{"duration": 12.524936199188232, "input_args": {"Data": "        F1_l2   F4  F1_l2+F4  |F1_l2-F4|  F1_l2xF4  F1_l2/F4  F4/F1_l2\n0    1.321928  6.0  7.321928    4.678072  7.931569  0.220321  4.538825\n1    0.925999  5.1  6.025999    4.174001  4.722597  0.181569  5.507563\n2    1.070389  5.9  6.970389    4.829611  6.315297  0.181422  5.512013\n3    0.847997  5.6  6.447997    4.752003  4.748783  0.151428  6.603798\n4    1.137504  5.8  6.937504    4.662496  6.597520  0.196121  5.098885\n..        ...  ...       ...         ...       ...       ...       ...\n145 -1.736966  1.4 -0.336966    3.136966 -2.431752 -1.240690 -0.806003\n146 -2.321928  1.6 -0.721928    3.921928 -3.715085 -1.451205 -0.689082\n147 -2.321928  1.4 -0.921928    3.721928 -3.250699 -1.658520 -0.602947\n148 -2.321928  1.5 -0.821928    3.821928 -3.482892 -1.547952 -0.646015\n149 -2.321928  1.4 -0.921928    3.721928 -3.250699 -1.658520 -0.602947\n\n[150 rows x 7 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n              colsample_bynode=1, colsample_bytree=0.8702434039276976,\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              objective='multi:softprob', probability=True, random_state=42,\n              reg_alpha=0, reg_lambda=1, scale_pos_weight=None, silent=True,\n              subsample=0.9972633684544026, tree_method='exact',\n              use_label_encoder=False, validate_parameters=1, ...)"}}