shiny资源汇总

shiny
Author

hcl

Published

October 10, 2022

一、入门资源 🚴

在造汽车之前，造辆自行车玩玩

有成就感的入门，为接下来枯燥无味的进阶积累一点点动力

  1. 快速上手

    The written Shiny tutorial

    https://shiny.rstudio.com/tutorial/#written-tutorials

  2. 理解原理

    课件

    https://github.com/rstudio-education/shiny.rstudio.com-tutorial

    视频

    https://shiny.rstudio.com/tutorial/#video-tutorials

  3. 临摹案例

    挑感兴趣的或者与自己项目相关的细看，套用

    https://shiny.rstudio.com/gallery/

二、进阶资源 🚗

准备开始造汽车了

趁着入门刚做完有一种啥都能轻而易举掌握的自信，乘胜追击

  1. Rstudio的shiny文档

    层次分明，步骤清晰

    https://shiny.rstudio.com/articles/

  2. 一本系统又基础的书

    https://mastering-shiny.org/

  3. 模块化开发

    有效的使用模块化

    https://rpodcast.github.io/rsconf-2019

  4. golem框架

  • golem框架（基于Shiny - Modularizing Shiny app code）

    https://github.com/ThinkR-open/golem

  • 配套的书

https://engineering-shiny.org/

  • 视频讲座

https://shinydevseries.com/post/episode-2-golem/

  1. 实践教学

    https://yakdata.com/ultimate-guide-r-shiny-app-dashboards-2021

    R Shiny {golem} – Development to Production – Overview | R-bloggers

    A Complete Dashboard Project in R Shiny App | by Lasha Gochiashvili | Towards Data Science

三、UI模板 🚴

一个合适项目的模板事半功倍

  1. dashboard

    http://rstudio.github.io/shinydashboard/ 复杂度低

    历史最久，应用最广

  2. shinydashboardPlus

    https://github.com/RinteRface/shinydashboardPlus 复杂度低

  3. bs4Dash

    https://github.com/RinteRface/bs4Dash/

    复杂度中等

    支持Bootstrap 4

  4. shinyMobile

    https://github.com/RinteRface/shinyMobile/ 复杂度高

  5. flexdashboard

    http://rmarkdown.rstudio.com/flexdashboard 复杂度高

  6. argonDash

    https://github.com/RinteRface/argonDash 复杂度中等

    支持bootstrap4

  7. shinymaterial

    https://github.com/ericrayanderson/shinymaterial 复杂度中等

    基于谷歌框架

  8. semantic.dashboard

    https://github.com/Appsilon/shiny.semantic 复杂度低

    基于Fomantic UI

  9. dashboardthemes

    https://github.com/nik01010/dashboardthemes 复杂度低

    增强dashboard的自定义

四、UI组件 🎨

shiny的配套设施

  1. DT

    一个表格

    https://rstudio.github.io/DT/

  2. 一个图标

    Icons | Font Awesome

    iconfont-阿里巴巴矢量图标库

  3. 自动化画图主题

    Unified and Automatic Theming of ggplot2, lattice, and base R Graphics • thematic

  4. 交互式图

    Create Interactive Graphs with Echarts JavaScript Version 5 • echarts4r

    An R package for interactive visualisations • g2r

  5. 改良的小组件

    shinyWidgets

  6. UI界面输入markdown文本

    jienagu/noteMD: Print text from shiny ui (support markdown syntax) to pdf or word report

  7. 主题设置教程

    Styling Shiny & R Markdown with bslib & thematic

  8. 不用dashboard的情况下设置shiny和Rmarkdown的主题

    Custom Bootstrap Sass Themes for shiny and rmarkdown • bslib

  9. 用dashboard的情况下设置shiny的主题

    Fresh themes • fresh

  10. 支持js

    shinyjs R package | by Dean Attali | Overview

  11. 加载动画

    • JohnCoene/waiter: 🕰️ Loading screens for Shiny
    • Busy Indicator for Shiny Applications • shinybusy
    • daattali/shinycssloaders: ⌛ Add loading animations to a Shiny output while it’s recalculating
    • emitanaka/shinycustomloader: Add a custom loader for R shiny

五、部署经验 ☁️

无论好坏，都要上线

  1. shinyapp.io

    shinyapps.io user guide

  2. Shiny-server

    Download Shiny Server - RStudio

  3. Docker

    Deploy your RShiny App Locally with Docker

    An open-source solution to deploy enterprise-level R Shiny applications | by Mingchu Xu | Towards Data Science

  4. AWS

    The Shiny AWS Book

  5. ShinyProxy

六、辅助工具 🔧

  1. 展示反应过程

    Reactivity Visualizer for shiny • reactlog

  2. 展示使用记录

    dreamRs/shinylogs: Logs for Shiny apps

  3. Packrat: Reproducible package management for R

  4. Appsilon/shiny.i18n: Shiny applications internationalisation made easy

  5. 工欲善其事，必先利其器

    anthonynorth/rscodeio: An RStudio theme inspired by Visual Studio Code.

七、学无止境 📖

纸上得来终觉浅，绝知此事要躬行

一些文章和书

他们也许因为软件版本的迭代，在操作环节有一点点过时

  • 在亚马逊服务器上部署

    DS4B 202A-R: Expert Shiny Developer with AWS | Business Science

  • 一个github上例举各类shiny资源的列表

    grabear/awesome-rshiny: An awesome R-shiny list!

    nanxstats/awesome-shiny-extensions: 🐝 Awesome R packages that offer extended UI or server components for the R web framework Shiny

  • 一个各种shiny开发者视频讲座

    Shiny Developer Series

  • 一个shiny例子集合

    dreamRs shiny gallery

  • js在shiny中的运用

    JavaScript 4 Shiny - Field Notes

  • 没有shiny的shiny

    Shiny without Shiny: RTutor in RStudio’s new Visual Markdown Mode | R-bloggers

  • 出色的UI设计

    Welcome | Outstanding User Interfaces with Shiny

  • 怎么写小工具

  • How to write a useful htmlwidgets in R: tips and walk-through a real example

  • 什么是模块化

    A beginner’s guide to Shiny modules | Emily Riederer

  • R中的js

    JavaScript for R

资源背后的机构和开发者，都可以看看，他们的网站，个人Twitter之类的，寻宝哦。

八、行业案例 🎮

  1. CIPR: a web-based R/shiny app and R package to annotate cell clusters in single cell RNA sequencing experiments - PubMed
  2. A biologist-friendly interactive visualization platform for analyzing and Exploring expression profile data generated by microarray, RNA-seq or mass spectrometry
  3. shinyapps.dreamrs.fr/esquisse/
  4. timevis - An R package for creating timeline visualizations
  5. https://gallery.shinyapps.io/genome_browser/
  6. jokergoo/InteractiveComplexHeatmap: Make Interactive Complex Heatmaps
  7. venyao/shinyCircos: an R/shiny application for creation of Circos plot interactively
  8. https://appforiarteam.shinyapps.io/noteMD_shiny_demo/
  9. shinyGEO - a web-based application for analyzing gene expression omnibus datasets | shinyGEO
  10. 一个访问量高达 1300 万的 shiny 应用的诞生故事

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