{"duration": 10.690674781799316, "input_args": {"Data": "      F1       F3_em1    F1+F3_em1  |F1-F3_em1|    F1xF3_em1  F1/F3_em1   F3_em1/F1\n0    2.5   543.571910   546.071910   541.071910  1358.929775   0.004599  217.428764\n1    1.9   329.299560   331.199560   327.399560   625.669164   0.005770  173.315558\n2    2.1  1210.967074  1213.067074  1208.867074  2543.030856   0.001734  576.650988\n3    1.8   543.571910   545.371910   541.771910   978.429438   0.003311  301.984395\n4    2.2   664.141633   666.341633   661.941633  1461.111593   0.003313  301.882560\n..   ...          ...          ...          ...          ...        ...         ...\n145  0.3   120.510418   120.810418   120.210418    36.153125   0.002489  401.701392\n146  0.2   163.021907   163.221907   162.821907    32.604381   0.001227  815.109536\n147  0.2    98.484316    98.684316    98.284316    19.696863   0.002031  492.421578\n148  0.2   199.336810   199.536810   199.136810    39.867362   0.001003  996.684050\n149  0.2   147.413159   147.613159   147.213159    29.482632   0.001357  737.065796\n\n[150 rows x 7 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n              colsample_bynode=1, colsample_bytree=0.9223705789444759,\n              eta=0.08487346516301046, gamma=0, gpu_id=-1,\n              importance_type='gain', interaction_constraints='',\n              learning_rate=0.0848734677, max_delta_step=0, max_depth=7,\n              min_child_weight=1, missing=nan, monotone_constraints='()',\n              n_estimators=76, n_jobs=12, num_parallel_tree=1,\n              objective='multi:softprob', probability=True, random_state=42,\n              reg_alpha=0, reg_lambda=1, scale_pos_weight=None, silent=True,\n              subsample=0.8912139968434072, tree_method='exact',\n              use_label_encoder=False, validate_parameters=1, ...)"}}