Table 7 Peak and valley errors in test results for experiment 2.

Evaluation indicators	Sites	Sets	Model
			PFN		Transformer		BiGRU
			Peak	Valley	Peak	Valley	Peak	Valley
EP (%)	Dongjiang Station	1	15.01	0.63	13.29	1.87	4.27	15.37
		2	38.28	68.54	40.34	61.06	33.15	63.39
		3	37.71	40.89	40.70	34.21	39.65	36.63
		4	16.56	61.30	17.59	64.08	17.14	67.31
		5	22.60	18.05	22.27	32.01	18.06	62.78
		6	32.64	131.54	40.06	139.75	44.95	179.53
		7	27.12	43.16	24.33	36.69	13.66	45.53
		8	45.27	1.56	49.20	5.27	62.72	37.39
		9	8.93	3.12	8.87	3.24	1.31	16.42
		10	7.76	1.97	13.35	5.18	12.58	11.70
	Quinebaug River	1	21.99	11.53	9.67	47.27	25.71	11.92
		2	4.41	16.68	6.02	40.71	11.55	8.66
		3	43.28	4.52	49.74	26.08	52.82	0.05
		4	25.74	0.42	29.80	3.64	29.06	40.35
		5	30.42	16.93	47.06	25.75	41.07	63.47
		6	41.48	8.93	61.39	19.25	75.40	46.24
		7	19.28	121.95	7.31	181.84	17.84	150.03
		8	23.82	172.73	3.40	198.51	33.29	187.68
		9	30.60	118.83	0.44	181.11	34.31	159.06
		10	39.08	212.69	22.02	259.31	30.88	259.59
		11	2.61	195.80	20.41	267.06	2.71	235.28
		12	34.81	25.08	16.48	70.12	38.91	41.15
	Housatonic River	1	6.52	11.50	9.54	28.91	2.29	32.61
		2	3.96	5.93	10.21	17.05	8.34	28.72
		3	13.69	3.14	2.34	14.91	33.71	22.94
		4	15.66	6.95	23.12	9.22	39.55	30.29
		5	23.48	6.79	27.89	33.40	38.93	31.90
		6	16.73	6.73	14.53	54.39	34.13	40.55
		7	17.41	20.40	6.15	109.48	12.86	75.02
		8	19.54	19.86	33.41	130.34	10.92	99.32
		9	66.12	21.89	52.86	131.48	52.08	100.90
		10	30.48	5.64	3.62	77.30	14.05	50.18
		11	15.63	2.29	18.90	60.17	17.40	38.00
		12	2.33	6.42	2.43	74.00	23.89	44.64

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