DSA_SS24/ml_models/best_xgb_model_202406052242...

1 line
906 KiB
JSON
Raw Permalink Normal View History

2024-06-05 23:18:20 +02:00
{"learner":{"attributes":{"best_iteration":"99","best_ntree_limit":"100","scikit_learn":"{\"use_label_encoder\": false, \"n_estimators\": 100, \"objective\": \"multi:softmax\", \"max_depth\": 5, \"max_leaves\": null, \"max_bin\": null, \"grow_policy\": null, \"learning_rate\": 0.1, \"verbosity\": null, \"booster\": null, \"tree_method\": null, \"gamma\": null, \"min_child_weight\": 3, \"max_delta_step\": null, \"subsample\": null, \"sampling_method\": null, \"colsample_bytree\": null, \"colsample_bylevel\": null, \"colsample_bynode\": null, \"reg_alpha\": null, \"reg_lambda\": null, \"scale_pos_weight\": null, \"base_score\": null, \"missing\": NaN, \"num_parallel_tree\": null, \"random_state\": null, \"n_jobs\": null, \"monotone_constraints\": null, \"interaction_constraints\": null, \"importance_type\": null, \"gpu_id\": null, \"validate_parameters\": null, \"predictor\": null, \"enable_categorical\": false, \"max_cat_to_onehot\": null, \"eval_metric\": \"merror\", \"early_stopping_rounds\": null, \"callbacks\": null, \"kwargs\": {\"num_class\": 4, \"eta\": 0.1}, \"classes_\": [0, 1, 2, 3], \"n_classes_\": 4, \"_estimator_type\": \"classifier\"}"},"feature_names":["age","gender","artial_rate","ventricular_rate","qrs_duration","qt_length","qrs_count","q_peak","r_axis","t_axis"],"feature_types":["int","int","int","float","float","float","int","float","float","float"],"gradient_booster":{"model":{"gbtree_model_param":{"num_parallel_tree":"1","num_trees":"400","size_leaf_vector":"0"},"tree_info":[0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3,0,1,2,3],"trees":[{"base_weights":[-6.5817006E-2,-5.5655867E-1,1.1705686E0,8.5714287E-1,-5.625583E-1,7.497169E-1,1.7662338E0,7.5E-1,-5.6757116E-1,1.1627907E0,5.324232E-1,1.4949083E0,1.9252336E0,-6.044293E-1,-4.3113032E-1,8.5393256E-1,1.5590551E0,7.140649E-1,3.0393997E-1,1.0193548E0,1.6744186E0,-6.451613E-2,-6.093535E-1,-1.7977528E-1,-4.9881983E-1,1.3043479E0,4.6305418E-1,6.3414633E-1,1.6742082E0,-9.3457945E-2,8.613139E-1,-2.857143E-1,5.961003E-1,1.5076923E0,6.122449E-1],"categories":[],"categories_nodes":[],"categories_segments":[],"categories_sizes":[],"default_left":[1,1,1,0,0,1,1,0,1,1,0,0,0,1,0,0,0,0,1,1,0,0,0,0,0,0,0,0,0,0,0,0,0,0,0],"id":0,"left_children":[1,3,5,-1,7,9,11,-1,13,15,17,19,-1,21,23,25,27,29,31,33,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1],"loss_changes":[7.980673E2,8.467682E0,9.2369995E1,0E0,6.5982666E0,1.9195053E1,3.765625E0,0E0,4.442108E0,7.878479E0,5.863022E0,3.5325623E0,0E0,1.9114685E0,3.3535538E0,7.2305794E0,2.3198776E0,9.697094E0,1.1648042E1,2.9288101E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0,0E0],"parents":[2147483647,0,0,1,1,2,2,4,4,5,5,6,6,8,8,9,9,10,10,11,11,13,13,14,14,15,15,16,16,17,17,18,18,19,19],"right_children":[2,4,6,-1,8,10,12,-1,14,16,18,20,-1,22,24,26,28,30,32,34,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1,-1],"split_conditions":[1.0271701E2,1.25E1,1.4869472E2,8.571429E-2,-1.9724965E-1,6.35E1,1.6343295E2,7.5E-2,8.354077E1,1.3267996E2,6.6952385E1,2.7012365E1,1.9252336E-1,4.608007E1,2.1828571E1,6.1307167E1,-1.4976006E0,-1.2618373E2,7.25E1,6.75E1,1.6744186E-1,-6.451613E-3,-6.093535E-2,-1.7977528E-2,-4.9881984E-2,1.304348E-1,4.6305418E-2,6.341463E-2,1.6742082E-1,-9.345795E-3,8.613139E-2,-2.857143E-2,5.9610028E-2,1.5076923E-1,6.122449E-2],"split_indices":[3,0,3,0,7,0,3,0,3,3,9,9,0,3,4,9,9,9,0,0,0,0,0,0