Package: Ostats 0.2.0
Ostats: O-Stats, or Pairwise Community-Level Niche Overlap Statistics
O-statistics, or overlap statistics, measure the degree of community-level trait overlap. They are estimated by fitting nonparametric kernel density functions to each species’ trait distribution and calculating their areas of overlap. For instance, the median pairwise overlap for a community is calculated by first determining the overlap of each species pair in trait space, and then taking the median overlap of each species pair in a community. This median overlap value is called the O-statistic (O for overlap). The Ostats() function calculates separate univariate overlap statistics for each trait, while the Ostats_multivariate() function calculates a single multivariate overlap statistic for all traits. O-statistics can be evaluated against null models to obtain standardized effect sizes. 'Ostats' is part of the collaborative Macrosystems Biodiversity Project "Local- to continental-scale drivers of biodiversity across the National Ecological Observatory Network (NEON)." For more information on this project, see the Macrosystems Biodiversity Website (<https://neon-biodiversity.github.io/>). Calculation of O-statistics is described in Read et al. (2018) <doi:10.1111/ecog.03641>, and a teaching module for introducing the underlying biological concepts at an undergraduate level is described in Grady et al. (2018) <http://tiee.esa.org/vol/v14/issues/figure_sets/grady/abstract.html>.
Authors:
Ostats_0.2.0.tar.gz
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Ostats.pdf |Ostats.html✨
Ostats/json (API)
# Install 'Ostats' in R: |
install.packages('Ostats', repos = c('https://neon-biodiversity.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/neon-biodiversity/ostats/issues
- ant_data - Sample Circular Data
- pitcher_traits - Sample Multivariate Trait Data
- reg_pool - Sample Data for Ostats_regional
- small_mammal_Ostats - Pre-calculated Overlap Statistics for NEON Small Mammals 2015
- small_mammal_data - Sample Continuous Trait Data
Last updated 2 days agofrom:c674dd3c3f. Checks:OK: 1 ERROR: 6. Indexed: yes.
Target | Result | Date |
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Doc / Vignettes | OK | Nov 19 2024 |
R-4.5-win | ERROR | Nov 19 2024 |
R-4.5-linux | ERROR | Nov 19 2024 |
R-4.4-win | ERROR | Nov 19 2024 |
R-4.4-mac | ERROR | Nov 19 2024 |
R-4.3-win | ERROR | Nov 19 2024 |
R-4.3-mac | ERROR | Nov 19 2024 |
Exports:community_overlapOstatsOstats_multivariateOstats_multivariate_plotOstats_plot
Dependencies:abindbootcaretcircularclasscliclockcodetoolscolorspacecpp11crayondata.tablediagramdigestdoParalleldplyre1071fansifarverfastclusterFNNforeachfuturefuture.applygenericsgeometryggplot2globalsgluegowergridExtragtablehardhathitandrunhmshypervolumeipredisobanditeratorskernlabKernSmoothkslabelinglatticelavalifecyclelinproglistenvlpSolvelubridatemagicmagrittrmapsMASSMatrixmatrixStatsmclustmgcvModelMetricsmulticoolmunsellmvtnormnlmennetnumDerivpalmerpenguinsparallellypbapplypdistpillarpkgconfigplyrpracmaprettyunitspROCprodlimprogressprogressrproxypurrrR6rasterrcddRColorBrewerRcppRcppArmadilloRcppProgressrecipesreshape2rlangrpartscalessfsmiscshapespSQUAREMstringistringrsurvivalterratibbletidyrtidyselecttimechangetimeDatetzdbutf8vctrsviridisviridisLitewithr
Example 2: Multivariate O-statistics
Rendered fromExample2-Ostats-multivariate.Rmd
usingknitr::rmarkdown
on Nov 19 2024.Last update: 2024-11-08
Started: 2024-11-08
O-stats: Example 1 - Univariate O-statistics
Rendered fromExample1-Ostats-univariate.Rmd
usingknitr::rmarkdown
on Nov 19 2024.Last update: 2024-11-08
Started: 2024-11-08
Readme and manuals
Help Manual
Help page | Topics |
---|---|
Sample Circular Data | ant_data |
Community Overlap Calculation | community_overlap |
Calculate O-statistics (community-level pairwise niche overlap statistics) | Ostats |
Calculate multivariate O-statistics | Ostats_multivariate |
Plot multivariate community overlap | Ostats_multivariate_plot |
Plot community trait overlap | Ostats_plot |
Sample Multivariate Trait Data (Pitcher Plants) | pitcher_traits |
Sample Data for Ostats_regional | reg_pool |
Sample Continuous Trait Data (NEON Small Mammals 2015) | small_mammal_data |
Pre-calculated Overlap Statistics for NEON Small Mammals 2015 | small_mammal_Ostats |