Notebooks Authentication

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

Climate Change Adaptation Digital Twin Series
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

Climate Change Adaptation
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

How to use HDA to find and download data for conducting monitoring of Śniadrwy lake
In this notebook, we will present a simple example on how you can access data from DEDL using HDA and what you can do with it. As an example, we will try to download Sentinel-2 images containining data of Śniadrwy lake from first week of July 2023. With usage of HDA and few Python packages, you will be able to obtain rasters with NDWI index.View Notebook

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.View Notebook

Using HDA to Find and Download Data for Urban Area Monitoring Using Sentinel-1 Data
In this notebook, we will present a simple example of how you can access data from DEDL using HDA and what you can do with it. We will demonstrate how to utilize thresholding techniques and compare the values of VV and VH polarizations to analyze urban areas. As an illustration, we will attempt to download Sentinel-1 images containing data of the urban area of Warsaw (Poland).View Notebook

HDA PySTAC-Client Introduction
This notebook shows the basic use of DestinE Data Lake Harmonised Data Access using pystac-client.View Notebook

Access to Hook services
This Notebook demonstrates the retrieval of a token appropriate for interaction with the OnDemand Processing API (Hook API) and listing of available Hooks (Processors) using the retrieved token.View Notebook

Hook Tutorial - Data Harvest
This notebook demonstrates how to use the Hook service.View Notebook

Hook - Perform data harvesting
This Notebook demonstrates how to perform data harvesting with Hook.View Notebook