diff --git a/out_imdb.md b/out_imdb.md deleted file mode 100644 index 0d5144f..0000000 --- a/out_imdb.md +++ /dev/null @@ -1,445 +0,0 @@ - -
target: default
-
train: [0.5 0.5]
-
validation: [0.5 0.5]
-
evaluate_binary: 277.300s
-
evaluate_multiclass: 139.986s
-
kfcv: 98.625s
-
atc_mc: 93.304s
-
atc_ne: 91.201s
-
doc_feat: 29.930s
-
rca_score: 1018.341s
-
rca_star_score: 1013.733s
-
tot: 1054.413s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.01540.01770.02490.02910.02910.02480.27050.2413
(0.05, 0.95)0.03090.02840.02520.03000.03000.02470.27960.2504
(0.1, 0.9)0.03090.03020.02510.02790.02790.02500.27220.2430
(0.15, 0.85)0.03100.03390.02450.02690.02690.02440.26840.2392
(0.2, 0.8)0.04110.04070.02590.02920.02920.02570.27240.2432
(0.25, 0.75)0.03810.03760.02620.03190.03190.02590.27010.2409
(0.3, 0.7)0.04420.04520.02540.02730.02730.02560.26500.2358
(0.35, 0.65)0.04800.04980.02360.02570.02570.02350.26400.2347
(0.4, 0.6)0.04010.04310.02220.02960.02960.02200.26540.2361
(0.45, 0.55)0.05510.05580.02430.02950.02950.02460.18380.1551
(0.5, 0.5)0.04990.05130.03080.03190.03190.03090.14720.1202
(0.55, 0.45)0.05380.05420.02780.03290.03290.02800.17170.1459
(0.6, 0.4)0.04760.04840.02580.02980.02980.02590.24340.2147
(0.65, 0.35)0.04470.04740.02870.03320.03320.02880.26320.2340
(0.7, 0.3)0.03880.03970.02950.03280.03280.02960.26590.2367
(0.75, 0.25)0.03360.03990.02410.02930.02930.02440.26120.2320
(0.8, 0.2)0.04070.04470.02660.03030.03030.02710.26010.2309
(0.85, 0.15)0.03830.04230.02190.02780.02780.02200.26700.2378
(0.9, 0.1)0.03510.03870.02440.02750.02750.02450.26180.2326
(0.95, 0.05)0.02380.02630.02690.02960.02960.02720.26020.2310
(1.0, 0.0)0.01180.02020.02410.02790.02790.02440.25710.2279
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00880.01000.05800.01830.0183
(0.05, 0.95)0.01750.01590.06050.01930.0193
(0.1, 0.9)0.01840.01760.05320.01890.0189
(0.15, 0.85)0.01880.02040.04750.01800.0180
(0.2, 0.8)0.02690.02660.04550.02060.0206
(0.25, 0.75)0.02650.02610.04010.02420.0242
(0.3, 0.7)0.03280.03360.03310.02080.0208
(0.35, 0.65)0.03860.03940.03070.02110.0211
(0.4, 0.6)0.03430.03710.02730.02650.0265
(0.45, 0.55)0.05110.05120.02310.02750.0275
(0.5, 0.5)0.05170.05290.03060.03190.0319
(0.55, 0.45)0.05840.05830.03080.03540.0354
(0.6, 0.4)0.05900.05990.03630.03570.0357
(0.65, 0.35)0.06350.06620.05060.04400.0440
(0.7, 0.3)0.05960.06380.06540.04570.0457
(0.75, 0.25)0.06270.07440.09640.04610.0461
(0.8, 0.2)0.09090.09990.14000.06290.0629
(0.85, 0.15)0.10520.11260.18290.07270.0727
(0.9, 0.1)0.13770.14810.28390.12150.1215
(0.95, 0.05)0.13050.14500.45920.20370.2037
(1.0, 0.0)0.10920.13870.88180.52670.5267
diff --git a/out_rcv1.md b/out_rcv1.md deleted file mode 100644 index c5ac70e..0000000 --- a/out_rcv1.md +++ /dev/null @@ -1,17355 +0,0 @@ - -
target: C12
-
train: [0.98358389 0.01641611]
-
validation: [0.98349892 0.01650108]
-
evaluate_binary: 258.363s
-
evaluate_multiclass: 116.180s
-
kfcv: 104.789s
-
atc_mc: 154.996s
-
atc_ne: 144.298s
-
doc_feat: 88.728s
-
rca_score: 909.590s
-
rca_star_score: 899.370s
-
tot: 951.474s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.04920.04930.93750.51580.51580.9361NaNNaN
(0.05, 0.95)0.09670.09680.89000.49700.49700.8887NaNNaN
(0.1, 0.9)0.14320.14380.84290.46830.46830.84160.85300.8561
(0.15, 0.85)0.19630.19660.79000.42860.42860.7888NaNNaN
(0.2, 0.8)0.24020.23990.74640.40800.40800.7452NaNNaN
(0.25, 0.75)0.28960.28790.69680.38060.38060.6957NaNNaN
(0.3, 0.7)0.33860.32560.64780.35870.35870.6468NaNNaN
(0.35, 0.65)0.38040.33420.60530.33750.33750.6043NaNNaN
(0.4, 0.6)0.42460.33030.55750.30660.30660.5566NaNNaN
(0.45, 0.55)0.43460.29080.51030.28710.28710.5095NaNNaN
(0.5, 0.5)0.41710.27610.46120.25270.25270.4604NaNNaN
(0.55, 0.45)0.38030.24470.41400.22690.22690.4133NaNNaN
(0.6, 0.4)0.33440.20730.36850.20630.20630.3678NaNNaN
(0.65, 0.35)0.28660.17850.31900.17820.17820.3184NaNNaN
(0.7, 0.3)0.23390.14380.27180.14980.14980.2713NaNNaN
(0.75, 0.25)0.17810.11040.22340.12740.12740.2229NaNNaN
(0.8, 0.2)0.12750.07610.17660.10270.10270.1762NaNNaN
(0.85, 0.15)0.09000.05460.12970.07310.07310.1293NaNNaN
(0.9, 0.1)0.04940.03620.08180.04930.04930.0815NaNNaN
(0.95, 0.05)0.02760.02290.03420.02380.02380.0340NaNNaN
(1.0, 0.0)0.00180.00130.01320.00230.00230.0134NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.09290.09300.57120.09170.0917
(0.05, 0.95)0.09300.09310.57110.09010.0901
(0.1, 0.9)0.09100.09220.57200.08920.0892
(0.15, 0.85)0.10240.10320.56100.10050.1005
(0.2, 0.8)0.09500.09510.56910.09220.0922
(0.25, 0.75)0.09990.10040.56380.09840.0984
(0.3, 0.7)0.10420.10430.55990.10070.1007
(0.35, 0.65)0.09040.09130.57290.08860.0886
(0.4, 0.6)0.09150.09200.57220.08890.0889
(0.45, 0.55)0.08940.09070.57350.08940.0894
(0.5, 0.5)0.09570.09650.56770.09450.0945
(0.55, 0.45)0.09270.09510.56910.09060.0906
(0.6, 0.4)0.08530.08540.57880.08260.0826
(0.65, 0.35)0.09400.09510.56910.09550.0955
(0.7, 0.3)0.09190.09340.57080.09340.0934
(0.75, 0.25)0.09810.09920.56500.09680.0968
(0.8, 0.2)0.09280.09290.57130.09290.0929
(0.85, 0.15)0.08470.08570.57830.08590.0859
(0.9, 0.1)0.08580.08660.57740.08390.0839
(0.95, 0.05)0.08370.08710.57470.08950.0895
(1.0, 0.0)0.00000.00000.66420.00000.0000
- -
target: C13
-
train: [0.95913254 0.04086746]
-
validation: [0.95904968 0.04095032]
-
evaluate_binary: 293.415s
-
evaluate_multiclass: 130.949s
-
kfcv: 164.741s
-
atc_mc: 163.221s
-
atc_ne: 98.244s
-
doc_feat: 127.361s
-
rca_score: 661.548s
-
rca_star_score: 635.802s
-
tot: 705.253s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.01100.01800.94120.52120.52120.9413NaNNaN
(0.05, 0.95)0.06330.07020.88890.49620.49620.8891NaNNaN
(0.1, 0.9)0.10930.11410.84330.46130.46130.8436NaNNaN
(0.15, 0.85)0.15830.15500.79370.43400.43400.7940NaNNaN
(0.2, 0.8)0.20580.18520.74450.40340.40340.7449NaNNaN
(0.25, 0.75)0.23670.19550.69590.37990.37990.6963NaNNaN
(0.3, 0.7)0.24700.20190.64580.35120.35120.6463NaNNaN
(0.35, 0.65)0.23680.21230.59660.31790.31790.5971NaNNaN
(0.4, 0.6)0.20960.18710.54760.30490.30490.5482NaNNaN
(0.45, 0.55)0.18980.17290.49870.26770.26770.4994NaNNaN
(0.5, 0.5)0.16980.13740.44880.24450.24450.4495NaNNaN
(0.55, 0.45)0.15310.15040.40180.22090.22090.4026NaNNaN
(0.6, 0.4)0.12730.10820.35230.19480.19480.3531NaNNaN
(0.65, 0.35)0.12240.11310.30230.16100.16100.3032NaNNaN
(0.7, 0.3)0.08740.07170.25310.13660.13660.2540NaNNaN
(0.75, 0.25)0.06890.06160.20410.11300.11300.2051NaNNaN
(0.8, 0.2)0.05530.04930.15560.08330.08330.1567NaNNaN
(0.85, 0.15)0.04650.04930.10840.06040.06040.1095NaNNaN
(0.9, 0.1)0.03800.03610.05750.03510.03510.0587NaNNaN
(0.95, 0.05)0.02870.02840.00880.01370.01370.0100NaNNaN
(1.0, 0.0)0.01400.01230.04030.02610.02610.0390NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.02130.03500.47040.03570.0357
(0.05, 0.95)0.02830.04180.46360.04250.0425
(0.1, 0.9)0.02230.03510.47080.03530.0353
(0.15, 0.85)0.02330.03660.46940.03670.0367
(0.2, 0.8)0.02410.03680.46920.03690.0369
(0.25, 0.75)0.02180.03560.47040.03570.0357
(0.3, 0.7)0.02690.03800.46790.03820.0382
(0.35, 0.65)0.02370.03890.46670.03940.0394
(0.4, 0.6)0.03080.03850.46690.03920.0392
(0.45, 0.55)0.02450.03800.46730.03880.0388
(0.5, 0.5)0.02650.04090.46460.04160.0416
(0.55, 0.45)0.02540.03340.47240.03370.0337
(0.6, 0.4)0.02550.03470.47080.03540.0354
(0.65, 0.35)0.02800.03950.46560.04050.0405
(0.7, 0.3)0.03020.03980.46510.04100.0410
(0.75, 0.25)0.02780.04010.46330.04290.0429
(0.8, 0.2)0.02460.03770.46790.03830.0383
(0.85, 0.15)0.01200.02360.48500.02110.0211
(0.9, 0.1)0.02980.04550.46670.03940.0394
(0.95, 0.05)0.02690.03380.47950.02670.0267
(1.0, 0.0)0.00000.02530.50610.00000.0000
- -
target: C15
-
train: [0.81950924 0.18049076]
-
validation: [0.81943844 0.18056156]
-
evaluate_binary: 329.208s
-
evaluate_multiclass: 130.846s
-
kfcv: 170.297s
-
atc_mc: 170.842s
-
atc_ne: 107.158s
-
doc_feat: 71.484s
-
rca_score: 1210.284s
-
rca_star_score: 1189.765s
-
tot: 1265.086s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.00660.01430.17960.06130.06130.18280.55850.5360
(0.05, 0.95)0.04000.04040.17740.06710.06710.18060.55880.5363
(0.1, 0.9)0.04590.04610.16370.05960.05960.16700.57070.5483
(0.15, 0.85)0.03750.03790.14560.05160.05160.14900.53380.5155
(0.2, 0.8)0.04300.04250.14390.05520.05520.14730.40910.3967
(0.25, 0.75)0.03260.03250.12410.05050.05050.12760.24680.2473
(0.3, 0.7)0.03510.03800.11510.04820.04820.11860.14030.1543
(0.35, 0.65)0.02910.02990.10700.04680.04680.11060.10550.1264
(0.4, 0.6)0.02990.02940.09780.03740.03740.10140.08050.1025
(0.45, 0.55)0.03300.03040.08350.03850.03850.08720.04740.0695
(0.5, 0.5)0.03180.03350.07130.03350.03350.07490.01960.0393
(0.55, 0.45)0.03300.03150.05730.02990.02990.06110.01810.0171
(0.6, 0.4)0.02770.02620.04980.02930.02930.05340.03610.0183
(0.65, 0.35)0.03020.03210.04440.02910.02910.04790.05030.0306
(0.7, 0.3)0.02990.02690.02940.02270.02270.03250.07020.0476
(0.75, 0.25)0.02610.02480.02170.02370.02370.02410.08230.0597
(0.8, 0.2)0.03010.02890.01680.02050.02050.01820.09110.0686
(0.85, 0.15)0.02420.02180.01560.01890.01890.01530.10180.0793
(0.9, 0.1)0.02230.01930.01860.01460.01460.01590.11510.0926
(0.95, 0.05)0.01820.01410.02680.01090.01090.02280.12590.1034
(1.0, 0.0)0.01190.00860.03750.00930.00930.0334NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00440.00930.04780.02680.0268
(0.05, 0.95)0.02130.02240.05350.02970.0297
(0.1, 0.9)0.02600.02690.05250.02800.0280
(0.15, 0.85)0.02140.02270.04790.02710.0271
(0.2, 0.8)0.02740.02770.05440.02980.0298
(0.25, 0.75)0.02160.02240.04900.03000.0300
(0.3, 0.7)0.02460.02820.05120.03060.0306
(0.35, 0.65)0.02260.02440.05360.03360.0336
(0.4, 0.6)0.02530.02580.05560.02820.0282
(0.45, 0.55)0.03130.02940.05380.03480.0348
(0.5, 0.5)0.03280.03540.05390.03310.0331
(0.55, 0.45)0.03780.03650.05040.03530.0353
(0.6, 0.4)0.03480.03370.05490.03740.0374
(0.65, 0.35)0.04320.04810.06560.04280.0428
(0.7, 0.3)0.05480.04880.05850.04460.0446
(0.75, 0.25)0.05690.05350.06330.05470.0547
(0.8, 0.2)0.07670.07700.07430.05760.0576
(0.85, 0.15)0.08670.07810.08430.07260.0726
(0.9, 0.1)0.10970.10000.09420.08070.0807
(0.95, 0.05)0.18110.15140.13110.11930.1193
(1.0, 0.0)0.03630.03630.92180.10030.1003
- -
target: C151
-
train: [0.89778815 0.10221185]
-
validation: [0.89779698 0.10220302]
-
evaluate_binary: 355.746s
-
evaluate_multiclass: 136.969s
-
kfcv: 195.146s
-
atc_mc: 193.365s
-
atc_ne: 187.934s
-
doc_feat: 73.112s
-
rca_score: 1235.567s
-
rca_star_score: 1236.092s
-
tot: 1294.815s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.00030.01080.22360.08270.08270.22390.60960.5989
(0.05, 0.95)0.04650.04750.22160.08610.08610.22200.52290.5149
(0.1, 0.9)0.05670.05870.20620.07190.07190.20660.42470.4188
(0.15, 0.85)0.04440.04680.18460.06710.06710.18510.29190.2922
(0.2, 0.8)0.04530.04580.17840.06810.06810.17900.18580.1927
(0.25, 0.75)0.03350.04020.16520.06240.06240.16580.18300.1919
(0.3, 0.7)0.03040.03200.15170.05610.05610.15240.16000.1702
(0.35, 0.65)0.02780.03330.13480.05090.05090.13560.14120.1516
(0.4, 0.6)0.02480.02630.12460.04790.04790.12550.12350.1341
(0.45, 0.55)0.02570.02850.10620.04130.04130.10710.09880.1099
(0.5, 0.5)0.02710.03250.10510.04920.04920.10610.08780.0995
(0.55, 0.45)0.02370.03150.09120.04260.04260.09230.06690.0787
(0.6, 0.4)0.02300.02890.07800.03910.03910.07910.04800.0598
(0.65, 0.35)0.02360.02570.05950.03420.03420.06070.02870.0368
(0.7, 0.3)0.02550.03010.05360.02850.02850.05480.02040.0257
(0.75, 0.25)0.02020.02470.03470.01930.01930.03600.01860.0156
(0.8, 0.2)0.02360.02700.02880.02220.02220.03010.02060.0150
(0.85, 0.15)0.02060.02230.01730.01900.01900.01850.03220.0234
(0.9, 0.1)0.01790.01880.01260.01430.01430.01280.04600.0355
(0.95, 0.05)0.01310.01120.01450.00990.00990.01350.05880.0481
(1.0, 0.0)0.00420.00290.02600.00520.00520.0243NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00020.00710.05740.03360.0336
(0.05, 0.95)0.02330.02500.06480.03850.0385
(0.1, 0.9)0.02950.03320.06330.03270.0327
(0.15, 0.85)0.02450.02810.05670.03300.0330
(0.2, 0.8)0.02650.02870.06180.03550.0355
(0.25, 0.75)0.02130.02790.06290.03910.0391
(0.3, 0.7)0.02060.02330.06170.03460.0346
(0.35, 0.65)0.02120.02700.05730.03610.0361
(0.4, 0.6)0.01970.02240.05990.03560.0356
(0.45, 0.55)0.02310.02710.05510.03720.0372
(0.5, 0.5)0.02700.03450.06810.04630.0463
(0.55, 0.45)0.02640.03710.06760.04530.0453
(0.6, 0.4)0.02940.03830.06750.04820.0482
(0.65, 0.35)0.03490.03890.06570.04930.0493
(0.7, 0.3)0.04450.05360.07590.04840.0484
(0.75, 0.25)0.04240.05330.06280.04220.0422
(0.8, 0.2)0.06330.07240.08190.06030.0603
(0.85, 0.15)0.07570.08220.08830.06860.0686
(0.9, 0.1)0.10510.10820.10590.08280.0828
(0.95, 0.05)0.16440.13730.13690.12130.1213
(1.0, 0.0)0.00000.00050.91190.04730.0473
- -
target: C1511
-
train: [0.98280629 0.01719371]
-
validation: [0.98272138 0.01727862]
-
evaluate_binary: 301.572s
-
evaluate_multiclass: 149.682s
-
kfcv: 102.539s
-
atc_mc: 99.622s
-
atc_ne: 92.903s
-
doc_feat: 78.631s
-
rca_score: 1097.941s
-
rca_star_score: 1093.801s
-
tot: 1139.243s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.00010.10990.87510.60870.60870.87490.88420.8890
(0.05, 0.95)0.05010.15820.82660.57030.57030.82640.83580.8405
(0.1, 0.9)0.10010.20010.78470.54530.54530.78460.79380.7986
(0.15, 0.85)0.14900.24090.73590.51020.51020.73590.74510.7498
(0.2, 0.8)0.17710.23740.69530.48310.48310.69540.70450.7092
(0.25, 0.75)0.16700.21840.65320.45390.45390.65340.66230.6671
(0.3, 0.7)0.15030.20260.60660.42030.42030.60690.61570.6205
(0.35, 0.65)0.12210.18190.55820.38100.38100.55850.56730.5721
(0.4, 0.6)0.09870.15870.51360.35880.35880.51400.52270.5275
(0.45, 0.55)0.09180.14030.47520.32960.32960.47570.48430.4891
(0.5, 0.5)0.07290.11320.43350.30670.30670.43410.44260.4474
(0.55, 0.45)0.06140.10570.38590.26830.26830.3866NaNNaN
(0.6, 0.4)0.05150.08650.34180.23960.23960.3425NaNNaN
(0.65, 0.35)0.03930.07290.29550.20440.20440.2963NaNNaN
(0.7, 0.3)0.03870.06070.25200.17830.17830.2529NaNNaN
(0.75, 0.25)0.03840.05230.20710.14910.14910.2081NaNNaN
(0.8, 0.2)0.03050.04070.16410.11920.11920.1652NaNNaN
(0.85, 0.15)0.02900.03050.11910.09000.09000.1203NaNNaN
(0.9, 0.1)0.02730.02630.07670.06110.06110.0779NaNNaN
(0.95, 0.05)0.02320.02060.03060.02890.02890.0319NaNNaN
(1.0, 0.0)0.00360.00250.01340.00270.00270.0120NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00020.19650.46180.09870.0987
(0.05, 0.95)0.00940.20310.45510.10250.1025
(0.1, 0.9)0.01870.19960.45940.12230.1223
(0.15, 0.85)0.02870.20710.45140.11010.1101
(0.2, 0.8)0.03320.20040.45820.10450.1045
(0.25, 0.75)0.03230.19610.46280.11140.1114
(0.3, 0.7)0.03370.19910.45820.11020.1102
(0.35, 0.65)0.02980.20840.44840.12330.1233
(0.4, 0.6)0.02660.21020.44720.11400.1140
(0.45, 0.55)0.02890.19500.46240.12590.1259
(0.5, 0.5)0.02240.18610.47210.12510.1251
(0.55, 0.45)0.02270.19480.46240.13220.1322
(0.6, 0.4)0.02550.19500.46280.13240.1324
(0.65, 0.35)0.02210.19620.45460.14510.1451
(0.7, 0.3)0.02220.19140.46080.14600.1460
(0.75, 0.25)0.03260.19480.45850.14490.1449
(0.8, 0.2)0.03180.18230.46880.16520.1652
(0.85, 0.15)0.04570.17690.46170.18270.1827
(0.9, 0.1)0.05750.15140.49530.16410.1641
(0.95, 0.05)0.13870.16400.48050.17290.1729
(1.0, 0.0)0.03990.04220.66050.00000.0000
- -
target: C152
-
train: [0.91662347 0.08337653]
-
validation: [0.91663067 0.08336933]
-
evaluate_binary: 225.296s
-
evaluate_multiclass: 165.847s
-
kfcv: 126.786s
-
atc_mc: 102.362s
-
atc_ne: 91.713s
-
doc_feat: 74.154s
-
rca_score: 1219.516s
-
rca_star_score: 1213.375s
-
tot: 1270.692s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.00050.01530.46990.17580.17580.47090.48780.5104
(0.05, 0.95)0.05170.04960.43230.15310.15310.43330.45610.4786
(0.1, 0.9)0.08180.07070.40370.13570.13570.40480.42740.4502
(0.15, 0.85)0.08800.07140.39160.14260.14260.39280.41360.4363
(0.2, 0.8)0.07800.06950.36250.13730.13730.36390.38510.4076
(0.25, 0.75)0.06930.05730.33120.11810.11810.33260.35310.3754
(0.3, 0.7)0.06760.05560.30820.11140.11140.30970.32870.3508
(0.35, 0.65)0.06110.05170.28050.10420.10420.28210.30010.3221
(0.4, 0.6)0.05510.04770.25890.09180.09180.26060.27660.2984
(0.45, 0.55)0.04840.04100.23770.09900.09900.23950.25450.2763
(0.5, 0.5)0.04760.04070.20660.07730.07730.20850.22200.2438
(0.55, 0.45)0.04570.04100.18170.06270.06270.18370.19570.2174
(0.6, 0.4)0.04210.03730.16150.06590.06590.16360.17460.1964
(0.65, 0.35)0.03070.03520.13220.05730.05730.13440.14510.1670
(0.7, 0.3)0.02930.03070.10640.04550.04550.10870.11910.1410
(0.75, 0.25)0.03410.03420.08120.04480.04480.08360.09390.1158
(0.8, 0.2)0.02870.02900.05790.03560.03560.06040.07060.0924
(0.85, 0.15)0.02680.02790.03210.02710.02710.03450.04390.0653
(0.9, 0.1)0.02770.02610.01320.01820.01820.01450.02030.0398
(0.95, 0.05)0.02140.01950.02090.01510.01510.0188NaNNaN
(1.0, 0.0)0.01020.00870.04540.01240.01240.0425NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00050.01410.13260.04850.0485
(0.05, 0.95)0.02460.02600.12180.04930.0493
(0.1, 0.9)0.03770.03740.11860.04690.0469
(0.15, 0.85)0.04210.03830.13280.06070.0607
(0.2, 0.8)0.03950.04130.12860.04920.0492
(0.25, 0.75)0.03980.03710.12170.04730.0473
(0.3, 0.7)0.04060.03660.12520.05370.0537
(0.35, 0.65)0.03830.03590.12400.05810.0581
(0.4, 0.6)0.03760.03740.12750.06170.0617
(0.45, 0.55)0.03660.03450.13590.06430.0643
(0.5, 0.5)0.03850.03980.12620.06310.0631
(0.55, 0.45)0.04790.04570.12780.07340.0734
(0.6, 0.4)0.04790.04460.13940.06970.0697
(0.65, 0.35)0.04400.05770.13240.08530.0853
(0.7, 0.3)0.04250.05160.13100.08100.0810
(0.75, 0.25)0.07140.07180.14100.09100.0910
(0.8, 0.2)0.07720.07800.15110.10240.1024
(0.85, 0.15)0.09750.10350.15390.12190.1219
(0.9, 0.1)0.14700.13680.16940.16880.1688
(0.95, 0.05)0.24200.20450.21750.21850.2185
(1.0, 0.0)0.12060.07750.78030.02450.0245
- -
target: C17
-
train: [0.94936928 0.05063072]
-
validation: [0.94937365 0.05062635]
-
evaluate_binary: 398.040s
-
evaluate_multiclass: 149.938s
-
kfcv: 165.629s
-
atc_mc: 170.907s
-
atc_ne: 103.307s
-
doc_feat: 77.863s
-
rca_score: 1203.842s
-
rca_star_score: 1177.692s
-
tot: 1248.888s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.11620.05880.65630.19360.19360.65690.67630.6893
(0.05, 0.95)0.14550.12970.62180.17860.17860.62250.64110.6542
(0.1, 0.9)0.18210.19140.59170.17590.17590.59260.61030.6234
(0.15, 0.85)0.21690.21280.55700.16180.16180.55800.57510.5883
(0.2, 0.8)0.22530.22170.51530.14200.14200.51630.53310.5463
(0.25, 0.75)0.20430.20980.47860.13160.13160.47980.49610.5094
(0.3, 0.7)0.18610.19270.45450.14110.14110.45580.47140.4848
(0.35, 0.65)0.17150.17390.41920.12630.12630.42060.43600.4494
(0.4, 0.6)0.15140.15340.38510.12440.12440.38660.40180.4152
(0.45, 0.55)0.15730.14690.34900.10970.10970.35060.36570.3790
(0.5, 0.5)0.13960.12350.31340.09700.09700.31510.33000.3434
(0.55, 0.45)0.11910.11770.27840.09020.09020.28020.29490.3083
(0.6, 0.4)0.09740.10360.24090.07340.07340.24280.25740.2708
(0.65, 0.35)0.08900.08620.21030.06700.06700.21230.22680.2402
(0.7, 0.3)0.07050.06640.16910.05590.05590.17120.18560.1990
(0.75, 0.25)0.06110.06430.13850.04920.04920.14070.15500.1684
(0.8, 0.2)0.05170.04900.10460.03930.03930.10690.12110.1345
(0.85, 0.15)0.04110.03930.07110.02990.02990.07350.08760.1010
(0.9, 0.1)0.03060.03190.03440.02390.02390.0369NaNNaN
(0.95, 0.05)0.02160.02300.00940.01400.01400.0093NaNNaN
(1.0, 0.0)0.00640.00570.03380.00570.00570.0310NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.16550.07470.25940.21680.2168
(0.05, 0.95)0.15700.12280.25890.23370.2337
(0.1, 0.9)0.15780.16280.26550.22690.2269
(0.15, 0.85)0.16930.16730.26510.22570.2257
(0.2, 0.8)0.18750.18660.25520.22570.2257
(0.25, 0.75)0.17520.18800.25200.23500.2350
(0.3, 0.7)0.16780.18520.26810.21750.2175
(0.35, 0.65)0.17250.18040.26860.21920.2192
(0.4, 0.6)0.17630.18130.26980.22220.2222
(0.45, 0.55)0.21900.18780.26670.21830.2183
(0.5, 0.5)0.21000.16820.26730.22790.2279
(0.55, 0.45)0.19420.18490.26710.22530.2253
(0.6, 0.4)0.17330.18250.25810.25260.2526
(0.65, 0.35)0.19500.17930.27070.24240.2424
(0.7, 0.3)0.19070.16850.24840.23530.2353
(0.75, 0.25)0.19230.17870.26400.24270.2427
(0.8, 0.2)0.19290.16780.27060.25050.2505
(0.85, 0.15)0.20100.18250.28190.25130.2513
(0.9, 0.1)0.22610.18530.27500.27270.2727
(0.95, 0.05)0.26600.22210.27640.34080.3408
(1.0, 0.0)0.06840.05350.72910.01000.0100
- -
target: C172
-
train: [0.98773112 0.01226888]
-
validation: [0.98764579 0.01235421]
-
evaluate_binary: 369.199s
-
evaluate_multiclass: 215.109s
-
kfcv: 103.301s
-
atc_mc: 107.211s
-
atc_ne: 167.924s
-
doc_feat: 135.162s
-
rca_score: 1176.166s
-
rca_star_score: 1152.207s
-
tot: 1217.302s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.30960.05550.68200.21760.21760.67960.68740.6923
(0.05, 0.95)0.34910.11310.64220.19930.19930.63990.64750.6525
(0.1, 0.9)0.37850.17240.61160.19550.19550.60940.61690.6218
(0.15, 0.85)0.40720.22550.58230.19570.19570.58020.58730.5922
(0.2, 0.8)0.44810.28910.54350.17710.17710.54150.54850.5533
(0.25, 0.75)0.47690.36740.50970.16870.16870.50780.51450.5193
(0.3, 0.7)0.51560.44510.47430.15830.15830.47250.47900.4838
(0.35, 0.65)0.54340.51190.44780.15680.15680.44610.45220.4569
(0.4, 0.6)0.57480.56990.40690.12930.12930.40530.41110.4158
(0.45, 0.55)0.60880.57300.37620.13170.13170.37470.38020.3848
(0.5, 0.5)0.61590.53630.33500.11060.11060.33360.33880.3435
(0.55, 0.45)0.57630.49390.30250.09920.09920.30120.30590.3105
(0.6, 0.4)0.52420.43660.26930.09250.09250.26810.27250.2771
(0.65, 0.35)0.45250.37350.23590.07870.07870.23480.23880.2434
(0.7, 0.3)0.38190.32050.19630.06860.06860.19530.19920.2038
(0.75, 0.25)0.31170.26520.15940.05130.05130.15850.16220.1668
(0.8, 0.2)0.23030.18840.13360.05410.05410.13280.13630.1409
(0.85, 0.15)0.16640.13910.09570.03600.03600.09500.09840.1030
(0.9, 0.1)0.09940.08830.05990.02740.02740.0593NaNNaN
(0.95, 0.05)0.04650.03510.03000.01910.01910.0295NaNNaN
(1.0, 0.0)0.00150.00160.00710.00020.00020.0075NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.46980.06930.31750.42010.4201
(0.05, 0.95)0.47600.09850.31090.42520.4252
(0.1, 0.9)0.46970.13200.31520.42750.4275
(0.15, 0.85)0.46130.15840.32250.40440.4044
(0.2, 0.8)0.47040.20060.31710.42150.4215
(0.25, 0.75)0.46130.26950.31740.42420.4242
(0.3, 0.7)0.46830.34180.31650.41340.4134
(0.35, 0.65)0.45640.39910.33080.41030.4103
(0.4, 0.6)0.45240.44820.31930.42360.4236
(0.45, 0.55)0.45350.44500.32800.41150.4115
(0.5, 0.5)0.46770.45410.31280.42990.4299
(0.55, 0.45)0.44400.45920.31810.41430.4143
(0.6, 0.4)0.45360.45540.32150.41220.4122
(0.65, 0.35)0.44280.44290.32520.40790.4079
(0.7, 0.3)0.46260.45180.31100.41560.4156
(0.75, 0.25)0.47030.45470.29650.43910.4391
(0.8, 0.2)0.38800.39810.34090.39750.3975
(0.85, 0.15)0.43000.40580.32270.42170.4217
(0.9, 0.1)0.42350.40520.31210.44730.4473
(0.95, 0.05)0.33250.28500.41580.35160.3516
(1.0, 0.0)0.01000.03910.78950.00000.0000
- -
target: C18
-
train: [0.9368412 0.0631588]
-
validation: [0.93684665 0.06315335]
-
evaluate_binary: 335.349s
-
evaluate_multiclass: 166.267s
-
kfcv: 103.911s
-
atc_mc: 97.746s
-
atc_ne: 91.184s
-
doc_feat: 75.425s
-
rca_score: 1144.163s
-
rca_star_score: 1141.640s
-
tot: 1192.245s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.01210.05140.63020.12230.12230.63070.65710.6765
(0.05, 0.95)0.06190.09850.60040.12300.12300.60100.62720.6466
(0.1, 0.9)0.09800.11970.56450.11100.11100.56520.59130.6108
(0.15, 0.85)0.09960.12220.53100.10820.10820.53190.55780.5772
(0.2, 0.8)0.09740.11090.49960.09790.09790.50060.52640.5458
(0.25, 0.75)0.09260.11290.46420.09160.09160.46530.49100.5104
(0.3, 0.7)0.08540.10180.42940.08800.08800.43060.45620.4756
(0.35, 0.65)0.07260.09350.39300.08160.08160.39440.41980.4392
(0.4, 0.6)0.07250.08560.35720.07450.07450.35870.38400.4034
(0.45, 0.55)0.06580.08120.32000.06510.06510.32160.34680.3662
(0.5, 0.5)0.06150.07480.29790.06930.06930.29960.32470.3441
(0.55, 0.45)0.05470.06030.26080.06550.06550.26270.28760.3070
(0.6, 0.4)0.05350.05650.22770.05550.05550.22970.25450.2739
(0.65, 0.35)0.04820.04960.19300.04650.04650.19510.21980.2392
(0.7, 0.3)0.03720.05070.16130.03870.03870.16350.18810.2075
(0.75, 0.25)0.03010.03520.12510.03240.03240.12750.15190.1713
(0.8, 0.2)0.03150.03840.09270.02940.02940.09520.11950.1389
(0.85, 0.15)0.02890.03020.05600.02510.02510.05860.08280.1022
(0.9, 0.1)0.02110.02160.02760.02300.02300.0301NaNNaN
(0.95, 0.05)0.01910.01730.01180.01520.01520.0102NaNNaN
(1.0, 0.0)0.00900.00780.04420.00860.00860.0412NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.01560.06270.21750.22060.2206
(0.05, 0.95)0.03550.08160.22310.21280.2128
(0.1, 0.9)0.04950.08630.22040.20980.2098
(0.15, 0.85)0.05220.09710.22050.20880.2088
(0.2, 0.8)0.05320.08760.22530.21310.2131
(0.25, 0.75)0.05090.09740.22240.21580.2158
(0.3, 0.7)0.05830.10140.22150.21670.2167
(0.35, 0.65)0.05000.10340.21740.22320.2232
(0.4, 0.6)0.07130.10700.21350.22380.2238
(0.45, 0.55)0.06270.10420.20650.22600.2260
(0.5, 0.5)0.07370.12090.23140.21480.2148
(0.55, 0.45)0.06550.09040.22500.19860.1986
(0.6, 0.4)0.07740.10570.22630.21820.2182
(0.65, 0.35)0.08240.11430.22870.21770.2177
(0.7, 0.3)0.06450.14570.23550.23280.2328
(0.75, 0.25)0.06950.14150.22680.22990.2299
(0.8, 0.2)0.09320.16540.23810.24370.2437
(0.85, 0.15)0.13280.17780.22850.26420.2642
(0.9, 0.1)0.13400.16420.29490.22800.2280
(0.95, 0.05)0.20250.22790.29150.27690.2769
(1.0, 0.0)0.08470.10030.70470.02670.0267
- -
target: C181
-
train: [0.94798687 0.05201313]
-
validation: [0.94790497 0.05209503]
-
evaluate_binary: 381.404s
-
evaluate_multiclass: 222.049s
-
kfcv: 197.485s
-
atc_mc: 198.730s
-
atc_ne: 199.850s
-
doc_feat: 79.764s
-
rca_score: 1126.500s
-
rca_star_score: 1125.388s
-
tot: 1178.360s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.03250.04830.70900.17600.17600.70810.73810.7500
(0.05, 0.95)0.08630.09690.65840.15310.15310.65760.68750.6994
(0.1, 0.9)0.14190.14470.63320.15470.15470.63250.66230.6742
(0.15, 0.85)0.18470.15380.59450.13960.13960.59390.62360.6355
(0.2, 0.8)0.16680.15070.55630.13810.13810.55590.58540.5973
(0.25, 0.75)0.14960.14050.51890.12570.12570.51860.54800.5599
(0.3, 0.7)0.12920.12500.48580.12380.12380.48560.51490.5268
(0.35, 0.65)0.11820.11090.43990.10680.10680.43980.46900.4809
(0.4, 0.6)0.12000.10350.40570.09830.09830.40570.43480.4467
(0.45, 0.55)0.10490.09550.36980.09340.09340.37000.39890.4108
(0.5, 0.5)0.09240.07960.33610.09130.09130.33640.36520.3771
(0.55, 0.45)0.08560.07090.30020.08380.08380.30060.32930.3412
(0.6, 0.4)0.08030.06830.25950.06980.06980.26000.28860.3005
(0.65, 0.35)0.07260.05940.22110.05580.05580.22170.25020.2621
(0.7, 0.3)0.05340.04720.18610.05450.05450.18690.21520.2271
(0.75, 0.25)0.04700.04410.14510.03880.03880.14600.17420.1861
(0.8, 0.2)0.04040.03630.11400.03660.03660.11500.14310.1550
(0.85, 0.15)0.03020.02780.07460.03330.03330.0757NaNNaN
(0.9, 0.1)0.02700.02380.03480.02040.02040.0360NaNNaN
(0.95, 0.05)0.02160.01990.00820.01470.01470.0077NaNNaN
(1.0, 0.0)0.00700.00550.03930.00880.00880.0378NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.04930.06600.27350.22240.2224
(0.05, 0.95)0.07140.08250.25600.24300.2430
(0.1, 0.9)0.10060.10520.27260.23380.2338
(0.15, 0.85)0.14110.10920.27040.23700.2370
(0.2, 0.8)0.12470.11460.26980.23880.2388
(0.25, 0.75)0.11290.11240.26930.22990.2299
(0.3, 0.7)0.09820.10640.27850.22680.2268
(0.35, 0.65)0.09810.09950.26110.21530.2153
(0.4, 0.6)0.13010.10440.26760.24130.2413
(0.45, 0.55)0.11700.10300.27000.22190.2219
(0.5, 0.5)0.12400.10380.28030.21240.2124
(0.55, 0.45)0.13780.10750.28490.21800.2180
(0.6, 0.4)0.15600.12920.27780.23650.2365
(0.65, 0.35)0.15830.11200.27260.24230.2423
(0.7, 0.3)0.12670.10950.28500.23350.2335
(0.75, 0.25)0.12680.12890.26910.23490.2349
(0.8, 0.2)0.16660.15410.30750.22360.2236
(0.85, 0.15)0.14350.13990.31070.24850.2485
(0.9, 0.1)0.20170.16810.29140.25820.2582
(0.95, 0.05)0.20700.19510.35030.22980.2298
(1.0, 0.0)0.03640.07940.67130.01000.0100
- -
target: C21
-
train: [0.96578538 0.03421462]
-
validation: [0.96570194 0.03429806]
-
evaluate_binary: 311.430s
-
evaluate_multiclass: 127.753s
-
kfcv: 169.599s
-
atc_mc: 171.895s
-
atc_ne: 99.774s
-
doc_feat: 132.229s
-
rca_score: 928.435s
-
rca_star_score: 903.426s
-
tot: 975.778s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.04240.04920.90720.49140.49140.90700.93790.9402
(0.05, 0.95)0.08900.09480.86380.47790.47790.86370.89450.8968
(0.1, 0.9)0.12220.13880.81940.46040.46040.81930.85010.8524
(0.15, 0.85)0.18170.17390.77080.42300.42300.77080.80150.8038
(0.2, 0.8)0.21630.18880.72030.40590.40590.7204NaNNaN
(0.25, 0.75)0.23010.17840.67520.36960.36960.6753NaNNaN
(0.3, 0.7)0.22840.17060.62780.34530.34530.62800.65850.6608
(0.35, 0.65)0.19280.14270.57950.32320.32320.5797NaNNaN
(0.4, 0.6)0.16190.11680.53460.30000.30000.5349NaNNaN
(0.45, 0.55)0.16250.11880.48390.26700.26700.4843NaNNaN
(0.5, 0.5)0.14080.10150.43800.23430.23430.4384NaNNaN
(0.55, 0.45)0.10770.07410.39370.21920.21920.3942NaNNaN
(0.6, 0.4)0.09490.07180.34570.19310.19310.3463NaNNaN
(0.65, 0.35)0.06640.04920.29800.16980.16980.2986NaNNaN
(0.7, 0.3)0.06170.04630.25090.13870.13870.2516NaNNaN
(0.75, 0.25)0.05290.04460.20230.11690.11690.2031NaNNaN
(0.8, 0.2)0.04400.04030.15640.09240.09240.1572NaNNaN
(0.85, 0.15)0.04140.03930.10700.06260.06260.1079NaNNaN
(0.9, 0.1)0.03140.03420.06200.03940.03940.0630NaNNaN
(0.95, 0.05)0.02710.02510.01490.01850.01850.0159NaNNaN
(1.0, 0.0)0.00660.00540.03270.01420.01420.0316NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.07900.09150.42900.11090.1109
(0.05, 0.95)0.07840.08910.43550.10280.1028
(0.1, 0.9)0.05220.08840.44100.09920.0992
(0.15, 0.85)0.07850.09320.43870.10200.1020
(0.2, 0.8)0.07670.10020.43170.10780.1078
(0.25, 0.75)0.07420.09690.43590.10360.1036
(0.3, 0.7)0.07630.09860.43550.10400.1040
(0.35, 0.65)0.07310.09660.43300.10770.1077
(0.4, 0.6)0.06320.08720.43980.09910.0991
(0.45, 0.55)0.08100.09600.42860.11060.1106
(0.5, 0.5)0.07650.09200.43260.10570.1057
(0.55, 0.45)0.05880.07760.44360.09630.0963
(0.6, 0.4)0.06450.08370.44090.10060.1006
(0.65, 0.35)0.06700.08350.43900.10170.1017
(0.7, 0.3)0.06780.07960.44170.09680.0968
(0.75, 0.25)0.07440.08670.43310.10630.1063
(0.8, 0.2)0.07640.07470.44390.09680.0968
(0.85, 0.15)0.08060.09030.41930.12140.1214
(0.9, 0.1)0.06880.07930.45150.08920.0892
(0.95, 0.05)0.05530.07140.46210.08460.0846
(1.0, 0.0)0.00970.01030.54070.00000.0000
- -
target: C24
-
train: [0.96016935 0.03983065]
-
validation: [0.96017279 0.03982721]
-
evaluate_binary: 341.390s
-
evaluate_multiclass: 134.762s
-
kfcv: 115.097s
-
atc_mc: 166.466s
-
atc_ne: 156.922s
-
doc_feat: 127.605s
-
rca_score: 1002.111s
-
rca_star_score: 1016.135s
-
tot: 1070.690s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.04650.04830.87910.42000.42000.87820.91180.9157
(0.05, 0.95)0.09270.09620.83130.39480.39480.83050.86400.8679
(0.1, 0.9)0.14340.14530.77980.37440.37440.77910.81250.8164
(0.15, 0.85)0.18940.17660.73120.34530.34530.73050.76390.7678
(0.2, 0.8)0.20800.17840.69550.33080.33080.69490.72820.7321
(0.25, 0.75)0.20160.16200.64090.30530.30530.64040.67360.6775
(0.3, 0.7)0.19010.15260.60050.28580.28580.60010.63320.6371
(0.35, 0.65)0.17570.13940.55410.25520.25520.55370.58680.5907
(0.4, 0.6)0.14900.11300.51020.24780.24780.51000.54290.5468
(0.45, 0.55)0.14170.11450.46030.21390.21390.46010.49300.4969
(0.5, 0.5)0.10980.08130.41820.19790.19790.4181NaNNaN
(0.55, 0.45)0.09160.07370.37200.17770.17770.3720NaNNaN
(0.6, 0.4)0.08070.06330.32660.15160.15160.32670.35930.3632
(0.65, 0.35)0.06070.04990.28210.13720.13720.28230.31480.3187
(0.7, 0.3)0.04950.04180.23650.11220.11220.2367NaNNaN
(0.75, 0.25)0.04500.03940.19130.09200.09200.1916NaNNaN
(0.8, 0.2)0.02970.03200.14400.07210.07210.1444NaNNaN
(0.85, 0.15)0.02990.03310.09970.05050.05050.1002NaNNaN
(0.9, 0.1)0.02750.02940.05320.03420.03420.0538NaNNaN
(0.95, 0.05)0.02250.02270.00980.01600.01600.0104NaNNaN
(1.0, 0.0)0.00570.00450.03620.01120.01120.0355NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.08440.08680.42050.14510.1451
(0.05, 0.95)0.08590.09090.41670.15100.1510
(0.1, 0.9)0.09460.09980.40620.15930.1593
(0.15, 0.85)0.10190.11120.40000.16620.1662
(0.2, 0.8)0.08590.10900.41970.14840.1484
(0.25, 0.75)0.10530.11270.39960.16290.1629
(0.3, 0.7)0.09300.10630.41180.15490.1549
(0.35, 0.65)0.09880.10690.40930.15540.1554
(0.4, 0.6)0.09910.09890.41320.14840.1484
(0.45, 0.55)0.11270.11600.40000.16870.1687
(0.5, 0.5)0.09400.09460.41130.15280.1528
(0.55, 0.45)0.08030.09670.40750.16140.1614
(0.6, 0.4)0.10850.10720.40710.16030.1603
(0.65, 0.35)0.08470.10350.41130.15520.1552
(0.7, 0.3)0.08590.08890.40980.15750.1575
(0.75, 0.25)0.09270.10030.41530.15350.1535
(0.8, 0.2)0.09530.10510.40060.16060.1606
(0.85, 0.15)0.09570.10260.41180.15630.1563
(0.9, 0.1)0.12920.14860.39440.17560.1756
(0.95, 0.05)0.13110.15740.41790.15440.1544
(1.0, 0.0)0.00010.03200.57480.00000.0000
- -
target: C31
-
train: [0.95429411 0.04570589]
-
validation: [0.95429806 0.04570194]
-
evaluate_binary: 242.965s
-
evaluate_multiclass: 161.716s
-
kfcv: 142.016s
-
atc_mc: 101.146s
-
atc_ne: 92.376s
-
doc_feat: 76.202s
-
rca_score: 834.193s
-
rca_star_score: 832.758s
-
tot: 884.843s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.03650.03780.91670.52800.52800.91600.95520.9591
(0.05, 0.95)0.08910.08910.86740.50520.50520.8668NaNNaN
(0.1, 0.9)0.13200.13220.82300.47350.47350.8225NaNNaN
(0.15, 0.85)0.17620.17130.77750.45060.45060.7770NaNNaN
(0.2, 0.8)0.22290.19750.72840.41660.41660.7280NaNNaN
(0.25, 0.75)0.24900.18890.68050.40110.40110.6802NaNNaN
(0.3, 0.7)0.25410.18790.62790.35060.35060.6276NaNNaN
(0.35, 0.65)0.23240.16450.58110.33470.33470.5809NaNNaN
(0.4, 0.6)0.21330.15330.53140.30600.30600.5313NaNNaN
(0.45, 0.55)0.18870.13170.48670.28590.28590.4866NaNNaN
(0.5, 0.5)0.16420.11480.43660.25920.25920.4366NaNNaN
(0.55, 0.45)0.14680.10100.39160.22930.22930.3917NaNNaN
(0.6, 0.4)0.11870.08320.34240.20010.20010.3425NaNNaN
(0.65, 0.35)0.09520.06440.29520.17610.17610.2954NaNNaN
(0.7, 0.3)0.07790.05640.24510.14520.14520.2454NaNNaN
(0.75, 0.25)0.06460.05030.19810.11770.11770.1984NaNNaN
(0.8, 0.2)0.05270.04530.15130.09430.09430.1517NaNNaN
(0.85, 0.15)0.04250.03720.10210.06250.06250.1026NaNNaN
(0.9, 0.1)0.03830.03680.05470.03580.03580.0552NaNNaN
(0.95, 0.05)0.03190.02920.00680.01620.01620.0072NaNNaN
(1.0, 0.0)0.00580.00450.04200.01680.01680.0413NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.06960.07190.48540.07480.0748
(0.05, 0.95)0.07840.07850.48300.07810.0781
(0.1, 0.9)0.06860.07070.49020.06840.0684
(0.15, 0.85)0.06090.06480.49580.06430.0643
(0.2, 0.8)0.06430.06840.49380.06700.0670
(0.25, 0.75)0.06450.06720.49430.06640.0664
(0.3, 0.7)0.07150.07700.48260.07820.0782
(0.35, 0.65)0.07220.07500.48560.07500.0750
(0.4, 0.6)0.07150.07750.48070.07850.0785
(0.45, 0.55)0.06150.06850.49110.07040.0704
(0.5, 0.5)0.07220.07580.48370.07870.0787
(0.55, 0.45)0.06180.06360.49540.06730.0673
(0.6, 0.4)0.06340.06630.49100.07000.0700
(0.65, 0.35)0.05540.06180.49550.06490.0649
(0.7, 0.3)0.06790.06930.48520.07770.0777
(0.75, 0.25)0.05630.05810.49150.07130.0713
(0.8, 0.2)0.05100.05280.50340.06010.0601
(0.85, 0.15)0.06010.06190.49650.06510.0651
(0.9, 0.1)0.05150.05780.50600.05750.0575
(0.95, 0.05)0.07690.09070.49110.07240.0724
(1.0, 0.0)0.00000.00990.56350.00000.0000
- -
target: C42
-
train: [0.98522551 0.01477449]
-
validation: [0.98514039 0.01485961]
-
evaluate_binary: 216.862s
-
evaluate_multiclass: 148.154s
-
kfcv: 142.768s
-
atc_mc: 101.557s
-
atc_ne: 93.067s
-
doc_feat: 77.781s
-
rca_score: 983.309s
-
rca_star_score: 974.280s
-
tot: 1025.959s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.00000.07880.90710.33900.33900.90660.91880.9209
(0.05, 0.95)0.05000.12240.86350.32050.32050.86300.87520.8773
(0.1, 0.9)0.10000.16400.82200.30770.30770.82160.83370.8358
(0.15, 0.85)0.14990.20910.77680.28700.28700.77650.78850.7906
(0.2, 0.8)0.19990.26010.72540.26510.26510.72520.73710.7392
(0.25, 0.75)0.24980.30460.67700.25350.25350.6768NaNNaN
(0.3, 0.7)0.29950.33000.63120.23180.23180.6311NaNNaN
(0.35, 0.65)0.34650.30910.58880.22120.22120.5888NaNNaN
(0.4, 0.6)0.36360.28810.54120.19740.19740.54130.55290.5550
(0.45, 0.55)0.34510.26370.49450.18180.18180.4947NaNNaN
(0.5, 0.5)0.32020.24890.44540.15990.15990.4456NaNNaN
(0.55, 0.45)0.26950.20910.39930.14810.14810.3996NaNNaN
(0.6, 0.4)0.22110.16590.35670.14120.14120.3571NaNNaN
(0.65, 0.35)0.19280.14340.31100.11810.11810.3115NaNNaN
(0.7, 0.3)0.16330.12430.26330.09740.09740.2639NaNNaN
(0.75, 0.25)0.12580.09340.21810.08190.08190.2187NaNNaN
(0.8, 0.2)0.08700.07200.16880.06210.06210.1695NaNNaN
(0.85, 0.15)0.05510.04550.12400.04570.04570.1248NaNNaN
(0.9, 0.1)0.03340.03240.07790.03120.03120.0788NaNNaN
(0.95, 0.05)0.01920.01710.03220.01560.01560.0332NaNNaN
(1.0, 0.0)0.00050.00040.01370.00200.00200.0127NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00010.14510.42510.14460.1446
(0.05, 0.95)0.00660.14050.42960.14030.1403
(0.1, 0.9)0.01230.13150.43880.13150.1315
(0.15, 0.85)0.01820.12930.44120.12820.1282
(0.2, 0.8)0.02620.13990.43070.13870.1387
(0.25, 0.75)0.03380.14440.42620.14360.1436
(0.3, 0.7)0.04070.14410.42660.14360.1436
(0.35, 0.65)0.04440.13450.43620.13450.1345
(0.4, 0.6)0.04910.13780.43290.13610.1361
(0.45, 0.55)0.04990.13900.43160.13910.1391
(0.5, 0.5)0.05300.14760.42300.14670.1467
(0.55, 0.45)0.05210.14930.42120.14950.1495
(0.6, 0.4)0.04330.13440.43610.13280.1328
(0.65, 0.35)0.04130.13100.43940.13130.1313
(0.7, 0.3)0.04460.13800.43230.13830.1383
(0.75, 0.25)0.03850.12990.44030.12900.1290
(0.8, 0.2)0.03950.15420.41570.15500.1550
(0.85, 0.15)0.03060.14160.42770.14300.1430
(0.9, 0.1)0.03380.13270.42910.14160.1416
(0.95, 0.05)0.04990.10010.44730.12700.1270
(1.0, 0.0)0.01000.01040.57070.00000.0000
- -
target: E12
-
train: [0.97071021 0.02928979]
-
validation: [0.97062635 0.02937365]
-
evaluate_binary: 270.181s
-
evaluate_multiclass: 123.959s
-
kfcv: 166.426s
-
atc_mc: 163.725s
-
atc_ne: 159.501s
-
doc_feat: 79.566s
-
rca_score: 940.772s
-
rca_star_score: 955.992s
-
tot: 1005.211s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.00020.05830.90970.47630.47630.90800.93210.9356
(0.05, 0.95)0.05010.10580.86090.45490.45490.85930.88330.8868
(0.1, 0.9)0.10040.15200.81800.43500.43500.81650.84040.8439
(0.15, 0.85)0.15090.20070.77000.41230.41230.76860.79240.7959
(0.2, 0.8)0.20030.23340.72580.38270.38270.7245NaNNaN
(0.25, 0.75)0.24340.24560.67630.35560.35560.6751NaNNaN
(0.3, 0.7)0.26320.23850.62910.32710.32710.6279NaNNaN
(0.35, 0.65)0.25500.22490.58240.30690.30690.58130.60480.6083
(0.4, 0.6)0.22760.19950.53700.28700.28700.53600.55940.5629
(0.45, 0.55)0.21390.18660.48880.25990.25990.4879NaNNaN
(0.5, 0.5)0.18690.16150.44290.23900.23900.4421NaNNaN
(0.55, 0.45)0.16240.14340.39490.21130.21130.3942NaNNaN
(0.6, 0.4)0.14170.13090.34640.18890.18890.3458NaNNaN
(0.65, 0.35)0.12550.10950.30270.15680.15680.3021NaNNaN
(0.7, 0.3)0.10860.09320.25570.13460.13460.2552NaNNaN
(0.75, 0.25)0.07740.07190.20810.11220.11220.2077NaNNaN
(0.8, 0.2)0.06360.05590.16250.08670.08670.1622NaNNaN
(0.85, 0.15)0.05220.04490.11690.06600.06600.1167NaNNaN
(0.9, 0.1)0.03600.03250.06840.04140.04140.0683NaNNaN
(0.95, 0.05)0.02230.02000.02120.01720.01720.0212NaNNaN
(1.0, 0.0)0.00500.00360.02580.00820.00820.0258NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00030.10830.48800.11630.1163
(0.05, 0.95)0.00610.10930.48450.12130.1213
(0.1, 0.9)0.01190.10850.49170.11410.1141
(0.15, 0.85)0.01880.11530.48920.11740.1174
(0.2, 0.8)0.02280.11020.49540.11050.1105
(0.25, 0.75)0.02890.11660.48900.11730.1173
(0.3, 0.7)0.03170.11650.48830.11730.1173
(0.35, 0.65)0.03170.11680.48860.11700.1170
(0.4, 0.6)0.02960.11240.49330.11410.1141
(0.45, 0.55)0.03140.11090.48900.11560.1156
(0.5, 0.5)0.03180.10750.49130.11370.1137
(0.55, 0.45)0.03210.11390.48780.11850.1185
(0.6, 0.4)0.03160.12050.47940.12550.1255
(0.65, 0.35)0.03050.10650.49220.11250.1125
(0.7, 0.3)0.03140.10050.49360.11450.1145
(0.75, 0.25)0.02870.11060.48850.11710.1171
(0.8, 0.2)0.02930.09390.50130.10640.1064
(0.85, 0.15)0.03250.07580.51660.09150.0915
(0.9, 0.1)0.04840.09140.50420.10390.1039
(0.95, 0.05)0.07170.08070.50520.10290.1029
(1.0, 0.0)0.00000.01700.60810.00000.0000
- -
target: E21
-
train: [0.94582685 0.05417315]
-
validation: [0.94574514 0.05425486]
-
evaluate_binary: 339.478s
-
evaluate_multiclass: 127.963s
-
kfcv: 161.870s
-
atc_mc: 171.427s
-
atc_ne: 103.308s
-
doc_feat: 77.827s
-
rca_score: 1211.965s
-
rca_star_score: 1184.838s
-
tot: 1259.208s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.00390.03470.55570.19410.19410.55590.57400.5870
(0.05, 0.95)0.05260.08220.53590.19910.19910.53620.55240.5655
(0.1, 0.9)0.10470.12720.50950.17770.17770.50990.52420.5373
(0.15, 0.85)0.12210.13370.47420.16590.16590.47470.48770.5010
(0.2, 0.8)0.11110.11670.43900.15380.15380.43960.45180.4651
(0.25, 0.75)0.10220.11360.41220.14750.14750.41290.42320.4365
(0.3, 0.7)0.08860.10040.38320.13980.13980.38400.39330.4066
(0.35, 0.65)0.08500.09470.35710.13200.13200.35800.36530.3787
(0.4, 0.6)0.06660.08000.31900.10400.10400.32000.32650.3399
(0.45, 0.55)0.05600.06740.29600.11300.11300.29720.30200.3155
(0.5, 0.5)0.05180.05760.26340.10040.10040.26470.26880.2824
(0.55, 0.45)0.04660.05070.23000.08000.08000.23130.23500.2486
(0.6, 0.4)0.03720.03950.20290.07870.07870.20440.20760.2212
(0.65, 0.35)0.03650.03890.17700.06830.06830.17860.18160.1953
(0.7, 0.3)0.02960.02850.14690.05990.05990.14860.15150.1651
(0.75, 0.25)0.03150.03000.11660.04980.04980.11840.12120.1348
(0.8, 0.2)0.02940.03070.08880.04150.04150.09070.09340.1070
(0.85, 0.15)0.02810.03090.05760.02810.02810.05960.06220.0758
(0.9, 0.1)0.02160.02410.02940.02370.02370.03140.03390.0474
(0.95, 0.05)0.01560.01600.00930.01410.01410.0099NaNNaN
(1.0, 0.0)0.00180.00140.03010.00350.00350.0278NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00420.03640.21930.06010.0601
(0.05, 0.95)0.02370.05630.22900.05590.0559
(0.1, 0.9)0.05060.08170.23260.07040.0704
(0.15, 0.85)0.05630.08680.22720.06080.0608
(0.2, 0.8)0.05260.07770.22050.06490.0649
(0.25, 0.75)0.05380.08400.22310.06470.0647
(0.3, 0.7)0.05050.08060.22490.06840.0684
(0.35, 0.65)0.05100.08030.22960.06310.0631
(0.4, 0.6)0.04730.07900.21620.08180.0818
(0.45, 0.55)0.04090.07200.22750.08050.0805
(0.5, 0.5)0.04660.06720.22180.08440.0844
(0.55, 0.45)0.05200.06660.21220.08660.0866
(0.6, 0.4)0.04600.06090.21770.08300.0830
(0.65, 0.35)0.05220.06760.22780.08320.0832
(0.7, 0.3)0.06330.05980.22610.09290.0929
(0.75, 0.25)0.09740.07510.22340.11470.1147
(0.8, 0.2)0.08930.08900.23320.11920.1192
(0.85, 0.15)0.12720.12960.22990.13800.1380
(0.9, 0.1)0.15350.16090.24110.17760.1776
(0.95, 0.05)0.20680.20450.29480.19930.1993
(1.0, 0.0)0.00460.00230.80260.00500.0050
- -
target: E211
-
train: [0.98246069 0.01753931]
-
validation: [0.98237581 0.01762419]
-
evaluate_binary: 320.478s
-
evaluate_multiclass: 123.957s
-
kfcv: 112.571s
-
atc_mc: 170.547s
-
atc_ne: 167.429s
-
doc_feat: 129.581s
-
rca_score: 1011.800s
-
rca_star_score: 1025.452s
-
tot: 1076.046s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.09450.09670.88610.41950.41950.88590.89830.9018
(0.05, 0.95)0.13650.13780.84450.39360.39360.84440.85670.8602
(0.1, 0.9)0.17520.17950.80390.38400.38400.80390.81610.8196
(0.15, 0.85)0.22350.22610.75780.35590.35590.75790.77000.7735
(0.2, 0.8)0.26900.27030.71150.34760.34760.71170.72370.7272
(0.25, 0.75)0.31460.30560.66350.31790.31790.66380.67570.6792
(0.3, 0.7)0.35630.30800.62150.29170.29170.62180.63370.6372
(0.35, 0.65)0.37970.29420.57620.28060.28060.5766NaNNaN
(0.4, 0.6)0.36960.27830.52930.25230.25230.52980.54150.5450
(0.45, 0.55)0.33430.25330.48300.23140.23140.48360.49520.4987
(0.5, 0.5)0.30640.23500.43560.19830.19830.4363NaNNaN
(0.55, 0.45)0.27490.21030.39230.18440.18440.3931NaNNaN
(0.6, 0.4)0.23710.18320.34640.16940.16940.3473NaNNaN
(0.65, 0.35)0.20100.15570.30290.14550.14550.3039NaNNaN
(0.7, 0.3)0.16310.12700.25670.12920.12920.2578NaNNaN
(0.75, 0.25)0.13390.10610.20980.09780.09780.2109NaNNaN
(0.8, 0.2)0.09040.07150.16580.08220.08220.1670NaNNaN
(0.85, 0.15)0.05820.04820.11930.06050.06050.1206NaNNaN
(0.9, 0.1)0.03300.02980.07440.03880.03880.0758NaNNaN
(0.95, 0.05)0.02300.02340.02920.02110.02110.0307NaNNaN
(1.0, 0.0)0.00140.00110.01560.00230.00230.0140NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.17090.17480.42430.16500.1650
(0.05, 0.95)0.16550.16760.43040.15480.1548
(0.1, 0.9)0.15240.16030.43990.15250.1525
(0.15, 0.85)0.15850.16340.43810.15230.1523
(0.2, 0.8)0.15840.16380.43670.15100.1510
(0.25, 0.75)0.15990.16930.43140.15380.1538
(0.3, 0.7)0.15650.16270.43890.15160.1516
(0.35, 0.65)0.15480.15970.44000.14800.1480
(0.4, 0.6)0.15940.16510.43620.15220.1522
(0.45, 0.55)0.15790.16740.43290.15430.1543
(0.5, 0.5)0.16690.17390.42690.16300.1630
(0.55, 0.45)0.15690.16410.43460.15170.1517
(0.6, 0.4)0.16020.16750.43190.15570.1557
(0.65, 0.35)0.14870.15890.44020.14810.1481
(0.7, 0.3)0.14900.16090.43660.16120.1612
(0.75, 0.25)0.15580.16870.42810.15660.1566
(0.8, 0.2)0.14980.15510.43950.15660.1566
(0.85, 0.15)0.14840.15010.42750.15970.1597
(0.9, 0.1)0.14910.14640.43360.16530.1653
(0.95, 0.05)0.15000.14350.44080.16350.1635
(1.0, 0.0)0.00990.01000.60200.00000.0000
- -
target: E212
-
train: [0.96319336 0.03680664]
-
validation: [0.96311015 0.03688985]
-
evaluate_binary: 233.509s
-
evaluate_multiclass: 178.371s
-
kfcv: 145.769s
-
atc_mc: 124.033s
-
atc_ne: 91.719s
-
doc_feat: 78.459s
-
rca_score: 1204.775s
-
rca_star_score: 1188.268s
-
tot: 1247.499s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.00100.03410.48600.14110.14110.48600.49930.5061
(0.05, 0.95)0.05250.09230.45390.12090.12090.45400.46800.4747
(0.1, 0.9)0.10100.14330.43790.12630.12630.43810.45040.4573
(0.15, 0.85)0.14820.18610.40970.11140.11140.41000.42150.4286
(0.2, 0.8)0.17060.17690.38100.10990.10990.38140.39170.3989
(0.25, 0.75)0.17060.17180.36160.10690.10690.36210.37070.3780
(0.3, 0.7)0.15070.15510.33620.09370.09370.33680.34380.3511
(0.35, 0.65)0.13850.14270.31550.09860.09860.31620.32120.3285
(0.4, 0.6)0.12390.13500.28410.08300.08300.28490.28840.2956
(0.45, 0.55)0.11330.11650.26190.07540.07540.26280.26420.2711
(0.5, 0.5)0.08500.09390.23060.06950.06950.23160.23130.2380
(0.55, 0.45)0.07510.08190.20470.05880.05880.20580.20370.2102
(0.6, 0.4)0.07550.07520.18730.05950.05950.18850.18460.1910
(0.65, 0.35)0.06480.06810.16030.04910.04910.16160.15710.1634
(0.7, 0.3)0.04890.04800.13610.04930.04930.13750.13240.1387
(0.75, 0.25)0.03710.03930.10710.04180.04180.10860.10330.1096
(0.8, 0.2)0.03130.03470.08240.03380.03380.08400.07860.0849
(0.85, 0.15)0.02650.02760.05790.02550.02550.05960.05410.0604
(0.9, 0.1)0.02520.02380.03390.01940.01940.03560.03020.0363
(0.95, 0.05)0.01660.01540.01210.01280.01280.0133NaNNaN
(1.0, 0.0)0.00380.00300.01710.00200.00200.0151NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00100.03190.18210.05460.0546
(0.05, 0.95)0.02510.06300.17530.07290.0729
(0.1, 0.9)0.04670.09030.18470.06120.0612
(0.15, 0.85)0.06920.11760.18140.07140.0714
(0.2, 0.8)0.08290.11470.17750.06470.0647
(0.25, 0.75)0.08750.11880.18380.06050.0605
(0.3, 0.7)0.08390.11670.18420.06530.0653
(0.35, 0.65)0.08130.11520.19070.06450.0645
(0.4, 0.6)0.08060.12030.18230.07360.0736
(0.45, 0.55)0.08190.11260.18730.07960.0796
(0.5, 0.5)0.06540.10170.17690.07590.0759
(0.55, 0.45)0.06640.09950.17450.08970.0897
(0.6, 0.4)0.08140.10070.19060.07970.0797
(0.65, 0.35)0.07550.10350.18970.09000.0900
(0.7, 0.3)0.07010.08640.19310.09190.0919
(0.75, 0.25)0.07600.09570.18300.10430.1043
(0.8, 0.2)0.08160.09890.18330.11870.1187
(0.85, 0.15)0.09740.10870.19210.13850.1385
(0.9, 0.1)0.12920.13080.20950.17050.1705
(0.95, 0.05)0.23270.18030.24520.22420.2242
(1.0, 0.0)0.00000.00970.84410.00000.0000
- -
target: E41
-
train: [0.98064628 0.01935372]
-
validation: [0.98056156 0.01943844]
-
evaluate_binary: 279.480s
-
evaluate_multiclass: 130.254s
-
kfcv: 167.427s
-
atc_mc: 141.283s
-
atc_ne: 169.435s
-
doc_feat: 82.077s
-
rca_score: 1007.269s
-
rca_star_score: 1022.263s
-
tot: 1072.119s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.00000.09530.88220.27380.27380.88060.89620.8990
(0.05, 0.95)0.05000.14180.83890.27000.27000.83740.85290.8557
(0.1, 0.9)0.09980.18470.79610.25810.25810.79470.81010.8129
(0.15, 0.85)0.14990.23250.74910.23370.23370.74770.76310.7659
(0.2, 0.8)0.19960.28150.70030.22100.22100.69900.71430.7171
(0.25, 0.75)0.24960.31120.66170.22390.22390.66050.67570.6785
(0.3, 0.7)0.29590.31540.61170.19560.19560.6106NaNNaN
(0.35, 0.65)0.31830.29410.56730.18130.18130.56630.58130.5841
(0.4, 0.6)0.30310.27360.52380.16620.16620.52290.53780.5406
(0.45, 0.55)0.27300.24640.47750.15560.15560.47670.49150.4943
(0.5, 0.5)0.24400.21640.43540.14220.14220.43470.44940.4522
(0.55, 0.45)0.21570.19310.38970.12870.12870.3891NaNNaN
(0.6, 0.4)0.18180.16700.34190.10600.10600.3413NaNNaN
(0.65, 0.35)0.15090.13820.29920.09760.09760.2987NaNNaN
(0.7, 0.3)0.12200.11290.25320.08620.08620.2528NaNNaN
(0.75, 0.25)0.08680.08080.20720.07030.07030.2069NaNNaN
(0.8, 0.2)0.06320.05770.16250.05380.05380.1623NaNNaN
(0.85, 0.15)0.04230.03850.11890.03930.03930.1188NaNNaN
(0.9, 0.1)0.02570.02690.07300.02840.02840.0730NaNNaN
(0.95, 0.05)0.01900.01940.02790.01470.01470.0280NaNNaN
(1.0, 0.0)0.00060.00050.01660.00200.00200.0164NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00010.17100.43930.18010.1801
(0.05, 0.95)0.00820.17420.44210.17620.1762
(0.1, 0.9)0.01600.17030.44630.17230.1723
(0.15, 0.85)0.02460.17550.44290.17770.1777
(0.2, 0.8)0.03410.18570.43470.18460.1846
(0.25, 0.75)0.04010.17150.44870.17050.1705
(0.3, 0.7)0.05000.18120.43820.18050.1805
(0.35, 0.65)0.05500.17880.43950.17920.1792
(0.4, 0.6)0.05500.17810.44280.17570.1757
(0.45, 0.55)0.05440.17920.43990.17680.1768
(0.5, 0.5)0.05180.16890.44940.16930.1693
(0.55, 0.45)0.05140.17200.44740.16890.1689
(0.6, 0.4)0.05190.17870.43620.18160.1816
(0.65, 0.35)0.04420.16950.44780.17160.1716
(0.7, 0.3)0.04370.16850.44290.17620.1762
(0.75, 0.25)0.04030.16650.43830.17980.1798
(0.8, 0.2)0.03800.15230.43930.17800.1780
(0.85, 0.15)0.03150.14000.45320.16520.1652
(0.9, 0.1)0.02960.12250.45140.16710.1671
(0.95, 0.05)0.08540.16860.45230.16900.1690
(1.0, 0.0)0.02000.01980.62130.00000.0000
- -
target: E51
-
train: [0.97235182 0.02764818]
-
validation: [0.97226782 0.02773218]
-
evaluate_binary: 347.216s
-
evaluate_multiclass: 198.698s
-
kfcv: 107.965s
-
atc_mc: 165.906s
-
atc_ne: 106.609s
-
doc_feat: 77.541s
-
rca_score: 937.639s
-
rca_star_score: 952.963s
-
tot: 1000.226s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.03110.05850.90860.47200.47200.90880.93150.9347
(0.05, 0.95)0.07360.09810.87030.45100.45100.8705NaNNaN
(0.1, 0.9)0.12260.15130.81810.43030.43030.81840.84100.8442
(0.15, 0.85)0.16480.19310.77070.40840.40840.77110.79360.7968
(0.2, 0.8)0.20770.22170.72080.38030.38030.72120.74370.7469
(0.25, 0.75)0.22840.24060.67820.34940.34940.67870.70110.7043
(0.3, 0.7)0.20610.23090.63100.33490.33490.6316NaNNaN
(0.35, 0.65)0.19080.23930.58400.30430.30430.5847NaNNaN
(0.4, 0.6)0.17260.23720.53650.27740.27740.5372NaNNaN
(0.45, 0.55)0.14620.19500.48830.25260.25260.4891NaNNaN
(0.5, 0.5)0.12170.19620.44660.24610.24610.4475NaNNaN
(0.55, 0.45)0.09940.15050.39640.21240.21240.3974NaNNaN
(0.6, 0.4)0.08180.15110.34920.18880.18880.3502NaNNaN
(0.65, 0.35)0.06640.14880.30160.16440.16440.3027NaNNaN
(0.7, 0.3)0.05090.08160.25590.13760.13760.2571NaNNaN
(0.75, 0.25)0.03440.06400.20640.11370.11370.2076NaNNaN
(0.8, 0.2)0.03170.04780.16190.09070.09070.1632NaNNaN
(0.85, 0.15)0.03090.03420.11460.06660.06660.1160NaNNaN
(0.9, 0.1)0.02890.02890.06790.04140.04140.0694NaNNaN
(0.95, 0.05)0.02400.02320.02020.02020.02020.0217NaNNaN
(1.0, 0.0)0.00260.00260.02570.00680.00680.0241NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.05760.10850.42970.11530.1153
(0.05, 0.95)0.04930.09550.44550.10120.1012
(0.1, 0.9)0.05330.10800.43560.11070.1107
(0.15, 0.85)0.04520.10840.43470.10710.1071
(0.2, 0.8)0.05210.11610.42810.11580.1158
(0.25, 0.75)0.04970.10670.43740.10540.1054
(0.3, 0.7)0.05750.10760.43690.10740.1074
(0.35, 0.65)0.05780.10650.43700.10870.1087
(0.4, 0.6)0.05180.10350.43520.10900.1090
(0.45, 0.55)0.04680.10440.43190.11030.1103
(0.5, 0.5)0.04090.09050.44930.09520.0952
(0.55, 0.45)0.04600.09400.43780.10880.1088
(0.6, 0.4)0.04860.08950.43680.10490.1049
(0.65, 0.35)0.04180.09770.43400.11290.1129
(0.7, 0.3)0.04260.08490.44100.10480.1048
(0.75, 0.25)0.03940.09150.42440.12050.1205
(0.8, 0.2)0.04650.07850.44220.10930.1093
(0.85, 0.15)0.04840.07820.44130.10250.1025
(0.9, 0.1)0.08220.10070.44580.09960.0996
(0.95, 0.05)0.11290.13450.43050.12890.1289
(1.0, 0.0)0.00000.03330.55140.00000.0000
- -
target: ECAT
-
train: [0.85104545 0.14895455]
-
validation: [0.85097192 0.14902808]
-
evaluate_binary: 264.961s
-
evaluate_multiclass: 139.511s
-
kfcv: 164.571s
-
atc_mc: 164.474s
-
atc_ne: 104.597s
-
doc_feat: 120.243s
-
rca_score: 1226.111s
-
rca_star_score: 1194.784s
-
tot: 1281.006s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.01950.02630.40860.12410.12410.41240.36480.3803
(0.05, 0.95)0.06140.06830.38280.11360.11360.38670.35230.3775
(0.1, 0.9)0.06730.07260.36320.11440.11440.36720.36000.3912
(0.15, 0.85)0.06690.07080.34350.10880.10880.34760.35490.3896
(0.2, 0.8)0.06640.07230.32360.10720.10720.32780.33150.3654
(0.25, 0.75)0.05660.05850.29410.10030.10030.29840.29490.3291
(0.3, 0.7)0.05420.05500.27270.08940.08940.27710.26870.3028
(0.35, 0.65)0.05100.04830.24280.08370.08370.24730.23650.2706
(0.4, 0.6)0.04670.04750.21960.07150.07150.22420.21100.2450
(0.45, 0.55)0.04600.04800.19840.07010.07010.20310.18910.2232
(0.5, 0.5)0.04300.04120.17000.05680.05680.17480.16030.1943
(0.55, 0.45)0.04800.04130.14210.04450.04450.14700.13220.1662
(0.6, 0.4)0.04030.04010.12020.04520.04520.12520.11030.1443
(0.65, 0.35)0.04050.03920.09430.03980.03980.09940.08440.1184
(0.7, 0.3)0.03620.03590.07350.03520.03520.07870.06360.0976
(0.75, 0.25)0.03900.03930.05460.03480.03480.05940.04580.0775
(0.8, 0.2)0.03920.03690.03410.02930.02930.03870.02620.0564
(0.85, 0.15)0.03160.03000.01860.02500.02500.02010.01840.0321
(0.9, 0.1)0.02650.02300.02090.01930.01930.01800.02810.0151
(0.95, 0.05)0.02350.02200.04050.01720.01720.03500.05040.0189
(1.0, 0.0)0.00920.00850.06580.01560.01560.0600NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.01830.02380.14480.05200.0520
(0.05, 0.95)0.03860.04510.14300.04970.0497
(0.1, 0.9)0.04350.04970.14710.04950.0495
(0.15, 0.85)0.04560.04920.15130.05270.0527
(0.2, 0.8)0.05050.05480.15680.05040.0504
(0.25, 0.75)0.04670.04710.15000.04920.0492
(0.3, 0.7)0.04880.04760.15410.05720.0572
(0.35, 0.65)0.05350.04740.14790.05770.0577
(0.4, 0.6)0.04920.04820.14830.05840.0584
(0.45, 0.55)0.04900.05110.15350.06250.0625
(0.5, 0.5)0.05640.05000.14690.07300.0730
(0.55, 0.45)0.07370.05540.13890.08270.0827
(0.6, 0.4)0.06280.05740.14240.07520.0752
(0.65, 0.35)0.08250.06460.13890.08930.0893
(0.7, 0.3)0.07380.06970.14350.08980.0898
(0.75, 0.25)0.10890.09500.15870.09370.0937
(0.8, 0.2)0.13240.11010.17360.10570.1057
(0.85, 0.15)0.13570.11690.18370.11130.1113
(0.9, 0.1)0.18050.14090.19260.13640.1364
(0.95, 0.05)0.27620.24470.25620.19960.1996
(1.0, 0.0)0.03560.07910.82650.09280.0928
- -
target: G15
-
train: [0.9843615 0.0156385]
-
validation: [0.98427646 0.01572354]
-
evaluate_binary: 353.823s
-
evaluate_multiclass: 120.493s
-
kfcv: 151.945s
-
atc_mc: 155.115s
-
atc_ne: 92.674s
-
doc_feat: 76.970s
-
rca_score: 1121.730s
-
rca_star_score: 1112.820s
-
tot: 1165.059s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.13940.13130.84620.26770.26770.84520.85670.8599
(0.05, 0.95)0.17830.17370.80440.24590.24590.80350.81490.8181
(0.1, 0.9)0.21990.21490.76550.24060.24060.76470.77600.7792
(0.15, 0.85)0.26660.26490.71780.22220.22220.71710.72830.7315
(0.2, 0.8)0.31290.30970.67190.20810.20810.67130.68240.6856
(0.25, 0.75)0.35550.33970.63000.19590.19590.62950.64050.6437
(0.3, 0.7)0.39390.34260.58140.17230.17230.58100.59190.5951
(0.35, 0.65)0.39780.33300.54280.16170.16170.54250.55330.5565
(0.4, 0.6)0.37210.32470.50130.15720.15720.50120.51180.5150
(0.45, 0.55)0.34330.29490.45380.12770.12770.45380.46430.4675
(0.5, 0.5)0.30820.28930.42000.13380.13380.42010.43050.4337
(0.55, 0.45)0.27920.28980.36690.11000.11000.36710.37740.3806
(0.6, 0.4)0.24890.25890.32660.09620.09620.32690.33710.3403
(0.65, 0.35)0.21290.22170.28650.08660.08660.28690.29700.3002
(0.7, 0.3)0.17380.18220.24310.07320.07320.24360.25360.2568
(0.75, 0.25)0.14430.13950.19980.05760.05760.2004NaNNaN
(0.8, 0.2)0.10720.11550.15850.05110.05110.1593NaNNaN
(0.85, 0.15)0.07970.09060.11380.04040.04040.1147NaNNaN
(0.9, 0.1)0.04920.04870.07120.02740.02740.0722NaNNaN
(0.95, 0.05)0.02410.02460.02910.01640.01640.0302NaNNaN
(1.0, 0.0)0.00180.00160.01370.00160.00160.0125NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.24280.22750.37020.21310.2131
(0.05, 0.95)0.23560.22660.37220.20630.2063
(0.1, 0.9)0.23320.22360.37960.19780.1978
(0.15, 0.85)0.23960.23620.37150.20740.2074
(0.2, 0.8)0.24550.24140.36650.20850.2085
(0.25, 0.75)0.24570.24420.36810.21250.2125
(0.3, 0.7)0.25070.25090.35620.22150.2215
(0.35, 0.65)0.24540.24420.36540.20820.2082
(0.4, 0.6)0.24300.24110.36880.20730.2073
(0.45, 0.55)0.25500.24910.35640.22450.2245
(0.5, 0.5)0.22520.22260.38280.19440.1944
(0.55, 0.45)0.25880.25160.35060.22830.2283
(0.6, 0.4)0.24290.24110.35840.22160.2216
(0.65, 0.35)0.23770.23330.36870.21240.2124
(0.7, 0.3)0.23150.22770.36730.21600.2160
(0.75, 0.25)0.23400.22010.36710.22170.2217
(0.8, 0.2)0.20460.20610.37820.20730.2073
(0.85, 0.15)0.23350.21940.36250.22750.2275
(0.9, 0.1)0.20540.19630.36760.23550.2355
(0.95, 0.05)0.17760.14200.40640.20390.2039
(1.0, 0.0)0.00000.01160.61450.00000.0000
- -
target: GCAT
-
train: [0.69889407 0.30110593]
-
validation: [0.69892009 0.30107991]
-
evaluate_binary: 267.282s
-
evaluate_multiclass: 139.971s
-
kfcv: 180.088s
-
atc_mc: 180.896s
-
atc_ne: 172.480s
-
doc_feat: 138.047s
-
rca_score: 1202.504s
-
rca_star_score: 1201.723s
-
tot: 1263.883s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.01210.01550.07620.02930.02930.07680.52840.5080
(0.05, 0.95)0.03200.02850.07290.03200.03200.07350.53190.5115
(0.1, 0.9)0.02900.02790.06540.03520.03520.06610.53950.5191
(0.15, 0.85)0.02670.02550.05880.02630.02630.05950.54600.5256
(0.2, 0.8)0.02440.02730.05030.02490.02490.05110.55490.5345
(0.25, 0.75)0.02570.02630.05280.02650.02650.05370.54760.5268
(0.3, 0.7)0.02920.02980.04580.02580.02580.04650.52000.4984
(0.35, 0.65)0.03120.03260.04590.03010.03010.04670.37380.3537
(0.4, 0.6)0.03450.03120.03480.02460.02460.03560.20860.1981
(0.45, 0.55)0.03180.02890.03090.02070.02070.03180.03960.0461
(0.5, 0.5)0.03100.03270.03070.02510.02510.03150.07540.0612
(0.55, 0.45)0.03120.03120.02480.02510.02510.02540.15360.1338
(0.6, 0.4)0.03130.03040.02090.02330.02330.02140.19200.1716
(0.65, 0.35)0.02450.02480.01800.01820.01820.01850.19870.1784
(0.7, 0.3)0.02820.02630.01630.01900.01900.01630.20660.1863
(0.75, 0.25)0.02610.02580.01710.01520.01520.01720.20470.1844
(0.8, 0.2)0.02470.02370.01790.01870.01870.01750.21520.1949
(0.85, 0.15)0.02230.02140.01770.01650.01650.01710.21750.1972
(0.9, 0.1)0.02350.02230.02000.01540.01540.01910.22240.2021
(0.95, 0.05)0.01610.01430.02580.01300.01300.02450.23180.2115
(1.0, 0.0)0.00780.00940.02970.01220.01220.0282NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00710.00910.01510.01630.0163
(0.05, 0.95)0.01840.01630.01670.01920.0192
(0.1, 0.9)0.01750.01680.01800.02170.0217
(0.15, 0.85)0.01720.01610.01670.01730.0173
(0.2, 0.8)0.01620.01810.01660.01650.0165
(0.25, 0.75)0.01810.01870.01960.01870.0187
(0.3, 0.7)0.02300.02300.02110.02050.0205
(0.35, 0.65)0.02610.02660.02470.02510.0251
(0.4, 0.6)0.03150.02770.02340.02390.0239
(0.45, 0.55)0.03150.02850.02170.02260.0226
(0.5, 0.5)0.03360.03480.02890.02790.0279
(0.55, 0.45)0.03930.03840.02850.03060.0306
(0.6, 0.4)0.04420.04180.03060.03250.0325
(0.65, 0.35)0.03850.03840.03320.02860.0286
(0.7, 0.3)0.05250.04840.03430.03580.0358
(0.75, 0.25)0.05820.05690.05200.03290.0329
(0.8, 0.2)0.06860.06360.05080.05000.0500
(0.85, 0.15)0.08540.08030.07100.05630.0563
(0.9, 0.1)0.12580.11500.10430.07750.0775
(0.95, 0.05)0.18700.15460.14050.10320.1032
(1.0, 0.0)0.05900.09030.94170.40250.4025
- -
target: GCRIM
-
train: [0.95109729 0.04890271]
-
validation: [0.95101512 0.04898488]
-
evaluate_binary: 351.759s
-
evaluate_multiclass: 190.396s
-
kfcv: 163.725s
-
atc_mc: 109.508s
-
atc_ne: 103.056s
-
doc_feat: 131.868s
-
rca_score: 1163.895s
-
rca_star_score: 1137.033s
-
tot: 1206.507s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.04790.07200.65500.13940.13940.65430.66930.6846
(0.05, 0.95)0.09550.12200.61940.13550.13550.61890.63370.6489
(0.1, 0.9)0.13400.16450.58630.12820.12820.58590.60060.6158
(0.15, 0.85)0.16370.18130.54650.11580.11580.54620.56080.5760
(0.2, 0.8)0.15600.17710.51570.11850.11850.51550.53000.5452
(0.25, 0.75)0.17250.17630.49000.10610.10610.48990.50430.5195
(0.3, 0.7)0.14640.15320.44590.09440.09440.44590.46020.4754
(0.35, 0.65)0.13790.14180.41120.09500.09500.41130.42550.4407
(0.4, 0.6)0.11900.12720.37570.08580.08580.37600.39000.4052
(0.45, 0.55)0.10580.11130.34430.07520.07520.34470.35860.3738
(0.5, 0.5)0.09640.09830.30680.06510.06510.30730.32110.3363
(0.55, 0.45)0.09070.08860.27210.05840.05840.27270.28640.3016
(0.6, 0.4)0.06380.07080.24290.06250.06250.24360.25720.2724
(0.65, 0.35)0.06130.05970.21210.05670.05670.21290.22640.2416
(0.7, 0.3)0.05490.05060.17070.04210.04210.17170.18500.2002
(0.75, 0.25)0.03950.04320.14430.04320.04320.14540.15860.1738
(0.8, 0.2)0.03400.03060.10850.03280.03280.10970.12280.1380
(0.85, 0.15)0.02800.02540.07240.02690.02690.07370.08670.1019
(0.9, 0.1)0.02120.02110.03850.02020.02020.0399NaNNaN
(0.95, 0.05)0.01710.01780.00900.01390.01390.0093NaNNaN
(1.0, 0.0)0.00350.00290.03130.00500.00500.0296NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.06900.09010.27810.21290.2129
(0.05, 0.95)0.08450.11080.27630.20690.2069
(0.1, 0.9)0.08980.12620.27790.20980.2098
(0.15, 0.85)0.10800.14050.27040.21360.2136
(0.2, 0.8)0.10410.14390.27570.20740.2074
(0.25, 0.75)0.14470.15590.28860.21920.2192
(0.3, 0.7)0.13860.14910.27340.22140.2214
(0.35, 0.65)0.14450.15000.27280.21730.2173
(0.4, 0.6)0.13040.14360.27070.21900.2190
(0.45, 0.55)0.12880.14000.27680.22380.2238
(0.5, 0.5)0.13790.13820.26800.21930.2193
(0.55, 0.45)0.16240.14590.26670.22210.2221
(0.6, 0.4)0.11140.13090.28150.22030.2203
(0.65, 0.35)0.12490.13310.29300.20730.2073
(0.7, 0.3)0.17160.14190.26860.23970.2397
(0.75, 0.25)0.13370.14580.30310.21030.2103
(0.8, 0.2)0.14520.14610.30200.23720.2372
(0.85, 0.15)0.18600.16040.29970.23930.2393
(0.9, 0.1)0.19460.19350.31370.27010.2701
(0.95, 0.05)0.25050.24550.34020.28790.2879
(1.0, 0.0)0.01040.03710.75210.00000.0000
- -
target: GDIP
-
train: [0.95662692 0.04337308]
-
validation: [0.95663067 0.04336933]
-
evaluate_binary: 413.043s
-
evaluate_multiclass: 184.927s
-
kfcv: 111.445s
-
atc_mc: 110.721s
-
atc_ne: 109.317s
-
doc_feat: 127.169s
-
rca_score: 1106.672s
-
rca_star_score: 1122.975s
-
tot: 1177.098s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.05790.09360.77700.39060.39060.77680.79460.8082
(0.05, 0.95)0.09840.13940.73880.37350.37350.73870.75640.7700
(0.1, 0.9)0.13890.18280.70360.35920.35920.70360.72120.7348
(0.15, 0.85)0.17560.19740.65800.33760.33760.65810.67560.6892
(0.2, 0.8)0.17320.18810.62130.33210.33210.62160.63890.6525
(0.25, 0.75)0.15630.17610.58740.31350.31350.58780.60500.6186
(0.3, 0.7)0.14340.16380.53860.27990.27990.53910.55620.5698
(0.35, 0.65)0.12230.14370.49830.25860.25860.49890.51590.5295
(0.4, 0.6)0.10920.13220.46320.24680.24680.46390.48080.4944
(0.45, 0.55)0.08940.11770.41750.21600.21600.41830.43510.4487
(0.5, 0.5)0.08250.10690.37540.18860.18860.37630.39300.4066
(0.55, 0.45)0.06110.08010.33330.18120.18120.33440.35090.3645
(0.6, 0.4)0.05660.06340.29380.15680.15680.29500.31140.3250
(0.65, 0.35)0.04760.05630.25330.13880.13880.25460.27090.2845
(0.7, 0.3)0.03380.04150.21300.11870.11870.21440.23060.2442
(0.75, 0.25)0.03020.03220.17250.09660.09660.17410.19010.2037
(0.8, 0.2)0.02830.02690.13310.08180.08180.1348NaNNaN
(0.85, 0.15)0.02680.02860.09200.05750.05750.0938NaNNaN
(0.9, 0.1)0.02180.02590.04770.03250.03250.0496NaNNaN
(0.95, 0.05)0.01700.01690.01070.01800.01800.0120NaNNaN
(1.0, 0.0)0.00500.00380.03080.00490.00490.0286NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.09330.14470.39760.15300.1530
(0.05, 0.95)0.09360.15370.40080.13920.1392
(0.1, 0.9)0.09280.16930.40970.14400.1440
(0.15, 0.85)0.12100.17990.40200.14510.1451
(0.2, 0.8)0.13760.18500.40840.13330.1333
(0.25, 0.75)0.12260.18150.42170.13610.1361
(0.3, 0.7)0.12310.17700.40560.14180.1418
(0.35, 0.65)0.11970.17520.40780.14160.1416
(0.4, 0.6)0.12180.17870.41960.13830.1383
(0.45, 0.55)0.09720.17230.41010.13940.1394
(0.5, 0.5)0.10570.17360.40640.16260.1626
(0.55, 0.45)0.10860.16110.40180.14050.1405
(0.6, 0.4)0.12790.15120.40710.15480.1548
(0.65, 0.35)0.11070.14230.40520.14090.1409
(0.7, 0.3)0.11280.14370.40640.16150.1615
(0.75, 0.25)0.13230.13370.41180.17280.1728
(0.8, 0.2)0.12940.11320.42420.16970.1697
(0.85, 0.15)0.17550.15550.42680.20840.2084
(0.9, 0.1)0.17690.17600.38120.24720.2472
(0.95, 0.05)0.20560.20660.42100.25430.2543
(1.0, 0.0)0.01010.04400.71730.00670.0067
- -
target: GPOL
-
train: [0.92889234 0.07110766]
-
validation: [0.9288121 0.0711879]
-
evaluate_binary: 269.509s
-
evaluate_multiclass: 195.577s
-
kfcv: 109.578s
-
atc_mc: 112.040s
-
atc_ne: 171.498s
-
doc_feat: 127.471s
-
rca_score: 1224.001s
-
rca_star_score: 1196.316s
-
tot: 1275.440s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.00020.03480.55520.19190.19190.55620.57130.5899
(0.05, 0.95)0.04940.08800.53120.18800.18800.53240.54560.5643
(0.1, 0.9)0.08970.12410.51090.17710.17710.51210.52360.5424
(0.15, 0.85)0.08970.11960.46090.16060.16060.46230.47410.4929
(0.2, 0.8)0.08650.11980.44880.15530.15530.45030.46070.4795
(0.25, 0.75)0.07890.11170.41300.13520.13520.41460.42490.4436
(0.3, 0.7)0.06750.10240.38480.13710.13710.38650.39660.4154
(0.35, 0.65)0.05790.08390.34880.12470.12470.35070.36060.3793
(0.4, 0.6)0.04780.07090.32300.11240.11240.32500.33470.3535
(0.45, 0.55)0.04550.06710.28860.09650.09650.29070.30030.3191
(0.5, 0.5)0.03450.05280.25440.08400.08400.25660.26610.2849
(0.55, 0.45)0.03990.05270.22990.07900.07900.23220.24160.2604
(0.6, 0.4)0.03540.05070.20630.07420.07420.20880.21800.2368
(0.65, 0.35)0.02890.03830.16430.06430.06430.16690.17600.1948
(0.7, 0.3)0.03230.04060.14410.05570.05570.14680.15580.1746
(0.75, 0.25)0.02780.03010.10980.04580.04580.11260.12150.1403
(0.8, 0.2)0.03020.03590.08600.03600.03600.08890.09770.1165
(0.85, 0.15)0.02220.02680.04970.02780.02780.05280.06140.0802
(0.9, 0.1)0.02630.02690.02290.02010.02010.02520.03340.0521
(0.95, 0.05)0.01880.01910.01370.01490.01490.0116NaNNaN
(1.0, 0.0)0.01160.01030.03750.00980.00980.0341NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00020.03730.21910.07850.0785
(0.05, 0.95)0.02020.06410.22550.07580.0758
(0.1, 0.9)0.03670.08480.23660.07440.0744
(0.15, 0.85)0.03940.08490.21420.08120.0812
(0.2, 0.8)0.03920.09020.23560.08060.0806
(0.25, 0.75)0.03790.09010.22870.09430.0943
(0.3, 0.7)0.03460.09040.23080.08470.0847
(0.35, 0.65)0.03150.07730.22300.07900.0790
(0.4, 0.6)0.02880.07310.23050.09450.0945
(0.45, 0.55)0.03120.07570.22250.10390.1039
(0.5, 0.5)0.02620.06890.21550.10020.1002
(0.55, 0.45)0.03350.07060.22710.10770.1077
(0.6, 0.4)0.03700.07960.24460.10740.1074
(0.65, 0.35)0.03360.06520.21040.10630.1063
(0.7, 0.3)0.05230.08240.24100.13490.1349
(0.75, 0.25)0.05080.07220.23150.11760.1176
(0.8, 0.2)0.06760.09510.26000.13000.1300
(0.85, 0.15)0.07480.10200.23410.13740.1374
(0.9, 0.1)0.14140.14960.26100.21210.2121
(0.95, 0.05)0.20850.21070.26910.22860.2286
(1.0, 0.0)0.09380.15260.79050.07490.0749
- -
target: GVIO
-
train: [0.95187489 0.04812511]
-
validation: [0.95179266 0.04820734]
-
evaluate_binary: 348.091s
-
evaluate_multiclass: 119.628s
-
kfcv: 101.483s
-
atc_mc: 99.585s
-
atc_ne: 93.777s
-
doc_feat: 105.866s
-
rca_score: 1212.214s
-
rca_star_score: 1206.863s
-
tot: 1254.673s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.25610.17060.63990.17720.17720.63980.64850.6616
(0.05, 0.95)0.30100.20670.61320.16040.16040.61320.62130.6345
(0.1, 0.9)0.33860.23690.57860.15930.15930.57870.58650.5997
(0.15, 0.85)0.33430.24070.54170.14860.14860.54190.54950.5627
(0.2, 0.8)0.31170.22640.51700.15230.15230.51740.52460.5378
(0.25, 0.75)0.30210.22260.48100.13330.13330.48150.48850.5018
(0.3, 0.7)0.28560.21240.44280.11530.11530.44340.45030.4636
(0.35, 0.65)0.25960.19060.41220.11820.11820.41300.41970.4329
(0.4, 0.6)0.23020.17680.38060.10860.10860.38150.38810.4013
(0.45, 0.55)0.19450.14630.34480.10860.10860.34580.35230.3655
(0.5, 0.5)0.18490.14710.31680.09500.09500.31790.32430.3375
(0.55, 0.45)0.15680.12310.27380.07940.07940.27510.28130.2945
(0.6, 0.4)0.14390.11570.24200.07420.07420.24340.24950.2627
(0.65, 0.35)0.11620.09430.20820.06510.06510.20970.21570.2289
(0.7, 0.3)0.09480.07540.17280.05450.05450.17450.18030.1935
(0.75, 0.25)0.08120.06760.13710.04510.04510.13890.14460.1578
(0.8, 0.2)0.05930.05030.11130.04170.04170.11320.11880.1320
(0.85, 0.15)0.04660.04020.07380.03230.03230.07580.08130.0945
(0.9, 0.1)0.03030.02620.04070.02100.02100.0428NaNNaN
(0.95, 0.05)0.02180.01920.00970.01290.01290.0110NaNNaN
(1.0, 0.0)0.00620.00500.02730.00590.00590.0249NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.36540.22740.29580.16300.1630
(0.05, 0.95)0.38830.23150.30370.17710.1771
(0.1, 0.9)0.39760.23100.30290.17320.1732
(0.15, 0.85)0.36970.22920.29870.17280.1728
(0.2, 0.8)0.35780.22110.31080.16150.1615
(0.25, 0.75)0.37810.23840.30830.17030.1703
(0.3, 0.7)0.38080.23990.30170.18110.1811
(0.35, 0.65)0.38260.23230.30780.17180.1718
(0.4, 0.6)0.37060.24140.31200.16920.1692
(0.45, 0.55)0.34290.21750.30800.15200.1520
(0.5, 0.5)0.35410.23900.32220.17180.1718
(0.55, 0.45)0.35110.24040.30060.16660.1666
(0.6, 0.4)0.37610.26130.30750.18770.1877
(0.65, 0.35)0.33950.24290.30630.17310.1731
(0.7, 0.3)0.33030.23220.30310.17540.1754
(0.75, 0.25)0.36590.27580.29160.19000.1900
(0.8, 0.2)0.33300.26450.33600.19860.1986
(0.85, 0.15)0.33680.26710.31770.21870.2187
(0.9, 0.1)0.31290.27310.33360.22630.2263
(0.95, 0.05)0.33850.29610.32690.27670.2767
(1.0, 0.0)0.02010.04120.79100.00670.0067
- -
target: GVOTE
-
train: [0.9850527 0.0149473]
-
validation: [0.985054 0.014946]
-
evaluate_binary: 411.703s
-
evaluate_multiclass: 176.863s
-
kfcv: 110.327s
-
atc_mc: 169.946s
-
atc_ne: 103.675s
-
doc_feat: 82.976s
-
rca_score: 939.116s
-
rca_star_score: 952.807s
-
tot: 999.321s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.04600.06430.92420.67300.67300.92340.93130.9356
(0.05, 0.95)0.08880.10530.88320.65600.65600.8825NaNNaN
(0.1, 0.9)0.13410.15240.83600.61890.61890.83540.84310.8474
(0.15, 0.85)0.17990.19650.79170.59080.59080.7912NaNNaN
(0.2, 0.8)0.23410.24520.73960.55010.55010.7391NaNNaN
(0.25, 0.75)0.27960.26400.69300.51330.51330.69260.70010.7044
(0.3, 0.7)0.32360.25210.64870.48210.48210.6484NaNNaN
(0.35, 0.65)0.34180.24140.59960.44430.44430.5994NaNNaN
(0.4, 0.6)0.31610.21890.55170.41610.41610.5516NaNNaN
(0.45, 0.55)0.29270.19950.50610.37820.37820.5060NaNNaN
(0.5, 0.5)0.26660.18460.45690.34050.34050.4569NaNNaN
(0.55, 0.45)0.23550.15880.41370.31130.31130.4138NaNNaN
(0.6, 0.4)0.20780.14490.36340.27070.27070.3636NaNNaN
(0.65, 0.35)0.17230.11870.31640.23770.23770.3166NaNNaN
(0.7, 0.3)0.14250.09310.27270.20800.20800.2730NaNNaN
(0.75, 0.25)0.10640.06810.22500.17490.17490.2254NaNNaN
(0.8, 0.2)0.08640.05750.17610.13600.13600.1766NaNNaN
(0.85, 0.15)0.05210.03480.12970.10140.10140.1303NaNNaN
(0.9, 0.1)0.02870.02240.08230.06830.06830.0830NaNNaN
(0.95, 0.05)0.02080.01920.03620.03600.03600.0369NaNNaN
(1.0, 0.0)0.00110.00100.01140.00040.00040.0106NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.08550.11970.57440.09490.0949
(0.05, 0.95)0.07790.10920.58510.08750.0875
(0.1, 0.9)0.07450.10910.58510.09020.0902
(0.15, 0.85)0.07140.10360.59080.07970.0797
(0.2, 0.8)0.08640.11420.58020.08590.0859
(0.25, 0.75)0.08380.11330.58100.08160.0816
(0.3, 0.7)0.08290.10670.58770.08430.0843
(0.35, 0.65)0.08540.11140.58300.08550.0855
(0.4, 0.6)0.08720.11460.57980.09370.0937
(0.45, 0.55)0.08670.10940.58490.09220.0922
(0.5, 0.5)0.08890.11720.57710.08510.0851
(0.55, 0.45)0.07740.10270.59130.09020.0902
(0.6, 0.4)0.08230.11630.57760.09630.0963
(0.65, 0.35)0.07970.11550.57730.10150.1015
(0.7, 0.3)0.07150.09730.59630.08930.0893
(0.75, 0.25)0.07620.09890.59530.09540.0954
(0.8, 0.2)0.09300.11050.58170.11160.1116
(0.85, 0.15)0.08470.10230.58800.10280.1028
(0.9, 0.1)0.07620.10290.58200.11250.1125
(0.95, 0.05)0.07260.06480.61720.08240.0824
(1.0, 0.0)0.00000.00000.69440.00000.0000
- -
target: GWEA
-
train: [0.99421116 0.00578884]
-
validation: [0.99412527 0.00587473]
-
evaluate_binary: 262.208s
-
evaluate_multiclass: 108.019s
-
kfcv: 97.840s
-
atc_mc: 135.028s
-
atc_ne: 94.500s
-
doc_feat: 82.704s
-
rca_score: 374.076s
-
rca_star_score: 374.355s
-
tot: 415.864s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.00650.00730.98740.64090.64090.9869NaNNaN
(0.05, 0.95)0.05480.05550.93920.61980.61980.9387NaNNaN
(0.1, 0.9)0.10410.10520.88940.58770.58770.8890NaNNaN
(0.15, 0.85)0.15380.15470.83990.54880.54880.8395NaNNaN
(0.2, 0.8)0.20380.20490.78950.52670.52670.7892NaNNaN
(0.25, 0.75)0.25550.25650.73760.48430.48430.7373NaNNaN
(0.3, 0.7)0.30400.30260.68940.45790.45790.6892NaNNaN
(0.35, 0.65)0.35330.33240.64020.41870.41870.6400NaNNaN
(0.4, 0.6)0.40190.32060.59130.39060.39060.5912NaNNaN
(0.45, 0.55)0.45210.28950.54130.36090.36090.5412NaNNaN
(0.5, 0.5)0.49980.25520.49140.32640.32640.4914NaNNaN
(0.55, 0.45)0.52260.22080.44160.29600.29600.4416NaNNaN
(0.6, 0.4)0.47670.18980.39210.26310.26310.3922NaNNaN
(0.65, 0.35)0.41220.15680.34280.22550.22550.3429NaNNaN
(0.7, 0.3)0.33730.12200.29260.19110.19110.2928NaNNaN
(0.75, 0.25)0.25510.08400.24310.16400.16400.2433NaNNaN
(0.8, 0.2)0.18450.05610.19250.13200.13200.1928NaNNaN
(0.85, 0.15)0.11980.03270.14400.09740.09740.1443NaNNaN
(0.9, 0.1)0.05980.02110.09380.06530.06530.0942NaNNaN
(0.95, 0.05)0.02700.02210.04440.03370.03370.0448NaNNaN
(1.0, 0.0)0.00010.00000.00530.00020.00020.0048NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.01270.01430.59700.01430.0143
(0.05, 0.95)0.01000.01140.60000.01140.0114
(0.1, 0.9)0.00920.01160.59980.01160.0116
(0.15, 0.85)0.00930.01110.60030.01110.0111
(0.2, 0.8)0.01010.01280.59860.01280.0128
(0.25, 0.75)0.01550.01850.59290.01850.0185
(0.3, 0.7)0.01240.01480.59660.01480.0148
(0.35, 0.65)0.01160.01360.59780.01360.0136
(0.4, 0.6)0.00870.01110.60030.01110.0111
(0.45, 0.55)0.01070.01210.59930.01210.0121
(0.5, 0.5)0.01100.01280.59860.01280.0128
(0.55, 0.45)0.01170.01340.59800.01340.0134
(0.6, 0.4)0.01210.01260.59880.01260.0126
(0.65, 0.35)0.00860.01050.60080.01050.0105
(0.7, 0.3)0.01130.01350.59790.01350.0135
(0.75, 0.25)0.01090.01210.59920.01210.0121
(0.8, 0.2)0.01940.02080.59050.02090.0209
(0.85, 0.15)0.00860.00860.60280.00860.0086
(0.9, 0.1)0.01360.01640.59500.01640.0164
(0.95, 0.05)0.00740.00910.60140.01000.0100
(1.0, 0.0)0.00000.00020.61140.00000.0000
- -
target: M11
-
train: [0.94409884 0.05590116]
-
validation: [0.94410367 0.05589633]
-
evaluate_binary: 350.246s
-
evaluate_multiclass: 186.170s
-
kfcv: 106.680s
-
atc_mc: 169.230s
-
atc_ne: 99.756s
-
doc_feat: 75.310s
-
rca_score: 1245.803s
-
rca_star_score: 1216.185s
-
tot: 1288.407s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.00230.02190.34910.08630.08630.34860.44690.4354
(0.05, 0.95)0.05100.07230.32780.07440.07440.32740.35270.3499
(0.1, 0.9)0.09200.10520.31210.07440.07440.31180.29400.3077
(0.15, 0.85)0.09050.10090.28200.05920.05920.28180.25800.2777
(0.2, 0.8)0.08740.10530.26770.06310.06310.26760.25950.2801
(0.25, 0.75)0.08160.09370.25270.05940.05940.25270.25970.2814
(0.3, 0.7)0.06990.07890.22980.05130.05130.23000.23620.2575
(0.35, 0.65)0.06820.07960.21500.05320.05320.21530.21670.2376
(0.4, 0.6)0.05730.06350.19640.04830.04830.19680.19230.2133
(0.45, 0.55)0.05020.06060.18230.04690.04690.18280.17240.1934
(0.5, 0.5)0.04550.05420.15760.03790.03790.15820.14500.1660
(0.55, 0.45)0.03860.04260.14070.03560.03560.14140.12570.1467
(0.6, 0.4)0.03930.04500.12710.03810.03810.12790.11060.1315
(0.65, 0.35)0.03280.03880.11390.03600.03600.11480.09690.1176
(0.7, 0.3)0.03760.04040.09320.03560.03560.09420.07600.0966
(0.75, 0.25)0.02720.02730.07300.02820.02820.07420.05600.0764
(0.8, 0.2)0.03110.02470.05500.03000.03000.05630.03820.0583
(0.85, 0.15)0.02340.02320.03640.02230.02230.03780.02190.0397
(0.9, 0.1)0.01920.01830.01820.01600.01600.01940.01240.0210
(0.95, 0.05)0.01650.01350.00880.01170.01170.0089NaNNaN
(1.0, 0.0)0.00610.00550.01860.00330.00330.0169NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00180.01700.11400.03790.0379
(0.05, 0.95)0.02500.04260.11190.03870.0387
(0.1, 0.9)0.04610.06160.11410.04160.0416
(0.15, 0.85)0.04750.06170.10410.03970.0397
(0.2, 0.8)0.04990.07090.10740.04850.0485
(0.25, 0.75)0.04960.06630.11020.04700.0470
(0.3, 0.7)0.04690.05970.10540.04540.0454
(0.35, 0.65)0.05120.06710.10900.05580.0558
(0.4, 0.6)0.04380.05660.10880.04730.0473
(0.45, 0.55)0.04250.06060.11360.05050.0505
(0.5, 0.5)0.04290.05960.10510.05500.0550
(0.55, 0.45)0.04140.05210.10590.04910.0491
(0.6, 0.4)0.04750.06220.11490.05990.0599
(0.65, 0.35)0.04640.06500.12820.07020.0702
(0.7, 0.3)0.06660.07800.12510.07320.0732
(0.75, 0.25)0.06180.06300.12080.07170.0717
(0.8, 0.2)0.11690.08160.12400.09620.0962
(0.85, 0.15)0.11620.09820.12680.09940.0994
(0.9, 0.1)0.12450.10440.12860.11000.1100
(0.95, 0.05)0.22840.17080.15570.17460.1746
(1.0, 0.0)0.03680.06640.88680.05000.0500
- -
target: M12
-
train: [0.9683774 0.0316226]
-
validation: [0.96838013 0.03161987]
-
evaluate_binary: 388.733s
-
evaluate_multiclass: 144.432s
-
kfcv: 199.371s
-
atc_mc: 127.456s
-
atc_ne: 206.927s
-
doc_feat: 172.047s
-
rca_score: 1212.021s
-
rca_star_score: 1206.772s
-
tot: 1256.777s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.00300.03280.65410.14570.14570.65410.66750.6782
(0.05, 0.95)0.05360.08380.62550.13920.13920.62560.63870.6493
(0.1, 0.9)0.10400.14320.58070.12440.12440.58090.59380.6045
(0.15, 0.85)0.15000.18200.55330.11650.11650.55360.56610.5768
(0.2, 0.8)0.14690.16350.50930.10680.10680.50980.52200.5327
(0.25, 0.75)0.13940.16820.48280.10980.10980.48340.49540.5061
(0.3, 0.7)0.12750.14940.45200.10010.10010.45270.46460.4752
(0.35, 0.65)0.11070.13210.42090.09920.09920.42170.43340.4440
(0.4, 0.6)0.09680.11880.38200.08660.08660.38300.39450.4051
(0.45, 0.55)0.08500.10340.35210.08280.08280.35320.36450.3752
(0.5, 0.5)0.07420.09140.31330.07350.07350.31450.32570.3363
(0.55, 0.45)0.05940.07390.27870.07250.07250.28000.29110.3017
(0.6, 0.4)0.05140.06660.24260.05340.05340.24400.25500.2656
(0.65, 0.35)0.04980.06250.22050.06630.06630.22210.23290.2435
(0.7, 0.3)0.03690.05010.18440.05090.05090.18610.19680.2074
(0.75, 0.25)0.03790.03830.14630.04170.04170.14810.15870.1693
(0.8, 0.2)0.02750.03270.11280.03610.03610.11480.12520.1358
(0.85, 0.15)0.02440.02830.07650.02390.02390.07860.08890.0995
(0.9, 0.1)0.02050.02370.04460.02440.02440.0468NaNNaN
(0.95, 0.05)0.01610.01790.01440.01590.01590.0160NaNNaN
(1.0, 0.0)0.00210.00220.02240.00330.00330.0199NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00370.03910.22490.22810.2281
(0.05, 0.95)0.02350.06300.23110.23200.2320
(0.1, 0.9)0.04430.09560.21820.23640.2364
(0.15, 0.85)0.06280.12090.22600.24520.2452
(0.2, 0.8)0.06530.10970.21180.23010.2301
(0.25, 0.75)0.06850.12800.22230.23740.2374
(0.3, 0.7)0.06560.11930.22710.23120.2312
(0.35, 0.65)0.06660.11830.23200.23350.2335
(0.4, 0.6)0.05960.11280.22330.23110.2311
(0.45, 0.55)0.06570.11380.23130.24050.2405
(0.5, 0.5)0.05920.10570.22150.24020.2402
(0.55, 0.45)0.06170.10500.22010.23220.2322
(0.6, 0.4)0.05930.10890.21220.27150.2715
(0.65, 0.35)0.06420.11800.24970.20500.2050
(0.7, 0.3)0.06210.11810.24540.23670.2367
(0.75, 0.25)0.10270.11300.22730.23250.2325
(0.8, 0.2)0.08390.12120.23400.23420.2342
(0.85, 0.15)0.12760.15500.21510.26050.2605
(0.9, 0.1)0.14230.17240.24650.25510.2551
(0.95, 0.05)0.19280.20590.32030.28700.2870
(1.0, 0.0)0.01670.03930.71090.01000.0100
- -
target: M13
-
train: [0.93105236 0.06894764]
-
validation: [0.93105832 0.06894168]
-
evaluate_binary: 325.372s
-
evaluate_multiclass: 189.027s
-
kfcv: 110.743s
-
atc_mc: 176.696s
-
atc_ne: 105.095s
-
doc_feat: 77.559s
-
rca_score: 1219.115s
-
rca_star_score: 1234.910s
-
tot: 1284.729s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.00100.02130.36850.11150.11150.36670.44270.4345
(0.05, 0.95)0.05340.07570.33610.08870.08870.33440.39530.3930
(0.1, 0.9)0.09020.11360.32870.09750.09750.32710.31730.3267
(0.15, 0.85)0.09030.11470.30390.09140.09140.30250.28320.2987
(0.2, 0.8)0.07720.09620.27630.08420.08420.27500.27090.2862
(0.25, 0.75)0.07560.09620.27080.08700.08700.26960.27450.2912
(0.3, 0.7)0.06080.07630.24950.08580.08580.24840.24980.2662
(0.35, 0.65)0.05650.07500.23030.08140.08140.22930.22530.2418
(0.4, 0.6)0.05020.07130.21220.06310.06310.21130.20070.2172
(0.45, 0.55)0.04800.06140.18440.06010.06010.18360.16950.1861
(0.5, 0.5)0.03870.04950.17500.05740.05740.17440.15500.1716
(0.55, 0.45)0.03740.04880.15410.05040.05040.15350.13210.1488
(0.6, 0.4)0.02920.03750.13050.04130.04130.13010.10750.1242
(0.65, 0.35)0.03000.03660.11730.04580.04580.11700.09380.1105
(0.7, 0.3)0.02820.03500.09400.03660.03660.09380.07050.0872
(0.75, 0.25)0.02730.03260.07070.02940.02940.07060.04730.0638
(0.8, 0.2)0.02550.03000.05900.02880.02880.05900.03600.0521
(0.85, 0.15)0.01980.02420.03890.02430.02430.03910.01930.0322
(0.9, 0.1)0.01980.02290.01840.01710.01710.01860.01320.0139
(0.95, 0.05)0.01520.01520.00960.01330.01330.00950.02550.0114
(1.0, 0.0)0.00520.00470.02050.00380.00380.0200NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00080.01700.14340.03480.0348
(0.05, 0.95)0.02720.04580.13280.03270.0327
(0.1, 0.9)0.04490.06860.14300.03240.0324
(0.15, 0.85)0.04660.07220.13800.03940.0394
(0.2, 0.8)0.04270.06440.13040.04350.0435
(0.25, 0.75)0.04490.06880.14340.04310.0431
(0.3, 0.7)0.03840.05850.14200.04740.0474
(0.35, 0.65)0.03900.06290.14270.04700.0470
(0.4, 0.6)0.03690.06570.14400.04010.0401
(0.45, 0.55)0.03930.05920.13190.04170.0417
(0.5, 0.5)0.03430.05340.14710.04080.0408
(0.55, 0.45)0.03930.06090.14550.05350.0535
(0.6, 0.4)0.03510.05200.13720.05510.0551
(0.65, 0.35)0.04180.05840.15110.06080.0608
(0.7, 0.3)0.04800.06160.14470.06380.0638
(0.75, 0.25)0.06070.07220.13210.05930.0593
(0.8, 0.2)0.07840.08470.15950.07170.0717
(0.85, 0.15)0.07760.09470.16300.10190.1019
(0.9, 0.1)0.11810.13200.15370.10780.1078
(0.95, 0.05)0.20880.17830.18680.18600.1860
(1.0, 0.0)0.03990.07280.89900.12000.1200
- -
target: M131
-
train: [0.95930534 0.04069466]
-
validation: [0.95922246 0.04077754]
-
evaluate_binary: 301.469s
-
evaluate_multiclass: 233.836s
-
kfcv: 197.763s
-
atc_mc: 208.329s
-
atc_ne: 203.979s
-
doc_feat: 76.945s
-
rca_score: 1221.431s
-
rca_star_score: 1220.546s
-
tot: 1273.127s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.00080.02050.38720.06720.06720.38800.41220.4139
(0.05, 0.95)0.05060.07030.37310.06840.06840.37410.37590.3844
(0.1, 0.9)0.09440.10740.34490.05780.05780.34590.34480.3558
(0.15, 0.85)0.10500.10470.33460.06130.06130.33580.34300.3545
(0.2, 0.8)0.09370.09090.30510.05770.05770.30640.31690.3284
(0.25, 0.75)0.08480.08440.29140.05500.05500.29280.30170.3135
(0.3, 0.7)0.06400.06610.26510.05360.05360.26660.27440.2862
(0.35, 0.65)0.06260.06090.25030.05270.05270.25190.25640.2684
(0.4, 0.6)0.05470.05680.23160.05620.05620.23340.23460.2467
(0.45, 0.55)0.04490.04580.20240.04540.04540.20430.20380.2159
(0.5, 0.5)0.03880.04140.19150.04730.04730.19350.18950.2014
(0.55, 0.45)0.03220.03210.16520.04060.04060.16730.16150.1734
(0.6, 0.4)0.02690.03170.14320.03800.03800.14540.13800.1498
(0.65, 0.35)0.02040.02390.12500.03530.03530.12740.11910.1309
(0.7, 0.3)0.02360.02660.10930.03560.03560.11180.10290.1148
(0.75, 0.25)0.02580.03140.08390.02540.02540.08650.07750.0893
(0.8, 0.2)0.02000.02750.06260.02440.02440.06530.05620.0680
(0.85, 0.15)0.02370.02500.04470.02160.02160.04750.03830.0501
(0.9, 0.1)0.01940.02120.02650.01880.01880.02920.02110.0315
(0.95, 0.05)0.01490.01410.00740.01150.01150.00860.00880.0096
(1.0, 0.0)0.00260.00190.01720.00250.00250.0140NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00060.01660.11160.06470.0647
(0.05, 0.95)0.02420.04160.11690.06150.0615
(0.1, 0.9)0.04610.06390.11030.07450.0745
(0.15, 0.85)0.05300.06460.11970.06880.0688
(0.2, 0.8)0.05040.05960.11110.06780.0678
(0.25, 0.75)0.04870.06010.11800.06840.0684
(0.3, 0.7)0.04010.05190.11170.06930.0693
(0.35, 0.65)0.04280.05160.11820.06890.0689
(0.4, 0.6)0.04110.05220.12170.07430.0743
(0.45, 0.55)0.03750.04570.11050.08010.0801
(0.5, 0.5)0.03560.04810.12530.07550.0755
(0.55, 0.45)0.03260.04060.11500.07630.0763
(0.6, 0.4)0.03470.04710.11150.08680.0868
(0.65, 0.35)0.02640.04040.11870.08280.0828
(0.7, 0.3)0.04480.05730.13120.08760.0876
(0.75, 0.25)0.06000.07640.12050.09820.0982
(0.8, 0.2)0.05370.07730.11670.09920.0992
(0.85, 0.15)0.10140.10410.13020.12020.1202
(0.9, 0.1)0.11090.12880.15930.14790.1479
(0.95, 0.05)0.20590.18090.15320.18410.1841
(1.0, 0.0)0.04360.06270.85580.05330.0533
- -
target: M132
-
train: [0.96984621 0.03015379]
-
validation: [0.96976242 0.03023758]
-
evaluate_binary: 321.525s
-
evaluate_multiclass: 206.725s
-
kfcv: 173.106s
-
atc_mc: 170.535s
-
atc_ne: 107.990s
-
doc_feat: 84.375s
-
rca_score: 1216.493s
-
rca_star_score: 1232.990s
-
tot: 1283.130s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.03210.05550.50600.12700.12700.50570.51170.5245
(0.05, 0.95)0.10240.11500.48990.12080.12080.48970.50040.5133
(0.1, 0.9)0.12530.16360.45430.10830.10830.45420.46470.4774
(0.15, 0.85)0.18810.20760.42930.10520.10520.42940.43830.4511
(0.2, 0.8)0.20690.21700.40930.09960.09960.40950.41600.4288
(0.25, 0.75)0.18930.20360.37720.08890.08890.37750.38330.3959
(0.3, 0.7)0.16760.17710.35430.10160.10160.35480.35950.3721
(0.35, 0.65)0.16220.17070.32240.08190.08190.32300.32670.3392
(0.4, 0.6)0.14140.15310.30190.08610.08610.30260.30530.3178
(0.45, 0.55)0.13940.14570.27600.07050.07050.27680.27890.2914
(0.5, 0.5)0.13120.12900.25150.06810.06810.25250.25400.2665
(0.55, 0.45)0.09840.10050.21610.05620.05620.21720.21850.2311
(0.6, 0.4)0.09450.09700.19180.05430.05430.19300.19410.2066
(0.65, 0.35)0.08580.08350.16300.05240.05240.16430.16520.1777
(0.7, 0.3)0.06230.06630.13990.04080.04080.14140.14210.1546
(0.75, 0.25)0.05760.06040.11390.03680.03680.11550.11610.1286
(0.8, 0.2)0.04550.04350.08960.03410.03410.09130.09180.1043
(0.85, 0.15)0.02940.03310.06530.02820.02820.06720.06750.0800
(0.9, 0.1)0.02570.02840.03510.01950.01950.03700.03720.0496
(0.95, 0.05)0.01960.01780.01190.01210.01210.0131NaNNaN
(1.0, 0.0)0.00410.00320.01650.00200.00200.0144NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.03570.05510.15850.08760.0876
(0.05, 0.95)0.08200.08960.16810.08920.0892
(0.1, 0.9)0.07380.11190.15880.08680.0868
(0.15, 0.85)0.11970.14340.16100.09490.0949
(0.2, 0.8)0.13680.15920.16760.10090.1009
(0.25, 0.75)0.12820.15790.16150.10530.1053
(0.3, 0.7)0.12210.14660.16630.08690.0869
(0.35, 0.65)0.13890.15560.15820.10100.1010
(0.4, 0.6)0.11770.14680.16770.09430.0943
(0.45, 0.55)0.14620.16080.16840.10580.1058
(0.5, 0.5)0.15650.16030.17320.10470.1047
(0.55, 0.45)0.13540.13550.15590.10540.1054
(0.6, 0.4)0.15470.15760.15960.10120.1012
(0.65, 0.35)0.16740.15700.15350.12420.1242
(0.7, 0.3)0.14000.15550.16350.11210.1121
(0.75, 0.25)0.15010.15830.16390.12090.1209
(0.8, 0.2)0.16580.15390.17740.12390.1239
(0.85, 0.15)0.13830.17480.19780.13160.1316
(0.9, 0.1)0.20170.20290.17950.17780.1778
(0.95, 0.05)0.29410.25090.21940.22080.2208
(1.0, 0.0)0.01020.00320.80250.00000.0000
- -
target: M14
-
train: [0.8902713 0.1097287]
-
validation: [0.89019438 0.10980562]
-
evaluate_binary: 221.946s
-
evaluate_multiclass: 119.692s
-
kfcv: 142.085s
-
atc_mc: 136.098s
-
atc_ne: 89.356s
-
doc_feat: 74.912s
-
rca_score: 1226.222s
-
rca_star_score: 1225.357s
-
tot: 1281.699s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.00290.01590.22470.04380.04380.22660.61370.5902
(0.05, 0.95)0.04180.05040.20600.04440.04440.20790.63240.6089
(0.1, 0.9)0.03980.05010.19150.04060.04060.19360.64400.6210
(0.15, 0.85)0.03510.04870.18590.04380.04380.18800.60440.5828
(0.2, 0.8)0.03300.04290.17520.03960.03960.17740.49980.4828
(0.25, 0.75)0.02370.03680.15840.04090.04090.16080.31070.3069
(0.3, 0.7)0.02250.02860.14570.03470.03470.14820.20720.2193
(0.35, 0.65)0.02530.02990.14380.03960.03960.14630.14170.1629
(0.4, 0.6)0.01940.02920.12140.03340.03340.12400.11200.1338
(0.45, 0.55)0.01840.02490.10210.03380.03380.10490.07950.1015
(0.5, 0.5)0.01800.02100.09740.02820.02820.10020.05560.0783
(0.55, 0.45)0.02120.02570.08510.03210.03210.08800.03500.0571
(0.6, 0.4)0.02010.02680.07170.02650.02650.07470.02130.0396
(0.65, 0.35)0.02010.02550.06590.02390.02390.06900.02030.0339
(0.7, 0.3)0.01720.02540.04640.02450.02450.04960.02260.0223
(0.75, 0.25)0.01980.02260.03650.02190.02190.03980.02590.0157
(0.8, 0.2)0.01770.02060.02550.02070.02070.02840.03480.0178
(0.85, 0.15)0.01720.01650.01470.01800.01800.01650.04870.0270
(0.9, 0.1)0.01630.01730.01070.01290.01290.01190.05540.0321
(0.95, 0.05)0.01180.01080.01350.01070.01070.0113NaNNaN
(1.0, 0.0)0.00310.00250.02480.00370.00370.0210NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00210.01060.06720.02320.0232
(0.05, 0.95)0.02130.02850.06330.02960.0296
(0.1, 0.9)0.02110.02930.06150.03030.0303
(0.15, 0.85)0.01980.03110.06680.03070.0307
(0.2, 0.8)0.01990.02870.06800.02870.0287
(0.25, 0.75)0.01550.02710.06450.03410.0341
(0.3, 0.7)0.01580.02250.06530.03130.0313
(0.35, 0.65)0.01960.02560.07470.03090.0309
(0.4, 0.6)0.01590.02730.06550.03500.0350
(0.45, 0.55)0.01720.02470.05830.03360.0336
(0.5, 0.5)0.01800.02340.06580.03420.0342
(0.55, 0.45)0.02600.03240.06840.04640.0464
(0.6, 0.4)0.02790.03790.06530.04150.0415
(0.65, 0.35)0.03310.04280.07860.04040.0404
(0.7, 0.3)0.03120.04730.06780.05010.0501
(0.75, 0.25)0.04480.05260.07210.05420.0542
(0.8, 0.2)0.04680.05700.07610.06410.0641
(0.85, 0.15)0.06890.06140.07330.07430.0743
(0.9, 0.1)0.12050.10450.10670.08840.0884
(0.95, 0.05)0.15650.12380.15190.12890.1289
(1.0, 0.0)0.03530.06440.92210.13800.1380
- -
target: M141
-
train: [0.93485398 0.06514602]
-
validation: [0.93485961 0.06514039]
-
evaluate_binary: 300.410s
-
evaluate_multiclass: 211.143s
-
kfcv: 106.019s
-
atc_mc: 193.164s
-
atc_ne: 168.442s
-
doc_feat: 154.162s
-
rca_score: 1231.179s
-
rca_star_score: 1227.842s
-
tot: 1275.118s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.00630.02560.29210.05680.05680.29150.59470.5748
(0.05, 0.95)0.05290.05920.26840.04500.04500.26800.60350.5845
(0.1, 0.9)0.07790.08750.25300.04610.04610.25270.53700.5222
(0.15, 0.85)0.07390.08180.23620.04560.04560.23600.43050.4262
(0.2, 0.8)0.07150.07740.21960.03800.03800.21950.25050.2598
(0.25, 0.75)0.06310.07120.21290.03980.03980.21290.21630.2345
(0.3, 0.7)0.05200.05860.18150.03620.03620.18170.18490.2042
(0.35, 0.65)0.04940.06030.18320.04020.04020.18350.18470.2052
(0.4, 0.6)0.04540.05070.16860.03800.03800.16900.16280.1837
(0.45, 0.55)0.03970.04390.14420.03160.03160.14470.13360.1546
(0.5, 0.5)0.04110.04360.13710.03780.03780.13770.11940.1403
(0.55, 0.45)0.02880.03510.12150.03190.03190.12230.09970.1205
(0.6, 0.4)0.03190.03100.10150.02970.02970.10240.07790.0986
(0.65, 0.35)0.02260.02610.09310.03110.03110.09410.06810.0886
(0.7, 0.3)0.02350.02590.07040.02280.02280.07150.04540.0656
(0.75, 0.25)0.02210.02290.05700.02200.02200.05820.03250.0519
(0.8, 0.2)0.01950.02020.04240.01940.01940.04370.02150.0373
(0.85, 0.15)0.02170.02260.02610.01910.01910.02740.01550.0226
(0.9, 0.1)0.01790.01630.01450.01400.01400.01570.01680.0123
(0.95, 0.05)0.01440.01140.01040.01060.01060.01020.02770.0127
(1.0, 0.0)0.00280.00200.01990.00210.00210.0181NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00490.01840.09010.04230.0423
(0.05, 0.95)0.02710.03280.08380.03640.0364
(0.1, 0.9)0.04100.05180.08360.04220.0422
(0.15, 0.85)0.04150.05090.08260.03970.0397
(0.2, 0.8)0.04300.05120.08090.03830.0383
(0.25, 0.75)0.04000.05050.08900.03630.0363
(0.3, 0.7)0.03490.04500.07360.04990.0499
(0.35, 0.65)0.03550.05060.09070.04920.0492
(0.4, 0.6)0.03660.04610.09180.03720.0372
(0.45, 0.55)0.03690.04540.08080.04900.0490
(0.5, 0.5)0.04320.04870.09340.05260.0526
(0.55, 0.45)0.03100.04480.09230.04310.0431
(0.6, 0.4)0.04370.04440.08680.05120.0512
(0.65, 0.35)0.03310.04280.10020.05720.0572
(0.7, 0.3)0.04580.05120.08690.05530.0553
(0.75, 0.25)0.05970.05680.09170.06860.0686
(0.8, 0.2)0.07050.06660.09750.06850.0685
(0.85, 0.15)0.10790.10450.09860.09050.0905
(0.9, 0.1)0.15450.11620.11460.09800.0980
(0.95, 0.05)0.24560.15970.15720.14790.1479
(1.0, 0.0)0.01000.01820.90350.02670.0267
- -
target: M142
-
train: [0.98660791 0.01339209]
-
validation: [0.98652268 0.01347732]
-
evaluate_binary: 360.311s
-
evaluate_multiclass: 147.946s
-
kfcv: 160.268s
-
atc_mc: 107.097s
-
atc_ne: 160.737s
-
doc_feat: 79.718s
-
rca_score: 1250.102s
-
rca_star_score: 1217.368s
-
tot: 1290.194s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.00070.05030.68060.23520.23520.68000.68670.6920
(0.05, 0.95)0.05070.09970.63860.21920.21920.63810.64450.6499
(0.1, 0.9)0.10060.14830.60760.20600.20600.60720.61330.6187
(0.15, 0.85)0.15040.19080.57840.20070.20070.57810.58380.5892
(0.2, 0.8)0.19750.23260.54310.18940.18940.54290.54840.5536
(0.25, 0.75)0.20960.27430.49670.16170.16170.49660.50200.5073
(0.3, 0.7)0.18610.32310.47130.16900.16900.47140.47630.4816
(0.35, 0.65)0.16750.37440.43490.14470.14470.43510.43990.4452
(0.4, 0.6)0.15050.43060.40450.14140.14140.40480.40930.4146
(0.45, 0.55)0.14080.48070.36930.13110.13110.36970.37400.3793
(0.5, 0.5)0.11120.51540.33450.11780.11780.33510.33910.3444
(0.55, 0.45)0.09060.50290.29540.09880.09880.29610.29990.3053
(0.6, 0.4)0.07680.46230.25900.08720.08720.25980.26360.2689
(0.65, 0.35)0.05780.39500.22280.07300.07300.22370.22730.2326
(0.7, 0.3)0.04630.32320.19290.06770.06770.19390.19740.2027
(0.75, 0.25)0.03230.26910.16010.06050.06050.16120.16450.1699
(0.8, 0.2)0.02530.19710.12390.04620.04620.12510.12830.1337
(0.85, 0.15)0.01890.12440.09050.03600.03600.09190.09490.1003
(0.9, 0.1)0.01670.05920.05740.02580.02580.0589NaNNaN
(0.95, 0.05)0.01370.02310.02360.01520.01520.0252NaNNaN
(1.0, 0.0)0.00000.00000.00980.00000.00000.0081NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00090.06220.24370.23920.2392
(0.05, 0.95)0.01930.08340.23430.24260.2426
(0.1, 0.9)0.03760.10450.24000.23880.2388
(0.15, 0.85)0.05620.11400.24620.23780.2378
(0.2, 0.8)0.07480.12160.24490.23560.2356
(0.25, 0.75)0.08730.13410.22690.25000.2500
(0.3, 0.7)0.07920.14990.24070.22980.2298
(0.35, 0.65)0.07720.17530.23780.24580.2458
(0.4, 0.6)0.07450.20420.24540.23140.2314
(0.45, 0.55)0.07820.23230.24270.21860.2186
(0.5, 0.5)0.06870.26650.24390.23370.2337
(0.55, 0.45)0.06230.28480.23130.25860.2586
(0.6, 0.4)0.06000.28820.22540.25630.2563
(0.65, 0.35)0.05290.28820.21630.26980.2698
(0.7, 0.3)0.05220.26740.23160.23840.2384
(0.75, 0.25)0.05030.27180.23610.24680.2468
(0.8, 0.2)0.05610.25450.22700.27290.2729
(0.85, 0.15)0.05960.22280.22780.28010.2801
(0.9, 0.1)0.11130.20370.23970.30040.3004
(0.95, 0.05)0.16410.21510.27900.33350.3335
(1.0, 0.0)0.00000.00000.71460.00000.0000
- -
target: M143
-
train: [0.97382063 0.02617937]
-
validation: [0.97382289 0.02617711]
-
evaluate_binary: 473.804s
-
evaluate_multiclass: 228.844s
-
kfcv: 156.644s
-
atc_mc: 102.505s
-
atc_ne: 101.586s
-
doc_feat: 79.162s
-
rca_score: 1232.456s
-
rca_star_score: 1207.609s
-
tot: 1277.000s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.30040.02730.44140.15470.15470.44120.44710.4553
(0.05, 0.95)0.36970.08970.41270.15110.15110.41260.41900.4283
(0.1, 0.9)0.36780.15640.39060.12700.12700.39060.39890.4083
(0.15, 0.85)0.39590.22150.36340.12380.12380.36350.37190.3814
(0.2, 0.8)0.42990.28870.34890.11960.11960.34910.35580.3653
(0.25, 0.75)0.35290.32750.32880.12600.12600.32920.33430.3437
(0.3, 0.7)0.36010.35410.30450.11160.11160.30500.30860.3179
(0.35, 0.65)0.28990.31110.28030.10780.10780.28090.28260.2920
(0.4, 0.6)0.31320.31750.25920.09440.09440.25990.25960.2689
(0.45, 0.55)0.28180.28470.23990.08580.08580.24070.23830.2474
(0.5, 0.5)0.22730.23260.20830.07700.07700.20920.20600.2151
(0.55, 0.45)0.18700.20040.19210.07700.07700.19320.18810.1971
(0.6, 0.4)0.17180.16900.16690.06450.06450.16810.16210.1710
(0.65, 0.35)0.15950.14730.14800.06000.06000.14930.14280.1517
(0.7, 0.3)0.11260.11180.12350.04990.04990.12490.11810.1270
(0.75, 0.25)0.09640.08620.09790.04240.04240.09950.09250.1014
(0.8, 0.2)0.07670.06910.07900.03310.03310.08070.07360.0825
(0.85, 0.15)0.05670.04910.05530.02500.02500.05710.04990.0588
(0.9, 0.1)0.03270.03280.03440.02030.02030.03620.02930.0378
(0.95, 0.05)0.01610.01540.01480.01340.01340.0162NaNNaN
(1.0, 0.0)0.00140.00150.01110.00070.00070.0090NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.37440.02390.15290.04200.0420
(0.05, 0.95)0.43120.05930.14760.04330.0433
(0.1, 0.9)0.39290.10050.14780.03900.0390
(0.15, 0.85)0.40420.14340.14320.04680.0468
(0.2, 0.8)0.44930.19250.15140.04210.0421
(0.25, 0.75)0.38370.22120.15400.04980.0498
(0.3, 0.7)0.42860.24600.15180.04860.0486
(0.35, 0.65)0.37500.23280.15030.05440.0544
(0.4, 0.6)0.44970.25650.15260.05900.0590
(0.45, 0.55)0.44150.24880.15790.06100.0610
(0.5, 0.5)0.39400.22630.14320.05670.0567
(0.55, 0.45)0.36220.21630.15400.05920.0592
(0.6, 0.4)0.40270.21140.14840.07200.0720
(0.65, 0.35)0.43410.20890.15770.07250.0725
(0.7, 0.3)0.36350.18840.15210.07320.0732
(0.75, 0.25)0.39530.18130.14530.08400.0840
(0.8, 0.2)0.37440.17590.15870.08020.0802
(0.85, 0.15)0.39570.17560.15400.09090.0909
(0.9, 0.1)0.38410.18670.17560.13440.1344
(0.95, 0.05)0.35830.18990.23740.18360.1836
(1.0, 0.0)0.00000.02000.85890.02000.0200
- -
target: MCAT
-
train: [0.74589597 0.25410403]
-
validation: [0.74591793 0.25408207]
-
evaluate_binary: 239.003s
-
evaluate_multiclass: 125.654s
-
kfcv: 109.511s
-
atc_mc: 133.150s
-
atc_ne: 93.708s
-
doc_feat: 96.904s
-
rca_score: 1237.329s
-
rca_star_score: 1220.138s
-
tot: 1304.368s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.01160.01700.11980.04300.04300.12370.53870.5136
(0.05, 0.95)0.02470.02970.11420.04340.04340.11820.54430.5192
(0.1, 0.9)0.02620.03070.10650.04210.04210.11050.55200.5269
(0.15, 0.85)0.02560.03240.09640.03790.03790.10050.56210.5370
(0.2, 0.8)0.02350.02710.08630.03730.03730.09040.57190.5468
(0.25, 0.75)0.02440.02670.08640.04120.04120.09050.55060.5259
(0.3, 0.7)0.02370.02750.07640.03810.03810.08060.44550.4240
(0.35, 0.65)0.02340.02690.06320.03110.03110.06740.25150.2414
(0.4, 0.6)0.02590.02890.06180.03160.03160.06610.06080.0744
(0.45, 0.55)0.02090.02460.05400.02970.02970.05840.02010.0327
(0.5, 0.5)0.02530.03070.04350.02990.02990.04780.05430.0336
(0.55, 0.45)0.02780.02950.03890.02480.02480.04280.10600.0805
(0.6, 0.4)0.02230.02540.02910.02430.02430.03260.13370.1085
(0.65, 0.35)0.02540.02780.02860.02590.02590.03150.14250.1175
(0.7, 0.3)0.02490.02630.02090.02110.02110.02310.15490.1299
(0.75, 0.25)0.02640.02610.02020.02250.02250.02120.16010.1351
(0.8, 0.2)0.02320.02290.01540.01660.01660.01460.16940.1444
(0.85, 0.15)0.02290.02280.01610.01650.01650.01360.17740.1524
(0.9, 0.1)0.02020.01770.01940.01400.01400.01550.18460.1596
(0.95, 0.05)0.02240.02050.02630.01350.01350.02150.19280.1678
(1.0, 0.0)0.01150.01210.03200.01000.01000.0270NaNNaN
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.00730.01030.02990.02090.0209
(0.05, 0.95)0.01310.01640.03070.02190.0219
(0.1, 0.9)0.01460.01790.03320.02310.0231
(0.15, 0.85)0.01530.02000.03080.02220.0222
(0.2, 0.8)0.01500.01750.02860.02380.0238
(0.25, 0.75)0.01640.01840.03580.02580.0258
(0.3, 0.7)0.01740.02050.03570.02810.0281
(0.35, 0.65)0.01870.02180.03180.02430.0243
(0.4, 0.6)0.02190.02490.03760.02750.0275
(0.45, 0.55)0.01940.02320.03770.02800.0280
(0.5, 0.5)0.02600.03210.03660.03220.0322
(0.55, 0.45)0.03190.03380.04190.03040.0304
(0.6, 0.4)0.02890.03280.03970.03180.0318
(0.65, 0.35)0.03760.04080.05100.04010.0401
(0.7, 0.3)0.04280.04530.04980.03770.0377
(0.75, 0.25)0.05390.05240.05930.04720.0472
(0.8, 0.2)0.06260.06040.06080.04580.0458
(0.85, 0.15)0.07640.07670.07350.05940.0594
(0.9, 0.1)0.10710.09260.09080.07440.0744
(0.95, 0.05)0.20760.18720.14090.12100.1210
(1.0, 0.0)0.13820.14900.93690.32680.3268
diff --git a/out_spambase.md b/out_spambase.md deleted file mode 100644 index 8686607..0000000 --- a/out_spambase.md +++ /dev/null @@ -1,445 +0,0 @@ - -
target: default
-
train: [0.60621118 0.39378882]
-
validation: [0.60559006 0.39440994]
-
evaluate_binary: 31.883s
-
evaluate_multiclass: 24.748s
-
kfcv: 23.957s
-
atc_mc: 36.062s
-
atc_ne: 37.123s
-
doc_feat: 7.063s
-
rca_score: 148.420s
-
rca_star_score: 145.690s
-
tot: 149.118s
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_nedoc_featrcarca_star
(0.0, 1.0)0.04110.09070.02080.02670.02670.02040.11060.1059
(0.05, 0.95)0.03920.08970.02160.02660.02660.02110.05230.0510
(0.1, 0.9)0.03710.08910.02320.02670.02670.02270.03470.0354
(0.15, 0.85)0.04640.08530.02260.02570.02570.02220.03150.0341
(0.2, 0.8)0.04140.07570.02020.02490.02490.02000.02800.0302
(0.25, 0.75)0.04680.07680.02040.02500.02500.02010.03350.0376
(0.3, 0.7)0.03840.07390.02010.02520.02520.02000.03490.0410
(0.35, 0.65)0.03860.07150.01980.02390.02390.01960.03760.0448
(0.4, 0.6)0.03920.06570.01990.02490.02490.01970.03150.0391
(0.45, 0.55)0.03800.06790.02130.02580.02580.02120.03580.0450
(0.5, 0.5)0.04000.06700.02180.02280.02280.02170.04410.0550
(0.55, 0.45)0.04030.06860.02030.02370.02370.02000.03980.0507
(0.6, 0.4)0.04320.06250.02010.02450.02450.02000.03700.0487
(0.65, 0.35)0.03840.06200.01950.02360.02360.01950.03560.0460
(0.7, 0.3)0.03040.05700.02360.02270.02270.02360.03020.0396
(0.75, 0.25)0.03210.06140.01870.02730.02730.01870.03320.0439
(0.8, 0.2)0.03000.05550.02210.02300.02300.02220.02870.0340
(0.85, 0.15)0.03250.05400.02240.02290.02290.02250.03420.0360
(0.9, 0.1)0.02620.05180.02110.02380.02380.02110.04830.0469
(0.95, 0.05)0.02430.05760.01970.02400.02400.01960.08060.0746
(1.0, 0.0)0.01460.05970.02310.02440.02440.02320.16000.1515
- - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -
binmulkfcvatc_mcatc_ne
(0.0, 1.0)0.02390.04770.03450.01620.0162
(0.05, 0.95)0.02350.04960.03200.01690.0169
(0.1, 0.9)0.02300.05200.02890.01710.0171
(0.15, 0.85)0.03080.05280.02740.01710.0171
(0.2, 0.8)0.02860.04900.02910.01860.0186
(0.25, 0.75)0.03460.05340.02550.01860.0186
(0.3, 0.7)0.02990.05450.02320.02050.0205
(0.35, 0.65)0.03350.05660.02170.02110.0211
(0.4, 0.6)0.03600.05620.02170.02260.0226
(0.45, 0.55)0.03720.06260.02130.02460.0246
(0.5, 0.5)0.04370.06770.02230.02410.0241
(0.55, 0.45)0.04860.07620.02410.02690.0269
(0.6, 0.4)0.05720.07790.02900.03120.0312
(0.65, 0.35)0.05800.08660.03400.03410.0341
(0.7, 0.3)0.05460.09190.04200.03740.0374
(0.75, 0.25)0.06360.11610.06890.05330.0533
(0.8, 0.2)0.07500.11920.07680.05600.0560
(0.85, 0.15)0.10310.15800.12440.07280.0728
(0.9, 0.1)0.11750.24120.18850.11000.1100
(0.95, 0.05)0.18770.34340.35790.20530.2053
(1.0, 0.0)0.27170.31360.91780.62640.6264