Input and output data for Data4Land v1.1.1

Input and Output Data for Data4Land v1.1.1

This dataset contains the input, intermediate, and output data generated using Data4Land software version v1.1.1, as part of the AD4GD pilot-2 preprocessing pipeline.

The folder structure in this archive mirrors the layout of the src/data folder in the Data4Land package.

Folder Structure:

data/input/

• lulc/ – LULC dataset and enriched version with protected areas (Notebook 1)

• impedance/ – Impedance raster, LULC-to-impedance mapping CSV, and enriched raster (Notebook 1)

• affinity/ – Landscape affinity enriched with protected areas (Notebook 1)

• vector/ – Merged and buffered OSM features (Notebook 2)

data/output/

• osm_data/ – OSM JSON data sorted by feature type and year (Notebook 2)

• protected_areas/ – Rasterised protected areas, borders, and country masks (Notebook 1)

• lulc_2017_upd.tif – Final LULC dataset enriched with OSM features (Notebook 3)

• {stressor}.tif – Rasterised biodiversity stressor data (Notebook 4)

• {stressor}_dist.tif – Distance-to-stressor layers (Notebook 4)

• {stressor}_edge.tif – Edge effect from landscape impedance (Notebook 4)

• max_result.tif – Final output combining impedance and edge effects (Notebook 4)

Notes

• Full data is not hosted on GitHub due to size limitations.

• All outputs are provided in standard formats (GeoTIFF, GeoPackage, GeoJSON) and are compatible with common tools such as QGIS Desktop.

• Virtual raster (VRT) files are included as auxiliary outputs generated by the Data4Land pipeline.

Licence

The 10m Annual Land Use Land Cover (LULC) dataset by Impact Observatory, Microsoft, and Esri is available under the CC BY 4.0 license.
All other data in this dataset is also shared under the Creative Commons Attribution 4.0 International License (CC BY 4.0).

Please cite the dataset DOI if used in publications.