Climate change modelling indicates extensive range contractions for a scarce southern African endemic and minimal protected area network within its future climatically suitable range
Data files
Aug 04, 2025 version files 17.68 KB
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BirdLasserData_BlackHarrier_2014_2020_DenaturedtoCounts.tfw
82 B
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BirdLasserData_BlackHarrier_2014_2020_DenaturedtoCounts.tif
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BirdLasserData_BlackHarrier_2014_2020_DenaturedtoCounts.tif.aux.xml
1.36 KB
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BirdLasserData_BlackHarrier_2014_2020_DenaturedtoCounts.tif.ovr
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BirdLasserData_BlackHarrier_2014_2020_DenaturedtoCounts.tif.vat.cpg
5 B
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BirdLasserData_BlackHarrier_2014_2020_DenaturedtoCounts.tif.vat.dbf
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BirdLasserData_BlackHarrier_2014_2020_DenaturedtoCounts.tif.xml
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README.md
3.55 KB
Abstract
The Black Harrier (Circus maurus) is listed as Endangered by the IUCN and is an endemic, range-restricted habitat specialist within southern Africa. Our study aimed to assess the current and potential future changes in the distribution of the Black Harrier, as well as to quantify the most suitable areas within both the “breeding range” (i.e., areas used for nesting) and the “all-year-round range” (i.e., areas used by Black Harriers during breeding and non-breeding periods). Using tracking data of 13 tagged adults and 307 nest locations collected from 2000-2015, we implemented a Species Distribution Modelling workflow, making use of a data-driven process of variable selection and model optimization. Model optimization included hyper-parameter tuning, which is the process of finding the optimal settings for model parameters to improve predictive performance. Additionally, we used General Circulation Models and three Shared Socioeconomic Pathways to assess the potential impact of climate change on the geographical distribution of the Black Harrier. Our study shows that a disproportionately low percentage (32%) of the area currently climatically suitable for the Black Harrier hosts suitable breeding habitat for the species. Climate change modelling projects extensive range contractions (up to 83%) of both Black Harrier breeding and all-year-round ranges by 2061-2080. Core areas of the projected future range are in the coastal, Overberg, and mountain Fynbos/Renosterveld regions of the Western Cape province of South Africa. Furthermore, only ca. 20% and 10% of Black Harrier’s breeding and all-year-round ranges, respectively, fall within Protected Areas (PAs). Prioritising, protecting, and managing the remaining habitat patches within the projected future range by including them within PA networks, will be critical to promote the persistence of the Black Harrier.
Dataset DOI: 10.5061/dryad.2jm63xt26
Description of the data and file structure
This dataset contains occurrence records for the Endangered Black Harrier (Circus maurus) collected between 2014 and 2020, aggregated and spatially denatured in line with Category 2 biodiversity data protection protocols. Original point locality records were generalized to a spatial resolution of 10 km and converted to a raster (GeoTIFF) format representing species observation counts per 10 km grid cell. The dataset is provided in GeoTIFF format, which is commonly used for storing spatial data. The main data file and several auxiliary files are included:
| Filename | Description |
|---|---|
BirdLasserData_BlackHarrier_2014_2020_DenaturedtoCounts.tif |
Main data file. A raster (GeoTIFF) representing the number of Black Harrier sightings per 10 km grid cell. |
BirdLasserData_BlackHarrier_2014_2020_DenaturedtoCounts.tfw |
A world file containing georeferencing information that helps GIS software position the .tif correctly on the Earth’s surface. |
BirdLasserData_BlackHarrier_2014_2020_DenaturedtoCounts.tif.aux.xml |
A metadata file generated by GIS software that stores auxiliary information (e.g., symbology, statistics) about the raster. |
BirdLasserData_BlackHarrier_2014_2020_DenaturedtoCounts.tif.ovr |
A pyramid overview file, used to improve rendering speed when zooming in/out within GIS applications. |
BirdLasserData_BlackHarrier_2014_2020_DenaturedtoCounts.tif.vat.dbf |
A value attribute table in DBF format that stores pixel value attributes (e.g., count of records per grid cell). |
BirdLasserData_BlackHarrier_2014_2020_DenaturedtoCounts.tif.vat.cpg |
Specifies the character encoding (usually UTF-8) for the .dbf attribute table. |
BirdLasserData_BlackHarrier_2014_2020_DenaturedtoCounts.tif.xml |
A standard XML metadata file, compatible with ArcGIS, describing spatial reference, origin, extent, and additional metadata. |
The dataset provides a spatial summary of Black Harrier distribution based on vetted citizen science records. Raw point-level data are not publicly shared due to species sensitivity and are available upon reasonable request under appropriate licensing conditions.
Code/software
- Viewing: The dataset can be opened using GIS software such as QGIS (free and open-source) or ArcGIS Pro.
- Analysis or conversion: Can be converted to CSV or other tabular formats using R, Python, or GDAL-based tools
Access information
The denatured dataset is archived on Dryad (see DOI above).
Original citizen science records are also accessible (in raw or generalized form) via:
- BirdLasser
- eBird
- SABAP2
Raw data is not publicly distributed due to species sensitivity but may be shared upon request under suitable licensing and ethical review.
