predict_caLamviec_nhansu/models/training_report.json

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{
"best_model": "Gradient Boosting",
"test_mae": 2.715735914594871,
"test_rmse": 4.8725908385837755,
"test_r2": 0.47268268124245805,
"val_mae": 2.9036818323527176,
"val_r2": 0.14702091178419308,
"train_size": 304,
"val_size": 66,
"test_size": 66,
"n_features": 63,
"feature_names": [
"so_ca_cua_toa",
"num_tasks",
"num_cleaning_tasks",
"num_trash_collection_tasks",
"num_monitoring_tasks",
"num_room_cleaning_tasks",
"num_deep_cleaning_tasks",
"num_maintenance_tasks",
"num_support_tasks",
"num_other_tasks",
"num_wc_tasks",
"num_hallway_tasks",
"num_lobby_tasks",
"num_patient_room_tasks",
"num_clinic_room_tasks",
"num_surgery_room_tasks",
"num_outdoor_tasks",
"num_elevator_tasks",
"num_office_tasks",
"num_technical_room_tasks",
"cleaning_ratio",
"trash_collection_ratio",
"monitoring_ratio",
"room_cleaning_ratio",
"area_diversity",
"task_complexity_score",
"loai_hinh",
"muc_do_luu_luong",
"so_tang",
"so_cua_thang_may",
"dien_tich_ngoai_canh",
"dien_tich_sanh",
"dien_tich_hanh_lang",
"dien_tich_wc",
"dien_tich_phong",
"dien_tich_tham",
"doc_ham",
"vien_phan_quang",
"op_tuong",
"op_chan_tuong",
"ranh_thoat_nuoc",
"dien_tich_kinh",
"hour_start",
"hour_end",
"work_hours_numeric",
"is_morning_shift",
"is_afternoon_shift",
"is_evening_shift",
"is_night_shift",
"tasks_per_hour",
"tasks_per_floor",
"wc_per_floor",
"cleaning_workload",
"total_area",
"area_per_floor",
"has_special_areas",
"loai_ca_24/24",
"loai_ca_Ca chiều",
"loai_ca_Ca gãy",
"loai_ca_Ca sáng",
"loai_ca_Ca đêm",
"loai_ca_Hành chính",
"loai_ca_Part time"
]
}