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📊 Data description table as follows:
| Task | Dataset | Variants | Series Length | Dataset size | Time Span | Frequency | Forecastability* | Domain |
|---|---|---|---|---|---|---|---|---|
| Long-term Forecasting |
ETTm1 | 7 | {96,192,336,720} | (34465, 11521, 11521) | 20 months | 15 minutes | 0.46 | Temperature |
| ETTm2 | 7 | {96,192,336,720} | (34465, 11521, 11521) | 20 months | 15 minutes | 0.55 | Temperature | |
| ETTh1 | 7 | {96,192,336,720} | (8545, 2881, 2881) | 20 months | 1 hour | 0.38 | Temperature | |
| ETTh2 | 7 | {96,192,336,720} | (8545, 2881, 2881) | 20 months | 1 hour | 0.45 | Temperature | |
| Electricity | 321 | {96,192,336,720} | (18317, 2633, 5261) | ~3 years | 1 hour | 0.77 | Electricity | |
| Traffic | 862 | {96,192,336,720} | (12185, 1757, 3509) | 2 years | 1 hour | 0.68 | Transportation | |
| Exchange | 8 | {96,192,336,720} | (5120, 665, 1422) | 27 Years | 1 day | 0.41 | Finance | |
| Weather | 12 | {96,192,336,720} | (36792, 5271, 10540) | 1 year | 10 minutes | 0.75 | Weather | |
| Solar-Energy | 137 | {96,192,336,720} | (36601, 5161, 10417) | 1 year | 10 minutes | 0.33 | Electricity | |
| Short-term Forecasting |
PEMS03 | 358 | 12 | (15617, 5135, 5135) | 3 months | 5 minutes | 0.65 | Transportation |
| PEMS04 | 307 | 12 | (10172, 3375, 3375) | 2 months | 5 minutes | 0.45 | Transportation | |
| PEMS07 | 883 | 12 | (16911, 5622, 5622) | 4 months | 5 minutes | 0.58 | Transportation | |
| PEMS08 | 170 | 12 | (10690, 3548, 265) | 2 months | 5 minutes | 0.52 | Transportation |
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