├── .github ├── ci-config.yml ├── ci-hpc-config.yml ├── ci-hpc-gpu-config.yml └── workflows │ ├── cd-pypi.yml │ ├── ci.yml │ ├── label-public-pr.yml │ ├── nightly-hpc-gpu.yml │ ├── notify-new-issue.yml │ ├── notify-new-pr.yml │ └── python-pull-request.yml ├── .gitignore ├── .pre-commit-config.yaml ├── .readthedocs.yml ├── LICENCE ├── MANIFEST.in ├── Makefile ├── README.md ├── docs ├── Makefile ├── _static │ ├── .gitkeep │ ├── earthkit-data.png │ └── style.css ├── _templates │ └── .gitkeep ├── api.rst ├── conf.py ├── development │ ├── conda.rst │ ├── docs.rst │ ├── index.rst │ ├── setup.rst │ └── tests.rst ├── examples │ ├── NUTS_RG_20M_2021_3035.geojson │ ├── ads.ipynb │ ├── air_temp.pp │ ├── bufr_synop.ipynb │ ├── bufr_temp.ipynb │ ├── cache.ipynb │ ├── cds.ipynb │ ├── config.ipynb │ ├── config_env_vars.ipynb │ ├── data_from_stream.ipynb │ ├── default_fdb_schema │ ├── demo_sources_plugin.ipynb │ ├── ecmwf_open_data.ipynb │ ├── fdb.ipynb │ ├── fields_from_dict_in_loop.ipynb │ ├── file_parts.ipynb │ ├── file_stream.ipynb │ ├── file_target.ipynb │ ├── files.ipynb │ ├── from_object.ipynb │ ├── geojson_geopandas.ipynb │ ├── geotiff.ipynb │ ├── grib_array_namespace.ipynb │ ├── grib_encoder.ipynb │ ├── grib_fdb_write.ipynb │ ├── grib_indexing.ipynb │ ├── grib_lat_lon_value_ll.ipynb │ ├── grib_lat_lon_value_rgg.ipynb │ ├── grib_metadata.ipynb │ ├── grib_metadata_object.ipynb │ ├── grib_missing.ipynb │ ├── grib_modification.ipynb │ ├── grib_nearest_gridpoint.ipynb │ ├── grib_overview.ipynb │ ├── grib_selection.ipynb │ ├── grib_time_series.ipynb │ ├── grib_to_fdb_target.ipynb │ ├── grib_to_file_pattern_target.ipynb │ ├── grib_to_file_target.ipynb │ ├── grib_to_geotiff.ipynb │ ├── grib_to_netcdf.ipynb │ ├── grib_to_zarr_target.ipynb │ ├── gribjump.ipynb │ ├── index.rst │ ├── iris_pp.ipynb │ ├── list_of_dicts_geography.ipynb │ ├── list_of_dicts_overview.ipynb │ ├── list_of_dicts_to_xarray.ipynb │ ├── mars.ipynb │ ├── metadata.ipynb │ ├── missing.grib │ ├── multi_files.ipynb │ ├── netcdf.ipynb │ ├── netcdf_fieldlist.ipynb │ ├── netcdf_opendap.ipynb │ ├── numpy_fieldlist.ipynb │ ├── odb.ipynb │ ├── pandas.ipynb │ ├── pl_regular_ll.grib │ ├── polytope.ipynb │ ├── polytope_feature.ipynb │ ├── polytope_polygon_coverage.ipynb │ ├── polytope_time_series.ipynb │ ├── polytope_vertical_profile.ipynb │ ├── projection.ipynb │ ├── s3.ipynb │ ├── shapefile.ipynb │ ├── synop_10.bufr │ ├── tar_files.ipynb │ ├── temp_10.bufr │ ├── test.grib │ ├── test.nc │ ├── test.odb │ ├── test4.grib │ ├── test6.grib │ ├── time_series.grib │ ├── tuv.tiff │ ├── tuv_pl.grib │ ├── tuv_pl.nc │ ├── url.ipynb │ ├── url_parts.ipynb │ ├── url_stream.ipynb │ ├── wekeo.ipynb │ ├── xarray_cupy.ipynb │ ├── xarray_engine_chunks.ipynb │ ├── xarray_engine_chunks_on_dask_cluster.ipynb │ ├── xarray_engine_ensemble.ipynb │ ├── xarray_engine_field_dims.ipynb │ ├── xarray_engine_holes.ipynb │ ├── xarray_engine_level.ipynb │ ├── xarray_engine_mono_variable.ipynb │ ├── xarray_engine_mono_variable_remapping.ipynb │ ├── xarray_engine_overview.ipynb │ ├── xarray_engine_seasonal.ipynb │ ├── xarray_engine_split.ipynb │ ├── xarray_engine_squeeze.ipynb │ ├── xarray_engine_step_ranges.ipynb │ ├── xarray_engine_temporal.ipynb │ ├── xarray_engine_to_grib.ipynb │ └── xarray_engine_variable_key.ipynb ├── experimental │ ├── ekd_test_on_cds_era5_single_level.ipynb │ ├── grib_tensor.ipynb │ ├── schema │ ├── target_fdb_grib.ipynb │ ├── target_file_grib.ipynb │ └── target_file_png.ipynb ├── guide │ ├── caching.rst │ ├── config.rst │ ├── data.rst │ ├── data_format │ │ ├── bufr.rst │ │ ├── csv.rst │ │ ├── grib.rst │ │ ├── index.rst │ │ ├── netcdf.rst │ │ └── odb.rst │ ├── encoders.rst │ ├── include │ │ ├── config-get.py │ │ ├── config-reset.py │ │ ├── config-set.py │ │ └── config-temporary.py │ ├── index.rst │ ├── misc │ │ ├── grib_memory.rst │ │ ├── grib_metadata.rst │ │ ├── index.rst │ │ ├── parts.rst │ │ ├── patterns.rst │ │ ├── request_args.rst │ │ └── split_on.rst │ ├── sources.rst │ ├── streams.rst │ ├── targets │ │ ├── index.rst │ │ ├── target_objects.rst │ │ └── to_target.rst │ └── xarray │ │ ├── dim.rst │ │ ├── grib_profile.rst │ │ ├── index.rst │ │ ├── mars_profile.rst │ │ ├── none_profile.rst │ │ ├── overview.rst │ │ └── profile.rst ├── howtos.rst ├── index.rst ├── install.rst ├── licence.rst ├── make.bat ├── plugins │ ├── encoder_plugin.rst │ ├── index.rst │ ├── plugins.rst │ ├── sources_plugin.rst │ └── target_plugin.rst ├── release_notes │ ├── deprecations.rst │ ├── include │ │ ├── deprec_data_save.py │ │ ├── deprec_data_write.py │ │ ├── deprec_ens_dim_role.py │ │ ├── deprec_new_grib_coder.py │ │ ├── deprec_new_grib_output.py │ │ ├── deprec_new_grib_output_split.py │ │ ├── deprec_settings.py │ │ ├── deprec_xarray_earthkit_to_grib.py │ │ ├── migrated_data_save.py │ │ ├── migrated_data_write.py │ │ ├── migrated_ens_dim_role.py │ │ ├── migrated_new_grib_coder.py │ │ ├── migrated_new_grib_output.py │ │ ├── migrated_new_grib_output_split.py │ │ ├── migrated_settings.py │ │ └── migrated_xarray_earthkit_to_grib.py │ ├── index.rst │ ├── version_0.10_updates.rst │ ├── version_0.11_updates.rst │ ├── version_0.12_updates.rst │ ├── version_0.13_updates.rst │ ├── version_0.14_updates.rst │ ├── version_0.15_updates.rst │ ├── version_0.16_updates.rst │ ├── version_0.17_updates.rst │ ├── version_0.18_updates.rst │ ├── version_0.2_updates.rst │ ├── version_0.3_updates.rst │ ├── version_0.4_updates.rst │ ├── version_0.5_updates.rst │ ├── version_0.6_updates.rst │ ├── version_0.7_updates.rst │ ├── version_0.8_updates.rst │ └── version_0.9_updates.rst ├── requirements.txt └── skip_api_rules.py ├── environment.yml ├── pyproject.toml ├── pytest.ini ├── src └── earthkit │ └── data │ ├── __init__.py │ ├── arguments │ ├── __init__.py │ ├── args_kwargs.py │ ├── argument.py │ ├── earthkit_types.py │ ├── input_manager.py │ └── transformers.py │ ├── conf │ ├── css │ │ ├── tab.css │ │ ├── table.css │ │ └── tree.css │ ├── global_grids.json │ ├── gridspec.yaml │ └── gridspec_schema.json │ ├── core │ ├── __init__.py │ ├── caching.py │ ├── config.py │ ├── constants.py │ ├── fieldlist.py │ ├── geography.py │ ├── gridspec.py │ ├── index.py │ ├── ipython.py │ ├── metadata.py │ ├── order.py │ ├── plugins.py │ ├── select.py │ ├── statistics.py │ ├── temporary.py │ └── thread.py │ ├── decorators.py │ ├── encoders │ ├── __init__.py │ ├── csv.py │ ├── geotiff.py │ ├── grib.py │ ├── internal_pass_through.py │ ├── netcdf.py │ └── zarr.py │ ├── indexing │ ├── __init__.py │ ├── cube.py │ ├── database │ │ ├── __init__.py │ │ ├── json.py │ │ ├── sql.py │ │ └── stdout.py │ ├── fieldlist.py │ └── tensor.py │ ├── mergers │ ├── __init__.py │ ├── pandas.py │ └── xarray.py │ ├── mirrors │ ├── __init__.py │ └── directory_mirror.py │ ├── readers │ ├── __init__.py │ ├── archive.py │ ├── bufr │ │ ├── __init__.py │ │ ├── bufr.py │ │ └── pandas.py │ ├── covjson.py │ ├── csv.py │ ├── directory.py │ ├── geojson.py │ ├── geotiff.py │ ├── grib │ │ ├── __init__.py │ │ ├── codes.py │ │ ├── file.py │ │ ├── gridspec.py │ │ ├── index │ │ │ ├── __init__.py │ │ │ ├── db.py │ │ │ ├── file.py │ │ │ ├── json.py │ │ │ └── sql.py │ │ ├── memory.py │ │ ├── metadata.py │ │ ├── output.py │ │ ├── pandas.py │ │ ├── parsing.py │ │ ├── virtual.py │ │ └── xarray.py │ ├── iris.py │ ├── netcdf │ │ ├── __init__.py │ │ ├── coords.py │ │ ├── dataset.py │ │ ├── field.py │ │ └── fieldlist.py │ ├── numpy.py │ ├── odb.py │ ├── shapefile.py │ ├── tar.py │ ├── text.py │ ├── unknown.py │ ├── zarr.py │ └── zip.py │ ├── sources │ ├── __init__.py │ ├── ads.py │ ├── array_list.py │ ├── cds.py │ ├── dummy.grib │ ├── dummy_source.py │ ├── ecfs.py │ ├── ecmwf_api.py │ ├── ecmwf_open_data.py │ ├── empty.py │ ├── fdb.py │ ├── file.py │ ├── file_indexed.py │ ├── file_pattern.py │ ├── forcings.py │ ├── gribjump.py │ ├── indexed.py │ ├── iris.py │ ├── list_of_dicts.py │ ├── mars.py │ ├── memory.py │ ├── multi.py │ ├── multi_url.py │ ├── numpy_list.py │ ├── opendap.py │ ├── polytope.py │ ├── prompt.py │ ├── s3.py │ ├── sample.py │ ├── stream.py │ ├── url.py │ ├── url_pattern.py │ ├── virtual.py │ ├── virtual_directory.py │ ├── wekeo.py │ ├── wekeocds.py │ └── zarr.py │ ├── sphinxext │ ├── __init__.py │ ├── generate_config_env_rst.py │ ├── generate_config_rst.py │ ├── module_output.py │ ├── xr_engine_profile_rst.py │ └── xref.py │ ├── targets │ ├── __init__.py │ ├── fdb.py │ ├── file.py │ ├── file_pattern.py │ └── zarr.py │ ├── testing.py │ ├── translators │ ├── __init__.py │ ├── ndarray.py │ ├── pandas.py │ ├── string.py │ └── xarray.py │ ├── utils │ ├── __init__.py │ ├── availability.py │ ├── batch.py │ ├── bbox.py │ ├── conventions.py │ ├── dates.py │ ├── diag.py │ ├── examples.py │ ├── factorise.py │ ├── html.py │ ├── humanize.py │ ├── interval.py │ ├── kwargs.py │ ├── lazy.py │ ├── message.py │ ├── metadata │ │ ├── args.py │ │ └── dict.py │ ├── module_inputs_wrapper.py │ ├── parts.py │ ├── paths.py │ ├── patterns.py │ ├── progbar.py │ ├── projections │ │ ├── __init__.py │ │ ├── cf.py │ │ └── proj.py │ ├── request.py │ ├── serialise.py │ ├── stream.py │ ├── summary.py │ ├── url.py │ └── xarray │ │ ├── __init__.py │ │ ├── attrs.py │ │ ├── builder.py │ │ ├── cf_attrs.yaml │ │ ├── check.py │ │ ├── coord.py │ │ ├── coords.yaml │ │ ├── defaults.yaml │ │ ├── diff.py │ │ ├── dim.py │ │ ├── engine.py │ │ ├── fieldlist.py │ │ ├── grib.py │ │ ├── grib.yaml │ │ ├── grid.py │ │ ├── mars.yaml │ │ ├── profile.py │ │ └── splitter.py │ ├── vocabularies │ ├── __init__.py │ ├── aliases.py │ ├── cf.py │ ├── grib-paramid.csv │ └── grib.py │ └── wrappers │ ├── __init__.py │ ├── integer.py │ ├── ndarray.py │ ├── pandas.py │ ├── string.py │ └── xarray.py └── tests ├── ai-models └── test_ai_warpped_field.py ├── array_fieldlist ├── array_fl_fixtures.py ├── test_array_field_usermetadata.py ├── test_numpy_fl_write.py ├── test_numpy_fs.py ├── test_numpy_fs_concat.py ├── test_numpy_fs_metadata.py └── test_numpy_fs_summary.py ├── bufr ├── test_bufr_concat.py ├── test_bufr_contents.py ├── test_bufr_convert.py ├── test_bufr_file_parts.py ├── test_bufr_order_by.py ├── test_bufr_sel.py └── test_bufr_summary.py ├── conftest.py ├── core ├── test_array_api.py ├── test_cache.py ├── test_cache_with_settings.py ├── test_config.py ├── test_fieldlist.py ├── test_gridspec.py ├── test_metadata.py ├── test_remapping.py ├── test_settings.py └── test_version.py ├── data ├── NUTS_RG_20M_2021_3035.geojson ├── NUTS_RG_20M_2021_3035.shp.zip ├── O32_global.grib1 ├── O32_global.grib2 ├── dgm50hs_col_32_368_5616_nw.tif ├── dgm50hs_col_32_368_5616_nw_bigtiff.tiff ├── empty_file.grib ├── era5_2t_1.nc ├── era5_2t_2.nc ├── fdb_schema.txt ├── forcings │ └── proc.yaml ├── gridspec │ ├── healpix.yaml │ ├── reduced_gg.yaml │ ├── reduced_ll.yaml │ ├── reduced_rotated_gg.yaml │ ├── regular_gg.yaml │ ├── regular_ll.yaml │ ├── rotated_gg.yaml │ ├── rotated_ll.yaml │ ├── sh.yaml │ └── t_75_-60_10_40_5x5.grib1 ├── hovexp_vert_area.nc ├── ll_10_20.grib ├── mercator.grib ├── ml_data.grib ├── pattern │ └── 1 │ │ ├── r_2020-09-22T12-00-00_0.grib │ │ ├── r_2020-09-22T12-00-00_12.grib │ │ ├── r_2020-09-22T12-00-00_24.grib │ │ ├── r_2020-09-22T12-00-00_6.grib │ │ ├── t_2020-09-22T12-00-00_0.grib │ │ ├── t_2020-09-22T12-00-00_12.grib │ │ ├── t_2020-09-22T12-00-00_24.grib │ │ ├── t_2020-09-22T12-00-00_6.grib │ │ ├── z_2020-09-22T12-00-00_0.grib │ │ ├── z_2020-09-22T12-00-00_12.grib │ │ ├── z_2020-09-22T12-00-00_24.grib │ │ └── z_2020-09-22T12-00-00_6.grib ├── rgg_small_subarea_cellarea_ref.grib ├── rotated_N32_subarea.grib ├── rotated_wind_20x20.grib ├── t_gribjump.grib ├── t_pl.grib ├── t_time_series.grib ├── test4.nc ├── test6.nc ├── test_icon.grib ├── test_padding.grib ├── test_single.grib ├── test_single.nc ├── test_single_with_missing.grib ├── test_zarr │ ├── .zattrs │ ├── .zgroup │ ├── .zmetadata │ ├── latitude │ │ ├── 0 │ │ ├── .zarray │ │ └── .zattrs │ ├── level │ │ ├── 0 │ │ ├── .zarray │ │ └── .zattrs │ ├── longitude │ │ ├── 0 │ │ ├── .zarray │ │ └── .zattrs │ ├── t │ │ ├── .zarray │ │ ├── .zattrs │ │ ├── 0.0.0.0 │ │ └── 0.1.0.0 │ ├── time │ │ ├── 0 │ │ ├── .zarray │ │ └── .zattrs │ └── z │ │ ├── .zarray │ │ ├── .zattrs │ │ ├── 0.0.0.0 │ │ └── 0.1.0.0 ├── tilde_shortname.grib ├── time_series.covjson ├── u_pl.grib ├── v_pl.grib ├── wind_20x20.grib ├── wind_speed.pp └── xr_engine │ └── xr_grid.yaml ├── documentation ├── test_examples.py └── test_notebooks.py ├── environment-unit-tests.yml ├── forcings ├── forcings_fixtures.py ├── test_forcings_metadata.py ├── test_forcings_proc.py ├── test_forcings_sel.py ├── test_forcings_slice.py ├── test_forcings_source.py └── test_forcings_values.py ├── grib ├── grib_fixtures.py ├── test_grib_backend.py ├── test_grib_cache.py ├── test_grib_concat.py ├── test_grib_convert.py ├── test_grib_copy.py ├── test_grib_cube.py ├── test_grib_file_parts.py ├── test_grib_file_stream.py ├── test_grib_geography.py ├── test_grib_gridspec.py ├── test_grib_headers_only.py ├── test_grib_inidces.py ├── test_grib_iter.py ├── test_grib_memory.py ├── test_grib_metadata.py ├── test_grib_order_by.py ├── test_grib_output.py ├── test_grib_sel.py ├── test_grib_serialise.py ├── test_grib_simplefieldlist.py ├── test_grib_slice.py ├── test_grib_stream.py ├── test_grib_summary.py ├── test_grib_tensor.py ├── test_grib_url.py ├── test_grib_url_stream.py └── test_grib_values.py ├── indexing ├── indexing_fixtures.py ├── test_indexing_db.py ├── test_indexing_isel.py ├── test_indexing_order_by.py ├── test_indexing_serialisation.py ├── test_order_kwargs.py └── test_selection_kwargs.py ├── lazy └── test_lazy_fdb.py ├── list_of_dicts ├── lod_fixtures.py ├── test_lod_core.py ├── test_lod_geography.py └── test_lod_metadata.py ├── netcdf ├── test_netcdf_clone.py ├── test_netcdf_concat.py ├── test_netcdf_convert.py ├── test_netcdf_fieldlist.py ├── test_netcdf_geography.py ├── test_netcdf_iter.py ├── test_netcdf_metadata.py ├── test_netcdf_opendap.py ├── test_netcdf_output.py ├── test_netcdf_sel.py ├── test_netcdf_slice.py ├── test_netcdf_summary.py └── test_netcdf_values.py ├── normalize ├── aliases.json ├── availability.json ├── test_normalize_aliases.py ├── test_normalize_aliases_grib.py ├── test_normalize_availability.py ├── test_normalize_bbox.py ├── test_normalize_date.py ├── test_normalize_enum.py ├── test_normalize_errors.py ├── test_normalize_kwargs.py ├── test_normalize_parameter.py └── test_transformers.py ├── patterns ├── patterns_fixtures.py ├── test_hive.py └── test_patterns.py ├── plugins ├── test_encoders_plugin.py └── test_sources_plugin.py ├── readers ├── test_covjson_reader.py ├── test_csv_reader.py ├── test_empty_file.py ├── test_geojson_reader.py ├── test_geotiff_reader.py ├── test_grib_reader.py ├── test_netcdf_reader.py ├── test_odb_reader.py ├── test_reader_padding_bytes.py ├── test_shapefile_reader.py ├── test_tar_reader.py ├── test_unknown_reader.py ├── test_zip_reader.py ├── unknown_file.unknown_ext └── unknown_text_file.unknown_ext ├── sources ├── test_ads.py ├── test_cds.py ├── test_ecfs.py ├── test_ecmwf_open_data.py ├── test_empty.py ├── test_fdb.py ├── test_file.py ├── test_file_pattern.py ├── test_gribjump.py ├── test_iris.py ├── test_list_of_dicts.py ├── test_mars.py ├── test_multi.py ├── test_polytope.py ├── test_s3.py ├── test_samples.py ├── test_url.py ├── test_url_pattern.py ├── test_wekeo.py ├── test_wekeocds.py └── test_zarr.py ├── targets ├── test_target_fdb.py ├── test_target_file.py ├── test_target_file_pattern.py └── test_target_zarr.py ├── test_00_version.py ├── thread ├── test_thread_cached_property.py └── test_thread_url_cache_off.py ├── translators └── test_translators.py ├── utils ├── __init__.py ├── dummy_module.py ├── test_bbox.py ├── test_dates.py ├── test_download_examples.py ├── test_interval.py ├── test_module_inputs_wrapper.py ├── test_parts.py ├── test_projections.py ├── test_request.py ├── test_stream.py ├── test_url.py ├── test_usermetadata.py └── test_utils.py ├── wrappers ├── test_ndarray.py ├── 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