spOccupancy

Single-Species, Multi-Species, and Integrated Spatial Occupancy Models

CRAN Package

Fits single-species, multi-species, and integrated non-spatial and spatial occupancy models using Markov Chain Monte Carlo (MCMC). Models are fit using Polya-Gamma data augmentation detailed in Polson, Scott, and Windle (2013) doi:10.1080/01621459.2013.829001. Spatial models are fit using either Gaussian processes or Nearest Neighbor Gaussian Processes (NNGP) for large spatial datasets. Details on NNGP models are given in Datta, Banerjee, Finley, and Gelfand (2016) doi:10.1080/01621459.2015.1044091 and Finley, Datta, and Banerjee (2022) doi:10.18637/jss.v103.i05. Provides functionality for data integration of multiple single-species occupancy data sets using a joint likelihood framework. Details on data integration are given in Miller, Pacifici, Sanderlin, and Reich (2019) doi:10.1111/2041-210X.13110. Details on single-species and multi-species models are found in MacKenzie, Nichols, Lachman, Droege, Royle, and Langtimm (2002) [doi:10.1890/0012-9658(2002)083[2248:ESORWD]2.0.CO;2](https://doi.org/10.1890%2F0012-9658%282002%29083%5B2248%3AESORWD%5D2.0.CO%3B2) and Dorazio and Royle doi:10.1198/016214505000000015, respectively.


Documentation


Team


Insights

Last 30 days

This package has been downloaded 489 times in the last 30 days. Now we're getting somewhere! Enough downloads to populate a lively group chat. The following heatmap shows the distribution of downloads per day. Yesterday, it was downloaded 13 times.

Sun
Mon
Tue
Wed
Thu
Fri
Sat
0 downloadsMar 2, 2025
0 downloadsMar 3, 2025
18 downloadsMar 4, 2025
47 downloadsMar 5, 2025
8 downloadsMar 6, 2025
10 downloadsMar 7, 2025
6 downloadsMar 8, 2025
4 downloadsMar 9, 2025
5 downloadsMar 10, 2025
21 downloadsMar 11, 2025
31 downloadsMar 12, 2025
11 downloadsMar 13, 2025
15 downloadsMar 14, 2025
42 downloadsMar 15, 2025
9 downloadsMar 16, 2025
13 downloadsMar 17, 2025
19 downloadsMar 18, 2025
10 downloadsMar 19, 2025
18 downloadsMar 20, 2025
21 downloadsMar 21, 2025
9 downloadsMar 22, 2025
10 downloadsMar 23, 2025
15 downloadsMar 24, 2025
18 downloadsMar 25, 2025
17 downloadsMar 26, 2025
13 downloadsMar 27, 2025
48 downloadsMar 28, 2025
2 downloadsMar 29, 2025
8 downloadsMar 30, 2025
11 downloadsMar 31, 2025
17 downloadsApr 1, 2025
13 downloadsApr 2, 2025
0 downloadsApr 3, 2025
0 downloadsApr 4, 2025
0 downloadsApr 5, 2025
2
48

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Last 365 days

This package has been downloaded 10,413 times in the last 365 days. That's enough downloads to make it mildly famous in niche technical communities. A badge of honor! The day with the most downloads was Sep 11, 2024 with 100 downloads.

The following line graph shows the downloads per day. You can hover over the graph to see the exact number of downloads per day.

Data provided by CRAN


Binaries


Dependencies

  • Imports7 packages
  • Suggests1 package