Input and target data for forecasting German solar, onshore wind and offshore wind generation, collected automatically by the GitHub Actions jobs in A forecast issued at time T may only use rows with seenat / availableat ≤ T.
Rows—
Configurations—
Size188.2 MB
Licensecc-by-4.0
AccessPublicly accessible
Monthly Downloads16.9k
Dataset Card
By Kaan Akdere, published under cc-by-4.0, revision 2032a0921fb5.
Input and target data for forecasting German solar, onshore wind and offshore wind generation, collected automatically by the GitHub Actions jobs in ak16o7/de-power-forecast.
The rule behind the layout: every value carries the time it became available.
A forecast issued at time T may only use rows with seen_at / available_at ≤ T.
That is what makes backtests on this data honest.
Files
| Path | What | Time columns |
|---|---|---|
entsoe/a75/{area}/{YYYY}/{YYYY-MM}.parquet |
Actual generation (ENTSO-E A75), 15 min, MW, latest known value | ts (interval start, UTC), fetched_at |
entsoe/a69_da/…, entsoe/a69_id/… |
TSO wind & solar forecasts, day-ahead (A01, published ~18:00 CET D-1) and intraday (A40, ~08:00 CET D) | ts, fetched_at |
entsoe/a69_current/… |
TSO continuously updated forecast (A18), final archived version only: revised until ~30–80 min after delivery starts, so not a vintage (see vintages/ for versions as seen) |
ts, fetched_at |
vintages/entsoe/{YYYY}/{YYYY-MM-DD}.parquet |
Recorder log every 15 min: each new or changed value of A75 and A69 (day-ahead, intraday, current) with the time we saw it | ts, seen_at |
vintages/entsoe/parts/{day}/… |
Same for the current UTC day, compacted after midnight | |
weather/runs/{model}/{YYYY-MM}/{run}.parquet |
One file per weather model run, 16 points, hourly | run, valid, available_at, fetched_at, source (live = recorded when published, archive = backfilled) |
weather/previous_runs/{model}/{YYYY}/{YYYY-MM}.parquet |
Values predicted ≥ 24 h (lead_days=1) and ≥ 48 h (lead_days=2) before valid |
valid, available_at = valid − N·24 h + model delay (upper bound) |
capacity/latest.parquet, capacity/snapshots/{date}.parquet |
Installed capacity per month (GW), snapshots because it is revised later | month, seen_at |
reports/baseline.json |
Baseline scores: TSO forecasts, persistence, naive day-ahead rules; MAE, RMSE, bias, nMAE per technology and lead time, overall, last 12 months and per month | generated_at |
reports/model_da.json, reports/model_da_backtest.parquet |
Day-ahead model v1: walk-forward backtest (P10/P50/P90 per quarter hour) and scores against the TSO day-ahead forecast | ts, generated_at |
reports/model_id.json, reports/model_id_backtest.parquet |
Intraday model v2 (correction of the newest published TSO forecast, 15 min to 8 h): walk-forward scores against TSO, TSO plus last error and persistence | generated_at |
state/*.json, status.json |
Job bookkeeping and health |
Areas: DE (Germany) and the control areas 50HZ, AMP (Amprion), TTG (TenneT), TBW (TransnetBW).
Targets: solar, wind_on, wind_off.
Weather models: ecmwf_ifs (ECMWF IFS HRES 9 km), icon_d2 (DWD ICON-D2 2 km), icon_eu (DWD ICON-EU 7 km).
Points: 13 onshore regions and 3 offshore sites (North Sea ×2, Baltic Sea), see dpf/config.py in the code repo.
Sources and licences
- ENTSO-E Transparency Platform (A75, A69) – data item on ENTSO-E's list of data for free re-use, CC BY 4.0. Source: ENTSO-E Transparency Platform.
- Weather: Open-Meteo (CC BY 4.0), underlying models by ECMWF and Deutscher Wetterdienst.
- Installed capacity: Energy-Charts (Fraunhofer ISE), CC BY 4.0.
This dataset is published under CC BY 4.0; please credit the sources above. Values are provided as received, without warranty. Actuals are provisional until the TSOs publish metered values.
Details
- Repository
- akderekaan/de-power-forecast-data
- Publisher
- Kaan Akdere
- Task category
- Not stated by the source
- Tags
- energy, electricity, renewable-energy
- Size category
- 1M<n<10M
- Languages
- en, de
- Revision
- 2032a0921fb544a073e66abec23cd2f6ac003de7
- Last updated
- 2026-10-18
Files
4,852 files, 188.2 MB in total.
Data3000 files · 141.8 MB
Every file (first 3,000)
| File | Type | Size | SHA-256 |
|---|---|---|---|
| capacity/latest.parquet | Data | 15.3 KB | 9d50fc5fb928 |
| capacity/snapshots/2026-09-29.parquet | Data | 15.5 KB | 3c5d5fc82b5f |
| capacity/snapshots/2026-09-30.parquet | Data | 15.5 KB | 57987b718cd8 |
| capacity/snapshots/2026-10-01.parquet | Data | 15.3 KB | 42f4c7f7427c |
| capacity/snapshots/2026-10-17.parquet | Data | 15.3 KB | 9d50fc5fb928 |
| entsoe/a69_current/50HZ/2024/2024-01.parquet | Data | 61.8 KB | 8ade447c2c27 |
| entsoe/a69_current/50HZ/2024/2024-02.parquet | Data | 59.5 KB | 4cfe2f74c7cc |
| entsoe/a69_current/50HZ/2024/2024-03.parquet | Data | 64.4 KB | bea106f5a597 |
| entsoe/a69_current/50HZ/2024/2024-04.parquet | Data | 63.2 KB | 3f03ef3a2720 |
| entsoe/a69_current/50HZ/2024/2024-05.parquet | Data | 66.4 KB | bda0a2b397c2 |
| entsoe/a69_current/50HZ/2024/2024-06.parquet | Data | 66.2 KB | 0257b2e8a10f |
| entsoe/a69_current/50HZ/2024/2024-07.parquet | Data | 66.6 KB | dc55f1b9bd3e |
| entsoe/a69_current/50HZ/2024/2024-08.parquet | Data | 66.8 KB | 6fc4212665eb |
| entsoe/a69_current/50HZ/2024/2024-09.parquet | Data | 63.9 KB | e9013e3b4630 |
| entsoe/a69_current/50HZ/2024/2024-10.parquet | Data | 63.8 KB | 3b5d0ffc2681 |
| entsoe/a69_current/50HZ/2024/2024-11.parquet | Data | 59.5 KB | 1e49880abd58 |
| entsoe/a69_current/50HZ/2024/2024-12.parquet | Data | 61.6 KB | 63ce2bad6f5b |
| entsoe/a69_current/50HZ/2025/2025-01.parquet | Data | 62.3 KB | c0ab49f96a33 |
| entsoe/a69_current/50HZ/2025/2025-02.parquet | Data | 56.6 KB | 54673017c975 |
| entsoe/a69_current/50HZ/2025/2025-03.parquet | Data | 64.0 KB | dc0609b7612f |
| entsoe/a69_current/50HZ/2025/2025-04.parquet | Data | 64.6 KB | 8b6ff54c7910 |
| entsoe/a69_current/50HZ/2025/2025-05.parquet | Data | 68.1 KB | 904defe11970 |
| entsoe/a69_current/50HZ/2025/2025-06.parquet | Data | 67.1 KB | 61489b3c4e21 |
| entsoe/a69_current/50HZ/2025/2025-07.parquet | Data | 67.0 KB | f21ab66a1968 |
| entsoe/a69_current/50HZ/2025/2025-08.parquet | Data | 66.6 KB | 9b0f64170ae6 |
| entsoe/a69_current/50HZ/2025/2025-09.parquet | Data | 64.2 KB | 8e2bfd796d29 |
| entsoe/a69_current/50HZ/2025/2025-10.parquet | Data | 63.1 KB | b4a8b4fe2b63 |
| entsoe/a69_current/50HZ/2025/2025-11.parquet | Data | 61.6 KB | 5caff43e89c2 |
| entsoe/a69_current/50HZ/2025/2025-12.parquet | Data | 62.9 KB | 52bebbecf5bb |
| entsoe/a69_current/50HZ/2026/2026-01.parquet | Data | 62.8 KB | 3f54a486b3a5 |
| entsoe/a69_current/50HZ/2026/2026-02.parquet | Data | 56.6 KB | 892715fee039 |
| entsoe/a69_current/50HZ/2026/2026-03.parquet | Data | 64.7 KB | 7786c47a8f6f |
| entsoe/a69_current/50HZ/2026/2026-04.parquet | Data | 64.4 KB | 772c44074904 |
| entsoe/a69_current/50HZ/2026/2026-05.parquet | Data | 66.9 KB | 3761334b9d28 |
| entsoe/a69_current/50HZ/2026/2026-06.parquet | Data | 65.2 KB | e38be4eff111 |
| entsoe/a69_current/50HZ/2026/2026-07.parquet | Data | 68.0 KB | a0823df33fc2 |
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| entsoe/a69_current/50HZ/2026/2026-09.parquet | Data | 64.5 KB | 55bbdfa5d3db |
| entsoe/a69_current/50HZ/2026/2026-10.parquet | Data | 34.9 KB | 4841dbb13bfc |
| entsoe/a69_current/AMP/2024/2024-01.parquet | Data | 46.6 KB | 2b7e9f8599e2 |
| entsoe/a69_current/AMP/2024/2024-02.parquet | Data | 44.9 KB | 71e0b6f0c917 |
| entsoe/a69_current/AMP/2024/2024-03.parquet | Data | 49.0 KB | 325a0e23a527 |
| entsoe/a69_current/AMP/2024/2024-04.parquet | Data | 48.2 KB | 2b7c74dda670 |
| entsoe/a69_current/AMP/2024/2024-05.parquet | Data | 50.6 KB | 887fb68d315c |
| entsoe/a69_current/AMP/2024/2024-06.parquet | Data | 51.1 KB | 1335f16ffb74 |
| entsoe/a69_current/AMP/2024/2024-07.parquet | Data | 51.1 KB | 71feefae3bb8 |
| entsoe/a69_current/AMP/2024/2024-08.parquet | Data | 51.3 KB | 68ba5c879894 |
| entsoe/a69_current/AMP/2024/2024-09.parquet | Data | 48.1 KB | 3eadbbda534f |
| entsoe/a69_current/AMP/2024/2024-10.parquet | Data | 48.0 KB | a3a806d0889d |
| entsoe/a69_current/AMP/2024/2024-11.parquet | Data | 44.5 KB | 8db0b98035aa |
| entsoe/a69_current/AMP/2024/2024-12.parquet | Data | 46.1 KB | 6754a2260759 |
| entsoe/a69_current/AMP/2025/2025-01.parquet | Data | 46.8 KB | cbbe21c754ac |
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| entsoe/a69_current/AMP/2025/2025-09.parquet | Data | 49.1 KB | d52657473764 |
| entsoe/a69_current/AMP/2025/2025-10.parquet | Data | 52.7 KB | bffa3e3106f3 |
| entsoe/a69_current/AMP/2025/2025-11.parquet | Data | 61.9 KB | 5751bf4241af |
| entsoe/a69_current/AMP/2025/2025-12.parquet | Data | 63.2 KB | 326ad26f9d91 |
| entsoe/a69_current/AMP/2026/2026-01.parquet | Data | 63.5 KB | f9b3e447edd1 |
| entsoe/a69_current/AMP/2026/2026-02.parquet | Data | 57.4 KB | 0c238bd0eda9 |
| entsoe/a69_current/AMP/2026/2026-03.parquet | Data | 65.3 KB | f3f34f2e5661 |
| entsoe/a69_current/AMP/2026/2026-04.parquet | Data | 66.5 KB | 1692d9990b8c |
| entsoe/a69_current/AMP/2026/2026-05.parquet | Data | 70.0 KB | e49430a3f8f0 |
| entsoe/a69_current/AMP/2026/2026-06.parquet | Data | 69.0 KB | 1434937023bf |
| entsoe/a69_current/AMP/2026/2026-07.parquet | Data | 71.1 KB | fdce8a2b5c54 |
| entsoe/a69_current/AMP/2026/2026-08.parquet | Data | 70.2 KB | 284f23749478 |
| entsoe/a69_current/AMP/2026/2026-09.parquet | Data | 65.9 KB | 4abdc90fa0f4 |
| entsoe/a69_current/AMP/2026/2026-10.parquet | Data | 33.4 KB | 1cdbe0bc0246 |
| entsoe/a69_current/DE/2024/2024-01.parquet | Data | 65.2 KB | 0a2899ed715c |
| entsoe/a69_current/DE/2024/2024-02.parquet | Data | 63.1 KB | d2747424aea3 |
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| entsoe/a69_current/DE/2024/2024-11.parquet | Data | 62.8 KB | ab500fed20ef |
| entsoe/a69_current/DE/2024/2024-12.parquet | Data | 64.9 KB | 1ca65bc344fb |
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| entsoe/a69_current/TBW/2024/2024-01.parquet | Data | 42.3 KB | 9a8557c3265c |
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| entsoe/a69_current/TBW/2025/2025-12.parquet | Data | 48.9 KB | 89cacf1af687 |
| entsoe/a69_current/TBW/2026/2026-01.parquet | Data | 49.9 KB | 17f64927b281 |
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| entsoe/a69_current/TTG/2024/2024-01.parquet | Data | 50.7 KB | da846a101f10 |
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| entsoe/a69_current/TTG/2024/2024-11.parquet | Data | 48.5 KB | e4efe25a04d8 |
| entsoe/a69_current/TTG/2024/2024-12.parquet | Data | 50.6 KB | cd1f0a3f116b |
| entsoe/a69_current/TTG/2025/2025-01.parquet | Data | 51.5 KB | 67d50614e958 |
| entsoe/a69_current/TTG/2025/2025-02.parquet | Data | 46.2 KB | 0ae9ab288131 |
| entsoe/a69_current/TTG/2025/2025-03.parquet | Data | 51.8 KB | b977ac330f8b |
| entsoe/a69_current/TTG/2025/2025-04.parquet | Data | 52.3 KB | a6b75548f24c |
| entsoe/a69_current/TTG/2025/2025-05.parquet | Data | 56.0 KB | 48ca4652c220 |
| entsoe/a69_current/TTG/2025/2025-06.parquet | Data | 55.2 KB | 6e32d6f65d7e |
| entsoe/a69_current/TTG/2025/2025-07.parquet | Data | 54.4 KB | 9ac1fe0a82f0 |
| entsoe/a69_current/TTG/2025/2025-08.parquet | Data | 53.8 KB | 3ee2378b9def |
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| entsoe/a69_current/TTG/2025/2025-11.parquet | Data | 52.3 KB | 03552da02943 |
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| reports/baseline.json | Data | 169.7 KB | — |
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| state/daily.json | Data | 3.7 KB | — |
| state/record.json | Data | 538 B | — |
| state/weather_backfill.json | Data | 2.5 KB | — |
| status.json | Data | 785 B | — |
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| weather/runs/ecmwf_ifs/2026-04/20260427T06.parquet | Data | 26.5 KB | 54edf8828bef |
| weather/runs/ecmwf_ifs/2026-04/20260427T12.parquet | Data | 26.6 KB | 774eb140fff9 |
| weather/runs/ecmwf_ifs/2026-04/20260427T18.parquet | Data | 26.4 KB | 57c52e6f4fd6 |
| weather/runs/ecmwf_ifs/2026-04/20260428T00.parquet | Data | 26.7 KB | 0a5f98161244 |
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| weather/runs/ecmwf_ifs/2026-04/20260429T18.parquet | Data | 26.6 KB | d90028bfa067 |
| weather/runs/ecmwf_ifs/2026-04/20260430T00.parquet | Data | 27.1 KB | e6dec6d033a5 |
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| weather/runs/ecmwf_ifs/2026-04/20260430T18.parquet | Data | 27.0 KB | 2763d1c2a5c4 |
| weather/runs/ecmwf_ifs/2026-05/20260501T00.parquet | Data | 27.4 KB | a6e0acdfb64a |
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| weather/runs/ecmwf_ifs/2026-05/20260502T00.parquet | Data | 27.4 KB | 69c463fdabeb |
| weather/runs/ecmwf_ifs/2026-05/20260502T06.parquet | Data | 27.3 KB | 2edb4f3ba35d |
| weather/runs/ecmwf_ifs/2026-05/20260502T12.parquet | Data | 27.1 KB | 49847f096b8e |
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