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Merge pull request #260 from EOPF-Sample-Service/dev
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‎notebooks/.gallery-metadata.json‎

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"STAC/Data_Access_Tutorial": {
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"title": "Accessing Zarr Data",
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"description": "Explore how to access Data in Zarr format.",
5-
"tags": ["sentinel-2", "land", "xarray"],
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"tags": ["land", "sentinel-2", "xarray"],
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"thumbnail": "../static/EOPF-on-bright-baseline.png",
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"has_explicit_tags": true,
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"folder": "STAC"
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},
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"STAC/STAC_EOPF_ZARR_SENTINEL": {
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"title": "STAC-Based Exploration and Visualization of Sentinel-2 and Sentinel-1 Data",
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"description": "Learn how to access Sentinel-2 and Sentinel-1 images via the EOPF STAC Catalog using pystac-client",
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"tags": ["sentinel-1", "stac", "land"],
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"tags": ["sentinel-1", "land", "stac"],
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"thumbnail": "../static/EOPF-on-bright-baseline.png",
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"has_explicit_tags": true,
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"folder": "STAC"
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},
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"xarray_eopf_plugin/introduction": {
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"title": "Intoduction to the xarray EOPF backend",
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"description": "Access and explore analysis-ready and native EOPF Zarr data using xarray",
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"tags": ["sentinel-2", "land", "xarray-eopf"],
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"tags": ["xarray-eopf", "land", "sentinel-2"],
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"thumbnail": "../static/EOPF-on-bright-baseline.png",
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"has_explicit_tags": true,
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"folder": "xarray_eopf_plugin"
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},
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"xarray_eopf_plugin/sentinel_2_analysis": {
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"title": "xarray EOPF backend - Sentinel-2 Analysis Mode",
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"description": "Learn how to access Sentinel-2 products in analysis mode",
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"tags": ["sentinel-2", "land", "xarray-eopf"],
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"tags": ["xarray-eopf", "land", "sentinel-2"],
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"thumbnail": "../static/EOPF-on-bright-baseline.png",
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"has_explicit_tags": true,
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"folder": "xarray_eopf_plugin"
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},
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"xarray_eopf_plugin/sentinel_2_native": {
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"title": "xarray EOPF backend - Sentinel-2 Native mode",
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"description": "Learn how to access Sentinel-2 products in native mode",
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"tags": ["sentinel-2", "land", "xarray-eopf"],
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"tags": ["xarray-eopf", "land", "sentinel-2"],
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"thumbnail": "../static/EOPF-on-bright-baseline.png",
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"has_explicit_tags": true,
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"folder": "xarray_eopf_plugin"
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},
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"xarray_eopf_plugin/sentinel_3_native": {
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"title": "xarray EOPF backend - Sentinel-3 Native Mode",
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"description": "Learn how to access Sentinel-3 products in native mode",
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"tags": ["sentinel-3", "land", "xarray-eopf"],
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"tags": ["xarray-eopf", "land", "sentinel-3"],
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"thumbnail": "../static/EOPF-on-bright-baseline.png",
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"has_explicit_tags": true,
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"folder": "xarray_eopf_plugin"
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},
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"xarray_eopf_plugin/sentinel_1_native": {
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"title": "xarray EOPF backend - Sentinel-1 Native Mode",
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"description": "Learn how to access Sentinel-1 products in native mode",
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"tags": ["sentinel-1", "land", "xarray-eopf"],
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"tags": ["xarray-eopf", "sentinel-1", "land"],
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"thumbnail": "../static/EOPF-on-bright-baseline.png",
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"has_explicit_tags": true,
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"folder": "xarray_eopf_plugin"
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},
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"xarray_eopf_plugin/sentinel_3_analysis": {
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"title": "xarray EOPF backend - Sentinel-3 Analysis Mode",
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"description": "Learn how to access Sentinel-3 products in analysis mode",
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"tags": ["sentinel-3", "land", "xarray-eopf"],
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"tags": ["xarray-eopf", "land", "sentinel-3"],
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"thumbnail": "../static/EOPF-on-bright-baseline.png",
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"has_explicit_tags": true,
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"folder": "xarray_eopf_plugin"
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},
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"performance/sentinel_performance_zarr_safe_xcube": {
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"title": "EOPF zarr Performance Comparison - xcube",
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"description": "Compare the performance of the Sentinel EOPF zarr format to the SAFE format using the xcube readers.",
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"tags": ["sentinel-2", "performance", "xcube"],
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"tags": ["xcube", "sentinel-2", "performance"],
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"thumbnail": "https://raw.githubusercontent.com/EOPF-Sample-Service/eopf-sample-notebooks/refs/heads/main/notebooks/static/ESA_logo_2020_Deep.png",
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"has_explicit_tags": true,
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"folder": "performance"
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"Sentinel-2/eopf_openeo_stac_remote": {
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"title": "EOPF Zarr Data Access with openEO and STAC",
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"description": "Learn how to use the EOPF Zarr data through STAC and openEO",
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"tags": ["sentinel-2", "stac", "land", "openeo"],
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"tags": ["openeo", "stac", "land", "sentinel-2"],
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"thumbnail": "https://raw.githubusercontent.com/EOPF-Sample-Service/eopf-sample-notebooks/refs/heads/main/notebooks/static/ESA_logo_2020_Deep.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-2"
@@ -98,111 +98,111 @@
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"Sentinel-2/Random_Forest_Land_Cover": {
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"title": "Random Forest Based Land-Cover Mapping with Sentinel-2",
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"description": "Demonstrate how to perform a basic land cover mapping using random forest and the Sentinel-2 data in EOPF Zarr format",
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"tags": ["sentinel-2", "land", "xcube"],
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"tags": ["land", "xcube", "sentinel-2"],
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"thumbnail": "../static/EOPF-on-bright-baseline.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-2"
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},
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"Sentinel-2/sentinel-2_crop_type_classification_rule-based": {
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"title": "Sentinel-2 Crop-Type Classification",
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"description": "",
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"tags": ["sentinel-2", "land", "xarray"],
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"tags": ["land", "sentinel-2", "xarray"],
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"thumbnail": "https://raw.githubusercontent.com/EOPF-Sample-Service/eopf-sample-notebooks/refs/heads/main/notebooks/static/ESA_logo_2020_Deep.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-2"
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},
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"Sentinel-2/NDVI_based_landslide_mapping": {
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"title": "NDVI-based approach to study Landslide areas",
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"description": "Streamlining Cloud-Based Processing with EOPF and Xarray",
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"tags": ["sentinel-2", "security", "xarray"],
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"tags": ["security", "sentinel-2", "xarray"],
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"thumbnail": "https://raw.githubusercontent.com/EOPF-Sample-Service/eopf-sample-notebooks/refs/heads/main/notebooks/static/ESA_logo_2020_Deep.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-2"
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},
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"Sentinel-2/deforestation_monitoring_zarr": {
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"title": "Deforestation Monitoring using Sentinel 2 and xarray",
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"description": "Streamlining Cloud-Based Processing with EOPF and Xarray",
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"tags": ["sentinel-2", "security", "xarray"],
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"tags": ["security", "sentinel-2", "xarray"],
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"thumbnail": "https://raw.githubusercontent.com/EOPF-Sample-Service/eopf-sample-notebooks/refs/heads/main/notebooks/static/ESA_logo_2020_Deep.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-2"
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},
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"Sentinel-2/parcel_delineation_sentinel": {
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"title": "Parcel delineation using Sentinel-2",
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"description": "Delineating agricultural parcels based on a neural network, using Sentinel-2 input data",
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"tags": ["sentinel-2", "land", "xarray"],
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"tags": ["land", "sentinel-2", "xarray"],
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"thumbnail": "../static/EOPF-on-bright-baseline.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-2"
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},
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"Sentinel-2/eopf_openeo_stac": {
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"title": "EOPF Zarr Data Access with openEO and STAC",
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"description": "Learn how to use the EOPF Zarr data through STAC and openEO",
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"tags": ["sentinel-2", "stac", "land", "openeo"],
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"tags": ["openeo", "stac", "land", "sentinel-2"],
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"thumbnail": "https://raw.githubusercontent.com/EOPF-Sample-Service/eopf-sample-notebooks/refs/heads/main/notebooks/static/ESA_logo_2020_Deep.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-2"
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},
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"Sentinel-2/GDAL_explore_Zarr": {
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"title": "Explore EOPF Zarr Sentinel-2 files using GDAL",
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"description": "Explore how to open, visualise and plot Sentinel-2 L1C MSI EOPF Zarr format",
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"tags": ["gdal", "sentinel-2", "land"],
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"tags": ["land", "sentinel-2", "gdal"],
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"thumbnail": "../static/EOPF-on-bright-baseline.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-2"
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},
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"Sentinel-2/Sentinel-2_wildfire_mapping": {
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"title": "Wildfire Burn Severity Assessment Using Sentinel-2 L2A Data and dNBR",
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"description": "A hands-on tutorial using EOPF STAC Zarr datasets, Dask and Xarray to map and quantify burnt areas for the Peneda-Ger\u00eas wildfire event (Portugal, July 2025).",
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"tags": ["climate-change", "sentinel-2", "stac"],
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"tags": ["stac", "sentinel-2", "climate-change"],
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"thumbnail": "https://raw.githubusercontent.com/EOPF-Sample-Service/eopf-sample-notebooks/refs/heads/main/notebooks/static/ESA_logo_2020_Deep.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-2"
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},
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"Sentinel-2/oil_spill_index": {
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"title": "OSI - Oil Spill Index",
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"description": "Learn how to use the Oil Spill Index (OSI) to detect oil spills using Sentine-2 data.",
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"tags": ["marine", "stac", "sentinel 2"],
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"tags": ["stac", "sentinel 2", "marine"],
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"thumbnail": "https://raw.githubusercontent.com/EOPF-Sample-Service/eopf-sample-notebooks/refs/heads/main/notebooks/static/ESA_logo_2020_Deep.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-2"
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},
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"Sentinel-2/Sentinel-2_NDSI_Snow_Mapping": {
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"title": "NDSI based snow mapping with Sentinel-2",
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"description": "Demonstrate how to map snow coverage using the Sentinel-2 data in EOPF Zarr format",
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"tags": ["climate-change", "sentinel-2", "xcube"],
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"tags": ["xcube", "sentinel-2", "climate-change"],
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"thumbnail": "../static/EOPF-on-bright-baseline.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-2"
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},
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"Sentinel-2/oceanographic_wave_spectral_analysis": {
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"title": "Transforming workflow for oceanography study using Sentinel\u20112 data, from SAFE to Zarr",
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"description": "Computing wave spectra with 2D FFT & coherence in the EOPF framework",
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"tags": ["sentinel-2", "xarray", "marine"],
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"tags": ["sentinel-2", "marine", "xarray"],
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"thumbnail": "https://raw.githubusercontent.com/EOPF-Sample-Service/eopf-sample-notebooks/refs/heads/main/notebooks/static/ESA_logo_2020_Deep.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-2"
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},
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"Sentinel-2/Potato_Field_Crop_Type": {
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"title": "NDVI Time-Series Analysis of Potato Fields",
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"description": "A step-by-step guide to extracting and analyzing temporal NDVI profiles from potato fields for crop-type studies.",
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"tags": ["sentinel-2", "land", "xarray"],
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"tags": ["land", "sentinel-2", "xarray"],
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"thumbnail": "https://raw.githubusercontent.com/EOPF-Sample-Service/eopf-sample-notebooks/refs/heads/main/notebooks/static/ESA_logo_2020_Deep.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-2"
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},
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"Sentinel-2/SAFE_Zarr_Metadata_Comparison_S2_L2A": {
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"title": "Zarr vs SAFE Metadata",
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"description": "Learn how to extract Metadata from EOPF Zarr, in comparison with SAFE (Standard Archive Format for Europe) using GDAL & Xarray (Sentinel-2 L2A)",
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"tags": ["gdal", "sentinel-2", "land"],
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"tags": ["land", "sentinel-2", "gdal"],
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"thumbnail": "https://raw.githubusercontent.com/EOPF-Sample-Service/eopf-sample-notebooks/refs/heads/main/notebooks/static/ESA_logo_2020_Deep.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-2"
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},
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"Sentinel-2/water_level_timeseries": {
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"title": "Surface Water Level Monitoring with Sentinel-2",
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"description": "Timeseries of water covered area at Santa Giustina lake, Italy",
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"tags": ["climate-change", "sentinel-2", "xarray"],
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"tags": ["sentinel-2", "climate-change", "xarray"],
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"thumbnail": "https://raw.githubusercontent.com/EOPF-Sample-Service/eopf-sample-notebooks/refs/heads/main/notebooks/static/ESA_logo_2020_Deep.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-2"
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"Sentinel-2/SL2P_LAI_retrieval": {
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"title": "Computing Leaf Area Index with Sentinel-2 in EOPF Zarr format",
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"description": "LAI with Sentinel-2",
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"tags": [
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"sentinel-2",
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"Sentinel-2",
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"hybrid modelling",
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"LAI",
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"biophysical variable retrieval"
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],
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"thumbnail": "https://raw.githubusercontent.com/EOPF-Sample-Service/eopf-sample-notebooks/refs/heads/main/notebooks/static/ESA_logo_2020_Deep.png",
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"tags": ["land", "sentinel-2", "xarray"],
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"thumbnail": "../static/SL2P_LAI_retrieval.jpg",
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"has_explicit_tags": true,
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"folder": "Sentinel-2"
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},
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"Sentinel-2/Sentinel-2_snow_cover_fraction": {
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"title": "Analysing snow cover in the Alps using Sentinel-2",
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"description": "Learn how to use the EOPF Zarr data to analyse snow cover dynamics in the Alps with Sentinel-2 imagery.",
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"tags": ["sentinel-2", "land", "stac"],
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"tags": ["stac", "land", "sentinel-2"],
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"thumbnail": "https://raw.githubusercontent.com/EOPF-Sample-Service/eopf-sample-notebooks/refs/heads/main/notebooks/static/ESA_logo_2020_Deep.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-2"
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},
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"Sentinel-2/Sentinel-2_L1C_MSI_Zarr_product_exploration": {
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"title": "Sentinel-2 L1C MSI Zarr Product Exploration",
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"description": "Explore how to open, visualise and plot Sentinel-2 L1C MSI EOPF Zarr format",
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"tags": ["sentinel-2", "land", "xarray"],
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"tags": ["land", "sentinel-2", "xarray"],
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"thumbnail": "../static/EOPF-on-bright-baseline.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-2"
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"Sentinel-3/GDAL_Sentinel-3-OLCI-Level-1-EFR": {
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"title": "Open Sentinel-3-OLCI-Level-1-EFR Data with GDAL and eopfzarr",
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"description": "",
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"tags": ["climate-change", "gdal", "sentinel-3"],
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"tags": ["sentinel-3", "gdal", "climate-change"],
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"thumbnail": "https://raw.githubusercontent.com/EOPF-Sample-Service/eopf-sample-notebooks/refs/heads/main/notebooks/static/ESA_logo_2020_Deep.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-3"
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"Sentinel-3/Sentinel-3_Heatwave_Mapping": {
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"title": "Heatwave in Netherlands",
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"description": "Learn how to read, process and use Sentinel-3 Land Surface Temperature",
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"tags": ["climate-change", "sentinel-3", "xarray"],
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"tags": ["sentinel-3", "climate-change", "xarray"],
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"thumbnail": "https://raw.githubusercontent.com/EOPF-Sample-Service/eopf-sample-notebooks/refs/heads/main/notebooks/static/ESA_logo_2020_Deep.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-3"
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},
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"Sentinel-3/GDAL_Sentinel-3_Multi-Product-Demo": {
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"title": "Sentinel-3 Multi-Product Demo with GDAL",
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"description": "Comprehensive demonstration of accessing multiple Sentinel-3 product types using GDAL EOPFZARR driver",
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"tags": ["climate-change", "gdal", "sentinel-3"],
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"tags": ["sentinel-3", "gdal", "climate-change"],
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"thumbnail": "../static/ESA_EOPF_logo_2025_COLOR_ESA_blue_reduced.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-3"
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},
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"Sentinel-3/Regridding_Sentinel_3_SLSTR_LST": {
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"title": "Regridding Sentinel-3 SLSTR Data",
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"description": "Learn how to regridding Sentinel-3 SLSTR data",
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"tags": ["climate-change", "sentinel-3", "xarray"],
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"tags": ["sentinel-3", "climate-change", "xarray"],
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"thumbnail": "https://raw.githubusercontent.com/EOPF-Sample-Service/eopf-sample-notebooks/refs/heads/main/notebooks/static/ESA_logo_2020_Deep.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-3"
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"Sentinel-1/Sentinel-1_L2_OCN_Zarr_product_exploration": {
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"title": "Sentinel-1 L2 OCN Zarr Product Exploration",
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"description": "Explore how to open, visualise and use Sentinel-1 OCN products in EOPF Zarr format",
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"tags": ["sentinel-1", "xarray", "marine"],
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"tags": ["sentinel-1", "marine", "xarray"],
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"thumbnail": "../static/EOPF-on-bright-baseline.png",
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"has_explicit_tags": true,
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"folder": "Sentinel-1"
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"xcube_eopf_plugin/introduction": {
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"title": "Introduction to the xcube EOPF Data Store",
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"description": "Learn how to build analysis-ready data cubes from multiple EOPF Zarr samples.",
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"tags": ["sentinel-2", "land", "xcube"],
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"tags": ["land", "xcube", "sentinel-2"],
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"thumbnail": "../static/EOPF-on-bright-baseline.png",
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"has_explicit_tags": true,
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"folder": "xcube_eopf_plugin"
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},
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"xcube_eopf_plugin/sentinel_3": {
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"title": "Building Sentinel-3 Data Cubes with xcube EOPF Data Store",
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"description": "Learn how to build analysis-ready data cubes from multiple EOPF Sentinel-3 Zarr samples.",
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"tags": ["sentinel-3", "xcube", "land"],
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"tags": ["xcube", "land", "sentinel-3"],
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"thumbnail": "../static/EOPF-on-bright-baseline.png",
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"has_explicit_tags": true,
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"folder": "xcube_eopf_plugin"
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},
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"xcube_eopf_plugin/sentinel_2": {
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"title": "Building Sentinel-2 Data Cubes with xcube EOPF Data Store",
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"description": "Learn how to build analysis-ready data cubes from multiple EOPF Sentinel-2 Zarr samples.",
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"tags": ["sentinel-2", "land", "xcube"],
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"tags": ["land", "xcube", "sentinel-2"],
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"thumbnail": "../static/EOPF-on-bright-baseline.png",
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"has_explicit_tags": true,
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"folder": "xcube_eopf_plugin"

‎notebooks/Sentinel-2/SL2P_LAI_retrieval.ipynb‎

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" institution: Eurac Research\n",
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" ror: 01xt1w755\n",
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"date: 2026-05-07\n",
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"thumbnail: https://raw.githubusercontent.com/EOPF-Sample-Service/eopf-sample-notebooks/refs/heads/main/notebooks/static/ESA_logo_2020_Deep.png\n",
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"thumbnail: ../static/SL2P_LAI_retrieval.jpg\n",
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"keywords: [\"earth observation\", \"remote sensing\",\"LAI\", \"sentinel-2\",\"hybrid modelling\"]\n",
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"tags: [\"sentinel-2\",\"land\", \"xarray\"]\n",
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"releaseDate: 2026-05-07\n",

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