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Change","sub_category":"Climate Data Processing and Analysis","monthly_downloads":534,"total_dependent_repos":0,"total_dependent_packages":0,"readme":"# Climakitae\n\n[![codecov](https://codecov.io/gh/cal-adapt/climakitae/branch/main/graph/badge.svg)](https://codecov.io/gh/cal-adapt/climakitae)\n[![CI](https://github.com/cal-adapt/climakitae/workflows/ci-main/badge.svg)](https://github.com/cal-adapt/climakitae/actions/workflows/ci-main.yml)\n[![docs](https://github.com/cal-adapt/climakitae/workflows/docs-mkdocs/badge.svg)](https://github.com/cal-adapt/climakitae/actions/workflows/docs-mkdocs.yml)\n[![PyPI version](https://badge.fury.io/py/climakitae.svg)](https://badge.fury.io/py/climakitae)\n[![Python](https://img.shields.io/badge/python-3.12%20%7C%203.13-blue.svg)](https://www.python.org/downloads/)\n[![License](https://img.shields.io/badge/License-BSD%203--Clause-blue.svg)](https://opensource.org/licenses/BSD-3-Clause)\n[![Code style: black](https://img.shields.io/badge/code%20style-black-000000.svg)](https://github.com/psf/black)\n[![DOI:10.5281/zenodo.18111935](https://zenodo.org/badge/DOI/10.5281/zenodo.18111935.svg)](https://doi.org/10.5281/zenodo.18111935)\n\n\n**A powerful Python toolkit for climate data analysis and retrieval from the Cal-Adapt Analytics Engine (AE).**\n\nClimakitae provides intuitive tools for accessing, analyzing, and visualizing downscaled CMIP6 data, enabling researchers and practitioners to perform comprehensive climate impact assessments for California.\n\n\u003e [!WARNING]\n\u003e This package is under active development. APIs may change between versions.\n\n## Key Features\n\n- 🌡️ **Comprehensive Climate Data Access**: Retrieve climate variables from hosted climate model, weather station, and renewable energy datasets \n- 📊 **Downscaled Climate Models**: Access dynamical (WRF) and statistical (LOCA2) downscaling methods  \n- 🗺️ **Spatial Analysis Tools**: Built-in support for geographic subsetting and spatial aggregation\n- 📈 **Climate Indices**: Calculate heat indices, warming levels, and extreme event metrics\n- 🔧 **Flexible Data Export**: Export to NetCDF, CSV, and Zarr\n\n## About Cal-Adapt\n\nClimakitae is developed as part of the [Cal-Adapt Analytics Engine](https://analytics.cal-adapt.org), a platform for California climate data and tools. Cal-Adapt provides access to cutting-edge climate science to support adaptation planning and decision-making.\n\n## Getting Started\n\n### Installation\n\nClimakitae requires **Python 3.12 or 3.13**. We recommend [`uv`](https://docs.astral.sh/uv/) on Linux/macOS and [`conda`](https://www.anaconda.com/docs/getting-started/miniconda/install) on Windows or when native geospatial dependencies cause trouble.\n\nQuick install of the latest release:\n\n```bash\n# with uv\nuv pip install climakitae\n\n# with conda\nconda create -n climakitae python=3.13 -y\nconda activate climakitae\npip install climakitae\n```\n\nFor editable installs, developer dependencies, and platform-specific tips, see the **[Installation Guide on the wiki](https://github.com/cal-adapt/climakitae/wiki)**.\n\n### Basic Usage\n\n```python\nfrom climakitae.new_core.user_interface import ClimateData\n\n# Retrieve monthly max temperature for Los Angeles in 2015\ndata = (\n    ClimateData()\n    .catalog(\"cadcat\")\n    .activity_id(\"WRF\")\n    .institution_id(\"UCLA\")\n    .table_id(\"mon\")\n    .grid_label(\"d03\")\n    .variable(\"t2max\")\n    .processes({\n        \"time_slice\": (\"2015-01-01\", \"2015-12-31\"),\n        \"clip\": \"Los Angeles\",\n    })\n    .get()\n)\n\n# Data is returned as a lazy xarray Dataset\nprint(data)\n```\n\n\u003e The legacy `climakitae.core.data_interface.get_data` API is still supported for backward compatibility, but new work should use `ClimateData` from `climakitae.new_core`.\n\n## Documentation\n\n| Resource | Description |\n|----------|-------------|\n| [**Installation Guide**](https://github.com/cal-adapt/climakitae/wiki) | Casual, power-user, and developer installs |\n| [**AE Navigation Guide**](https://github.com/cal-adapt/cae-notebooks/blob/main/AE_navigation_guide.ipynb) | Interactive notebook tutorial |\n| [**API Reference**](https://cal-adapt.github.io/climakitae/dev/) | Complete API documentation |\n| [**AE Notebooks**](https://github.com/cal-adapt/cae-notebooks) | Sample notebooks and scripts |\n| [**Contributing**](https://github.com/cal-adapt/climakitae/blob/main/docs-mkdocs/contributing.md) | Development guidelines |\n\n## Contributing\n\nWe welcome contributions! Please see our [contributing guidelines](https://github.com/cal-adapt/climakitae/blob/main/docs-mkdocs/contributing.md) for details on:\n\n- 🐛 Reporting bugs\n- 💡 Requesting features\n- 🔧 Submitting code changes\n- 📖 Improving documentation\n\nFor setting up a development environment (editable install, tests, formatters), see the [Installation Guide on the wiki](https://github.com/cal-adapt/climakitae/wiki).\n\nWhen opening a pull request, please tag at least two project maintainers for review.\n\n## License\n\nThis project is licensed under the BSD 3-Clause License - see the [LICENSE](LICENSE) file for details.\n\n## Related Projects\n\n- [**climakitaegui**](https://github.com/cal-adapt/climakitaegui) - Interactive GUI tools for climakitae\n- [**cae-notebooks**](https://github.com/cal-adapt/cae-notebooks) - Example notebooks and tutorials\n\n## Support\n\n- 📧 **Email**: [analytics@cal-adapt.org](mailto:analytics@cal-adapt.org)\n- 🐛 **Issues**: [GitHub Issues](https://github.com/cal-adapt/climakitae/issues)\n- 💬 **Discussions**: [GitHub Discussions](https://github.com/cal-adapt/climakitae/discussions)\n\n---\n\n## Contributors\n\n[![Contributors](https://contrib.rocks/image?repo=cal-adapt/climakitae)](https://github.com/cal-adapt/climakitae/graphs/contributors)\n","funding_links":[],"readme_doi_urls":["https://doi.org/10.5281/zenodo.18111935"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["pangeo"],"project_url":"https://ost.ecosyste.ms/api/v1/projects/190601","html_url":"https://ost.ecosyste.ms/projects/190601"}