Table 1 Summary of datasets. Smaller ADF test statistic indicates a more stationary dataset.
From: NSPLformer: exploration of non-stationary progressively learning model for time series prediction
Dataset | Features | Sampling Frequency | Total Observations | ADF Statistic |
|---|---|---|---|---|
Exchange | 8 | 1Day | 7588 | − 1.89 |
ETTm2 | 7 | 15Minutes | 69680 | − 6.23 |
Electricity | 321 | 1Hour | 26304 | − 8.48 |
Traffic | 862 | 1Hour | 17544 | − 15.05 |
Weather | 21 | 10Minutes | 52695 | − 26.66 |
Solar | 137 | 10Minutes | 2920 | − 30.40 |
