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unique_id
large_string
round_id
int64
ts
timestamp[us, tz=UTC]
value
float64
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T18:45:00
181.268
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T19:00:00
173.834
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T19:15:00
167.4
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T19:30:00
165.4
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T19:45:00
162.502
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T20:00:00
158.068
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T20:15:00
154.068
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T20:30:00
152.732
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T20:45:00
153.834
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T21:00:00
148.57
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T21:15:00
138.102
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T21:30:00
138.532
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T21:45:00
138.502
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T22:00:00
138.6
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T22:15:00
139.532
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T22:30:00
140.732
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T22:45:00
141.034
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T23:00:00
159.998
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T23:15:00
176.532
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T23:30:00
181.2
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-21T23:45:00
183.87
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T00:00:00
187.366
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T00:15:00
189.066
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T00:30:00
190.264
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T00:45:00
189.832
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T01:00:00
186.266
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T01:15:00
187.234
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T01:30:00
186.236
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T01:45:00
194.436
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T02:00:00
202.964
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T02:15:00
209.964
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T02:30:00
232.172
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T02:45:00
250.7
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T03:00:00
295.296
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T03:15:00
314.07
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T03:30:00
327.4
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T03:45:00
374.03
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T04:00:00
427.894
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T04:15:00
450.87
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T04:30:00
470.4
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T04:45:00
509.628
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T05:00:00
556.664
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T05:15:00
580.834
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T05:30:00
597.732
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T05:45:00
617.032
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T06:00:00
648.364
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T06:15:00
662.666
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T06:30:00
679.062
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T06:45:00
693.47
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T07:00:00
723.898
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T07:15:00
742
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T07:30:00
754.47
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T07:45:00
778.53
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T08:00:00
842.662
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T08:15:00
883.132
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T08:30:00
901.902
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T08:45:00
915.436
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T09:00:00
926.564
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T09:15:00
936.738
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T09:30:00
948.9
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T09:45:00
949.898
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T10:00:00
960.194
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T10:15:00
1,007.5
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T10:30:00
1,033.58
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T10:45:00
1,059.86
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T11:00:00
1,075.26
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T11:15:00
1,121.12
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T11:30:00
1,139
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T11:45:00
1,148.04
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T12:00:00
1,151.68
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T12:15:00
1,160.66
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T12:30:00
1,173.54
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T12:45:00
1,178.86
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T13:00:00
1,201.34
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T13:15:00
1,209.5
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T13:30:00
1,212.18
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T13:45:00
1,215.1
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T14:00:00
1,220.2
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T14:15:00
1,222.86
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T14:30:00
1,222.64
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T14:45:00
1,217.66
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T15:00:00
1,219.38
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T15:15:00
1,220.66
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T15:30:00
1,222.4
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T15:45:00
1,215.24
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T16:00:00
1,219.06
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T16:15:00
1,225.62
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T16:30:00
1,226.66
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T16:45:00
1,230.84
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T17:00:00
1,230.66
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T17:15:00
1,231.92
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T17:30:00
1,236.36
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T17:45:00
1,241.1
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T18:00:00
1,237.12
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T18:15:00
1,233.02
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T18:30:00
1,237.12
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T18:45:00
1,237.58
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T19:00:00
1,231.62
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T19:15:00
1,200.96
electricity_cogeneration_district_heating_power_plant_generation_TSO_Fingrid_3min_201
5,820
2025-12-22T19:30:00
1,190.8
End of preview.

TS-Arena Archive

This dataset contains historical time-series data from the TS-Arena. It is provided for offline model evaluation and backtesting. Additional domains (such as urban mobility) and regions will be added as they become available on the TS-Arena platform.

Evaluation Rules

Researchers using this data must follow these guidelines:

  • Self-Reported Status: It must be clearly stated in any publication that results are based on self-obtained evaluation using the TS-Arena Archive and are not official rankings from the TS-Arena platform.
  • Leakage Prevention: A strict temporal split must be maintained. Users are responsible for using a training dataset cutoff date strictly before the start of the evaluation period.
  • Official Rankings: Inclusion in the leaderboard and future TS-Arena Archive dumps requires participation in the challenges at ts-arena.live.

Data Sources & Attribution

Data Provider Type License Attribution String
CAISO CA Electricity Public Domain Source: California ISO (CAISO)
NYISO NY Electricity Public Domain Source: New York ISO (NYISO)
SMARD (BNetzA) DE Electricity CC BY 4.0 Bundesnetzagentur / SMARD.de
Fingrid FI Electricity CC BY 4.0 Source Fingrid / data.fingrid.fi

Legal Disclaimers

  • General: All data is provided "As Is." This project is not affiliated with or endorsed by CAISO, NYISO, or any other grid operator. Market data is subject to retroactive corrections; the project and providers are not liable for losses resulting from data use.
  • Global License: This collection is distributed under CC BY 4.0. Attribution to the respective data providers (see table above) is required.

Note on licensing: Earlier revisions of this archive were released under the more restrictive CC BY-NC-SA 4.0 as a precaution, owing to the terms of a fuel-price source we had planned to include. That source is no longer part of the archive, so the precautionary restriction is no longer warranted. All remaining data is either Public Domain or CC BY 4.0, and the collection has therefore been relicensed under the broader CC BY 4.0.

Citation

@misc {meyer2026tsarenaliveforecast,
title={TS-Arena -- A Live Forecast Pre-Registration Platform},
author={Marcel Meyer and Sascha Kaltenpoth and Henrik Albers and Kevin Zalipski and Oliver Müller},
year={2026},
eprint={2512.20761},
archivePrefix={arXiv},
primaryClass={cs.LG},
url={https://arxiv.org/abs/2512.20761},
}
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