| --- |
| license: cc-by-4.0 |
| |
| tags: |
| - ERA5 |
| - climate |
| - weather forecast |
| language: |
| - en |
| - zh |
| --- |
| <p align="center"> |
| <strong> |
| <span style="font-size: 30px;">ERA5</span> |
| </strong> |
| </p> |
| |
| ## Dataset Description |
| ERA5 is the fifth-generation global atmospheric reanalysis dataset produced by the European Centre for Medium-Range Weather Forecasts (ECMWF). By combining global observations with physical models, it provides consistent and comprehensive global estimates of hourly, high-resolution (approximately 31 km) climate variables covering the atmosphere, land, and ocean from 1940 to the present. |
|
|
| ## Supported Tasks |
| This standardized data repository provides annual HDF5 files for 1979-2025. Each file contains multivariable atmospheric gridded fields, along with global means and standard deviations aligned with the variable order, and can be used by multiple weather models for training, inference data loading, evaluation, and visualization. |
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|
|
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| ## Dataset Format and Structure |
|
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| Each annual file is in HDF5 format and follows the path pattern `data/<year>.h5`. Each file contains: |
|
|
| | HDF5 Path | shape | dtype | Description | |
| |---|---|---|---| |
| | `fields` | `[T, 243, 721, 1440]` | `float32` | Multivariable gridded fields; variable names are stored in `fields.attrs["variables"]` | |
| | `global_means` | `[1, 243, 1, 1]` | `float32` | Global means aligned with the variable order | |
| | `global_stds` | `[1, 243, 1, 1]` | `float32` | Global standard deviations aligned with the variable order | |
|
|
| `fields.attrs["time_step"]` is 6, indicating 6-hour intervals. The detailed schema is provided in `metadata/schema.yaml`. |
|
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| `./static/` contains common static variables such as terrain and land-sea masks. |
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|
|
|
| ## How to Use the Dataset |
| This dataset is suitable for multiple weather models in the `OneScience-Group` repository, including but not limited to GraphCast, FengWu, Fuxi, and Pangu_Weather. |
| |
| Download the dataset: |
| |
| ```bash |
| hf download --dataset OneScience-Group/ERA5 --local-dir ./data |
| ``` |
| |
| |
| ## Official OneScience Information |
| |
| | Platform | OneScience Main Repository | Skills Repository | |
| |---|---|---| |
| | Gitee | https://gitee.com/onescience-ai/onescience | https://gitee.com/onescience-ai/oneskills | |
| | GitHub | https://github.com/onescience-ai/OneScience | https://github.com/onescience-ai/oneskills | |
| |
| ## Limitations and License |
| |
| This dataset was converted from the original ECMWF ERA5 data and uses the same ECMWF CC-BY-4.0 license. |
| |
