Spaces:
Sleeping
Sleeping
| { | |
| "run": { | |
| "seed": 42, | |
| "params": { | |
| "population_size": 150, | |
| "n_generations": 30, | |
| "test_size": 0.3, | |
| "prefilter_n": 2000, | |
| "cv_folds": 5, | |
| "n_permutations": 200, | |
| "baseline_k": 8 | |
| }, | |
| "n_train": 390, | |
| "n_test": 168, | |
| "n_genes": 17489, | |
| "n_genes_input": 20504, | |
| "n_genes_dropped_nan": 3015, | |
| "prefilter_N": 2000, | |
| "prefilter_note": "Top-N features by |AUROC(feature, y) - 0.5|, computed on the TRAIN split only, name-blind. GP composes within this shortlist.", | |
| "gp_seconds": 20.28 | |
| }, | |
| "generations": [ | |
| { | |
| "generation": 0, | |
| "best_fitness": 0.8991332109505945, | |
| "median_fitness": 0.7716719211429484, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g0c76", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.8991332109505945, | |
| "n_genes": 2, | |
| "parents": [], | |
| "born": true | |
| }, | |
| { | |
| "id": "g0c108", | |
| "gene_ids": [ | |
| "g09546", | |
| "g03400", | |
| "g09590", | |
| "g06043", | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g09546", | |
| "g03400", | |
| "g09590", | |
| "g06043" | |
| ], | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean), Reduce(Select(M, [4 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.8914765743475138, | |
| "n_genes": 8, | |
| "parents": [], | |
| "born": true | |
| }, | |
| { | |
| "id": "g0c125", | |
| "gene_ids": [ | |
| "g15896", | |
| "g15897", | |
| "g15739" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g15896", | |
| "g15897", | |
| "g15739" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.88339053396121, | |
| "n_genes": 3, | |
| "parents": [], | |
| "born": true | |
| }, | |
| { | |
| "id": "g0c103", | |
| "gene_ids": [ | |
| "g06088", | |
| "g16458", | |
| "g05890", | |
| "g13197", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g06088", | |
| "g16458" | |
| ], | |
| [ | |
| "g05890", | |
| "g13197", | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [4 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.8769071753531806, | |
| "n_genes": 6, | |
| "parents": [], | |
| "born": true | |
| }, | |
| { | |
| "id": "g0c126", | |
| "gene_ids": [ | |
| "g15001", | |
| "g18709", | |
| "g03389" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g15001", | |
| "g18709", | |
| "g03389" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.8757370899513129, | |
| "n_genes": 3, | |
| "parents": [], | |
| "born": true | |
| }, | |
| { | |
| "id": "g0c142", | |
| "gene_ids": [ | |
| "g17530", | |
| "g00264", | |
| "g14039", | |
| "g02255", | |
| "g02204", | |
| "g00058", | |
| "g06468", | |
| "g20203", | |
| "g06361" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17530", | |
| "g00264", | |
| "g14039", | |
| "g02255", | |
| "g02204", | |
| "g00058" | |
| ], | |
| [ | |
| "g06468", | |
| "g20203", | |
| "g06361" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [6 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.8741300183574109, | |
| "n_genes": 9, | |
| "parents": [], | |
| "born": true | |
| }, | |
| { | |
| "id": "g0c118", | |
| "gene_ids": [ | |
| "g04717", | |
| "g01312", | |
| "g11307", | |
| "g01272", | |
| "g19514", | |
| "g06758", | |
| "g02308", | |
| "g15385" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g04717", | |
| "g01312" | |
| ], | |
| [ | |
| "g11307", | |
| "g01272", | |
| "g19514", | |
| "g06758", | |
| "g02308", | |
| "g15385" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [6 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.8732656237528932, | |
| "n_genes": 8, | |
| "parents": [], | |
| "born": true | |
| }, | |
| { | |
| "id": "g0c40", | |
| "gene_ids": [ | |
| "g20281", | |
| "g14919", | |
| "g03738", | |
| "g11826", | |
| "g07034", | |
| "g18701" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g20281", | |
| "g14919", | |
| "g03738", | |
| "g11826", | |
| "g07034", | |
| "g18701" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [6 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.8645183175033921, | |
| "n_genes": 6, | |
| "parents": [], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 1, | |
| "best_fitness": 0.9047150610583446, | |
| "median_fitness": 0.8162307446723601, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g1c54", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9047150610583446, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g0c108", | |
| "g0c60" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g1c0", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.8991332109505945, | |
| "n_genes": 2, | |
| "parents": [ | |
| "g0c76" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g1c1", | |
| "gene_ids": [ | |
| "g09546", | |
| "g03400", | |
| "g09590", | |
| "g06043", | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g09546", | |
| "g03400", | |
| "g09590", | |
| "g06043" | |
| ], | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean), Reduce(Select(M, [4 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.8914765743475138, | |
| "n_genes": 8, | |
| "parents": [ | |
| "g0c108" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g1c124", | |
| "gene_ids": [ | |
| "g17117", | |
| "g16458", | |
| "g14955", | |
| "g03590", | |
| "g19164" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17117", | |
| "g16458" | |
| ], | |
| [ | |
| "g14955", | |
| "g03590", | |
| "g19164" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.8903974778513849, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g0c20", | |
| "g0c103" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g1c64", | |
| "gene_ids": [ | |
| "g20281", | |
| "g14919", | |
| "g03738", | |
| "g11826", | |
| "g07034", | |
| "g18701", | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g20281", | |
| "g14919", | |
| "g03738", | |
| "g11826", | |
| "g07034", | |
| "g18701" | |
| ], | |
| [ | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [6 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.8882608348631176, | |
| "n_genes": 9, | |
| "parents": [ | |
| "g0c103", | |
| "g0c40" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g1c66", | |
| "gene_ids": [ | |
| "g06045", | |
| "g07218" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g06045", | |
| "g07218" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.8854298028573708, | |
| "n_genes": 2, | |
| "parents": [ | |
| "g0c29", | |
| "g0c47" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g1c2", | |
| "gene_ids": [ | |
| "g15896", | |
| "g15897", | |
| "g15739" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g15896", | |
| "g15897", | |
| "g15739" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.88339053396121, | |
| "n_genes": 3, | |
| "parents": [ | |
| "g0c125" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g1c67", | |
| "gene_ids": [ | |
| "g15896", | |
| "g15897", | |
| "g15739" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g15896", | |
| "g15897", | |
| "g15739" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.88339053396121, | |
| "n_genes": 3, | |
| "parents": [ | |
| "g0c125", | |
| "g0c34" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 2, | |
| "best_fitness": 0.9077408412483039, | |
| "median_fitness": 0.8502055231862079, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g2c71", | |
| "gene_ids": [ | |
| "g17117", | |
| "g16458", | |
| "g09749", | |
| "g14955", | |
| "g03590", | |
| "g19164" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17117", | |
| "g16458", | |
| "g09749" | |
| ], | |
| [ | |
| "g14955", | |
| "g03590", | |
| "g19164" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9077408412483039, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g1c124", | |
| "g1c14" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g2c0", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9047150610583446, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g1c54" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g2c122", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9047150610583446, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g1c54", | |
| "g1c84" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g2c137", | |
| "gene_ids": [ | |
| "g06045", | |
| "g07218", | |
| "g13340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g06045", | |
| "g07218", | |
| "g13340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9029096496128981, | |
| "n_genes": 3, | |
| "parents": [ | |
| "g1c54", | |
| "g1c66" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g2c110", | |
| "gene_ids": [ | |
| "g17530", | |
| "g00264", | |
| "g14039", | |
| "g02255", | |
| "g02204", | |
| "g00058", | |
| "g13126" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17530", | |
| "g00264", | |
| "g14039", | |
| "g02255", | |
| "g02204", | |
| "g00058", | |
| "g13126" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [7 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9008185010775003, | |
| "n_genes": 7, | |
| "parents": [ | |
| "g1c148", | |
| "g1c44" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g2c44", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9004202250778194, | |
| "n_genes": 3, | |
| "parents": [ | |
| "g1c54", | |
| "g1c71" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g2c53", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g05259", | |
| "g14148", | |
| "g07650" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433" | |
| ], | |
| [ | |
| "g05259", | |
| "g14148", | |
| "g07650" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9003487908053316, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g1c0", | |
| "g1c8" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g2c1", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.8991332109505945, | |
| "n_genes": 2, | |
| "parents": [ | |
| "g1c0" | |
| ], | |
| "born": false | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 3, | |
| "best_fitness": 0.9077408412483039, | |
| "median_fitness": 0.8599578976773883, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g3c0", | |
| "gene_ids": [ | |
| "g17117", | |
| "g16458", | |
| "g09749", | |
| "g14955", | |
| "g03590", | |
| "g19164" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17117", | |
| "g16458", | |
| "g09749" | |
| ], | |
| [ | |
| "g14955", | |
| "g03590", | |
| "g19164" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9077408412483039, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g2c71" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g3c24", | |
| "gene_ids": [ | |
| "g17117", | |
| "g16458", | |
| "g09749", | |
| "g14955", | |
| "g03590", | |
| "g19164" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17117", | |
| "g16458", | |
| "g09749" | |
| ], | |
| [ | |
| "g14955", | |
| "g03590", | |
| "g19164" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9077408412483039, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g2c125", | |
| "g2c71" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g3c16", | |
| "gene_ids": [ | |
| "g15896", | |
| "g15897", | |
| "g15739", | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g15896", | |
| "g15897", | |
| "g15739" | |
| ], | |
| [ | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9076953467954345, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g2c23", | |
| "g2c143" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g3c128", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g14955", | |
| "g03590", | |
| "g19164" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172" | |
| ], | |
| [ | |
| "g14955", | |
| "g03590", | |
| "g19164" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9071526059541862, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g2c3", | |
| "g2c44" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g3c141", | |
| "gene_ids": [ | |
| "g06045", | |
| "g07218", | |
| "g13340", | |
| "g13682", | |
| "g07588", | |
| "g03110", | |
| "g11746" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g06045", | |
| "g07218", | |
| "g13340" | |
| ], | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g03110", | |
| "g11746" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [4 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.905139276877644, | |
| "n_genes": 7, | |
| "parents": [ | |
| "g2c123", | |
| "g2c137" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g3c1", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9047150610583446, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g2c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g3c2", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9047150610583446, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g2c122" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g3c25", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9047150610583446, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g2c122", | |
| "g2c100" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 4, | |
| "best_fitness": 0.9142341767100326, | |
| "median_fitness": 0.8799393407295074, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g4c88", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [5 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9142341767100326, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g3c1", | |
| "g3c77" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g4c144", | |
| "gene_ids": [ | |
| "g17117", | |
| "g16458", | |
| "g09749", | |
| "g13682", | |
| "g07588", | |
| "g03110", | |
| "g11746" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17117", | |
| "g16458", | |
| "g09749" | |
| ], | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g03110", | |
| "g11746" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [4 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9117204086519276, | |
| "n_genes": 7, | |
| "parents": [ | |
| "g3c141", | |
| "g3c77" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g4c127", | |
| "gene_ids": [ | |
| "g07578", | |
| "g04980", | |
| "g13682", | |
| "g07588", | |
| "g08533", | |
| "g11746" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07578", | |
| "g04980" | |
| ], | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g08533", | |
| "g11746" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [4 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9095949397398035, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g3c95", | |
| "g3c129" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g4c0", | |
| "gene_ids": [ | |
| "g17117", | |
| "g16458", | |
| "g09749", | |
| "g14955", | |
| "g03590", | |
| "g19164" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17117", | |
| "g16458", | |
| "g09749" | |
| ], | |
| [ | |
| "g14955", | |
| "g03590", | |
| "g19164" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9077408412483039, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g3c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g4c1", | |
| "gene_ids": [ | |
| "g17117", | |
| "g16458", | |
| "g09749", | |
| "g14955", | |
| "g03590", | |
| "g19164" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17117", | |
| "g16458", | |
| "g09749" | |
| ], | |
| [ | |
| "g14955", | |
| "g03590", | |
| "g19164" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9077408412483039, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g3c24" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g4c43", | |
| "gene_ids": [ | |
| "g17117", | |
| "g16458", | |
| "g09749", | |
| "g14955", | |
| "g03590", | |
| "g19164" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17117", | |
| "g16458", | |
| "g09749" | |
| ], | |
| [ | |
| "g14955", | |
| "g03590", | |
| "g19164" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9077408412483039, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g3c77", | |
| "g3c24" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g4c2", | |
| "gene_ids": [ | |
| "g15896", | |
| "g15897", | |
| "g15739", | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g15896", | |
| "g15897", | |
| "g15739" | |
| ], | |
| [ | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9076953467954345, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g3c16" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g4c41", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g05890", | |
| "g13197", | |
| "g09493" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746" | |
| ], | |
| [ | |
| "g05890", | |
| "g13197", | |
| "g09493" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9074435310080612, | |
| "n_genes": 7, | |
| "parents": [ | |
| "g3c41", | |
| "g3c81" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 5, | |
| "best_fitness": 0.9332724080134089, | |
| "median_fitness": 0.8850943810359965, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g5c72", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [6 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9332724080134089, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g4c27", | |
| "g4c88" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g5c43", | |
| "gene_ids": [ | |
| "g06045", | |
| "g07218", | |
| "g13340", | |
| "g17690", | |
| "g03590", | |
| "g19164" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g06045", | |
| "g07218", | |
| "g13340" | |
| ], | |
| [ | |
| "g17690", | |
| "g03590", | |
| "g19164" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9199541064729827, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g4c43", | |
| "g4c105" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g5c101", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g05890", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172" | |
| ], | |
| [ | |
| "g05890", | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.917466278234496, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g4c143", | |
| "g4c31" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g5c120", | |
| "gene_ids": [ | |
| "g06045", | |
| "g07218", | |
| "g13340", | |
| "g14955", | |
| "g03590", | |
| "g19164", | |
| "g10438" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g06045", | |
| "g07218", | |
| "g13340" | |
| ], | |
| [ | |
| "g14955", | |
| "g03590", | |
| "g19164", | |
| "g10438" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [4 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9154513528613616, | |
| "n_genes": 7, | |
| "parents": [ | |
| "g4c105", | |
| "g4c1" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g5c42", | |
| "gene_ids": [ | |
| "g19107", | |
| "g07218", | |
| "g13340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g19107", | |
| "g07218", | |
| "g13340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.915189560220289, | |
| "n_genes": 3, | |
| "parents": [ | |
| "g4c125", | |
| "g4c17" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g5c0", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [5 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9142341767100326, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g4c88" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g5c115", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [5 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9142341767100326, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g4c88", | |
| "g4c135" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g5c15", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g01507", | |
| "g11746", | |
| "g03110" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g01507", | |
| "g11746" | |
| ], | |
| [ | |
| "g03110" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean), Reduce(Select(M, [1 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9119949716657355, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g4c16", | |
| "g4c32" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 6, | |
| "best_fitness": 0.9332724080134089, | |
| "median_fitness": 0.8909533881395163, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g6c0", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [6 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9332724080134089, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g5c72" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g6c17", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [6 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9332724080134089, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g5c61", | |
| "g5c72" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g6c42", | |
| "gene_ids": [ | |
| "g17117", | |
| "g16458", | |
| "g09749", | |
| "g10810", | |
| "g15899" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17117", | |
| "g16458", | |
| "g09749" | |
| ], | |
| [ | |
| "g10810", | |
| "g15899" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9318521031207598, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g5c72", | |
| "g5c67" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g6c61", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403", | |
| "g03136", | |
| "g07573" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g03136", | |
| "g07573" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [6 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9257602362518955, | |
| "n_genes": 8, | |
| "parents": [ | |
| "g5c83", | |
| "g5c72" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g6c133", | |
| "gene_ids": [ | |
| "g07578", | |
| "g04980", | |
| "g14057", | |
| "g14955", | |
| "g03590", | |
| "g19164", | |
| "g10438" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07578", | |
| "g04980", | |
| "g14057" | |
| ], | |
| [ | |
| "g14955", | |
| "g03590", | |
| "g19164", | |
| "g10438" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [4 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9203571713624389, | |
| "n_genes": 7, | |
| "parents": [ | |
| "g5c92", | |
| "g5c120" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g6c1", | |
| "gene_ids": [ | |
| "g06045", | |
| "g07218", | |
| "g13340", | |
| "g17690", | |
| "g03590", | |
| "g19164" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g06045", | |
| "g07218", | |
| "g13340" | |
| ], | |
| [ | |
| "g17690", | |
| "g03590", | |
| "g19164" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9199541064729827, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g5c43" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g6c43", | |
| "gene_ids": [ | |
| "g06045", | |
| "g07218", | |
| "g13340", | |
| "g17690", | |
| "g03590", | |
| "g19164" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g06045", | |
| "g07218", | |
| "g13340" | |
| ], | |
| [ | |
| "g17690", | |
| "g03590", | |
| "g19164" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9199541064729827, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g5c39", | |
| "g5c43" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g6c99", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g13072", | |
| "g03590", | |
| "g19164" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746" | |
| ], | |
| [ | |
| "g13072", | |
| "g03590", | |
| "g19164" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9188654321973021, | |
| "n_genes": 7, | |
| "parents": [ | |
| "g5c126", | |
| "g5c100" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 7, | |
| "best_fitness": 0.9337712506983797, | |
| "median_fitness": 0.9029096496128981, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g7c121", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g14018", | |
| "g13197", | |
| "g03621" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g14018", | |
| "g13197", | |
| "g03621" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9337712506983797, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g6c125", | |
| "g6c106" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g7c0", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [6 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9332724080134089, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g6c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g7c1", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [6 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9332724080134089, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g6c17" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g7c113", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [6 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9332724080134089, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g6c72", | |
| "g6c17" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g7c2", | |
| "gene_ids": [ | |
| "g17117", | |
| "g16458", | |
| "g09749", | |
| "g10810", | |
| "g15899" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17117", | |
| "g16458", | |
| "g09749" | |
| ], | |
| [ | |
| "g10810", | |
| "g15899" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9318521031207598, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g6c42" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g7c54", | |
| "gene_ids": [ | |
| "g17117", | |
| "g16458", | |
| "g09749", | |
| "g10810", | |
| "g15899" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17117", | |
| "g16458", | |
| "g09749" | |
| ], | |
| [ | |
| "g10810", | |
| "g15899" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9318521031207598, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g6c88", | |
| "g6c42" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g7c138", | |
| "gene_ids": [ | |
| "g17117", | |
| "g16458", | |
| "g09749", | |
| "g10810", | |
| "g15899" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17117", | |
| "g16458", | |
| "g09749" | |
| ], | |
| [ | |
| "g10810", | |
| "g15899" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9318521031207598, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g6c138", | |
| "g6c42" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g7c141", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403", | |
| "g12621" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403", | |
| "g12621" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [7 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.927706919945726, | |
| "n_genes": 7, | |
| "parents": [ | |
| "g6c17", | |
| "g6c123" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 8, | |
| "best_fitness": 0.9382724080134089, | |
| "median_fitness": 0.9056812195705961, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g8c125", | |
| "gene_ids": [ | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [5 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9382724080134089, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g7c113", | |
| "g7c33" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g8c83", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9370959374251735, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g7c121", | |
| "g7c87" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g8c90", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403", | |
| "g11268", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g11268", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [6 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9349429323968392, | |
| "n_genes": 8, | |
| "parents": [ | |
| "g7c97", | |
| "g7c113" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g8c0", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g14018", | |
| "g13197", | |
| "g03621" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g14018", | |
| "g13197", | |
| "g03621" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9337712506983797, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g7c121" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g8c86", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g14018", | |
| "g13197", | |
| "g03621" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g14018", | |
| "g13197", | |
| "g03621" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9337712506983797, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g7c93", | |
| "g7c121" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g8c1", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [6 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9332724080134089, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g7c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g8c2", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [6 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9332724080134089, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g7c1" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g8c3", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [6 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9332724080134089, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g7c113" | |
| ], | |
| "born": false | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 9, | |
| "best_fitness": 0.9447868944049803, | |
| "median_fitness": 0.9123567323808763, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g9c144", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9447868944049803, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g8c0", | |
| "g8c28" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g9c0", | |
| "gene_ids": [ | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [5 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9382724080134089, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g8c125" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g9c32", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g14340", | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g14340" | |
| ], | |
| [ | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9372519754170324, | |
| "n_genes": 7, | |
| "parents": [ | |
| "g8c83", | |
| "g8c2" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g9c33", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [6 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9371138957618325, | |
| "n_genes": 8, | |
| "parents": [ | |
| "g8c45", | |
| "g8c74" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g9c1", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9370959374251735, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g8c83" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g9c2", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403", | |
| "g11268", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g11268", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [6 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9349429323968392, | |
| "n_genes": 8, | |
| "parents": [ | |
| "g8c90" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g9c20", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403", | |
| "g11268", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g11268", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [6 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9349429323968392, | |
| "n_genes": 8, | |
| "parents": [ | |
| "g8c90", | |
| "g8c79" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g9c34", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g14018", | |
| "g13197", | |
| "g03621" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433" | |
| ], | |
| [ | |
| "g14018", | |
| "g13197", | |
| "g03621" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9340669646420304, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g8c9", | |
| "g8c0" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 10, | |
| "best_fitness": 0.9447868944049803, | |
| "median_fitness": 0.9191383989145183, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g10c0", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9447868944049803, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g9c144" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g10c1", | |
| "gene_ids": [ | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [5 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9382724080134089, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g9c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g10c131", | |
| "gene_ids": [ | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [5 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9382724080134089, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g9c0", | |
| "g9c46" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g10c2", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g14340", | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g14340" | |
| ], | |
| [ | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9372519754170324, | |
| "n_genes": 7, | |
| "parents": [ | |
| "g9c32" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g10c137", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g14340", | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g14340" | |
| ], | |
| [ | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9372519754170324, | |
| "n_genes": 7, | |
| "parents": [ | |
| "g9c32", | |
| "g9c33" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g10c3", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [6 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9371138957618325, | |
| "n_genes": 8, | |
| "parents": [ | |
| "g9c33" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g10c4", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9370959374251735, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g9c1" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g10c56", | |
| "gene_ids": [ | |
| "g13682", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403", | |
| "g14018", | |
| "g13197", | |
| "g03621" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g14018", | |
| "g13197", | |
| "g03621" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [5 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9370456540825284, | |
| "n_genes": 8, | |
| "parents": [ | |
| "g9c5", | |
| "g9c134" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 11, | |
| "best_fitness": 0.9447868944049803, | |
| "median_fitness": 0.9249273685050683, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g11c0", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9447868944049803, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g10c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g11c43", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9447868944049803, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g10c0", | |
| "g10c112" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g11c142", | |
| "gene_ids": [ | |
| "g07588", | |
| "g17172", | |
| "g17598", | |
| "g03223", | |
| "g13403", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g17172", | |
| "g17598", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [5 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9427021310559501, | |
| "n_genes": 7, | |
| "parents": [ | |
| "g10c0", | |
| "g10c1" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g11c48", | |
| "gene_ids": [ | |
| "g07588", | |
| "g17172", | |
| "g03223", | |
| "g13403" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g17172", | |
| "g03223", | |
| "g13403" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9410786974219809, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g10c100", | |
| "g10c131" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g11c1", | |
| "gene_ids": [ | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [5 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9382724080134089, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g10c1" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g11c2", | |
| "gene_ids": [ | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [5 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9382724080134089, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g10c131" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g11c116", | |
| "gene_ids": [ | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g17172", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [5 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9382724080134089, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g10c105", | |
| "g10c121" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g11c3", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g14340", | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g14340" | |
| ], | |
| [ | |
| "g05890", | |
| "g13197", | |
| "g03621" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9372519754170324, | |
| "n_genes": 7, | |
| "parents": [ | |
| "g10c2" | |
| ], | |
| "born": false | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 12, | |
| "best_fitness": 0.9447868944049803, | |
| "median_fitness": 0.929248144305212, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g12c0", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9447868944049803, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g11c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g12c1", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9447868944049803, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g11c43" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g12c35", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9447868944049803, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g11c142", | |
| "g11c122" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g12c129", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9447868944049803, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g11c3", | |
| "g11c43" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g12c2", | |
| "gene_ids": [ | |
| "g07588", | |
| "g17172", | |
| "g17598", | |
| "g03223", | |
| "g13403", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g17172", | |
| "g17598", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [5 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9427021310559501, | |
| "n_genes": 7, | |
| "parents": [ | |
| "g11c142" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g12c84", | |
| "gene_ids": [ | |
| "g07588", | |
| "g17172", | |
| "g17598", | |
| "g03223", | |
| "g13403", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g17172", | |
| "g17598", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [5 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9427021310559501, | |
| "n_genes": 7, | |
| "parents": [ | |
| "g11c20", | |
| "g11c142" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g12c88", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g03223", | |
| "g13403", | |
| "g03469", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g03469", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [5 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9412997844999599, | |
| "n_genes": 7, | |
| "parents": [ | |
| "g11c142", | |
| "g11c8" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g12c137", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g14340", | |
| "g13197" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g14340" | |
| ], | |
| [ | |
| "g13197" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean), Reduce(Select(M, [1 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9411225955782584, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g11c39", | |
| "g11c125" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 13, | |
| "best_fitness": 0.9482221246707637, | |
| "median_fitness": 0.9301799824407376, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g13c111", | |
| "gene_ids": [ | |
| "g07588", | |
| "g17598", | |
| "g03223", | |
| "g13403", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g17598", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9482221246707637, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g12c0", | |
| "g12c2" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g13c85", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9460511613057705, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g12c96", | |
| "g12c0" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g13c0", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9447868944049803, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g12c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g13c1", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9447868944049803, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g12c1" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g13c2", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9447868944049803, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g12c35" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g13c3", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9447868944049803, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g12c129" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g13c18", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9447868944049803, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g12c84", | |
| "g12c42" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g13c19", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9447868944049803, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g12c0", | |
| "g12c129" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 14, | |
| "best_fitness": 0.9523852661824567, | |
| "median_fitness": 0.933048128342246, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g14c141", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9523852661824567, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g13c11", | |
| "g13c111" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g14c112", | |
| "gene_ids": [ | |
| "g18980", | |
| "g14340", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g18980", | |
| "g14340" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9486786654960491, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g13c18", | |
| "g13c127" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g14c0", | |
| "gene_ids": [ | |
| "g07588", | |
| "g17598", | |
| "g03223", | |
| "g13403", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g17598", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9482221246707637, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g13c111" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g14c1", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9460511613057705, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g13c85" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g14c2", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9447868944049803, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g13c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g14c3", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9447868944049803, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g13c1" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g14c4", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9447868944049803, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g13c2" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g14c25", | |
| "gene_ids": [ | |
| "g17328", | |
| "g15433", | |
| "g18980", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g17328", | |
| "g15433", | |
| "g18980" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9447868944049803, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g13c3", | |
| "g13c76" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 15, | |
| "best_fitness": 0.9524080134088911, | |
| "median_fitness": 0.9309266501716018, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g15c12", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g06168", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g06168", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9524080134088911, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g14c66", | |
| "g14c141" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g15c0", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9523852661824567, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g14c141" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g15c1", | |
| "gene_ids": [ | |
| "g18980", | |
| "g14340", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g18980", | |
| "g14340" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9486786654960491, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g14c112" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g15c98", | |
| "gene_ids": [ | |
| "g18980", | |
| "g14340", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g18980", | |
| "g14340" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9486786654960491, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g14c112", | |
| "g14c25" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g15c94", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g11268", | |
| "g10453", | |
| "g17080" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g11268", | |
| "g10453", | |
| "g17080" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9482221246707638, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g14c98", | |
| "g14c22" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g15c2", | |
| "gene_ids": [ | |
| "g07588", | |
| "g17598", | |
| "g03223", | |
| "g13403", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g17598", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9482221246707637, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g14c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g15c111", | |
| "gene_ids": [ | |
| "g07588", | |
| "g11746", | |
| "g03223", | |
| "g13403", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g11746", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9479052597972704, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g14c12", | |
| "g14c25" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g15c83", | |
| "gene_ids": [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g03223", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g13682", | |
| "g07588", | |
| "g17172", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [5 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9470668050123713, | |
| "n_genes": 7, | |
| "parents": [ | |
| "g14c93", | |
| "g14c1" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 16, | |
| "best_fitness": 0.9524080134088911, | |
| "median_fitness": 0.9353759278473941, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g16c0", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g06168", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g06168", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9524080134088911, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g15c12" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g16c26", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g06168", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g06168", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9524080134088911, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g15c22", | |
| "g15c12" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g16c1", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9523852661824567, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g15c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g16c98", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9523852661824567, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g15c77", | |
| "g15c0" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g16c126", | |
| "gene_ids": [ | |
| "g07588", | |
| "g17172", | |
| "g03223", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g17172", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [4 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9515240641711231, | |
| "n_genes": 6, | |
| "parents": [ | |
| "g15c83", | |
| "g15c79" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g16c102", | |
| "gene_ids": [ | |
| "g18980", | |
| "g14340", | |
| "g03621", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g18980", | |
| "g14340" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [3 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9507115492058424, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g15c98", | |
| "g15c69" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g16c2", | |
| "gene_ids": [ | |
| "g18980", | |
| "g14340", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g18980", | |
| "g14340" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9486786654960491, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g15c1" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g16c3", | |
| "gene_ids": [ | |
| "g18980", | |
| "g14340", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g18980", | |
| "g14340" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9486786654960491, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g15c98" | |
| ], | |
| "born": false | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 17, | |
| "best_fitness": 0.9531993774443291, | |
| "median_fitness": 0.9363500678426051, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g17c30", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g10453", | |
| "g17080" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g10453", | |
| "g17080" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9531993774443291, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g16c4", | |
| "g16c110" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g17c0", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g06168", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g06168", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9524080134088911, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g16c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g17c1", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g06168", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g06168", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9524080134088911, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g16c26" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g17c73", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g06168", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g06168", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9524080134088911, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g16c23", | |
| "g16c26" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g17c136", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g06168", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g06168", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9524080134088911, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g16c26", | |
| "g16c0" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g17c2", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9523852661824567, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g16c1" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g17c3", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9523852661824567, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g16c98" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g17c71", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g03621", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g03621", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9523852661824567, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g16c98", | |
| "g16c67" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 18, | |
| "best_fitness": 0.9562299465240641, | |
| "median_fitness": 0.9403865033123153, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g18c57", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9562299465240641, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g17c139", | |
| "g17c3" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g18c0", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g10453", | |
| "g17080" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g10453", | |
| "g17080" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9531993774443291, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g17c30" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g18c1", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g06168", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g06168", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9524080134088911, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g17c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g18c2", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g06168", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g06168", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9524080134088911, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g17c1" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g18c3", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g06168", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g06168", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9524080134088911, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g17c73" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g18c4", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g06168", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g06168", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9524080134088911, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g17c136" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g18c19", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g06168", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g06168", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9524080134088911, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g17c71", | |
| "g17c73" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g18c42", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g06168", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g06168", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9524080134088911, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g17c136", | |
| "g17c105" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 19, | |
| "best_fitness": 0.9562299465240641, | |
| "median_fitness": 0.9407358927288689, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g19c0", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9562299465240641, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g18c57" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g19c125", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9562299465240641, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g18c132", | |
| "g18c114" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g19c1", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g10453", | |
| "g17080" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g10453", | |
| "g17080" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9531993774443291, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g18c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g19c30", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g10453", | |
| "g17080" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g10453", | |
| "g17080" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9531993774443291, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g18c0", | |
| "g18c123" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g19c42", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g10453", | |
| "g17080" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g10453", | |
| "g17080" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9531993774443291, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g18c129", | |
| "g18c5" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g19c95", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g10453", | |
| "g17080" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g10453", | |
| "g17080" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9531993774443291, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g18c108", | |
| "g18c141" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g19c121", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g10453", | |
| "g17080" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g10453", | |
| "g17080" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9531993774443291, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g18c0", | |
| "g18c112" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g19c2", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g06168", | |
| "g05340" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g06168", | |
| "g05340" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9524080134088911, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g18c1" | |
| ], | |
| "born": false | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 20, | |
| "best_fitness": 0.9581993774443291, | |
| "median_fitness": 0.9449932157394842, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g20c19", | |
| "gene_ids": [ | |
| "g03223", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9581993774443291, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g19c125", | |
| "g19c11" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g20c0", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9562299465240641, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g19c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g20c1", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9562299465240641, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g19c125" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g20c136", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9562299465240641, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g19c142", | |
| "g19c89" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g20c2", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g10453", | |
| "g17080" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g10453", | |
| "g17080" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9531993774443291, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g19c1" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g20c3", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g10453", | |
| "g17080" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g10453", | |
| "g17080" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9531993774443291, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g19c30" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g20c4", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g10453", | |
| "g17080" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g10453", | |
| "g17080" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9531993774443291, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g19c42" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g20c76", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g10453", | |
| "g17080" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g10453", | |
| "g17080" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9531993774443291, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g19c1", | |
| "g19c30" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 21, | |
| "best_fitness": 0.960393088035757, | |
| "median_fitness": 0.9472040865192752, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g21c105", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g20c67", | |
| "g20c19" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g21c108", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g20c119", | |
| "g20c1" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g21c0", | |
| "gene_ids": [ | |
| "g03223", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9581993774443291, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g20c19" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g21c56", | |
| "gene_ids": [ | |
| "g03223", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9581993774443291, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g20c1", | |
| "g20c19" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g21c110", | |
| "gene_ids": [ | |
| "g03223", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9581993774443291, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g20c19", | |
| "g20c19" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g21c30", | |
| "gene_ids": [ | |
| "g08524", | |
| "g03223", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g08524", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9581295394684332, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g20c1", | |
| "g20c0" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g21c1", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9562299465240641, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g20c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g21c2", | |
| "gene_ids": [ | |
| "g07588", | |
| "g03223", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g03223", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [3 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9562299465240641, | |
| "n_genes": 5, | |
| "parents": [ | |
| "g20c1" | |
| ], | |
| "born": false | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 22, | |
| "best_fitness": 0.960393088035757, | |
| "median_fitness": 0.9477817463484716, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g22c0", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g21c105" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g22c1", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g21c108" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g22c21", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g21c105", | |
| "g21c127" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g22c47", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g21c3", | |
| "g21c105" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g22c69", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g21c1", | |
| "g21c108" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g22c95", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g21c22", | |
| "g21c28" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g22c141", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g21c105", | |
| "g21c30" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g22c77", | |
| "gene_ids": [ | |
| "g07578", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07578", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.9584707478649533, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g21c3", | |
| "g21c72" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 23, | |
| "best_fitness": 0.960393088035757, | |
| "median_fitness": 0.9493229707079576, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g23c0", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g22c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g23c1", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g22c1" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g23c2", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g22c21" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g23c3", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g22c47" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g23c4", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g22c69" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g23c38", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g22c141", | |
| "g22c47" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g23c65", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g22c60", | |
| "g22c95" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g23c98", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g22c95", | |
| "g22c47" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 24, | |
| "best_fitness": 0.960393088035757, | |
| "median_fitness": 0.947364115252614, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g24c0", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g23c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g24c1", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g23c1" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g24c2", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g23c2" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g24c3", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g23c3" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g24c4", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g23c4" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g24c20", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g23c89", | |
| "g23c4" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g24c22", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g23c24", | |
| "g23c0" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g24c24", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g23c1", | |
| "g23c98" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 25, | |
| "best_fitness": 0.960393088035757, | |
| "median_fitness": 0.9505173996328518, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g25c0", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g24c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g25c1", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g24c1" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g25c2", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g24c2" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g25c3", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g24c3" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g25c4", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g24c4" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g25c5", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g24c134", | |
| "g24c43" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g25c12", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g24c127", | |
| "g24c24" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g25c13", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g24c1", | |
| "g24c82" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 26, | |
| "best_fitness": 0.960393088035757, | |
| "median_fitness": 0.955393088035757, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g26c0", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g25c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g26c1", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g25c1" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g26c2", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g25c2" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g26c3", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g25c3" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g26c4", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g25c4" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g26c8", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g25c147", | |
| "g25c30" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g26c10", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g25c86", | |
| "g25c86" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g26c11", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g25c57", | |
| "g25c71" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 27, | |
| "best_fitness": 0.960393088035757, | |
| "median_fitness": 0.9514687924016282, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g27c0", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g26c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g27c1", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g26c1" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g27c2", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g26c2" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g27c3", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g26c3" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g27c4", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g26c4" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g27c5", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g26c60", | |
| "g26c79" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g27c6", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g26c44", | |
| "g26c97" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g27c8", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g26c4", | |
| "g26c112" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 28, | |
| "best_fitness": 0.960393088035757, | |
| "median_fitness": 0.955393088035757, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g28c0", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g27c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g28c1", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g27c1" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g28c2", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g27c2" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g28c3", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g27c3" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g28c4", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g27c4" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g28c5", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g27c16", | |
| "g27c45" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g28c8", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g27c4", | |
| "g27c124" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g28c10", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g27c5", | |
| "g27c114" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| }, | |
| { | |
| "generation": 29, | |
| "best_fitness": 0.960393088035757, | |
| "median_fitness": 0.954296232740043, | |
| "elitism": 5, | |
| "candidates": [ | |
| { | |
| "id": "g29c0", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g28c0" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g29c1", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g28c1" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g29c2", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g28c2" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g29c3", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g28c3" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g29c4", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g28c4" | |
| ], | |
| "born": false | |
| }, | |
| { | |
| "id": "g29c6", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g28c60", | |
| "g28c68" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g29c8", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g28c33", | |
| "g28c27" | |
| ], | |
| "born": true | |
| }, | |
| { | |
| "id": "g29c9", | |
| "gene_ids": [ | |
| "g07588", | |
| "g13403", | |
| "g05340", | |
| "g12032" | |
| ], | |
| "feature_sets": [ | |
| [ | |
| "g07588", | |
| "g13403" | |
| ], | |
| [ | |
| "g05340", | |
| "g12032" | |
| ] | |
| ], | |
| "program_repr": "Fit(Reduce(Select(M, [2 ids]), mean), Reduce(Select(M, [2 ids]), mean) -> MSI-H probability)", | |
| "fitness": 0.960393088035757, | |
| "n_genes": 4, | |
| "parents": [ | |
| "g28c52", | |
| "g28c26" | |
| ], | |
| "born": true | |
| } | |
| ] | |
| } | |
| ] | |
| } |