Efficient enumeration of complex using Weisfeiler-Lehman Hash which achieves a ~1000x on complex systems such as 5l93.
specie_nodes ... part2
0 [0, 1] ... [1]
1 [0, 6] ... [6]
2 [0, 17] ... [17]
3 [0, 1, 2] ... [1, 2]
4 [0, 1, 6] ... [0, 6]
... ... ... ...
76149 [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... ... [3, 4, 5, 10, 11, 12, 13, 14, 15, 16]
76150 [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... ... [2, 3, 4, 5, 10, 11, 12, 13, 14, 15]
76151 [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... ... [3, 4, 5, 12, 13, 14, 15, 16, 17]
76152 [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... ... [3, 4, 5, 11, 12, 13, 14, 15, 16]
76153 [0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13,... ... [3, 4, 5, 10, 11, 12, 13, 14, 15]
[76154 rows x 3 columns]
12.608543157577515 87.58756279945374