valid set +-------------+-------+-------------+--------+-------------+----------+-------------+ | | pos | neg | amb | pos% | neg% | amb% | |-------------+-------+-------------+--------+-------------+----------+-------------| | ENCSR000EGN | 18794 | 4.6446e+06 | 200374 | 0.00386408 | 0.954939 | 0.0411973 | | ENCSR000EIB | 15780 | 4.57694e+06 | 271051 | 0.0032444 | 0.941027 | 0.0557286 | | ENCSR000BRF | 9986 | 4.60612e+06 | 247664 | 0.00205314 | 0.947027 | 0.0509202 | | ENCSR000EYV | 1500 | 4.86227e+06 | nan | 0.000308403 | 0.999692 | nan | | ENCSR000BVO | 3727 | 4.66434e+06 | 195704 | 0.000766278 | 0.958997 | 0.0402371 | | ENCSR837GTK | 22769 | 4.48559e+06 | 355411 | 0.00468135 | 0.922245 | 0.0730732 | | ENCSR000EBZ | 5525 | 4.57639e+06 | 281856 | 0.00113595 | 0.940914 | 0.0579501 | | ENCSR000EEI | 25422 | 4.52803e+06 | 310317 | 0.00522681 | 0.930971 | 0.0638018 | | ENCSR196HGZ | 15658 | 4.43499e+06 | 413123 | 0.00321931 | 0.911842 | 0.0849389 | | ENCSR000BSK | 21975 | 4.54952e+06 | 292268 | 0.0045181 | 0.935391 | 0.0600909 | | ENCSR000DYS | 3394 | 4.61639e+06 | 243986 | 0.000697813 | 0.949138 | 0.050164 | | ENCSR000EDH | 13784 | 4.84998e+06 | nan | 0.00283402 | 0.997166 | nan | | ENCSR000BSA | 15017 | 4.45096e+06 | 397788 | 0.00308752 | 0.915127 | 0.081786 | | ENCSR000BGK | 14132 | 4.54768e+06 | 301954 | 0.00290557 | 0.935012 | 0.0620823 | | ENCSR000BKP | 4639 | 4.66709e+06 | 192035 | 0.000953787 | 0.959563 | 0.0394828 | +-------------+-------+-------------+--------+-------------+----------+-------------+ test set +-------------+-------+-------------+--------+-------------+----------+-------------+ | | pos | neg | amb | pos% | neg% | amb% | |-------------+-------+-------------+--------+-------------+----------+-------------| | ENCSR000EGN | 31917 | 4.64122e+06 | 311652 | 0.00640287 | 0.931077 | 0.0625206 | | ENCSR000EIB | 17108 | 4.71325e+06 | 254431 | 0.00343204 | 0.945527 | 0.0510414 | | ENCSR000BRF | 9377 | 4.77525e+06 | 200166 | 0.00188112 | 0.957964 | 0.0401553 | | ENCSR000EYV | 1351 | 4.98344e+06 | nan | 0.000271024 | 0.999729 | nan | | ENCSR000BVO | 5716 | 4.659e+06 | 320078 | 0.00114669 | 0.934642 | 0.0642109 | | ENCSR837GTK | 27640 | 4.61865e+06 | 338503 | 0.00554486 | 0.926548 | 0.0679071 | | ENCSR000EBZ | 7691 | 4.70009e+06 | 277015 | 0.00154289 | 0.942885 | 0.055572 | | ENCSR000EEI | 16651 | 4.77574e+06 | 192401 | 0.00334036 | 0.958062 | 0.0385976 | | ENCSR196HGZ | 19595 | 4.57948e+06 | 385715 | 0.00393096 | 0.918691 | 0.0773783 | | ENCSR000BSK | 23076 | 4.69841e+06 | 263307 | 0.00462928 | 0.942549 | 0.0528221 | | ENCSR000DYS | 3706 | 4.73441e+06 | 246677 | 0.000743461 | 0.949771 | 0.0494859 | | ENCSR000EDH | 19304 | 4.96549e+06 | nan | 0.00387258 | 0.996127 | nan | | ENCSR000BSA | 17492 | 4.56478e+06 | 402520 | 0.00350907 | 0.915741 | 0.0807496 | | ENCSR000BGK | 11842 | 4.77436e+06 | 198595 | 0.00237563 | 0.957784 | 0.0398402 | | ENCSR000BKP | 7300 | 4.77434e+06 | 203154 | 0.00146445 | 0.957781 | 0.0407548 | +-------------+-------+-------------+--------+-------------+----------+-------------+ train set +-------------+--------+-------------+--------+------------+----------+-------------+ | | pos | neg | amb | pos% | neg% | amb% | |-------------+--------+-------------+--------+------------+----------+-------------| | ENCSR000EGN | 540442 | 3.89650e+06 | 548244 | 0.108409 | 0.781616 | 0.109975 | | ENCSR000EIB | 436120 | 3.76454e+06 | 784531 | 0.0874831 | 0.755145 | 0.157372 | | ENCSR000BRF | 316600 | 3.99056e+06 | 678027 | 0.0635081 | 0.800484 | 0.136008 | | ENCSR000EYV | 32406 | 4.95278e+06 | nan | 0.00650045 | 0.9935 | nan | | ENCSR000BVO | 153537 | 4.28757e+06 | 544086 | 0.0307986 | 0.860061 | 0.10914 | | ENCSR837GTK | 780082 | 3.54513e+06 | 659982 | 0.15648 | 0.711132 | 0.132389 | | ENCSR000EBZ | 189320 | 4.0883e+06 | 707570 | 0.0379765 | 0.820089 | 0.141934 | | ENCSR000EEI | 447762 | 3.76589e+06 | 771539 | 0.0898184 | 0.755415 | 0.154766 | | ENCSR196HGZ | 534513 | 3.60075e+06 | 849928 | 0.10722 | 0.722289 | 0.170491 | | ENCSR000BSK | 534511 | 3.92828e+06 | 522395 | 0.10722 | 0.787991 | 0.104789 | | ENCSR000DYS | 100330 | 4.38987e+06 | 494994 | 0.0201256 | 0.880582 | 0.0992929 | | ENCSR000EDH | 471235 | 4.51396e+06 | nan | 0.094527 | 0.905473 | nan | | ENCSR000BSA | 430726 | 3.93656e+06 | 617905 | 0.0864011 | 0.789651 | 0.123948 | | ENCSR000BGK | 349458 | 3.99871e+06 | 637024 | 0.0700992 | 0.802118 | 0.127783 | | ENCSR000BKP | 158972 | 4.32312e+06 | 503100 | 0.0318888 | 0.867192 | 0.100919 | +-------------+--------+-------------+--------+------------+----------+-------------+ task 0 ENCSR000EGN ------- Confusion matrix: Predicted False True __all__ Actual False 4631717 12883 4644600 True 13644 5150 18794 __all__ 4645361 18033 4663394 Accuracy Score : 0.9943116537011456 Report : precision recall f1-score support 0.0 1.00 1.00 1.00 4644600 1.0 0.29 0.27 0.28 18794 avg / total 0.99 0.99 0.99 4663394 task 1 ENCSR000EIB ------- Confusion matrix: Predicted False True __all__ Actual False 4545802 31135 4576937 True 5682 10098 15780 __all__ 4551484 41233 4592717 Accuracy Score : 0.991983612314889 Report : precision recall f1-score support 0.0 1.00 0.99 1.00 4576937 1.0 0.24 0.64 0.35 15780 avg / total 1.00 0.99 0.99 4592717 task 2 ENCSR000BRF ------- Confusion matrix: Predicted False True __all__ Actual False 4597995 8123 4606118 True 6699 3287 9986 __all__ 4604694 11410 4616104 Accuracy Score : 0.9967890671440678 Report : precision recall f1-score support 0.0 1.00 1.00 1.00 4606118 1.0 0.29 0.33 0.31 9986 avg / total 1.00 1.00 1.00 4616104 task 3 ENCSR000EYV ------- Confusion matrix: Predicted False True __all__ Actual False 4862145 123 4862268 True 1484 16 1500 __all__ 4863629 139 4863768 Accuracy Score : 0.9996695977275232 Report : precision recall f1-score support 0.0 1.00 1.00 1.00 4862268 1.0 0.12 0.01 0.02 1500 avg / total 1.00 1.00 1.00 4863768 task 4 ENCSR000BVO ------- Confusion matrix: Predicted False True __all__ Actual False 4663016 1321 4664337 True 3665 62 3727 __all__ 4666681 1383 4668064 Accuracy Score : 0.9989318912508484 Report : precision recall f1-score support 0.0 1.00 1.00 1.00 4664337 1.0 0.04 0.02 0.02 3727 avg / total 1.00 1.00 1.00 4668064 task 5 ENCSR837GTK ------- Confusion matrix: Predicted False True __all__ Actual False 4429860 55728 4485588 True 14576 8193 22769 __all__ 4444436 63921 4508357 Accuracy Score : 0.9844058489600536 Report : precision recall f1-score support 0.0 1.00 0.99 0.99 4485588 1.0 0.13 0.36 0.19 22769 avg / total 0.99 0.98 0.99 4508357 task 6 ENCSR000EBZ ------- Confusion matrix: Predicted False True __all__ Actual False 4574138 2249 4576387 True 4265 1260 5525 __all__ 4578403 3509 4581912 Accuracy Score : 0.9985783227613276 Report : precision recall f1-score support 0.0 1.00 1.00 1.00 4576387 1.0 0.36 0.23 0.28 5525 avg / total 1.00 1.00 1.00 4581912 task 7 ENCSR000EEI ------- Confusion matrix: Predicted False True __all__ Actual False 4519781 8248 4528029 True 11183 14239 25422 __all__ 4530964 22487 4553451 Accuracy Score : 0.9957326871421258 Report : precision recall f1-score support 0.0 1.00 1.00 1.00 4528029 1.0 0.63 0.56 0.59 25422 avg / total 1.00 1.00 1.00 4553451 task 8 ENCSR196HGZ ------- Confusion matrix: Predicted False True __all__ Actual False 4407248 27739 4434987 True 11508 4150 15658 __all__ 4418756 31889 4450645 Accuracy Score : 0.9911817275922928 Report : precision recall f1-score support 0.0 1.00 0.99 1.00 4434987 1.0 0.13 0.27 0.17 15658 avg / total 0.99 0.99 0.99 4450645 task 9 ENCSR000BSK ------- Confusion matrix: Predicted False True __all__ Actual False 4431351 118174 4549525 True 9285 12690 21975 __all__ 4440636 130864 4571500 Accuracy Score : 0.972118779394072 Report : precision recall f1-score support 0.0 1.00 0.97 0.99 4549525 1.0 0.10 0.58 0.17 21975 avg / total 0.99 0.97 0.98 4571500 task 10 ENCSR000DYS ------- Confusion matrix: Predicted False True __all__ Actual False 4616231 157 4616388 True 3342 52 3394 __all__ 4619573 209 4619782 Accuracy Score : 0.9992426049540866 Report : precision recall f1-score support 0.0 1.00 1.00 1.00 4616388 1.0 0.25 0.02 0.03 3394 avg / total 1.00 1.00 1.00 4619782 task 11 ENCSR000EDH ------- Confusion matrix: Predicted False True __all__ Actual False 4836063 13921 4849984 True 8749 5035 13784 __all__ 4844812 18956 4863768 Accuracy Score : 0.9953390046564721 Report : precision recall f1-score support 0.0 1.00 1.00 1.00 4849984 1.0 0.27 0.37 0.31 13784 avg / total 1.00 1.00 1.00 4863768 task 12 ENCSR000BSA ------- Confusion matrix: Predicted False True __all__ Actual False 4434766 16197 4450963 True 10566 4451 15017 __all__ 4445332 20648 4465980 Accuracy Score : 0.9940073623258501 Report : precision recall f1-score support 0.0 1.00 1.00 1.00 4450963 1.0 0.22 0.30 0.25 15017 avg / total 0.99 0.99 0.99 4465980 task 13 ENCSR000BGK ------- Confusion matrix: Predicted False True __all__ Actual False 4543779 3903 4547682 True 11613 2519 14132 __all__ 4555392 6422 4561814 Accuracy Score : 0.9965987214735191 Report : precision recall f1-score support 0.0 1.00 1.00 1.00 4547682 1.0 0.39 0.18 0.25 14132 avg / total 1.00 1.00 1.00 4561814 task 14 ENCSR000BKP ------- Confusion matrix: Predicted False True __all__ Actual False 4663785 3309 4667094 True 3433 1206 4639 __all__ 4667218 4515 4671733 Accuracy Score : 0.9985568524571075 Report : precision recall f1-score support 0.0 1.00 1.00 1.00 4667094 1.0 0.27 0.26 0.26 4639 avg / total 1.00 1.00 1.00 4671733