OpenTS - A Comprehensive and Fair Benchmark for Time Series Analytics

Evaluation Setting	Datasets	Look Back Window Size	Forecasting Horizon	Metrics
1	ETTh1	{96, 336, 512}	96	MAE
2	ETTh1	{96, 336, 512}	192	MAE
3	ETTh1	{96, 336, 512}	336	MAE
4	ETTh1	{96, 336, 512}	720	MAE
5	ETTh1	{96, 336, 512}	96	MSE
6	ETTh1	{96, 336, 512}	192	MSE
7	ETTh1	{96, 336, 512}	336	MSE
8	ETTh1	{96, 336, 512}	720	MSE
9	ETTh2	{96, 336, 512}	96	MAE
10	ETTh2	{96, 336, 512}	192	MAE
11	ETTh2	{96, 336, 512}	336	MAE
12	ETTh2	{96, 336, 512}	720	MAE
13	ETTh2	{96, 336, 512}	96	MSE
14	ETTh2	{96, 336, 512}	192	MSE
15	ETTh2	{96, 336, 512}	336	MSE
16	ETTh2	{96, 336, 512}	720	MSE
17	ETTm1	{96, 336, 512}	96	MAE
18	ETTm1	{96, 336, 512}	192	MAE
19	ETTm1	{96, 336, 512}	336	MAE
20	ETTm1	{96, 336, 512}	720	MAE
21	ETTm1	{96, 336, 512}	96	MSE
22	ETTm1	{96, 336, 512}	192	MSE
23	ETTm1	{96, 336, 512}	336	MSE
24	ETTm1	{96, 336, 512}	720	MSE
25	ETTm2	{96, 336, 512}	96	MAE
26	ETTm2	{96, 336, 512}	192	MAE
27	ETTm2	{96, 336, 512}	336	MAE
28	ETTm2	{96, 336, 512}	720	MAE
29	ETTm2	{96, 336, 512}	96	MSE
30	ETTm2	{96, 336, 512}	192	MSE
31	ETTm2	{96, 336, 512}	336	MSE
32	ETTm2	{96, 336, 512}	720	MSE
33	Exchange	{96, 336, 512}	96	MAE
34	Exchange	{96, 336, 512}	192	MAE
35	Exchange	{96, 336, 512}	336	MAE
36	Exchange	{96, 336, 512}	720	MAE
37	Exchange	{96, 336, 512}	96	MSE
38	Exchange	{96, 336, 512}	192	MSE
39	Exchange	{96, 336, 512}	336	MSE
40	Exchange	{96, 336, 512}	720	MSE
41	Weather	{96, 336, 512}	96	MAE
42	Weather	{96, 336, 512}	192	MAE
43	Weather	{96, 336, 512}	336	MAE
44	Weather	{96, 336, 512}	720	MAE
45	Weather	{96, 336, 512}	96	MSE
46	Weather	{96, 336, 512}	192	MSE
47	Weather	{96, 336, 512}	336	MSE
48	Weather	{96, 336, 512}	720	MSE
49	Electricity	{96, 336, 512}	96	MAE
50	Electricity	{96, 336, 512}	192	MAE
51	Electricity	{96, 336, 512}	336	MAE
52	Electricity	{96, 336, 512}	720	MAE
53	Electricity	{96, 336, 512}	96	MSE
54	Electricity	{96, 336, 512}	192	MSE
55	Electricity	{96, 336, 512}	336	MSE
56	Electricity	{96, 336, 512}	720	MSE
57	Solar	{96, 336, 512}	96	MAE
58	Solar	{96, 336, 512}	192	MAE
59	Solar	{96, 336, 512}	336	MAE
60	Solar	{96, 336, 512}	720	MAE
61	Solar	{96, 336, 512}	96	MSE
62	Solar	{96, 336, 512}	192	MSE
63	Solar	{96, 336, 512}	336	MSE
64	Solar	{96, 336, 512}	720	MSE
65	Traffic	{96, 336, 512}	96	MAE
66	Traffic	{96, 336, 512}	192	MAE
67	Traffic	{96, 336, 512}	336	MAE
68	Traffic	{96, 336, 512}	720	MAE
69	Traffic	{96, 336, 512}	96	MSE
70	Traffic	{96, 336, 512}	192	MSE
71	Traffic	{96, 336, 512}	336	MSE
72	Traffic	{96, 336, 512}	720	MSE
73	PEMS-BAY	{96, 336, 512}	96	MAE
74	PEMS-BAY	{96, 336, 512}	192	MAE
75	PEMS-BAY	{96, 336, 512}	336	MAE
76	PEMS-BAY	{96, 336, 512}	720	MAE
77	PEMS-BAY	{96, 336, 512}	96	MSE
78	PEMS-BAY	{96, 336, 512}	192	MSE
79	PEMS-BAY	{96, 336, 512}	336	MSE
80	PEMS-BAY	{96, 336, 512}	720	MSE
81	METR-LA	{96, 336, 512}	96	MAE
82	METR-LA	{96, 336, 512}	192	MAE
83	METR-LA	{96, 336, 512}	336	MAE
84	METR-LA	{96, 336, 512}	720	MAE
85	METR-LA	{96, 336, 512}	96	MSE
86	METR-LA	{96, 336, 512}	192	MSE
87	METR-LA	{96, 336, 512}	336	MSE
88	METR-LA	{96, 336, 512}	720	MSE
89	PEMS04	{96, 336, 512}	96	MAE
90	PEMS04	{96, 336, 512}	192	MAE
91	PEMS04	{96, 336, 512}	336	MAE
92	PEMS04	{96, 336, 512}	720	MAE
93	PEMS04	{96, 336, 512}	96	MSE
94	PEMS04	{96, 336, 512}	192	MSE
95	PEMS04	{96, 336, 512}	336	MSE
96	PEMS04	{96, 336, 512}	720	MSE
97	PEMS08	{96, 336, 512}	96	MAE
98	PEMS08	{96, 336, 512}	192	MAE
99	PEMS08	{96, 336, 512}	336	MAE
100	PEMS08	{96, 336, 512}	720	MAE
101	PEMS08	{96, 336, 512}	96	MSE
102	PEMS08	{96, 336, 512}	192	MSE
103	PEMS08	{96, 336, 512}	336	MSE
104	PEMS08	{96, 336, 512}	720	MSE
105	AQShunyi	{96, 336, 512}	96	MAE
106	AQShunyi	{96, 336, 512}	192	MAE
107	AQShunyi	{96, 336, 512}	336	MAE
108	AQShunyi	{96, 336, 512}	720	MAE
109	AQShunyi	{96, 336, 512}	96	MSE
110	AQShunyi	{96, 336, 512}	192	MSE
111	AQShunyi	{96, 336, 512}	336	MSE
112	AQShunyi	{96, 336, 512}	720	MSE
113	AQWan	{96, 336, 512}	96	MAE
114	AQWan	{96, 336, 512}	192	MAE
115	AQWan	{96, 336, 512}	336	MAE
116	AQWan	{96, 336, 512}	720	MAE
117	AQWan	{96, 336, 512}	96	MSE
118	AQWan	{96, 336, 512}	192	MSE
119	AQWan	{96, 336, 512}	336	MSE
120	AQWan	{96, 336, 512}	720	MSE
121	Wind	{96, 336, 512}	96	MAE
122	Wind	{96, 336, 512}	192	MAE
123	Wind	{96, 336, 512}	336	MAE
124	Wind	{96, 336, 512}	720	MAE
125	Wind	{96, 336, 512}	96	MSE
126	Wind	{96, 336, 512}	192	MSE
127	Wind	{96, 336, 512}	336	MSE
128	Wind	{96, 336, 512}	720	MSE
129	ZafNoo	{96, 336, 512}	96	MAE
130	ZafNoo	{96, 336, 512}	192	MAE
131	ZafNoo	{96, 336, 512}	336	MAE
132	ZafNoo	{96, 336, 512}	720	MAE
133	ZafNoo	{96, 336, 512}	96	MSE
134	ZafNoo	{96, 336, 512}	192	MSE
135	ZafNoo	{96, 336, 512}	336	MSE
136	ZafNoo	{96, 336, 512}	720	MSE
137	CzeLan	{96, 336, 512}	96	MAE
138	CzeLan	{96, 336, 512}	192	MAE
139	CzeLan	{96, 336, 512}	336	MAE
140	CzeLan	{96, 336, 512}	720	MAE
141	CzeLan	{96, 336, 512}	96	MSE
142	CzeLan	{96, 336, 512}	192	MSE
143	CzeLan	{96, 336, 512}	336	MSE
144	CzeLan	{96, 336, 512}	720	MSE
145	ILI	{36, 104}	24	MAE
146	ILI	{36, 104}	36	MAE
147	ILI	{36, 104}	48	MAE
148	ILI	{36, 104}	60	MAE
149	ILI	{36, 104}	24	MSE
150	ILI	{36, 104}	36	MSE
151	ILI	{36, 104}	48	MSE
152	ILI	{36, 104}	60	MSE
153	Covid-19	{36, 104}	24	MAE
154	Covid-19	{36, 104}	36	MAE
155	Covid-19	{36, 104}	48	MAE
156	Covid-19	{36, 104}	60	MAE
157	Covid-19	{36, 104}	24	MSE
158	Covid-19	{36, 104}	36	MSE
159	Covid-19	{36, 104}	48	MSE
160	Covid-19	{36, 104}	60	MSE
161	NASDAQ	{36, 104}	24	MAE
162	NASDAQ	{36, 104}	36	MAE
163	NASDAQ	{36, 104}	48	MAE
164	NASDAQ	{36, 104}	60	MAE
165	NASDAQ	{36, 104}	24	MSE
166	NASDAQ	{36, 104}	36	MSE
167	NASDAQ	{36, 104}	48	MSE
168	NASDAQ	{36, 104}	60	MSE
169	NYSE	{36, 104}	24	MAE
170	NYSE	{36, 104}	36	MAE
171	NYSE	{36, 104}	48	MAE
172	NYSE	{36, 104}	60	MAE
173	NYSE	{36, 104}	24	MSE
174	NYSE	{36, 104}	36	MSE
175	NYSE	{36, 104}	48	MSE
176	NYSE	{36, 104}	60	MSE
177	FRED-MD	{36, 104}	24	MAE
178	FRED-MD	{36, 104}	36	MAE
179	FRED-MD	{36, 104}	48	MAE
180	FRED-MD	{36, 104}	60	MAE
181	FRED-MD	{36, 104}	24	MSE
182	FRED-MD	{36, 104}	36	MSE
183	FRED-MD	{36, 104}	48	MSE
184	FRED-MD	{36, 104}	60	MSE
185	NN5	{36, 104}	24	MAE
186	NN5	{36, 104}	36	MAE
187	NN5	{36, 104}	48	MAE
188	NN5	{36, 104}	60	MAE
189	NN5	{36, 104}	24	MSE
190	NN5	{36, 104}	36	MSE
191	NN5	{36, 104}	48	MSE
192	NN5	{36, 104}	60	MSE
193	Wike2000	{36, 104}	24	MAE
194	Wike2000	{36, 104}	36	MAE
195	Wike2000	{36, 104}	48	MAE
196	Wike2000	{36, 104}	60	MAE
197	Wike2000	{36, 104}	24	MSE
198	Wike2000	{36, 104}	36	MSE
199	Wike2000	{36, 104}	48	MSE
200	Wike2000	{36, 104}	60	MSE