{"duration": 36.848369121551514, "input_args": {"Data": "        F5     F12     F26_p2  F5+F12  F12+F26_p2  F5+F26_p2  F5+F12+F26_p2  |F5-F12|  |F12-F26_p2|  |F5-F26_p2|  ...  F12/F26_p2  F26_p2/F12  F5/F26_p2  F26_p2/F5  F5/F12/F26_p2  F5/F26_p2/F12  F12/F26_p2/F5  F12/F5/F26_p2  F26_p2/F5/F12  F26_p2/F12/F5\n0    2.263   9.902  23.280625  12.165   33.182625  25.543625      35.445625     7.639     13.378625    21.017625  ...    0.425332    2.351103   0.097205  10.287506       0.009817       0.009817       0.187951       0.187951       1.038932       1.038932\n1    2.194  10.054  20.811844  12.248   30.865844  23.005844      33.059844     7.860     10.757844    18.617844  ...    0.483090    2.070006   0.105421   9.485799       0.010485       0.010485       0.220187       0.220187       0.943485       0.943485\n2    2.424  10.226  24.820324  12.650   35.046324  27.244324      37.470324     7.802     14.594324    22.396324  ...    0.412001    2.427178   0.097662  10.239408       0.009550       0.009550       0.169967       0.169967       1.001311       1.001311\n3    2.690  12.353  39.891856  15.043   52.244856  42.581856      54.934856     9.663     27.538856    37.201856  ...    0.309662    3.229325   0.067432  14.829686       0.005459       0.005459       0.115116       0.115116       1.200493       1.200493\n4    2.700  12.519  40.068900  15.219   52.587900  42.768900      55.287900     9.819     27.549900    37.368900  ...    0.312437    3.200647   0.067384  14.840333       0.005383       0.005383       0.115717       0.115717       1.185425       1.185425\n..     ...     ...        ...     ...         ...        ...            ...       ...           ...          ...  ...         ...         ...        ...        ...            ...            ...            ...            ...            ...            ...\n832  2.136   9.311  20.241001  11.447   29.552001  22.377001      31.688001     7.175     10.930001    18.105001  ...    0.460007    2.173880   0.105528   9.476124       0.011334       0.011334       0.215359       0.215359       1.017734       1.017734\n833  2.222   9.668  22.877089  11.890   32.545089  25.099089      34.767089     7.446     13.209089    20.655089  ...    0.422606    2.366269   0.097128  10.295720       0.010046       0.010046       0.190192       0.190192       1.064928       1.064928\n834  2.499  10.681  28.196100  13.180   38.877100  30.695100      41.376100     8.182     17.515100    25.697100  ...    0.378811    2.639837   0.088629  11.282953       0.008298       0.008298       0.151585       0.151585       1.056357       1.056357\n835  2.361  10.735  24.770529  13.096   35.505529  27.131529      37.866529     8.374     14.035529    22.409529  ...    0.433378    2.307455   0.095315  10.491541       0.008879       0.008879       0.183557       0.183557       0.977321       0.977321\n836  2.361  10.694  24.770529  13.055   35.464529  27.131529      37.825529     8.333     14.076529    22.409529  ...    0.431723    2.316302   0.095315  10.491541       0.008913       0.008913       0.182856       0.182856       0.981068       0.981068\n\n[837 rows x 27 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n              colsample_bynode=1, colsample_bytree=0.8702434039276976,\n              eta=0.2593099998788648, gamma=0, gpu_id=-1,\n              importance_type='gain', interaction_constraints='',\n              learning_rate=0.259310007, max_delta_step=0, max_depth=6,\n              min_child_weight=1, missing=nan, monotone_constraints='()',\n              n_estimators=188, n_jobs=12, num_parallel_tree=1,\n              probability=True, random_state=42, reg_alpha=0, reg_lambda=1,\n              scale_pos_weight=1, silent=True, subsample=0.9972633684544026,\n              tree_method='exact', use_label_encoder=False,\n              validate_parameters=1, verbosity=0)"}}