Software

R

Most packages have not yet migrated from using the deprecated raster R package to the new terra package, except for biomod2 (ref?).

biomod2
Species distribution modeling, calibration and evaluation, ensemble modeling
eks
Tidy and Geospatial Kernel Smoothing for spatially filtering outlier observations

Figure 1: Source: Kernel density estimates for tidy and geospatial data in the eks package
predicts
New R library using terra for predicting from fitted model

Python

Xarray
Xarray makes working with labelled multi-dimensional arrays in Python simple, efficient, and fun!

Google Earth Engine

XEE
XEE is a new Python package for Earth Engine that provides a set of functions to facilitate the use of Earth Engine API. It is designed to be used in Jupyter notebooks and Google Colab. Documentation

# Software {.unnumbered}

## R

Most packages have not yet migrated from using the deprecated `raster` R package to the new `terra` package, except for [`biomod2`](https://biomodhub.github.io/biomod2/) (ref?).

-   [`biomod2`](https://biomodhub.github.io/biomod2/)\
    *Species distribution modeling, calibration and evaluation, ensemble modeling\
    *![Graphical overview of \`biomod2\` functions for data formatting, single SDMs, ensemble methods and visualization. Source: \[\`biomod2\`\](https://biomodhub.github.io/biomod2/)](https://biomodhub.github.io/biomod2/articles/pictures/SCHEMA_BIOMOD2_WORKFLOW_functions.png)

-   [`eks`](https://cran.r-project.org/web/packages/eks/vignettes/tidysf_kde.html)\
    *Tidy and Geospatial Kernel Smoothing for spatially filtering outlier observations*

    ![Source: [Kernel density estimates for tidy and geospatial data in the eks package](https://cran.r-project.org/web/packages/eks/vignettes/tidysf_kde.html)](figures/software/eks.png){#fig-eks}

-   [`predicts`](Species%20distribution%20modeling,%20calibration%20and%20evaluation,%20ensemble%20modeling)\
    *New R library using terra for predicting from fitted model*

## Python

-   [Xarray](https://docs.xarray.dev/en/stable/)\
    Xarray makes working with labelled multi-dimensional arrays in Python simple, efficient, and fun!

## Google Earth Engine

-   [XEE](https://github.com/google/Xee)\
    XEE is a new Python package for Earth Engine that provides a set of functions to facilitate the use of Earth Engine API. It is designed to be used in Jupyter notebooks and Google Colab. [Documentation](https://google.github.io/Xee/)