PriceForecast/juxitingzhududataset/testandpredict_groupby.csv

1	ds	NHITS	Informer	LSTM	iTransformer	TSMixer	TSMixerx	PatchTST	RNN	GRU	TCN	BiTCN	DilatedRNN	MLP	DLinear	NLinear	TFT	FEDformer	StemGNN	MLPMultivariate	TiDE	DeepNPTS	y	created_dt	min_within_quantile	max_within_quantile
2	2024-10-08	79.59	77.86	79.75	79.99	78.72	80.27	81.0	82.39	81.43	80.01	79.86	81.44	79.21	79.04	80.88	77.85	80.89	76.08	79.54	80.53	80.59	77.18		76.08	80.59
3	2024-10-09	76.36	75.96	75.41	78.43	78.16	77.95	77.34	77.37	78.66	78.75	78.2	78.24	76.8	77.54	77.46	75.66	78.41	75.98	77.2	78.38	77.04	76.58		75.41	78.75
4	2024-10-10	76.28	75.95	75.09	77.69	77.23	76.38	77.38	76.75	77.23	78.48	76.84	76.46	76.22	76.59	76.71	75.94	77.57	75.89	76.24	77.67	76.46	79.4		75.09	78.48
5	2024-10-11	78.14	77.2	78.26	78.96	78.09	77.84	79.2	80.89	79.7	79.42	78.42	79.36	77.89	78.98	79.53	78.63	79.43	75.84	78.01	78.36	78.88	79.04		75.84	79.7
6	2024-10-14	79.15	78.1	77.64	79.01	78.55	78.85	78.65	80.09	80.05	79.12	78.83	79.68	78.16	77.64	78.64	78.88	78.99	75.82	78.8	78.55	78.47	77.46		75.82	80.09
7	2024-10-15	78.09	78.37	75.93	78.04	78.1	78.77	76.87	77.68	78.58	78.89	77.99	77.88	78.19	77.58	76.68	78.1	78.98	75.81	77.86	77.9	76.72	74.25		75.81	78.98
8	2024-10-16	76.68	74.33	72.6	73.48	76.2	75.01	72.86	74.0	75.15	77.79	74.67	74.34	75.9	76.28	74.67	75.27	75.31	75.74	75.19	75.6	74.6	74.22		72.6	77.79
9	2024-10-17	75.76	72.54	72.84	73.41	74.79	74.92	74.16	74.58	74.37	77.43	73.79	73.63	75.12	74.6	75.18	75.29	75.07	75.69	73.89	74.95	75.67	74.45		72.54	77.43
10	2024-10-18	74.19	72.0	73.13	74.74	74.74	74.01	74.87	75.24	74.58	77.33	74.06	74.16	73.62	74.13	74.84	75.59	74.37	75.62	73.23	74.8	75.92	73.06		72.0	77.33
11	2024-10-21	73.22	70.44	71.63	72.86	74.41	73.45	73.31	73.34	73.41	76.81	73.2	73.07	72.33	72.98	72.78	70.51	73.45	75.46	72.47	74.26	73.81	74.29		71.63	76.81
12	2024-10-22	73.11	73.95	73.02	73.02	74.51	74.38	74.53	75.18	74.19	76.95	73.9	74.14	73.88	73.54	74.32	74.48	74.66	75.25	73.72	74.4	72.79	76.04		72.79	76.95
13	2024-10-23	75.77	76.22	74.83	74.44	75.67	76.33	77.13	77.41	76.07	77.5	75.51	76.29	75.36	75.08	76.54	76.38	76.6	75.15	75.61	76.01	73.48	74.96		73.48	77.5
14	2024-10-24	74.32	74.66	73.5	73.03	75.2	76.61	75.38	75.65	75.51	77.32	75.14	75.45	73.96	74.85	76.33	76.26	74.31	75.05	74.77	75.17	73.05	74.38		73.03	77.32
15	2024-10-25	73.86	75.73	72.93	75.38	75.06	75.96	75.17	74.82	74.71	77.08	74.6	74.48	73.1	74.98	75.07	76.1	74.02	74.89	74.44	74.82	73.6	76.05		72.93	77.08
16	2024-10-28	75.02	76.76	74.79	75.72	75.45	76.41	76.43	77.2	76.07	77.44	75.51	76.13	76.02	76.57	76.27	76.84	75.59	74.81	76.29	75.76	75.75	71.42		74.79	77.44
17	2024-10-29	71.4	72.41	69.74	73.48	73.38	73.55	71.96	71.2	72.31	76.43	73.16	71.93	73.3	75.22	71.13	71.58	71.76	74.65	72.94	72.65	72.27	71.12		71.13	76.43
18	2024-10-30	72.28	72.15	69.73	73.12	72.01	71.43	72.77	71.17	71.12	76.41	72.12	70.67	70.92	74.38	70.9	71.63	71.42	74.59	71.75	71.97	70.99	72.55		70.67	76.41
19	2024-10-31	72.28	73.3	71.32	73.18	72.38	71.92	72.5	73.55	72.13	76.02	72.77	72.22	72.31	73.6	72.96	72.37	73.28	74.59	73.5	72.12	72.64	73.16		71.32	76.02
20	2024-11-01	73.77	73.39	71.89	73.53	72.52	72.06	73.79	74.1	73.01	76.08	73.18	73.22	72.97	72.99	72.75	72.81	72.38	74.6	73.66	73.09	72.77	73.1		71.89	76.08
21	2024-11-04	72.81	72.85	71.75	74.42	72.46	72.87	72.97	73.73	73.13	76.16	73.32	73.32	72.49	73.91	73.19	73.22	72.64	74.64	73.22	72.85	72.93	75.08		71.75	76.16
22	2024-11-05	75.12	74.84	73.86	76.16	73.74	73.98	75.3	76.38	74.89	76.6	74.3	75.29	73.75	76.21	75.41	75.04	74.5	74.72	74.07	74.58	75.12	75.53		73.74	76.6
23	2024-11-06	74.96	75.38	74.2	76.19	74.47	74.32	74.95	76.67	75.75	76.84	74.92	76.1	75.0	75.19	76.2	75.29	75.52	74.86	74.95	75.09	77.0	74.92		74.2	77.0
24	2024-11-07	76.77	74.47	73.48	75.06	74.78	73.47	75.29	75.56	75.31	76.79	74.9	75.24	75.91	73.47	74.58	74.82	74.75	74.95	75.63	74.81	74.28	75.63		73.47	76.79
25	2024-11-08	75.98	74.51	74.29	74.71	75.3	75.28	75.87	76.52	75.8	77.03	75.11	75.79	76.51	75.54	75.31	75.33	75.44	75.04	76.31	75.66	74.89	73.87		74.29	77.03
26	2024-11-11	74.36	72.1	72.35	74.06	75.15	73.58	74.08	74.22	74.34	76.83	74.3	74.18	74.7	73.64	74.24	73.23	72.98	75.09	74.37	74.69	74.73	71.83		72.1	76.83
27	2024-11-12	72.75	71.25	70.32	70.95	73.31	72.11	71.29	71.78	72.18	76.16	72.58	71.72	72.37	72.91	71.97	72.35	70.66	75.07	72.55	73.03	74.17	71.89		70.66	76.16
28	2024-11-13	71.8	71.02	70.55	70.07	72.57	71.45	70.21	72.3	71.78	75.92	72.28	71.49	70.41	73.06	72.01	72.67	70.22	75.03	72.01	71.95	74.15	72.28		70.55	75.92
29	2024-11-14	72.65	73.79	70.99	72.55	72.48	71.96	71.64	73.0	72.11	75.87	72.83	72.06	71.85	72.27	72.79	72.91	71.09	75.0	72.52	72.38	73.4	72.56		70.99	75.87
30	2024-11-15	72.34	72.11	71.26	73.56	72.48	72.12	70.93	73.24	72.45	75.73	73.11	72.5	73.1	73.56	72.53	72.99	70.99	74.94	73.1	72.22	73.64	71.04		70.93	75.73
31	2024-11-18	71.25	71.07	69.62	72.5	71.97	71.74	69.12	71.39	71.31	75.03	72.95	71.17	71.97	73.59	70.38	71.72	70.41	74.87	71.65	71.6	73.12	73.3		70.38	75.03
32	2024-11-19	72.98	73.89	72.1	76.41	72.56	73.53	73.07	74.36	72.78	75.58	74.17	73.01	72.73	73.07	73.79	72.99	73.88	74.85	73.41	73.43	73.91	73.31		72.1	76.41
33	2024-11-20	72.35	73.34	71.98	76.43	73.31	73.42	73.39	74.25	73.29	75.45	74.21	73.59	73.49	72.36	74.0	72.83	72.84	74.81	74.32	73.61	74.52	72.81		71.98	76.43
34	2024-11-21	73.65	72.56	71.42	74.0	73.16	73.72	73.06	73.27	72.9	75.39	73.16	72.95	73.66	71.77	73.38	72.11	72.21	74.79	73.66	73.45	73.2	74.23		71.42	75.39
35	2024-11-22	74.17	74.27	72.96	75.05	73.67	73.2	74.68	75.28	74.0	75.73	73.76	74.33	74.22	74.03	73.98	73.27	75.09	74.85	74.08	74.02	75.66	75.17		72.96	75.73
36	2024-11-22	74.17	74.27	72.96	75.05	73.67	73.2	74.68	75.28	74.0	75.73	73.76	74.33	74.22	74.03	73.98	73.27	75.09	74.85	74.08	74.02	75.66	75.17		72.96	75.73
37	2024-11-25	74.27	75.39	73.89	75.27	74.54	73.57	74.99	76.38	75.2	76.31	74.25	75.58	74.11	75.2	75.39	75.22	75.17	74.93	74.16	74.94	75.1	73.01		73.57	76.38
38	2024-11-26	72.91	73.21	71.48	73.23	73.51	72.31	73.26	73.18	73.48	75.81	72.66	73.41	73.32	73.37	72.85	72.66	73.02	74.95	72.95	72.73	72.73	72.81		71.48	75.81
39	2024-11-27	73.14	73.81	71.42	73.69	73.16	72.15	73.47	73.12	72.81	75.69	72.39	72.64	73.27	73.27	72.52	72.53	73.28	74.94	72.64	72.88	73.12	72.83		71.42	75.69
40	2024-11-28	74.11	74.57	71.48	74.13	72.99	73.13	73.44	73.47	72.75	75.64	73.04	72.75	74.25	73.36	72.86	72.76	73.89	74.91	73.57	72.65	73.45	73.28		71.48	75.64
41	2024-11-29	73.78	75.57	71.98	74.11	73.08	73.57	73.7	74.0	73.16	75.8	73.65	73.19	74.23	73.01	72.49	73.26	73.73	74.8	73.68	73.02	73.73	72.94		71.98	75.8
42	2024-12-02	73.03	74.07	71.58	73.51	72.96	74.0	73.07	73.5	72.99	75.56	73.53	73.06	72.83	73.19	72.65	73.25	74.71	74.66	73.66	73.43	73.56	71.83		71.58	75.56
43	2024-12-03	73.52	73.46	70.42	71.89	72.62	72.92	72.7	72.15	71.99	75.14	72.98	71.91	72.82	72.64	71.94	71.39	72.53	74.39	72.51	73.03	73.17	73.62		70.42	75.14
44	2024-12-04	74.84	74.24	72.4	72.62	73.14	73.28	74.09	74.63	73.23	75.49	73.65	73.36	74.23	72.52	74.21	73.22	74.88	74.29	73.35	73.77	73.81	72.31		72.4	75.49
45	2024-12-05	71.39	72.81	70.9	70.86	72.71	71.85	72.33	72.82	72.51	75.17	72.58	72.53	71.21	72.33	72.75	72.89	72.55	74.18	71.63	72.56	72.94	72.09		70.86	75.17
46	2024-12-06	71.29	73.14	70.73	70.78	72.46	71.76	72.37	72.46	72.07	75.04	71.98	71.96	70.92	72.6	72.48	72.36	72.0	73.97	71.68	72.63	71.92	71.12		70.73	75.04
47	2024-12-09	71.37	71.41	69.73	70.66	71.88	71.12	71.29	71.56	71.24	74.57	71.73	71.12	71.52	71.21	71.84	71.02	71.46	73.74	71.84	71.31	73.5	72.14		69.73	74.57
48	2024-12-10	71.79	72.76	70.88	72.21	71.9	71.47	72.75	72.88	71.83	74.82	71.84	71.84	72.04	71.78	72.01	72.48	72.02	73.58	72.17	71.38	72.67	72.19		70.88	74.82
49	2024-12-11	72.36	73.37	70.88	73.52	72.05	72.17	72.98	72.9	72.09	74.68	72.43	72.24	72.82	71.62	72.15	72.72	72.22	73.53	72.79	71.94	73.63	73.52		70.88	74.68
50	2024-12-12	73.49	74.72	72.28	74.76	72.92	73.0	74.43	74.53	73.24	75.18	73.45	73.57	73.82	72.67	73.28	73.56	74.0	73.52	73.54	73.22	74.12	73.41		72.28	75.18
51	2024-12-13	73.66	73.6	72.06	74.22	73.34	74.11	73.41	74.2	73.44	75.23	73.41	73.78	73.37	73.81	73.49	73.54	73.43	73.49	73.49	73.38	73.72	74.49		72.06	75.23
52	2024-12-16	74.64	73.67	73.21	74.66	73.79	73.97	74.4	75.49	74.39	75.76	74.41	74.68	74.02	74.17	73.85	73.34	74.73	73.52	74.32	74.44	74.21	73.91		73.21	75.76
53	2024-12-17	74.23	73.68	72.51	74.91	73.92	74.13	74.55	74.59	74.1	75.71	74.35	74.29	74.49	74.24	74.37	73.54	74.67	73.51	74.49	74.68	73.89	73.19		72.51	75.71
54	2024-12-18	74.01	72.73	71.78	73.28	73.6	72.99	73.62	73.56	73.33	75.63	73.22	73.28	73.82	74.0	73.63	73.6	73.04	73.43	73.53	73.34	73.29	73.39		71.78	75.63
55	2024-12-19	73.27	73.01	72.05	73.6	73.62	72.6	73.52	73.99	73.33	75.63	73.22	73.33	73.4	73.12	73.01	73.5	74.12	73.39	73.62	73.61	72.68	72.88		72.05	75.63
56	2024-12-20	71.96	73.04	71.51	73.06	73.07	72.62	72.55	73.4	72.94	75.52	72.79	72.92	72.11	73.27	73.03	73.39	72.75	73.35	72.56	72.98	72.14	72.94		71.51	75.52
57	2024-12-23	73.22	72.63	71.61	72.34	73.0	73.02	72.61	73.48	72.89	75.51	72.55	72.87	72.28	72.9	73.11	73.4	73.05	73.26	72.36	72.76	73.16	72.63		71.61	75.51
58	2024-12-24	72.29	73.35	71.28	72.68	72.78	72.64	71.97	73.17	72.64	75.33	72.42	72.64	72.47	72.17	72.96	72.86	72.24	73.28	72.64	72.38	72.6	73.58		71.28	75.33
59	2024-12-25	73.62	73.73	72.31	73.88	73.17	72.86	73.89	74.45	73.39	75.57	73.22	73.52	72.99	73.13	73.22	73.67	73.75	73.34	73.52	73.32	74.29	73.58		72.31	75.57
60	2024-12-26	73.7	73.84	72.32	73.89	73.36	72.81	73.96	74.48	73.5	75.62	73.16	73.33	73.41	72.25	73.08	73.82	73.61	73.44	73.62	73.09	73.99	73.26		72.25	75.62
61	2024-12-27	73.77	73.61	71.91	73.82	73.2	74.16	73.4	73.91	73.33	75.48	73.44	73.43	73.15	72.97	73.43	73.47	73.39	73.35	73.38	73.23	73.3	74.17		71.91	75.48
62	2024-12-30	74.38	74.01	72.89	74.01	73.84	74.03	74.3	75.08	74.06	75.87	74.04	74.21	74.0	73.7	73.76	73.86	74.45	73.38	73.95	74.13	73.46	74.39		72.89	75.87
63	2024-12-31	74.05	74.22	72.89	74.07	73.92	74.29	73.77	75.02	74.14	75.92	74.21	74.04	73.7	73.77	74.86	73.96	74.12	73.49	73.92	74.47	73.96	74.36		72.89	75.92
64	2025-01-01	74.45	74.69	73.0	75.56	74.34	74.75	74.89	75.11	74.51	76.22	74.84	74.58	74.34	73.12	74.44	74.27	74.71	73.39	74.62	74.76	74.3	74.64		73.0	76.22
65	2025-01-03	75.23	74.55	73.68	75.49	74.87	74.58	75.57	75.88	75.15	76.54	75.05	75.24	75.26	74.82	75.04	74.55	74.89	73.38	75.16	75.09	74.51	76.51		73.38	76.54
66	2025-01-02	75.39	74.56	73.29	75.21	74.58	74.74	74.89	75.41	74.84	76.42	74.77	74.84	74.69	74.31	74.87	74.32	74.61	73.43	75.0	74.73	74.1	75.93		73.29	76.42
67	2025-01-06	76.47	75.57	75.21	75.79	76.06	75.48	76.59	77.54	76.89	77.45	75.88	76.99	76.65	75.83	76.64	75.39	75.92	73.5	76.43	76.16	76.49	76.3		73.5	77.54
68	2025-01-07	76.95	76.18	74.92	76.39	76.39	76.62	76.77	77.01	76.82	77.83	76.22	76.54	76.66	75.65	76.79	76.34	76.27	73.81	76.87	76.42	76.3	77.05		73.81	77.83
69	2025-01-08	77.88	76.77	75.76	76.73	76.81	76.53	77.38	77.91	77.49	78.18	76.65	77.21	77.46	76.15	76.85	77.02	76.85	73.92	77.46	76.96	77.04	77.41		73.92	78.18
70	2025-01-09	78.16	77.48	76.09	77.19	77.28	77.19	77.7	78.3	78.01	78.41	77.08	77.75	77.67	76.75	77.37	77.15	77.14	74.05	77.68	77.44	77.4	76.24		74.05	78.41
71	2025-01-10	77.26	76.23	74.89	76.8	76.51	76.2	76.51	76.9	76.7	77.94	76.57	76.35	76.91	76.34	76.21	76.47	76.25	74.1	76.58	76.5	76.23	77.82		74.1	77.94
72	2025-01-13	77.32	77.84	78.13	77.61	77.48	78.0	78.01	85.76	77.99	76.82	77.47	78.21	77.08	77.32	77.93	77.91	77.55	74.66	77.48	77.75	77.81	81.01		74.66	78.21
73	2025-01-14	80.91	80.52	81.8	79.59	80.5	80.72	80.96	85.77	80.82	78.14	80.33	81.49	80.29	80.09	81.04	80.91	80.72	75.55	79.9	80.61	80.99	79.92		75.55	79.9
74	2025-01-15	80.3	80.06	81.29	79.4	80.47	80.31	80.13	85.78	79.52	78.36	80.21	80.74	79.87	79.72	80.28	80.24	80.15	75.79	79.61	80.36	79.9	81.49		75.79	80.31
75	2025-01-16	81.67	81.53	82.08	80.08	80.9	80.8	81.57	85.78	81.33	78.78	81.1	81.84	81.83	79.94	81.25	81.6	81.73	76.1	80.96	81.04	81.46	81.49		76.1	80.08
76	2025-01-17	82.13	82.12	82.49	80.25	81.53	81.42	81.41	85.78	81.08	79.18	81.38	82.37	81.53	80.67	81.34	81.77	81.79	76.41	80.85	81.45	81.47	80.69		76.41	80.85
77	2025-01-20	81.65	81.35	81.72	80.21	81.0	80.88	80.8	85.78	80.39	79.17	80.9	81.1	81.17	80.69	80.59	81.15	81.47	76.65	80.17	80.93	80.68	80.79		76.65	81.17
78	2025-01-21	80.62	81.46	81.68	80.71	81.19	81.16	81.08	85.78	80.49	80.1	80.86	81.23	80.65	80.56	80.89	81.29	81.52	77.36	80.22	80.92	80.77	79.84		77.36	81.68
79	2025-01-22	79.57	80.0	80.66	80.28	80.37	80.24	80.12	85.77	79.66	79.79	80.34	79.99	79.84	79.86	79.54	80.51	80.03	77.5	79.6	80.05	79.83	79.47		77.5	80.66
80	2025-01-23	79.28	79.24	80.23	80.02	80.03	80.08	79.79	85.77	79.34	79.79	80.13	79.67	79.5	80.43	79.41	80.24	79.55	77.63	79.33	79.65	79.48	78.93		77.63	80.43
81	2025-01-24	79.05	79.72	79.57	79.17	79.4	79.68	79.44	85.77	78.87	79.67	79.68	79.06	79.34	78.87	79.6	79.71	78.63	77.72	78.96	79.22	78.95	78.76		77.72	79.72
82	2025-01-27	79.08	78.73	79.4	78.13	79.24	79.47	79.1	85.78	78.72	79.52	79.26	78.94	79.08	78.78	78.97	79.41	78.26	77.82	78.64	79.04	78.8	77.08		77.82	79.52
83	2025-01-28	78.88	78.09	79.22	77.74	78.88	79.4	78.61	85.77	78.47	79.58	78.55	78.75	78.27	79.82	78.9	78.95	77.66	78.13	77.89	78.62	78.51	77.49		77.66	79.82
84	2025-01-29	78.53	78.62	79.33	78.11	78.98	79.41	78.63	85.77	78.54	79.58	78.64	78.87	78.52	79.31	78.81	79.0	78.22	78.25	78.05	78.75	78.58	76.58		78.05	79.58
85	2025-01-30	78.9	79.26	79.34	77.72	78.96	79.29	78.74	85.77	78.54	79.62	78.69	78.89	78.59	78.83	78.53	78.94	78.42	78.36	78.22	78.74	78.48	76.87		77.72	79.62
86	2025-01-31	78.63	78.86	79.33	78.64	78.93	79.44	78.94	85.76	78.54	79.66	78.64	78.89	78.54	79.56	78.7	78.89	78.68	78.47	78.28	78.84	78.57	76.76		78.28	79.66
87	2025-02-03	78.09	78.76	79.32	76.68	78.89	78.88	78.74	85.76	78.54	79.87	78.69	78.91	77.99	79.44	78.61	78.92	78.21	78.58	78.18	78.79	78.53	75.96		76.68	79.87
88	2025-02-04	77.75	78.54	79.31	76.02	78.68	78.02	78.59	85.77	78.54	80.08	78.38	78.87	78.2	78.82	78.72	79.24	78.15	78.85	78.16	78.61	77.58	76.2		76.02	80.08
89	2025-02-05	77.25	78.69	79.31	76.61	78.53	77.97	78.67	85.77	78.54	80.07	78.27	78.86	77.71	79.04	78.52	79.19	77.81	78.94	78.07	78.52	77.72	76.08		76.61	80.07
90	2025-02-06	77.81	78.98	79.31	76.61	78.62	78.21	78.71	85.77	78.54	79.99	78.4	78.87	78.52	79.05	78.82	79.17	77.37	79.01	78.65	78.69	77.75	74.76		76.61	79.99
91	2025-02-07	74.6	74.59	76.62	74.77	74.86	75.06	74.83	70.39	74.74	77.25	75.46	74.61	74.96	75.35	74.63	74.93	73.76	78.64	74.8	74.95	76.26		2025-02-06	74.59	78.64
92	2025-02-10	73.49	74.67	76.74	74.84	74.93	74.95	74.89	70.68	74.91	77.33	75.53	74.56	74.6	75.72	75.28	74.97	74.0	78.86	75.3	75.05	76.02		2025-02-06	74.56	78.86
93	2025-02-11	73.7	74.85	76.77	74.5	74.92	74.29	74.38	71.66	75.02	77.91	75.6	74.68	74.69	75.67	75.37	75.11	74.44	78.76	74.94	75.23	76.15		2025-02-06	74.29	78.76
94	2025-02-12	74.78	74.79	76.98	74.69	75.13	75.1	74.31	71.94	75.13	77.54	75.71	74.85	75.05	76.49	74.92	75.22	74.18	78.49	75.08	75.37	75.74		2025-02-06	74.18	78.49
95	2025-02-13	74.79	74.29	77.15	74.86	75.09	75.09	74.35	71.44	75.18	77.45	75.75	74.86	75.27	76.55	75.21	75.28	73.8	78.64	74.62	75.58	76.19		2025-02-06	74.29	78.64