ML/DL Bias Correction Report

This report is automatically generated from outputs/metrics/summary_all.csv. Metrics are calculated on the independent test period only.

Experiment configuration Best correction vs RAW Best configuration per source model and lead Method ranking Comparison against Ridge benchmark Top configurations Figures

Experiment configuration

data_dir                      /home/tanpv/Progs/562_VNU/Data/For_BC
mask_file            /home/tanpv/Data/AWC/Mask_VN_0.25_Corrected.nc
source_models                                        [RegCM, clWRF]
leads                                            [1, 2, 3, 4, 5, 6]
targets                                                [pr_o, t2_o]
spatial_modes                                  [regional, national]
predictor_sets                                             [P2, P4]
methods           [raw, ridge, xgb_d2, xgb_d3, xgb_d4, xgb_slow,...
train_years                                            [1982, 2013]
test_years                                             [2014, 2021]

Best correction vs RAW

Positive improvement means the selected correction improves upon RAW. For CORR, the absolute change is usually more interpretable than the percentage change.

Precipitation RMAE (%)

source_model	lead	target	metric	raw_value	best_value	absolute_change	improvement_percent	best_spatial_mode	best_predictor_set	best_method
RegCM	1	pr_o	RMAE_percent	100.9047	40.0406	60.8641	60.3184	regional	P2	mlp_small
RegCM	2	pr_o	RMAE_percent	94.3684	39.2723	55.0961	58.3841	national	P4	ridge
RegCM	3	pr_o	RMAE_percent	96.7140	40.4824	56.2316	58.1421	national	P2	ridge
RegCM	4	pr_o	RMAE_percent	87.8519	40.0337	47.8182	54.4304	national	P2	ridge
RegCM	5	pr_o	RMAE_percent	95.3652	40.3573	55.0079	57.6813	national	P2	ridge
RegCM	6	pr_o	RMAE_percent	92.8881	40.5992	52.2889	56.2924	national	P2	mlp_small
clWRF	1	pr_o	RMAE_percent	125.9205	39.9708	85.9497	68.2571	national	P2	ridge
clWRF	2	pr_o	RMAE_percent	116.6648	39.3659	77.2989	66.2573	regional	P4	ridge
clWRF	3	pr_o	RMAE_percent	118.9319	40.3574	78.5745	66.0668	national	P2	ridge
clWRF	4	pr_o	RMAE_percent	104.3409	40.1677	64.1732	61.5034	national	P2	ridge
clWRF	5	pr_o	RMAE_percent	114.8152	40.3634	74.4518	64.8449	national	P2	ridge
clWRF	6	pr_o	RMAE_percent	109.5874	40.5413	69.0461	63.0055	regional	P2	mlp_small

Precipitation CORR

source_model	lead	target	metric	raw_value	best_value	absolute_change	improvement_percent	best_spatial_mode	best_predictor_set	best_method
RegCM	1	pr_o	CORR	0.5527	0.7884	0.2357	42.6390	national	P2	ridge
RegCM	2	pr_o	CORR	0.5749	0.8007	0.2259	39.2905	national	P4	ridge
RegCM	3	pr_o	CORR	0.5138	0.7825	0.2688	52.3182	national	P2	ridge
RegCM	4	pr_o	CORR	0.5677	0.7892	0.2215	39.0196	national	P2	ann_tanh
RegCM	5	pr_o	CORR	0.5293	0.7866	0.2574	48.6229	regional	P2	ridge
RegCM	6	pr_o	CORR	0.5555	0.7805	0.2250	40.4994	national	P2	xgb_regularized
clWRF	1	pr_o	CORR	0.6280	0.7904	0.1624	25.8623	regional	P2	ridge
clWRF	2	pr_o	CORR	0.6251	0.7932	0.1681	26.8959	national	P4	ridge
clWRF	3	pr_o	CORR	0.5624	0.7855	0.2231	39.6666	national	P2	mlp_small
clWRF	4	pr_o	CORR	0.6201	0.7875	0.1674	26.9995	national	P2	ridge
clWRF	5	pr_o	CORR	0.5850	0.7893	0.2043	34.9202	regional	P2	ridge
clWRF	6	pr_o	CORR	0.6313	0.7827	0.1515	23.9908	national	P2	ridge

T2m RMSE (°C)

source_model	lead	target	metric	raw_value	best_value	absolute_change	improvement_percent	best_spatial_mode	best_predictor_set	best_method
RegCM	1	t2_o	RMSE	1.7865	1.0238	0.7627	42.6939	national	P4	ridge
RegCM	2	t2_o	RMSE	2.0231	1.0312	0.9919	49.0299	national	P4	ridge
RegCM	3	t2_o	RMSE	1.8555	1.0013	0.8541	46.0330	regional	P4	ridge
RegCM	4	t2_o	RMSE	1.8828	1.0017	0.8811	46.7982	national	P4	ridge
RegCM	5	t2_o	RMSE	1.9370	1.0324	0.9046	46.7001	national	P4	ridge
RegCM	6	t2_o	RMSE	2.0045	1.0184	0.9862	49.1970	national	P4	ridge
clWRF	1	t2_o	RMSE	1.7902	1.0179	0.7723	43.1428	national	P4	ridge
clWRF	2	t2_o	RMSE	2.0099	1.0195	0.9904	49.2784	national	P4	ridge
clWRF	3	t2_o	RMSE	1.9728	1.0305	0.9423	47.7670	national	P4	xgb_regularized
clWRF	4	t2_o	RMSE	1.9861	0.9861	1.0000	50.3507	national	P4	ridge
clWRF	5	t2_o	RMSE	2.0247	1.0148	1.0099	49.8809	national	P4	ridge
clWRF	6	t2_o	RMSE	2.0977	1.0363	1.0613	50.5959	national	P4	ridge

T2m CORR

source_model	lead	target	metric	raw_value	best_value	absolute_change	improvement_percent	best_spatial_mode	best_predictor_set	best_method
RegCM	1	t2_o	CORR	0.8201	0.9394	0.1193	14.5431	regional	P2	ridge
RegCM	2	t2_o	CORR	0.8084	0.9341	0.1257	15.5487	regional	P2	ridge
RegCM	3	t2_o	CORR	0.8245	0.9395	0.1150	13.9526	regional	P4	ridge
RegCM	4	t2_o	CORR	0.8106	0.9365	0.1259	15.5281	regional	P2	ridge
RegCM	5	t2_o	CORR	0.8296	0.9377	0.1082	13.0402	national	P2	ridge
RegCM	6	t2_o	CORR	0.8316	0.9265	0.0949	11.4091	national	P2	ridge
clWRF	1	t2_o	CORR	0.8454	0.9406	0.0953	11.2699	regional	P2	ridge
clWRF	2	t2_o	CORR	0.8259	0.9378	0.1119	13.5469	regional	P2	ridge
clWRF	3	t2_o	CORR	0.8246	0.9399	0.1153	13.9806	regional	P2	ridge
clWRF	4	t2_o	CORR	0.8168	0.9395	0.1227	15.0224	regional	P2	ridge
clWRF	5	t2_o	CORR	0.8253	0.9383	0.1129	13.6851	national	P2	ridge
clWRF	6	t2_o	CORR	0.8303	0.9203	0.0900	10.8390	national	P2	ridge

Best configuration per source model and lead

Precipitation RMAE (%)

source_model	lead	target	spatial_mode	predictor_set	method	metric	weighted_mean	rank_metric	small_better
RegCM	1	pr_o	regional	P2	mlp_small	RMAE_percent	40.0406	RMAE_percent	True
RegCM	2	pr_o	national	P4	ridge	RMAE_percent	39.2723	RMAE_percent	True
RegCM	3	pr_o	national	P2	ridge	RMAE_percent	40.4824	RMAE_percent	True
RegCM	4	pr_o	national	P2	ridge	RMAE_percent	40.0337	RMAE_percent	True
RegCM	5	pr_o	national	P2	ridge	RMAE_percent	40.3573	RMAE_percent	True
RegCM	6	pr_o	national	P2	mlp_small	RMAE_percent	40.5992	RMAE_percent	True
clWRF	1	pr_o	national	P2	ridge	RMAE_percent	39.9708	RMAE_percent	True
clWRF	2	pr_o	regional	P4	ridge	RMAE_percent	39.3659	RMAE_percent	True
clWRF	3	pr_o	national	P2	ridge	RMAE_percent	40.3574	RMAE_percent	True
clWRF	4	pr_o	national	P2	ridge	RMAE_percent	40.1677	RMAE_percent	True
clWRF	5	pr_o	national	P2	ridge	RMAE_percent	40.3634	RMAE_percent	True
clWRF	6	pr_o	regional	P2	mlp_small	RMAE_percent	40.5413	RMAE_percent	True

Precipitation CORR

source_model	lead	target	spatial_mode	predictor_set	method	metric	weighted_mean	rank_metric	small_better
RegCM	1	pr_o	national	P2	ridge	CORR	0.7884	CORR	False
RegCM	2	pr_o	national	P4	ridge	CORR	0.8007	CORR	False
RegCM	3	pr_o	national	P2	ridge	CORR	0.7825	CORR	False
RegCM	4	pr_o	national	P2	ann_tanh	CORR	0.7892	CORR	False
RegCM	5	pr_o	regional	P2	ridge	CORR	0.7866	CORR	False
RegCM	6	pr_o	national	P2	xgb_regularized	CORR	0.7805	CORR	False
clWRF	1	pr_o	regional	P2	ridge	CORR	0.7904	CORR	False
clWRF	2	pr_o	national	P4	ridge	CORR	0.7932	CORR	False
clWRF	3	pr_o	national	P2	mlp_small	CORR	0.7855	CORR	False
clWRF	4	pr_o	national	P2	ridge	CORR	0.7875	CORR	False
clWRF	5	pr_o	regional	P2	ridge	CORR	0.7893	CORR	False
clWRF	6	pr_o	national	P2	ridge	CORR	0.7827	CORR	False

T2m RMSE (°C)

source_model	lead	target	spatial_mode	predictor_set	method	metric	weighted_mean	rank_metric	small_better
RegCM	1	t2_o	national	P4	ridge	RMSE	1.0238	RMSE	True
RegCM	2	t2_o	national	P4	ridge	RMSE	1.0312	RMSE	True
RegCM	3	t2_o	regional	P4	ridge	RMSE	1.0013	RMSE	True
RegCM	4	t2_o	national	P4	ridge	RMSE	1.0017	RMSE	True
RegCM	5	t2_o	national	P4	ridge	RMSE	1.0324	RMSE	True
RegCM	6	t2_o	national	P4	ridge	RMSE	1.0184	RMSE	True
clWRF	1	t2_o	national	P4	ridge	RMSE	1.0179	RMSE	True
clWRF	2	t2_o	national	P4	ridge	RMSE	1.0195	RMSE	True
clWRF	3	t2_o	national	P4	xgb_regularized	RMSE	1.0305	RMSE	True
clWRF	4	t2_o	national	P4	ridge	RMSE	0.9861	RMSE	True
clWRF	5	t2_o	national	P4	ridge	RMSE	1.0148	RMSE	True
clWRF	6	t2_o	national	P4	ridge	RMSE	1.0363	RMSE	True

T2m CORR

source_model	lead	target	spatial_mode	predictor_set	method	metric	weighted_mean	rank_metric	small_better
RegCM	1	t2_o	regional	P2	ridge	CORR	0.9394	CORR	False
RegCM	2	t2_o	regional	P2	ridge	CORR	0.9341	CORR	False
RegCM	3	t2_o	regional	P4	ridge	CORR	0.9395	CORR	False
RegCM	4	t2_o	regional	P2	ridge	CORR	0.9365	CORR	False
RegCM	5	t2_o	national	P2	ridge	CORR	0.9377	CORR	False
RegCM	6	t2_o	national	P2	ridge	CORR	0.9265	CORR	False
clWRF	1	t2_o	regional	P2	ridge	CORR	0.9406	CORR	False
clWRF	2	t2_o	regional	P2	ridge	CORR	0.9378	CORR	False
clWRF	3	t2_o	regional	P2	ridge	CORR	0.9399	CORR	False
clWRF	4	t2_o	regional	P2	ridge	CORR	0.9395	CORR	False
clWRF	5	t2_o	national	P2	ridge	CORR	0.9383	CORR	False
clWRF	6	t2_o	national	P2	ridge	CORR	0.9203	CORR	False

Method ranking

Each method is first allowed to choose its best spatial mode and predictor set for each source model and lead. The table then averages those best scores across all source-model/lead cases.

Precipitation RMAE (%)

rank	target	metric	method	mean_score	median_score	n_cases	small_better
1	pr_o	RMAE_percent	ridge	40.1407	40.2625	12	True
2	pr_o	RMAE_percent	mlp_small	40.3903	40.4014	12	True
3	pr_o	RMAE_percent	xgb_regularized	40.5261	40.5374	12	True
4	pr_o	RMAE_percent	xgb_d2	40.5483	40.5634	12	True
5	pr_o	RMAE_percent	ann_tanh	40.6162	40.5865	12	True
6	pr_o	RMAE_percent	xgb_slow	40.7015	40.7218	12	True
7	pr_o	RMAE_percent	xgb_d3	40.7396	40.7629	12	True
8	pr_o	RMAE_percent	mlp_medium	40.8218	40.7680	12	True
9	pr_o	RMAE_percent	xgb_d4	40.9441	40.9263	12	True
10	pr_o	RMAE_percent	mlp_deep	41.1380	41.0147	12	True
11	pr_o	RMAE_percent	ann_lbfgs	41.6684	41.6089	12	True
12	pr_o	RMAE_percent	raw	104.8627	102.6228	12	True

Precipitation CORR

rank	target	metric	method	mean_score	median_score	n_cases	small_better
1	pr_o	CORR	ridge	0.7879	0.7879	12	False
2	pr_o	CORR	mlp_small	0.7850	0.7849	12	False
3	pr_o	CORR	ann_tanh	0.7829	0.7836	12	False
4	pr_o	CORR	xgb_regularized	0.7826	0.7825	12	False
5	pr_o	CORR	xgb_d2	0.7822	0.7822	12	False
6	pr_o	CORR	xgb_slow	0.7805	0.7805	12	False
7	pr_o	CORR	xgb_d3	0.7801	0.7800	12	False
8	pr_o	CORR	mlp_medium	0.7799	0.7821	12	False
9	pr_o	CORR	xgb_d4	0.7776	0.7778	12	False
10	pr_o	CORR	mlp_deep	0.7761	0.7771	12	False
11	pr_o	CORR	ann_lbfgs	0.7719	0.7719	12	False
12	pr_o	CORR	raw	0.5788	0.5713	12	False

T2m RMSE (°C)

rank	target	metric	method	mean_score	median_score	n_cases	small_better
1	t2_o	RMSE	ridge	1.0183	1.0189	12	True
2	t2_o	RMSE	xgb_regularized	1.0837	1.0867	12	True
3	t2_o	RMSE	xgb_d2	1.0865	1.0906	12	True
4	t2_o	RMSE	xgb_slow	1.0990	1.1026	12	True
5	t2_o	RMSE	xgb_d3	1.1014	1.1040	12	True
6	t2_o	RMSE	xgb_d4	1.1132	1.1151	12	True
7	t2_o	RMSE	ann_tanh	1.1133	1.1209	12	True
8	t2_o	RMSE	mlp_small	1.1145	1.1112	12	True
9	t2_o	RMSE	ann_lbfgs	1.1459	1.1423	12	True
10	t2_o	RMSE	mlp_medium	1.1558	1.1464	12	True
11	t2_o	RMSE	mlp_deep	1.1776	1.1793	12	True
12	t2_o	RMSE	raw	1.9476	1.9794	12	True

T2m CORR

rank	target	metric	method	mean_score	median_score	n_cases	small_better
1	t2_o	CORR	ridge	0.9358	0.9380	12	False
2	t2_o	CORR	xgb_regularized	0.9297	0.9308	12	False
3	t2_o	CORR	xgb_d2	0.9293	0.9307	12	False
4	t2_o	CORR	xgb_slow	0.9281	0.9303	12	False
5	t2_o	CORR	xgb_d3	0.9277	0.9300	12	False
6	t2_o	CORR	xgb_d4	0.9258	0.9282	12	False
7	t2_o	CORR	ann_tanh	0.9254	0.9282	12	False
8	t2_o	CORR	mlp_small	0.9254	0.9277	12	False
9	t2_o	CORR	ann_lbfgs	0.9195	0.9221	12	False
10	t2_o	CORR	mlp_medium	0.9192	0.9209	12	False
11	t2_o	CORR	mlp_deep	0.9163	0.9195	12	False
12	t2_o	CORR	raw	0.8244	0.8250	12	False

Comparison against Ridge benchmark

Positive gain means the candidate method beats Ridge for that source-model/lead case. Negative gain means Ridge remains better.

Cases where a non-Ridge method beats Ridge

source_model	lead	target	metric	method	score	ridge_score	absolute_gain_vs_ridge	relative_gain_percent_vs_ridge	spatial_mode	predictor_set
clWRF	3	t2_o	RMSE	xgb_regularized	1.0305	1.0357	0.0053	0.5113	national	P4
RegCM	6	pr_o	RMAE_percent	mlp_small	40.5992	40.7189	0.1198	0.2942	national	P2
RegCM	6	pr_o	CORR	xgb_regularized	0.7805	0.7793	0.0012	0.1579	national	P2
clWRF	3	t2_o	RMSE	xgb_d2	1.0344	1.0357	0.0014	0.1313	national	P4
RegCM	4	pr_o	CORR	ann_tanh	0.7892	0.7883	0.0008	0.1071	national	P2
RegCM	6	pr_o	CORR	xgb_d2	0.7799	0.7793	0.0006	0.0785	national	P2
RegCM	6	pr_o	RMAE_percent	xgb_regularized	40.6931	40.7189	0.0258	0.0634	national	P2
clWRF	6	pr_o	RMAE_percent	mlp_small	40.5413	40.5574	0.0161	0.0398	regional	P2
RegCM	6	pr_o	CORR	mlp_small	0.7794	0.7793	0.0001	0.0177	national	P2
clWRF	3	pr_o	CORR	mlp_small	0.7855	0.7853	0.0001	0.0158	national	P2
RegCM	6	pr_o	RMAE_percent	xgb_d2	40.7160	40.7189	0.0029	0.0072	national	P2
RegCM	1	pr_o	RMAE_percent	mlp_small	40.0406	40.0410	0.0004	0.0010	regional	P2

Full Ridge comparison

source_model	lead	target	metric	method	score	ridge_score	absolute_gain_vs_ridge	relative_gain_percent_vs_ridge	spatial_mode	predictor_set
RegCM	1	pr_o	CORR	ann_lbfgs	0.7791	0.7884	-0.0093	-1.1772	national	P2
RegCM	1	pr_o	CORR	ann_tanh	0.7850	0.7884	-0.0034	-0.4266	national	P2
RegCM	1	pr_o	CORR	mlp_deep	0.7818	0.7884	-0.0066	-0.8418	national	P2
RegCM	1	pr_o	CORR	mlp_medium	0.7823	0.7884	-0.0061	-0.7742	national	P2
RegCM	1	pr_o	CORR	mlp_small	0.7882	0.7884	-0.0002	-0.0238	national	P2
RegCM	1	pr_o	CORR	raw	0.5527	0.7884	-0.2357	-29.8930	regional	P2
RegCM	1	pr_o	CORR	ridge	0.7884	0.7884	0.0000	0.0000	national	P2
RegCM	1	pr_o	CORR	xgb_d2	0.7859	0.7884	-0.0026	-0.3244	national	P2
RegCM	1	pr_o	CORR	xgb_d3	0.7850	0.7884	-0.0034	-0.4329	national	P2
RegCM	1	pr_o	CORR	xgb_d4	0.7834	0.7884	-0.0050	-0.6336	national	P2
RegCM	1	pr_o	CORR	xgb_regularized	0.7861	0.7884	-0.0023	-0.2970	national	P2
RegCM	1	pr_o	CORR	xgb_slow	0.7852	0.7884	-0.0032	-0.4088	national	P2
RegCM	2	pr_o	CORR	ann_lbfgs	0.7692	0.8007	-0.0316	-3.9422	national	P2
RegCM	2	pr_o	CORR	ann_tanh	0.7843	0.8007	-0.0165	-2.0583	regional	P2
RegCM	2	pr_o	CORR	mlp_deep	0.7764	0.8007	-0.0244	-3.0417	national	P2
RegCM	2	pr_o	CORR	mlp_medium	0.7797	0.8007	-0.0211	-2.6311	national	P2
RegCM	2	pr_o	CORR	mlp_small	0.7843	0.8007	-0.0164	-2.0539	regional	P2
RegCM	2	pr_o	CORR	raw	0.5749	0.8007	-0.2259	-28.2076	regional	P2
RegCM	2	pr_o	CORR	ridge	0.8007	0.8007	0.0000	0.0000	national	P4
RegCM	2	pr_o	CORR	xgb_d2	0.7788	0.8007	-0.0220	-2.7454	national	P2
RegCM	2	pr_o	CORR	xgb_d3	0.7788	0.8007	-0.0219	-2.7375	national	P2
RegCM	2	pr_o	CORR	xgb_d4	0.7753	0.8007	-0.0254	-3.1730	national	P2
RegCM	2	pr_o	CORR	xgb_regularized	0.7794	0.8007	-0.0214	-2.6672	national	P2
RegCM	2	pr_o	CORR	xgb_slow	0.7793	0.8007	-0.0214	-2.6761	national	P2
RegCM	3	pr_o	CORR	ann_lbfgs	0.7654	0.7825	-0.0171	-2.1855	national	P2
RegCM	3	pr_o	CORR	ann_tanh	0.7774	0.7825	-0.0052	-0.6635	regional	P2
RegCM	3	pr_o	CORR	mlp_deep	0.7676	0.7825	-0.0149	-1.9098	national	P2
RegCM	3	pr_o	CORR	mlp_medium	0.7708	0.7825	-0.0117	-1.4987	national	P2
RegCM	3	pr_o	CORR	mlp_small	0.7819	0.7825	-0.0007	-0.0877	regional	P2
RegCM	3	pr_o	CORR	raw	0.5138	0.7825	-0.2688	-34.3480	regional	P2
RegCM	3	pr_o	CORR	ridge	0.7825	0.7825	0.0000	0.0000	national	P2
RegCM	3	pr_o	CORR	xgb_d2	0.7763	0.7825	-0.0063	-0.8031	national	P2
RegCM	3	pr_o	CORR	xgb_d3	0.7723	0.7825	-0.0103	-1.3132	national	P2
RegCM	3	pr_o	CORR	xgb_d4	0.7686	0.7825	-0.0140	-1.7841	national	P2
RegCM	3	pr_o	CORR	xgb_regularized	0.7765	0.7825	-0.0061	-0.7768	national	P2
RegCM	3	pr_o	CORR	xgb_slow	0.7729	0.7825	-0.0096	-1.2305	national	P2
RegCM	4	pr_o	CORR	ann_lbfgs	0.7838	0.7883	-0.0045	-0.5741	national	P2
RegCM	4	pr_o	CORR	ann_tanh	0.7892	0.7883	0.0008	0.1071	national	P2
RegCM	4	pr_o	CORR	mlp_deep	0.7882	0.7883	-0.0001	-0.0165	national	P2
RegCM	4	pr_o	CORR	mlp_medium	0.7874	0.7883	-0.0010	-0.1215	regional	P2
RegCM	4	pr_o	CORR	mlp_small	0.7879	0.7883	-0.0004	-0.0521	regional	P2
RegCM	4	pr_o	CORR	raw	0.5677	0.7883	-0.2207	-27.9906	national	P2
RegCM	4	pr_o	CORR	ridge	0.7883	0.7883	0.0000	0.0000	national	P2
RegCM	4	pr_o	CORR	xgb_d2	0.7867	0.7883	-0.0016	-0.2052	national	P2
RegCM	4	pr_o	CORR	xgb_d3	0.7866	0.7883	-0.0018	-0.2233	national	P2
RegCM	4	pr_o	CORR	xgb_d4	0.7862	0.7883	-0.0021	-0.2693	national	P2
RegCM	4	pr_o	CORR	xgb_regularized	0.7870	0.7883	-0.0013	-0.1660	national	P2
RegCM	4	pr_o	CORR	xgb_slow	0.7868	0.7883	-0.0015	-0.1927	national	P2
RegCM	5	pr_o	CORR	ann_lbfgs	0.7698	0.7866	-0.0169	-2.1429	national	P2
RegCM	5	pr_o	CORR	ann_tanh	0.7806	0.7866	-0.0061	-0.7717	regional	P2
RegCM	5	pr_o	CORR	mlp_deep	0.7769	0.7866	-0.0097	-1.2337	national	P2
RegCM	5	pr_o	CORR	mlp_medium	0.7766	0.7866	-0.0100	-1.2719	national	P2
RegCM	5	pr_o	CORR	mlp_small	0.7837	0.7866	-0.0030	-0.3772	regional	P2
RegCM	5	pr_o	CORR	raw	0.5293	0.7866	-0.2574	-32.7156	national	P2
RegCM	5	pr_o	CORR	ridge	0.7866	0.7866	0.0000	0.0000	regional	P2
RegCM	5	pr_o	CORR	xgb_d2	0.7822	0.7866	-0.0044	-0.5632	national	P2
RegCM	5	pr_o	CORR	xgb_d3	0.7796	0.7866	-0.0070	-0.8912	national	P2
RegCM	5	pr_o	CORR	xgb_d4	0.7771	0.7866	-0.0095	-1.2091	national	P2
RegCM	5	pr_o	CORR	xgb_regularized	0.7825	0.7866	-0.0042	-0.5287	national	P2
RegCM	5	pr_o	CORR	xgb_slow	0.7801	0.7866	-0.0066	-0.8332	national	P2
RegCM	6	pr_o	CORR	ann_lbfgs	0.7663	0.7793	-0.0130	-1.6631	national	P2
RegCM	6	pr_o	CORR	ann_tanh	0.7791	0.7793	-0.0002	-0.0213	regional	P2
RegCM	6	pr_o	CORR	mlp_deep	0.7690	0.7793	-0.0103	-1.3155	national	P2
RegCM	6	pr_o	CORR	mlp_medium	0.7719	0.7793	-0.0074	-0.9470	national	P2
RegCM	6	pr_o	CORR	mlp_small	0.7794	0.7793	0.0001	0.0177	national	P2
RegCM	6	pr_o	CORR	raw	0.5555	0.7793	-0.2237	-28.7129	regional	P2
RegCM	6	pr_o	CORR	ridge	0.7793	0.7793	0.0000	0.0000	national	P2
RegCM	6	pr_o	CORR	xgb_d2	0.7799	0.7793	0.0006	0.0785	national	P2
RegCM	6	pr_o	CORR	xgb_d3	0.7759	0.7793	-0.0033	-0.4292	national	P2
RegCM	6	pr_o	CORR	xgb_d4	0.7728	0.7793	-0.0065	-0.8310	national	P2
RegCM	6	pr_o	CORR	xgb_regularized	0.7805	0.7793	0.0012	0.1579	national	P2
RegCM	6	pr_o	CORR	xgb_slow	0.7766	0.7793	-0.0026	-0.3388	national	P2
clWRF	1	pr_o	CORR	ann_lbfgs	0.7756	0.7904	-0.0147	-1.8647	national	P2
clWRF	1	pr_o	CORR	ann_tanh	0.7867	0.7904	-0.0037	-0.4626	national	P2
clWRF	1	pr_o	CORR	mlp_deep	0.7802	0.7904	-0.0101	-1.2821	national	P2
clWRF	1	pr_o	CORR	mlp_medium	0.7840	0.7904	-0.0064	-0.8088	national	P2
clWRF	1	pr_o	CORR	mlp_small	0.7881	0.7904	-0.0022	-0.2841	regional	P2
clWRF	1	pr_o	CORR	raw	0.6280	0.7904	-0.1624	-20.5481	national	P2
clWRF	1	pr_o	CORR	ridge	0.7904	0.7904	0.0000	0.0000	regional	P2
clWRF	1	pr_o	CORR	xgb_d2	0.7873	0.7904	-0.0030	-0.3845	national	P2
clWRF	1	pr_o	CORR	xgb_d3	0.7844	0.7904	-0.0060	-0.7547	national	P2
clWRF	1	pr_o	CORR	xgb_d4	0.7820	0.7904	-0.0084	-1.0600	national	P2
clWRF	1	pr_o	CORR	xgb_regularized	0.7880	0.7904	-0.0024	-0.2995	national	P2
clWRF	1	pr_o	CORR	xgb_slow	0.7848	0.7904	-0.0056	-0.7056	national	P2
clWRF	2	pr_o	CORR	ann_lbfgs	0.7774	0.7932	-0.0158	-1.9879	national	P2
clWRF	2	pr_o	CORR	ann_tanh	0.7851	0.7932	-0.0081	-1.0213	national	P2
clWRF	2	pr_o	CORR	mlp_deep	0.7793	0.7932	-0.0139	-1.7497	national	P2
clWRF	2	pr_o	CORR	mlp_medium	0.7845	0.7932	-0.0087	-1.0970	national	P2
clWRF	2	pr_o	CORR	mlp_small	0.7856	0.7932	-0.0076	-0.9541	national	P2
clWRF	2	pr_o	CORR	raw	0.6251	0.7932	-0.1681	-21.1953	national	P2
clWRF	2	pr_o	CORR	ridge	0.7932	0.7932	0.0000	0.0000	national	P4
clWRF	2	pr_o	CORR	xgb_d2	0.7859	0.7932	-0.0073	-0.9208	national	P2
clWRF	2	pr_o	CORR	xgb_d3	0.7851	0.7932	-0.0081	-1.0249	national	P2
clWRF	2	pr_o	CORR	xgb_d4	0.7838	0.7932	-0.0094	-1.1855	national	P2
clWRF	2	pr_o	CORR	xgb_regularized	0.7861	0.7932	-0.0072	-0.9018	national	P2
clWRF	2	pr_o	CORR	xgb_slow	0.7853	0.7932	-0.0079	-0.9928	national	P2
clWRF	3	pr_o	CORR	ann_lbfgs	0.7615	0.7853	-0.0239	-3.0407	national	P2
clWRF	3	pr_o	CORR	ann_tanh	0.7824	0.7853	-0.0029	-0.3752	regional	P2
clWRF	3	pr_o	CORR	mlp_deep	0.7692	0.7853	-0.0161	-2.0499	regional	P2
clWRF	3	pr_o	CORR	mlp_medium	0.7824	0.7853	-0.0029	-0.3756	national	P2
clWRF	3	pr_o	CORR	mlp_small	0.7855	0.7853	0.0001	0.0158	national	P2
clWRF	3	pr_o	CORR	raw	0.5624	0.7853	-0.2230	-28.3896	national	P2
clWRF	3	pr_o	CORR	ridge	0.7853	0.7853	0.0000	0.0000	regional	P2
clWRF	3	pr_o	CORR	xgb_d2	0.7763	0.7853	-0.0090	-1.1502	national	P2
clWRF	3	pr_o	CORR	xgb_d3	0.7741	0.7853	-0.0112	-1.4312	national	P2
clWRF	3	pr_o	CORR	xgb_d4	0.7710	0.7853	-0.0143	-1.8213	national	P2
clWRF	3	pr_o	CORR	xgb_regularized	0.7767	0.7853	-0.0086	-1.0962	national	P2
clWRF	3	pr_o	CORR	xgb_slow	0.7746	0.7853	-0.0107	-1.3646	national	P2
clWRF	4	pr_o	CORR	ann_lbfgs	0.7740	0.7875	-0.0135	-1.7197	national	P2
clWRF	4	pr_o	CORR	ann_tanh	0.7850	0.7875	-0.0025	-0.3203	regional	P2
clWRF	4	pr_o	CORR	mlp_deep	0.7772	0.7875	-0.0103	-1.3044	national	P2
clWRF	4	pr_o	CORR	mlp_medium	0.7825	0.7875	-0.0050	-0.6385	national	P2
clWRF	4	pr_o	CORR	mlp_small	0.7843	0.7875	-0.0032	-0.4108	regional	P2
clWRF	4	pr_o	CORR	raw	0.6201	0.7875	-0.1674	-21.2595	national	P2
clWRF	4	pr_o	CORR	ridge	0.7875	0.7875	0.0000	0.0000	national	P2
clWRF	4	pr_o	CORR	xgb_d2	0.7823	0.7875	-0.0052	-0.6649	national	P2
clWRF	4	pr_o	CORR	xgb_d3	0.7803	0.7875	-0.0072	-0.9084	national	P2
clWRF	4	pr_o	CORR	xgb_d4	0.7784	0.7875	-0.0091	-1.1516	national	P2
clWRF	4	pr_o	CORR	xgb_regularized	0.7826	0.7875	-0.0049	-0.6222	national	P2
clWRF	4	pr_o	CORR	xgb_slow	0.7809	0.7875	-0.0066	-0.8348	national	P2
clWRF	5	pr_o	CORR	ann_lbfgs	0.7764	0.7893	-0.0130	-1.6456	national	P2
clWRF	5	pr_o	CORR	ann_tanh	0.7830	0.7893	-0.0063	-0.8042	regional	P2
clWRF	5	pr_o	CORR	mlp_deep	0.7781	0.7893	-0.0113	-1.4296	national	P2
clWRF	5	pr_o	CORR	mlp_medium	0.7820	0.7893	-0.0074	-0.9365	regional	P2
clWRF	5	pr_o	CORR	mlp_small	0.7882	0.7893	-0.0012	-0.1517	regional	P2
clWRF	5	pr_o	CORR	raw	0.5850	0.7893	-0.2043	-25.8821	regional	P2
clWRF	5	pr_o	CORR	ridge	0.7893	0.7893	0.0000	0.0000	regional	P2
clWRF	5	pr_o	CORR	xgb_d2	0.7859	0.7893	-0.0035	-0.4403	national	P2
clWRF	5	pr_o	CORR	xgb_d3	0.7832	0.7893	-0.0061	-0.7751	national	P2
clWRF	5	pr_o	CORR	xgb_d4	0.7810	0.7893	-0.0084	-1.0583	national	P2
clWRF	5	pr_o	CORR	xgb_regularized	0.7863	0.7893	-0.0031	-0.3871	national	P2
clWRF	5	pr_o	CORR	xgb_slow	0.7837	0.7893	-0.0057	-0.7215	national	P2
clWRF	6	pr_o	CORR	ann_lbfgs	0.7643	0.7827	-0.0185	-2.3614	national	P2
clWRF	6	pr_o	CORR	ann_tanh	0.7777	0.7827	-0.0050	-0.6446	regional	P2
clWRF	6	pr_o	CORR	mlp_deep	0.7690	0.7827	-0.0137	-1.7546	national	P2
clWRF	6	pr_o	CORR	mlp_medium	0.7743	0.7827	-0.0085	-1.0825	national	P2
clWRF	6	pr_o	CORR	mlp_small	0.7824	0.7827	-0.0003	-0.0438	national	P2
clWRF	6	pr_o	CORR	raw	0.6313	0.7827	-0.1515	-19.3488	regional	P2
clWRF	6	pr_o	CORR	ridge	0.7827	0.7827	0.0000	0.0000	national	P2
clWRF	6	pr_o	CORR	xgb_d2	0.7788	0.7827	-0.0039	-0.5000	national	P2
clWRF	6	pr_o	CORR	xgb_d3	0.7753	0.7827	-0.0075	-0.9542	national	P2
clWRF	6	pr_o	CORR	xgb_d4	0.7715	0.7827	-0.0113	-1.4411	national	P2
clWRF	6	pr_o	CORR	xgb_regularized	0.7793	0.7827	-0.0034	-0.4365	national	P2
clWRF	6	pr_o	CORR	xgb_slow	0.7760	0.7827	-0.0068	-0.8645	national	P2
RegCM	1	pr_o	RMAE_percent	ann_lbfgs	41.0951	40.0410	-1.0541	-2.6325	national	P2
RegCM	1	pr_o	RMAE_percent	ann_tanh	40.2885	40.0410	-0.2475	-0.6181	regional	P2
RegCM	1	pr_o	RMAE_percent	mlp_deep	40.7400	40.0410	-0.6990	-1.7457	regional	P2
RegCM	1	pr_o	RMAE_percent	mlp_medium	40.4935	40.0410	-0.4525	-1.1301	national	P2
RegCM	1	pr_o	RMAE_percent	mlp_small	40.0406	40.0410	0.0004	0.0010	regional	P2
RegCM	1	pr_o	RMAE_percent	raw	100.9047	40.0410	-60.8637	-152.0036	national	P2
RegCM	1	pr_o	RMAE_percent	ridge	40.0410	40.0410	0.0000	0.0000	regional	P2
RegCM	1	pr_o	RMAE_percent	xgb_d2	40.2842	40.0410	-0.2432	-0.6075	national	P2
RegCM	1	pr_o	RMAE_percent	xgb_d3	40.3367	40.0410	-0.2957	-0.7386	national	P2
RegCM	1	pr_o	RMAE_percent	xgb_d4	40.5112	40.0410	-0.4702	-1.1743	national	P2
RegCM	1	pr_o	RMAE_percent	xgb_regularized	40.2688	40.0410	-0.2279	-0.5691	national	P2
RegCM	1	pr_o	RMAE_percent	xgb_slow	40.3078	40.0410	-0.2668	-0.6662	national	P2
RegCM	2	pr_o	RMAE_percent	ann_lbfgs	41.6165	39.2723	-2.3442	-5.9692	national	P2
RegCM	2	pr_o	RMAE_percent	ann_tanh	40.3576	39.2723	-1.0853	-2.7636	regional	P2
RegCM	2	pr_o	RMAE_percent	mlp_deep	40.9744	39.2723	-1.7022	-4.3343	national	P2
RegCM	2	pr_o	RMAE_percent	mlp_medium	40.8246	39.2723	-1.5524	-3.9529	national	P2
RegCM	2	pr_o	RMAE_percent	mlp_small	40.3107	39.2723	-1.0385	-2.6443	regional	P2
RegCM	2	pr_o	RMAE_percent	raw	94.3684	39.2723	-55.0961	-140.2927	regional	P2
RegCM	2	pr_o	RMAE_percent	ridge	39.2723	39.2723	0.0000	0.0000	national	P4
RegCM	2	pr_o	RMAE_percent	xgb_d2	40.5375	39.2723	-1.2652	-3.2216	national	P2
RegCM	2	pr_o	RMAE_percent	xgb_d3	40.6889	39.2723	-1.4166	-3.6072	national	P2
RegCM	2	pr_o	RMAE_percent	xgb_d4	40.9381	39.2723	-1.6659	-4.2418	national	P2
RegCM	2	pr_o	RMAE_percent	xgb_regularized	40.5083	39.2723	-1.2361	-3.1474	national	P2
RegCM	2	pr_o	RMAE_percent	xgb_slow	40.6697	39.2723	-1.3974	-3.5583	national	P2
RegCM	3	pr_o	RMAE_percent	ann_lbfgs	41.9396	40.4824	-1.4572	-3.5997	national	P2
RegCM	3	pr_o	RMAE_percent	ann_tanh	41.0677	40.4824	-0.5853	-1.4458	regional	P2
RegCM	3	pr_o	RMAE_percent	mlp_deep	41.7235	40.4824	-1.2411	-3.0659	national	P2
RegCM	3	pr_o	RMAE_percent	mlp_medium	41.4132	40.4824	-0.9308	-2.2993	national	P2
RegCM	3	pr_o	RMAE_percent	mlp_small	40.6653	40.4824	-0.1829	-0.4519	regional	P2
RegCM	3	pr_o	RMAE_percent	raw	96.7140	40.4824	-56.2316	-138.9038	national	P2
RegCM	3	pr_o	RMAE_percent	ridge	40.4824	40.4824	0.0000	0.0000	national	P2
RegCM	3	pr_o	RMAE_percent	xgb_d2	40.8332	40.4824	-0.3508	-0.8666	national	P2
RegCM	3	pr_o	RMAE_percent	xgb_d3	41.2085	40.4824	-0.7261	-1.7937	national	P2
RegCM	3	pr_o	RMAE_percent	xgb_d4	41.5458	40.4824	-1.0634	-2.6268	national	P2
RegCM	3	pr_o	RMAE_percent	xgb_regularized	40.8056	40.4824	-0.3232	-0.7984	national	P2
RegCM	3	pr_o	RMAE_percent	xgb_slow	41.1549	40.4824	-0.6725	-1.6612	national	P2
RegCM	4	pr_o	RMAE_percent	ann_lbfgs	40.8882	40.0337	-0.8545	-2.1344	national	P2
RegCM	4	pr_o	RMAE_percent	ann_tanh	40.1303	40.0337	-0.0965	-0.2411	national	P2
RegCM	4	pr_o	RMAE_percent	mlp_deep	40.3783	40.0337	-0.3446	-0.8607	national	P2
RegCM	4	pr_o	RMAE_percent	mlp_medium	40.3309	40.0337	-0.2972	-0.7423	national	P2
RegCM	4	pr_o	RMAE_percent	mlp_small	40.0716	40.0337	-0.0378	-0.0945	regional	P2
RegCM	4	pr_o	RMAE_percent	raw	87.8519	40.0337	-47.8182	-119.4447	national	P2
RegCM	4	pr_o	RMAE_percent	ridge	40.0337	40.0337	0.0000	0.0000	national	P2
RegCM	4	pr_o	RMAE_percent	xgb_d2	40.2757	40.0337	-0.2420	-0.6044	national	P2
RegCM	4	pr_o	RMAE_percent	xgb_d3	40.2955	40.0337	-0.2618	-0.6539	national	P2
RegCM	4	pr_o	RMAE_percent	xgb_d4	40.4042	40.0337	-0.3705	-0.9254	national	P2
RegCM	4	pr_o	RMAE_percent	xgb_regularized	40.2652	40.0337	-0.2315	-0.5782	national	P2
RegCM	4	pr_o	RMAE_percent	xgb_slow	40.2785	40.0337	-0.2448	-0.6114	national	P2
RegCM	5	pr_o	RMAE_percent	ann_lbfgs	42.2242	40.3573	-1.8669	-4.6259	national	P2
RegCM	5	pr_o	RMAE_percent	ann_tanh	41.0828	40.3573	-0.7254	-1.7975	regional	P2
RegCM	5	pr_o	RMAE_percent	mlp_deep	41.1957	40.3573	-0.8384	-2.0774	national	P2
RegCM	5	pr_o	RMAE_percent	mlp_medium	41.2137	40.3573	-0.8564	-2.1220	national	P2
RegCM	5	pr_o	RMAE_percent	mlp_small	40.7115	40.3573	-0.3542	-0.8777	national	P2
RegCM	5	pr_o	RMAE_percent	raw	95.3652	40.3573	-55.0079	-136.3021	regional	P2
RegCM	5	pr_o	RMAE_percent	ridge	40.3573	40.3573	0.0000	0.0000	national	P2
RegCM	5	pr_o	RMAE_percent	xgb_d2	40.6712	40.3573	-0.3138	-0.7776	national	P2
RegCM	5	pr_o	RMAE_percent	xgb_d3	40.9311	40.3573	-0.5737	-1.4217	national	P2
RegCM	5	pr_o	RMAE_percent	xgb_d4	41.1667	40.3573	-0.8094	-2.0055	national	P2
RegCM	5	pr_o	RMAE_percent	xgb_regularized	40.6573	40.3573	-0.2999	-0.7432	national	P2
RegCM	5	pr_o	RMAE_percent	xgb_slow	40.8965	40.3573	-0.5391	-1.3359	national	P2
RegCM	6	pr_o	RMAE_percent	ann_lbfgs	42.1562	40.7189	-1.4373	-3.5298	national	P2
RegCM	6	pr_o	RMAE_percent	ann_tanh	40.7409	40.7189	-0.0220	-0.0540	regional	P2
RegCM	6	pr_o	RMAE_percent	mlp_deep	41.5671	40.7189	-0.8481	-2.0829	national	P2
RegCM	6	pr_o	RMAE_percent	mlp_medium	41.1859	40.7189	-0.4670	-1.1468	national	P2
RegCM	6	pr_o	RMAE_percent	mlp_small	40.5992	40.7189	0.1198	0.2942	national	P2
RegCM	6	pr_o	RMAE_percent	raw	92.8881	40.7189	-52.1692	-128.1201	regional	P2
RegCM	6	pr_o	RMAE_percent	ridge	40.7189	40.7189	0.0000	0.0000	regional	P2
RegCM	6	pr_o	RMAE_percent	xgb_d2	40.7160	40.7189	0.0029	0.0072	national	P2
RegCM	6	pr_o	RMAE_percent	xgb_d3	40.9679	40.7189	-0.2490	-0.6115	national	P2
RegCM	6	pr_o	RMAE_percent	xgb_d4	41.2352	40.7189	-0.5162	-1.2678	national	P2
RegCM	6	pr_o	RMAE_percent	xgb_regularized	40.6931	40.7189	0.0258	0.0634	national	P2
RegCM	6	pr_o	RMAE_percent	xgb_slow	40.8918	40.7189	-0.1728	-0.4245	national	P2
clWRF	1	pr_o	RMAE_percent	ann_lbfgs	41.6013	39.9708	-1.6305	-4.0794	national	P2
clWRF	1	pr_o	RMAE_percent	ann_tanh	40.4605	39.9708	-0.4897	-1.2252	regional	P2
clWRF	1	pr_o	RMAE_percent	mlp_deep	41.0065	39.9708	-1.0358	-2.5913	regional	P2
clWRF	1	pr_o	RMAE_percent	mlp_medium	40.7014	39.9708	-0.7306	-1.8279	national	P2
clWRF	1	pr_o	RMAE_percent	mlp_small	40.2453	39.9708	-0.2746	-0.6869	national	P2
clWRF	1	pr_o	RMAE_percent	raw	125.9205	39.9708	-85.9497	-215.0314	national	P2
clWRF	1	pr_o	RMAE_percent	ridge	39.9708	39.9708	0.0000	0.0000	national	P2
clWRF	1	pr_o	RMAE_percent	xgb_d2	40.2940	39.9708	-0.3232	-0.8086	national	P2
clWRF	1	pr_o	RMAE_percent	xgb_d3	40.5644	39.9708	-0.5937	-1.4853	national	P2
clWRF	1	pr_o	RMAE_percent	xgb_d4	40.7639	39.9708	-0.7931	-1.9842	national	P2
clWRF	1	pr_o	RMAE_percent	xgb_regularized	40.2550	39.9708	-0.2842	-0.7111	national	P2
clWRF	1	pr_o	RMAE_percent	xgb_slow	40.5401	39.9708	-0.5694	-1.4245	national	P2
clWRF	2	pr_o	RMAE_percent	ann_lbfgs	40.9648	39.3659	-1.5990	-4.0618	national	P2
clWRF	2	pr_o	RMAE_percent	ann_tanh	40.2789	39.3659	-0.9130	-2.3193	national	P2
clWRF	2	pr_o	RMAE_percent	mlp_deep	40.8205	39.3659	-1.4547	-3.6952	national	P2
clWRF	2	pr_o	RMAE_percent	mlp_medium	40.4517	39.3659	-1.0859	-2.7584	national	P2
clWRF	2	pr_o	RMAE_percent	mlp_small	40.2335	39.3659	-0.8676	-2.2041	regional	P2
clWRF	2	pr_o	RMAE_percent	raw	116.6648	39.3659	-77.2989	-196.3602	national	P2
clWRF	2	pr_o	RMAE_percent	ridge	39.3659	39.3659	0.0000	0.0000	regional	P4
clWRF	2	pr_o	RMAE_percent	xgb_d2	40.3078	39.3659	-0.9419	-2.3926	national	P2
clWRF	2	pr_o	RMAE_percent	xgb_d3	40.3455	39.3659	-0.9796	-2.4885	national	P2
clWRF	2	pr_o	RMAE_percent	xgb_d4	40.4611	39.3659	-1.0952	-2.7822	national	P2
clWRF	2	pr_o	RMAE_percent	xgb_regularized	40.3001	39.3659	-0.9342	-2.3732	national	P2
clWRF	2	pr_o	RMAE_percent	xgb_slow	40.3318	39.3659	-0.9660	-2.4538	national	P2
clWRF	3	pr_o	RMAE_percent	ann_lbfgs	42.2935	40.3574	-1.9360	-4.7972	national	P2
clWRF	3	pr_o	RMAE_percent	ann_tanh	40.8611	40.3574	-0.5037	-1.2480	national	P2
clWRF	3	pr_o	RMAE_percent	mlp_deep	41.8078	40.3574	-1.4504	-3.5939	national	P2
clWRF	3	pr_o	RMAE_percent	mlp_medium	40.7961	40.3574	-0.4386	-1.0869	national	P2
clWRF	3	pr_o	RMAE_percent	mlp_small	40.4622	40.3574	-0.1047	-0.2595	national	P2
clWRF	3	pr_o	RMAE_percent	raw	118.9319	40.3574	-78.5745	-194.6963	national	P2
clWRF	3	pr_o	RMAE_percent	ridge	40.3574	40.3574	0.0000	0.0000	national	P2
clWRF	3	pr_o	RMAE_percent	xgb_d2	40.8445	40.3574	-0.4870	-1.2068	national	P2
clWRF	3	pr_o	RMAE_percent	xgb_d3	41.1149	40.3574	-0.7575	-1.8770	national	P2
clWRF	3	pr_o	RMAE_percent	xgb_d4	41.4392	40.3574	-1.0818	-2.6806	national	P2
clWRF	3	pr_o	RMAE_percent	xgb_regularized	40.8089	40.3574	-0.4515	-1.1187	national	P2
clWRF	3	pr_o	RMAE_percent	xgb_slow	41.0657	40.3574	-0.7083	-1.7551	national	P2
clWRF	4	pr_o	RMAE_percent	ann_lbfgs	41.5991	40.1677	-1.4315	-3.5637	national	P2
clWRF	4	pr_o	RMAE_percent	ann_tanh	40.5247	40.1677	-0.3570	-0.8889	regional	P2
clWRF	4	pr_o	RMAE_percent	mlp_deep	41.0228	40.1677	-0.8551	-2.1289	national	P2
clWRF	4	pr_o	RMAE_percent	mlp_medium	40.7305	40.1677	-0.5629	-1.4013	regional	P2
clWRF	4	pr_o	RMAE_percent	mlp_small	40.3510	40.1677	-0.1833	-0.4564	regional	P2
clWRF	4	pr_o	RMAE_percent	raw	104.3409	40.1677	-64.1732	-159.7634	national	P2
clWRF	4	pr_o	RMAE_percent	ridge	40.1677	40.1677	0.0000	0.0000	national	P2
clWRF	4	pr_o	RMAE_percent	xgb_d2	40.5821	40.1677	-0.4144	-1.0317	national	P2
clWRF	4	pr_o	RMAE_percent	xgb_d3	40.7763	40.1677	-0.6086	-1.5152	national	P2
clWRF	4	pr_o	RMAE_percent	xgb_d4	40.9145	40.1677	-0.7468	-1.8592	national	P2
clWRF	4	pr_o	RMAE_percent	xgb_regularized	40.5620	40.1677	-0.3943	-0.9817	national	P2
clWRF	4	pr_o	RMAE_percent	xgb_slow	40.7186	40.1677	-0.5509	-1.3716	national	P2
clWRF	5	pr_o	RMAE_percent	ann_lbfgs	41.5033	40.3634	-1.1399	-2.8240	national	P2
clWRF	5	pr_o	RMAE_percent	ann_tanh	40.6483	40.3634	-0.2849	-0.7058	regional	P2
clWRF	5	pr_o	RMAE_percent	mlp_deep	41.0060	40.3634	-0.6426	-1.5920	national	P2
clWRF	5	pr_o	RMAE_percent	mlp_medium	40.7399	40.3634	-0.3765	-0.9327	regional	P2
clWRF	5	pr_o	RMAE_percent	mlp_small	40.4517	40.3634	-0.0883	-0.2188	regional	P2
clWRF	5	pr_o	RMAE_percent	raw	114.8152	40.3634	-74.4518	-184.4537	regional	P2
clWRF	5	pr_o	RMAE_percent	ridge	40.3634	40.3634	0.0000	0.0000	national	P2
clWRF	5	pr_o	RMAE_percent	xgb_d2	40.5448	40.3634	-0.1814	-0.4493	national	P2
clWRF	5	pr_o	RMAE_percent	xgb_d3	40.7496	40.3634	-0.3862	-0.9567	national	P2
clWRF	5	pr_o	RMAE_percent	xgb_d4	40.8461	40.3634	-0.4827	-1.1959	national	P2
clWRF	5	pr_o	RMAE_percent	xgb_regularized	40.5128	40.3634	-0.1494	-0.3700	national	P2
clWRF	5	pr_o	RMAE_percent	xgb_slow	40.7251	40.3634	-0.3616	-0.8960	national	P2
clWRF	6	pr_o	RMAE_percent	ann_lbfgs	42.1385	40.5574	-1.5811	-3.8984	national	P2
clWRF	6	pr_o	RMAE_percent	ann_tanh	40.9537	40.5574	-0.3962	-0.9770	regional	P2
clWRF	6	pr_o	RMAE_percent	mlp_deep	41.4136	40.5574	-0.8562	-2.1110	national	P2
clWRF	6	pr_o	RMAE_percent	mlp_medium	40.9796	40.5574	-0.4222	-1.0409	national	P2
clWRF	6	pr_o	RMAE_percent	mlp_small	40.5413	40.5574	0.0161	0.0398	regional	P2
clWRF	6	pr_o	RMAE_percent	raw	109.5874	40.5574	-69.0299	-170.2029	national	P2
clWRF	6	pr_o	RMAE_percent	ridge	40.5574	40.5574	0.0000	0.0000	regional	P2
clWRF	6	pr_o	RMAE_percent	xgb_d2	40.6888	40.5574	-0.1314	-0.3239	national	P2
clWRF	6	pr_o	RMAE_percent	xgb_d3	40.8961	40.5574	-0.3387	-0.8351	national	P2
clWRF	6	pr_o	RMAE_percent	xgb_d4	41.1028	40.5574	-0.5454	-1.3447	national	P2
clWRF	6	pr_o	RMAE_percent	xgb_regularized	40.6762	40.5574	-0.1188	-0.2928	national	P2
clWRF	6	pr_o	RMAE_percent	xgb_slow	40.8379	40.5574	-0.2805	-0.6916	national	P2
RegCM	1	t2_o	CORR	ann_lbfgs	0.9195	0.9394	-0.0199	-2.1197	national	P2
RegCM	1	t2_o	CORR	ann_tanh	0.9289	0.9394	-0.0105	-1.1210	regional	P2
RegCM	1	t2_o	CORR	mlp_deep	0.9162	0.9394	-0.0232	-2.4697	national	P2
RegCM	1	t2_o	CORR	mlp_medium	0.9207	0.9394	-0.0187	-1.9944	national	P2
RegCM	1	t2_o	CORR	mlp_small	0.9324	0.9394	-0.0070	-0.7435	national	P2
RegCM	1	t2_o	CORR	raw	0.8201	0.9394	-0.1193	-12.6966	regional	P2
RegCM	1	t2_o	CORR	ridge	0.9394	0.9394	0.0000	0.0000	regional	P2
RegCM	1	t2_o	CORR	xgb_d2	0.9350	0.9394	-0.0044	-0.4683	national	P2
RegCM	1	t2_o	CORR	xgb_d3	0.9337	0.9394	-0.0057	-0.6040	national	P2
RegCM	1	t2_o	CORR	xgb_d4	0.9313	0.9394	-0.0081	-0.8573	national	P2
RegCM	1	t2_o	CORR	xgb_regularized	0.9350	0.9394	-0.0043	-0.4629	national	P2
RegCM	1	t2_o	CORR	xgb_slow	0.9341	0.9394	-0.0053	-0.5597	national	P2
RegCM	2	t2_o	CORR	ann_lbfgs	0.9210	0.9341	-0.0130	-1.3958	national	P2
RegCM	2	t2_o	CORR	ann_tanh	0.9262	0.9341	-0.0079	-0.8422	regional	P2
RegCM	2	t2_o	CORR	mlp_deep	0.9198	0.9341	-0.0142	-1.5256	regional	P2
RegCM	2	t2_o	CORR	mlp_medium	0.9205	0.9341	-0.0135	-1.4457	national	P2
RegCM	2	t2_o	CORR	mlp_small	0.9262	0.9341	-0.0079	-0.8421	national	P2
RegCM	2	t2_o	CORR	raw	0.8084	0.9341	-0.1257	-13.4564	regional	P2
RegCM	2	t2_o	CORR	ridge	0.9341	0.9341	0.0000	0.0000	regional	P2
RegCM	2	t2_o	CORR	xgb_d2	0.9309	0.9341	-0.0031	-0.3337	national	P2
RegCM	2	t2_o	CORR	xgb_d3	0.9300	0.9341	-0.0041	-0.4368	national	P2
RegCM	2	t2_o	CORR	xgb_d4	0.9279	0.9341	-0.0061	-0.6553	regional	P4
RegCM	2	t2_o	CORR	xgb_regularized	0.9320	0.9341	-0.0021	-0.2239	regional	P4
RegCM	2	t2_o	CORR	xgb_slow	0.9303	0.9341	-0.0038	-0.4029	national	P2
RegCM	3	t2_o	CORR	ann_lbfgs	0.9174	0.9395	-0.0221	-2.3518	national	P2
RegCM	3	t2_o	CORR	ann_tanh	0.9292	0.9395	-0.0103	-1.0994	regional	P2
RegCM	3	t2_o	CORR	mlp_deep	0.9191	0.9395	-0.0204	-2.1713	national	P2
RegCM	3	t2_o	CORR	mlp_medium	0.9207	0.9395	-0.0188	-2.0063	regional	P2
RegCM	3	t2_o	CORR	mlp_small	0.9276	0.9395	-0.0119	-1.2712	national	P2
RegCM	3	t2_o	CORR	raw	0.8245	0.9395	-0.1150	-12.2442	regional	P2
RegCM	3	t2_o	CORR	ridge	0.9395	0.9395	0.0000	0.0000	regional	P4
RegCM	3	t2_o	CORR	xgb_d2	0.9300	0.9395	-0.0095	-1.0115	national	P2
RegCM	3	t2_o	CORR	xgb_d3	0.9288	0.9395	-0.0107	-1.1429	national	P2
RegCM	3	t2_o	CORR	xgb_d4	0.9281	0.9395	-0.0114	-1.2125	national	P2
RegCM	3	t2_o	CORR	xgb_regularized	0.9305	0.9395	-0.0090	-0.9605	national	P2
RegCM	3	t2_o	CORR	xgb_slow	0.9292	0.9395	-0.0103	-1.0991	national	P2
RegCM	4	t2_o	CORR	ann_lbfgs	0.9252	0.9365	-0.0113	-1.2019	national	P2
RegCM	4	t2_o	CORR	ann_tanh	0.9274	0.9365	-0.0091	-0.9678	regional	P2
RegCM	4	t2_o	CORR	mlp_deep	0.9221	0.9365	-0.0144	-1.5407	national	P2
RegCM	4	t2_o	CORR	mlp_medium	0.9263	0.9365	-0.0102	-1.0888	national	P2
RegCM	4	t2_o	CORR	mlp_small	0.9303	0.9365	-0.0062	-0.6672	regional	P2
RegCM	4	t2_o	CORR	raw	0.8106	0.9365	-0.1259	-13.4410	regional	P2
RegCM	4	t2_o	CORR	ridge	0.9365	0.9365	0.0000	0.0000	regional	P2
RegCM	4	t2_o	CORR	xgb_d2	0.9285	0.9365	-0.0080	-0.8572	national	P2
RegCM	4	t2_o	CORR	xgb_d3	0.9291	0.9365	-0.0074	-0.7884	national	P2
RegCM	4	t2_o	CORR	xgb_d4	0.9283	0.9365	-0.0082	-0.8799	national	P2
RegCM	4	t2_o	CORR	xgb_regularized	0.9291	0.9365	-0.0074	-0.7927	national	P2
RegCM	4	t2_o	CORR	xgb_slow	0.9292	0.9365	-0.0073	-0.7777	national	P2
RegCM	5	t2_o	CORR	ann_lbfgs	0.9257	0.9377	-0.0120	-1.2789	national	P2
RegCM	5	t2_o	CORR	ann_tanh	0.9294	0.9377	-0.0083	-0.8880	regional	P2
RegCM	5	t2_o	CORR	mlp_deep	0.9233	0.9377	-0.0144	-1.5401	regional	P2
RegCM	5	t2_o	CORR	mlp_medium	0.9253	0.9377	-0.0125	-1.3311	regional	P2
RegCM	5	t2_o	CORR	mlp_small	0.9295	0.9377	-0.0082	-0.8755	national	P2
RegCM	5	t2_o	CORR	raw	0.8296	0.9377	-0.1082	-11.5359	regional	P2
RegCM	5	t2_o	CORR	ridge	0.9377	0.9377	0.0000	0.0000	national	P2
RegCM	5	t2_o	CORR	xgb_d2	0.9293	0.9377	-0.0085	-0.9050	national	P2
RegCM	5	t2_o	CORR	xgb_d3	0.9303	0.9377	-0.0074	-0.7913	national	P2
RegCM	5	t2_o	CORR	xgb_d4	0.9289	0.9377	-0.0088	-0.9384	national	P2
RegCM	5	t2_o	CORR	xgb_regularized	0.9299	0.9377	-0.0078	-0.8358	national	P2
RegCM	5	t2_o	CORR	xgb_slow	0.9304	0.9377	-0.0073	-0.7805	national	P2
RegCM	6	t2_o	CORR	ann_lbfgs	0.9037	0.9265	-0.0227	-2.4547	national	P2
RegCM	6	t2_o	CORR	ann_tanh	0.9107	0.9265	-0.0158	-1.7033	regional	P2
RegCM	6	t2_o	CORR	mlp_deep	0.8939	0.9265	-0.0326	-3.5202	regional	P2
RegCM	6	t2_o	CORR	mlp_medium	0.8980	0.9265	-0.0285	-3.0715	regional	P2
RegCM	6	t2_o	CORR	mlp_small	0.9101	0.9265	-0.0164	-1.7690	national	P2
RegCM	6	t2_o	CORR	raw	0.8316	0.9265	-0.0949	-10.2407	national	P2
RegCM	6	t2_o	CORR	ridge	0.9265	0.9265	0.0000	0.0000	national	P2
RegCM	6	t2_o	CORR	xgb_d2	0.9197	0.9265	-0.0067	-0.7285	national	P2
RegCM	6	t2_o	CORR	xgb_d3	0.9142	0.9265	-0.0123	-1.3260	national	P2
RegCM	6	t2_o	CORR	xgb_d4	0.9112	0.9265	-0.0153	-1.6537	national	P2
RegCM	6	t2_o	CORR	xgb_regularized	0.9203	0.9265	-0.0062	-0.6697	national	P2
RegCM	6	t2_o	CORR	xgb_slow	0.9147	0.9265	-0.0117	-1.2677	national	P2
clWRF	1	t2_o	CORR	ann_lbfgs	0.9269	0.9406	-0.0138	-1.4653	national	P2
clWRF	1	t2_o	CORR	ann_tanh	0.9308	0.9406	-0.0099	-1.0500	regional	P2
clWRF	1	t2_o	CORR	mlp_deep	0.9249	0.9406	-0.0158	-1.6789	regional	P2
clWRF	1	t2_o	CORR	mlp_medium	0.9270	0.9406	-0.0137	-1.4537	regional	P2
clWRF	1	t2_o	CORR	mlp_small	0.9314	0.9406	-0.0093	-0.9842	national	P2
clWRF	1	t2_o	CORR	raw	0.8454	0.9406	-0.0953	-10.1284	national	P2
clWRF	1	t2_o	CORR	ridge	0.9406	0.9406	0.0000	0.0000	regional	P2
clWRF	1	t2_o	CORR	xgb_d2	0.9353	0.9406	-0.0053	-0.5648	national	P2
clWRF	1	t2_o	CORR	xgb_d3	0.9354	0.9406	-0.0053	-0.5626	national	P2
clWRF	1	t2_o	CORR	xgb_d4	0.9338	0.9406	-0.0068	-0.7262	national	P2
clWRF	1	t2_o	CORR	xgb_regularized	0.9353	0.9406	-0.0054	-0.5730	national	P2
clWRF	1	t2_o	CORR	xgb_slow	0.9357	0.9406	-0.0049	-0.5251	national	P2
clWRF	2	t2_o	CORR	ann_lbfgs	0.9241	0.9378	-0.0137	-1.4569	national	P2
clWRF	2	t2_o	CORR	ann_tanh	0.9322	0.9378	-0.0056	-0.5974	regional	P2
clWRF	2	t2_o	CORR	mlp_deep	0.9247	0.9378	-0.0130	-1.3896	national	P2
clWRF	2	t2_o	CORR	mlp_medium	0.9266	0.9378	-0.0111	-1.1878	regional	P2
clWRF	2	t2_o	CORR	mlp_small	0.9291	0.9378	-0.0087	-0.9283	regional	P2
clWRF	2	t2_o	CORR	raw	0.8259	0.9378	-0.1119	-11.9307	national	P2
clWRF	2	t2_o	CORR	ridge	0.9378	0.9378	0.0000	0.0000	regional	P2
clWRF	2	t2_o	CORR	xgb_d2	0.9362	0.9378	-0.0016	-0.1681	national	P2
clWRF	2	t2_o	CORR	xgb_d3	0.9321	0.9378	-0.0057	-0.6095	national	P2
clWRF	2	t2_o	CORR	xgb_d4	0.9305	0.9378	-0.0073	-0.7797	national	P2
clWRF	2	t2_o	CORR	xgb_regularized	0.9364	0.9378	-0.0014	-0.1450	national	P2
clWRF	2	t2_o	CORR	xgb_slow	0.9326	0.9378	-0.0052	-0.5547	national	P2
clWRF	3	t2_o	CORR	ann_lbfgs	0.9292	0.9399	-0.0107	-1.1344	national	P2
clWRF	3	t2_o	CORR	ann_tanh	0.9341	0.9399	-0.0058	-0.6190	regional	P2
clWRF	3	t2_o	CORR	mlp_deep	0.9254	0.9399	-0.0145	-1.5436	national	P2
clWRF	3	t2_o	CORR	mlp_medium	0.9234	0.9399	-0.0165	-1.7512	regional	P2
clWRF	3	t2_o	CORR	mlp_small	0.9278	0.9399	-0.0120	-1.2802	regional	P2
clWRF	3	t2_o	CORR	raw	0.8246	0.9399	-0.1153	-12.2658	regional	P2
clWRF	3	t2_o	CORR	ridge	0.9399	0.9399	0.0000	0.0000	regional	P2
clWRF	3	t2_o	CORR	xgb_d2	0.9328	0.9399	-0.0071	-0.7525	national	P2
clWRF	3	t2_o	CORR	xgb_d3	0.9334	0.9399	-0.0064	-0.6846	national	P2
clWRF	3	t2_o	CORR	xgb_d4	0.9327	0.9399	-0.0072	-0.7641	national	P2
clWRF	3	t2_o	CORR	xgb_regularized	0.9330	0.9399	-0.0069	-0.7342	national	P2
clWRF	3	t2_o	CORR	xgb_slow	0.9336	0.9399	-0.0063	-0.6679	national	P2
clWRF	4	t2_o	CORR	ann_lbfgs	0.9233	0.9395	-0.0163	-1.7303	national	P2
clWRF	4	t2_o	CORR	ann_tanh	0.9250	0.9395	-0.0146	-1.5493	regional	P2
clWRF	4	t2_o	CORR	mlp_deep	0.9166	0.9395	-0.0229	-2.4408	regional	P2
clWRF	4	t2_o	CORR	mlp_medium	0.9206	0.9395	-0.0189	-2.0086	national	P2
clWRF	4	t2_o	CORR	mlp_small	0.9274	0.9395	-0.0121	-1.2911	regional	P2
clWRF	4	t2_o	CORR	raw	0.8168	0.9395	-0.1227	-13.0604	national	P2
clWRF	4	t2_o	CORR	ridge	0.9395	0.9395	0.0000	0.0000	regional	P2
clWRF	4	t2_o	CORR	xgb_d2	0.9304	0.9395	-0.0091	-0.9698	national	P2
clWRF	4	t2_o	CORR	xgb_d3	0.9301	0.9395	-0.0094	-1.0048	national	P2
clWRF	4	t2_o	CORR	xgb_d4	0.9264	0.9395	-0.0131	-1.3945	national	P2
clWRF	4	t2_o	CORR	xgb_regularized	0.9307	0.9395	-0.0088	-0.9407	national	P2
clWRF	4	t2_o	CORR	xgb_slow	0.9304	0.9395	-0.0091	-0.9733	national	P2
clWRF	5	t2_o	CORR	ann_lbfgs	0.9195	0.9383	-0.0188	-1.9995	national	P2
clWRF	5	t2_o	CORR	ann_tanh	0.9256	0.9383	-0.0126	-1.3452	regional	P2
clWRF	5	t2_o	CORR	mlp_deep	0.9187	0.9383	-0.0195	-2.0819	national	P2
clWRF	5	t2_o	CORR	mlp_medium	0.9212	0.9383	-0.0171	-1.8210	regional	P2
clWRF	5	t2_o	CORR	mlp_small	0.9261	0.9383	-0.0122	-1.2985	national	P2
clWRF	5	t2_o	CORR	raw	0.8253	0.9383	-0.1129	-12.0378	regional	P2
clWRF	5	t2_o	CORR	ridge	0.9383	0.9383	0.0000	0.0000	national	P2
clWRF	5	t2_o	CORR	xgb_d2	0.9311	0.9383	-0.0072	-0.7640	national	P2
clWRF	5	t2_o	CORR	xgb_d3	0.9295	0.9383	-0.0088	-0.9372	national	P2
clWRF	5	t2_o	CORR	xgb_d4	0.9268	0.9383	-0.0115	-1.2215	national	P2
clWRF	5	t2_o	CORR	xgb_regularized	0.9310	0.9383	-0.0073	-0.7765	national	P2
clWRF	5	t2_o	CORR	xgb_slow	0.9297	0.9383	-0.0086	-0.9168	national	P2
clWRF	6	t2_o	CORR	ann_lbfgs	0.8987	0.9203	-0.0216	-2.3451	national	P2
clWRF	6	t2_o	CORR	ann_tanh	0.9055	0.9203	-0.0148	-1.6041	regional	P2
clWRF	6	t2_o	CORR	mlp_deep	0.8907	0.9203	-0.0296	-3.2153	regional	P2
clWRF	6	t2_o	CORR	mlp_medium	0.9004	0.9203	-0.0198	-2.1561	national	P2
clWRF	6	t2_o	CORR	mlp_small	0.9069	0.9203	-0.0134	-1.4555	national	P2
clWRF	6	t2_o	CORR	raw	0.8303	0.9203	-0.0900	-9.7791	national	P2
clWRF	6	t2_o	CORR	ridge	0.9203	0.9203	0.0000	0.0000	national	P2
clWRF	6	t2_o	CORR	xgb_d2	0.9121	0.9203	-0.0081	-0.8840	national	P2
clWRF	6	t2_o	CORR	xgb_d3	0.9061	0.9203	-0.0141	-1.5369	national	P2
clWRF	6	t2_o	CORR	xgb_d4	0.9036	0.9203	-0.0166	-1.8084	national	P2
clWRF	6	t2_o	CORR	xgb_regularized	0.9136	0.9203	-0.0067	-0.7263	national	P2
clWRF	6	t2_o	CORR	xgb_slow	0.9073	0.9203	-0.0130	-1.4093	national	P2
RegCM	1	t2_o	RMSE	ann_lbfgs	1.1551	1.0238	-0.1313	-12.8243	national	P2
RegCM	1	t2_o	RMSE	ann_tanh	1.1113	1.0238	-0.0875	-8.5481	regional	P2
RegCM	1	t2_o	RMSE	mlp_deep	1.2076	1.0238	-0.1838	-17.9525	national	P2
RegCM	1	t2_o	RMSE	mlp_medium	1.1562	1.0238	-0.1324	-12.9304	regional	P2
RegCM	1	t2_o	RMSE	mlp_small	1.1030	1.0238	-0.0792	-7.7339	national	P2
RegCM	1	t2_o	RMSE	raw	1.7865	1.0238	-0.7627	-74.5014	national	P2
RegCM	1	t2_o	RMSE	ridge	1.0238	1.0238	0.0000	0.0000	national	P4
RegCM	1	t2_o	RMSE	xgb_d2	1.0813	1.0238	-0.0575	-5.6174	national	P2
RegCM	1	t2_o	RMSE	xgb_d3	1.0925	1.0238	-0.0687	-6.7087	national	P2
RegCM	1	t2_o	RMSE	xgb_d4	1.1040	1.0238	-0.0802	-7.8324	national	P2
RegCM	1	t2_o	RMSE	xgb_regularized	1.0812	1.0238	-0.0574	-5.6080	national	P2
RegCM	1	t2_o	RMSE	xgb_slow	1.0905	1.0238	-0.0667	-6.5109	national	P2
RegCM	2	t2_o	RMSE	ann_lbfgs	1.1370	1.0312	-0.1058	-10.2596	national	P2
RegCM	2	t2_o	RMSE	ann_tanh	1.1322	1.0312	-0.1011	-9.8001	regional	P2
RegCM	2	t2_o	RMSE	mlp_deep	1.1411	1.0312	-0.1099	-10.6583	national	P4
RegCM	2	t2_o	RMSE	mlp_medium	1.1494	1.0312	-0.1183	-11.4684	national	P2
RegCM	2	t2_o	RMSE	mlp_small	1.1252	1.0312	-0.0940	-9.1185	national	P2
RegCM	2	t2_o	RMSE	raw	2.0231	1.0312	-0.9919	-96.1935	national	P2
RegCM	2	t2_o	RMSE	ridge	1.0312	1.0312	0.0000	0.0000	national	P4
RegCM	2	t2_o	RMSE	xgb_d2	1.0843	1.0312	-0.0531	-5.1522	national	P2
RegCM	2	t2_o	RMSE	xgb_d3	1.0965	1.0312	-0.0653	-6.3328	national	P2
RegCM	2	t2_o	RMSE	xgb_d4	1.1107	1.0312	-0.0795	-7.7090	national	P2
RegCM	2	t2_o	RMSE	xgb_regularized	1.0833	1.0312	-0.0522	-5.0575	national	P2
RegCM	2	t2_o	RMSE	xgb_slow	1.0942	1.0312	-0.0630	-6.1126	national	P2
RegCM	3	t2_o	RMSE	ann_lbfgs	1.1941	1.0013	-0.1927	-19.2454	national	P2
RegCM	3	t2_o	RMSE	ann_tanh	1.1191	1.0013	-0.1177	-11.7568	regional	P2
RegCM	3	t2_o	RMSE	mlp_deep	1.1977	1.0013	-0.1964	-19.6142	national	P2
RegCM	3	t2_o	RMSE	mlp_medium	1.2048	1.0013	-0.2035	-20.3215	regional	P2
RegCM	3	t2_o	RMSE	mlp_small	1.1328	1.0013	-0.1314	-13.1239	regional	P2
RegCM	3	t2_o	RMSE	raw	1.8555	1.0013	-0.8541	-85.2983	national	P2
RegCM	3	t2_o	RMSE	ridge	1.0013	1.0013	0.0000	0.0000	regional	P4
RegCM	3	t2_o	RMSE	xgb_d2	1.0498	1.0013	-0.0484	-4.8355	national	P4
RegCM	3	t2_o	RMSE	xgb_d3	1.0798	1.0013	-0.0785	-7.8366	national	P4
RegCM	3	t2_o	RMSE	xgb_d4	1.1101	1.0013	-0.1088	-10.8610	regional	P4
RegCM	3	t2_o	RMSE	xgb_regularized	1.0450	1.0013	-0.0436	-4.3583	national	P4
RegCM	3	t2_o	RMSE	xgb_slow	1.0770	1.0013	-0.0757	-7.5598	national	P4
RegCM	4	t2_o	RMSE	ann_lbfgs	1.1592	1.0017	-0.1575	-15.7277	national	P2
RegCM	4	t2_o	RMSE	ann_tanh	1.1364	1.0017	-0.1347	-13.4497	regional	P2
RegCM	4	t2_o	RMSE	mlp_deep	1.1821	1.0017	-0.1804	-18.0105	regional	P2
RegCM	4	t2_o	RMSE	mlp_medium	1.1425	1.0017	-0.1408	-14.0603	regional	P2
RegCM	4	t2_o	RMSE	mlp_small	1.1005	1.0017	-0.0988	-9.8673	regional	P2
RegCM	4	t2_o	RMSE	raw	1.8828	1.0017	-0.8811	-87.9637	national	P2
RegCM	4	t2_o	RMSE	ridge	1.0017	1.0017	0.0000	0.0000	national	P4
RegCM	4	t2_o	RMSE	xgb_d2	1.1113	1.0017	-0.1096	-10.9443	national	P4
RegCM	4	t2_o	RMSE	xgb_d3	1.1359	1.0017	-0.1342	-13.4014	national	P2
RegCM	4	t2_o	RMSE	xgb_d4	1.1427	1.0017	-0.1410	-14.0798	national	P2
RegCM	4	t2_o	RMSE	xgb_regularized	1.1081	1.0017	-0.1064	-10.6192	national	P4
RegCM	4	t2_o	RMSE	xgb_slow	1.1349	1.0017	-0.1333	-13.3033	national	P2
RegCM	5	t2_o	RMSE	ann_lbfgs	1.1299	1.0324	-0.0975	-9.4431	national	P2
RegCM	5	t2_o	RMSE	ann_tanh	1.1131	1.0324	-0.0807	-7.8145	regional	P2
RegCM	5	t2_o	RMSE	mlp_deep	1.1399	1.0324	-0.1075	-10.4118	regional	P2
RegCM	5	t2_o	RMSE	mlp_medium	1.1306	1.0324	-0.0982	-9.5078	regional	P2
RegCM	5	t2_o	RMSE	mlp_small	1.1157	1.0324	-0.0832	-8.0619	national	P2
RegCM	5	t2_o	RMSE	raw	1.9370	1.0324	-0.9046	-87.6176	regional	P2
RegCM	5	t2_o	RMSE	ridge	1.0324	1.0324	0.0000	0.0000	national	P4
RegCM	5	t2_o	RMSE	xgb_d2	1.1119	1.0324	-0.0795	-7.6990	national	P2
RegCM	5	t2_o	RMSE	xgb_d3	1.1116	1.0324	-0.0791	-7.6640	national	P2
RegCM	5	t2_o	RMSE	xgb_d4	1.1196	1.0324	-0.0872	-8.4429	national	P2
RegCM	5	t2_o	RMSE	xgb_regularized	1.1104	1.0324	-0.0779	-7.5477	national	P2
RegCM	5	t2_o	RMSE	xgb_slow	1.1109	1.0324	-0.0785	-7.5989	national	P2
RegCM	6	t2_o	RMSE	ann_lbfgs	1.2137	1.0184	-0.1953	-19.1789	national	P2
RegCM	6	t2_o	RMSE	ann_tanh	1.1276	1.0184	-0.1092	-10.7228	regional	P2
RegCM	6	t2_o	RMSE	mlp_deep	1.2694	1.0184	-0.2511	-24.6535	regional	P2
RegCM	6	t2_o	RMSE	mlp_medium	1.2581	1.0184	-0.2398	-23.5440	national	P2
RegCM	6	t2_o	RMSE	mlp_small	1.1585	1.0184	-0.1401	-13.7619	national	P2
RegCM	6	t2_o	RMSE	raw	2.0045	1.0184	-0.9862	-96.8388	regional	P2
RegCM	6	t2_o	RMSE	ridge	1.0184	1.0184	0.0000	0.0000	national	P4
RegCM	6	t2_o	RMSE	xgb_d2	1.1242	1.0184	-0.1058	-10.3898	national	P2

Top configurations

Precipitation RMAE (%)

source_model	lead	target	spatial_mode	predictor_set	method	metric	weighted_mean
RegCM	2	pr_o	national	P4	ridge	RMAE_percent	39.2723
clWRF	2	pr_o	regional	P4	ridge	RMAE_percent	39.3659
clWRF	2	pr_o	national	P4	ridge	RMAE_percent	39.8026
RegCM	2	pr_o	regional	P4	ridge	RMAE_percent	39.8824
clWRF	1	pr_o	national	P2	ridge	RMAE_percent	39.9708
RegCM	4	pr_o	national	P2	ridge	RMAE_percent	40.0337
RegCM	1	pr_o	regional	P2	mlp_small	RMAE_percent	40.0406
RegCM	1	pr_o	regional	P2	ridge	RMAE_percent	40.0410
RegCM	1	pr_o	national	P2	ridge	RMAE_percent	40.0615
RegCM	4	pr_o	regional	P2	mlp_small	RMAE_percent	40.0716
clWRF	1	pr_o	regional	P2	ridge	RMAE_percent	40.0771
RegCM	4	pr_o	national	P2	ann_tanh	RMAE_percent	40.1303
RegCM	4	pr_o	regional	P2	ridge	RMAE_percent	40.1598
clWRF	4	pr_o	national	P2	ridge	RMAE_percent	40.1677
RegCM	1	pr_o	national	P2	mlp_small	RMAE_percent	40.1710
clWRF	2	pr_o	regional	P2	mlp_small	RMAE_percent	40.2335
clWRF	1	pr_o	national	P2	mlp_small	RMAE_percent	40.2453
clWRF	1	pr_o	national	P2	xgb_regularized	RMAE_percent	40.2550
RegCM	4	pr_o	regional	P2	ann_tanh	RMAE_percent	40.2569
clWRF	1	pr_o	regional	P2	mlp_small	RMAE_percent	40.2621
clWRF	2	pr_o	national	P2	mlp_small	RMAE_percent	40.2621
RegCM	4	pr_o	national	P2	mlp_small	RMAE_percent	40.2637
RegCM	4	pr_o	national	P2	xgb_regularized	RMAE_percent	40.2652
RegCM	1	pr_o	national	P2	xgb_regularized	RMAE_percent	40.2688
RegCM	4	pr_o	national	P2	xgb_d2	RMAE_percent	40.2757
RegCM	4	pr_o	national	P2	xgb_slow	RMAE_percent	40.2785
clWRF	2	pr_o	national	P2	ann_tanh	RMAE_percent	40.2789
RegCM	1	pr_o	national	P2	xgb_d2	RMAE_percent	40.2842
RegCM	1	pr_o	regional	P2	ann_tanh	RMAE_percent	40.2885
RegCM	2	pr_o	national	P2	ridge	RMAE_percent	40.2929

Precipitation CORR

source_model	lead	target	spatial_mode	predictor_set	method	metric	weighted_mean
RegCM	2	pr_o	national	P4	ridge	CORR	0.8007
RegCM	2	pr_o	regional	P4	ridge	CORR	0.7941
clWRF	2	pr_o	national	P4	ridge	CORR	0.7932
clWRF	2	pr_o	regional	P4	ridge	CORR	0.7912
clWRF	1	pr_o	regional	P2	ridge	CORR	0.7904
clWRF	1	pr_o	national	P2	ridge	CORR	0.7899
clWRF	5	pr_o	regional	P2	ridge	CORR	0.7893
RegCM	4	pr_o	national	P2	ann_tanh	CORR	0.7892
clWRF	5	pr_o	national	P2	ridge	CORR	0.7885
RegCM	1	pr_o	national	P2	ridge	CORR	0.7884
RegCM	4	pr_o	national	P2	ridge	CORR	0.7883
RegCM	1	pr_o	national	P2	mlp_small	CORR	0.7882
RegCM	4	pr_o	national	P2	mlp_deep	CORR	0.7882
clWRF	5	pr_o	regional	P2	mlp_small	CORR	0.7882
clWRF	1	pr_o	regional	P2	mlp_small	CORR	0.7881
clWRF	1	pr_o	national	P2	xgb_regularized	CORR	0.7880
clWRF	1	pr_o	national	P2	mlp_small	CORR	0.7880
RegCM	4	pr_o	regional	P2	mlp_small	CORR	0.7879
RegCM	1	pr_o	regional	P2	ridge	CORR	0.7878
clWRF	4	pr_o	national	P2	ridge	CORR	0.7875
RegCM	4	pr_o	regional	P2	mlp_medium	CORR	0.7874
clWRF	1	pr_o	national	P2	xgb_d2	CORR	0.7873
RegCM	4	pr_o	regional	P2	mlp_deep	CORR	0.7873
RegCM	4	pr_o	national	P2	mlp_medium	CORR	0.7871
clWRF	5	pr_o	national	P2	mlp_small	CORR	0.7871
RegCM	4	pr_o	national	P2	xgb_regularized	CORR	0.7870
clWRF	2	pr_o	regional	P2	ridge	CORR	0.7869
RegCM	4	pr_o	national	P2	mlp_small	CORR	0.7868
RegCM	4	pr_o	national	P2	xgb_slow	CORR	0.7868
clWRF	1	pr_o	national	P2	ann_tanh	CORR	0.7867

T2m RMSE (°C)

source_model	lead	target	spatial_mode	predictor_set	method	metric	weighted_mean
clWRF	4	t2_o	national	P4	ridge	RMSE	0.9861
RegCM	3	t2_o	regional	P4	ridge	RMSE	1.0013
RegCM	4	t2_o	national	P4	ridge	RMSE	1.0017
RegCM	3	t2_o	national	P4	ridge	RMSE	1.0067
clWRF	5	t2_o	national	P4	ridge	RMSE	1.0148
clWRF	1	t2_o	national	P4	ridge	RMSE	1.0179
RegCM	6	t2_o	national	P4	ridge	RMSE	1.0184
clWRF	1	t2_o	regional	P2	ridge	RMSE	1.0187
clWRF	2	t2_o	national	P4	ridge	RMSE	1.0195
clWRF	1	t2_o	regional	P4	ridge	RMSE	1.0230
RegCM	1	t2_o	national	P4	ridge	RMSE	1.0238
clWRF	1	t2_o	national	P2	ridge	RMSE	1.0293
clWRF	3	t2_o	national	P4	xgb_regularized	RMSE	1.0305
RegCM	2	t2_o	national	P4	ridge	RMSE	1.0312
RegCM	4	t2_o	regional	P4	ridge	RMSE	1.0314
RegCM	5	t2_o	national	P4	ridge	RMSE	1.0324
clWRF	4	t2_o	regional	P4	ridge	RMSE	1.0333
clWRF	3	t2_o	national	P4	xgb_d2	RMSE	1.0344
clWRF	3	t2_o	national	P4	ridge	RMSE	1.0357
clWRF	6	t2_o	national	P4	ridge	RMSE	1.0363
RegCM	5	t2_o	regional	P4	ridge	RMSE	1.0371
clWRF	5	t2_o	regional	P4	ridge	RMSE	1.0389
RegCM	6	t2_o	regional	P4	ridge	RMSE	1.0398
RegCM	1	t2_o	regional	P2	ridge	RMSE	1.0429
clWRF	1	t2_o	national	P2	xgb_slow	RMSE	1.0450
RegCM	3	t2_o	national	P4	xgb_regularized	RMSE	1.0450
clWRF	2	t2_o	regional	P2	ridge	RMSE	1.0455
clWRF	1	t2_o	national	P2	xgb_d2	RMSE	1.0470
clWRF	1	t2_o	national	P2	xgb_d3	RMSE	1.0471
clWRF	1	t2_o	national	P2	xgb_regularized	RMSE	1.0477

T2m CORR

source_model	lead	target	spatial_mode	predictor_set	method	metric	weighted_mean
clWRF	1	t2_o	regional	P2	ridge	CORR	0.9406
clWRF	3	t2_o	regional	P2	ridge	CORR	0.9399
clWRF	4	t2_o	regional	P2	ridge	CORR	0.9395
RegCM	3	t2_o	regional	P4	ridge	CORR	0.9395
RegCM	1	t2_o	regional	P2	ridge	CORR	0.9394
clWRF	1	t2_o	national	P2	ridge	CORR	0.9393
clWRF	5	t2_o	national	P2	ridge	CORR	0.9383
clWRF	4	t2_o	national	P4	ridge	CORR	0.9379
clWRF	2	t2_o	regional	P2	ridge	CORR	0.9378
RegCM	5	t2_o	national	P2	ridge	CORR	0.9377
RegCM	3	t2_o	regional	P2	ridge	CORR	0.9374
clWRF	3	t2_o	national	P2	ridge	CORR	0.9371
clWRF	2	t2_o	national	P2	ridge	CORR	0.9369
RegCM	3	t2_o	national	P4	ridge	CORR	0.9366
RegCM	4	t2_o	regional	P2	ridge	CORR	0.9365
clWRF	2	t2_o	national	P2	xgb_regularized	CORR	0.9364
RegCM	1	t2_o	national	P2	ridge	CORR	0.9363
clWRF	2	t2_o	national	P2	xgb_d2	CORR	0.9362
RegCM	3	t2_o	national	P2	ridge	CORR	0.9360
RegCM	4	t2_o	national	P4	ridge	CORR	0.9359
RegCM	5	t2_o	regional	P2	ridge	CORR	0.9359
clWRF	1	t2_o	national	P2	xgb_slow	CORR	0.9357
RegCM	4	t2_o	regional	P4	ridge	CORR	0.9354
RegCM	1	t2_o	national	P4	ridge	CORR	0.9354
clWRF	1	t2_o	national	P2	xgb_d3	CORR	0.9354
clWRF	1	t2_o	national	P2	xgb_d2	CORR	0.9353
clWRF	1	t2_o	national	P2	xgb_regularized	CORR	0.9353
RegCM	1	t2_o	national	P2	xgb_regularized	CORR	0.9350
RegCM	1	t2_o	national	P2	xgb_d2	CORR	0.9350
clWRF	4	t2_o	regional	P4	ridge	CORR	0.9349

ML/DL Bias Correction Report

Table of contents

Experiment configuration

Best correction vs RAW

Precipitation RMAE (%)

Precipitation CORR

T2m RMSE (°C)

T2m CORR

Best configuration per source model and lead

Precipitation RMAE (%)

Precipitation CORR

T2m RMSE (°C)

T2m CORR

Method ranking

Precipitation RMAE (%)

Precipitation CORR

T2m RMSE (°C)

T2m CORR

Comparison against Ridge benchmark

Cases where a non-Ridge method beats Ridge

Full Ridge comparison

Top configurations

Precipitation RMAE (%)

Precipitation CORR

T2m RMSE (°C)

T2m CORR

Figures

best_vs_raw_pr_o_RMAE_percent

best_vs_raw_pr_o_CORR

best_vs_raw_t2_o_RMSE

best_vs_raw_t2_o_CORR

method_ranking_pr_o_RMAE_percent

method_ranking_pr_o_CORR

method_ranking_t2_o_RMSE

method_ranking_t2_o_CORR