Fit Models Derived from Point Processes to Species Distributions using 'inlabru'
Overview
Integrated species distribution modeling is a rising field in quantitative ecology thanks to significant rises in the quantity of data available, increases in computational speed and the proven benefits of using such models. Despite this, the general software to help ecologists construct such models in an easy-to-use framework is lacking. We therefore introduce the R package 'PointedSDMs': which provides the tools to help ecologists set up integrated models and perform inference on them. There are also functions within the package to help run spatial cross-validation for model selection, as well as generic plotting and predicting functions. An introduction to these methods is discussed in Issac, Jarzyna, Keil, Dambly, Boersch-Supan, Browning, Freeman, Golding, Guillera-Arroita, Henrys, Jarvis, Lahoz-Monfort, Pagel, Pescott, Schmucki, Simmonds and O’Hara (2020) doi:10.1016/j.tree.2019.08.006.
Install
Health
- OK13 OK2026-08-30
- ERROR11 OK, 2 ERROR2026-08-21
- OK13 OK2026-08-05
- NOTE12 OK, 1 NOTE2026-08-01
- OK13 OK2026-06-09
Show 5 earlier changesHide 5 earlier changes
- ERROR12 OK, 1 ERROR2026-06-08
- OK13 OK2026-05-14
- NOTE12 OK, 1 NOTE2026-05-07
- OK12 OK2026-04-25
- NOTE12 OK, 2 NOTE2026-03-10
Documentation
- Help pages
- 58
- Examples that run
- 23%3 run in a plain check (3 of them under a condition) · 10 never run
- Exported functions with examples
- 65%
- Documented parameters
- 95%
- Return-value docs
- 53%
- Help pages citing references
- 12%
Downloads
Repository
- PRs merged (all time)
- 100%
- Median days to close, 50 most recently updated closed issues
- 4
- Median days to close, 50 most recently updated closed PRs
- 0
Stars over time
Forks over time
Releases over time
Issues over time
PRs over time
Commits over time
10 development-tooling and community-health practices detected across 6 families in the upstream repository
Checks run against github.com/philipmostert/pointedsdms on 2026-10-21.
The R CMD check workflow runs on Linux, macOS and Windows, and on R-devel
GitHub Pages site last deployed 2024-06-04 · The repository has a site deploy workflow
Show all practicesHide 2 practices
Dependencies
Installing PointedSDMs adds 60 packages (34 with compiled code, 60 MB of source tarballs). Heaviest: sf 9.3 MB, ggplot2 6.0 MB, blockCV 4.5 MB.
Code & Tests
Datasets
People & History
Pick two releases to compare their code metrics.
- 2.1.6Latest2026-08-24 · current release · diff ↗ ·
added 3 exports
print.blockedCV, print.blockedCVpred, print.datasetOut - RR 4.6.0 released · 2026-04-24
- 2.1.52026-02-18 · diff ↗
- unarchivedReturned to CRAN2025-08-29
- 2.1.42025-08-29 · diff ↗
- archivedRemoved from CRAN2025-07-30required archived package 'blockCV'
- RR 4.5.0 released · 2025-04-11
- 2.1.3
- 2.1.22024-08-22 · diff ↗
- 2.1.02024-07-08 · diff ↗ ·
removed 1 export
dataSDMadded 6 exports
specifyISDM, specifyMarks, specifySpecies, startISDM, startMarks, startSpecies - RR 4.4.0 released · 2024-04-24
- 1.3.22024-02-02 · diff ↗
- 1.3.12023-10-10 · diff ↗
- 1.32023-08-10 · diff ↗
- RR 4.3.0 released · 2023-04-21
- 1.2.12023-02-07 · diff ↗
Package metadata
- First published
- 2022-06-14
- Total releases
- 15 / 4 yrs
- License
- GPL (>= 3) OSI
- Additional repositories
- inla.r-inla-download.org
- Minimum R
- ≥ 4.1
- Bundled data
- 197 KB / 4 files
- Download size
- 1.5 MB
Cite
Cite this package
Run in R for the authors' entry:
citation("PointedSDMs")The package provides a citation file, so citation() returns the authors' own entry.
It points to 10.1111/2041-210x.14091.
Cite the R Observatory
For a number measured here: a download total, a coverage figure, an archival date.
From data release v2026-10-23, which the citation names so these numbers can be found later. More on citing and the projects behind them.