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R resources (free courses, books, tutorials, & cheat sheets)

已有 1407 次阅读 2019-8-9 22:18 |个人分类:知识图谱|系统分类:科研笔记

R resources (free courses, books, tutorials, & cheat sheets)

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Help yourself to these free books, tutorials, packages, cheat sheets, and many more materials for R programming. There’s a separate overview for neat little R programming tricks. If you have additions, please comment below or contact me!

LAST UPDATED: 2019-08-01


Table of Contents (clickable)

Completely new to R? → Start learning here!


Introductory R

Cheat Sheets

Introductory Books

Online Courses

Style Guides

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Advanced R

Package Development

Non-standard Evaluation

Functional Programming

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Data Visualization

Colors

Interactive / HTML / JavaScript widgets

ggplot2

ggplot2 extensions

Miscellaneous

  • coefplot – visualizes model statistics

  • circlize – circular visualizations for categorical data

  • clustree – visualize clustering analysis

  • quantmod – candlestick financial charts

  • dabestr– Data Analysis using Bootstrap-Coupled ESTimation

  • cartography – create and integrate maps in your R workflow

  • colorspace – HSL based color palettes

  • viridis – Matplotlib viridis color pallete for R

  • munsell – Munsell color palettes for R

  • Cairo – high-quality display output

  • igraph – Network Analysis and Visualization

  • graphlayouts – new layout algorithms for network visualization

  • lattice – Trellis graphics

  • tmap – thematic maps

  • trelliscopejs – interactive alternative for facet_wrap

  • rgl – interactive 3D plots

  • corrplot – graphical display of a correlation matrix

  • googleVis – Google Charts API

  • plotROC – interactive ROC plots

  • extrafont – fonts in R graphics

  • rvg – produces Vector Graphics that allow further editing in PowerPoint or Excel

  • showtext – text using system fonts

  • animation – animated graphics using ImageMagick.

  • misc3d – 3d plots, isosurfaces, etc.

  • xkcd – xkcd style graphics

  • imager – CImg library to work with images

  • ungeviz – tools for visualize uncertainty

  • waffle – square pie charts a.k.a. waffle charts

  • Creating spectograms in R with hhtwarbleRsoundgensignalseewave, or phonTools

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Shiny, Dashboards, & Apps


Markdown & Other Output Formats


Cloud, Server, & Database

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Statistical Modeling & Machine Learning

Books

Courses

Cheat sheets

Time series

Survival analysis

Bayesian

Miscellaneous

  • corrr – easier correlation matrix management and exploration


Natural Language Processing & Text Mining

Regular Expressions

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Geographical / Spatial mapping


Integrated Development Environments (IDEs) & 
Graphical User Inferfaces (GUIs)

Descriptions mostly taken from their own websites:

  • RStudio*** – Open source and enterprise ready professional software

  • Jupyter Notebook*** – open-source web application that allows you to create and share documents that contain live code, equations, visualizations and narrative text across dozens of programming languages.

  • Microsoft R tools for Visual Studio – turn Visual Studio into a powerful R IDE

  • R Plugins for VimEmax, and Atom editors

  • Rattle*** – GUI for data mining

  • equisse – RStudio add-in to interactively explore and visualize data

  • R Analytic Flow – data flow diagram-based IDE

  • RKWard – easy to use and easily extensible IDE and GUI

  • Eclipse StatET – Eclipse-based IDE

  • OpenAnalytics Architect – Eclipse-based IDE

  • TinnR – open source GUI and IDE

  • DisplayR – cloud-based GUI

  • BlueSkyStatistics – GUI designed to look like SPSS and SAS 

  • ducer – GUI for everyone

  • R commander (Rcmdr) – easy and intuitive GUI

  • JGR – Java-based GUI for R

  • jamovi & jmv – free and open statistical software to bridge the gap between researcher and statistician

  • Exploratory.io – cloud-based data science focused GUI

  • Stagraph – GUI for ggplot2 that allows you to visualize and connect to databases and/or basic file types

  • ggraptr – GUI for visualization (Rapid And Pretty Things in R)

  • ML Studio – interactive Shiny platform for data visualization, statistical modeling and machine learning


R & other software and languages

R & Excel

R & Python

R & SQL

  • sqldf – running SQL statements on R data frames

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R Help, Connect, & Inspiration


R Blogs


R Jobs




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