Notebooks ECMWF

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.View Notebook

Weather-Induced Extremes Digital Twin Series
his notebook authenticates with the DestinE API, queries ECMWF Extremes Digital Twin forecast data for a user-selected date within the last 14 days, downloads it, and visualizes wind gust and sea-level pressure fields using EarthKit.View Notebook

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.View Notebook

Climate DT Parameter Series Plot- Data Access using DEDL HDA
This notebook authenticates a user with DestinE services, constructs and submits data requests to the DEDL HDA API for Climate Digital Twin projections, polls for availability, downloads GRIB data for multiple years, and visualizes it using EarthKit.View Notebook

Weather-Induced Extremes DT Parameter Plotter Tutorial
This notebook shows how to select, request, and download Climate Digital Twin Extremes data from the DestinE Data Lake (DEDL HDA), including user-defined parameter, scenario, date, and level selection, followed by secure authentication, API querying, and visualization using EarthKit.View Notebook

HDA Extract Location Values - Tutorial
This notebook provides a hands-on introduction to working with data from the Destination Earth Climate Digital Twin (DT).View Notebook

Climate DT Parameter - Data Access using DEDL HDA
This notebook authenticates with the DestinE API, queries ECMWF Climate Digital Twin adaptation data based on ScenarioMIP parameters, downloads the selected forecast data using a robust retry mechanism, and visualizes it using EarthKit.View Notebook

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.View Notebook

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.View Notebook