【R】一个很棒的R-闪亮列表！

A curated list of resources for R Shiny. (Featured on Awesome-R)

Contents

• Resources
• General
• Community
• Deployment
• Tutorials
• Tools
• Packages
• Integrations
• People
• Books
• Galleries
• App Examples
• Contributors

Resources

General

• Official Website
  • Blog
  • Articles
  • Old Webinars Page
    • Shiny Essentials
    • Advanced Shiny
  • New Webinars Page
  • 2019/2020 Conference
  • Training
  • Consultants
  • Function References
• GitHub

Community

• Shiny Server Forum
• Stack Overflow Questions
• R-bloggers
• Google Group
• RStudio Community
• rOpenSci
• R-Shiny on Reddit
• RGov - Government network for R/Shiny

Deployment

Self Hosting

• Shiny Server - Back end software that builds a web server for shiny apps.
• RStudio Connect - Back end software for hosing shiny applications, Rmarkdown, plus other features for enterprise contexts.
• Shinyproxy - Uses containers for hosting shiny apps and a Java server control and proxy traffic to the app containers. How-to Blog.
• ShinyStudio - Builds on the Rocker project by including ShinyProxy to provide secured access to RStudio, VS Code, and Shiny.

Platform As A Service (PAAS)

• ShinyApps.io - Rstudio's PAAS specifically for hosting shiny apps.
• Heroku - General cloud application platform that can be utilised by shiny apps with these buildpack scripts.

Tutorials

• The R-Podcast
  • Episode 15: Introduction to Shiny
  • Episode 16: Interview with Dean Attali
  • Episode 17: A simply Radiant Chat with Vincent Nijs
  • Episode 18: Interviews with the R-Studio Team
  • Episode 19: Talking Shiny at R-Studio Conf wiht Barabara Borges and Dean Attali
  • Episode 21: Talking Rcpp and More with Dirk Eddelbuettel
  • Episode 25: Interview with Ian Lyttle (Rstudio::Conf 2018
  • Episode 27: Get The {Gt} Tables (Rstudio::Conf 2019)
• R-Studio (video)
  • RStartHere
  • Effective Reactive Programming – Part 1 & Part 2
  • Coordinated multiple views (linked brushing)
  • Building interactive tools for exploratory data analysis (gadgets)
  • Improvements in deploying apps
  • Modularizing Shiny app code
  • Shiny UI
  • Debugging Techniques
  • Profiling and Performance
  • Interfacing DataTables
  • Complex application layouts with Grid Style Sheets
  • Building Dashboards
• R-Studio (YouTube)
• R-Studio (Vimeo)
• DataCamp
  • Building Web Applications in R with Shiny
  • Dean Attali: Shiny Case Studies: My new online interactive video course (DataCamp)
• Dean Attali
  • CRANalerts: Get email alerts when a CRAN package gets updated
  • Blog Post: Building Shiny apps - an interactive tutorial
  • Blog Post: Shiny tips & tricks for improving your apps and solving common problems
  • Blog Post: How to get your very own RStudio Server and Shiny Server with DigitalOcean
  • Blog Post: Mimicking a Google Form with a shiny app
  • Blog post: Persistent data storage (and retrieval) in Shiny apps
  • Blog post: How to set-up shiny server on Ubuntu 14.04
  • Course: Stat545
  • Advanced-Shiny
• Joe Cheng
  • Async programming in R and Shiny
  • An informal intro to async Shiny
• Alyssa Columbus
  • Blog Post: Introduction to R Shiny
• Abhinav Agrawal (YouTube)
• AHmed HAsan (YouTube)
• Zev-Ross
• Cheat Sheet
• Delivering Data Science for the Enterprise with Shiny in Kubernetes
• Shiny Server on Docker: CentOS 7 Edition
• Use Docker to distribute and run Shiny apps
• Dockerizing a Shiny App
• Cookie based authentication with Shiny
• Speed Up Shiny Coding with Data

Tools

Packages

• R-Studio
  • shinydashboard - Shiny Dashboarding framework.
  • fontawesome - Easily insert FontAwesome icons into R Markdown docs and Shiny apps.
  • shinythemes - Bootstrap themes for use with Shiny.
    • miniUI - Provides UI widget and layout functions for writing Shiny apps that work well on small screens.
• dashboardthemes - An experimental R package to provide custom theme options for Shinydashboard applications.
• shinyAce - Integrate ace editor with shiny.
• shinyjs - Common JavaScript operations in shiny via R code.
• colourpicker - Colour picker widget that can be used in different contexts in R.
• ShinySky - Various UI widgets/components not part of Shiny e.g. alerts, styled buttons.
• radiant - Business analytics using R and Shiny.
• shinyTree - Enables Shiny application developers to use the jsTree library in their applications.
• shinystan - Provides visual and numerical summaries of model parameters and convergence diagnostics for MCMC simulations.
• shinyjqui - jQuery UI interactions and effects for shiny.
• bsplus - Shiny and R Markdown addons to Bootstrap 3.
• shinyFiles - Extends the functionality of shiny by providing an API for client side access to the server file system.
• shinyDND - Create Shiny drag and drop elements in R.
• shinyforms - Easily create questionnaire-type forms with Shiny.
• ECharts2Shiny - Insert interactive charts from ECharts into Shiny.
• shinyFeedback - Display user feedback along side Shiny inputs.
• shinycssloaders - Add CSS loader animations to Shiny outputs.
• directoryInput - Widget for interactive selection of directories.
• shinymaterial - Implements Google Material Design in Shiny Applications.
• shinysense - Series of Shiny modules to help Shiny sense the world around it.
• shinyWidgets - Extend input widgets available in Shiny.
• ggedit - A Shiny gadget for exploring ggplot objects.
• shinytest - Automated testing for shiny apps.
• timevis - Create interactive timeline visualizations in R.
• shinytoastr - Notifications in Shiny, via toastr.
• shiny.collections - Google Docs-like live collaboration in Shiny.
• RinteRface - A collection of HTML templates for Shiny.
• shiny.semantic - Semantic UI wrapper for Shiny.
• yonder - A reactive web framework built on shiny.
• shinycustomloader - Add a custom loader for R Shiny.
• shinybusy - Minimal busy indicator for Shiny apps.
• waiter - Loading screens for Shiny.
• shinyhelper - Add markdown help files to Shiny apps.
• shinyauthr - Server-side authentication using shiny modules.
• auth0 - Authentication in Shiny apps using Auth0 service.
• reactlog - Visual insight into a Shiny apps reactive graph.
• supreme - Structure Shiny applications developed with modules.
• shinymanager - Simple and secure authentication for single 'Shiny' applications using a SQLite database.
• systemPipeShiny - Design/run biological or general data analysis workflows, and visualize downstream results.
• golem - Framework for building production-grade shiny applications.
• shinyTime - A timeInput widget for Shiny
• shinyalert - Easily create pretty popup messages (modals) in Shiny
• shinydisconnect - Show a nice message when a Shiny app disconnects or errors
• shinyscreenshot - Capture screenshots of entire pages or parts of pages in Shiny apps
• reactor - Unit testing for shiny reactivity

Integrations

• HTML Widgets/JavaScript
  • Crosstalk - Extends htmlwidgets with functionality for implementing cross-widget interactions.
  • DT - Provides a function datatable() to display R data via the DataTables JavaScript library.
  • leaflet - JavaScript library for creating dynamic maps that support panning and zooming along with various annotations like markers, polygons, and popups.
  • leaflet.minicharts - Add and update small charts on an interactive leaflet maps.
  • d3heatmap - Implements a D3 heatmap htmlwidget.
  • dygraphs - R interface to the dygraphs JavaScript charting library. It provides rich facilites for charting time-series data in R.
  • DiagrammeR - Tool for creating diagrams and flowcharts using Graphviz and Mermaid.
  • MetricsGraphics - Enables easy creation of D3 scatterplots, line charts, and histograms.
  • networkD3 - Graph data visualization with D3.
  • rthreejs - 3D scatterplots and globes.
  • rbokeh - Interface to Bokeh that provides a flexible, powerful, declarative framework for creating interactive plots.
  • plotly - Easily translate your ggplot2 graphics to an interactive web-based version, and also provides bindings to the plotly.js graphing library.
  • formattable - This package is designed for applying formatting on vectors and data frames to make data presentation easier, richer, more flexible and hopefully convey more information.
  • manipulateWidget - Add More Interactivity to htmlWidgets.
  • gglabeller - Gadget that enables selecting points on a ggplot to label.
  • billboarder - Htmlwidget for billboard.js.
  • highcharter - Flexible JavaScript charting libraries in shiny.
  • rhandsontable - An htmlwidgets implementation of Handsontable.js.
  • flextable - Easily create customizable tables
  • echarts4r - Create interactive charts by leveraging Echarts.js library.
  • rintrojs - Wrapper for the Intro.js library.
  • slickR - Slick carousel htmlwidget for R.
  • rclipboard - Clipboard.js for R/Shiny Applications.
  • scatterD3 - Scatter plot htmlwidget based on D3.js.
  • trelliscopejs - TrelliscopeJS R package.
  • visNetwork - Network visualization for R using vis.js library.
  • sigmajs - Fully-fledged wrapper for the sigma.js JavaScript library.
  • excelR - An interface to jExcel.js library.
• flexdashboard - Easy interactive dashboards for R.
• Shiny in Rmarkdown - Run shiny apps in rmarkdown documents.
• ggvis - Make it easy to describe interactive web graphics in R.
• RInno - Install local shiny apps by providing an interface between R and Inno Setup, (Windows Only).
• googleVis - An interface between R and the Google's charts tools.
• pool - Abstract away the logic of connection management and the performance cost of fetching a new connection from a remote database.

People

• Dean Attali
• Joe Cheng
• Winston Chang
• Barbara Borges Ribeiro
• Ramnath Vaidyanathan
• Jeff Allen
• Vincent Nijs
• Sebastian Kranz
• David Granjon

Books

• Web Application and Development Using Shiny (2nd edition) - by Chris Beely
• Learing Shiny - by Hernán G. Resnizky
• (WIP) Mastering Shiny - by Hadley Wickham
• Engineering Production-grade Shiny Apps - by Colin Fay, Sébastien Rochette, Vincent Guyader, Cervan Girard

Galleries

• R-Studio
  • Shiny User Showcase - Featured user Shiny apps.
  • Shiny Gallery - Shiny apps and much more.
• Showmeshiny - Huge gallery of Shiny apps.
• Shiny Widgets - Experience statistics with apps designed for teaching and analysis.
• Html Widgets
  • Html Widgets Showcase - Featured Html widgets.
  • Html Widgets Gallery - User submitted Html widgets.
• R Graph Catalog - Complement to the book “Creating More Effective Graphs” by Naomi Robbins.
• Awesome Shiny Apps for Statistics - A curated list of awesome Shiny Apps for statistics.

App Examples

• R-Studio Examples
• Waze - Community based real-time traffic and navigation info.
• Astra Zeneca - Data science tools used to create medicines more efficiently.
• shiny-salesman - Traveling salesman app.
• Shiny GEM - GEM stands for ‘general exploratory methods’, as this app aims to simplify a variety of basic EDA tasks.
• shinyEd - Statistics education apps.
• STARTapp - Transcriptome Analysis Resource Tool.
• shiny-phyloseq - Provides a graphical user interface to the microbiome analysis package for R, called phyloseq.
• shiny-ampvis2 - Provides some basic functionality for using ampvis2 to visualize microbiome data.
• Google Analytics Dashboard - Demo on how to build your own Google Analytics dashboard with R, Shiny and MySQL.
• BallR - Uses the NBA Stats API to visualize every shot taken by a player during an NBA season dating back to 1996.
• GenMap-Comparator - Compare genetic maps with D3 & Shiny.
• MAVIS - MAVIS: Meta Analysis via Shiny.
• iTunes Reviews Analysis - iTunes App Store Reviews Text Extractor and Text Analysis Web App.
• NYT Bar Optimizer - Optimize your liquor cabinet using cocktail recipes from New York Times Cooking.
• Lights Out game - Lights Out is a puzzle game consisting of a grid of lights that are either on or off.
• Australian Tax Office:
  • Workforce Demographics - View a range of workforce related demographics information across an organisation. Source Code.
  • Bivariate Demographics - Examine how an organisation is performing on a range of demographic information. Source Code.
• Shiny Database App (CRUD) - An example of a CRUD shiny app with accompanying how-to post.
• taskviewr - Browse R packages by CRAN Task Views and license info.
• homebrewR - Explore and compare beer recipes.
• vinylSpotting - Visualize and explore Discogs record collections.
• polMonitor - Monitor police violence in the United States.
• OCRinShiny - OCR an image with the tesseract package.
• ExpressionDB - Host gene expression/ontology data with Shiny.
• Interactive PCA Explorer - Explore a PCA plots and data.
• contributr - Find beginner GitHub issues to contribute to.
• VisualPruner - Cohort selection in observational studies.
• Opioid Overdose Shiny App - Visualize opioid overdose data.
• Shiny App Spotify - Connect with spotify's API and generate personalized playlist recommendations through machine learning and data visualization.
• National Parks Weather - Visualize National Parks locations and weather using user input.
• html2r - Convert HTML to R.
• Anomaly Detection - Detect anomalies on univariate timeseries data using AnomalyDetection package.
• R Shiny User Management & Authentication - Demonstration of user management and authentication system in R Shiny.

原文：https://github.com/grabear/awesome-rshiny