{ "design_doc": "notes/02_design_modeling.md", "estimator": "DecisionTreeClassifier", "model_type": "decision_tree_classifier", "trained_at": "2026-05-18T14:31:31.534278", "training_seconds": 4.203144073486328, "random_state": 42, "features": [ "Culmen Length (mm)", "Culmen Depth (mm)", "Flipper Length (mm)", "Body Mass (g)", "Island_Biscoe", "Island_Dream", "Island_Torgersen", "Sex_FEMALE", "Sex_MALE", "Clutch Completion_No", "Clutch Completion_Yes" ], "target": "Species", "n_samples_train": 258, "n_features": 11, "search_strategy": "GridSearchCV", "cv_folds": 5, "scoring": "f1_weighted", "param_grid": { "max_depth": [ 3, 4, 5, 6, 8, 10, null ], "min_samples_split": [ 2, 5, 10 ], "min_samples_leaf": [ 1, 2, 5 ], "criterion": [ "gini", "entropy" ] }, "best_params": { "criterion": "gini", "max_depth": 5, "min_samples_leaf": 1, "min_samples_split": 5 }, "params": { "criterion": "gini", "max_depth": 5, "min_samples_leaf": 1, "min_samples_split": 5 }, "best_cv_score": 0.973031605176191, "best_cv_score_std": 0.019704745060290966, "best_fold_scores": [ 0.9808021038790269, 0.9615384615384616, 0.9807921654969955, 0.9420252949664715, 1.0 ], "best_train_score_mean": 0.9932328656107854, "model_path": "models/model.joblib", "tree_depth": 5, "tree_n_leaves": 10 }