{"duration": 14.528310060501099, "input_args": {"Data": "        F2     F8_l2   F2+F8_l2  |F2-F8_l2|   F2xF8_l2  F2/F8_l2  F8_l2/F2\n0    9.085  1.864731  10.949731    7.220269  16.941080  4.872017  0.205254\n1    8.179  1.818032   9.997032    6.360968  14.869688  4.498820  0.222281\n2    8.297  1.739416  10.036416    6.557584  14.431935  4.769992  0.209644\n3    9.673  2.215679  11.888679    7.457321  21.432259  4.365705  0.229058\n4    9.825  2.261531  12.086531    7.563469  22.219540  4.344402  0.230181\n..     ...       ...        ...         ...        ...       ...       ...\n832  7.878  1.580145   9.458145    6.297855  12.448386  4.985617  0.200577\n833  8.046  1.634593   9.680593    6.411407  13.151937  4.922325  0.203156\n834  8.901  1.904966  10.805966    6.996034  16.956100  4.672525  0.214017\n835  8.778  2.070733  10.848733    6.707267  18.176892  4.239079  0.235900\n836  8.680  2.045093  10.725093    6.634907  17.751411  4.244305  0.235610\n\n[837 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              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)"}}