rcv1_CCAT > train: [0.09996662 0.90003338] > validation: [0.09996662 0.90003338] > evaluate_bin_sld: 198.301s > evaluate_mul_sld: 53.156s > kfcv: 41.095s > atc_mc: 42.167s > atc_ne: 41.909s > doc_feat: 35.796s > tot: 202.108s
bin mul kfcv atc_mc atc_ne doc_feat
(0.0, 1.0) 0.0048 0.0040 0.0866 0.0243 0.0243 0.0830
(0.05, 0.95) 0.0060 0.0072 0.0441 0.0134 0.0134 0.0407
(0.1, 0.9) 0.0084 0.0103 0.0032 0.0070 0.0070 0.0036
(0.15, 0.85) 0.0127 0.0172 0.0418 0.0090 0.0090 0.0450
(0.2, 0.8) 0.0184 0.0246 0.0841 0.0168 0.0168 0.0872
(0.25, 0.75) 0.0231 0.0318 0.1246 0.0239 0.0239 0.1276
(0.3, 0.7) 0.0313 0.0426 0.1678 0.0334 0.0334 0.1706
(0.35, 0.65) 0.0392 0.0536 0.2110 0.0422 0.0422 0.2137
(0.4, 0.6) 0.0418 0.0563 0.2528 0.0541 0.0541 0.2555
(0.45, 0.55) 0.0527 0.0715 0.2966 0.0622 0.0622 0.2991
(0.5, 0.5) 0.0569 0.0771 0.3383 0.0749 0.0749 0.3407
(0.55, 0.45) 0.0637 0.0867 0.3817 0.0847 0.0847 0.3840
(0.6, 0.4) 0.0727 0.0999 0.4250 0.0943 0.0943 0.4272
(0.65, 0.35) 0.0778 0.1062 0.4662 0.1040 0.1040 0.4683
(0.7, 0.3) 0.0825 0.1118 0.5099 0.1131 0.1131 0.5119
(0.75, 0.25) 0.0879 0.1197 0.5519 0.1217 0.1217 0.5537
(0.8, 0.2) 0.0887 0.1192 0.5945 0.1334 0.1334 0.5963
(0.85, 0.15) 0.0926 0.1269 0.6368 0.1426 0.1426 0.6384
(0.9, 0.1) 0.0887 0.1250 0.6791 0.1528 0.1528 0.6806
(0.95, 0.05) 0.0501 0.0961 0.7227 0.1614 0.1614 0.7241
(1.0, 0.0) 0.0004 0.0358 0.7631 0.1704 0.1704 0.7643
> train: [0.19993324 0.80006676] > validation: [0.20010013 0.79989987] > evaluate_bin_sld: 199.250s > evaluate_mul_sld: 55.414s > kfcv: 41.131s > atc_mc: 42.125s > atc_ne: 41.892s > doc_feat: 35.279s > tot: 202.707s
bin mul kfcv atc_mc atc_ne doc_feat
(0.0, 1.0) 0.0055 0.0058 0.0915 0.0147 0.0147 0.0775
(0.05, 0.95) 0.0157 0.0084 0.0719 0.0130 0.0130 0.0581
(0.1, 0.9) 0.0154 0.0099 0.0503 0.0108 0.0108 0.0365
(0.15, 0.85) 0.0141 0.0111 0.0292 0.0104 0.0104 0.0158
(0.2, 0.8) 0.0120 0.0116 0.0103 0.0100 0.0100 0.0068
(0.25, 0.75) 0.0098 0.0124 0.0115 0.0091 0.0091 0.0243
(0.3, 0.7) 0.0079 0.0131 0.0312 0.0106 0.0106 0.0445
(0.35, 0.65) 0.0087 0.0154 0.0529 0.0097 0.0097 0.0660
(0.4, 0.6) 0.0074 0.0143 0.0729 0.0110 0.0110 0.0859
(0.45, 0.55) 0.0082 0.0148 0.0933 0.0111 0.0111 0.1062
(0.5, 0.5) 0.0081 0.0152 0.1152 0.0136 0.0136 0.1280
(0.55, 0.45) 0.0104 0.0164 0.1384 0.0147 0.0147 0.1511
(0.6, 0.4) 0.0108 0.0193 0.1567 0.0168 0.0168 0.1692
(0.65, 0.35) 0.0129 0.0212 0.1806 0.0196 0.0196 0.1930
(0.7, 0.3) 0.0134 0.0242 0.2005 0.0178 0.0178 0.2128
(0.75, 0.25) 0.0162 0.0238 0.2196 0.0201 0.0201 0.2318
(0.8, 0.2) 0.0161 0.0248 0.2425 0.0214 0.0214 0.2546
(0.85, 0.15) 0.0207 0.0320 0.2620 0.0227 0.0227 0.2740
(0.9, 0.1) 0.0233 0.0340 0.2841 0.0267 0.0267 0.2960
(0.95, 0.05) 0.0261 0.0393 0.3034 0.0274 0.0274 0.3151
(1.0, 0.0) 0.0019 0.0162 0.3217 0.0311 0.0311 0.3333
> train: [0.29989987 0.70010013] > validation: [0.30006676 0.69993324] > evaluate_bin_sld: 197.848s > evaluate_mul_sld: 55.610s > kfcv: 40.783s > atc_mc: 42.124s > atc_ne: 41.370s > doc_feat: 35.340s > tot: 199.287s
bin mul kfcv atc_mc atc_ne doc_feat
(0.0, 1.0) 0.0051 0.0059 0.0530 0.0059 0.0059 0.0422
(0.05, 0.95) 0.0108 0.0082 0.0455 0.0063 0.0063 0.0347
(0.1, 0.9) 0.0127 0.0110 0.0356 0.0062 0.0062 0.0250
(0.15, 0.85) 0.0147 0.0145 0.0265 0.0076 0.0076 0.0160
(0.2, 0.8) 0.0158 0.0162 0.0173 0.0071 0.0071 0.0086
(0.25, 0.75) 0.0147 0.0158 0.0091 0.0070 0.0070 0.0075
(0.3, 0.7) 0.0134 0.0162 0.0073 0.0080 0.0080 0.0127
(0.35, 0.65) 0.0138 0.0178 0.0132 0.0100 0.0100 0.0230
(0.4, 0.6) 0.0130 0.0180 0.0204 0.0096 0.0096 0.0306
(0.45, 0.55) 0.0102 0.0149 0.0297 0.0102 0.0102 0.0397
(0.5, 0.5) 0.0094 0.0160 0.0405 0.0111 0.0111 0.0504
(0.55, 0.45) 0.0095 0.0135 0.0516 0.0123 0.0123 0.0615
(0.6, 0.4) 0.0086 0.0132 0.0596 0.0122 0.0122 0.0693
(0.65, 0.35) 0.0102 0.0123 0.0717 0.0149 0.0149 0.0814
(0.7, 0.3) 0.0098 0.0115 0.0797 0.0160 0.0160 0.0894
(0.75, 0.25) 0.0111 0.0108 0.0880 0.0160 0.0160 0.0975
(0.8, 0.2) 0.0112 0.0093 0.0996 0.0206 0.0206 0.1091
(0.85, 0.15) 0.0149 0.0119 0.1094 0.0197 0.0197 0.1187
(0.9, 0.1) 0.0167 0.0137 0.1178 0.0216 0.0216 0.1271
(0.95, 0.05) 0.0184 0.0145 0.1275 0.0222 0.0222 0.1367
(1.0, 0.0) 0.0007 0.0099 0.1371 0.0238 0.0238 0.1462
> train: [0.40003338 0.59996662] > validation: [0.40003338 0.59996662] > evaluate_bin_sld: 197.597s > evaluate_mul_sld: 55.556s > kfcv: 40.650s > atc_mc: 41.687s > atc_ne: 41.375s > doc_feat: 34.998s > tot: 198.892s
bin mul kfcv atc_mc atc_ne doc_feat
(0.0, 1.0) 0.0013 0.0048 0.0194 0.0071 0.0071 0.0126
(0.05, 0.95) 0.0076 0.0084 0.0184 0.0071 0.0071 0.0111
(0.1, 0.9) 0.0092 0.0107 0.0161 0.0078 0.0078 0.0093
(0.15, 0.85) 0.0127 0.0149 0.0134 0.0070 0.0070 0.0077
(0.2, 0.8) 0.0183 0.0200 0.0110 0.0066 0.0066 0.0075
(0.25, 0.75) 0.0208 0.0230 0.0090 0.0075 0.0075 0.0069
(0.3, 0.7) 0.0235 0.0260 0.0080 0.0076 0.0076 0.0073
(0.35, 0.65) 0.0273 0.0306 0.0065 0.0079 0.0079 0.0095
(0.4, 0.6) 0.0296 0.0335 0.0074 0.0072 0.0072 0.0099
(0.45, 0.55) 0.0283 0.0313 0.0080 0.0085 0.0085 0.0116
(0.5, 0.5) 0.0267 0.0317 0.0087 0.0085 0.0085 0.0147
(0.55, 0.45) 0.0273 0.0331 0.0131 0.0086 0.0086 0.0196
(0.6, 0.4) 0.0239 0.0320 0.0136 0.0082 0.0082 0.0202
(0.65, 0.35) 0.0208 0.0290 0.0171 0.0084 0.0084 0.0241
(0.7, 0.3) 0.0186 0.0288 0.0213 0.0084 0.0084 0.0281
(0.75, 0.25) 0.0158 0.0261 0.0219 0.0090 0.0090 0.0288
(0.8, 0.2) 0.0130 0.0235 0.0269 0.0089 0.0089 0.0338
(0.85, 0.15) 0.0084 0.0180 0.0284 0.0083 0.0083 0.0352
(0.9, 0.1) 0.0057 0.0134 0.0322 0.0092 0.0092 0.0390
(0.95, 0.05) 0.0050 0.0091 0.0339 0.0101 0.0101 0.0406
(1.0, 0.0) 0.0007 0.0064 0.0379 0.0106 0.0106 0.0447
> train: [0.5 0.5] > validation: [0.5 0.5] > evaluate_bin_sld: 197.283s > evaluate_mul_sld: 54.736s > kfcv: 40.375s > atc_mc: 41.898s > atc_ne: 41.366s > doc_feat: 35.145s > tot: 198.630s
bin mul kfcv atc_mc atc_ne doc_feat
(0.0, 1.0) 0.0004 0.0035 0.0257 0.0289 0.0289 0.0344
(0.05, 0.95) 0.0075 0.0085 0.0224 0.0253 0.0253 0.0310
(0.1, 0.9) 0.0081 0.0122 0.0205 0.0239 0.0239 0.0292
(0.15, 0.85) 0.0102 0.0148 0.0180 0.0205 0.0205 0.0267
(0.2, 0.8) 0.0139 0.0198 0.0165 0.0211 0.0211 0.0248
(0.25, 0.75) 0.0194 0.0245 0.0141 0.0170 0.0170 0.0224
(0.3, 0.7) 0.0230 0.0287 0.0137 0.0164 0.0164 0.0222
(0.35, 0.65) 0.0309 0.0338 0.0132 0.0168 0.0168 0.0210
(0.4, 0.6) 0.0350 0.0371 0.0097 0.0144 0.0144 0.0164
(0.45, 0.55) 0.0358 0.0390 0.0086 0.0125 0.0125 0.0150
(0.5, 0.5) 0.0369 0.0386 0.0073 0.0122 0.0122 0.0138
(0.55, 0.45) 0.0373 0.0398 0.0071 0.0110 0.0110 0.0128
(0.6, 0.4) 0.0368 0.0398 0.0064 0.0085 0.0085 0.0103
(0.65, 0.35) 0.0357 0.0385 0.0074 0.0103 0.0103 0.0105
(0.7, 0.3) 0.0319 0.0370 0.0067 0.0082 0.0082 0.0086
(0.75, 0.25) 0.0298 0.0358 0.0079 0.0066 0.0066 0.0070
(0.8, 0.2) 0.0235 0.0302 0.0073 0.0083 0.0083 0.0069
(0.85, 0.15) 0.0154 0.0244 0.0097 0.0077 0.0077 0.0066
(0.9, 0.1) 0.0083 0.0157 0.0108 0.0082 0.0082 0.0069
(0.95, 0.05) 0.0055 0.0098 0.0131 0.0080 0.0080 0.0066
(1.0, 0.0) 0.0007 0.0046 0.0145 0.0088 0.0088 0.0082
> train: [0.59996662 0.40003338] > validation: [0.59996662 0.40003338] > evaluate_bin_sld: 194.960s > evaluate_mul_sld: 53.330s > kfcv: 40.320s > atc_mc: 41.904s > atc_ne: 41.423s > doc_feat: 35.289s > tot: 196.151s
bin mul kfcv atc_mc atc_ne doc_feat
(0.0, 1.0) 0.0003 0.0055 0.0815 0.0285 0.0285 0.0825
(0.05, 0.95) 0.0065 0.0127 0.0747 0.0278 0.0278 0.0758
(0.1, 0.9) 0.0072 0.0172 0.0677 0.0224 0.0224 0.0688
(0.15, 0.85) 0.0100 0.0257 0.0627 0.0218 0.0218 0.0638
(0.2, 0.8) 0.0135 0.0308 0.0548 0.0180 0.0180 0.0560
(0.25, 0.75) 0.0165 0.0338 0.0491 0.0160 0.0160 0.0503
(0.3, 0.7) 0.0205 0.0409 0.0438 0.0168 0.0168 0.0450
(0.35, 0.65) 0.0248 0.0459 0.0374 0.0156 0.0156 0.0386
(0.4, 0.6) 0.0284 0.0491 0.0277 0.0112 0.0112 0.0290
(0.45, 0.55) 0.0318 0.0515 0.0224 0.0099 0.0099 0.0237
(0.5, 0.5) 0.0342 0.0516 0.0159 0.0081 0.0081 0.0170
(0.55, 0.45) 0.0374 0.0519 0.0111 0.0073 0.0073 0.0121
(0.6, 0.4) 0.0410 0.0537 0.0069 0.0079 0.0079 0.0075
(0.65, 0.35) 0.0444 0.0517 0.0064 0.0076 0.0076 0.0064
(0.7, 0.3) 0.0438 0.0502 0.0100 0.0085 0.0085 0.0090
(0.75, 0.25) 0.0458 0.0483 0.0171 0.0089 0.0089 0.0157
(0.8, 0.2) 0.0412 0.0419 0.0218 0.0105 0.0105 0.0204
(0.85, 0.15) 0.0319 0.0348 0.0291 0.0117 0.0117 0.0276
(0.9, 0.1) 0.0192 0.0254 0.0358 0.0147 0.0147 0.0343
(0.95, 0.05) 0.0079 0.0154 0.0427 0.0166 0.0166 0.0412
(1.0, 0.0) 0.0005 0.0034 0.0490 0.0190 0.0190 0.0474
> train: [0.69993324 0.30006676] > validation: [0.70010013 0.29989987] > evaluate_bin_sld: 196.856s > evaluate_mul_sld: 54.245s > kfcv: 41.167s > atc_mc: 42.203s > atc_ne: 41.565s > doc_feat: 34.998s > tot: 198.332s
bin mul kfcv atc_mc atc_ne doc_feat
(0.0, 1.0) 0.0003 0.0071 0.1570 0.0625 0.0625 0.1677
(0.05, 0.95) 0.0089 0.0102 0.1428 0.0548 0.0548 0.1536
(0.1, 0.9) 0.0078 0.0121 0.1327 0.0521 0.0521 0.1435
(0.15, 0.85) 0.0073 0.0155 0.1227 0.0517 0.0517 0.1336
(0.2, 0.8) 0.0081 0.0196 0.1094 0.0464 0.0464 0.1203
(0.25, 0.75) 0.0095 0.0225 0.1001 0.0427 0.0427 0.1111
(0.3, 0.7) 0.0117 0.0272 0.0885 0.0400 0.0400 0.0995
(0.35, 0.65) 0.0131 0.0309 0.0774 0.0368 0.0368 0.0885
(0.4, 0.6) 0.0144 0.0333 0.0626 0.0307 0.0307 0.0737
(0.45, 0.55) 0.0179 0.0365 0.0528 0.0297 0.0297 0.0640
(0.5, 0.5) 0.0183 0.0359 0.0418 0.0259 0.0259 0.0531
(0.55, 0.45) 0.0189 0.0369 0.0313 0.0222 0.0222 0.0426
(0.6, 0.4) 0.0220 0.0379 0.0201 0.0190 0.0190 0.0314
(0.65, 0.35) 0.0218 0.0364 0.0104 0.0160 0.0160 0.0208
(0.7, 0.3) 0.0229 0.0371 0.0067 0.0119 0.0119 0.0096
(0.75, 0.25) 0.0250 0.0378 0.0161 0.0101 0.0101 0.0067
(0.8, 0.2) 0.0237 0.0333 0.0259 0.0082 0.0082 0.0143
(0.85, 0.15) 0.0227 0.0282 0.0381 0.0060 0.0060 0.0265
(0.9, 0.1) 0.0180 0.0202 0.0499 0.0049 0.0049 0.0382
(0.95, 0.05) 0.0097 0.0117 0.0607 0.0072 0.0072 0.0489
(1.0, 0.0) 0.0014 0.0024 0.0724 0.0103 0.0103 0.0606
> train: [0.79989987 0.20010013] > validation: [0.80006676 0.19993324] > evaluate_bin_sld: 197.725s > evaluate_mul_sld: 53.526s > kfcv: 40.971s > atc_mc: 41.975s > atc_ne: 41.358s > doc_feat: 35.091s > tot: 199.051s
bin mul kfcv atc_mc atc_ne doc_feat
(0.0, 1.0) 0.0009 0.0082 0.3148 0.0571 0.0571 0.3213
(0.05, 0.95) 0.0297 0.0223 0.2925 0.0492 0.0492 0.2991
(0.1, 0.9) 0.0283 0.0209 0.2733 0.0493 0.0493 0.2800
(0.15, 0.85) 0.0247 0.0182 0.2528 0.0447 0.0447 0.2596
(0.2, 0.8) 0.0216 0.0156 0.2328 0.0407 0.0407 0.2397
(0.25, 0.75) 0.0170 0.0136 0.2136 0.0425 0.0425 0.2205
(0.3, 0.7) 0.0146 0.0126 0.1941 0.0384 0.0384 0.2012
(0.35, 0.65) 0.0125 0.0113 0.1734 0.0331 0.0331 0.1806
(0.4, 0.6) 0.0113 0.0110 0.1510 0.0272 0.0272 0.1583
(0.45, 0.55) 0.0093 0.0135 0.1328 0.0247 0.0247 0.1402
(0.5, 0.5) 0.0088 0.0135 0.1131 0.0222 0.0222 0.1206
(0.55, 0.45) 0.0092 0.0155 0.0919 0.0207 0.0207 0.0995
(0.6, 0.4) 0.0092 0.0173 0.0742 0.0190 0.0190 0.0819
(0.65, 0.35) 0.0087 0.0178 0.0544 0.0161 0.0161 0.0621
(0.7, 0.3) 0.0093 0.0197 0.0323 0.0124 0.0124 0.0401
(0.75, 0.25) 0.0101 0.0218 0.0114 0.0093 0.0093 0.0187
(0.8, 0.2) 0.0117 0.0208 0.0098 0.0088 0.0088 0.0063
(0.85, 0.15) 0.0103 0.0178 0.0285 0.0064 0.0064 0.0204
(0.9, 0.1) 0.0103 0.0164 0.0480 0.0062 0.0062 0.0398
(0.95, 0.05) 0.0092 0.0117 0.0684 0.0071 0.0071 0.0601
(1.0, 0.0) 0.0011 0.0019 0.0887 0.0097 0.0097 0.0803
> train: [0.90003338 0.09996662] > validation: [0.90003338 0.09996662] > evaluate_bin_sld: 201.315s > evaluate_mul_sld: 50.974s > kfcv: 40.175s > atc_mc: 41.663s > atc_ne: 41.058s > doc_feat: 35.055s > tot: 202.573s
bin mul kfcv atc_mc atc_ne doc_feat
(0.0, 1.0) 0.0321 0.0184 0.6421 0.1336 0.1336 0.6454
(0.05, 0.95) 0.0835 0.0729 0.6056 0.1244 0.1244 0.6090
(0.1, 0.9) 0.1080 0.0976 0.5703 0.1204 0.1204 0.5739
(0.15, 0.85) 0.1154 0.0971 0.5354 0.1147 0.1147 0.5390
(0.2, 0.8) 0.1081 0.0916 0.5007 0.1064 0.1064 0.5045
(0.25, 0.75) 0.1032 0.0830 0.4632 0.1005 0.1005 0.4671
(0.3, 0.7) 0.0945 0.0775 0.4274 0.0916 0.0916 0.4313
(0.35, 0.65) 0.0966 0.0709 0.3914 0.0843 0.0843 0.3954
(0.4, 0.6) 0.0795 0.0639 0.3543 0.0748 0.0748 0.3584
(0.45, 0.55) 0.0735 0.0533 0.3210 0.0728 0.0728 0.3253
(0.5, 0.5) 0.0716 0.0473 0.2829 0.0633 0.0633 0.2873
(0.55, 0.45) 0.0550 0.0393 0.2465 0.0568 0.0568 0.2509
(0.6, 0.4) 0.0505 0.0317 0.2117 0.0509 0.0509 0.2162
(0.65, 0.35) 0.0403 0.0226 0.1741 0.0438 0.0438 0.1788
(0.7, 0.3) 0.0372 0.0178 0.1387 0.0348 0.0348 0.1434
(0.75, 0.25) 0.0262 0.0122 0.1009 0.0256 0.0256 0.1057
(0.8, 0.2) 0.0248 0.0110 0.0651 0.0194 0.0194 0.0701
(0.85, 0.15) 0.0181 0.0075 0.0298 0.0128 0.0128 0.0348
(0.9, 0.1) 0.0129 0.0093 0.0069 0.0080 0.0080 0.0037
(0.95, 0.05) 0.0077 0.0085 0.0426 0.0046 0.0046 0.0373
(1.0, 0.0) 0.0010 0.0010 0.0789 0.0088 0.0088 0.0735