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Change","sub_category":"Climate Data Standards","monthly_downloads":10263718,"total_dependent_repos":2956,"total_dependent_packages":521,"readme":"\u003cdiv align=\"center\"\u003e\n  \u003cimg src=\"https://raw.githubusercontent.com/zarr-developers/community/main/logos/logo2.png\"\u003e\u003cbr\u003e\n\u003c/div\u003e\n\n# Zarr\n\n[![Latest Release](https://badge.fury.io/py/zarr.svg)](https://pypi.org/project/zarr/)\n[![CondaForge](https://anaconda.org/conda-forge/zarr/badges/version.svg)](https://anaconda.org/anaconda/zarr/)\n[![Package Status](https://img.shields.io/pypi/status/zarr.svg)](https://pypi.org/project/zarr/)\n[![License](https://img.shields.io/pypi/l/zarr.svg)](https://github.com/zarr-developers/zarr-python/blob/main/LICENSE.txt)\n[![Coverage](https://codecov.io/gh/zarr-developers/zarr-python/branch/main/graph/badge.svg)](https://app.codecov.io/gh/zarr-developers/zarr-python)\n[![Downloads](https://static.pepy.tech/badge/zarr)](https://zarr.readthedocs.io/en/stable/)\n[![Developer Chat](https://img.shields.io/badge/zulip-join_chat-brightgreen.svg)](https://ossci.zulipchat.com/#narrow/channel/423692-Zarr-Python)\n[![Citation](https://zenodo.org/badge/DOI/10.5281/zenodo.3773450.svg)](https://doi.org/10.5281/zenodo.3773450)\n\n## What is it?\n\nZarr is a Python package providing an implementation of compressed, chunked, N-dimensional arrays, designed for use in parallel computing. See the [documentation](https://zarr.readthedocs.io/en/stable/) for more information.\n\n## Main Features\n\n- [**Create**](https://zarr.readthedocs.io/en/stable/user-guide/arrays/#creating-an-array) N-dimensional arrays with any NumPy `dtype`.\n- [**Chunk arrays**](https://zarr.readthedocs.io/en/stable/user-guide/performance/#chunk-optimizations) along any dimension.\n- [**Compress**](https://zarr.readthedocs.io/en/stable/user-guide/arrays/#compressors) and/or filter chunks using any NumCodecs codec.\n- [**Store arrays**](https://zarr.readthedocs.io/en/stable/user-guide/storage/) in memory, on disk, inside a zip file, on S3, etc...\n- [**Read**](https://zarr.readthedocs.io/en/stable/user-guide/arrays/#reading-and-writing-data) an array [**concurrently**](https://zarr.readthedocs.io/en/stable/user-guide/performance/#parallel-computing-and-synchronization) from multiple threads or processes.\n- [**Write**](https://zarr.readthedocs.io/en/stable/user-guide/arrays/#reading-and-writing-data) to an array concurrently from multiple threads or processes.\n- Organize arrays into hierarchies via [**groups**](https://zarr.readthedocs.io/en/stable/quick-start/#hierarchical-groups).\n\n## Where to get it\n\nZarr can be installed from PyPI using `pip`:\n\n```bash\npip install zarr\n```\n\nor via `conda`:\n\n```bash\nconda install -c conda-forge zarr\n```\n\nFor more details, including how to install from source, see the [installation documentation](https://zarr.readthedocs.io/en/stable/#installation).\n","funding_links":["https://github.com/sponsors/numfocus","https://numfocus.org/donate-to-zarr"],"readme_doi_urls":["https://doi.org/10.5281/zenodo.3773450"],"works":{},"citation_counts":{},"total_citations":0,"keywords_from_contributors":["pydata","closember","spec-0","spec-4","spec-1","data-catalog","pangeo","arrays","qt","numerical-methods"],"project_url":"https://ost.ecosyste.ms/api/v1/projects/54227","html_url":"https://ost.ecosyste.ms/projects/54227"}