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<scp>PointedSDMs:</scp> An R package to help facilitate the construction of integrated species distribution models

Philip S. Mostert, Robert B. O’Hara

2023Methods in Ecology and Evolution20 citationsDOIOpen Access PDF

Abstract

Abstract Ecological data are being collected at a large scale from a multitude of different sources, each with their own sampling protocols and assumptions. As a result, the integration of disparate datasets is a rapidly growing area in quantitative ecology, and is subsequently becoming a major asset in understanding the shifts and trends in species' distributions. However, the tools and software available to construct statistical models to integrate these disparate datasets into a unified framework is lacking. This has made these methods inaccessible to general practitioners and has stagnated the growth of data integration in more applied settings. We therefore present PointedSDMs : an easy to use R package used to construct integrated species distribution models. It provides functions to easily format the data, fit the models in a computationally efficient way and presents the output in a format that is convenient for additional work. This paper illustrates the different uses and functions available in the package, which are designed to simplify the modelling of integrated models. A case study using the package is also presented: combining three datasets coming from different sampling protocols, all containing records of Setophaga caerulescens across Pennsylvania state.

Topics & Concepts

Computer scienceR packageConstruct (python library)Sampling (signal processing)Data scienceScale (ratio)SoftwareData integrationData miningEcologyGeographyBiologyCartographyProgramming languageComputational scienceComputer visionFilter (signal processing)Species Distribution and Climate ChangeFire effects on ecosystemsEcology and Vegetation Dynamics Studies
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