| # Notices |
|
|
| Simons, Copyright 2026 Abel AI Lab (https://abel.ai). |
|
|
| ## Notices required by the training data's licenses |
|
|
| Each training dataset of the Simons models keeps its own license and terms; the data were cleaned, |
| resampled and cut into training windows. |
|
|
| - ERA5: Contains modified Copernicus Climate Change Service information 2026. Neither the European |
| Commission nor ECMWF is responsible for any use that may be made of the Copernicus information |
| or data it contains. |
| - CAMS European air-quality forecasts: Contains modified Copernicus Atmosphere Monitoring Service |
| information 2026. Neither the European Commission nor ECMWF is responsible for any use that may |
| be made of the Copernicus information or data it contains. |
| - ECMWF IFS weather forecasts, retrieved through the Open-Meteo archive: Weather data by |
| Open-Meteo.com (https://open-meteo.com/), CC BY 4.0. Based on data and products of the European |
| Centre for Medium-Range Weather Forecasts (ECMWF, https://www.ecmwf.int/), CC BY 4.0. |
| - NASA POWER: Weather data were obtained from the NASA Langley Research Center POWER Project |
| funded through the NASA Earth Science Directorate Applied Science Program. |
| - NCEP/CPC L3 Half Hourly 4km Global Merged IR (GPM_MERGIR): NASA is the source of these data |
| (https://disc.gsfc.nasa.gov/datasets/GPM_MERGIR_1/summary). |
| - Elexon BMRS: Contains BMRS data © Elexon Limited copyright and database right 2026. |
| - National Highways WebTRIS: Contains public sector information licensed under the Open Government |
| Licence v3.0. |
| - NESO Data Portal: Supported by National Energy SO Open Data. |
| - EirGrid: Supported by EirGrid Group Data. |
| - Retrosheet: The information used here was obtained free of charge from and is copyrighted by |
| Retrosheet. Interested parties may contact Retrosheet at "www.retrosheet.org". |
| - WorldTrace: Contains information from |
| [WorldTrace (UniTraj)](https://huggingface.co/datasets/OpenTrace/WorldTrace), which is made |
| available under the |
| [Open Database License (ODbL) 1.0](https://opendatacommons.org/licenses/odbl/1-0/). Map |
| matching uses data © [OpenStreetMap contributors](https://www.openstreetmap.org/copyright). The |
| WorldTrace-derived training data are offered under the ODbL 1.0 in |
| [Simons-Pretrain](https://huggingface.co/datasets/abel-lab/Simons-Pretrain) |
| (`univariate/worldtrace/`). |
| - Banco Central do Brasil Focus survey: Contains information from the |
| [Expectativas de Mercado dataset](https://dadosabertos.bcb.gov.br/dataset/expectativas-mercado) |
| (Focus survey) of Banco Central do Brasil, which is made available under the |
| [Open Database License (ODbL) 1.0](https://opendatacommons.org/licenses/odbl/1-0/). Fonte: Banco |
| Central do Brasil, Sistema de Expectativas de Mercado. The derived data are offered under the ODbL |
| 1.0 in [Simons-Pretrain](https://huggingface.co/datasets/abel-lab/Simons-Pretrain) |
| (`covariates/bcb_focus_inflation/`). |
| - opentransportdata.swiss: Source of the raw data: opentransportdata.swiss. |
| - RTE eCO2mix: Data from RTE éCO2mix (https://odre.opendatasoft.com/), Licence Ouverte 2.0. |
| - CausalRivers: Data from CausalRivers (https://causalrivers.github.io/), licensed under |
| dl-de/by-2-0 (https://www.govdata.de/dl-de/by-2-0). |
| - AEMO: Contains data from the Australian Energy Market Operator (AEMO), used under AEMO's |
| copyright permissions. |
| - Elia: Contains data from Elia Open Data (https://opendata.elia.be/). |
| - LargeAQ: from CauAir (https://github.com/PoorOtterBob/CauAir), CC BY 4.0. Ma et al., "Causal |
| Learning Meet Covariates: Empowering Lightweight and Effective Nationwide Air Quality |
| Forecasting", IJCAI 2025 (https://www.ijcai.org/proceedings/2025/353). |
| - CC BY-SA 4.0: training data from |
| [Building Data Genome Project 2](https://github.com/buds-lab/building-data-genome-project-2), |
| [Open D1NAMO](https://zenodo.org/records/5651217), |
| [NMT Scalp EEG Dataset](https://dll.seecs.nust.edu.pk/downloads/) |
| ([Khan et al. 2022](https://doi.org/10.3389/fnins.2021.755817)), the |
| [HAI industrial control system dataset](https://github.com/icsdataset/hai) and |
| [Wikipedia](https://en.wikipedia.org/) club-season, episode-list and team-season articles |
| (Wikipedia contributors; the team-season articles give the NBA, NHL and WNBA event dates in |
| `nyc_subway_events`), licensed under |
| [CC BY-SA 4.0](https://creativecommons.org/licenses/by-sa/4.0/); the redistributed copies are in |
| [Simons-Pretrain](https://huggingface.co/datasets/abel-lab/Simons-Pretrain). |
| - The datasets in Simons-Pretrain are credited, with their licenses and links to their |
| sources, in its |
| [NOTICE.md](https://huggingface.co/datasets/abel-lab/Simons-Pretrain/blob/main/NOTICE.md). |
| |
