earthkit-climate 0.3.0

Tools for calculating climate indicies, climate change analysis and attribution.

Quick Start • Documentation

[!IMPORTANT] This software is Emerging and subject to ECMWF's guidelines on Software Maturity.

earthkit-climate

earthkit-climate is the package responsible for the climate index calculation within the earthkit ecosystem. It includes a wrapper prototype that allows the use of the xclim python package to compute a large amount of pre-defined climate indices used by the climate science community, and to define new ones.

xclim relies heavily on the xarray python library and the numpy & scipy ecosystem. Its main elements are:

• Climate indices: available to be directly computed with python functions. The input and output units are defined in these functions by using a decorator and are validated during runtime.
• Climate indicators: climate indices wrapped in an object that provides more metadata and validation facilities (health checks) of the input. it includes attributes for CF metadata (cell methods), references, keywords, and more.
• Lower level process functions: these include aggregation, computation spell length and counting, optimized computation of reference percentiles, bias correction methods and ensemble statistics. These functions are used by the implemented indices and can also be used to build new indices not included in the library.

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Disclaimer

This project is currently in BETA and experimental. Interfaces, structure, and functionality are subject to change without notice. Do not use this software in any operational or production system.

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Quick Start

Install the package in editable mode:

pip install -e .

Example usage:

from earthkit.climate.indicators import precipitation, temperature
from earthkit.climate.utils import conversions

# Example: compute a precipitation index
pr = precipitation.simple_daily_intensity(precip_data, freq="monthly")

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Documentation

For full documentation, including API reference and example notebooks, visit the earthkit-climate ReadTheDocs page

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Development & Contribution Workflow

1. Setup environment (with Pixi)

This project uses Pixi for dependency and environment management. It provides fast, reproducible environments and replaces Conda-based workflows.

Install Pixi following the official instructions, then run:

pixi install

This command installs all dependencies as defined in pyproject.toml and pixi.lock.

2. Common Tasks

This project uses pixi tasks to manage development workflows, replacing the legacy Makefile.

• Quality Assurance: Run pre-commit hooks to ensure code quality.

  pixi run -e dev qa
  

• Unit Tests: Run the test suite using pytest.

  pixi run -e dev unit-tests
  

• Type Checking: Run static type analysis with mypy.

  pixi run -e dev type-check
  

• Build Documentation: Build the Sphinx documentation. Note that this task runs in the docs environment.

  pixi run -e docs docs-build
  

• Docker: Build and run the docker container.

  pixi run docker-build
  pixi run docker-run
  

• Sync with ECMWF template:

  pixi run template-update
  

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Project Structure

earthkit-climate/
├── src/earthkit/
│   ├── climate/
│   │   ├── api/               # API wrapper logic
│   │   ├── indicators/        # Climate indices (precipitation, temperature, etc.)
│   │   └── utils/             # Type conversions, percentiles, provenance
│   └── __init__.py
├── tests/
│   ├── unit/                  # Unit tests for indicators and utils
│   └── test_00_version.py     # Version check
├── docs/                      # Sphinx documentation
├── ci/                        # Continuous integration configs
├── .github/workflows/         # GitHub Actions (push/release)
├── .pixi/                     # Pixi configuration
├── pixi.lock                  # Locked dependency versions
├── Dockerfile                 # Pixi-based container
├── pyproject.toml             # Project configuration
└── README.md

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License

Copyright 2022, European Centre for Medium Range Weather Forecasts.

Licensed under the Apache License, Version 2.0 (the "License");
you may not use this file except in compliance with the License.
You may obtain a copy of the License at

    http://www.apache.org/licenses/LICENSE-2.0

Unless required by applicable law or agreed to in writing, software
distributed under the License is distributed on an "AS IS" BASIS,
WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
See the License for the specific language governing permissions and
limitations under the License.

In applying this licence, ECMWF does not waive the privileges and immunities
granted to it by virtue of its status as an intergovernmental organisation
nor does it submit to any jurisdiction.