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https://github.com/Nelson-Gon/shinymde

A shiny interface to mde, the missing data explorer R package. Deployed at https://nelson-gon.shinyapps.io/shinymde
https://github.com/Nelson-Gon/shinymde

dashboard eda exploratory-data-analysis gui-application missing-data missing-values missingness open-source r r-package recoding-variables rstats scientific-visualization shiny-apps shinydashboard statistical-analysis statistics visualization

Last synced: about 1 month ago
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A shiny interface to mde, the missing data explorer R package. Deployed at https://nelson-gon.shinyapps.io/shinymde

Host: GitHub
URL: https://github.com/Nelson-Gon/shinymde
Owner: Nelson-Gon
License: mit
Created: 2021-07-12T18:06:54.000Z (about 3 years ago)
Default Branch: main
Last Pushed: 2023-05-20T19:25:55.000Z (over 1 year ago)
Last Synced: 2024-06-04T23:04:07.080Z (4 months ago)
Topics: dashboard, eda, exploratory-data-analysis, gui-application, missing-data, missing-values, missingness, open-source, r, r-package, recoding-variables, rstats, scientific-visualization, shiny-apps, shinydashboard, statistical-analysis, statistics, visualization
Language: R
Homepage: https://nelson-gon.github.io/shinymde/
Size: 1.29 MB
Stars: 3
Watchers: 2
Forks: 2
Open Issues: 1
Metadata Files:
- Readme: README.md
- Contributing: .github/CONTRIBUTING.md
- License: LICENSE
- Code of conduct: .github/CODE_OF_CONDUCT.md

Awesome Lists containing this project

jimsghstars - Nelson-Gon/shinymde - A shiny interface to mde, the missing data explorer R package. Deployed at https://nelson-gon.shinyapps.io/shinymde (R)

README

        shinymde: A shiny interface to mde, the missing data explorer

================

2023-05-16

[![R-CMD-check](https://github.com/Nelson-Gon/shinymde/actions/workflows/rcheck.yaml/badge.svg)](https://github.com/Nelson-Gon/shinymde/actions/workflows/rcheck.yaml)

[![license](https://img.shields.io/badge/license-MIT-blue.svg)](https://opensource.org/licenses/MIT)

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

[![Maintenance](https://img.shields.io/badge/Maintained%3F-yes-green.svg)](https://GitHub.com/Nelson-Gon/shinymde/graphs/commit-activity)

[![Project

Status](https://www.repostatus.org/badges/latest/active.svg)](https://www.repostatus.org/)

[![GitHub last

commit](https://img.shields.io/github/last-commit/Nelson-Gon/shinymde.svg)](https://github.com/Nelson-Gon/shinymde/commits/master)

[![GitHub

issues](https://img.shields.io/github/issues/Nelson-Gon/shinymde.svg)](https://GitHub.com/Nelson-Gon/shinymde/issues/)

[![GitHub

issues-closed](https://img.shields.io/github/issues-closed/Nelson-Gon/shinymde.svg)](https://GitHub.com/Nelson-Gon/shinymde/issues?q=is%3Aissue+is%3Aclosed)

[![PRs

Welcome](https://img.shields.io/badge/PRs-welcome-brightgreen.svg?style=flat-square)](https://makeapullrequest.com)

# Goals of `shinymde`

`shinymde` provides an application (user interface) to ease the process

of missing data exploration. The core functionality accessed is

programmed in the code only package

[mde](https://github.com/Nelson-Gon/mde). It is hoped that this will

provide an even easier way to explore missing data.

# Installation

To install, please run the following in `R`.

``` r

devtools::install_github("Nelson-Gon/shinymde")

# provide branches for dev version  

devtools::install_github("Nelson-Gon/shinymde@dev")

```

# Running the App

``` r

library(shinymde)

run_app()

```

# Test the app

`shinymde` is currently deployed at

 where users can use the app

via a browser. Please test the app there and let us know what you think.

Thank you!

# Currently Implemented features

- [x] Summary of missingness

This uses [mde](https://nelson-gon.github.io/mde)’s `na_summary`

function to generate a simple missingness report. The user can also

download this report for use in other purposes.

- [x] Recoding as NA and recoding NA as

This allows a user to recode a given value as `NA`, R’s handler of

missing values or convert `NA`s to some other value. It uses `mde`’s

`recode_*` functions.

- [x] Conditional recoding

This allows one to recode values conditionally. This supports

`recode_as_na_for`, `recode_as_na_if`, and other conditional recoding

functions.

- [x] Drop based on missingness

This uses `mde`’s `drop_na_*` functions.

- [x] Missingness plots

- [ ] Gear icon that allows users to customize plot options e.g. plot

  themes, axis labels, legends, etc.

# `shinymde` in action

Below is a screenshot showing current functionality.



shinymde in action

View the full app at .

# Features that need further development (help)

If you would like to work on this project, here is a features list that

could be a good place to start.

- [x] Add user guides in the form of tooltips wherever possible.

- [ ] Add unit tests.

- [x] Add hovers to user input

- [ ] Switchable dark mode

- [x] Control `pattern_type`/`subset_cols` choice in `na_summary`.

- [ ] Use cached filename in input filename if a user quits the program.

- [ ] Add user help pages that link to `mde` documentation on click or

  as an independent tab.

- [x] Allow user to choose plot type.

- [x] Support dates in [mde](https://nelson-gon.github.io/mde)

- [x] Allow control over visible text on visual summaries.

------------------------------------------------------------------------

Thank you and keep building,

Nelson

2023-05-16

Please note that the ‘shinymde’ project is released with a [Contributor

Code of Conduct](CODE_OF_CONDUCT.md). By contributing to this project,

you agree to abide by its terms.