Notebooks Digital Twin
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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
HDA Tutorial - Queryables
This notebook demonstrates how to use the queryables API to filter C3S and DestinE digital twin collections by leveraging variable terms that dynamically adjust based on user selections.
This notebook demonstrates how to use the queryables API to filter C3S and DestinE digital twin collections by leveraging variable terms that dynamically adjust based on user selections.
HDAC3SDigital TwinAuthenticationQueryables
View NotebookWeather-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.
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
View NotebookWeather-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.
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
View NotebookClimate 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.
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
View NotebookHDA 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.
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
View NotebookClimateDT-ROISelectionandDataAnalysis
This notebook shows how to request, access and work with Climate DT data selecting a region of interest via HDA
This notebook shows how to request, access and work with Climate DT data selecting a region of interest via HDA
HDAECMWFearthkitDigital TwinROI
View NotebookHDA 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.
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
View NotebookWeather-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.
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
View NotebookAviso 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.
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
View NotebookClimate 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.
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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