healpix-convert
This package allows converting various datasets into the HEALPix-based DGGS format proposed by GRID4EARTH.
It takes input data stored in Zarr format (one or more EOPF-compliant Zarr datasets), then reprojects and resamples it onto a HEALPix grid, outputting a new Zarr dataset compliant with the DGGS Zarr and CF-Healpix conventions.
Note: this repository is currently under heavy development. API is not stable yet.
Supported data products
- ERA5
- ClimateDT
- CAMS
Key features
- Multiple resampling methods — nearest, bilinear, k-nearest neighbors, PSF, cell-point
- Multi-stage workflow — first prepare the output dataset, then run data conversion in parallel jobs
- Dask-native — parallel conversion out of the box with a distributed Dask cluster
- Cloud-ready — read from and write to S3 object stores
- STAC metadata — input STAC discovery attributes are propagated and merged in the output
- Zarr conventions — Zarr conventions are used for structuring metadata in the output dataset
Installation
From PyPI or conda-forge
There's no package published on PyPI and/or conda-forge yet.
From source (development)
First clone this repository:
$ git clone https://github.com/GRID4EARTH/healpix-convert
$ cd healpix-convert
Then install it, e.g., using pip:
$ python -m pip install .
Note: we recommend installing it in an isolated development environment.
If you have pixi installed, you can install a complete development environment by simply using the command below:
$ pixi install -e dev
Basic usage
See examples in the notebooks folder.
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