SuryaBench
Collection
Benchmark Dataset for Advancing Machine Learning in Heliophysics and Space Weather Prediction
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8 items
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Updated
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5
Dataset Viewer
Epoch
stringdate 2010-05-01 00:00:00
2019-12-31 23:00:00
| V
float64 240
800
| BX_GSE
float64 -17.7
18
| BY_GSM
float64 -19
25.7
| BZ_GSM
float64 -24.1
24
| N
float64 0.1
137
|
|---|---|---|---|---|---|
2010-05-01 00:00:00
| 396 | 2.5 | -0.1 | -1.3 | 3.7 |
2010-05-01 01:00:00
| 393 | 2.8 | -0.4 | -1.1 | 3.4 |
2010-05-01 02:00:00
| 387 | 2.4 | -0.4 | -1.6 | 3.3 |
2010-05-01 03:00:00
| 381 | 2.5 | -0.1 | -1.6 | 3.1 |
2010-05-01 04:00:00
| 375 | 3 | -0.9 | -1.1 | 2.1 |
2010-05-01 05:00:00
| 371 | 3.1 | -0.7 | -1 | 2.1 |
2010-05-01 06:00:00
| 370 | 3.1 | -0.9 | -0.9 | 2.3 |
2010-05-01 07:00:00
| 372 | 3 | -0.4 | -0.9 | 3.1 |
2010-05-01 08:00:00
| 370 | 2.8 | -0.9 | -0.9 | 3.3 |
2010-05-01 09:00:00
| 368 | 1.7 | -0.4 | -0.8 | 4.9 |
2010-05-01 10:00:00
| 366 | 1.6 | -0.2 | -0.9 | 5 |
2010-05-01 11:00:00
| 363 | 1.3 | -0.2 | -1.1 | 5.5 |
2010-05-01 12:00:00
| 359 | 1.6 | -0.4 | -1 | 5.7 |
2010-05-01 13:00:00
| 357 | 2.1 | -1.1 | -1.2 | 6.1 |
2010-05-01 14:00:00
| 351 | 1.9 | -0.5 | -1.2 | 7.4 |
2010-05-01 15:00:00
| 348 | 2.2 | 0.2 | -2.1 | 6.6 |
2010-05-01 16:00:00
| 346 | 2.2 | 0.9 | -2.2 | 6.6 |
2010-05-01 17:00:00
| 345 | 2.3 | 1.7 | -2.3 | 6.4 |
2010-05-01 18:00:00
| 346 | 2.8 | 2.2 | -1.9 | 6.5 |
2010-05-01 19:00:00
| 335 | 1.4 | 3.5 | -0.8 | 6.5 |
2010-05-01 20:00:00
| 321 | -1.8 | 0.8 | 2 | 5.9 |
2010-05-01 21:00:00
| 318 | -1.6 | 2 | 2.6 | 6.5 |
2010-05-01 22:00:00
| 323 | 0.5 | 3.7 | 0.4 | 7.7 |
2010-05-01 23:00:00
| 320 | 0.3 | 3.2 | -1 | 6.8 |
2010-05-02 00:00:00
| 317 | 0.2 | 1 | 1.8 | 7.2 |
2010-05-02 01:00:00
| 315 | -0.3 | 0.9 | 3.4 | 7.5 |
2010-05-02 02:00:00
| 314 | -1 | 2.1 | 3.2 | 7.2 |
2010-05-02 03:00:00
| 318 | -0.9 | 2 | 2.6 | 8.2 |
2010-05-02 04:00:00
| 325 | -2.2 | 1.3 | 1 | 10.7 |
2010-05-02 05:00:00
| 348 | -0.7 | -0.2 | 5.3 | 12.2 |
2010-05-02 06:00:00
| 354 | -1.9 | -0.2 | 4.9 | 20.4 |
2010-05-02 07:00:00
| 365 | -2.5 | 1.1 | 8.5 | 27.3 |
2010-05-02 08:00:00
| 371 | -2.6 | 3.6 | 4.3 | 37.7 |
2010-05-02 09:00:00
| 373 | 0 | -6.1 | 5.8 | 27.6 |
2010-05-02 10:00:00
| 372 | -0.8 | 3.3 | -7.9 | 28.3 |
2010-05-02 11:00:00
| 402 | 1.9 | -0.1 | -8.2 | 31.6 |
2010-05-02 12:00:00
| 454 | 7.6 | -5.8 | -7.8 | 23.1 |
2010-05-02 13:00:00
| 484 | 7.8 | -9.7 | -7.2 | 20.9 |
2010-05-02 14:00:00
| 507 | 4.6 | -12.5 | -3.7 | 19.1 |
2010-05-02 15:00:00
| 567 | 3.7 | -7.1 | 4.6 | 12.4 |
2010-05-02 16:00:00
| 633 | 6.5 | -4 | -3.2 | 7.5 |
2010-05-02 17:00:00
| 631 | 5 | -1.7 | -2.4 | 6.6 |
2010-05-02 18:00:00
| 621 | 4.8 | -2.9 | -5.1 | 7 |
2010-05-02 19:00:00
| 627 | 3.2 | -4 | 1.2 | 7.1 |
2010-05-02 20:00:00
| 659 | -0.6 | -1.1 | -5.8 | 5.6 |
2010-05-02 21:00:00
| 626 | 3.5 | -2.5 | -1.7 | 5.3 |
2010-05-02 22:00:00
| 632 | 3 | -4.6 | -1.2 | 4.8 |
2010-05-02 23:00:00
| 616 | 3.9 | -4.8 | -2 | 4.3 |
2010-05-03 00:00:00
| 633 | 3.1 | -2.5 | -3.2 | 4.5 |
2010-05-03 01:00:00
| 606 | 5.8 | -2.4 | -2.4 | 3.4 |
2010-05-03 02:00:00
| 629 | 5.3 | -2.3 | -1.8 | 3.7 |
2010-05-03 03:00:00
| 623 | 5.7 | -2.9 | -1.7 | 3.3 |
2010-05-03 04:00:00
| 653 | 2.4 | -5.8 | -0.3 | 3.7 |
2010-05-03 05:00:00
| 625 | 6.1 | -0.4 | -1.5 | 4 |
2010-05-03 06:00:00
| 643 | 3.4 | -5.4 | 1.2 | 4.1 |
2010-05-03 07:00:00
| 656 | 2.6 | -5.5 | 2.5 | 3.4 |
2010-05-03 08:00:00
| 678 | 2.2 | -4.6 | -0.5 | 3 |
2010-05-03 09:00:00
| 684 | 2.6 | -5.2 | -1.1 | 3.6 |
2010-05-03 10:00:00
| 671 | 3.8 | -0.3 | -4.3 | 3.4 |
2010-05-03 11:00:00
| 701 | 2.3 | -1.7 | 1.4 | 2.2 |
2010-05-03 12:00:00
| 700 | 2.5 | -2.5 | 0.7 | 2.2 |
2010-05-03 13:00:00
| 706 | 1.5 | -3.2 | -0.5 | 2.3 |
2010-05-03 14:00:00
| 718 | 0.8 | 0.6 | 0 | 2.4 |
2010-05-03 15:00:00
| 686 | 3.7 | -0.3 | -0.8 | 2.3 |
2010-05-03 16:00:00
| 702 | 2 | -2.2 | -0.9 | 2.6 |
2010-05-03 17:00:00
| 686 | 3.8 | -0.6 | -0.9 | 2.3 |
2010-05-03 18:00:00
| 698 | 2.3 | -1.8 | -0.9 | 2.5 |
2010-05-03 19:00:00
| 695 | 2.5 | -1.7 | -1.2 | 2.3 |
2010-05-03 20:00:00
| 688 | 2.5 | -2.6 | -1 | 2.3 |
2010-05-03 21:00:00
| 684 | 2.8 | -0.6 | -2.6 | 2.3 |
2010-05-03 22:00:00
| 679 | 3.2 | -1.6 | -0.2 | 2.3 |
2010-05-03 23:00:00
| 667 | 3.6 | 0.7 | -1.6 | 2.3 |
2010-05-04 00:00:00
| 655 | 4.3 | 2 | -1 | 1.9 |
2010-05-04 01:00:00
| 669 | 2.7 | -0.3 | -1.2 | 1.7 |
2010-05-04 02:00:00
| 662 | 3 | 0.7 | 0.5 | 1.6 |
2010-05-04 03:00:00
| 667 | 2.8 | 1 | 1.3 | 1.7 |
2010-05-04 04:00:00
| 651 | 3 | -0.4 | 2.1 | 1.4 |
2010-05-04 05:00:00
| 638 | 3.4 | -1.7 | 0.4 | 1.4 |
2010-05-04 06:00:00
| 656 | 1.7 | -2.2 | -1.7 | 1.4 |
2010-05-04 07:00:00
| 630 | 3.1 | -0.5 | -2.2 | 1.2 |
2010-05-04 08:00:00
| 641 | 1.8 | -2.2 | -2.2 | 1.4 |
2010-05-04 09:00:00
| 628 | 2.4 | -2.2 | -1.9 | 1.2 |
2010-05-04 10:00:00
| 630 | 2.2 | -2.8 | -1.2 | 1.4 |
2010-05-04 11:00:00
| 631 | 2.1 | -1.1 | -0.3 | 1.5 |
2010-05-04 12:00:00
| 634 | 2.1 | 0.2 | -2.2 | 1.5 |
2010-05-04 13:00:00
| 623 | 2.4 | -1 | 0.3 | 1.5 |
2010-05-04 14:00:00
| 650 | 0.2 | -2.8 | -1 | 1.7 |
2010-05-04 15:00:00
| 640 | 0.7 | -2.7 | -1.1 | 1.9 |
2010-05-04 16:00:00
| 638 | 0.3 | -3.5 | -0.1 | 2.1 |
2010-05-04 17:00:00
| 625 | 1.4 | -0.6 | 1.6 | 1.8 |
2010-05-04 18:00:00
| 635 | 0.2 | -1.4 | 1.3 | 1.7 |
2010-05-04 19:00:00
| 607 | 2.3 | -0.7 | -2.4 | 1.3 |
2010-05-04 20:00:00
| 625 | 1.2 | -1.1 | -1.1 | 1.7 |
2010-05-04 21:00:00
| 616 | 1.2 | -1.2 | -1.5 | 1.7 |
2010-05-04 22:00:00
| 608 | 2.2 | -1.2 | -0.1 | 1.8 |
2010-05-04 23:00:00
| 596 | 2.7 | 0.1 | -0.4 | 1.6 |
2010-05-05 00:00:00
| 599 | 1.9 | -1 | -0.4 | 1.8 |
2010-05-05 01:00:00
| 593 | 2.1 | -1 | 0 | 1.8 |
2010-05-05 02:00:00
| 588 | 2 | -0.3 | 1.6 | 1.8 |
2010-05-05 03:00:00
| 593 | 0.9 | 0.1 | 1.5 | 1.8 |
End of preview. Expand
in Data Studio
Surya-Bench Solar wind prediction Task
This foundation model task uses the foundation model to predict the solar wind measurements at L1 from NASA OMNI dataset. The dataset includes Speed, ("V"), Bx (GSE), By (GSM), Bz (GSM) and number density (N). For the foundation model prediction task, we only consider the wind speed from the dataset. In this dataset, we have a buffer set (Jan 1 - Jan 14 (inclusive) and Jan 29 - Feb 11 (inclusive)), the validation set (Jan 15 - Jan 28(inclusive)), and training set (other days) from 2010 -05 - 01 to 2019 - 12-31 (inclusive), for every year. Our testing set is from Jan 1, 2020 -- Dec 31, 2024.
The data are stored as csv files, and can be accesed through pandas, for instance.
Scripts to generate/download the dataset may be found on Github
Dataset Details
| Field | Description |
|---|---|
| Temporal Coverage | 2010-05-01 to 2024-12-31 |
| File Format | .csv |
| Data Shape | (1, 5) |
| Number of Time Steps | 119478 |
| Cadence | hourly |
| Parameter to be considered | V |
Authors
Vishal Upendran, [email protected]
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Size of downloaded dataset files:
5.22 MB
Size of the auto-converted Parquet files:
1.92 MB
Number of rows:
119,478