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Title: Access Patterns to Remote Data with fsspec

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Skip to main contenthttps://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#main-content
https://tutorial.xarray.dev/intro.html
Get Startedhttps://tutorial.xarray.dev/overview/get-started.html
Xarray in 45 minuteshttps://tutorial.xarray.dev/overview/xarray-in-45-min.html
Learning Pathshttps://tutorial.xarray.dev/overview/learning-paths.html
Fundamental Pathhttps://tutorial.xarray.dev/overview/fundamental-path/README.html
Intermediate Pathhttps://tutorial.xarray.dev/overview/intermediate-path/README.html
Data Structureshttps://tutorial.xarray.dev/fundamentals/01_data_structures.html
Xarray’s Data structureshttps://tutorial.xarray.dev/fundamentals/01_datastructures.html
Creating Data Structureshttps://tutorial.xarray.dev/fundamentals/01.1_creating_data_structures.html
Reading and writing fileshttps://tutorial.xarray.dev/fundamentals/01.1_io.html
xarray.DataTree and hierarchical datahttps://tutorial.xarray.dev/fundamentals/01_datatree_hierarchical_data.html
Labeled datahttps://tutorial.xarray.dev/fundamentals/02_labeled_data.html
Indexing and Selecting Datahttps://tutorial.xarray.dev/fundamentals/02.1_indexing_Basic.html
Manipulating Dimensions (Data Resolution)https://tutorial.xarray.dev/fundamentals/02.2_manipulating_dimensions.html
Computationhttps://tutorial.xarray.dev/fundamentals/03_computation.html
Basic Computationhttps://tutorial.xarray.dev/fundamentals/03.1_computation_with_xarray.html
Computing with Multiple Objectshttps://tutorial.xarray.dev/fundamentals/02.3_aligning_data_objects.html
Grouped Computationshttps://tutorial.xarray.dev/fundamentals/03.2_groupby_with_xarray.html
Windowed Computationshttps://tutorial.xarray.dev/fundamentals/03.3_windowed.html
Weighted Reductionshttps://tutorial.xarray.dev/fundamentals/03.4_weighted.html
Plotting and Visualizationhttps://tutorial.xarray.dev/fundamentals/04.0_plotting.html
Basic Visualizationhttps://tutorial.xarray.dev/fundamentals/04.1_basic_plotting.html
Facetinghttps://tutorial.xarray.dev/fundamentals/04.2_faceting.html
Geography with Cartopyhttps://tutorial.xarray.dev/fundamentals/04.3_geographic_plotting.html
Computationshttps://tutorial.xarray.dev/intermediate/computation/index.html
Computational Patternshttps://tutorial.xarray.dev/intermediate/computation/01-high-level-computation-patterns.html
Hierarchical computationshttps://tutorial.xarray.dev/intermediate/computation/hierarchical_computation.html
Indexinghttps://tutorial.xarray.dev/intermediate/indexing/indexing.html
Advanced Indexinghttps://tutorial.xarray.dev/intermediate/indexing/advanced-indexing.html
Boolean Indexing & Maskinghttps://tutorial.xarray.dev/intermediate/indexing/boolean-masking-indexing.html
Parallel computing with Daskhttps://tutorial.xarray.dev/intermediate/xarray_and_dask.html
Introduction to Zarrhttps://tutorial.xarray.dev/intermediate/intro-to-zarr.html
Hierarchical storage formatshttps://tutorial.xarray.dev/intermediate/storage_formats.html
A Tour of Xarray Customizationshttps://tutorial.xarray.dev/intermediate/xarray_ecosystem.html
Interactive plots using hvplothttps://tutorial.xarray.dev/intermediate/hvplot.html
Intermediate Xarray DataStructureshttps://tutorial.xarray.dev/intermediate/datastructures-intermediate.html
Datasets in other fieldshttps://tutorial.xarray.dev/intermediate/BiologyDataset.html
Remote Datahttps://tutorial.xarray.dev/intermediate/remote_data/index.html
Zarr in Cloud Object Storagehttps://tutorial.xarray.dev/intermediate/remote_data/cmip6-cloud.html
Access Patterns to Remote Data with fsspechttps://tutorial.xarray.dev/intermediate/remote_data/remote-data.html
Data Tidyinghttps://tutorial.xarray.dev/intermediate/data_cleaning/05.1_intro.html
Exampleshttps://tutorial.xarray.dev/intermediate/data_cleaning/05.2_examples.html
Re-organize InSAR ice velocity datahttps://tutorial.xarray.dev/intermediate/data_cleaning/05.3_ice_velocity.html
Contributinghttps://tutorial.xarray.dev/intermediate/data_cleaning/05.4_contributing.html
Presentationshttps://tutorial.xarray.dev/intermediate/data_cleaning/05.5_scipy_talk.html
Parallelizing custom functionshttps://tutorial.xarray.dev/advanced/parallel-intro.html
apply_ufunchttps://tutorial.xarray.dev/advanced/apply_ufunc/apply_ufunc.html
A gentle introductionhttps://tutorial.xarray.dev/advanced/apply_ufunc/simple_numpy_apply_ufunc.html
Core dimensionshttps://tutorial.xarray.dev/advanced/apply_ufunc/core-dimensions.html
Handling complex outputhttps://tutorial.xarray.dev/advanced/apply_ufunc/complex-output-numpy.html
Automatic Vectorizationhttps://tutorial.xarray.dev/advanced/apply_ufunc/automatic-vectorizing-numpy.html
Handling dask arrayshttps://tutorial.xarray.dev/advanced/apply_ufunc/dask_apply_ufunc.html
Fast vectorization with Numbahttps://tutorial.xarray.dev/advanced/apply_ufunc/numba-vectorization.html
np.interp : An end-to-end examplehttps://tutorial.xarray.dev/advanced/apply_ufunc/example-interp.html
map_blockshttps://tutorial.xarray.dev/advanced/map_blocks/map_blocks.html
A gentle introductionhttps://tutorial.xarray.dev/advanced/map_blocks/simple_map_blocks.html
Reading data using backendshttps://tutorial.xarray.dev/advanced/backends/backends.html
Binary data without lazy loadinghttps://tutorial.xarray.dev/advanced/backends/1.Backend_without_Lazy_Loading.html
Binary data with lazy loadinghttps://tutorial.xarray.dev/advanced/backends/2.Backend_with_Lazy_Loading.html
Creating custom accessorshttps://tutorial.xarray.dev/advanced/accessors/01_accessor_examples.html
SciPy 2025https://tutorial.xarray.dev/workshops/scipy2025/index.html
SciPy 2024https://tutorial.xarray.dev/workshops/scipy2024/index.html
SciPy 2023https://tutorial.xarray.dev/workshops/scipy2023/README.html
Thinking like Xarray 2022https://tutorial.xarray.dev/workshops/thinking-like-xarray/README.html
High-level computation patternshttps://tutorial.xarray.dev/intermediate/01-high-level-computation-patterns
Oceanhackweek 2020https://tutorial.xarray.dev/workshops/oceanhackweek2020/README.html
Xarray in 45 minuteshttps://tutorial.xarray.dev/overview/xarray-in-45-min
Xarray Online Tutorial 2020https://tutorial.xarray.dev/workshops/online-tutorial-series/README.html
Xarray Fundamentalshttps://tutorial.xarray.dev/workshops/online-tutorial-series/01_xarray_fundamentals.html
Indexing and Selecting Datahttps://tutorial.xarray.dev/workshops/online-tutorial-series/02_indexing.html
Computationhttps://tutorial.xarray.dev/workshops/online-tutorial-series/03_computation.html
Contributing Guidehttps://tutorial.xarray.dev/CONTRIBUTING.html
Keep Exploring!https://tutorial.xarray.dev/reference/resources.html
Glossaryhttps://tutorial.xarray.dev/reference/glossary.html
Binder https://mybinder.org/v2/gh/xarray-contrib/xarray-tutorial/main?urlpath=lab/tree/intermediate/remote_data/remote-data.ipynb
Repository https://github.com/xarray-contrib/xarray-tutorial
Suggest edit https://github.com/xarray-contrib/xarray-tutorial/edit/main/intermediate/remote_data/remote-data.ipynb
Open issue https://github.com/xarray-contrib/xarray-tutorial/issues/new?title=Issue%20on%20page%20%2Fintermediate/remote_data/remote-data.html&body=Your%20issue%20content%20here.
.ipynb https://tutorial.xarray.dev/_sources/intermediate/remote_data/remote-data.ipynb
xarray backends under the hoodhttps://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#xarray-backends-under-the-hood
What are we seeing?https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#what-are-we-seeing
Supported file formats by backendhttps://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#supported-file-formats-by-backend
Trying to access a file on cloud storage (AWS S3)https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#trying-to-access-a-file-on-cloud-storage-aws-s3
Supported format + Read from Buffers = Remote accesshttps://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#supported-format-read-from-buffers-remote-access
Remote Access and File Cachinghttps://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#remote-access-and-file-caching
fsspec caching implementations.https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#fsspec-caching-implementations
simple cache + open_local()https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#simple-cache-open-local
block cache + open()https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#block-cache-open
Reading data from cloud storagehttps://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#reading-data-from-cloud-storage
Key Takeawayshttps://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#key-takeaways
#https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#access-patterns-to-remote-data-with-fsspec
CMIP6 tutorialhttps://tutorial.xarray.dev/intermediate/remote_data/remote-data.html
fsspechttps://github.com/fsspec/filesystem_spec
xarrayhttps://docs.xarray.dev/en/stable/index.html#module-xarray
xr.open_datasethttps://docs.xarray.dev/en/stable/generated/xarray.open_dataset.html#xarray.open_dataset
#https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#xarray-backends-under-the-hood
syshttps://docs.python.org/3/library/sys.html#module-sys
sys.settracehttps://docs.python.org/3/library/sys.html#sys.settrace
xr.open_datasethttps://docs.xarray.dev/en/stable/generated/xarray.open_dataset.html#xarray.open_dataset
sys.settracehttps://docs.python.org/3/library/sys.html#sys.settrace
#https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#what-are-we-seeing
sys.settracehttps://docs.python.org/3/library/sys.html#sys.settrace
xr.open_datasethttps://docs.xarray.dev/en/stable/generated/xarray.open_dataset.html#xarray.open_dataset
sys.settracehttps://docs.python.org/3/library/sys.html#sys.settrace
#https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#supported-file-formats-by-backend
xr.backends.list_engineshttps://docs.xarray.dev/en/stable/generated/xarray.backends.list_engines.html#xarray.backends.list_engines
#https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#trying-to-access-a-file-on-cloud-storage-aws-s3
xr.open_datasethttps://docs.xarray.dev/en/stable/generated/xarray.open_dataset.html#xarray.open_dataset
Exceptionhttps://docs.python.org/3/library/exceptions.html#Exception
printhttps://docs.python.org/3/library/functions.html#print
netCDF4_.py#L618https://github.com/pydata/xarray/blob/6c2d8c3389afe049ccbfd1393e9a81dd5c759f78/xarray/backends/netCDF4_.py#L618
#https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#supported-format-read-from-buffers-remote-access
#https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#remote-access-and-file-caching
#https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#fsspec-caching-implementations
#https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#simple-cache-open-local
xr.open_datasethttps://docs.xarray.dev/en/stable/generated/xarray.open_dataset.html#xarray.open_dataset
#https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#block-cache-open
#https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#reading-data-from-cloud-storage
#https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#key-takeaways
previous Zarr in Cloud Object Storage https://tutorial.xarray.dev/intermediate/remote_data/cmip6-cloud.html
next Data Tidying https://tutorial.xarray.dev/intermediate/data_cleaning/05.1_intro.html
xarray backends under the hoodhttps://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#xarray-backends-under-the-hood
What are we seeing?https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#what-are-we-seeing
Supported file formats by backendhttps://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#supported-file-formats-by-backend
Trying to access a file on cloud storage (AWS S3)https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#trying-to-access-a-file-on-cloud-storage-aws-s3
Supported format + Read from Buffers = Remote accesshttps://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#supported-format-read-from-buffers-remote-access
Remote Access and File Cachinghttps://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#remote-access-and-file-caching
fsspec caching implementations.https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#fsspec-caching-implementations
simple cache + open_local()https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#simple-cache-open-local
block cache + open()https://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#block-cache-open
Reading data from cloud storagehttps://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#reading-data-from-cloud-storage
Key Takeawayshttps://tutorial.xarray.dev/intermediate/remote_data/remote-data.html#key-takeaways
NumFOCUShttps://numfocus.org
Executable Book Projecthttps://ebp.jupyterbook.org
Apache 2.0 Licensehttps://www.apache.org/licenses/LICENSE-2.0.html

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