https://github.com/stscl/gdverse

Analysis of Spatial Stratified Heterogeneity
https://github.com/stscl/gdverse

geographical-detector geoinformatics geospatial-analysis r spatial-statistics spatial-stratified-heterogeneity

Last synced: 4 months ago
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Analysis of Spatial Stratified Heterogeneity

• Host: GitHub
• URL: https://github.com/stscl/gdverse
• Owner: stscl
• Created: 2024-06-06T13:50:24.000Z (about 2 years ago)
• Default Branch: main
• Last Pushed: 2025-08-10T11:54:19.000Z (10 months ago)
• Last Synced: 2025-08-10T13:20:46.544Z (10 months ago)
• Topics: geographical-detector, geoinformatics, geospatial-analysis, r, spatial-statistics, spatial-stratified-heterogeneity
• Language: R
• Homepage: https://stscl.github.io/gdverse/
• Size: 15.1 MB
• Stars: 38
• Watchers: 1
• Forks: 4
• Open Issues: 0
• Metadata Files:
  • Readme: README.Rmd
  • Changelog: NEWS.md

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README

          
---

output: github_document

---

```{r, include = FALSE}

knitr::opts_chunk$set(

  collapse = TRUE,

  comment = "##",

  fig.path = "man/figures/README-",

  out.width = "100%",

  warning = FALSE,

  message = FALSE

)

```

# gdverse 

[![CRAN](https://www.r-pkg.org/badges/version/gdverse)](https://CRAN.R-project.org/package=gdverse)

[![CRAN Release](https://www.r-pkg.org/badges/last-release/gdverse)](https://CRAN.R-project.org/package=gdverse)

[![CRAN Checks](https://badges.cranchecks.info/worst/gdverse.svg)](https://cran.r-project.org/web/checks/check_results_gdverse.html)

[![Downloads_all](https://badgen.net/cran/dt/gdverse?color=orange)](https://CRAN.R-project.org/package=gdverse)

[![Downloads_month](https://cranlogs.r-pkg.org/badges/gdverse)](https://CRAN.R-project.org/package=gdverse)

[![License](https://img.shields.io/badge/license-GPL--3-brightgreen.svg?style=flat)](http://www.gnu.org/licenses/gpl-3.0.html)

[![R-CMD-check](https://github.com/stscl/gdverse/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/stscl/gdverse/actions/workflows/R-CMD-check.yaml)

[![Lifecycle: stable](https://img.shields.io/badge/lifecycle-stable-20b2aa.svg)](https://lifecycle.r-lib.org/articles/stages.html#stable)

[![R-universe](https://stscl.r-universe.dev/badges/gdverse?color=cyan)](https://stscl.r-universe.dev/gdverse)

[![DOI](https://img.shields.io/badge/DOI-10.1111%2Ftgis.70032-63847e?logo=doi&style=flat)](https://onlinelibrary.wiley.com/doi/10.1111/tgis.70032)

**Analysis of Spatial Stratified Heterogeneity**

## Overview

Current models and functions provided by **gdverse** are:

| *Model* | *Function* | *Support* |

|---------------------|--------------------|------------------|

|[GD](https://doi.org/10.1080/13658810802443457)|`gd()`| ✔️ |

|[OPGD](https://doi.org/10.1080/15481603.2020.1760434)|`opgd()`| ✔️ |

|[GOZH](https://doi.org/10.1016/j.isprsjprs.2022.01.009)|`gozh()`| ✔️ |

|[LESH](https://doi.org/10.1080/17538947.2023.2271883)|`lesh()`| ✔️ |

|[SPADE](https://doi.org/10.1080/13658816.2018.1476693)|`spade()`| ✔️ |

|[IDSA](https://doi.org/10.1080/13658816.2021.1882680)|`idsa()`| ✔️ |

|[RGD](https://doi.org/10.1016/j.jag.2022.102782)|`rgd()`| ✔️ |

|[RID](https://doi.org/10.1016/j.spasta.2024.100814)|`rid()`| ✔️ |

|[SRSGD](https://doi.org/10.1016/j.ins.2021.12.019)|`srsgd()`| ✔️ |

## Installation

- Install from [CRAN](https://CRAN.R-project.org/package=gdverse) with:

``` r

install.packages("gdverse", dep = TRUE)

```

- Install development binary version from [R-universe](https://stscl.r-universe.dev/gdverse) with:

``` r

install.packages('gdverse',

                 repos = c("https://stscl.r-universe.dev",

                           "https://cloud.r-project.org"),

                 dep = TRUE)

```

- Install development source version from [GitHub](https://github.com/stscl/gdverse) with:

``` r

# install.packages("devtools")

devtools::install_github("stscl/gdverse",

                         build_vignettes = TRUE,

                         dep = TRUE)

```

✨ Please ensure that **Rcpp** is properly installed and the appropriate **C++** compilation environment is configured in advance if you want to install **gdverse** from github.

✨ The **gdverse** package supports the use of robust discretization for the robust geographical detector and robust interaction detector. For details on using them, please refer to .

## Example

```{r example_gdverse}

library(gdverse)

data("ndvi")

ndvi

```

### OPGD model

```{r}

discvar = names(ndvi)[-1:-3]

discvar

ndvi_opgd = opgd(NDVIchange ~ ., data = ndvi, 

                 discvar = discvar, cores = 6)

ndvi_opgd

```

### GOZH model

```{r}

g = gozh(NDVIchange ~ ., data = ndvi)

g

```

## CITATION

Please cite **gdverse** as:

```

Lv, W., Lei, Y., Liu, F., Yan, J., Song, Y. and Zhao, W. (2025), gdverse: An R Package for Spatial Stratified Heterogeneity Family. Transactions in GIS, 29: e70032. https://doi.org/10.1111/tgis.70032

```

A BibTeX entry for LaTeX users is:

``` bib

@article{lyu2025gdverse, 

    title={{gdverse}: An {R} Package for Spatial Stratified Heterogeneity Family}, 

    volume={29}, 

    ISSN={1467-9671},

    number={2}, 

    journal={Transactions in GIS}, 

    publisher={Wiley}, 

    pages = {29:e70032},

    author={Lv, Wenbo and Lei, Yangyang and Liu, Fangmei and Yan, Jianwu and Song, Yongze and Zhao, Wufan},

    year={2025}, 

    month={mar}

}

```