| ofs | hex dump | ascii |
|---|---|---|
| 0000 | cb 0d 0d 0a 00 00 00 00 85 fa a7 68 1c 3e 00 00 e3 00 00 00 00 00 00 00 00 00 00 00 00 04 00 00 | ...........h.>.................. |
| 0020 | 00 00 00 00 00 f3 a6 00 00 00 97 00 64 00 5a 00 64 01 64 02 6c 01 5a 02 64 03 64 04 67 02 5a 03 | ............d.Z.d.d.l.Z.d.d.g.Z. |
| 0040 | 64 05 84 00 5a 04 64 06 84 00 5a 05 02 00 65 02 6a 0c 00 00 00 00 00 00 00 00 00 00 00 00 00 00 | d...Z.d...Z...e.j............... |
| 0060 | 00 00 00 00 64 07 64 02 69 01 64 08 ac 09 ab 02 00 00 00 00 00 00 09 00 09 00 09 00 09 00 09 00 | ....d.d.i.d..................... |
| 0080 | 09 00 64 0c 64 0a 84 01 ab 00 00 00 00 00 00 00 5a 07 02 00 65 02 6a 0c 00 00 00 00 00 00 00 00 | ..d.d...........Z...e.j......... |
| 00a0 | 00 00 00 00 00 00 00 00 00 00 64 07 64 02 69 01 64 08 ac 09 ab 02 00 00 00 00 00 00 09 00 64 0d | ..........d.d.i.d.............d. |
| 00c0 | 64 0b 84 01 ab 00 00 00 00 00 00 00 5a 08 79 02 29 0e 7a 47 0a 46 75 6e 63 74 69 6f 6e 73 20 66 | d...........Z.y.).zG.Functions.f |
| 00e0 | 6f 72 20 63 6f 6e 73 74 72 75 63 74 69 6e 67 20 6d 61 74 72 69 78 2d 6c 69 6b 65 20 6f 62 6a 65 | or.constructing.matrix-like.obje |
| 0100 | 63 74 73 20 66 72 6f 6d 20 67 72 61 70 68 20 61 74 74 72 69 62 75 74 65 73 2e 0a e9 00 00 00 00 | cts.from.graph.attributes....... |
| 0120 | 4e da 0b 61 74 74 72 5f 6d 61 74 72 69 78 da 12 61 74 74 72 5f 73 70 61 72 73 65 5f 6d 61 74 72 | N..attr_matrix..attr_sparse_matr |
| 0140 | 69 78 63 02 00 00 00 00 00 00 00 00 00 00 00 03 00 00 00 03 00 00 00 f3 42 00 00 00 87 00 87 01 | ixc.....................B....... |
| 0160 | 97 00 89 01 80 05 64 01 84 00 7d 02 7c 02 53 00 74 01 00 00 00 00 00 00 00 00 89 01 ab 01 00 00 | ......d...}.|.S.t............... |
| 0180 | 00 00 00 00 73 08 88 00 88 01 66 02 64 02 84 08 7d 02 7c 02 53 00 89 01 7d 02 7c 02 53 00 29 03 | ....s.....f.d...}.|.S...}.|.S.). |
| 01a0 | 61 03 03 00 00 52 65 74 75 72 6e 73 20 61 20 66 75 6e 63 74 69 6f 6e 20 74 68 61 74 20 72 65 74 | a....Returns.a.function.that.ret |
| 01c0 | 75 72 6e 73 20 61 20 76 61 6c 75 65 20 66 72 6f 6d 20 47 2e 6e 6f 64 65 73 5b 75 5d 2e 0a 0a 20 | urns.a.value.from.G.nodes[u].... |
| 01e0 | 20 20 20 57 65 20 72 65 74 75 72 6e 20 61 20 66 75 6e 63 74 69 6f 6e 20 65 78 70 65 63 74 69 6e | ...We.return.a.function.expectin |
| 0200 | 67 20 61 20 6e 6f 64 65 20 61 73 20 69 74 73 20 73 6f 6c 65 20 61 72 67 75 6d 65 6e 74 2e 20 54 | g.a.node.as.its.sole.argument..T |
| 0220 | 68 65 6e 2c 20 69 6e 20 74 68 65 0a 20 20 20 20 73 69 6d 70 6c 65 73 74 20 73 63 65 6e 61 72 69 | hen,.in.the.....simplest.scenari |
| 0240 | 6f 2c 20 74 68 65 20 72 65 74 75 72 6e 65 64 20 66 75 6e 63 74 69 6f 6e 20 77 69 6c 6c 20 72 65 | o,.the.returned.function.will.re |
| 0260 | 74 75 72 6e 20 47 2e 6e 6f 64 65 73 5b 75 5d 5b 6e 6f 64 65 5f 61 74 74 72 5d 2e 0a 20 20 20 20 | turn.G.nodes[u][node_attr]...... |
| 0280 | 48 6f 77 65 76 65 72 2c 20 77 65 20 61 6c 73 6f 20 68 61 6e 64 6c 65 20 74 68 65 20 63 61 73 65 | However,.we.also.handle.the.case |
| 02a0 | 20 77 68 65 6e 20 60 6e 6f 64 65 5f 61 74 74 72 60 20 69 73 20 4e 6f 6e 65 20 28 72 65 74 75 72 | .when.`node_attr`.is.None.(retur |
| 02c0 | 6e 73 20 74 68 65 20 6e 6f 64 65 29 0a 20 20 20 20 6f 72 20 77 68 65 6e 20 60 6e 6f 64 65 5f 61 | ns.the.node).....or.when.`node_a |
| 02e0 | 74 74 72 60 20 69 73 20 61 20 66 75 6e 63 74 69 6f 6e 20 69 74 73 65 6c 66 2e 0a 0a 20 20 20 20 | ttr`.is.a.function.itself....... |
| 0300 | 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 47 20 | Parameters.....----------.....G. |
| 0320 | 3a 20 67 72 61 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 | :.graph.........A.NetworkX.graph |
| 0340 | 0a 0a 20 20 20 20 6e 6f 64 65 5f 61 74 74 72 20 3a 20 7b 4e 6f 6e 65 2c 20 73 74 72 2c 20 63 61 | ......node_attr.:.{None,.str,.ca |
| 0360 | 6c 6c 61 62 6c 65 7d 0a 20 20 20 20 20 20 20 20 53 70 65 63 69 66 69 63 61 74 69 6f 6e 20 6f 66 | llable}.........Specification.of |
| 0380 | 20 68 6f 77 20 74 68 65 20 76 61 6c 75 65 20 6f 66 20 74 68 65 20 6e 6f 64 65 20 61 74 74 72 69 | .how.the.value.of.the.node.attri |
| 03a0 | 62 75 74 65 20 73 68 6f 75 6c 64 20 62 65 20 6f 62 74 61 69 6e 65 64 0a 20 20 20 20 20 20 20 20 | bute.should.be.obtained......... |
| 03c0 | 66 72 6f 6d 20 74 68 65 20 6e 6f 64 65 20 61 74 74 72 69 62 75 74 65 20 64 69 63 74 69 6f 6e 61 | from.the.node.attribute.dictiona |
| 03e0 | 72 79 2e 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 | ry.......Returns.....-------.... |
| 0400 | 20 76 61 6c 75 65 20 3a 20 66 75 6e 63 74 69 6f 6e 0a 20 20 20 20 20 20 20 20 41 20 66 75 6e 63 | .value.:.function.........A.func |
| 0420 | 74 69 6f 6e 20 65 78 70 65 63 74 69 6e 67 20 61 20 6e 6f 64 65 20 61 73 20 69 74 73 20 73 6f 6c | tion.expecting.a.node.as.its.sol |
| 0440 | 65 20 61 72 67 75 6d 65 6e 74 2e 20 54 68 65 20 66 75 6e 63 74 69 6f 6e 20 77 69 6c 6c 0a 20 20 | e.argument..The.function.will... |
| 0460 | 20 20 20 20 20 20 72 65 74 75 72 6e 73 20 61 20 76 61 6c 75 65 20 66 72 6f 6d 20 47 2e 6e 6f 64 | ......returns.a.value.from.G.nod |
| 0480 | 65 73 5b 75 5d 20 74 68 61 74 20 64 65 70 65 6e 64 73 20 6f 6e 20 60 65 64 67 65 5f 61 74 74 72 | es[u].that.depends.on.`edge_attr |
| 04a0 | 60 2e 0a 0a 20 20 20 20 63 01 00 00 00 00 00 00 00 00 00 00 00 01 00 00 00 13 00 00 00 f3 06 00 | `.......c....................... |
| 04c0 | 00 00 97 00 7c 00 53 00 a9 01 4e a9 00 29 01 da 01 75 73 01 00 00 00 20 fa 61 2f 68 6f 6d 65 2f | ....|.S...N..)...us......a/home/ |
| 04e0 | 62 6c 61 63 6b 68 61 6f 2f 75 69 75 63 2d 63 6f 75 72 73 65 2d 67 72 61 70 68 2f 2e 76 65 6e 76 | blackhao/uiuc-course-graph/.venv |
| 0500 | 2f 6c 69 62 2f 70 79 74 68 6f 6e 33 2e 31 32 2f 73 69 74 65 2d 70 61 63 6b 61 67 65 73 2f 6e 65 | /lib/python3.12/site-packages/ne |
| 0520 | 74 77 6f 72 6b 78 2f 6c 69 6e 61 6c 67 2f 61 74 74 72 6d 61 74 72 69 78 2e 70 79 da 05 76 61 6c | tworkx/linalg/attrmatrix.py..val |
| 0540 | 75 65 7a 1a 5f 6e 6f 64 65 5f 76 61 6c 75 65 2e 3c 6c 6f 63 61 6c 73 3e 2e 76 61 6c 75 65 24 00 | uez._node_value.<locals>.value$. |
| 0560 | 00 00 73 07 00 00 00 80 00 d8 13 14 88 48 f3 00 00 00 00 63 01 00 00 00 00 00 00 00 00 00 00 00 | ..s..........H.....c............ |
| 0580 | 02 00 00 00 13 00 00 00 f3 28 00 00 00 95 02 97 00 89 01 6a 00 00 00 00 00 00 00 00 00 00 00 00 | .........(.........j............ |
| 05a0 | 00 00 00 00 00 00 00 7c 00 19 00 00 00 89 02 19 00 00 00 53 00 72 07 00 00 00 29 01 da 05 6e 6f | .......|...........S.r....)...no |
| 05c0 | 64 65 73 29 03 72 09 00 00 00 da 01 47 da 09 6e 6f 64 65 5f 61 74 74 72 73 03 00 00 00 20 80 80 | des).r......G..node_attrs....... |
| 05e0 | 72 0a 00 00 00 72 0b 00 00 00 7a 1a 5f 6e 6f 64 65 5f 76 61 6c 75 65 2e 3c 6c 6f 63 61 6c 73 3e | r....r....z._node_value.<locals> |
| 0600 | 2e 76 61 6c 75 65 29 00 00 00 73 16 00 00 00 f8 80 00 d8 13 14 97 37 91 37 98 31 91 3a 98 69 d1 | .value)...s...........7.7.1.:.i. |
| 0620 | 13 28 d0 0c 28 72 0c 00 00 00 29 01 da 08 63 61 6c 6c 61 62 6c 65 29 03 72 0f 00 00 00 72 10 00 | .(..(r....)...callable).r....r.. |
| 0640 | 00 00 72 0b 00 00 00 73 03 00 00 00 60 60 20 72 0a 00 00 00 da 0b 5f 6e 6f 64 65 5f 76 61 6c 75 | ..r....s....``.r......_node_valu |
| 0660 | 65 72 12 00 00 00 0a 00 00 00 73 39 00 00 00 f9 80 00 f0 30 00 08 11 d0 07 18 f2 04 01 09 15 f0 | er........s9.......0............ |
| 0680 | 20 00 0c 11 80 4c f4 1b 00 0e 16 90 69 d4 0d 20 f5 04 01 09 29 f0 16 00 0c 11 80 4c f0 05 00 11 | .....L......i.......)......L.... |
| 06a0 | 1a 88 05 e0 0b 10 80 4c 72 0c 00 00 00 63 02 00 00 00 00 00 00 00 00 00 00 00 03 00 00 00 03 00 | .......Lr....c.................. |
| 06c0 | 00 00 f3 ea 00 00 00 87 00 87 01 97 00 89 01 80 1c 89 00 6a 01 00 00 00 00 00 00 00 00 00 00 00 | ...................j............ |
| 06e0 | 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 72 07 88 00 66 01 64 01 84 08 7d 02 7c 02 53 00 64 | ...............r...f.d...}.|.S.d |
| 0700 | 02 84 00 7d 02 7c 02 53 00 74 03 00 00 00 00 00 00 00 00 89 01 ab 01 00 00 00 00 00 00 73 45 89 | ...}.|.S.t...................sE. |
| 0720 | 01 64 03 6b 28 00 00 72 20 89 00 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab | .d.k(..r...j.................... |
| 0740 | 00 00 00 00 00 00 00 72 08 88 00 88 01 66 02 64 04 84 08 7d 02 7c 02 53 00 88 00 88 01 66 02 64 | .......r.....f.d...}.|.S.....f.d |
| 0760 | 05 84 08 7d 02 7c 02 53 00 89 00 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab | ...}.|.S...j.................... |
| 0780 | 00 00 00 00 00 00 00 72 08 88 00 88 01 66 02 64 06 84 08 7d 02 7c 02 53 00 88 00 88 01 66 02 64 | .......r.....f.d...}.|.S.....f.d |
| 07a0 | 07 84 08 7d 02 7c 02 53 00 89 01 7d 02 7c 02 53 00 29 08 61 ce 04 00 00 52 65 74 75 72 6e 73 20 | ...}.|.S...}.|.S.).a....Returns. |
| 07c0 | 61 20 66 75 6e 63 74 69 6f 6e 20 74 68 61 74 20 72 65 74 75 72 6e 73 20 61 20 76 61 6c 75 65 20 | a.function.that.returns.a.value. |
| 07e0 | 66 72 6f 6d 20 47 5b 75 5d 5b 76 5d 2e 0a 0a 20 20 20 20 53 75 70 70 6f 73 65 20 74 68 65 72 65 | from.G[u][v].......Suppose.there |
| 0800 | 20 65 78 69 73 74 73 20 61 6e 20 65 64 67 65 20 62 65 74 77 65 65 6e 20 75 20 61 6e 64 20 76 2e | .exists.an.edge.between.u.and.v. |
| 0820 | 20 20 54 68 65 6e 20 77 65 20 72 65 74 75 72 6e 20 61 20 66 75 6e 63 74 69 6f 6e 0a 20 20 20 20 | ..Then.we.return.a.function..... |
| 0840 | 65 78 70 65 63 74 69 6e 67 20 75 20 61 6e 64 20 76 20 61 73 20 61 72 67 75 6d 65 6e 74 73 2e 20 | expecting.u.and.v.as.arguments.. |
| 0860 | 20 46 6f 72 20 47 72 61 70 68 20 61 6e 64 20 44 69 47 72 61 70 68 2c 20 47 5b 75 5d 5b 76 5d 20 | .For.Graph.and.DiGraph,.G[u][v]. |
| 0880 | 69 73 0a 20 20 20 20 74 68 65 20 65 64 67 65 20 61 74 74 72 69 62 75 74 65 20 64 69 63 74 69 6f | is.....the.edge.attribute.dictio |
| 08a0 | 6e 61 72 79 2c 20 61 6e 64 20 74 68 65 20 66 75 6e 63 74 69 6f 6e 20 28 65 73 73 65 6e 74 69 61 | nary,.and.the.function.(essentia |
| 08c0 | 6c 6c 79 29 20 72 65 74 75 72 6e 73 0a 20 20 20 20 47 5b 75 5d 5b 76 5d 5b 65 64 67 65 5f 61 74 | lly).returns.....G[u][v][edge_at |
| 08e0 | 74 72 5d 2e 20 20 48 6f 77 65 76 65 72 2c 20 77 65 20 61 6c 73 6f 20 68 61 6e 64 6c 65 20 63 61 | tr]...However,.we.also.handle.ca |
| 0900 | 73 65 73 20 77 68 65 6e 20 60 65 64 67 65 5f 61 74 74 72 60 20 69 73 20 4e 6f 6e 65 0a 20 20 20 | ses.when.`edge_attr`.is.None.... |
| 0920 | 20 61 6e 64 20 77 68 65 6e 20 69 74 20 69 73 20 61 20 66 75 6e 63 74 69 6f 6e 20 69 74 73 65 6c | .and.when.it.is.a.function.itsel |
| 0940 | 66 2e 20 46 6f 72 20 4d 75 6c 74 69 47 72 61 70 68 20 61 6e 64 20 4d 75 6c 74 69 44 69 47 72 61 | f..For.MultiGraph.and.MultiDiGra |
| 0960 | 70 68 2c 20 47 5b 75 5d 5b 76 5d 0a 20 20 20 20 69 73 20 61 20 64 69 63 74 69 6f 6e 61 72 79 20 | ph,.G[u][v].....is.a.dictionary. |
| 0980 | 6f 66 20 61 6c 6c 20 65 64 67 65 73 20 62 65 74 77 65 65 6e 20 75 20 61 6e 64 20 76 2e 20 20 49 | of.all.edges.between.u.and.v...I |
| 09a0 | 6e 20 74 68 69 73 20 63 61 73 65 2c 20 74 68 65 20 72 65 74 75 72 6e 65 64 0a 20 20 20 20 66 75 | n.this.case,.the.returned.....fu |
| 09c0 | 6e 63 74 69 6f 6e 20 73 75 6d 73 20 74 68 65 20 76 61 6c 75 65 20 6f 66 20 60 65 64 67 65 5f 61 | nction.sums.the.value.of.`edge_a |
| 09e0 | 74 74 72 60 20 66 6f 72 20 65 76 65 72 79 20 65 64 67 65 20 62 65 74 77 65 65 6e 20 75 20 61 6e | ttr`.for.every.edge.between.u.an |
| 0a00 | 64 20 76 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 | d.v.......Parameters.....------- |
| 0a20 | 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 77 6f | ---.....G.:.graph........A.Netwo |
| 0a40 | 72 6b 58 20 67 72 61 70 68 0a 0a 20 20 20 20 65 64 67 65 5f 61 74 74 72 20 3a 20 7b 4e 6f 6e 65 | rkX.graph......edge_attr.:.{None |
| 0a60 | 2c 20 73 74 72 2c 20 63 61 6c 6c 61 62 6c 65 7d 0a 20 20 20 20 20 20 20 20 53 70 65 63 69 66 69 | ,.str,.callable}.........Specifi |
| 0a80 | 63 61 74 69 6f 6e 20 6f 66 20 68 6f 77 20 74 68 65 20 76 61 6c 75 65 20 6f 66 20 74 68 65 20 65 | cation.of.how.the.value.of.the.e |
| 0aa0 | 64 67 65 20 61 74 74 72 69 62 75 74 65 20 73 68 6f 75 6c 64 20 62 65 20 6f 62 74 61 69 6e 65 64 | dge.attribute.should.be.obtained |
| 0ac0 | 0a 20 20 20 20 20 20 20 20 66 72 6f 6d 20 74 68 65 20 65 64 67 65 20 61 74 74 72 69 62 75 74 65 | .........from.the.edge.attribute |
| 0ae0 | 20 64 69 63 74 69 6f 6e 61 72 79 2c 20 47 5b 75 5d 5b 76 5d 2e 20 20 46 6f 72 20 6d 75 6c 74 69 | .dictionary,.G[u][v]...For.multi |
| 0b00 | 67 72 61 70 68 73 2c 20 47 5b 75 5d 5b 76 5d 0a 20 20 20 20 20 20 20 20 69 73 20 61 20 64 69 63 | graphs,.G[u][v].........is.a.dic |
| 0b20 | 74 69 6f 6e 61 72 79 20 6f 66 20 61 6c 6c 20 74 68 65 20 65 64 67 65 73 20 62 65 74 77 65 65 6e | tionary.of.all.the.edges.between |
| 0b40 | 20 75 20 61 6e 64 20 76 2e 20 20 54 68 69 73 20 61 6c 6c 6f 77 73 20 66 6f 72 0a 20 20 20 20 20 | .u.and.v...This.allows.for...... |
| 0b60 | 20 20 20 73 70 65 63 69 61 6c 20 74 72 65 61 74 6d 65 6e 74 20 6f 66 20 6d 75 6c 74 69 65 64 67 | ...special.treatment.of.multiedg |
| 0b80 | 65 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 0a 20 20 20 | es.......Returns.....-------.... |
| 0ba0 | 20 76 61 6c 75 65 20 3a 20 66 75 6e 63 74 69 6f 6e 0a 20 20 20 20 20 20 20 20 41 20 66 75 6e 63 | .value.:.function.........A.func |
| 0bc0 | 74 69 6f 6e 20 65 78 70 65 63 74 69 6e 67 20 74 77 6f 20 6e 6f 64 65 73 20 61 73 20 70 61 72 61 | tion.expecting.two.nodes.as.para |
| 0be0 | 6d 65 74 65 72 73 2e 20 54 68 65 20 6e 6f 64 65 73 20 73 68 6f 75 6c 64 0a 20 20 20 20 20 20 20 | meters..The.nodes.should........ |
| 0c00 | 20 72 65 70 72 65 73 65 6e 74 20 74 68 65 20 66 72 6f 6d 2d 20 61 6e 64 20 74 6f 2d 20 6e 6f 64 | .represent.the.from-.and.to-.nod |
| 0c20 | 65 20 6f 66 20 61 6e 20 65 64 67 65 2e 20 54 68 65 20 66 75 6e 63 74 69 6f 6e 20 77 69 6c 6c 0a | e.of.an.edge..The.function.will. |
| 0c40 | 20 20 20 20 20 20 20 20 72 65 74 75 72 6e 20 61 20 76 61 6c 75 65 20 66 72 6f 6d 20 47 5b 75 5d | ........return.a.value.from.G[u] |
| 0c60 | 5b 76 5d 20 74 68 61 74 20 64 65 70 65 6e 64 73 20 6f 6e 20 60 65 64 67 65 5f 61 74 74 72 60 2e | [v].that.depends.on.`edge_attr`. |
| 0c80 | 0a 0a 20 20 20 20 63 02 00 00 00 00 00 00 00 00 00 00 00 04 00 00 00 13 00 00 00 f3 26 00 00 00 | ......c.....................&... |
| 0ca0 | 95 01 97 00 74 01 00 00 00 00 00 00 00 00 89 02 7c 00 19 00 00 00 7c 01 19 00 00 00 ab 01 00 00 | ....t...........|.....|......... |
| 0cc0 | 00 00 00 00 53 00 72 07 00 00 00 29 01 da 03 6c 65 6e 29 03 72 09 00 00 00 da 01 76 72 0f 00 00 | ....S.r....)...len).r......vr... |
| 0ce0 | 00 73 03 00 00 00 20 20 80 72 0a 00 00 00 72 0b 00 00 00 7a 1a 5f 65 64 67 65 5f 76 61 6c 75 65 | .s.......r....r....z._edge_value |
| 0d00 | 2e 3c 6c 6f 63 61 6c 73 3e 2e 76 61 6c 75 65 5b 00 00 00 73 15 00 00 00 f8 80 00 dc 17 1a 98 31 | .<locals>.value[...s...........1 |
| 0d20 | 98 51 99 34 a0 01 99 37 93 7c d0 10 23 72 0c 00 00 00 63 02 00 00 00 00 00 00 00 00 00 00 00 00 | .Q.4...7.|..#r....c............. |
| 0d40 | 00 00 00 13 00 00 00 f3 04 00 00 00 97 00 79 01 a9 02 4e e9 01 00 00 00 72 08 00 00 00 29 02 72 | ..............y...N.....r....).r |
| 0d60 | 09 00 00 00 72 16 00 00 00 73 02 00 00 00 20 20 72 0a 00 00 00 72 0b 00 00 00 7a 1a 5f 65 64 67 | ....r....s......r....r....z._edg |
| 0d80 | 65 5f 76 61 6c 75 65 2e 3c 6c 6f 63 61 6c 73 3e 2e 76 61 6c 75 65 60 00 00 00 73 05 00 00 00 80 | e_value.<locals>.value`...s..... |
| 0da0 | 00 d8 17 18 72 0c 00 00 00 da 06 77 65 69 67 68 74 63 02 00 00 00 00 00 00 00 00 00 00 00 05 00 | ....r......weightc.............. |
| 0dc0 | 00 00 13 00 00 00 f3 54 00 00 00 95 02 97 00 74 01 00 00 00 00 00 00 00 00 88 03 66 01 64 01 84 | .......T.......t...........f.d.. |
| 0de0 | 08 89 02 7c 00 19 00 00 00 7c 01 19 00 00 00 6a 03 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 | ...|.....|.....j................ |
| 0e00 | 00 00 00 ab 00 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 | ...........D.................S.) |
| 0e20 | 02 4e 63 01 00 00 00 00 00 00 00 00 00 00 00 05 00 00 00 33 00 00 00 f3 42 00 00 00 95 01 4b 00 | .Nc................3....B.....K. |
| 0e40 | 01 00 97 00 7c 00 5d 16 00 00 7d 01 7c 01 6a 01 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 | ....|.]...}.|.j................. |
| 0e60 | 00 00 89 02 64 00 ab 02 00 00 00 00 00 00 96 01 97 01 01 00 8c 18 04 00 79 01 ad 03 77 01 29 02 | ....d...................y...w.). |
| 0e80 | 72 19 00 00 00 4e a9 01 da 03 67 65 74 a9 03 da 02 2e 30 da 01 64 da 09 65 64 67 65 5f 61 74 74 | r....N....get.....0..d..edge_att |
| 0ea0 | 72 73 03 00 00 00 20 20 80 72 0a 00 00 00 fa 09 3c 67 65 6e 65 78 70 72 3e 7a 2d 5f 65 64 67 65 | rs.......r......<genexpr>z-_edge |
| 0ec0 | 5f 76 61 6c 75 65 2e 3c 6c 6f 63 61 6c 73 3e 2e 76 61 6c 75 65 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c | _value.<locals>.value.<locals>.< |
| 0ee0 | 67 65 6e 65 78 70 72 3e 6b 00 00 00 73 1c 00 00 00 f8 e8 00 f8 80 00 d2 1e 4d b0 71 98 71 9f 75 | genexpr>k...s............M.q.q.u |
| 0f00 | 99 75 a0 59 b0 01 d7 1f 32 d1 1e 4d f9 73 04 00 00 00 83 1c 1f 01 a9 02 da 03 73 75 6d da 06 76 | .u.Y....2..M.s............sum..v |
| 0f20 | 61 6c 75 65 73 a9 04 72 09 00 00 00 72 16 00 00 00 72 0f 00 00 00 72 22 00 00 00 73 04 00 00 00 | alues..r....r....r....r"...s.... |
| 0f40 | 20 20 80 80 72 0a 00 00 00 72 0b 00 00 00 7a 1a 5f 65 64 67 65 5f 76 61 6c 75 65 2e 3c 6c 6f 63 | ....r....r....z._edge_value.<loc |
| 0f60 | 61 6c 73 3e 2e 76 61 6c 75 65 6a 00 00 00 73 23 00 00 00 f8 80 00 dc 1b 1e d3 1e 4d b8 41 b8 61 | als>.valuej...s#...........M.A.a |
| 0f80 | b9 44 c0 11 b9 47 bf 4e b9 4e d3 3c 4c d4 1e 4d d3 1b 4d d0 14 4d 72 0c 00 00 00 63 02 00 00 00 | .D...G.N.N.<L..M..M..Mr....c.... |
| 0fa0 | 00 00 00 00 00 00 00 00 04 00 00 00 13 00 00 00 f3 34 00 00 00 95 02 97 00 89 02 7c 00 19 00 00 | .................4.........|.... |
| 0fc0 | 00 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 89 03 64 01 ab | .|.....j.....................d.. |
| 0fe0 | 02 00 00 00 00 00 00 53 00 72 18 00 00 00 72 1d 00 00 00 72 27 00 00 00 73 04 00 00 00 20 20 80 | .......S.r....r....r'...s....... |
| 1000 | 80 72 0a 00 00 00 72 0b 00 00 00 7a 1a 5f 65 64 67 65 5f 76 61 6c 75 65 2e 3c 6c 6f 63 61 6c 73 | .r....r....z._edge_value.<locals |
| 1020 | 3e 2e 76 61 6c 75 65 6f 00 00 00 73 1c 00 00 00 f8 80 00 d8 1b 1c 98 51 99 34 a0 01 99 37 9f 3b | >.valueo...s...........Q.4...7.; |
| 1040 | 99 3b a0 79 b0 21 d3 1b 34 d0 14 34 72 0c 00 00 00 63 02 00 00 00 00 00 00 00 00 00 00 00 05 00 | .;.y.!..4..4r....c.............. |
| 1060 | 00 00 13 00 00 00 f3 54 00 00 00 95 02 97 00 74 01 00 00 00 00 00 00 00 00 88 03 66 01 64 01 84 | .......T.......t...........f.d.. |
| 1080 | 08 89 02 7c 00 19 00 00 00 7c 01 19 00 00 00 6a 03 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 | ...|.....|.....j................ |
| 10a0 | 00 00 00 ab 00 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 | ...........D.................S.) |
| 10c0 | 02 4e 63 01 00 00 00 00 00 00 00 00 00 00 00 03 00 00 00 33 00 00 00 f3 28 00 00 00 95 01 4b 00 | .Nc................3....(.....K. |
| 10e0 | 01 00 97 00 7c 00 5d 09 00 00 7d 01 7c 01 89 02 19 00 00 00 96 01 97 01 01 00 8c 0b 04 00 79 00 | ....|.]...}.|.................y. |
| 1100 | ad 03 77 01 72 07 00 00 00 72 08 00 00 00 72 1f 00 00 00 73 03 00 00 00 20 20 80 72 0a 00 00 00 | ..w.r....r....r....s.......r.... |
| 1120 | 72 23 00 00 00 7a 2d 5f 65 64 67 65 5f 76 61 6c 75 65 2e 3c 6c 6f 63 61 6c 73 3e 2e 76 61 6c 75 | r#...z-_edge_value.<locals>.valu |
| 1140 | 65 2e 3c 6c 6f 63 61 6c 73 3e 2e 3c 67 65 6e 65 78 70 72 3e 77 00 00 00 73 15 00 00 00 f8 e8 00 | e.<locals>.<genexpr>w...s....... |
| 1160 | f8 80 00 d2 1e 46 b0 01 98 71 a0 19 9d 7c d1 1e 46 f9 73 04 00 00 00 83 0f 12 01 72 24 00 00 00 | .....F...q...|..F.s........r$... |
| 1180 | 72 27 00 00 00 73 04 00 00 00 20 20 80 80 72 0a 00 00 00 72 0b 00 00 00 7a 1a 5f 65 64 67 65 5f | r'...s........r....r....z._edge_ |
| 11a0 | 76 61 6c 75 65 2e 3c 6c 6f 63 61 6c 73 3e 2e 76 61 6c 75 65 76 00 00 00 73 23 00 00 00 f8 80 00 | value.<locals>.valuev...s#...... |
| 11c0 | dc 1b 1e d3 1e 46 b0 51 b0 71 b1 54 b8 21 b1 57 b7 5e b1 5e d3 35 45 d4 1e 46 d3 1b 46 d0 14 46 | .....F.Q.q.T.!.W.^.^.5E..F..F..F |
| 11e0 | 72 0c 00 00 00 63 02 00 00 00 00 00 00 00 00 00 00 00 02 00 00 00 13 00 00 00 f3 1a 00 00 00 95 | r....c.......................... |
| 1200 | 02 97 00 89 02 7c 00 19 00 00 00 7c 01 19 00 00 00 89 03 19 00 00 00 53 00 72 07 00 00 00 72 08 | .....|.....|...........S.r....r. |
| 1220 | 00 00 00 72 27 00 00 00 73 04 00 00 00 20 20 80 80 72 0a 00 00 00 72 0b 00 00 00 7a 1a 5f 65 64 | ...r'...s........r....r....z._ed |
| 1240 | 67 65 5f 76 61 6c 75 65 2e 3c 6c 6f 63 61 6c 73 3e 2e 76 61 6c 75 65 7b 00 00 00 73 16 00 00 00 | ge_value.<locals>.value{...s.... |
| 1260 | f8 80 00 d8 1b 1c 98 51 99 34 a0 01 99 37 a0 39 d1 1b 2d d0 14 2d 72 0c 00 00 00 29 02 da 0d 69 | .......Q.4...7.9..-..-r....)...i |
| 1280 | 73 5f 6d 75 6c 74 69 67 72 61 70 68 72 11 00 00 00 29 03 72 0f 00 00 00 72 22 00 00 00 72 0b 00 | s_multigraphr....).r....r"...r.. |
| 12a0 | 00 00 73 03 00 00 00 60 60 20 72 0a 00 00 00 da 0b 5f 65 64 67 65 5f 76 61 6c 75 65 72 2d 00 00 | ..s....``.r......_edge_valuer-.. |
| 12c0 | 00 37 00 00 00 73 9e 00 00 00 f9 80 00 f0 3e 00 08 11 d0 07 18 f0 06 00 0c 0d 8f 3f 89 3f d4 0b | .7...s........>............?.?.. |
| 12e0 | 1c f4 04 01 0d 24 f0 68 01 00 0c 11 80 4c f2 5f 01 01 0d 19 f0 5e 01 00 0c 11 80 4c f4 59 01 00 | .....$.h.....L._.....^.....L.Y.. |
| 1300 | 0e 16 90 69 d4 0d 20 f0 06 00 0c 15 98 08 d2 0b 20 e0 0f 10 8f 7f 89 7f d4 0f 20 f5 04 01 11 4e | ...i...........................N |
| 1320 | 01 f0 4a 01 00 0c 11 80 4c f5 41 01 01 11 35 f0 40 01 00 0c 11 80 4c f0 37 00 10 11 8f 7f 89 7f | ..J.....L.A...5.@.....L.7....... |
| 1340 | d4 0f 20 f5 04 01 11 47 01 f0 32 00 0c 11 80 4c f5 29 01 11 2e f0 28 00 0c 11 80 4c f0 05 00 11 | .......G..2....L.)....(....L.... |
| 1360 | 1a 88 05 e0 0b 10 80 4c 72 0c 00 00 00 72 22 00 00 00 72 10 00 00 00 29 02 da 0a 65 64 67 65 5f | .......Lr....r"...r....)...edge_ |
| 1380 | 61 74 74 72 73 da 0a 6e 6f 64 65 5f 61 74 74 72 73 63 07 00 00 00 00 00 00 00 00 00 00 00 09 00 | attrs..node_attrsc.............. |
| 13a0 | 00 00 03 00 00 00 f3 86 02 00 00 97 00 64 01 64 02 6c 00 7d 07 74 03 00 00 00 00 00 00 00 00 7c | .............d.d.l.}.t.........| |
| 13c0 | 00 7c 01 ab 02 00 00 00 00 00 00 7d 08 74 05 00 00 00 00 00 00 00 00 7c 00 7c 02 ab 02 00 00 00 | .|.........}.t.........|.|...... |
| 13e0 | 00 00 00 7d 09 7c 04 80 20 74 07 00 00 00 00 00 00 00 00 7c 00 44 00 8f 0a 63 02 68 00 63 02 5d | ...}.|...t.........|.D...c.h.c.] |
| 1400 | 0a 00 00 7d 0a 02 00 7c 09 7c 0a ab 01 00 00 00 00 00 00 92 02 8c 0c 04 00 63 02 7d 0a ab 01 00 | ...}...|.|...............c.}.... |
| 1420 | 00 00 00 00 00 7d 0b 6e 02 7c 04 7d 0b 74 09 00 00 00 00 00 00 00 00 7c 0b ab 01 00 00 00 00 00 | .....}.n.|.}.t.........|........ |
| 1440 | 00 7d 0c 7c 00 6a 0b 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.......................... |
| 1460 | 00 0c 00 7d 0d 74 0d 00 00 00 00 00 00 00 00 74 0f 00 00 00 00 00 00 00 00 7c 0b 74 11 00 00 00 | ...}.t.........t.........|.t.... |
| 1480 | 00 00 00 00 00 7c 0c ab 01 00 00 00 00 00 00 ab 02 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 7d | .....|.........................} |
| 14a0 | 0e 7c 07 6a 13 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 0c 7c 0c 66 02 7c 05 7c | .|.j...................|.|.f.|.| |
| 14c0 | 06 ac 03 ab 03 00 00 00 00 00 00 7d 0f 74 15 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 7d | ...........}.t.................} |
| 14e0 | 10 7c 00 6a 17 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 ab 00 00 00 00 00 00 00 44 | .|.j...........................D |
| 1500 | 00 5d 60 00 00 5c 02 00 00 7d 11 7d 12 7c 12 44 00 5d 42 00 00 7d 13 7c 0e 02 00 7c 09 7c 11 ab | .]`..\...}.}.|.D.]B..}.|...|.|.. |
| 1520 | 01 00 00 00 00 00 00 19 00 00 00 7c 0e 02 00 7c 09 7c 13 ab 01 00 00 00 00 00 00 19 00 00 00 7d | ...........|...|.|.............} |
| 1540 | 15 7d 14 7c 13 7c 10 76 01 73 01 8c 1e 7c 0f 7c 14 7c 15 66 02 78 02 78 02 19 00 00 00 02 00 7c | .}.|.|.v.s...|.|.|.f.x.x.......| |
| 1560 | 08 7c 11 7c 13 ab 02 00 00 00 00 00 00 7a 0d 00 00 63 03 63 02 3c 00 00 00 7c 0d 73 01 8c 37 7c | .|.|.........z...c.c.<...|.s..7| |
| 1580 | 0f 7c 14 7c 15 66 02 19 00 00 00 7c 0f 7c 15 7c 14 66 02 3c 00 00 00 8c 44 04 00 7c 0d 73 01 8c | .|.|.f.....|.|.|.f.<....D..|.s.. |
| 15a0 | 50 7c 10 6a 19 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 7c 11 ab 01 00 00 00 00 00 | P|.j...................|........ |
| 15c0 | 00 01 00 8c 62 04 00 7c 03 72 26 7c 0f 7c 0f 6a 1b 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 | ....b..|.r&|.|.j................ |
| 15e0 | 00 00 00 64 04 ac 05 ab 01 00 00 00 00 00 00 6a 1d 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 | ...d...........j................ |
| 1600 | 00 00 00 7c 0c 64 04 66 02 ab 01 00 00 00 00 00 00 7a 18 00 00 7d 0f 7c 04 80 04 7c 0f 7c 0b 66 | ...|.d.f.........z...}.|...|.|.f |
| 1620 | 02 53 00 7c 0f 53 00 63 02 01 00 63 02 7d 0a 77 00 29 06 61 b7 12 00 00 52 65 74 75 72 6e 73 20 | .S.|.S.c...c.}.w.).a....Returns. |
| 1640 | 74 68 65 20 61 74 74 72 69 62 75 74 65 20 6d 61 74 72 69 78 20 75 73 69 6e 67 20 61 74 74 72 69 | the.attribute.matrix.using.attri |
| 1660 | 62 75 74 65 73 20 66 72 6f 6d 20 60 47 60 20 61 73 20 61 20 6e 75 6d 70 79 20 61 72 72 61 79 2e | butes.from.`G`.as.a.numpy.array. |
| 1680 | 0a 0a 20 20 20 20 49 66 20 6f 6e 6c 79 20 60 47 60 20 69 73 20 70 61 73 73 65 64 20 69 6e 2c 20 | ......If.only.`G`.is.passed.in,. |
| 16a0 | 74 68 65 6e 20 74 68 65 20 61 64 6a 61 63 65 6e 63 79 20 6d 61 74 72 69 78 20 69 73 20 63 6f 6e | then.the.adjacency.matrix.is.con |
| 16c0 | 73 74 72 75 63 74 65 64 2e 0a 0a 20 20 20 20 4c 65 74 20 41 20 62 65 20 61 20 64 69 73 63 72 65 | structed.......Let.A.be.a.discre |
| 16e0 | 74 65 20 73 65 74 20 6f 66 20 76 61 6c 75 65 73 20 66 6f 72 20 74 68 65 20 6e 6f 64 65 20 61 74 | te.set.of.values.for.the.node.at |
| 1700 | 74 72 69 62 75 74 65 20 60 6e 6f 64 65 5f 61 74 74 72 60 2e 20 54 68 65 6e 0a 20 20 20 20 74 68 | tribute.`node_attr`..Then.....th |
| 1720 | 65 20 65 6c 65 6d 65 6e 74 73 20 6f 66 20 41 20 72 65 70 72 65 73 65 6e 74 20 74 68 65 20 72 6f | e.elements.of.A.represent.the.ro |
| 1740 | 77 73 20 61 6e 64 20 63 6f 6c 75 6d 6e 73 20 6f 66 20 74 68 65 20 63 6f 6e 73 74 72 75 63 74 65 | ws.and.columns.of.the.constructe |
| 1760 | 64 20 6d 61 74 72 69 78 2e 0a 20 20 20 20 4e 6f 77 2c 20 69 74 65 72 61 74 65 20 74 68 72 6f 75 | d.matrix......Now,.iterate.throu |
| 1780 | 67 68 20 65 76 65 72 79 20 65 64 67 65 20 65 3d 28 75 2c 76 29 20 69 6e 20 60 47 60 20 61 6e 64 | gh.every.edge.e=(u,v).in.`G`.and |
| 17a0 | 20 63 6f 6e 73 69 64 65 72 20 74 68 65 20 76 61 6c 75 65 0a 20 20 20 20 6f 66 20 74 68 65 20 65 | .consider.the.value.....of.the.e |
| 17c0 | 64 67 65 20 61 74 74 72 69 62 75 74 65 20 60 65 64 67 65 5f 61 74 74 72 60 2e 20 20 49 66 20 75 | dge.attribute.`edge_attr`...If.u |
| 17e0 | 61 20 61 6e 64 20 76 61 20 61 72 65 20 74 68 65 20 76 61 6c 75 65 73 20 6f 66 20 74 68 65 0a 20 | a.and.va.are.the.values.of.the.. |
| 1800 | 20 20 20 6e 6f 64 65 20 61 74 74 72 69 62 75 74 65 20 60 6e 6f 64 65 5f 61 74 74 72 60 20 66 6f | ...node.attribute.`node_attr`.fo |
| 1820 | 72 20 75 20 61 6e 64 20 76 2c 20 72 65 73 70 65 63 74 69 76 65 6c 79 2c 20 74 68 65 6e 20 74 68 | r.u.and.v,.respectively,.then.th |
| 1840 | 65 20 76 61 6c 75 65 20 6f 66 0a 20 20 20 20 74 68 65 20 65 64 67 65 20 61 74 74 72 69 62 75 74 | e.value.of.....the.edge.attribut |
| 1860 | 65 20 69 73 20 61 64 64 65 64 20 74 6f 20 74 68 65 20 6d 61 74 72 69 78 20 65 6c 65 6d 65 6e 74 | e.is.added.to.the.matrix.element |
| 1880 | 20 61 74 20 28 75 61 2c 20 76 61 29 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 | .at.(ua,.va).......Parameters... |
| 18a0 | 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 20 20 | ..----------.....G.:.graph...... |
| 18c0 | 20 20 20 54 68 65 20 4e 65 74 77 6f 72 6b 58 20 67 72 61 70 68 20 75 73 65 64 20 74 6f 20 63 6f | ...The.NetworkX.graph.used.to.co |
| 18e0 | 6e 73 74 72 75 63 74 20 74 68 65 20 61 74 74 72 69 62 75 74 65 20 6d 61 74 72 69 78 2e 0a 0a 20 | nstruct.the.attribute.matrix.... |
| 1900 | 20 20 20 65 64 67 65 5f 61 74 74 72 20 3a 20 73 74 72 2c 20 6f 70 74 69 6f 6e 61 6c 20 28 64 65 | ...edge_attr.:.str,.optional.(de |
| 1920 | 66 61 75 6c 74 3a 20 6e 75 6d 62 65 72 20 6f 66 20 65 64 67 65 73 20 66 6f 72 20 65 61 63 68 20 | fault:.number.of.edges.for.each. |
| 1940 | 6d 61 74 72 69 78 20 65 6c 65 6d 65 6e 74 29 0a 20 20 20 20 20 20 20 20 45 61 63 68 20 65 6c 65 | matrix.element).........Each.ele |
| 1960 | 6d 65 6e 74 20 6f 66 20 74 68 65 20 6d 61 74 72 69 78 20 72 65 70 72 65 73 65 6e 74 73 20 61 20 | ment.of.the.matrix.represents.a. |
| 1980 | 72 75 6e 6e 69 6e 67 20 74 6f 74 61 6c 20 6f 66 20 74 68 65 0a 20 20 20 20 20 20 20 20 73 70 65 | running.total.of.the.........spe |
| 19a0 | 63 69 66 69 65 64 20 65 64 67 65 20 61 74 74 72 69 62 75 74 65 20 66 6f 72 20 65 64 67 65 73 20 | cified.edge.attribute.for.edges. |
| 19c0 | 77 68 6f 73 65 20 6e 6f 64 65 20 61 74 74 72 69 62 75 74 65 73 20 63 6f 72 72 65 73 70 6f 6e 64 | whose.node.attributes.correspond |
| 19e0 | 0a 20 20 20 20 20 20 20 20 74 6f 20 74 68 65 20 72 6f 77 73 2f 63 6f 6c 73 20 6f 66 20 74 68 65 | .........to.the.rows/cols.of.the |
| 1a00 | 20 6d 61 74 72 69 78 2e 20 54 68 65 20 61 74 74 72 69 62 75 74 65 20 6d 75 73 74 20 62 65 20 70 | .matrix..The.attribute.must.be.p |
| 1a20 | 72 65 73 65 6e 74 20 66 6f 72 0a 20 20 20 20 20 20 20 20 61 6c 6c 20 65 64 67 65 73 20 69 6e 20 | resent.for.........all.edges.in. |
| 1a40 | 74 68 65 20 67 72 61 70 68 2e 20 49 66 20 6e 6f 20 61 74 74 72 69 62 75 74 65 20 69 73 20 73 70 | the.graph..If.no.attribute.is.sp |
| 1a60 | 65 63 69 66 69 65 64 2c 20 74 68 65 6e 20 77 65 0a 20 20 20 20 20 20 20 20 6a 75 73 74 20 63 6f | ecified,.then.we.........just.co |
| 1a80 | 75 6e 74 20 74 68 65 20 6e 75 6d 62 65 72 20 6f 66 20 65 64 67 65 73 20 77 68 6f 73 65 20 6e 6f | unt.the.number.of.edges.whose.no |
| 1aa0 | 64 65 20 61 74 74 72 69 62 75 74 65 73 20 63 6f 72 72 65 73 70 6f 6e 64 0a 20 20 20 20 20 20 20 | de.attributes.correspond........ |
| 1ac0 | 20 74 6f 20 74 68 65 20 6d 61 74 72 69 78 20 65 6c 65 6d 65 6e 74 2e 0a 0a 20 20 20 20 6e 6f 64 | .to.the.matrix.element.......nod |
| 1ae0 | 65 5f 61 74 74 72 20 3a 20 73 74 72 2c 20 6f 70 74 69 6f 6e 61 6c 20 28 64 65 66 61 75 6c 74 3a | e_attr.:.str,.optional.(default: |
| 1b00 | 20 75 73 65 20 6e 6f 64 65 73 20 6f 66 20 74 68 65 20 67 72 61 70 68 29 0a 20 20 20 20 20 20 20 | .use.nodes.of.the.graph)........ |
| 1b20 | 20 45 61 63 68 20 72 6f 77 20 61 6e 64 20 63 6f 6c 75 6d 6e 20 69 6e 20 74 68 65 20 6d 61 74 72 | .Each.row.and.column.in.the.matr |
| 1b40 | 69 78 20 72 65 70 72 65 73 65 6e 74 73 20 61 20 70 61 72 74 69 63 75 6c 61 72 20 76 61 6c 75 65 | ix.represents.a.particular.value |
| 1b60 | 0a 20 20 20 20 20 20 20 20 6f 66 20 74 68 65 20 6e 6f 64 65 20 61 74 74 72 69 62 75 74 65 2e 20 | .........of.the.node.attribute.. |
| 1b80 | 20 54 68 65 20 61 74 74 72 69 62 75 74 65 20 6d 75 73 74 20 62 65 20 70 72 65 73 65 6e 74 20 66 | .The.attribute.must.be.present.f |
| 1ba0 | 6f 72 20 61 6c 6c 20 6e 6f 64 65 73 0a 20 20 20 20 20 20 20 20 69 6e 20 74 68 65 20 67 72 61 70 | or.all.nodes.........in.the.grap |
| 1bc0 | 68 2e 20 4e 6f 74 65 2c 20 74 68 65 20 76 61 6c 75 65 73 20 6f 66 20 74 68 69 73 20 61 74 74 72 | h..Note,.the.values.of.this.attr |
| 1be0 | 69 62 75 74 65 20 73 68 6f 75 6c 64 20 62 65 20 72 65 6c 69 61 62 6c 79 0a 20 20 20 20 20 20 20 | ibute.should.be.reliably........ |
| 1c00 | 20 68 61 73 68 61 62 6c 65 2e 20 53 6f 2c 20 66 6c 6f 61 74 20 76 61 6c 75 65 73 20 61 72 65 20 | .hashable..So,.float.values.are. |
| 1c20 | 6e 6f 74 20 72 65 63 6f 6d 6d 65 6e 64 65 64 2e 20 49 66 20 6e 6f 20 61 74 74 72 69 62 75 74 65 | not.recommended..If.no.attribute |
| 1c40 | 20 69 73 0a 20 20 20 20 20 20 20 20 73 70 65 63 69 66 69 65 64 2c 20 74 68 65 6e 20 74 68 65 20 | .is.........specified,.then.the. |
| 1c60 | 72 6f 77 73 20 61 6e 64 20 63 6f 6c 75 6d 6e 73 20 77 69 6c 6c 20 62 65 20 74 68 65 20 6e 6f 64 | rows.and.columns.will.be.the.nod |
| 1c80 | 65 73 20 6f 66 20 74 68 65 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 6e 6f 72 6d 61 6c 69 7a 65 64 | es.of.the.graph.......normalized |
| 1ca0 | 20 3a 20 62 6f 6f 6c 2c 20 6f 70 74 69 6f 6e 61 6c 20 28 64 65 66 61 75 6c 74 3a 20 46 61 6c 73 | .:.bool,.optional.(default:.Fals |
| 1cc0 | 65 29 0a 20 20 20 20 20 20 20 20 49 66 20 54 72 75 65 2c 20 74 68 65 6e 20 65 61 63 68 20 72 6f | e).........If.True,.then.each.ro |
| 1ce0 | 77 20 69 73 20 6e 6f 72 6d 61 6c 69 7a 65 64 20 62 79 20 74 68 65 20 73 75 6d 6d 61 74 69 6f 6e | w.is.normalized.by.the.summation |
| 1d00 | 20 6f 66 20 69 74 73 20 76 61 6c 75 65 73 2e 0a 0a 20 20 20 20 72 63 5f 6f 72 64 65 72 20 3a 20 | .of.its.values.......rc_order.:. |
| 1d20 | 6c 69 73 74 2c 20 6f 70 74 69 6f 6e 61 6c 20 28 64 65 66 61 75 6c 74 3a 20 6f 72 64 65 72 20 6f | list,.optional.(default:.order.o |
| 1d40 | 66 20 6e 6f 64 65 73 20 69 6e 20 47 29 0a 20 20 20 20 20 20 20 20 41 20 6c 69 73 74 20 6f 66 20 | f.nodes.in.G).........A.list.of. |
| 1d60 | 74 68 65 20 6e 6f 64 65 20 61 74 74 72 69 62 75 74 65 20 76 61 6c 75 65 73 2e 20 54 68 69 73 20 | the.node.attribute.values..This. |
| 1d80 | 6c 69 73 74 20 73 70 65 63 69 66 69 65 73 20 74 68 65 20 6f 72 64 65 72 69 6e 67 0a 20 20 20 20 | list.specifies.the.ordering..... |
| 1da0 | 20 20 20 20 6f 66 20 72 6f 77 73 20 61 6e 64 20 63 6f 6c 75 6d 6e 73 20 6f 66 20 74 68 65 20 61 | ....of.rows.and.columns.of.the.a |
| 1dc0 | 72 72 61 79 2e 20 49 66 20 6e 6f 20 6f 72 64 65 72 69 6e 67 20 69 73 20 70 72 6f 76 69 64 65 64 | rray..If.no.ordering.is.provided |
| 1de0 | 2c 20 74 68 65 6e 0a 20 20 20 20 20 20 20 20 74 68 65 20 6f 72 64 65 72 69 6e 67 20 77 69 6c 6c | ,.then.........the.ordering.will |
| 1e00 | 20 62 65 20 74 68 65 20 73 61 6d 65 20 61 73 20 74 68 65 20 6e 6f 64 65 20 6f 72 64 65 72 20 69 | .be.the.same.as.the.node.order.i |
| 1e20 | 6e 20 60 47 60 2e 0a 20 20 20 20 20 20 20 20 57 68 65 6e 20 60 72 63 5f 6f 72 64 65 72 60 20 69 | n.`G`..........When.`rc_order`.i |
| 1e40 | 73 20 60 4e 6f 6e 65 60 2c 20 74 68 65 20 66 75 6e 63 74 69 6f 6e 20 72 65 74 75 72 6e 73 20 61 | s.`None`,.the.function.returns.a |
| 1e60 | 20 32 2d 74 75 70 6c 65 20 60 60 28 6d 61 74 72 69 78 2c 20 6f 72 64 65 72 69 6e 67 29 60 60 0a | .2-tuple.``(matrix,.ordering)``. |
| 1e80 | 0a 20 20 20 20 4f 74 68 65 72 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d | .....Other.Parameters.....------ |
| 1ea0 | 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 64 74 79 70 65 20 3a 20 4e 75 6d 50 79 20 64 61 74 | ----------.....dtype.:.NumPy.dat |
| 1ec0 | 61 2d 74 79 70 65 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20 20 20 20 20 41 20 76 61 6c 69 64 | a-type,.optional.........A.valid |
| 1ee0 | 20 4e 75 6d 50 79 20 64 74 79 70 65 20 75 73 65 64 20 74 6f 20 69 6e 69 74 69 61 6c 69 7a 65 20 | .NumPy.dtype.used.to.initialize. |
| 1f00 | 74 68 65 20 61 72 72 61 79 2e 20 4b 65 65 70 20 69 6e 20 6d 69 6e 64 20 63 65 72 74 61 69 6e 0a | the.array..Keep.in.mind.certain. |
| 1f20 | 20 20 20 20 20 20 20 20 64 74 79 70 65 73 20 63 61 6e 20 79 69 65 6c 64 20 75 6e 65 78 70 65 63 | ........dtypes.can.yield.unexpec |
| 1f40 | 74 65 64 20 72 65 73 75 6c 74 73 20 69 66 20 74 68 65 20 61 72 72 61 79 20 69 73 20 74 6f 20 62 | ted.results.if.the.array.is.to.b |
| 1f60 | 65 20 6e 6f 72 6d 61 6c 69 7a 65 64 2e 0a 20 20 20 20 20 20 20 20 54 68 65 20 70 61 72 61 6d 65 | e.normalized..........The.parame |
| 1f80 | 74 65 72 20 69 73 20 70 61 73 73 65 64 20 74 6f 20 6e 75 6d 70 79 2e 7a 65 72 6f 73 28 29 2e 20 | ter.is.passed.to.numpy.zeros().. |
| 1fa0 | 49 66 20 75 6e 73 70 65 63 69 66 69 65 64 2c 20 74 68 65 20 4e 75 6d 50 79 0a 20 20 20 20 20 20 | If.unspecified,.the.NumPy....... |
| 1fc0 | 20 20 64 65 66 61 75 6c 74 20 69 73 20 75 73 65 64 2e 0a 0a 20 20 20 20 6f 72 64 65 72 20 3a 20 | ..default.is.used.......order.:. |
| 1fe0 | 7b 27 43 27 2c 20 27 46 27 7d 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20 20 20 20 20 57 68 65 | {'C',.'F'},.optional.........Whe |
| 2000 | 74 68 65 72 20 74 6f 20 73 74 6f 72 65 20 6d 75 6c 74 69 64 69 6d 65 6e 73 69 6f 6e 61 6c 20 64 | ther.to.store.multidimensional.d |
| 2020 | 61 74 61 20 69 6e 20 43 2d 20 6f 72 20 46 6f 72 74 72 61 6e 2d 63 6f 6e 74 69 67 75 6f 75 73 0a | ata.in.C-.or.Fortran-contiguous. |
| 2040 | 20 20 20 20 20 20 20 20 28 72 6f 77 2d 20 6f 72 20 63 6f 6c 75 6d 6e 2d 77 69 73 65 29 20 6f 72 | ........(row-.or.column-wise).or |
| 2060 | 64 65 72 20 69 6e 20 6d 65 6d 6f 72 79 2e 20 54 68 69 73 20 70 61 72 61 6d 65 74 65 72 20 69 73 | der.in.memory..This.parameter.is |
| 2080 | 20 70 61 73 73 65 64 20 74 6f 0a 20 20 20 20 20 20 20 20 6e 75 6d 70 79 2e 7a 65 72 6f 73 28 29 | .passed.to.........numpy.zeros() |
| 20a0 | 2e 20 49 66 20 75 6e 73 70 65 63 69 66 69 65 64 2c 20 74 68 65 20 4e 75 6d 50 79 20 64 65 66 61 | ..If.unspecified,.the.NumPy.defa |
| 20c0 | 75 6c 74 20 69 73 20 75 73 65 64 2e 0a 0a 20 20 20 20 52 65 74 75 72 6e 73 0a 20 20 20 20 2d 2d | ult.is.used.......Returns.....-- |
| 20e0 | 2d 2d 2d 2d 2d 0a 20 20 20 20 4d 20 3a 20 32 44 20 4e 75 6d 50 79 20 6e 64 61 72 72 61 79 0a 20 | -----.....M.:.2D.NumPy.ndarray.. |
| 2100 | 20 20 20 20 20 20 20 54 68 65 20 61 74 74 72 69 62 75 74 65 20 6d 61 74 72 69 78 2e 0a 0a 20 20 | .......The.attribute.matrix..... |
| 2120 | 20 20 6f 72 64 65 72 69 6e 67 20 3a 20 6c 69 73 74 0a 20 20 20 20 20 20 20 20 49 66 20 60 72 63 | ..ordering.:.list.........If.`rc |
| 2140 | 5f 6f 72 64 65 72 60 20 77 61 73 20 73 70 65 63 69 66 69 65 64 2c 20 74 68 65 6e 20 6f 6e 6c 79 | _order`.was.specified,.then.only |
| 2160 | 20 74 68 65 20 61 74 74 72 69 62 75 74 65 20 6d 61 74 72 69 78 20 69 73 20 72 65 74 75 72 6e 65 | .the.attribute.matrix.is.returne |
| 2180 | 64 2e 0a 20 20 20 20 20 20 20 20 48 6f 77 65 76 65 72 2c 20 69 66 20 60 72 63 5f 6f 72 64 65 72 | d..........However,.if.`rc_order |
| 21a0 | 60 20 77 61 73 20 4e 6f 6e 65 2c 20 74 68 65 6e 20 74 68 65 20 6f 72 64 65 72 69 6e 67 20 75 73 | `.was.None,.then.the.ordering.us |
| 21c0 | 65 64 20 74 6f 20 63 6f 6e 73 74 72 75 63 74 0a 20 20 20 20 20 20 20 20 74 68 65 20 6d 61 74 72 | ed.to.construct.........the.matr |
| 21e0 | 69 78 20 69 73 20 72 65 74 75 72 6e 65 64 20 61 73 20 77 65 6c 6c 2e 0a 0a 20 20 20 20 45 78 61 | ix.is.returned.as.well.......Exa |
| 2200 | 6d 70 6c 65 73 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 43 6f 6e 73 74 72 75 63 74 | mples.....--------.....Construct |
| 2220 | 20 61 6e 20 61 64 6a 61 63 65 6e 63 79 20 6d 61 74 72 69 78 3a 0a 0a 20 20 20 20 3e 3e 3e 20 47 | .an.adjacency.matrix:......>>>.G |
| 2240 | 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 65 | .=.nx.Graph().....>>>.G.add_edge |
| 2260 | 28 30 2c 20 31 2c 20 74 68 69 63 6b 6e 65 73 73 3d 31 2c 20 77 65 69 67 68 74 3d 33 29 0a 20 20 | (0,.1,.thickness=1,.weight=3)... |
| 2280 | 20 20 3e 3e 3e 20 47 2e 61 64 64 5f 65 64 67 65 28 30 2c 20 32 2c 20 74 68 69 63 6b 6e 65 73 73 | ..>>>.G.add_edge(0,.2,.thickness |
| 22a0 | 3d 32 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 74 68 69 | =2).....>>>.G.add_edge(1,.2,.thi |
| 22c0 | 63 6b 6e 65 73 73 3d 33 29 0a 20 20 20 20 3e 3e 3e 20 6e 78 2e 61 74 74 72 5f 6d 61 74 72 69 78 | ckness=3).....>>>.nx.attr_matrix |
| 22e0 | 28 47 2c 20 72 63 5f 6f 72 64 65 72 3d 5b 30 2c 20 31 2c 20 32 5d 29 0a 20 20 20 20 61 72 72 61 | (G,.rc_order=[0,.1,.2]).....arra |
| 2300 | 79 28 5b 5b 30 2e 2c 20 31 2e 2c 20 31 2e 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 5b 31 2e 2c | y([[0.,.1.,.1.],............[1., |
| 2320 | 20 30 2e 2c 20 31 2e 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 5b 31 2e 2c 20 31 2e 2c 20 30 2e | .0.,.1.],............[1.,.1.,.0. |
| 2340 | 5d 5d 29 0a 0a 20 20 20 20 41 6c 74 65 72 6e 61 74 69 76 65 6c 79 2c 20 77 65 20 63 61 6e 20 6f | ]])......Alternatively,.we.can.o |
| 2360 | 62 74 61 69 6e 20 74 68 65 20 6d 61 74 72 69 78 20 64 65 73 63 72 69 62 69 6e 67 20 65 64 67 65 | btain.the.matrix.describing.edge |
| 2380 | 20 74 68 69 63 6b 6e 65 73 73 2e 0a 0a 20 20 20 20 3e 3e 3e 20 6e 78 2e 61 74 74 72 5f 6d 61 74 | .thickness.......>>>.nx.attr_mat |
| 23a0 | 72 69 78 28 47 2c 20 65 64 67 65 5f 61 74 74 72 3d 22 74 68 69 63 6b 6e 65 73 73 22 2c 20 72 63 | rix(G,.edge_attr="thickness",.rc |
| 23c0 | 5f 6f 72 64 65 72 3d 5b 30 2c 20 31 2c 20 32 5d 29 0a 20 20 20 20 61 72 72 61 79 28 5b 5b 30 2e | _order=[0,.1,.2]).....array([[0. |
| 23e0 | 2c 20 31 2e 2c 20 32 2e 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 5b 31 2e 2c 20 30 2e 2c 20 33 | ,.1.,.2.],............[1.,.0.,.3 |
| 2400 | 2e 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 5b 32 2e 2c 20 33 2e 2c 20 30 2e 5d 5d 29 0a 0a 20 | .],............[2.,.3.,.0.]])... |
| 2420 | 20 20 20 57 65 20 63 61 6e 20 61 6c 73 6f 20 63 6f 6c 6f 72 20 74 68 65 20 6e 6f 64 65 73 20 61 | ...We.can.also.color.the.nodes.a |
| 2440 | 6e 64 20 61 73 6b 20 66 6f 72 20 74 68 65 20 70 72 6f 62 61 62 69 6c 69 74 79 20 64 69 73 74 72 | nd.ask.for.the.probability.distr |
| 2460 | 69 62 75 74 69 6f 6e 20 6f 76 65 72 0a 20 20 20 20 61 6c 6c 20 65 64 67 65 73 20 28 75 2c 76 29 | ibution.over.....all.edges.(u,v) |
| 2480 | 20 64 65 73 63 72 69 62 69 6e 67 3a 0a 0a 20 20 20 20 20 20 20 20 50 72 28 76 20 68 61 73 20 63 | .describing:..........Pr(v.has.c |
| 24a0 | 6f 6c 6f 72 20 59 20 7c 20 75 20 68 61 73 20 63 6f 6c 6f 72 20 58 29 0a 0a 20 20 20 20 3e 3e 3e | olor.Y.|.u.has.color.X)......>>> |
| 24c0 | 20 47 2e 6e 6f 64 65 73 5b 30 5d 5b 22 63 6f 6c 6f 72 22 5d 20 3d 20 22 72 65 64 22 0a 20 20 20 | .G.nodes[0]["color"].=."red".... |
| 24e0 | 20 3e 3e 3e 20 47 2e 6e 6f 64 65 73 5b 31 5d 5b 22 63 6f 6c 6f 72 22 5d 20 3d 20 22 72 65 64 22 | .>>>.G.nodes[1]["color"].=."red" |
| 2500 | 0a 20 20 20 20 3e 3e 3e 20 47 2e 6e 6f 64 65 73 5b 32 5d 5b 22 63 6f 6c 6f 72 22 5d 20 3d 20 22 | .....>>>.G.nodes[2]["color"].=." |
| 2520 | 62 6c 75 65 22 0a 20 20 20 20 3e 3e 3e 20 72 63 20 3d 20 5b 22 72 65 64 22 2c 20 22 62 6c 75 65 | blue".....>>>.rc.=.["red",."blue |
| 2540 | 22 5d 0a 20 20 20 20 3e 3e 3e 20 6e 78 2e 61 74 74 72 5f 6d 61 74 72 69 78 28 47 2c 20 6e 6f 64 | "].....>>>.nx.attr_matrix(G,.nod |
| 2560 | 65 5f 61 74 74 72 3d 22 63 6f 6c 6f 72 22 2c 20 6e 6f 72 6d 61 6c 69 7a 65 64 3d 54 72 75 65 2c | e_attr="color",.normalized=True, |
| 2580 | 20 72 63 5f 6f 72 64 65 72 3d 72 63 29 0a 20 20 20 20 61 72 72 61 79 28 5b 5b 30 2e 33 33 33 33 | .rc_order=rc).....array([[0.3333 |
| 25a0 | 33 33 33 33 2c 20 30 2e 36 36 36 36 36 36 36 37 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 5b 31 | 3333,.0.66666667],............[1 |
| 25c0 | 2e 20 20 20 20 20 20 20 20 2c 20 30 2e 20 20 20 20 20 20 20 20 5d 5d 29 0a 0a 20 20 20 20 46 6f | .........,.0.........]])......Fo |
| 25e0 | 72 20 65 78 61 6d 70 6c 65 2c 20 74 68 65 20 61 62 6f 76 65 20 74 65 6c 6c 73 20 75 73 20 74 68 | r.example,.the.above.tells.us.th |
| 2600 | 61 74 20 66 6f 72 20 61 6c 6c 20 65 64 67 65 73 20 28 75 2c 76 29 3a 0a 0a 20 20 20 20 20 20 20 | at.for.all.edges.(u,v):......... |
| 2620 | 20 50 72 28 20 76 20 69 73 20 72 65 64 20 20 7c 20 75 20 69 73 20 72 65 64 29 20 20 3d 20 31 2f | .Pr(.v.is.red..|.u.is.red)..=.1/ |
| 2640 | 33 0a 20 20 20 20 20 20 20 20 50 72 28 20 76 20 69 73 20 62 6c 75 65 20 7c 20 75 20 69 73 20 72 | 3.........Pr(.v.is.blue.|.u.is.r |
| 2660 | 65 64 29 20 20 3d 20 32 2f 33 0a 0a 20 20 20 20 20 20 20 20 50 72 28 20 76 20 69 73 20 72 65 64 | ed)..=.2/3..........Pr(.v.is.red |
| 2680 | 20 20 7c 20 75 20 69 73 20 62 6c 75 65 29 20 3d 20 31 0a 20 20 20 20 20 20 20 20 50 72 28 20 76 | ..|.u.is.blue).=.1.........Pr(.v |
| 26a0 | 20 69 73 20 62 6c 75 65 20 7c 20 75 20 69 73 20 62 6c 75 65 29 20 3d 20 30 0a 0a 20 20 20 20 46 | .is.blue.|.u.is.blue).=.0......F |
| 26c0 | 69 6e 61 6c 6c 79 2c 20 77 65 20 63 61 6e 20 6f 62 74 61 69 6e 20 74 68 65 20 74 6f 74 61 6c 20 | inally,.we.can.obtain.the.total. |
| 26e0 | 77 65 69 67 68 74 73 20 6c 69 73 74 65 64 20 62 79 20 74 68 65 20 6e 6f 64 65 20 63 6f 6c 6f 72 | weights.listed.by.the.node.color |
| 2700 | 73 2e 0a 0a 20 20 20 20 3e 3e 3e 20 6e 78 2e 61 74 74 72 5f 6d 61 74 72 69 78 28 47 2c 20 65 64 | s.......>>>.nx.attr_matrix(G,.ed |
| 2720 | 67 65 5f 61 74 74 72 3d 22 77 65 69 67 68 74 22 2c 20 6e 6f 64 65 5f 61 74 74 72 3d 22 63 6f 6c | ge_attr="weight",.node_attr="col |
| 2740 | 6f 72 22 2c 20 72 63 5f 6f 72 64 65 72 3d 72 63 29 0a 20 20 20 20 61 72 72 61 79 28 5b 5b 33 2e | or",.rc_order=rc).....array([[3. |
| 2760 | 2c 20 32 2e 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 5b 32 2e 2c 20 30 2e 5d 5d 29 0a 0a 20 20 | ,.2.],............[2.,.0.]]).... |
| 2780 | 20 20 54 68 75 73 2c 20 74 68 65 20 74 6f 74 61 6c 20 77 65 69 67 68 74 20 6f 76 65 72 20 61 6c | ..Thus,.the.total.weight.over.al |
| 27a0 | 6c 20 65 64 67 65 73 20 28 75 2c 76 29 20 77 69 74 68 20 75 20 61 6e 64 20 76 20 68 61 76 69 6e | l.edges.(u,v).with.u.and.v.havin |
| 27c0 | 67 20 63 6f 6c 6f 72 73 3a 0a 0a 20 20 20 20 20 20 20 20 28 72 65 64 2c 20 72 65 64 29 20 20 20 | g.colors:..........(red,.red)... |
| 27e0 | 69 73 20 33 20 20 20 23 20 74 68 65 20 73 6f 6c 65 20 63 6f 6e 74 72 69 62 75 74 69 6f 6e 20 69 | is.3...#.the.sole.contribution.i |
| 2800 | 73 20 66 72 6f 6d 20 65 64 67 65 20 28 30 2c 31 29 0a 20 20 20 20 20 20 20 20 28 72 65 64 2c 20 | s.from.edge.(0,1).........(red,. |
| 2820 | 62 6c 75 65 29 20 20 69 73 20 32 20 20 20 23 20 63 6f 6e 74 72 69 62 75 74 69 6f 6e 73 20 66 72 | blue)..is.2...#.contributions.fr |
| 2840 | 6f 6d 20 65 64 67 65 73 20 28 30 2c 32 29 20 61 6e 64 20 28 31 2c 32 29 0a 20 20 20 20 20 20 20 | om.edges.(0,2).and.(1,2)........ |
| 2860 | 20 28 62 6c 75 65 2c 20 72 65 64 29 20 20 69 73 20 32 20 20 20 23 20 73 61 6d 65 20 61 73 20 28 | .(blue,.red)..is.2...#.same.as.( |
| 2880 | 72 65 64 2c 20 62 6c 75 65 29 20 73 69 6e 63 65 20 67 72 61 70 68 20 69 73 20 75 6e 64 69 72 65 | red,.blue).since.graph.is.undire |
| 28a0 | 63 74 65 64 0a 20 20 20 20 20 20 20 20 28 62 6c 75 65 2c 20 62 6c 75 65 29 20 69 73 20 30 20 20 | cted.........(blue,.blue).is.0.. |
| 28c0 | 20 23 20 74 68 65 72 65 20 61 72 65 20 6e 6f 20 65 64 67 65 73 20 77 69 74 68 20 62 6c 75 65 20 | .#.there.are.no.edges.with.blue. |
| 28e0 | 65 6e 64 70 6f 69 6e 74 73 0a 0a 20 20 20 20 72 02 00 00 00 4e 29 02 da 05 64 74 79 70 65 da 05 | endpoints......r....N)...dtype.. |
| 2900 | 6f 72 64 65 72 72 19 00 00 00 a9 01 da 04 61 78 69 73 29 0f da 05 6e 75 6d 70 79 72 2d 00 00 00 | orderr........axis)...numpyr-... |
| 2920 | 72 12 00 00 00 da 04 6c 69 73 74 72 15 00 00 00 da 0b 69 73 5f 64 69 72 65 63 74 65 64 da 04 64 | r......listr......is_directed..d |
| 2940 | 69 63 74 da 03 7a 69 70 da 05 72 61 6e 67 65 da 05 7a 65 72 6f 73 da 03 73 65 74 da 09 61 64 6a | ict..zip..range..zeros..set..adj |
| 2960 | 61 63 65 6e 63 79 da 03 61 64 64 72 25 00 00 00 da 07 72 65 73 68 61 70 65 29 16 72 0f 00 00 00 | acency..addr%.....reshape).r.... |
| 2980 | 72 22 00 00 00 72 10 00 00 00 da 0a 6e 6f 72 6d 61 6c 69 7a 65 64 da 08 72 63 5f 6f 72 64 65 72 | r"...r......normalized..rc_order |
| 29a0 | 72 31 00 00 00 72 32 00 00 00 da 02 6e 70 da 0a 65 64 67 65 5f 76 61 6c 75 65 da 0a 6e 6f 64 65 | r1...r2.....np..edge_value..node |
| 29c0 | 5f 76 61 6c 75 65 da 01 6e da 08 6f 72 64 65 72 69 6e 67 da 01 4e da 0a 75 6e 64 69 72 65 63 74 | _value..n..ordering..N..undirect |
| 29e0 | 65 64 da 05 69 6e 64 65 78 da 01 4d da 04 73 65 65 6e 72 09 00 00 00 da 07 6e 62 72 64 69 63 74 | ed..index..M..seenr......nbrdict |
| 2a00 | 72 16 00 00 00 da 01 69 da 01 6a 73 16 00 00 00 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 | r......i..js.................... |
| 2a20 | 20 20 20 20 20 20 72 0a 00 00 00 72 03 00 00 00 72 03 00 00 00 92 00 00 00 73 5c 01 00 00 80 00 | ......r....r....r........s\..... |
| 2a40 | f3 40 04 00 05 17 e4 11 1c 98 51 a0 09 d3 11 2a 80 4a dc 11 1c 98 51 a0 09 d3 11 2a 80 4a e0 07 | .@........Q....*.J....Q....*.J.. |
| 2a60 | 0f d0 07 17 dc 13 17 b0 01 d6 18 32 a8 31 99 1a a0 41 9d 1d d2 18 32 d3 13 33 89 08 e0 13 1b 88 | ...........2.1...A....2..3...... |
| 2a80 | 08 e4 08 0b 88 48 8b 0d 80 41 d8 15 16 97 5d 91 5d 93 5f d0 11 24 80 4a dc 0c 10 94 13 90 58 9c | .....H...A....].]._..$.J......X. |
| 2aa0 | 75 a0 51 9b 78 d3 11 28 d3 0c 29 80 45 d8 08 0a 8f 08 89 08 90 21 90 51 90 16 98 75 a8 45 88 08 | u.Q.x..(..).E........!.Q...u.E.. |
| 2ac0 | d3 08 32 80 41 e4 0b 0e 8b 35 80 44 d8 16 17 97 6b 91 6b 93 6d f2 00 0a 05 18 89 0a 88 01 88 37 | ..2.A....5.D....k.k.m..........7 |
| 2ae0 | d8 11 18 f2 00 06 09 26 88 41 e0 13 18 99 1a a0 41 9b 1d d1 13 27 a8 15 a9 7a b8 21 ab 7d d1 29 | .......&.A......A....'...z.!.}.) |
| 2b00 | 3d 88 71 88 41 d8 0f 10 98 04 8a 7d d8 10 11 90 21 90 51 90 24 93 07 99 3a a0 61 a8 11 d3 1b 2b | =.q.A......}....!.Q.$...:.a....+ |
| 2b20 | d1 10 2b 93 07 da 13 1d d8 1e 1f a0 01 a0 31 a0 04 99 67 90 41 90 61 98 11 90 64 92 47 f0 0d 06 | ..+...........1...g.A.a...d.G... |
| 2b40 | 09 26 f2 10 00 0c 16 d8 0c 10 8f 48 89 48 90 51 8d 4b f0 15 0a 05 18 f1 18 00 08 12 d8 08 09 88 | .&.........H.H.Q.K.............. |
| 2b60 | 51 8f 55 89 55 98 01 88 55 8b 5d d7 0d 22 d1 0d 22 a0 41 a0 71 a0 36 d3 0d 2a d1 08 2a 88 01 e0 | Q.U.U...U.].."..".A.q.6..*..*... |
| 2b80 | 07 0f d0 07 17 d8 0f 10 90 28 88 7b d0 08 1a e0 0f 10 88 08 f9 f2 39 00 19 33 73 05 00 00 00 a8 | .........(.{..........9..3s..... |
| 2ba0 | 0f 44 3e 08 63 06 00 00 00 00 00 00 00 00 00 00 00 09 00 00 00 03 00 00 00 f3 a6 02 00 00 97 00 | .D>.c........................... |
| 2bc0 | 64 01 64 02 6c 00 7d 06 64 01 64 02 6c 01 7d 07 74 05 00 00 00 00 00 00 00 00 7c 00 7c 01 ab 02 | d.d.l.}.d.d.l.}.t.........|.|... |
| 2be0 | 00 00 00 00 00 00 7d 08 74 07 00 00 00 00 00 00 00 00 7c 00 7c 02 ab 02 00 00 00 00 00 00 7d 09 | ......}.t.........|.|.........}. |
| 2c00 | 7c 04 80 20 74 09 00 00 00 00 00 00 00 00 7c 00 44 00 8f 0a 63 02 68 00 63 02 5d 0a 00 00 7d 0a | |...t.........|.D...c.h.c.]...}. |
| 2c20 | 02 00 7c 09 7c 0a ab 01 00 00 00 00 00 00 92 02 8c 0c 04 00 63 02 7d 0a ab 01 00 00 00 00 00 00 | ..|.|...............c.}......... |
| 2c40 | 7d 0b 6e 02 7c 04 7d 0b 74 0b 00 00 00 00 00 00 00 00 7c 0b ab 01 00 00 00 00 00 00 7d 0c 7c 00 | }.n.|.}.t.........|.........}.|. |
| 2c60 | 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 0c 00 7d 0d | j.............................}. |
| 2c80 | 74 0f 00 00 00 00 00 00 00 00 74 11 00 00 00 00 00 00 00 00 7c 0b 74 13 00 00 00 00 00 00 00 00 | t.........t.........|.t......... |
| 2ca0 | 7c 0c ab 01 00 00 00 00 00 00 ab 02 00 00 00 00 00 00 ab 01 00 00 00 00 00 00 7d 0e 7c 07 6a 14 | |.........................}.|.j. |
| 2cc0 | 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 6a 17 00 00 00 00 00 00 00 00 00 00 00 00 | ..................j............. |
| 2ce0 | 00 00 00 00 00 00 7c 0c 7c 0c 66 02 7c 05 ac 03 ab 02 00 00 00 00 00 00 7d 0f 74 19 00 00 00 00 | ......|.|.f.|...........}.t..... |
| 2d00 | 00 00 00 00 ab 00 00 00 00 00 00 00 7d 10 7c 00 6a 1b 00 00 00 00 00 00 00 00 00 00 00 00 00 00 | ............}.|.j............... |
| 2d20 | 00 00 00 00 ab 00 00 00 00 00 00 00 44 00 5d 60 00 00 5c 02 00 00 7d 11 7d 12 7c 12 44 00 5d 42 | ............D.]`..\...}.}.|.D.]B |
| 2d40 | 00 00 7d 13 7c 0e 02 00 7c 09 7c 11 ab 01 00 00 00 00 00 00 19 00 00 00 7c 0e 02 00 7c 09 7c 13 | ..}.|...|.|.............|...|.|. |
| 2d60 | ab 01 00 00 00 00 00 00 19 00 00 00 7d 15 7d 14 7c 13 7c 10 76 01 73 01 8c 1e 7c 0f 7c 14 7c 15 | ............}.}.|.|.v.s...|.|.|. |
| 2d80 | 66 02 78 02 78 02 19 00 00 00 02 00 7c 08 7c 11 7c 13 ab 02 00 00 00 00 00 00 7a 0d 00 00 63 03 | f.x.x.......|.|.|.........z...c. |
| 2da0 | 63 02 3c 00 00 00 7c 0d 73 01 8c 37 7c 0f 7c 14 7c 15 66 02 19 00 00 00 7c 0f 7c 15 7c 14 66 02 | c.<...|.s..7|.|.|.f.....|.|.|.f. |
| 2dc0 | 3c 00 00 00 8c 44 04 00 7c 0d 73 01 8c 50 7c 10 6a 1d 00 00 00 00 00 00 00 00 00 00 00 00 00 00 | <....D..|.s..P|.j............... |
| 2de0 | 00 00 00 00 7c 11 ab 01 00 00 00 00 00 00 01 00 8c 62 04 00 7c 03 72 29 7c 0f 64 04 7c 0f 6a 1f | ....|............b..|.r)|.d.|.j. |
| 2e00 | 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 64 04 ac 05 ab 01 00 00 00 00 00 00 64 02 | ..................d...........d. |
| 2e20 | 64 02 85 02 7c 06 6a 20 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 00 66 02 19 00 00 00 | d...|.j...................f..... |
| 2e40 | 7a 0b 00 00 7a 12 00 00 7d 0f 7c 04 80 04 7c 0f 7c 0b 66 02 53 00 7c 0f 53 00 63 02 01 00 63 02 | z...z...}.|...|.|.f.S.|.S.c...c. |
| 2e60 | 7d 0a 77 00 29 06 61 c9 11 00 00 52 65 74 75 72 6e 73 20 61 20 53 63 69 50 79 20 73 70 61 72 73 | }.w.).a....Returns.a.SciPy.spars |
| 2e80 | 65 20 61 72 72 61 79 20 75 73 69 6e 67 20 61 74 74 72 69 62 75 74 65 73 20 66 72 6f 6d 20 47 2e | e.array.using.attributes.from.G. |
| 2ea0 | 0a 0a 20 20 20 20 49 66 20 6f 6e 6c 79 20 60 47 60 20 69 73 20 70 61 73 73 65 64 20 69 6e 2c 20 | ......If.only.`G`.is.passed.in,. |
| 2ec0 | 74 68 65 6e 20 74 68 65 20 61 64 6a 61 63 65 6e 63 79 20 6d 61 74 72 69 78 20 69 73 20 63 6f 6e | then.the.adjacency.matrix.is.con |
| 2ee0 | 73 74 72 75 63 74 65 64 2e 0a 0a 20 20 20 20 4c 65 74 20 41 20 62 65 20 61 20 64 69 73 63 72 65 | structed.......Let.A.be.a.discre |
| 2f00 | 74 65 20 73 65 74 20 6f 66 20 76 61 6c 75 65 73 20 66 6f 72 20 74 68 65 20 6e 6f 64 65 20 61 74 | te.set.of.values.for.the.node.at |
| 2f20 | 74 72 69 62 75 74 65 20 60 6e 6f 64 65 5f 61 74 74 72 60 2e 20 54 68 65 6e 0a 20 20 20 20 74 68 | tribute.`node_attr`..Then.....th |
| 2f40 | 65 20 65 6c 65 6d 65 6e 74 73 20 6f 66 20 41 20 72 65 70 72 65 73 65 6e 74 20 74 68 65 20 72 6f | e.elements.of.A.represent.the.ro |
| 2f60 | 77 73 20 61 6e 64 20 63 6f 6c 75 6d 6e 73 20 6f 66 20 74 68 65 20 63 6f 6e 73 74 72 75 63 74 65 | ws.and.columns.of.the.constructe |
| 2f80 | 64 20 6d 61 74 72 69 78 2e 0a 20 20 20 20 4e 6f 77 2c 20 69 74 65 72 61 74 65 20 74 68 72 6f 75 | d.matrix......Now,.iterate.throu |
| 2fa0 | 67 68 20 65 76 65 72 79 20 65 64 67 65 20 65 3d 28 75 2c 76 29 20 69 6e 20 60 47 60 20 61 6e 64 | gh.every.edge.e=(u,v).in.`G`.and |
| 2fc0 | 20 63 6f 6e 73 69 64 65 72 20 74 68 65 20 76 61 6c 75 65 0a 20 20 20 20 6f 66 20 74 68 65 20 65 | .consider.the.value.....of.the.e |
| 2fe0 | 64 67 65 20 61 74 74 72 69 62 75 74 65 20 60 65 64 67 65 5f 61 74 74 72 60 2e 20 20 49 66 20 75 | dge.attribute.`edge_attr`...If.u |
| 3000 | 61 20 61 6e 64 20 76 61 20 61 72 65 20 74 68 65 20 76 61 6c 75 65 73 20 6f 66 20 74 68 65 0a 20 | a.and.va.are.the.values.of.the.. |
| 3020 | 20 20 20 6e 6f 64 65 20 61 74 74 72 69 62 75 74 65 20 60 6e 6f 64 65 5f 61 74 74 72 60 20 66 6f | ...node.attribute.`node_attr`.fo |
| 3040 | 72 20 75 20 61 6e 64 20 76 2c 20 72 65 73 70 65 63 74 69 76 65 6c 79 2c 20 74 68 65 6e 20 74 68 | r.u.and.v,.respectively,.then.th |
| 3060 | 65 20 76 61 6c 75 65 20 6f 66 0a 20 20 20 20 74 68 65 20 65 64 67 65 20 61 74 74 72 69 62 75 74 | e.value.of.....the.edge.attribut |
| 3080 | 65 20 69 73 20 61 64 64 65 64 20 74 6f 20 74 68 65 20 6d 61 74 72 69 78 20 65 6c 65 6d 65 6e 74 | e.is.added.to.the.matrix.element |
| 30a0 | 20 61 74 20 28 75 61 2c 20 76 61 29 2e 0a 0a 20 20 20 20 50 61 72 61 6d 65 74 65 72 73 0a 20 20 | .at.(ua,.va).......Parameters... |
| 30c0 | 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 20 20 | ..----------.....G.:.graph...... |
| 30e0 | 20 20 20 54 68 65 20 4e 65 74 77 6f 72 6b 58 20 67 72 61 70 68 20 75 73 65 64 20 74 6f 20 63 6f | ...The.NetworkX.graph.used.to.co |
| 3100 | 6e 73 74 72 75 63 74 20 74 68 65 20 4e 75 6d 50 79 20 6d 61 74 72 69 78 2e 0a 0a 20 20 20 20 65 | nstruct.the.NumPy.matrix.......e |
| 3120 | 64 67 65 5f 61 74 74 72 20 3a 20 73 74 72 2c 20 6f 70 74 69 6f 6e 61 6c 20 28 64 65 66 61 75 6c | dge_attr.:.str,.optional.(defaul |
| 3140 | 74 3a 20 6e 75 6d 62 65 72 20 6f 66 20 65 64 67 65 73 20 66 6f 72 20 65 61 63 68 20 6d 61 74 72 | t:.number.of.edges.for.each.matr |
| 3160 | 69 78 20 65 6c 65 6d 65 6e 74 29 0a 20 20 20 20 20 20 20 20 45 61 63 68 20 65 6c 65 6d 65 6e 74 | ix.element).........Each.element |
| 3180 | 20 6f 66 20 74 68 65 20 6d 61 74 72 69 78 20 72 65 70 72 65 73 65 6e 74 73 20 61 20 72 75 6e 6e | .of.the.matrix.represents.a.runn |
| 31a0 | 69 6e 67 20 74 6f 74 61 6c 20 6f 66 20 74 68 65 0a 20 20 20 20 20 20 20 20 73 70 65 63 69 66 69 | ing.total.of.the.........specifi |
| 31c0 | 65 64 20 65 64 67 65 20 61 74 74 72 69 62 75 74 65 20 66 6f 72 20 65 64 67 65 73 20 77 68 6f 73 | ed.edge.attribute.for.edges.whos |
| 31e0 | 65 20 6e 6f 64 65 20 61 74 74 72 69 62 75 74 65 73 20 63 6f 72 72 65 73 70 6f 6e 64 0a 20 20 20 | e.node.attributes.correspond.... |
| 3200 | 20 20 20 20 20 74 6f 20 74 68 65 20 72 6f 77 73 2f 63 6f 6c 73 20 6f 66 20 74 68 65 20 6d 61 74 | .....to.the.rows/cols.of.the.mat |
| 3220 | 72 69 78 2e 20 54 68 65 20 61 74 74 72 69 62 75 74 65 20 6d 75 73 74 20 62 65 20 70 72 65 73 65 | rix..The.attribute.must.be.prese |
| 3240 | 6e 74 20 66 6f 72 0a 20 20 20 20 20 20 20 20 61 6c 6c 20 65 64 67 65 73 20 69 6e 20 74 68 65 20 | nt.for.........all.edges.in.the. |
| 3260 | 67 72 61 70 68 2e 20 49 66 20 6e 6f 20 61 74 74 72 69 62 75 74 65 20 69 73 20 73 70 65 63 69 66 | graph..If.no.attribute.is.specif |
| 3280 | 69 65 64 2c 20 74 68 65 6e 20 77 65 0a 20 20 20 20 20 20 20 20 6a 75 73 74 20 63 6f 75 6e 74 20 | ied,.then.we.........just.count. |
| 32a0 | 74 68 65 20 6e 75 6d 62 65 72 20 6f 66 20 65 64 67 65 73 20 77 68 6f 73 65 20 6e 6f 64 65 20 61 | the.number.of.edges.whose.node.a |
| 32c0 | 74 74 72 69 62 75 74 65 73 20 63 6f 72 72 65 73 70 6f 6e 64 0a 20 20 20 20 20 20 20 20 74 6f 20 | ttributes.correspond.........to. |
| 32e0 | 74 68 65 20 6d 61 74 72 69 78 20 65 6c 65 6d 65 6e 74 2e 0a 0a 20 20 20 20 6e 6f 64 65 5f 61 74 | the.matrix.element.......node_at |
| 3300 | 74 72 20 3a 20 73 74 72 2c 20 6f 70 74 69 6f 6e 61 6c 20 28 64 65 66 61 75 6c 74 3a 20 75 73 65 | tr.:.str,.optional.(default:.use |
| 3320 | 20 6e 6f 64 65 73 20 6f 66 20 74 68 65 20 67 72 61 70 68 29 0a 20 20 20 20 20 20 20 20 45 61 63 | .nodes.of.the.graph).........Eac |
| 3340 | 68 20 72 6f 77 20 61 6e 64 20 63 6f 6c 75 6d 6e 20 69 6e 20 74 68 65 20 6d 61 74 72 69 78 20 72 | h.row.and.column.in.the.matrix.r |
| 3360 | 65 70 72 65 73 65 6e 74 73 20 61 20 70 61 72 74 69 63 75 6c 61 72 20 76 61 6c 75 65 0a 20 20 20 | epresents.a.particular.value.... |
| 3380 | 20 20 20 20 20 6f 66 20 74 68 65 20 6e 6f 64 65 20 61 74 74 72 69 62 75 74 65 2e 20 20 54 68 65 | .....of.the.node.attribute...The |
| 33a0 | 20 61 74 74 72 69 62 75 74 65 20 6d 75 73 74 20 62 65 20 70 72 65 73 65 6e 74 20 66 6f 72 20 61 | .attribute.must.be.present.for.a |
| 33c0 | 6c 6c 20 6e 6f 64 65 73 0a 20 20 20 20 20 20 20 20 69 6e 20 74 68 65 20 67 72 61 70 68 2e 20 4e | ll.nodes.........in.the.graph..N |
| 33e0 | 6f 74 65 2c 20 74 68 65 20 76 61 6c 75 65 73 20 6f 66 20 74 68 69 73 20 61 74 74 72 69 62 75 74 | ote,.the.values.of.this.attribut |
| 3400 | 65 20 73 68 6f 75 6c 64 20 62 65 20 72 65 6c 69 61 62 6c 79 0a 20 20 20 20 20 20 20 20 68 61 73 | e.should.be.reliably.........has |
| 3420 | 68 61 62 6c 65 2e 20 53 6f 2c 20 66 6c 6f 61 74 20 76 61 6c 75 65 73 20 61 72 65 20 6e 6f 74 20 | hable..So,.float.values.are.not. |
| 3440 | 72 65 63 6f 6d 6d 65 6e 64 65 64 2e 20 49 66 20 6e 6f 20 61 74 74 72 69 62 75 74 65 20 69 73 0a | recommended..If.no.attribute.is. |
| 3460 | 20 20 20 20 20 20 20 20 73 70 65 63 69 66 69 65 64 2c 20 74 68 65 6e 20 74 68 65 20 72 6f 77 73 | ........specified,.then.the.rows |
| 3480 | 20 61 6e 64 20 63 6f 6c 75 6d 6e 73 20 77 69 6c 6c 20 62 65 20 74 68 65 20 6e 6f 64 65 73 20 6f | .and.columns.will.be.the.nodes.o |
| 34a0 | 66 20 74 68 65 20 67 72 61 70 68 2e 0a 0a 20 20 20 20 6e 6f 72 6d 61 6c 69 7a 65 64 20 3a 20 62 | f.the.graph.......normalized.:.b |
| 34c0 | 6f 6f 6c 2c 20 6f 70 74 69 6f 6e 61 6c 20 28 64 65 66 61 75 6c 74 3a 20 46 61 6c 73 65 29 0a 20 | ool,.optional.(default:.False).. |
| 34e0 | 20 20 20 20 20 20 20 49 66 20 54 72 75 65 2c 20 74 68 65 6e 20 65 61 63 68 20 72 6f 77 20 69 73 | .......If.True,.then.each.row.is |
| 3500 | 20 6e 6f 72 6d 61 6c 69 7a 65 64 20 62 79 20 74 68 65 20 73 75 6d 6d 61 74 69 6f 6e 20 6f 66 20 | .normalized.by.the.summation.of. |
| 3520 | 69 74 73 20 76 61 6c 75 65 73 2e 0a 0a 20 20 20 20 72 63 5f 6f 72 64 65 72 20 3a 20 6c 69 73 74 | its.values.......rc_order.:.list |
| 3540 | 2c 20 6f 70 74 69 6f 6e 61 6c 20 28 64 65 66 61 75 6c 74 3a 20 6f 72 64 65 72 20 6f 66 20 6e 6f | ,.optional.(default:.order.of.no |
| 3560 | 64 65 73 20 69 6e 20 47 29 0a 20 20 20 20 20 20 20 20 41 20 6c 69 73 74 20 6f 66 20 74 68 65 20 | des.in.G).........A.list.of.the. |
| 3580 | 6e 6f 64 65 20 61 74 74 72 69 62 75 74 65 20 76 61 6c 75 65 73 2e 20 54 68 69 73 20 6c 69 73 74 | node.attribute.values..This.list |
| 35a0 | 20 73 70 65 63 69 66 69 65 73 20 74 68 65 20 6f 72 64 65 72 69 6e 67 0a 20 20 20 20 20 20 20 20 | .specifies.the.ordering......... |
| 35c0 | 6f 66 20 72 6f 77 73 20 61 6e 64 20 63 6f 6c 75 6d 6e 73 20 6f 66 20 74 68 65 20 61 72 72 61 79 | of.rows.and.columns.of.the.array |
| 35e0 | 20 61 6e 64 20 74 68 65 20 72 65 74 75 72 6e 20 76 61 6c 75 65 2e 20 49 66 20 6e 6f 20 6f 72 64 | .and.the.return.value..If.no.ord |
| 3600 | 65 72 69 6e 67 0a 20 20 20 20 20 20 20 20 69 73 20 70 72 6f 76 69 64 65 64 2c 20 74 68 65 6e 20 | ering.........is.provided,.then. |
| 3620 | 74 68 65 20 6f 72 64 65 72 69 6e 67 20 77 69 6c 6c 20 62 65 20 74 68 61 74 20 6f 66 20 6e 6f 64 | the.ordering.will.be.that.of.nod |
| 3640 | 65 73 20 69 6e 20 60 47 60 2e 0a 0a 20 20 20 20 4f 74 68 65 72 20 50 61 72 61 6d 65 74 65 72 73 | es.in.`G`.......Other.Parameters |
| 3660 | 0a 20 20 20 20 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 2d 0a 20 20 20 20 64 74 79 70 65 20 | .....----------------.....dtype. |
| 3680 | 3a 20 4e 75 6d 50 79 20 64 61 74 61 2d 74 79 70 65 2c 20 6f 70 74 69 6f 6e 61 6c 0a 20 20 20 20 | :.NumPy.data-type,.optional..... |
| 36a0 | 20 20 20 20 41 20 76 61 6c 69 64 20 4e 75 6d 50 79 20 64 74 79 70 65 20 75 73 65 64 20 74 6f 20 | ....A.valid.NumPy.dtype.used.to. |
| 36c0 | 69 6e 69 74 69 61 6c 69 7a 65 20 74 68 65 20 61 72 72 61 79 2e 20 4b 65 65 70 20 69 6e 20 6d 69 | initialize.the.array..Keep.in.mi |
| 36e0 | 6e 64 20 63 65 72 74 61 69 6e 0a 20 20 20 20 20 20 20 20 64 74 79 70 65 73 20 63 61 6e 20 79 69 | nd.certain.........dtypes.can.yi |
| 3700 | 65 6c 64 20 75 6e 65 78 70 65 63 74 65 64 20 72 65 73 75 6c 74 73 20 69 66 20 74 68 65 20 61 72 | eld.unexpected.results.if.the.ar |
| 3720 | 72 61 79 20 69 73 20 74 6f 20 62 65 20 6e 6f 72 6d 61 6c 69 7a 65 64 2e 0a 20 20 20 20 20 20 20 | ray.is.to.be.normalized......... |
| 3740 | 20 54 68 65 20 70 61 72 61 6d 65 74 65 72 20 69 73 20 70 61 73 73 65 64 20 74 6f 20 6e 75 6d 70 | .The.parameter.is.passed.to.nump |
| 3760 | 79 2e 7a 65 72 6f 73 28 29 2e 20 49 66 20 75 6e 73 70 65 63 69 66 69 65 64 2c 20 74 68 65 20 4e | y.zeros()..If.unspecified,.the.N |
| 3780 | 75 6d 50 79 0a 20 20 20 20 20 20 20 20 64 65 66 61 75 6c 74 20 69 73 20 75 73 65 64 2e 0a 0a 20 | umPy.........default.is.used.... |
| 37a0 | 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 4d 20 3a 20 53 | ...Returns.....-------.....M.:.S |
| 37c0 | 63 69 50 79 20 73 70 61 72 73 65 20 61 72 72 61 79 0a 20 20 20 20 20 20 20 20 54 68 65 20 61 74 | ciPy.sparse.array.........The.at |
| 37e0 | 74 72 69 62 75 74 65 20 6d 61 74 72 69 78 2e 0a 0a 20 20 20 20 6f 72 64 65 72 69 6e 67 20 3a 20 | tribute.matrix.......ordering.:. |
| 3800 | 6c 69 73 74 0a 20 20 20 20 20 20 20 20 49 66 20 60 72 63 5f 6f 72 64 65 72 60 20 77 61 73 20 73 | list.........If.`rc_order`.was.s |
| 3820 | 70 65 63 69 66 69 65 64 2c 20 74 68 65 6e 20 6f 6e 6c 79 20 74 68 65 20 6d 61 74 72 69 78 20 69 | pecified,.then.only.the.matrix.i |
| 3840 | 73 20 72 65 74 75 72 6e 65 64 2e 0a 20 20 20 20 20 20 20 20 48 6f 77 65 76 65 72 2c 20 69 66 20 | s.returned..........However,.if. |
| 3860 | 60 72 63 5f 6f 72 64 65 72 60 20 77 61 73 20 4e 6f 6e 65 2c 20 74 68 65 6e 20 74 68 65 20 6f 72 | `rc_order`.was.None,.then.the.or |
| 3880 | 64 65 72 69 6e 67 20 75 73 65 64 20 74 6f 20 63 6f 6e 73 74 72 75 63 74 0a 20 20 20 20 20 20 20 | dering.used.to.construct........ |
| 38a0 | 20 74 68 65 20 6d 61 74 72 69 78 20 69 73 20 72 65 74 75 72 6e 65 64 20 61 73 20 77 65 6c 6c 2e | .the.matrix.is.returned.as.well. |
| 38c0 | 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.....--------..... |
| 38e0 | 43 6f 6e 73 74 72 75 63 74 20 61 6e 20 61 64 6a 61 63 65 6e 63 79 20 6d 61 74 72 69 78 3a 0a 0a | Construct.an.adjacency.matrix:.. |
| 3900 | 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 3e 3e 20 47 | ....>>>.G.=.nx.Graph().....>>>.G |
| 3920 | 2e 61 64 64 5f 65 64 67 65 28 30 2c 20 31 2c 20 74 68 69 63 6b 6e 65 73 73 3d 31 2c 20 77 65 69 | .add_edge(0,.1,.thickness=1,.wei |
| 3940 | 67 68 74 3d 33 29 0a 20 20 20 20 3e 3e 3e 20 47 2e 61 64 64 5f 65 64 67 65 28 30 2c 20 32 2c 20 | ght=3).....>>>.G.add_edge(0,.2,. |
| 3960 | 74 68 69 63 6b 6e 65 73 73 3d 32 29 0a 20 20 20 20 3e 3e 3e 20 47 2e 61 64 64 5f 65 64 67 65 28 | thickness=2).....>>>.G.add_edge( |
| 3980 | 31 2c 20 32 2c 20 74 68 69 63 6b 6e 65 73 73 3d 33 29 0a 20 20 20 20 3e 3e 3e 20 4d 20 3d 20 6e | 1,.2,.thickness=3).....>>>.M.=.n |
| 39a0 | 78 2e 61 74 74 72 5f 73 70 61 72 73 65 5f 6d 61 74 72 69 78 28 47 2c 20 72 63 5f 6f 72 64 65 72 | x.attr_sparse_matrix(G,.rc_order |
| 39c0 | 3d 5b 30 2c 20 31 2c 20 32 5d 29 0a 20 20 20 20 3e 3e 3e 20 4d 2e 74 6f 61 72 72 61 79 28 29 0a | =[0,.1,.2]).....>>>.M.toarray(). |
| 39e0 | 20 20 20 20 61 72 72 61 79 28 5b 5b 30 2e 2c 20 31 2e 2c 20 31 2e 5d 2c 0a 20 20 20 20 20 20 20 | ....array([[0.,.1.,.1.],........ |
| 3a00 | 20 20 20 20 5b 31 2e 2c 20 30 2e 2c 20 31 2e 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 5b 31 2e | ....[1.,.0.,.1.],............[1. |
| 3a20 | 2c 20 31 2e 2c 20 30 2e 5d 5d 29 0a 0a 20 20 20 20 41 6c 74 65 72 6e 61 74 69 76 65 6c 79 2c 20 | ,.1.,.0.]])......Alternatively,. |
| 3a40 | 77 65 20 63 61 6e 20 6f 62 74 61 69 6e 20 74 68 65 20 6d 61 74 72 69 78 20 64 65 73 63 72 69 62 | we.can.obtain.the.matrix.describ |
| 3a60 | 69 6e 67 20 65 64 67 65 20 74 68 69 63 6b 6e 65 73 73 2e 0a 0a 20 20 20 20 3e 3e 3e 20 4d 20 3d | ing.edge.thickness.......>>>.M.= |
| 3a80 | 20 6e 78 2e 61 74 74 72 5f 73 70 61 72 73 65 5f 6d 61 74 72 69 78 28 47 2c 20 65 64 67 65 5f 61 | .nx.attr_sparse_matrix(G,.edge_a |
| 3aa0 | 74 74 72 3d 22 74 68 69 63 6b 6e 65 73 73 22 2c 20 72 63 5f 6f 72 64 65 72 3d 5b 30 2c 20 31 2c | ttr="thickness",.rc_order=[0,.1, |
| 3ac0 | 20 32 5d 29 0a 20 20 20 20 3e 3e 3e 20 4d 2e 74 6f 61 72 72 61 79 28 29 0a 20 20 20 20 61 72 72 | .2]).....>>>.M.toarray().....arr |
| 3ae0 | 61 79 28 5b 5b 30 2e 2c 20 31 2e 2c 20 32 2e 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 5b 31 2e | ay([[0.,.1.,.2.],............[1. |
| 3b00 | 2c 20 30 2e 2c 20 33 2e 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 5b 32 2e 2c 20 33 2e 2c 20 30 | ,.0.,.3.],............[2.,.3.,.0 |
| 3b20 | 2e 5d 5d 29 0a 0a 20 20 20 20 57 65 20 63 61 6e 20 61 6c 73 6f 20 63 6f 6c 6f 72 20 74 68 65 20 | .]])......We.can.also.color.the. |
| 3b40 | 6e 6f 64 65 73 20 61 6e 64 20 61 73 6b 20 66 6f 72 20 74 68 65 20 70 72 6f 62 61 62 69 6c 69 74 | nodes.and.ask.for.the.probabilit |
| 3b60 | 79 20 64 69 73 74 72 69 62 75 74 69 6f 6e 20 6f 76 65 72 0a 20 20 20 20 61 6c 6c 20 65 64 67 65 | y.distribution.over.....all.edge |
| 3b80 | 73 20 28 75 2c 76 29 20 64 65 73 63 72 69 62 69 6e 67 3a 0a 0a 20 20 20 20 20 20 20 20 50 72 28 | s.(u,v).describing:..........Pr( |
| 3ba0 | 76 20 68 61 73 20 63 6f 6c 6f 72 20 59 20 7c 20 75 20 68 61 73 20 63 6f 6c 6f 72 20 58 29 0a 0a | v.has.color.Y.|.u.has.color.X).. |
| 3bc0 | 20 20 20 20 3e 3e 3e 20 47 2e 6e 6f 64 65 73 5b 30 5d 5b 22 63 6f 6c 6f 72 22 5d 20 3d 20 22 72 | ....>>>.G.nodes[0]["color"].=."r |
| 3be0 | 65 64 22 0a 20 20 20 20 3e 3e 3e 20 47 2e 6e 6f 64 65 73 5b 31 5d 5b 22 63 6f 6c 6f 72 22 5d 20 | ed".....>>>.G.nodes[1]["color"]. |
| 3c00 | 3d 20 22 72 65 64 22 0a 20 20 20 20 3e 3e 3e 20 47 2e 6e 6f 64 65 73 5b 32 5d 5b 22 63 6f 6c 6f | =."red".....>>>.G.nodes[2]["colo |
| 3c20 | 72 22 5d 20 3d 20 22 62 6c 75 65 22 0a 20 20 20 20 3e 3e 3e 20 72 63 20 3d 20 5b 22 72 65 64 22 | r"].=."blue".....>>>.rc.=.["red" |
| 3c40 | 2c 20 22 62 6c 75 65 22 5d 0a 20 20 20 20 3e 3e 3e 20 4d 20 3d 20 6e 78 2e 61 74 74 72 5f 73 70 | ,."blue"].....>>>.M.=.nx.attr_sp |
| 3c60 | 61 72 73 65 5f 6d 61 74 72 69 78 28 47 2c 20 6e 6f 64 65 5f 61 74 74 72 3d 22 63 6f 6c 6f 72 22 | arse_matrix(G,.node_attr="color" |
| 3c80 | 2c 20 6e 6f 72 6d 61 6c 69 7a 65 64 3d 54 72 75 65 2c 20 72 63 5f 6f 72 64 65 72 3d 72 63 29 0a | ,.normalized=True,.rc_order=rc). |
| 3ca0 | 20 20 20 20 3e 3e 3e 20 4d 2e 74 6f 61 72 72 61 79 28 29 0a 20 20 20 20 61 72 72 61 79 28 5b 5b | ....>>>.M.toarray().....array([[ |
| 3cc0 | 30 2e 33 33 33 33 33 33 33 33 2c 20 30 2e 36 36 36 36 36 36 36 37 5d 2c 0a 20 20 20 20 20 20 20 | 0.33333333,.0.66666667],........ |
| 3ce0 | 20 20 20 20 5b 31 2e 20 20 20 20 20 20 20 20 2c 20 30 2e 20 20 20 20 20 20 20 20 5d 5d 29 0a 0a | ....[1.........,.0.........]]).. |
| 3d00 | 20 20 20 20 46 6f 72 20 65 78 61 6d 70 6c 65 2c 20 74 68 65 20 61 62 6f 76 65 20 74 65 6c 6c 73 | ....For.example,.the.above.tells |
| 3d20 | 20 75 73 20 74 68 61 74 20 66 6f 72 20 61 6c 6c 20 65 64 67 65 73 20 28 75 2c 76 29 3a 0a 0a 20 | .us.that.for.all.edges.(u,v):... |
| 3d40 | 20 20 20 20 20 20 20 50 72 28 20 76 20 69 73 20 72 65 64 20 20 7c 20 75 20 69 73 20 72 65 64 29 | .......Pr(.v.is.red..|.u.is.red) |
| 3d60 | 20 20 3d 20 31 2f 33 0a 20 20 20 20 20 20 20 20 50 72 28 20 76 20 69 73 20 62 6c 75 65 20 7c 20 | ..=.1/3.........Pr(.v.is.blue.|. |
| 3d80 | 75 20 69 73 20 72 65 64 29 20 20 3d 20 32 2f 33 0a 0a 20 20 20 20 20 20 20 20 50 72 28 20 76 20 | u.is.red)..=.2/3..........Pr(.v. |
| 3da0 | 69 73 20 72 65 64 20 20 7c 20 75 20 69 73 20 62 6c 75 65 29 20 3d 20 31 0a 20 20 20 20 20 20 20 | is.red..|.u.is.blue).=.1........ |
| 3dc0 | 20 50 72 28 20 76 20 69 73 20 62 6c 75 65 20 7c 20 75 20 69 73 20 62 6c 75 65 29 20 3d 20 30 0a | .Pr(.v.is.blue.|.u.is.blue).=.0. |
| 3de0 | 0a 20 20 20 20 46 69 6e 61 6c 6c 79 2c 20 77 65 20 63 61 6e 20 6f 62 74 61 69 6e 20 74 68 65 20 | .....Finally,.we.can.obtain.the. |
| 3e00 | 74 6f 74 61 6c 20 77 65 69 67 68 74 73 20 6c 69 73 74 65 64 20 62 79 20 74 68 65 20 6e 6f 64 65 | total.weights.listed.by.the.node |
| 3e20 | 20 63 6f 6c 6f 72 73 2e 0a 0a 20 20 20 20 3e 3e 3e 20 4d 20 3d 20 6e 78 2e 61 74 74 72 5f 73 70 | .colors.......>>>.M.=.nx.attr_sp |
| 3e40 | 61 72 73 65 5f 6d 61 74 72 69 78 28 47 2c 20 65 64 67 65 5f 61 74 74 72 3d 22 77 65 69 67 68 74 | arse_matrix(G,.edge_attr="weight |
| 3e60 | 22 2c 20 6e 6f 64 65 5f 61 74 74 72 3d 22 63 6f 6c 6f 72 22 2c 20 72 63 5f 6f 72 64 65 72 3d 72 | ",.node_attr="color",.rc_order=r |
| 3e80 | 63 29 0a 20 20 20 20 3e 3e 3e 20 4d 2e 74 6f 61 72 72 61 79 28 29 0a 20 20 20 20 61 72 72 61 79 | c).....>>>.M.toarray().....array |
| 3ea0 | 28 5b 5b 33 2e 2c 20 32 2e 5d 2c 0a 20 20 20 20 20 20 20 20 20 20 20 5b 32 2e 2c 20 30 2e 5d 5d | ([[3.,.2.],............[2.,.0.]] |
| 3ec0 | 29 0a 0a 20 20 20 20 54 68 75 73 2c 20 74 68 65 20 74 6f 74 61 6c 20 77 65 69 67 68 74 20 6f 76 | )......Thus,.the.total.weight.ov |
| 3ee0 | 65 72 20 61 6c 6c 20 65 64 67 65 73 20 28 75 2c 76 29 20 77 69 74 68 20 75 20 61 6e 64 20 76 20 | er.all.edges.(u,v).with.u.and.v. |
| 3f00 | 68 61 76 69 6e 67 20 63 6f 6c 6f 72 73 3a 0a 0a 20 20 20 20 20 20 20 20 28 72 65 64 2c 20 72 65 | having.colors:..........(red,.re |
| 3f20 | 64 29 20 20 20 69 73 20 33 20 20 20 23 20 74 68 65 20 73 6f 6c 65 20 63 6f 6e 74 72 69 62 75 74 | d)...is.3...#.the.sole.contribut |
| 3f40 | 69 6f 6e 20 69 73 20 66 72 6f 6d 20 65 64 67 65 20 28 30 2c 31 29 0a 20 20 20 20 20 20 20 20 28 | ion.is.from.edge.(0,1).........( |
| 3f60 | 72 65 64 2c 20 62 6c 75 65 29 20 20 69 73 20 32 20 20 20 23 20 63 6f 6e 74 72 69 62 75 74 69 6f | red,.blue)..is.2...#.contributio |
| 3f80 | 6e 73 20 66 72 6f 6d 20 65 64 67 65 73 20 28 30 2c 32 29 20 61 6e 64 20 28 31 2c 32 29 0a 20 20 | ns.from.edges.(0,2).and.(1,2)... |
| 3fa0 | 20 20 20 20 20 20 28 62 6c 75 65 2c 20 72 65 64 29 20 20 69 73 20 32 20 20 20 23 20 73 61 6d 65 | ......(blue,.red)..is.2...#.same |
| 3fc0 | 20 61 73 20 28 72 65 64 2c 20 62 6c 75 65 29 20 73 69 6e 63 65 20 67 72 61 70 68 20 69 73 20 75 | .as.(red,.blue).since.graph.is.u |
| 3fe0 | 6e 64 69 72 65 63 74 65 64 0a 20 20 20 20 20 20 20 20 28 62 6c 75 65 2c 20 62 6c 75 65 29 20 69 | ndirected.........(blue,.blue).i |
| 4000 | 73 20 30 20 20 20 23 20 74 68 65 72 65 20 61 72 65 20 6e 6f 20 65 64 67 65 73 20 77 69 74 68 20 | s.0...#.there.are.no.edges.with. |
| 4020 | 62 6c 75 65 20 65 6e 64 70 6f 69 6e 74 73 0a 0a 20 20 20 20 72 02 00 00 00 4e 29 01 72 31 00 00 | blue.endpoints......r....N).r1.. |
| 4040 | 00 72 19 00 00 00 72 33 00 00 00 29 11 72 35 00 00 00 da 05 73 63 69 70 79 72 2d 00 00 00 72 12 | .r....r3...).r5.....scipyr-...r. |
| 4060 | 00 00 00 72 36 00 00 00 72 15 00 00 00 72 37 00 00 00 72 38 00 00 00 72 39 00 00 00 72 3a 00 00 | ...r6...r....r7...r8...r9...r:.. |
| 4080 | 00 da 06 73 70 61 72 73 65 da 09 6c 69 6c 5f 61 72 72 61 79 72 3c 00 00 00 72 3d 00 00 00 72 3e | ...sparse..lil_arrayr<...r=...r> |
| 40a0 | 00 00 00 72 25 00 00 00 da 07 6e 65 77 61 78 69 73 29 16 72 0f 00 00 00 72 22 00 00 00 72 10 00 | ...r%.....newaxis).r....r"...r.. |
| 40c0 | 00 00 72 40 00 00 00 72 41 00 00 00 72 31 00 00 00 72 42 00 00 00 da 02 73 70 72 43 00 00 00 72 | ..r@...rA...r1...rB.....sprC...r |
| 40e0 | 44 00 00 00 72 45 00 00 00 72 46 00 00 00 72 47 00 00 00 72 48 00 00 00 72 49 00 00 00 72 4a 00 | D...rE...rF...rG...rH...rI...rJ. |
| 4100 | 00 00 72 4b 00 00 00 72 09 00 00 00 72 4c 00 00 00 72 16 00 00 00 72 4d 00 00 00 72 4e 00 00 00 | ..rK...r....rL...r....rM...rN... |
| 4120 | 73 16 00 00 00 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 20 72 0a 00 00 00 | s..........................r.... |
| 4140 | 72 04 00 00 00 72 04 00 00 00 37 01 00 00 73 67 01 00 00 80 00 f3 70 03 00 05 17 db 04 16 e4 11 | r....r....7...sg......p......... |
| 4160 | 1c 98 51 a0 09 d3 11 2a 80 4a dc 11 1c 98 51 a0 09 d3 11 2a 80 4a e0 07 0f d0 07 17 dc 13 17 b0 | ..Q....*.J....Q....*.J.......... |
| 4180 | 01 d6 18 32 a8 31 99 1a a0 41 9d 1d d2 18 32 d3 13 33 89 08 e0 13 1b 88 08 e4 08 0b 88 48 8b 0d | ...2.1...A....2..3...........H.. |
| 41a0 | 80 41 d8 15 16 97 5d 91 5d 93 5f d0 11 24 80 4a dc 0c 10 94 13 90 58 9c 75 a0 51 9b 78 d3 11 28 | .A....].]._..$.J......X.u.Q.x..( |
| 41c0 | d3 0c 29 80 45 d8 08 0a 8f 09 89 09 d7 08 1b d1 08 1b 98 51 a0 01 98 46 a8 25 d0 08 1b d3 08 30 | ..).E..............Q...F.%.....0 |
| 41e0 | 80 41 e4 0b 0e 8b 35 80 44 d8 16 17 97 6b 91 6b 93 6d f2 00 0a 05 18 89 0a 88 01 88 37 d8 11 18 | .A....5.D....k.k.m..........7... |
| 4200 | f2 00 06 09 26 88 41 e0 13 18 99 1a a0 41 9b 1d d1 13 27 a8 15 a9 7a b8 21 ab 7d d1 29 3d 88 71 | ....&.A......A....'...z.!.}.)=.q |
| 4220 | 88 41 d8 0f 10 98 04 8a 7d d8 10 11 90 21 90 51 90 24 93 07 99 3a a0 61 a8 11 d3 1b 2b d1 10 2b | .A......}....!.Q.$...:.a....+..+ |
| 4240 | 93 07 da 13 1d d8 1e 1f a0 01 a0 31 a0 04 99 67 90 41 90 61 98 11 90 64 92 47 f0 0d 06 09 26 f2 | ...........1...g.A.a...d.G....&. |
| 4260 | 10 00 0c 16 d8 0c 10 8f 48 89 48 90 51 8d 4b f0 15 0a 05 18 f1 18 00 08 12 d8 08 09 88 51 90 11 | ........H.H.Q.K..............Q.. |
| 4280 | 97 15 91 15 98 41 90 15 93 1d 9a 71 a0 22 a7 2a a1 2a 98 7d d1 11 2d d1 0d 2d d1 08 2d 88 01 e0 | .....A.....q.".*.*.}..-..-..-... |
| 42a0 | 07 0f d0 07 17 d8 0f 10 90 28 88 7b d0 08 1a e0 0f 10 88 08 f9 f2 39 00 19 33 73 05 00 00 00 ac | .........(.{..........9..3s..... |
| 42c0 | 0f 45 0e 08 29 06 4e 4e 46 4e 4e 4e 29 05 4e 4e 46 4e 4e 29 09 da 07 5f 5f 64 6f 63 5f 5f da 08 | .E..).NNFNNN).NNFNN)...__doc__.. |
| 42e0 | 6e 65 74 77 6f 72 6b 78 da 02 6e 78 da 07 5f 5f 61 6c 6c 5f 5f 72 12 00 00 00 72 2d 00 00 00 da | networkx..nx..__all__r....r-.... |
| 4300 | 0d 5f 64 69 73 70 61 74 63 68 61 62 6c 65 72 03 00 00 00 72 04 00 00 00 72 08 00 00 00 72 0c 00 | ._dispatchabler....r....r....r.. |
| 4320 | 00 00 72 0a 00 00 00 fa 08 3c 6d 6f 64 75 6c 65 3e 72 5a 00 00 00 01 00 00 00 73 95 00 00 00 f0 | ..r......<module>rZ.......s..... |
| 4340 | 03 01 01 01 f1 02 02 01 04 f3 08 00 01 16 e0 0b 18 d0 1a 2e d0 0a 2f 80 07 f2 06 2a 01 11 f2 5a | ....................../....*...Z |
| 4360 | 01 58 01 01 11 f0 76 02 00 02 12 80 12 d7 01 11 d1 01 11 98 6b a8 34 d0 1d 30 b8 5b d4 01 49 f0 | .X....v.............k.4..0.[..I. |
| 4380 | 06 00 0f 13 d8 0e 12 d8 0f 14 d8 0d 11 d8 0a 0e d8 0a 0e f2 0f 61 02 01 11 f3 03 00 02 4a 01 f0 | .....................a.......J.. |
| 43a0 | 02 61 02 01 11 f0 48 05 00 02 12 80 12 d7 01 11 d1 01 11 98 6b a8 34 d0 1d 30 b8 5b d4 01 49 e0 | .a....H.............k.4..0.[..I. |
| 43c0 | 4e 52 f2 03 5a 02 01 11 f3 03 00 02 4a 01 f1 02 5a 02 01 11 72 0c 00 00 00 | NR..Z.......J...Z...r.... |
 |
index : uiuc-course-graph.git | |
| Unnamed repository; edit this file 'description' to name the repository. | Ubuntu |
| summaryrefslogtreecommitdiff |
path: root/.venv/lib/python3.12/site-packages/networkx/linalg/__pycache__/attrmatrix.cpython-312.pyc
blob: f5bb4a74fa303ea905992b9283850c14907b465f (plain)