{"duration": 27.016539096832275, "input_args": {"Data": "      F1   F2   F3   F4\n0    2.5  3.3  6.3  6.0\n1    1.9  2.7  5.8  5.1\n2    2.1  3.0  7.1  5.9\n3    1.8  2.9  6.3  5.6\n4    2.2  3.0  6.5  5.8\n..   ...  ...  ...  ...\n145  0.3  3.0  4.8  1.4\n146  0.2  3.8  5.1  1.6\n147  0.2  3.2  4.6  1.4\n148  0.2  3.7  5.3  1.5\n149  0.2  3.3  5.0  1.4\n\n[150 rows x 4 columns]", "clf": "XGBClassifier(base_score=0.5, booster='gbtree', colsample_bylevel=1,\n              colsample_bynode=1, colsample_bytree=0.8041168988591605,\n              eta=0.2924774630404986, gamma=0, gpu_id=-1,\n              importance_type='gain', interaction_constraints='',\n              learning_rate=0.292477459, max_delta_step=0, max_depth=10,\n              min_child_weight=1, missing=nan, monotone_constraints='()',\n              n_estimators=46, 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=0.8363649934414201, tree_method='exact',\n              use_label_encoder=False, validate_parameters=1, ...)"}}