Data · dataset · 2025
Black-tailed Jackrabbit Habitat Model for NSNF Connectivity - CDFW [ds1031]
Listed in California Open Data
The Maxent modeling algorithm was used to build the species distribution model at 270 m spatial resolution using species occurrence points and environmental layers as predictors (Phillips et al. 2006).
Description
Species occurrence points were primarily obtained from CNDDB (California Natural Diversity Database) and other CDFW sources, GBIF (Global Biodiversity Information Facility), PRBO (Point Blue Conservation Science) and Arctos museum databases.
Vegetation, distance to water, elevation, and bioclimatic variables (Franklin et al. 2013) were used as predictor variables. The models were run at 270 m spatial resolution with five replications using cross-validation as a method of sample evaluation. Cross-validation involved the partitioning of the sample data into n subsets, fitting the models to n-1subsets, and testing the model on the one subset not used in fitting the model.
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Initial model runs showed that our models converged around 2,000 iterations and for this reason we ran all models with 2,500 maximum iterations. Maxent was implemented in R using the ‘dismo''package (Hijmans et al. 2011). Model evaluation was carried out using the ‘PresenceAbsence''package in R (Freeman and Moisen 2008).
We used AUC as a metric to evaluate model performance. The package also computes threshold values using several accuracy metrics to translate predicted probability maps into binary suitable and unsuitable habitats. We selected the MeanProb, a threshold set based on the mean predicted probability of species occurrences.
The output from Maxent are grid datasets in a multiband ‘tif''format with one band for each replication. We averaged the five replicated maps and created a mean grid for each species. The grid was then symbolized to represent low (threshold-50), medium (50-75) and high (75-100) habitat suitability, with pixel values that are below the threshold excluded.
Models were reviewed by CDFW species experts; please review the use limitations.For more information see the project report at [nrm.dfg.ca.gov/FileHandler.ashx?DocumentID=85358].
Links
Get the data
- Publisher page data-cdfw.opendata.arcgis.com/content/CDFW::black-tailed-jackrabbit-habitat-model-for-nsnf-c… ↗
documentation · download · from data ca gov
- ArcGIS GeoService tiledimageservices2.arcgis.com/Uq9r85Potqm3MfRV/arcgis/rest/services/biosds1031_cru/ImageServ… ↗
download · from data ca gov
- bios.dfg.ca.gov ↗
Black-tailed Jackrabbit Habitat Model for NSNF Connectivity - CDFW [ds1031]
download · from data ca gov
- withheld ↗
Black-tailed Jackrabbit Habitat Model for NSNF Connectivity - CDFW [ds1031]
download · from data ca gov
Where it is published
- California Open Data dataset page data.ca.gov/dataset/black-tailed-jackrabbit-habitat-model-for-nsnf-connect… ↗
landing page · from data ca gov
Catalogue records · 1
- CKAN API data.ca.gov/api/3/action/package_show?id=91431d17-d00f-468c-8fc3-7bc78d502… ↗
metadata API · from data ca gov
Topics
- Stated by source
- Natural Resources
Provenance · 1 source records, 8 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| California Open Data | 91431d17-d00f-468c-8fc3-7bc78d502e3b | 9 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · data ca gov | connector:data_ca_gov@1.0.0 | |
| concepts[topic].ckan_group:data_ca_gov:natural-resources | source · data ca gov | connector:data_ca_gov@1.0.0 | |
| created_date | source · data ca gov | connector:data_ca_gov@1.0.0 | |
| description | source · data ca gov | connector:data_ca_gov@1.0.0 | /notes |
| license_text | source · data ca gov | connector:data_ca_gov@1.0.0 | |
| publication_date | source · data ca gov | connector:data_ca_gov@1.0.0 | |
| title | source · data ca gov | connector:data_ca_gov@1.0.0 | /title |
| updated_date | source · data ca gov | connector:data_ca_gov@1.0.0 |