r1...r'...r'...b...sv...
96a0 f8 80 00 f0 58 01 00 08 0c d0 07 17 d8 0f 1e 88 71 8f 7f 89 7f a0 04 d0 0f 25 88 04 d8 0b 0f 88 ....X...........q........%......
96c0 3c d8 14 19 98 24 98 18 d0 21 31 d0 12 32 88 43 dc 12 14 d7 12 22 d1 12 22 a0 33 d3 12 27 d0 0c <....$...!1..2.C....."..".3..'..
96e0 27 d8 0f 15 98 14 88 7e d2 0f 32 a0 24 a0 76 a1 2c b0 11 d1 22 32 d0 08 32 e4 0b 0e d3 0e 58 c0 '......~..2.$.v.,..."2..2.....X.
9700 51 c7 57 c1 57 d0 52 56 c0 57 d3 45 57 d4 0e 58 d3 0b 58 d0 04 58 72 32 00 00 00 63 01 00 00 00 Q.W.W.RV.W.EW..X..X..Xr2...c....
9720 00 00 00 00 00 00 00 00 04 00 00 00 03 00 00 00 f3 4a 00 00 00 97 00 74 01 00 00 00 00 00 00 00 .................J.....t........
9740 00 7c 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 05 00 00 00 00 00 00 00 .|.j...................j........
9760 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 0c 00 53 00 29 .............................S.)
9780 01 61 9a 01 00 00 52 65 74 75 72 6e 73 20 54 72 75 65 20 69 66 20 60 47 60 20 68 61 73 20 6e 6f .a....Returns.True.if.`G`.has.no
97a0 20 65 64 67 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 .edges.......Parameters.....----
97c0 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 47 20 3a 20 67 72 61 70 68 0a 20 20 20 20 20 20 20 20 41 20 4e ------.....G.:.graph.........A.N
97e0 65 74 77 6f 72 6b 58 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 etworkX.graph.......Returns.....
9800 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 62 6f 6f 6c 0a 20 20 20 20 20 20 20 20 54 72 75 65 20 69 66 -------.....bool.........True.if
9820 20 60 47 60 20 68 61 73 20 6e 6f 20 65 64 67 65 73 2c 20 61 6e 64 20 46 61 6c 73 65 20 6f 74 68 .`G`.has.no.edges,.and.False.oth
9840 65 72 77 69 73 65 2e 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 erwise.......Notes.....-----....
9860 20 41 6e 20 65 6d 70 74 79 20 67 72 61 70 68 20 63 61 6e 20 68 61 76 65 20 6e 6f 64 65 73 20 62 .An.empty.graph.can.have.nodes.b
9880 75 74 20 6e 6f 74 20 65 64 67 65 73 2e 20 54 68 65 20 65 6d 70 74 79 20 67 72 61 70 68 20 77 69 ut.not.edges..The.empty.graph.wi
98a0 74 68 20 7a 65 72 6f 0a 20 20 20 20 6e 6f 64 65 73 20 69 73 20 6b 6e 6f 77 6e 20 61 73 20 74 68 th.zero.....nodes.is.known.as.th
98c0 65 20 6e 75 6c 6c 20 67 72 61 70 68 2e 20 54 68 69 73 20 69 73 20 61 6e 20 24 4f 28 6e 29 24 20 e.null.graph..This.is.an.$O(n)$.
98e0 6f 70 65 72 61 74 69 6f 6e 20 77 68 65 72 65 20 6e 0a 20 20 20 20 69 73 20 74 68 65 20 6e 75 6d operation.where.n.....is.the.num
9900 62 65 72 20 6f 66 20 6e 6f 64 65 73 20 69 6e 20 74 68 65 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 ber.of.nodes.in.the.graph.......
9920 29 03 72 cb 00 00 00 72 a9 00 00 00 72 a0 00 00 00 72 2f 00 00 00 73 01 00 00 00 20 72 31 00 00 ).r....r....r....r/...s.....r1..
9940 00 72 28 00 00 00 72 28 00 00 00 98 04 00 00 73 1c 00 00 00 80 00 f4 2a 00 10 13 90 31 97 36 91 .r(...r(.......s.......*....1.6.
9960 36 97 3d 91 3d 93 3f d3 0f 23 d0 0b 23 d0 04 23 72 32 00 00 00 63 01 00 00 00 00 00 00 00 00 00 6.=.=.?..#..#..#r2...c..........
9980 00 00 03 00 00 00 03 00 00 00 f3 44 00 00 00 97 00 64 01 84 00 7c 00 6a 00 00 00 00 00 00 00 00 ...........D.....d...|.j........
99a0 00 00 00 00 00 00 00 00 00 00 00 6a 03 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab ...........j....................
99c0 00 00 00 00 00 00 00 44 00 ab 00 00 00 00 00 00 00 53 00 29 02 61 ed 01 00 00 52 65 74 75 72 6e .......D.........S.).a....Return
99e0 73 20 61 6e 20 69 74 65 72 61 74 6f 72 20 6f 76 65 72 20 6e 6f 64 65 73 20 77 69 74 68 20 73 65 s.an.iterator.over.nodes.with.se
9a00 6c 66 20 6c 6f 6f 70 73 2e 0a 0a 20 20 20 20 41 20 6e 6f 64 65 20 77 69 74 68 20 61 20 73 65 6c lf.loops.......A.node.with.a.sel
9a20 66 20 6c 6f 6f 70 20 68 61 73 20 61 6e 20 65 64 67 65 20 77 69 74 68 20 62 6f 74 68 20 65 6e 64 f.loop.has.an.edge.with.both.end
9a40 73 20 61 64 6a 61 63 65 6e 74 0a 20 20 20 20 74 6f 20 74 68 61 74 20 6e 6f 64 65 2e 0a 0a 20 20 s.adjacent.....to.that.node.....
9a60 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 6e 6f 64 65 6c 69 ..Returns.....-------.....nodeli
9a80 73 74 20 3a 20 69 74 65 72 61 74 6f 72 0a 20 20 20 20 20 20 20 20 41 20 69 74 65 72 61 74 6f 72 st.:.iterator.........A.iterator
9aa0 20 6f 76 65 72 20 6e 6f 64 65 73 20 77 69 74 68 20 73 65 6c 66 20 6c 6f 6f 70 73 2e 0a 0a 20 20 .over.nodes.with.self.loops.....
9ac0 20 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 73 65 6c 66 ..See.Also.....--------.....self
9ae0 6c 6f 6f 70 5f 65 64 67 65 73 2c 20 6e 75 6d 62 65 72 5f 6f 66 5f 73 65 6c 66 6c 6f 6f 70 73 0a loop_edges,.number_of_selfloops.
9b00 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.....--------.....>
9b20 3e 3e 20 47 20 3d 20 6e 78 2e 47 72 61 70 68 28 29 20 20 23 20 6f 72 20 44 69 47 72 61 70 68 2c >>.G.=.nx.Graph()..#.or.DiGraph,
9b40 20 4d 75 6c 74 69 47 72 61 70 68 2c 20 4d 75 6c 74 69 44 69 47 72 61 70 68 2c 20 65 74 63 0a 20 .MultiGraph,.MultiDiGraph,.etc..
9b60 20 20 20 3e 3e 3e 20 47 2e 61 64 64 5f 65 64 67 65 28 31 2c 20 31 29 0a 20 20 20 20 3e 3e 3e 20 ...>>>.G.add_edge(1,.1).....>>>.
9b80 47 2e 61 64 64 5f 65 64 67 65 28 31 2c 20 32 29 0a 20 20 20 20 3e 3e 3e 20 6c 69 73 74 28 6e 78 G.add_edge(1,.2).....>>>.list(nx
9ba0 2e 6e 6f 64 65 73 5f 77 69 74 68 5f 73 65 6c 66 6c 6f 6f 70 73 28 47 29 29 0a 20 20 20 20 5b 31 .nodes_with_selfloops(G)).....[1
9bc0 5d 0a 0a 20 20 20 20 63 01 00 00 00 00 00 00 00 00 00 00 00 03 00 00 00 33 00 00 00 f3 30 00 00 ]......c................3....0..
9be0 00 4b 00 01 00 97 00 7c 00 5d 0e 00 00 5c 02 00 00 7d 01 7d 02 7c 01 7c 02 76 00 73 01 8c 0b 7c .K.....|.]...\...}.}.|.|.v.s...|
9c00 01 96 01 97 01 01 00 8c 10 04 00 79 00 ad 03 77 01 72 44 00 00 00 72 45 00 00 00 a9 03 72 46 00 ...........y...w.rD...rE.....rF.
9c20 00 00 72 39 00 00 00 da 04 6e 62 72 73 73 03 00 00 00 20 20 20 72 31 00 00 00 72 47 00 00 00 7a ..r9.....nbrss.......r1...rG...z
9c40 27 6e 6f 64 65 73 5f 77 69 74 68 5f 73 65 6c 66 6c 6f 6f 70 73 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c 'nodes_with_selfloops.<locals>.<
9c60 67 65 6e 65 78 70 72 3e c8 04 00 00 73 1a 00 00 00 e8 00 f8 80 00 d2 0b 39 91 27 90 21 90 54 a8 genexpr>....s...........9.'.!.T.
9c80 71 b0 44 aa 79 8c 41 d1 0b 39 f9 73 08 00 00 00 82 0c 16 01 8f 07 16 01 29 02 72 a9 00 00 00 72 q.D.y.A..9.s............).r....r
9ca0 9d 00 00 00 72 2f 00 00 00 73 01 00 00 00 20 72 31 00 00 00 72 2a 00 00 00 72 2a 00 00 00 b0 04 ....r/...s.....r1...r*...r*.....
9cc0 00 00 73 19 00 00 00 80 00 f1 30 00 0c 3a 98 51 9f 56 99 56 9f 5c 99 5c 9b 5e d4 0b 39 d0 04 39 ..s.......0..:.Q.V.V.\.\.^..9..9
9ce0 72 32 00 00 00 63 04 00 00 00 00 00 00 00 00 00 00 00 03 00 00 00 03 00 00 00 f3 f2 02 00 00 87 r2...c..........................
9d00 01 87 03 97 00 89 01 64 01 75 00 72 77 7c 00 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 .......d.u.rw|.j................
9d20 00 00 00 ab 00 00 00 00 00 00 00 72 46 7c 02 64 01 75 00 72 21 64 02 84 00 7c 00 6a 02 00 00 00 ...........rF|.d.u.r!d...|.j....
9d40 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ...............j................
9d60 00 00 00 ab 00 00 00 00 00 00 00 44 00 ab 00 00 00 00 00 00 00 53 00 64 03 84 00 7c 00 6a 02 00 ...........D.........S.d...|.j..
9d80 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 .................j..............
9da0 00 00 00 00 00 ab 00 00 00 00 00 00 00 44 00 ab 00 00 00 00 00 00 00 53 00 64 04 84 00 7c 00 6a .............D.........S.d...|.j
9dc0 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 05 00 00 00 00 00 00 00 00 00 00 00 ...................j............
9de0 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 44 00 ab 00 00 00 00 00 00 00 53 00 89 01 64 05 75 ...............D.........S...d.u
9e00 01 72 80 7c 00 6a 01 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 .r.|.j..........................
9e20 00 72 4c 7c 02 64 01 75 00 72 24 88 01 88 03 66 02 64 06 84 08 7c 00 6a 02 00 00 00 00 00 00 00 .rL|.d.u.r$....f.d...|.j........
9e40 00 00 00 00 00 00 00 00 00 00 00 6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab ...........j....................
9e60 00 00 00 00 00 00 00 44 00 ab 00 00 00 00 00 00 00 53 00 88 01 88 03 66 02 64 07 84 08 7c 00 6a .......D.........S.....f.d...|.j
9e80 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 05 00 00 00 00 00 00 00 00 00 00 00 ...................j............
9ea0 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 44 00 ab 00 00 00 00 00 00 00 53 00 88 01 88 03 66 ...............D.........S.....f
9ec0 02 64 08 84 08 7c 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 05 00 00 00 .d...|.j...................j....
9ee0 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 00 00 00 00 00 .......................D........
9f00 00 53 00 7c 00 6a 01 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 .S.|.j..........................
9f20 00 72 46 7c 02 64 01 75 00 72 21 64 09 84 00 7c 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 00 00 .rF|.d.u.r!d...|.j..............
9f40 00 00 00 00 00 6a 05 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 .....j..........................
9f60 00 44 00 ab 00 00 00 00 00 00 00 53 00 64 0a 84 00 7c 00 6a 02 00 00 00 00 00 00 00 00 00 00 00 .D.........S.d...|.j............
9f80 00 00 00 00 00 00 00 6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 .......j........................
9fa0 00 00 00 44 00 ab 00 00 00 00 00 00 00 53 00 64 0b 84 00 7c 00 6a 02 00 00 00 00 00 00 00 00 00 ...D.........S.d...|.j..........
9fc0 00 00 00 00 00 00 00 00 00 6a 05 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 .........j......................
9fe0 00 00 00 00 00 44 00 ab 00 00 00 00 00 00 00 53 00 29 0c 61 e2 04 00 00 52 65 74 75 72 6e 73 20 .....D.........S.).a....Returns.
a000 61 6e 20 69 74 65 72 61 74 6f 72 20 6f 76 65 72 20 73 65 6c 66 6c 6f 6f 70 20 65 64 67 65 73 2e an.iterator.over.selfloop.edges.
a020 0a 0a 20 20 20 20 41 20 73 65 6c 66 6c 6f 6f 70 20 65 64 67 65 20 68 61 73 20 74 68 65 20 73 61 ......A.selfloop.edge.has.the.sa
a040 6d 65 20 6e 6f 64 65 20 61 74 20 62 6f 74 68 20 65 6e 64 73 2e 0a 0a 20 20 20 20 50 61 72 61 6d me.node.at.both.ends.......Param
a060 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 47 20 3a 20 67 72 61 eters.....----------.....G.:.gra
a080 70 68 0a 20 20 20 20 20 20 20 20 41 20 4e 65 74 77 6f 72 6b 58 20 67 72 61 70 68 2e 0a 20 20 20 ph.........A.NetworkX.graph.....
a0a0 20 64 61 74 61 20 3a 20 73 74 72 69 6e 67 20 6f 72 20 62 6f 6f 6c 2c 20 6f 70 74 69 6f 6e 61 6c .data.:.string.or.bool,.optional
a0c0 20 28 64 65 66 61 75 6c 74 3d 46 61 6c 73 65 29 0a 20 20 20 20 20 20 20 20 52 65 74 75 72 6e 20 .(default=False).........Return.
a0e0 73 65 6c 66 6c 6f 6f 70 20 65 64 67 65 73 20 61 73 20 74 77 6f 20 74 75 70 6c 65 73 20 28 75 2c selfloop.edges.as.two.tuples.(u,
a100 20 76 29 20 28 64 61 74 61 3d 46 61 6c 73 65 29 0a 20 20 20 20 20 20 20 20 6f 72 20 74 68 72 65 .v).(data=False).........or.thre
a120 65 2d 74 75 70 6c 65 73 20 28 75 2c 20 76 2c 20 64 61 74 61 64 69 63 74 29 20 28 64 61 74 61 3d e-tuples.(u,.v,.datadict).(data=
a140 54 72 75 65 29 0a 20 20 20 20 20 20 20 20 6f 72 20 74 68 72 65 65 2d 74 75 70 6c 65 73 20 28 75 True).........or.three-tuples.(u
a160 2c 20 76 2c 20 64 61 74 61 76 61 6c 75 65 29 20 28 64 61 74 61 3d 27 61 74 74 72 6e 61 6d 65 27 ,.v,.datavalue).(data='attrname'
a180 29 0a 20 20 20 20 6b 65 79 73 20 3a 20 62 6f 6f 6c 2c 20 6f 70 74 69 6f 6e 61 6c 20 28 64 65 66 ).....keys.:.bool,.optional.(def
a1a0 61 75 6c 74 3d 46 61 6c 73 65 29 0a 20 20 20 20 20 20 20 20 49 66 20 54 72 75 65 2c 20 72 65 74 ault=False).........If.True,.ret
a1c0 75 72 6e 20 65 64 67 65 20 6b 65 79 73 20 77 69 74 68 20 65 61 63 68 20 65 64 67 65 2e 0a 20 20 urn.edge.keys.with.each.edge....
a1e0 20 20 64 65 66 61 75 6c 74 20 3a 20 76 61 6c 75 65 2c 20 6f 70 74 69 6f 6e 61 6c 20 28 64 65 66 ..default.:.value,.optional.(def
a200 61 75 6c 74 3d 4e 6f 6e 65 29 0a 20 20 20 20 20 20 20 20 56 61 6c 75 65 20 75 73 65 64 20 66 6f ault=None).........Value.used.fo
a220 72 20 65 64 67 65 73 20 74 68 61 74 20 64 6f 6e 27 74 20 68 61 76 65 20 74 68 65 20 72 65 71 75 r.edges.that.don't.have.the.requ
a240 65 73 74 65 64 20 61 74 74 72 69 62 75 74 65 2e 0a 20 20 20 20 20 20 20 20 4f 6e 6c 79 20 72 65 ested.attribute..........Only.re
a260 6c 65 76 61 6e 74 20 69 66 20 64 61 74 61 20 69 73 20 6e 6f 74 20 54 72 75 65 20 6f 72 20 46 61 levant.if.data.is.not.True.or.Fa
a280 6c 73 65 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 lse.......Returns.....-------...
a2a0 20 20 65 64 67 65 69 74 65 72 20 3a 20 69 74 65 72 61 74 6f 72 20 6f 76 65 72 20 65 64 67 65 20 ..edgeiter.:.iterator.over.edge.
a2c0 74 75 70 6c 65 73 0a 20 20 20 20 20 20 20 20 41 6e 20 69 74 65 72 61 74 6f 72 20 6f 76 65 72 20 tuples.........An.iterator.over.
a2e0 61 6c 6c 20 73 65 6c 66 6c 6f 6f 70 20 65 64 67 65 73 2e 0a 0a 20 20 20 20 53 65 65 20 41 6c 73 all.selfloop.edges.......See.Als
a300 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 6e 6f 64 65 73 5f 77 69 74 68 5f 73 65 o.....--------.....nodes_with_se
a320 6c 66 6c 6f 6f 70 73 2c 20 6e 75 6d 62 65 72 5f 6f 66 5f 73 65 6c 66 6c 6f 6f 70 73 0a 0a 20 20 lfloops,.number_of_selfloops....
a340 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 20 ..Examples.....--------.....>>>.
a360 47 20 3d 20 6e 78 2e 4d 75 6c 74 69 47 72 61 70 68 28 29 20 20 23 20 6f 72 20 47 72 61 70 68 2c G.=.nx.MultiGraph()..#.or.Graph,
a380 20 44 69 47 72 61 70 68 2c 20 4d 75 6c 74 69 44 69 47 72 61 70 68 2c 20 65 74 63 0a 20 20 20 20 .DiGraph,.MultiDiGraph,.etc.....
a3a0 3e 3e 3e 20 65 6b 65 79 20 3d 20 47 2e 61 64 64 5f 65 64 67 65 28 31 2c 20 31 29 0a 20 20 20 20 >>>.ekey.=.G.add_edge(1,.1).....
a3c0 3e 3e 3e 20 65 6b 65 79 20 3d 20 47 2e 61 64 64 5f 65 64 67 65 28 31 2c 20 32 29 0a 20 20 20 20 >>>.ekey.=.G.add_edge(1,.2).....
a3e0 3e 3e 3e 20 6c 69 73 74 28 6e 78 2e 73 65 6c 66 6c 6f 6f 70 5f 65 64 67 65 73 28 47 29 29 0a 20 >>>.list(nx.selfloop_edges(G))..
a400 20 20 20 5b 28 31 2c 20 31 29 5d 0a 20 20 20 20 3e 3e 3e 20 6c 69 73 74 28 6e 78 2e 73 65 6c 66 ...[(1,.1)].....>>>.list(nx.self
a420 6c 6f 6f 70 5f 65 64 67 65 73 28 47 2c 20 64 61 74 61 3d 54 72 75 65 29 29 0a 20 20 20 20 5b 28 loop_edges(G,.data=True)).....[(
a440 31 2c 20 31 2c 20 7b 7d 29 5d 0a 20 20 20 20 3e 3e 3e 20 6c 69 73 74 28 6e 78 2e 73 65 6c 66 6c 1,.1,.{})].....>>>.list(nx.selfl
a460 6f 6f 70 5f 65 64 67 65 73 28 47 2c 20 6b 65 79 73 3d 54 72 75 65 29 29 0a 20 20 20 20 5b 28 31 oop_edges(G,.keys=True)).....[(1
a480 2c 20 31 2c 20 30 29 5d 0a 20 20 20 20 3e 3e 3e 20 6c 69 73 74 28 6e 78 2e 73 65 6c 66 6c 6f 6f ,.1,.0)].....>>>.list(nx.selfloo
a4a0 70 5f 65 64 67 65 73 28 47 2c 20 6b 65 79 73 3d 54 72 75 65 2c 20 64 61 74 61 3d 54 72 75 65 29 p_edges(G,.keys=True,.data=True)
a4c0 29 0a 20 20 20 20 5b 28 31 2c 20 31 2c 20 30 2c 20 7b 7d 29 5d 0a 20 20 20 20 54 63 01 00 00 00 ).....[(1,.1,.0,.{})].....Tc....
a4e0 00 00 00 00 00 00 00 00 06 00 00 00 33 00 00 00 f3 6c 00 00 00 4b 00 01 00 97 00 7c 00 5d 2c 00 ............3....l...K.....|.],.
a500 00 5c 02 00 00 7d 01 7d 02 7c 01 7c 02 76 00 72 23 7c 02 7c 01 19 00 00 00 6a 01 00 00 00 00 00 .\...}.}.|.|.v.r#|.|.....j......
a520 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 44 00 5d 0d 00 00 5c 02 00 00 7d .....................D.]...\...}
a540 03 7d 04 7c 01 7c 01 7c 03 7c 04 66 04 96 01 97 01 01 00 8c 0f 04 00 8c 2e 04 00 79 00 ad 03 77 .}.|.|.|.|.f...............y...w
a560 01 72 44 00 00 00 29 01 72 9d 00 00 00 29 05 72 46 00 00 00 72 39 00 00 00 72 d0 00 00 00 da 01 .rD...).r....).rF...r9...r......
a580 6b 72 41 00 00 00 73 05 00 00 00 20 20 20 20 20 72 31 00 00 00 72 47 00 00 00 7a 21 73 65 6c 66 krA...s.........r1...rG...z!self
a5a0 6c 6f 6f 70 5f 65 64 67 65 73 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e f8 04 00 loop_edges.<locals>.<genexpr>...
a5c0 00 73 4e 00 00 00 e8 00 f8 80 00 f2 00 05 18 12 e1 18 1f 98 01 98 34 d8 17 18 98 44 91 79 d8 20 .sN...................4....D.y..
a5e0 24 a0 51 a1 07 a7 0d a1 0d a3 0f f2 09 05 18 12 f1 08 00 19 1d 98 01 98 31 f0 07 00 16 17 98 01 $.Q.....................1.......
a600 98 31 98 61 94 4c f0 03 05 18 12 d8 14 20 f1 03 05 18 12 f9 73 04 00 00 00 82 32 34 01 63 01 00 .1.a.L..............s.....24.c..
a620 00 00 00 00 00 00 00 00 00 00 05 00 00 00 33 00 00 00 f3 64 00 00 00 4b 00 01 00 97 00 7c 00 5d ..............3....d...K.....|.]
a640 28 00 00 5c 02 00 00 7d 01 7d 02 7c 01 7c 02 76 00 72 1f 7c 02 7c 01 19 00 00 00 6a 01 00 00 00 (..\...}.}.|.|.v.r.|.|.....j....
a660 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 5d 09 00 00 7d 03 7c .......................D.]...}.|
a680 01 7c 01 7c 03 66 03 96 01 97 01 01 00 8c 0b 04 00 8c 2a 04 00 79 00 ad 03 77 01 72 44 00 00 00 .|.|.f............*..y...w.rD...
a6a0 29 01 72 a0 00 00 00 29 04 72 46 00 00 00 72 39 00 00 00 72 d0 00 00 00 72 41 00 00 00 73 04 00 ).r....).rF...r9...r....rA...s..
a6c0 00 00 20 20 20 20 72 31 00 00 00 72 47 00 00 00 7a 21 73 65 6c 66 6c 6f 6f 70 5f 65 64 67 65 73 ......r1...rG...z!selfloop_edges
a6e0 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e ff 04 00 00 73 49 00 00 00 e8 00 f8 80 .<locals>.<genexpr>....sI.......
a700 00 f2 00 05 18 12 e1 18 1f 98 01 98 34 d8 17 18 98 44 91 79 d8 1d 21 a0 21 99 57 9f 5e 99 5e d3 ............4....D.y..!.!.W.^.^.
a720 1d 2d f2 09 05 18 12 f0 08 00 19 1a f0 07 00 16 17 98 01 98 31 94 49 f0 03 05 18 12 d8 14 1d f1 .-..................1.I.........
a740 03 05 18 12 f9 73 04 00 00 00 82 2e 30 01 63 01 00 00 00 00 00 00 00 00 00 00 00 05 00 00 00 33 .....s......0.c................3
a760 00 00 00 f3 3c 00 00 00 4b 00 01 00 97 00 7c 00 5d 14 00 00 5c 02 00 00 7d 01 7d 02 7c 01 7c 02 ....<...K.....|.]...\...}.}.|.|.
a780 76 00 73 01 8c 0b 7c 01 7c 01 7c 02 7c 01 19 00 00 00 66 03 96 01 97 01 01 00 8c 16 04 00 79 00 v.s...|.|.|.|.....f...........y.
a7a0 ad 03 77 01 72 44 00 00 00 72 45 00 00 00 72 cf 00 00 00 73 03 00 00 00 20 20 20 72 31 00 00 00 ..w.rD...rE...r....s.......r1...
a7c0 72 47 00 00 00 7a 21 73 65 6c 66 6c 6f 6f 70 5f 65 64 67 65 73 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c rG...z!selfloop_edges.<locals>.<
a7e0 67 65 6e 65 78 70 72 3e 06 05 00 00 73 24 00 00 00 e8 00 f8 80 00 d2 13 4f a9 07 a8 01 a8 34 c0 genexpr>....s$..........O.....4.
a800 51 c8 24 c2 59 90 51 98 01 98 34 a0 01 99 37 94 4f d1 13 4f f9 73 08 00 00 00 82 0c 1c 01 8f 0d Q.$.Y.Q...4...7.O..O.s..........
a820 1c 01 46 63 01 00 00 00 00 00 00 00 00 00 00 00 09 00 00 00 33 00 00 00 f3 8e 00 00 00 95 02 4b ..Fc................3..........K
a840 00 01 00 97 00 7c 00 5d 3c 00 00 5c 02 00 00 7d 01 7d 02 7c 01 7c 02 76 00 72 33 7c 02 7c 01 19 .....|.]<..\...}.}.|.|.v.r3|.|..
a860 00 00 00 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 44 ...j...........................D
a880 00 5d 1d 00 00 5c 02 00 00 7d 03 7d 04 7c 01 7c 01 7c 03 7c 04 6a 03 00 00 00 00 00 00 00 00 00 .]...\...}.}.|.|.|.|.j..........
a8a0 00 00 00 00 00 00 00 00 00 89 05 89 06 ab 02 00 00 00 00 00 00 66 04 96 01 97 01 01 00 8c 1f 04 .....................f..........
a8c0 00 8c 3e 04 00 79 00 ad 03 77 01 72 44 00 00 00 29 02 72 9d 00 00 00 72 4a 00 00 00 29 07 72 46 ..>..y...w.rD...).r....rJ...).rF
a8e0 00 00 00 72 39 00 00 00 72 d0 00 00 00 72 d3 00 00 00 72 41 00 00 00 72 96 00 00 00 72 a2 00 00 ...r9...r....r....rA...r....r...
a900 00 73 07 00 00 00 20 20 20 20 20 80 80 72 31 00 00 00 72 47 00 00 00 7a 21 73 65 6c 66 6c 6f 6f .s...........r1...rG...z!selfloo
a920 70 5f 65 64 67 65 73 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e 0a 05 00 00 73 5b p_edges.<locals>.<genexpr>....s[
a940 00 00 00 f8 e8 00 f8 80 00 f2 00 05 18 12 e1 18 1f 98 01 98 34 d8 17 18 98 44 91 79 d8 20 24 a0 ....................4....D.y..$.
a960 51 a1 07 a7 0d a1 0d a3 0f f2 09 05 18 12 f1 08 00 19 1d 98 01 98 31 f0 07 00 16 17 98 01 98 31 Q.....................1........1
a980 98 61 9f 65 99 65 a0 44 a8 27 d3 1e 32 d4 14 33 f0 03 05 18 12 d8 14 33 f1 03 05 18 12 f9 73 06 .a.e.e.D.'..2..3.......3......s.
a9a0 00 00 00 83 41 02 41 05 01 63 01 00 00 00 00 00 00 00 00 00 00 00 08 00 00 00 33 00 00 00 f3 86 ....A.A..c................3.....
a9c0 00 00 00 95 02 4b 00 01 00 97 00 7c 00 5d 38 00 00 5c 02 00 00 7d 01 7d 02 7c 01 7c 02 76 00 72 .....K.....|.]8..\...}.}.|.|.v.r
a9e0 2f 7c 02 7c 01 19 00 00 00 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 /|.|.....j......................
aa00 00 00 00 00 00 44 00 5d 19 00 00 7d 03 7c 01 7c 01 7c 03 6a 03 00 00 00 00 00 00 00 00 00 00 00 .....D.]...}.|.|.|.j............
aa20 00 00 00 00 00 00 00 89 04 89 05 ab 02 00 00 00 00 00 00 66 03 96 01 97 01 01 00 8c 1b 04 00 8c ...................f............
aa40 3a 04 00 79 00 ad 03 77 01 72 44 00 00 00 29 02 72 a0 00 00 00 72 4a 00 00 00 29 06 72 46 00 00 :..y...w.rD...).r....rJ...).rF..
aa60 00 72 39 00 00 00 72 d0 00 00 00 72 41 00 00 00 72 96 00 00 00 72 a2 00 00 00 73 06 00 00 00 20 .r9...r....rA...r....r....s.....
aa80 20 20 20 80 80 72 31 00 00 00 72 47 00 00 00 7a 21 73 65 6c 66 6c 6f 6f 70 5f 65 64 67 65 73 2e .....r1...rG...z!selfloop_edges.
aaa0 3c 6c 6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e 11 05 00 00 73 56 00 00 00 f8 e8 00 f8 80 <locals>.<genexpr>....sV........
aac0 00 f2 00 05 18 12 e1 18 1f 98 01 98 34 d8 17 18 98 44 91 79 d8 1d 21 a0 21 99 57 9f 5e 99 5e d3 ............4....D.y..!.!.W.^.^.
aae0 1d 2d f2 09 05 18 12 f0 08 00 19 1a f0 07 00 16 17 98 01 98 31 9f 35 99 35 a0 14 a0 77 d3 1b 2f .-..................1.5.5...w../
ab00 d4 14 30 f0 03 05 18 12 d8 14 30 f1 03 05 18 12 f9 73 05 00 00 00 83 3e 41 01 01 63 01 00 00 00 ..0.......0......s.....>A..c....
ab20 00 00 00 00 00 00 00 00 07 00 00 00 33 00 00 00 f3 5c 00 00 00 95 02 4b 00 01 00 97 00 7c 00 5d ............3....\.....K.....|.]
ab40 23 00 00 5c 02 00 00 7d 01 7d 02 7c 01 7c 02 76 00 72 1a 7c 01 7c 01 7c 02 7c 01 19 00 00 00 6a #..\...}.}.|.|.v.r.|.|.|.|.....j
ab60 01 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 89 03 89 04 ab 02 00 00 00 00 00 00 66 ...............................f
ab80 03 96 01 97 01 01 00 8c 25 04 00 79 00 ad 03 77 01 72 44 00 00 00 29 01 72 4a 00 00 00 29 05 72 ........%..y...w.rD...).rJ...).r
aba0 46 00 00 00 72 39 00 00 00 72 d0 00 00 00 72 96 00 00 00 72 a2 00 00 00 73 05 00 00 00 20 20 20 F...r9...r....r....r....s.......
abc0 80 80 72 31 00 00 00 72 47 00 00 00 7a 21 73 65 6c 66 6c 6f 6f 70 5f 65 64 67 65 73 2e 3c 6c 6f ..r1...rG...z!selfloop_edges.<lo
abe0 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e 18 05 00 00 73 3a 00 00 00 f8 e8 00 f8 80 00 f2 00 cals>.<genexpr>....s:...........
ac00 04 14 0e e1 14 1b 90 41 90 74 d8 13 14 98 04 91 39 f0 05 00 12 13 90 41 90 74 98 41 91 77 97 7b .......A.t......9......A.t.A.w.{
ac20 91 7b a0 34 a8 17 d3 17 31 d4 10 32 f1 03 04 14 0e f9 73 04 00 00 00 83 29 2c 01 63 01 00 00 00 .{.4....1..2......s.....),.c....
ac40 00 00 00 00 00 00 00 00 05 00 00 00 33 00 00 00 f3 48 00 00 00 4b 00 01 00 97 00 7c 00 5d 1a 00 ............3....H...K.....|.]..
ac60 00 5c 02 00 00 7d 01 7d 02 7c 01 7c 02 76 00 72 11 7c 02 7c 01 19 00 00 00 44 00 5d 09 00 00 7d .\...}.}.|.|.v.r.|.|.....D.]...}
ac80 03 7c 01 7c 01 7c 03 66 03 96 01 97 01 01 00 8c 0b 04 00 8c 1c 04 00 79 00 ad 03 77 01 72 44 00 .|.|.|.f...............y...w.rD.
aca0 00 00 72 45 00 00 00 29 04 72 46 00 00 00 72 39 00 00 00 72 d0 00 00 00 72 d3 00 00 00 73 04 00 ..rE...).rF...r9...r....r....s..
acc0 00 00 20 20 20 20 72 31 00 00 00 72 47 00 00 00 7a 21 73 65 6c 66 6c 6f 6f 70 5f 65 64 67 65 73 ......r1...rG...z!selfloop_edges
ace0 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e 20 05 00 00 73 42 00 00 00 e8 00 f8 80 .<locals>.<genexpr>....sB.......
ad00 00 f2 00 05 18 12 e1 18 1f 98 01 98 34 d8 17 18 98 44 91 79 d8 1d 21 a0 21 99 57 f2 09 05 18 12 ............4....D.y..!.!.W.....
ad20 f0 08 00 19 1a f0 07 00 16 17 98 01 98 31 94 49 f0 03 05 18 12 d8 14 1d f1 03 05 18 12 f9 73 04 .............1.I..............s.
ad40 00 00 00 82 20 22 01 63 01 00 00 00 00 00 00 00 00 00 00 00 07 00 00 00 33 00 00 00 f3 6a 00 00 .....".c................3....j..
ad60 00 4b 00 01 00 97 00 7c 00 5d 2b 00 00 5c 02 00 00 7d 01 7d 02 7c 01 7c 02 76 00 72 22 74 01 00 .K.....|.]+..\...}.}.|.|.v.r"t..
ad80 00 00 00 00 00 00 00 74 03 00 00 00 00 00 00 00 00 7c 02 7c 01 19 00 00 00 ab 01 00 00 00 00 00 .......t.........|.|............
ada0 00 ab 01 00 00 00 00 00 00 44 00 5d 08 00 00 7d 03 7c 01 7c 01 66 02 96 01 97 01 01 00 8c 0a 04 .........D.]...}.|.|.f..........
adc0 00 8c 2d 04 00 79 00 ad 03 77 01 72 44 00 00 00 29 02 72 48 00 00 00 da 03 6c 65 6e 29 04 72 46 ..-..y...w.rD...).rH.....len).rF
ade0 00 00 00 72 39 00 00 00 72 d0 00 00 00 72 4c 00 00 00 73 04 00 00 00 20 20 20 20 72 31 00 00 00 ...r9...r....rL...s........r1...
ae00 72 47 00 00 00 7a 21 73 65 6c 66 6c 6f 6f 70 5f 65 64 67 65 73 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c rG...z!selfloop_edges.<locals>.<
ae20 67 65 6e 65 78 70 72 3e 27 05 00 00 73 49 00 00 00 e8 00 f8 80 00 f2 00 05 18 12 e1 18 1f 98 01 genexpr>'...sI..................
ae40 98 34 d8 17 18 98 44 91 79 dc 1d 22 a4 33 a0 74 a8 41 a1 77 a3 3c d3 1d 30 f2 09 05 18 12 f0 08 .4....D.y..".3.t.A.w.<..0.......
ae60 00 19 1a f0 07 00 16 17 98 01 94 46 f0 03 05 18 12 d8 14 1a f1 03 05 18 12 f9 73 04 00 00 00 82 ...........F..............s.....
ae80 31 33 01 63 01 00 00 00 00 00 00 00 00 00 00 00 03 00 00 00 33 00 00 00 f3 34 00 00 00 4b 00 01 13.c................3....4...K..
aea0 00 97 00 7c 00 5d 10 00 00 5c 02 00 00 7d 01 7d 02 7c 01 7c 02 76 00 73 01 8c 0b 7c 01 7c 01 66 ...|.]...\...}.}.|.|.v.s...|.|.f
aec0 02 96 01 97 01 01 00 8c 12 04 00 79 00 ad 03 77 01 72 44 00 00 00 72 45 00 00 00 72 cf 00 00 00 ...........y...w.rD...rE...r....
aee0 73 03 00 00 00 20 20 20 72 31 00 00 00 72 47 00 00 00 7a 21 73 65 6c 66 6c 6f 6f 70 5f 65 64 67 s.......r1...rG...z!selfloop_edg
af00 65 73 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e 2e 05 00 00 73 1e 00 00 00 e8 00 es.<locals>.<genexpr>....s......
af20 f8 80 00 d2 13 46 99 77 98 71 a0 24 b8 41 c0 14 ba 49 90 51 98 01 94 46 d1 13 46 f9 73 08 00 00 .....F.w.q.$.A...I.Q...F..F.s...
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af60 00 72 96 00 00 00 72 b0 00 00 00 72 a2 00 00 00 73 04 00 00 00 20 60 20 60 72 31 00 00 00 72 29 .r....r....r....s.....`.`r1...r)
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afc0 3e f4 05 05 18 12 f0 00 05 11 12 f1 0e 05 18 12 e0 23 24 a7 36 a1 36 a7 3c a1 3c a3 3e f4 05 05 >................#$.6.6.<.<.>...
afe0 18 12 f0 00 05 11 12 f1 0e 00 14 50 01 b0 31 b7 36 b1 36 b7 3c b1 3c b3 3e d4 13 4f d0 0c 4f d8 ...........P..1.6.6.<.<.>..O..O.
b000 09 0d 90 55 d1 09 1a d8 0b 0c 8f 3f 89 3f d4 0b 1c d8 0f 13 90 74 89 7c f4 02 05 18 12 e0 23 24 ...U.......?.?.......t.|......#$
b020 a7 36 a1 36 a7 3c a1 3c a3 3e f4 05 05 18 12 f0 00 05 11 12 f4 0e 05 18 12 e0 23 24 a7 36 a1 36 .6.6.<.<.>................#$.6.6
b040 a7 3c a1 3c a3 3e f4 05 05 18 12 f0 00 05 11 12 f4 0e 04 14 0e e0 1f 20 9f 76 99 76 9f 7c 99 7c .<.<.>...................v.v.|.|
b060 9b 7e f4 05 04 14 0e f0 00 04 0d 0e f0 0c 00 0c 0d 8f 3f 89 3f d4 0b 1c d8 0f 13 90 74 89 7c f1 .~................?.?.......t.|.
b080 02 05 18 12 e0 23 24 a7 36 a1 36 a7 3c a1 3c a3 3e f4 05 05 18 12 f0 00 05 11 12 f1 0e 05 18 12 .....#$.6.6.<.<.>...............
b0a0 e0 23 24 a7 36 a1 36 a7 3c a1 3c a3 3e f4 05 05 18 12 f0 00 05 11 12 f1 0e 00 14 47 01 a8 21 af .#$.6.6.<.<.>..............G..!.
b0c0 26 a9 26 af 2c a9 2c ab 2e d4 13 46 d0 0c 46 72 32 00 00 00 63 01 00 00 00 00 00 00 00 00 00 00 &.&.,.,....F..Fr2...c...........
b0e0 00 06 00 00 00 03 00 00 00 f3 4c 00 00 00 97 00 74 01 00 00 00 00 00 00 00 00 64 01 84 00 74 03 ..........L.....t.........d...t.
b100 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 7c 00 ab 01 ........j...................|...
b120 00 00 00 00 00 00 44 00 ab 00 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 53 00 29 02 61 a7 01 00 ......D.................S.).a...
b140 00 52 65 74 75 72 6e 73 20 74 68 65 20 6e 75 6d 62 65 72 20 6f 66 20 73 65 6c 66 6c 6f 6f 70 20 .Returns.the.number.of.selfloop.
b160 65 64 67 65 73 2e 0a 0a 20 20 20 20 41 20 73 65 6c 66 6c 6f 6f 70 20 65 64 67 65 20 68 61 73 20 edges.......A.selfloop.edge.has.
b180 74 68 65 20 73 61 6d 65 20 6e 6f 64 65 20 61 74 20 62 6f 74 68 20 65 6e 64 73 2e 0a 0a 20 20 20 the.same.node.at.both.ends......
b1a0 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 6e 6c 6f 6f 70 73 20 .Returns.....-------.....nloops.
b1c0 3a 20 69 6e 74 0a 20 20 20 20 20 20 20 20 54 68 65 20 6e 75 6d 62 65 72 20 6f 66 20 73 65 6c 66 :.int.........The.number.of.self
b1e0 6c 6f 6f 70 73 2e 0a 0a 20 20 20 20 53 65 65 20 41 6c 73 6f 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d loops.......See.Also.....-------
b200 2d 0a 20 20 20 20 6e 6f 64 65 73 5f 77 69 74 68 5f 73 65 6c 66 6c 6f 6f 70 73 2c 20 73 65 6c 66 -.....nodes_with_selfloops,.self
b220 6c 6f 6f 70 5f 65 64 67 65 73 0a 0a 20 20 20 20 45 78 61 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d loop_edges......Examples.....---
b240 2d 2d 2d 2d 2d 0a 20 20 20 20 3e 3e 3e 20 47 20 3d 20 6e 78 2e 47 72 61 70 68 28 29 20 20 23 20 -----.....>>>.G.=.nx.Graph()..#.
b260 6f 72 20 44 69 47 72 61 70 68 2c 20 4d 75 6c 74 69 47 72 61 70 68 2c 20 4d 75 6c 74 69 44 69 47 or.DiGraph,.MultiGraph,.MultiDiG
b280 72 61 70 68 2c 20 65 74 63 0a 20 20 20 20 3e 3e 3e 20 47 2e 61 64 64 5f 65 64 67 65 28 31 2c 20 raph,.etc.....>>>.G.add_edge(1,.
b2a0 31 29 0a 20 20 20 20 3e 3e 3e 20 47 2e 61 64 64 5f 65 64 67 65 28 31 2c 20 32 29 0a 20 20 20 20 1).....>>>.G.add_edge(1,.2).....
b2c0 3e 3e 3e 20 6e 78 2e 6e 75 6d 62 65 72 5f 6f 66 5f 73 65 6c 66 6c 6f 6f 70 73 28 47 29 0a 20 20 >>>.nx.number_of_selfloops(G)...
b2e0 20 20 31 0a 20 20 20 20 63 01 00 00 00 00 00 00 00 00 00 00 00 02 00 00 00 33 00 00 00 f3 20 00 ..1.....c................3......
b300 00 00 4b 00 01 00 97 00 7c 00 5d 06 00 00 7d 01 64 00 96 01 97 01 01 00 8c 08 04 00 79 01 ad 03 ..K.....|.]...}.d...........y...
b320 77 01 29 02 72 3e 00 00 00 4e 72 45 00 00 00 29 02 72 46 00 00 00 da 01 5f 73 02 00 00 00 20 20 w.).r>...NrE...).rF....._s......
b340 72 31 00 00 00 72 47 00 00 00 7a 26 6e 75 6d 62 65 72 5f 6f 66 5f 73 65 6c 66 6c 6f 6f 70 73 2e r1...rG...z&number_of_selfloops.
b360 3c 6c 6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e 48 05 00 00 73 10 00 00 00 e8 00 f8 80 00 <locals>.<genexpr>H...s.........
b380 d2 0e 2f 90 51 8c 71 d1 0e 2f f9 73 04 00 00 00 82 0c 0e 01 29 03 da 03 73 75 6d 72 4f 00 00 00 ../.Q.q../.s........)...sumrO...
b3a0 72 29 00 00 00 72 2f 00 00 00 73 01 00 00 00 20 72 31 00 00 00 72 2b 00 00 00 72 2b 00 00 00 31 r)...r/...s.....r1...r+...r+...1
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