https://agnesdeng.github.io/vismi/
Visualisation Tools for Multiple Imputation
https://agnesdeng.github.io/vismi/
Last synced: 3 months ago
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Visualisation Tools for Multiple Imputation
- Host: GitHub
- URL: https://agnesdeng.github.io/vismi/
- Owner: agnesdeng
- License: gpl-3.0
- Created: 2022-08-17T03:47:36.000Z (almost 4 years ago)
- Default Branch: master
- Last Pushed: 2026-02-04T06:33:03.000Z (4 months ago)
- Last Synced: 2026-02-23T21:53:15.988Z (3 months ago)
- Language: JavaScript
- Homepage: https://agnesdeng.github.io/vismi/
- Size: 46.6 MB
- Stars: 2
- Watchers: 1
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.Rmd
- Changelog: NEWS.md
- License: LICENSE.md
Awesome Lists containing this project
- awesome-ggplot2 - vismi
README
---
output: github_document
---
```{r, include = FALSE}
knitr::opts_chunk$set(
echo = TRUE,
collapse = TRUE,
comment = "#>",
fig.path = "man/figures/README-",
tidy.opts = list(width.cutoff = 60), tidy = TRUE,
dpi = 150, fig.asp = 0.5, fig.width = 7, fig.retina = 1,
out.width = "95%",
warning = FALSE, message = FALSE
)
```
The R package **vismi** ([Visual Diagnostics for Multiple Imputation](https://agnesdeng.github.io/vismi/)) provides a comprehensive suite of visual diagnostics for assessing the quality of multiply imputed data. The package supports imputed data generated by various multiple imputation methods, including `mixgb`, `mice`, and more.
[](https://github.com/agnesdeng/vismi) [](https://cran.r-project.org/package=vismi) [](https://github.com/agnesdeng/vismi/releases)
[](https://github.com/agnesdeng/vismi/actions/workflows/R-CMD-check.yaml)
## Overview
The package has been completely redesigned. Please check **Articles** section for more details.
- `vismi()`: visualise multiply-imputed missing data through distributional characteristics
- `vismi_overimp()`: visualise multiply-imputed missing data through overimputation
- `vismi_converge()`: visualise convergence diagnostics for imputed values of an incomplete variable
With the support of [trelliscopejs][trelliscopejs-url], **vismi** provides trelliscope displays to inspect all variables at once via
- `trellis_vismi()`
- `trellis_vismi_overimp()`
- `trellis_vismi_converge()`
[trelliscopejs-url]: https://hafen.github.io/trelliscopejs/
## Installation
You can install the current development version of vismi from [GitHub](https://github.com/agnesdeng) with:
``` r
devtools::install_github("agnesdeng/vismi")
```
