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Access Token API-key Authentication AVHRR C3S Cluster Core API CQL2 CUDA cuDF cuML Dask Deep Learning DestineLab Digital Twin earthkit ECMWF EODAG ERA5 GFM GPU HDA Hook HTTP requests LI Lightning Machine Learning Metop MTG OLCI pyaviso PyTorch Queryables RAPIDS ROI satpy scikit-learn Sentinel-2 Sentinel-3 SEVIRI STAC STACK Storage TensorFlow Time Series Token Workflow XGBoost

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ERA5 hourly data on single levels from 1940 to present
This notebook shows how to authenticate with the DestinE API, queries and downloads ERA5 single-level reanalysis data using the DEDL HDA service, and visualizes the result with EarthKit.
HDASTACECMWFERA5
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Weather-Induced Extremes - Data Access using DEDL HDA
This notebook demonstrates how to access and download sea ice coverage data from the Weather-Induced Extremes Digital Twin using the DestinE Data Lake Harmonised Data Access (DEDL HDA) API, including authentication, filtering, polling, and visualizing the result on a map.
HDAECMWFDigital Twin
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Weather-Induced Extremes DT Parameter Plotter Tutorial
This notebook shows how to select, request, and download Digital Twin for Weather-Induced Extremes data from the DestinE Data Lake (DEDL HDA), including user-defined parameter, date, and level selection, followed by secure authentication, API querying, and visualization using EarthKit.
HDAECMWFearthkitDigital Twin
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Climate DT Parameter - Data Access using DEDL HDA
This notebook authenticates with the DestinE API, queries ECMWF Climate Digital Twin adaptation data, downloads the selected data using a retry mechanism, and visualizes it using EarthKit.
HDAECMWFAuthenticationDigital Twin
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HDA Extract Location Values - Tutorial
This notebook demonstrates how to extract time series data for specific locations from the Destination Earth Climate Digital Twin (DT) using HDA.
HDAECMWFDigital TwinTime Series
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ClimateDT-ROISelectionandDataAnalysis
This notebook shows how to request, access and work with Climate DT data selecting a region of interest via HDA
HDAECMWFearthkitDigital TwinROI
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HDA Climate DT Parameter Plotter - Tutorial
This notebook provides an interactive workflow to select, query, download, and visualize Climate Digital Twin parameters from the DestinE Data Lake using the DEDL HDA API.
HDAECMWFearthkitDigital Twin
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Weather-Induced Extremes DT Parameter - Time Series Plot - Data Access using DEDL HDA
This notebook authenticates with the DestinE API, queries ECMWF Extremes Digital Twin forecast data for a date within the last 14 days, downloads it, and visualizes wind gust and sea-level pressure fields using EarthKit.
HDAECMWFAuthenticationDigital Twin
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Aviso notification for DT data availability
This notebook shows how to check the data availablility for the Weather-Induced Extremes Digital Twin (Extremes DT) using the ECMWF Aviso package.
HDAECMWFpyavisoDigital Twin
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Climate DT Parameter - Time Series Plot - Data Access via DEDL HDA
This notebook authenticates users with DestinE services, submits data requests through the DEDL HDA API for Climate Digital Twin projections, monitors the request status, downloads the requested multi-year GRIB datasets, and visualizes the results using EarthKit.
HDAECMWFAuthenticationDigital Twin
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