hackathon-ENGIN/archive/legacy_experiments/severity_runs.csv

1	cv_seed	scenario	candidate_id	feature_set	estimator	include_fault_type	per_fault	macro_f1_oof	severity_accuracy_submission_oof	raw_score_oof	ml_points_oof
2	7	clean	raw_extra_trees	raw	extra_trees	False	False	0.9599392055532406	0.6842105263157895	0.8910070357438779	18.20140714877556
3	7	clean	deviation_extra_trees	deviation	extra_trees	False	False	0.9599392055532406	0.9298245614035088	0.9524105445158078	30.482108903161542
4	7	clean	all_extra_trees	all	extra_trees	True	False	0.9599392055532406	0.8947368421052632	0.9436386146912463	28.727722938249254
5	7	clean	all_extra_trees_leaf2	all	extra_trees_leaf2	True	False	0.9599392055532406	0.8771929824561403	0.9392526497789656	27.85052995579311
6	7	clean	all_logistic	all	logistic	True	False	0.9599392055532406	0.7894736842105263	0.917322825217562	23.464565043512398
7	7	clean	all_svc	all	svc	True	False	0.9599392055532406	0.7894736842105263	0.917322825217562	23.464565043512398
8	7	clean	all_ordinal_ridge	all	ordinal_ridge	True	False	0.9599392055532406	0.8947368421052632	0.9436386146912463	28.727722938249254
9	7	clean	all_ordinal_logistic	all	ordinal_logistic	True	False	0.9599392055532406	0.7543859649122807	0.9085508953930007	21.71017907860013
10	7	clean	all_extra_trees_per_fault	all	extra_trees	False	True	0.9599392055532406	0.8771929824561403	0.9392526497789656	27.85052995579311
11	7	masked_5pct	raw_extra_trees	raw	extra_trees	False	False	0.9599392055532406	0.6666666666666666	0.8866210708315971	17.32421416631942
12	7	masked_5pct	deviation_extra_trees	deviation	extra_trees	False	False	0.9599392055532406	0.9122807017543859	0.9480245796035269	29.604915920705377
13	7	masked_5pct	all_extra_trees	all	extra_trees	True	False	0.9599392055532406	0.8947368421052632	0.9436386146912463	28.727722938249254
14	7	masked_5pct	all_extra_trees_leaf2	all	extra_trees_leaf2	True	False	0.9599392055532406	0.8771929824561403	0.9392526497789656	27.85052995579311
15	7	masked_5pct	all_logistic	all	logistic	True	False	0.9599392055532406	0.7719298245614035	0.9129368603052814	22.587372061056275
16	7	masked_5pct	all_svc	all	svc	True	False	0.9599392055532406	0.7894736842105263	0.917322825217562	23.464565043512398
17	7	masked_5pct	all_ordinal_ridge	all	ordinal_ridge	True	False	0.9599392055532406	0.8596491228070176	0.9348666848666849	26.97333697333697
18	7	masked_5pct	all_ordinal_logistic	all	ordinal_logistic	True	False	0.9599392055532406	0.8070175438596491	0.9217087901298427	24.341758025968538
19	7	masked_5pct	all_extra_trees_per_fault	all	extra_trees	False	True	0.9599392055532406	0.8596491228070176	0.9348666848666849	26.97333697333697
20	21	clean	raw_extra_trees	raw	extra_trees	False	False	0.9570445359919044	0.6842105263157895	0.8888360335728757	17.76720671457512
21	21	clean	deviation_extra_trees	deviation	extra_trees	False	False	0.9570445359919044	0.9298245614035088	0.9502395423448056	30.047908468961104
22	21	clean	all_extra_trees	all	extra_trees	True	False	0.9570445359919044	0.9122807017543859	0.9458535774325247	29.17071548650494
23	21	clean	all_extra_trees_leaf2	all	extra_trees_leaf2	True	False	0.9570445359919044	0.9298245614035088	0.9502395423448056	30.047908468961104
24	21	clean	all_logistic	all	logistic	True	False	0.9570445359919044	0.8245614035087719	0.9239237528711213	24.784750574224244
25	21	clean	all_svc	all	svc	True	False	0.9570445359919044	0.7894736842105263	0.9151518230465598	23.03036460931196
26	21	clean	all_ordinal_ridge	all	ordinal_ridge	True	False	0.9570445359919044	0.9122807017543859	0.9458535774325247	29.17071548650494
27	21	clean	all_ordinal_logistic	all	ordinal_logistic	True	False	0.9570445359919044	0.8421052631578947	0.928309717783402	25.661943556680388
28	21	clean	all_extra_trees_per_fault	all	extra_trees	False	True	0.9570445359919044	0.8771929824561403	0.9370816476079634	27.416329521592672
29	21	masked_5pct	raw_extra_trees	raw	extra_trees	False	False	0.9570445359919044	0.6666666666666666	0.884450068660595	16.89001373211898
30	21	masked_5pct	deviation_extra_trees	deviation	extra_trees	False	False	0.9570445359919044	0.9122807017543859	0.9458535774325247	29.17071548650494
31	21	masked_5pct	all_extra_trees	all	extra_trees	True	False	0.9570445359919044	0.9122807017543859	0.9458535774325247	29.17071548650494
32	21	masked_5pct	all_extra_trees_leaf2	all	extra_trees_leaf2	True	False	0.9570445359919044	0.9473684210526315	0.9546255072570862	30.925101451417223
33	21	masked_5pct	all_logistic	all	logistic	True	False	0.9570445359919044	0.8421052631578947	0.928309717783402	25.661943556680388
34	21	masked_5pct	all_svc	all	svc	True	False	0.9570445359919044	0.7719298245614035	0.9107658581342792	22.153171626855837
35	21	masked_5pct	all_ordinal_ridge	all	ordinal_ridge	True	False	0.9570445359919044	0.8771929824561403	0.9370816476079634	27.416329521592672
36	21	masked_5pct	all_ordinal_logistic	all	ordinal_logistic	True	False	0.9570445359919044	0.8421052631578947	0.928309717783402	25.661943556680388
37	21	masked_5pct	all_extra_trees_per_fault	all	extra_trees	False	True	0.9570445359919044	0.8596491228070176	0.9326956826956827	26.539136539136532
38	42	clean	raw_extra_trees	raw	extra_trees	False	False	0.9570445359919044	0.6491228070175439	0.8800641037483143	16.012820749662858
39	42	clean	deviation_extra_trees	deviation	extra_trees	False	False	0.9570445359919044	0.9122807017543859	0.9458535774325247	29.17071548650494
40	42	clean	all_extra_trees	all	extra_trees	True	False	0.9570445359919044	0.9122807017543859	0.9458535774325247	29.17071548650494
41	42	clean	all_extra_trees_leaf2	all	extra_trees_leaf2	True	False	0.9570445359919044	0.9122807017543859	0.9458535774325247	29.17071548650494
42	42	clean	all_logistic	all	logistic	True	False	0.9570445359919044	0.7017543859649122	0.8932219984851564	18.644399697031265
43	42	clean	all_svc	all	svc	True	False	0.9570445359919044	0.7192982456140351	0.8976079633974371	19.52159267948741
44	42	clean	all_ordinal_ridge	all	ordinal_ridge	True	False	0.9570445359919044	0.9122807017543859	0.9458535774325247	29.17071548650494
45	42	clean	all_ordinal_logistic	all	ordinal_logistic	True	False	0.9570445359919044	0.8070175438596491	0.9195377879588406	23.9075575917681
46	42	clean	all_extra_trees_per_fault	all	extra_trees	False	True	0.9570445359919044	0.8771929824561403	0.9370816476079634	27.416329521592672
47	42	masked_5pct	raw_extra_trees	raw	extra_trees	False	False	0.9465340254813938	0.631578947368421	0.8677952559531505	13.5590511906301
48	42	masked_5pct	deviation_extra_trees	deviation	extra_trees	False	False	0.9465340254813938	0.8771929824561403	0.9291987647250805	25.83975294501608
49	42	masked_5pct	all_extra_trees	all	extra_trees	True	False	0.9465340254813938	0.8947368421052632	0.9335847296373612	26.716945927472224
50	42	masked_5pct	all_extra_trees_leaf2	all	extra_trees_leaf2	True	False	0.9465340254813938	0.9122807017543859	0.9379706945496418	27.594138909928343
51	42	masked_5pct	all_logistic	all	logistic	True	False	0.9465340254813938	0.6666666666666666	0.876567185777712	15.313437155542386
52	42	masked_5pct	all_svc	all	svc	True	False	0.9465340254813938	0.7192982456140351	0.8897250805145541	17.945016102910813
53	42	masked_5pct	all_ordinal_ridge	all	ordinal_ridge	True	False	0.9465340254813938	0.8771929824561403	0.9291987647250805	25.83975294501608
54	42	masked_5pct	all_ordinal_logistic	all	ordinal_logistic	True	False	0.9465340254813938	0.7719298245614035	0.9028829752513963	20.576595050279245
55	42	masked_5pct	all_extra_trees_per_fault	all	extra_trees	False	True	0.9465340254813938	0.8596491228070176	0.9248127998127997	24.962559962559936
56	77	clean	raw_extra_trees	raw	extra_trees	False	False	0.9659065393188523	0.6491228070175439	0.8867106062435253	17.342121248705045
57	77	clean	deviation_extra_trees	deviation	extra_trees	False	False	0.9659065393188523	0.9122807017543859	0.9525000799277357	30.500015985547122
58	77	clean	all_extra_trees	all	extra_trees	True	False	0.9659065393188523	0.9298245614035088	0.9568860448400165	31.377208968003288
59	77	clean	all_extra_trees_leaf2	all	extra_trees_leaf2	True	False	0.9659065393188523	0.9122807017543859	0.9525000799277357	30.500015985547122
60	77	clean	all_logistic	all	logistic	True	False	0.9659065393188523	0.7894736842105263	0.9217983255417708	24.359665108354143
61	77	clean	all_svc	all	svc	True	False	0.9659065393188523	0.7894736842105263	0.9217983255417708	24.359665108354143
62	77	clean	all_ordinal_ridge	all	ordinal_ridge	True	False	0.9659065393188523	0.9298245614035088	0.9568860448400165	31.377208968003288
63	77	clean	all_ordinal_logistic	all	ordinal_logistic	True	False	0.9659065393188523	0.8596491228070176	0.9393421851908936	27.868437038178715
64	77	clean	all_extra_trees_per_fault	all	extra_trees	False	True	0.9659065393188523	0.8596491228070176	0.9393421851908936	27.868437038178715
65	77	masked_5pct	raw_extra_trees	raw	extra_trees	False	False	0.9553955251178013	0.631578947368421	0.8744413806804563	14.88827613609125
66	77	masked_5pct	deviation_extra_trees	deviation	extra_trees	False	False	0.9553955251178013	0.9122807017543859	0.9446168192769475	28.923363855389493
67	77	masked_5pct	all_extra_trees	all	extra_trees	True	False	0.9553955251178013	0.9122807017543859	0.9446168192769475	28.923363855389493
68	77	masked_5pct	all_extra_trees_leaf2	all	extra_trees_leaf2	True	False	0.9553955251178013	0.8947368421052632	0.9402308543646668	28.04617087293335
69	77	masked_5pct	all_logistic	all	logistic	True	False	0.9553955251178013	0.7368421052631579	0.9007571701541405	20.151434030828085
70	77	masked_5pct	all_svc	all	svc	True	False	0.9553955251178013	0.7719298245614035	0.9095290999787018	21.905819995740348
71	77	masked_5pct	all_ordinal_ridge	all	ordinal_ridge	True	False	0.9553955251178013	0.8771929824561403	0.9358448894523861	27.16897789047721
72	77	masked_5pct	all_ordinal_logistic	all	ordinal_logistic	True	False	0.9553955251178013	0.8421052631578947	0.9270729596278247	25.41459192556492
73	77	masked_5pct	all_extra_trees_per_fault	all	extra_trees	False	True	0.9553955251178013	0.8421052631578947	0.9270729596278247	25.41459192556492
74	123	clean	raw_extra_trees	raw	extra_trees	False	False	0.9518389629705744	0.631578947368421	0.871773959070036	14.354791814007184
75	123	clean	deviation_extra_trees	deviation	extra_trees	False	False	0.9518389629705744	0.9473684210526315	0.9507213274910886	30.144265498217713
76	123	clean	all_extra_trees	all	extra_trees	True	False	0.9518389629705744	0.9298245614035088	0.946335362578808	29.267072515761594
77	123	clean	all_extra_trees_leaf2	all	extra_trees_leaf2	True	False	0.9518389629705744	0.8947368421052632	0.9375634327542466	27.512686550849306
78	123	clean	all_logistic	all	logistic	True	False	0.9518389629705744	0.7368421052631579	0.8980897485437203	19.617949708744042
79	123	clean	all_svc	all	svc	True	False	0.9518389629705744	0.7192982456140351	0.8937037836314395	18.7407567262879
80	123	clean	all_ordinal_ridge	all	ordinal_ridge	True	False	0.9518389629705744	0.8421052631578947	0.9244055380174044	24.881107603480878
81	123	clean	all_ordinal_logistic	all	ordinal_logistic	True	False	0.9518389629705744	0.8070175438596491	0.915633608192843	23.12672163856859
82	123	clean	all_extra_trees_per_fault	all	extra_trees	False	True	0.9518389629705744	0.8947368421052632	0.9375634327542466	27.512686550849306
83	123	masked_5pct	raw_extra_trees	raw	extra_trees	False	False	0.9518389629705744	0.6491228070175439	0.8761599239823168	15.23198479646335
84	123	masked_5pct	deviation_extra_trees	deviation	extra_trees	False	False	0.9518389629705744	0.9473684210526315	0.9507213274910886	30.144265498217713
85	123	masked_5pct	all_extra_trees	all	extra_trees	True	False	0.9518389629705744	0.8947368421052632	0.9375634327542466	27.512686550849306
86	123	masked_5pct	all_extra_trees_leaf2	all	extra_trees_leaf2	True	False	0.9518389629705744	0.8771929824561403	0.9331774678419659	26.635493568393162
87	123	masked_5pct	all_logistic	all	logistic	True	False	0.9518389629705744	0.7192982456140351	0.8937037836314395	18.7407567262879
88	123	masked_5pct	all_svc	all	svc	True	False	0.9518389629705744	0.7192982456140351	0.8937037836314395	18.7407567262879
89	123	masked_5pct	all_ordinal_ridge	all	ordinal_ridge	True	False	0.9518389629705744	0.8245614035087719	0.9200195731051237	24.003914621024734
90	123	masked_5pct	all_ordinal_logistic	all	ordinal_logistic	True	False	0.9518389629705744	0.7894736842105263	0.9112476432805623	22.24952865611245
91	123	masked_5pct	all_extra_trees_per_fault	all	extra_trees	False	True	0.9518389629705744	0.8771929824561403	0.9331774678419659	26.635493568393162