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        "description": ".. image:: https://img.shields.io/circleci/project/github/NCAR/intake-esm/master.svg?style=for-the-badge&logo=circleci\n    :target: https://circleci.com/gh/NCAR/intake-esm/tree/master\n\n.. image:: https://img.shields.io/codecov/c/github/NCAR/intake-esm.svg?style=for-the-badge\n    :target: https://codecov.io/gh/NCAR/intake-esm\n\n\n.. image:: https://img.shields.io/readthedocs/intake-esm/latest.svg?style=for-the-badge\n    :target: https://intake-esm.readthedocs.io/en/latest/?badge=latest\n    :alt: Documentation Status\n\n.. image:: https://img.shields.io/pypi/v/intake-esm.svg?style=for-the-badge\n    :target: https://pypi.org/project/intake-esm\n    :alt: Python Package Index\n\n.. image:: https://img.shields.io/conda/vn/conda-forge/intake-esm.svg?style=for-the-badge\n    :target: https://anaconda.org/conda-forge/intake-esm\n    :alt: Conda Version\n\n\n===========\nIntake-esm\n===========\n\nMotivation\n----------\n\nProject efforts such as the `Coupled Model Intercomparison Project (CMIP)`_\nand the `Community Earth System Model (CESM) Large Ensemble Project`_\nproduce a huge of amount climate data persisted on tape, disk storage, object storage\ncomponents across multiple (in the order of ~ 300,000) data assets.\nThese data assets are stored in netCDF and more recently `Zarr`_ formats.\nFinding, investigating, loading these assets into data array containers\nsuch as xarray can be a daunting task due to the large number of files\na user may be interested in. Intake-esm aims to address these issues by\nproviding necessary functionality for searching, discovering, data access/loading.\n\n\nOverview\n--------\n\n`intake-esm` is a data cataloging utility built on top of `intake`_, `pandas`_, and\n`xarray`_, and it's pretty awesome!\n\n- Opening an ESM collection definition file: An ESM (Earth System Model) collection file is a JSON file that conforms\n  to the `ESM Collection Specification`_. When provided a link/path to an esm collection file, ``intake-esm`` establishes\n  a link to a database (CSV file) that contains data assets locations and associated metadata\n  (i.e., which experiement, model, the come from). The collection JSON file can be stored on a local filesystem\n  or can be hosted on a remote server.\n\n  .. code-block:: python\n\n        >>> import intake\n        >>> col_url = \"https://raw.githubusercontent.com/NCAR/intake-esm-datastore/master/catalogs/pangeo-cmip6.json\"\n        >>> col = intake.open_esm_datastore(col_url)\n\n- Search and Discovery: ``intake-esm`` provides functionality to execute queries against the database:\n\n  .. code-block:: python\n\n        >>> cat = col.search(experiment_id=['historical', 'ssp585'], table_id='Oyr',\n        ...          variable_id='o2', grid_label='gn')\n\n- Access: when the user is satisfied with the results of their query, they can ask ``intake-esm``\n  to load data assets (netCDF/HDF files and/or Zarr stores) into xarray datasets:\n\n  .. code-block:: python\n\n        >>> dset_dict = cat.to_dataset_dict(zarr_kwargs={'consolidated': True, 'decode_times': False},\n        ...                        cdf_kwargs={'chunks': {}, 'decode_times': False})\n\n\n.. _CMIP: https://www.wcrp-climate.org/wgcm-cmip\n.. _CESM: http://www.cesm.ucar.edu/projects/community-projects/LENS/\n.. _ERA5: https://www.ecmwf.int/en/forecasts/datasets/reanalysis-datasets/era5\n.. _GMET: https://ncar.github.io/hydrology/models/GMET\n.. _MPI-GE: https://www.mpimet.mpg.de/en/grand-ensemble/\n.. _NA-CORDEX: https://na-cordex.org/\n.. _CESM-LENS-AWS: http://ncar-aws-www.s3-website-us-west-2.amazonaws.com/\n.. _intake: https://github.com/intake/intake\n.. _Datasets Collection Curation: https://github.com/NCAR/intake-esm-datastore\n.. _Coupled Model Intercomparison Project (CMIP): https://www.wcrp-climate.org/wgcm-cmip\n.. _Community Earth System Model (CESM) Large Ensemble Project: http://www.cesm.ucar.edu/projects/community-projects/LENS/\n.. _Zarr: https://zarr.readthedocs.io/en/stable/\n.. _pandas: https://pandas.pydata.org/\n.. _xarray: https://xarray.pydata.org/en/stable/\n.. _ESM Collection Specification: https://github.com/NCAR/esm-collection-spec\n\n\nSee documentation_ for more information.\n\n.. _documentation: https://intake-esm.readthedocs.io/en/latest/\n\n\nInstallation\n------------\n\nIntake-esm can be installed from PyPI with pip:\n\n.. code-block:: bash\n\n    pip install intake-esm\n\n\nIt is also available from `conda-forge` for conda installations:\n\n.. code-block:: bash\n\n    conda install -c conda-forge intake-esm\n\n\n",
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