Notebooks HDA

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

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

Filtering datasets with the STAC API Filter extension (CQL2)
This notebook shows how to use CQL2 filters, defined by the STAC API Filter extension, to find datasets in the DestinE Data Lake (HDA).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 - Quick start
This notebook demonstrates how to use the HDA (Harmonized Data Access) API by sending a few HTTP requests to the API, using Python code.View Notebook

Using DEDL API Keys for Automated Workflows
Demonstrating DestinE Data Lake API Keys usage for accessing data via HDAView Notebook

HDA Tutorial
This notebook demonstrates the first steps using the Harmonised Data access API.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 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

EODAG - DestinE Data Lake Provider
This notebook demonstrates how to use the DEDL provider in EODAG.View Notebook

EODAG - A quick start with DEDL
This notebook provides a quickstart guide for using the EODAG Python API and CLI to search, discover, and download DEDL data.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

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.View Notebook

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.View Notebook

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.View Notebook

ClimateDT-ROISelectionandDataAnalysis
This notebook shows how to request, access and work with Climate DT data selecting a region of interest via HDAView 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

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.View Notebook

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

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.View Notebook

High rate SEVIRI Level 1.5 Image Data MSG - Data Access
This notebook demonstrates how to access SEVIRI data using HDA and how to read, process and visualize it.View Notebook

AVHRR Level 1B Metop Global - Data Access
This notebook demonstrates how to search and access Metop data using HDA and how to read, process and visualize it using satpy.View Notebook

MTG Lightning Imager Accumulated Flash Radiance (AFR)
Access, exploration and visualization of MTG LI Accumulated Flash Radiance data using the Destination Earth Data Lake HDA service.View Notebook

OLCI Level 1B Reduced Resolution - Sentinel-3
This notebook demonstrates how to search and access Sentinel-3 data using HDA and how to read and visualize it using satpy.View Notebook