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JSDM4POD

a Joint Species Distribution Model for Presence-Only Data

This repository contains working examples for running (and fitting) the model described in the article: /A taxonomic-based joint species distribution model for presence-only data/ by Juan Escamilla-Molgora, Luigi Sedda, Peter Diggle and Peter Atkinson in 2020.

Installation

The model uses PyStan, Jupyter notebooks and Pandas. The best way to create a Conda environment. The files with the necessary libraries and packages are stored as: requirements.yml

To install the environment (with a working Anaconda installation) do:

conda env create -f requirements.yml

IMPORTANT: The library PyStan needs to be version 2.x. The notebooks would not work with version 3.x.

Setting up data files

Due to Github policy restrictions on file sizes, some of the data needed are compressed in the folder 'data/'. Please unzip these files before.

Running the case studies

The folder 'notebooks' contains the working examples of case studies 1 and 2.

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