valid set +-------------+-------+-------------+--------+-------------+----------+-------------+ | | pos | neg | amb | pos% | neg% | amb% | |-------------+-------+-------------+--------+-------------+----------+-------------| | ENCSR334KIQ | 1587 | 4.30152e+06 | 560665 | 0.00032629 | 0.8844 | 0.115274 | | ENCSR000BHK | 7517 | 4.85625e+06 | nan | 0.00154551 | 0.998454 | nan | | ENCSR906PEI | 409 | 4.60126e+06 | 262104 | 8.40912e-05 | 0.946027 | 0.0538891 | | ENCSR000BJX | 19877 | 4.46077e+06 | 383123 | 0.00408675 | 0.917142 | 0.0787708 | | ENCSR085IXF | 43007 | 4.51242e+06 | 308344 | 0.00884232 | 0.927762 | 0.0633961 | | ENCSR991ELG | 6071 | 4.49393e+06 | 363771 | 0.00124821 | 0.92396 | 0.074792 | | ENCSR000BPE | 30871 | 4.3833e+06 | 449595 | 0.00634714 | 0.901215 | 0.0924376 | | ENCSR386YIH | 38826 | 4.47415e+06 | 350789 | 0.0079827 | 0.919894 | 0.0721229 | | ENCSR000BIR | 7952 | 4.57224e+06 | 283581 | 0.00163495 | 0.94006 | 0.0583048 | | ENCSR729LGA | 687 | 4.5719e+06 | 291183 | 0.000141249 | 0.939991 | 0.0598678 | +-------------+-------+-------------+--------+-------------+----------+-------------+ test set +-------------+-------+-------------+--------+-------------+----------+-------------+ | | pos | neg | amb | pos% | neg% | amb% | |-------------+-------+-------------+--------+-------------+----------+-------------| | ENCSR334KIQ | 591 | 4.71827e+06 | 265932 | 0.000118561 | 0.946533 | 0.0533487 | | ENCSR000BHK | 10158 | 4.97464e+06 | nan | 0.0020378 | 0.997962 | nan | | ENCSR906PEI | 784 | 4.56786e+06 | 416151 | 0.000157278 | 0.916359 | 0.0834841 | | ENCSR000BJX | 20520 | 4.75453e+06 | 209743 | 0.00411652 | 0.953807 | 0.0420766 | | ENCSR085IXF | 53185 | 4.61285e+06 | 318761 | 0.0106695 | 0.925384 | 0.0639467 | | ENCSR991ELG | 13722 | 4.42723e+06 | 543838 | 0.00275277 | 0.888148 | 0.109099 | | ENCSR000BPE | 30658 | 4.60278e+06 | 351351 | 0.00615031 | 0.923365 | 0.0704846 | | ENCSR386YIH | 48844 | 4.57447e+06 | 361476 | 0.0097986 | 0.917686 | 0.0725157 | | ENCSR000BIR | 12136 | 4.68746e+06 | 285195 | 0.0024346 | 0.940352 | 0.057213 | | ENCSR729LGA | 1251 | 4.69535e+06 | 288195 | 0.000250963 | 0.941934 | 0.0578148 | +-------------+-------+-------------+--------+-------------+----------+-------------+ train set +-------------+------------------+-------------+--------+------------+----------+-------------+ | | pos | neg | amb | pos% | neg% | amb% | |-------------+------------------+-------------+--------+------------+----------+-------------| | ENCSR334KIQ | 34698 | 5.02857e+06 | 520205 | 0.00621442 | 0.900617 | 0.0931688 | | ENCSR000BHK | 305216 | 5.27825e+06 | nan | 0.0546642 | 0.945336 | nan | | ENCSR906PEI | 22287 | 5.20763e+06 | 353552 | 0.0039916 | 0.932687 | 0.0633212 | | ENCSR000BJX | 629878 | 4.25056e+06 | 703030 | 0.112811 | 0.761276 | 0.125913 | | ENCSR085IXF | 1.57672e+06 | 3.15465e+06 | 852106 | 0.28239 | 0.564998 | 0.152612 | | ENCSR991ELG | 364909 | 4.44596e+06 | 772603 | 0.0653552 | 0.796271 | 0.138373 | | ENCSR000BPE | 1.06429e+06 | 3.71172e+06 | 807458 | 0.190615 | 0.664769 | 0.144616 | | ENCSR386YIH | 1.42985e+06 | 3.20416e+06 | 949454 | 0.256086 | 0.573866 | 0.170047 | | ENCSR000BIR | 326257 | 4.54018e+06 | 717028 | 0.0584327 | 0.813148 | 0.12842 | | ENCSR729LGA | 53831 | 4.96626e+06 | 563373 | 0.00964114 | 0.889459 | 0.1009 | +-------------+------------------+-------------+--------+------------+----------+-------------+ task 0 ENCSR334KIQ ------- Confusion matrix: Predicted False True __all__ Actual False 4300497 1019 4301516 True 1129 458 1587 __all__ 4301626 1477 4303103 Accuracy Score : 0.999500825334648 Report : precision recall f1-score support 0.0 1.00 1.00 1.00 4301516 1.0 0.31 0.29 0.30 1587 avg / total 1.00 1.00 1.00 4303103 task 1 ENCSR000BHK ------- Confusion matrix: Predicted False True __all__ Actual False 4854122 2129 4856251 True 6420 1097 7517 __all__ 4860542 3226 4863768 Accuracy Score : 0.9982423092548822 Report : precision recall f1-score support 0.0 1.00 1.00 1.00 4856251 1.0 0.34 0.15 0.20 7517 avg / total 1.00 1.00 1.00 4863768 task 2 ENCSR906PEI ------- Confusion matrix: Predicted False True __all__ Actual False 4601255 0 4601255 True 405 4 409 __all__ 4601660 4 4601664 Accuracy Score : 0.9999119883589936 Report : precision recall f1-score support 0.0 1.00 1.00 1.00 4601255 1.0 1.00 0.01 0.02 409 avg / total 1.00 1.00 1.00 4601664 task 3 ENCSR000BJX ------- Confusion matrix: Predicted False True __all__ Actual False 4454757 6011 4460768 True 16161 3716 19877 __all__ 4470918 9727 4480645 Accuracy Score : 0.9950516052934343 Report : precision recall f1-score support 0.0 1.00 1.00 1.00 4460768 1.0 0.38 0.19 0.25 19877 avg / total 0.99 1.00 0.99 4480645 task 4 ENCSR085IXF ------- Confusion matrix: Predicted False True __all__ Actual False 4372112 140305 4512417 True 20490 22517 43007 __all__ 4392602 162822 4555424 Accuracy Score : 0.9647025172629375 Report : precision recall f1-score support 0.0 1.00 0.97 0.98 4512417 1.0 0.14 0.52 0.22 43007 avg / total 0.99 0.96 0.97 4555424 task 5 ENCSR991ELG ------- Confusion matrix: Predicted False True __all__ Actual False 4464089 29837 4493926 True 1338 4733 6071 __all__ 4465427 34570 4499997 Accuracy Score : 0.9930722176037007 Report : precision recall f1-score support 0.0 1.00 0.99 1.00 4493926 1.0 0.14 0.78 0.23 6071 avg / total 1.00 0.99 1.00 4499997 task 6 ENCSR000BPE ------- Confusion matrix: Predicted False True __all__ Actual False 4342933 40369 4383302 True 19669 11202 30871 __all__ 4362602 51571 4414173 Accuracy Score : 0.9863988112835632 Report : precision recall f1-score support 0.0 1.00 0.99 0.99 4383302 1.0 0.22 0.36 0.27 30871 avg / total 0.99 0.99 0.99 4414173 task 7 ENCSR386YIH ------- Confusion matrix: Predicted False True __all__ Actual False 4358236 115917 4474153 True 19252 19574 38826 __all__ 4377488 135491 4512979 Accuracy Score : 0.9700488302737504 Report : precision recall f1-score support 0.0 1.00 0.97 0.98 4474153 1.0 0.14 0.50 0.22 38826 avg / total 0.99 0.97 0.98 4512979 task 8 ENCSR000BIR ------- Confusion matrix: Predicted False True __all__ Actual False 4564428 7807 4572235 True 5709 2243 7952 __all__ 4570137 10050 4580187 Accuracy Score : 0.9970490287841959 Report : precision recall f1-score support 0.0 1.00 1.00 1.00 4572235 1.0 0.22 0.28 0.25 7952 avg / total 1.00 1.00 1.00 4580187 task 9 ENCSR729LGA ------- Confusion matrix: Predicted False True __all__ Actual False 4570332 1566 4571898 True 521 166 687 __all__ 4570853 1732 4572585 Accuracy Score : 0.9995435842089322 Report : precision recall f1-score support 0.0 1.00 1.00 1.00 4571898 1.0 0.10 0.24 0.14 687 avg / total 1.00 1.00 1.00 4572585