readr
the goal of readr is to provide a fast and friendly way to read rectangular data. readr - vignettes
rio
The idea behind rio is to simplify the process of importing data into R and exporting data from R. rio - vignettes
dplyr
dplyr is a grammar of data manipulation, providing a consistent set of verbs that help you solve the most common data manipulation challenges dplyr - website dplyr - vignettes
MonetDBLite
MonetDBLite for R, a fully embedded version of MonetDB that installs like any other R package.
bigreadr
Convert a CSV to SQLite by parts
forcats
The goal of the forcats package is to provide a suite of useful tools that solve common problems with factors.
Xy
Simulating Supervised Learning Data Xy – github
synthpop
A tool for producing synthetic versions of microdata containing confidential information synthpop – blogpost
holodeck
A Tidy Interface For Simulating Multivariate Data holodeck – github
fakir
Create Fake Data in R for tutorials fakir – github
skimr
display summary statistics that the user can skim quickly to understand their data.
SmartEDA
Summarize and Explore the Data
FunModeling
funModeling: data cleaning, importance variable analysis and model perfomance
DataExplorer
Data exploration process for data analysis and model building, so that users could focus on understanding data and extracting insights. The package automatically scans through each variable and does data profiling.
DataExplorer - vignettes DataExplorer - github
naniar
naniar provides data structures and functions that facilitate the plotting of missing values and examination of imputations.
naniar - website naniar - github
dataMaid
Generating codebooks in R
edibble facilitates statistical thinking of adapting experimental designs to different conditions by implementing the grammar of experimental design to generate new designsFactoMineR
FactoMineR is an R package dedicated to multivariate Exploratory Data Analysis.
umap
R implementation of Uniform Manifold Approximation and Projection
fpc
Various methods for clustering and cluster validation.
gower
Gower’s distance can be used to measure how different two records are.
ggbiplot
An implementation of the biplot using ggplot2. The package provides two functions: ggscreeplot() and ggbiplot().
dimRed
A collection of dimensionality reduction techniques from R packages and a common interface for calling the methods.
ggplot2
ggplot2 is a system for declaratively creating graphics, based on The Grammar of Graphics.
GGally
GGally extends ggplot2 by adding several functions to reduce the complexity of combining geoms with transformed data.
ggpubr
The ggpubr package provides some easy-to-use functions for creating and customizing ‘ggplot2’- based publication ready plots.
ggrepel
Repel overlapping text labels away from each other
ggrough
’ggrough’ is an R package that converts your ggplot2 plots to rough/sketchy charts, using the excellent javascript roughjs library
tabplot
The tableplot is a powerful visualization method to explore and analyse large multivariate datasets
ggstatsplot
creates graphics with details from statistical tests ggstatsplot - github
plotly
An R package for creating interactive web graphics.
patchwork
The goal of patchwork is to make it ridiculously simple to combine separate ggplots into the same graphic. patchwork - github
factoextra
factoextra is an R package making easy to extract and visualize the output of exploratory multivariate data analyses
ggiraphExtra
ggiraphExtra contains many useful functions for exploratoty plots.
r2d3
R Interface to D3 Visualizations
xda
R package for exploratory data analysis
gghighlight
Highlight points and lines in ggplot2
bbplot
It helps create and export ggplot2 charts in the style used by the BBC News data team
SuperML
caret
The caret package (short for Classification And REgression Training) contains functions to streamline the model training process for complex regression and classification problems. caret - vignettes
mlr
mlr is a framework for machine learning experiments in R. mlr - website mlr - blog
Metrics
An R package for common supervised machine learning metrics Metrics - github
iml
The iml package provides tools for analysing any black box machine learning model. iml - vignettes
lime
The purpose of lime is to explain the predictions of black box classifiers lime - vignettes lime - github
xgboostExplaine
An R package that makes xgboost models fully interpretable xgboostExplainer - tutorial
shapper
The SHAP method is used to calculate influences of variables on the particular observation.
shinyMlr
Integration of the mlr package into shiny. With help of this package mlr can be accessed via a shiny interface.
shinyMlr - github shinyMlr - video tutorial
bounceR
bounceR provides methods and tools for automated feature selection for Machine Learning models. The methods are fit for situation in which the data scientists faces an exceedingly high number of features.
recipes
recipes is an alternative method for creating and preprocessing design matrices that can be used for modeling or visualization. recipes - github
modelDown
modelDown generates a website with HTML summaries for predictive models modelDown - vignettes
dalex
DALEX is a set of tools that help to understand how complex models are working. dalex – website
iBreakDown
Model Agnostic Explainers for Individual Predictions The iBreakDown package is a model agnostic tool for explanation of predictions from black boxes ML models. iBreakDown – website
rpart.plot
It extends the functions in the rpart package rpart.plot – website
tsfknn
The package allows, with only a function, to specify the KNN model and to generate the forecasts. tsfknn - vignettes
prophet
Prophet is a procedure for forecasting time series data based on an additive model where non-linear trends are fit with yearly, weekly, and daily seasonality, plus holiday effects. prohet - website
breakDown
Model Agnostic Explainers for Individual Predictions
ggTimeSeries
This R package offers novel time series visualisations. It is based on ggplot2 and offers geoms and pre-packaged functions for easily creating any of the offered charts. Some examples are listed below. ggTimeSeries - vignettes
tsbox
tsbox: Class-Agnostic Time Series in R
tsutils
The tsutils package for R provides functions to support various aspects of time series and forecasting modelling.
sparkryl
sparklyr is an R interface for Apache Spark
RWeka
An R interface to Weka. Weka is a collection of machine learning algorithms for data mining tasks written in Java.
rbokeh
rbokeh is an R Interface for Bokeh. Bokeh is a visualization library that provides a flexible and powerful declarative framework for creating web-based plots rbokeh - vignettes
cartography
This package allows various cartographic representations such as proportional symbols, choropleth, typology, flows or discontinuities maps. cartography – github
h2o
R scripting functionality for ‘H2O’, the open source math engine for big data that computes parallel distributed machine learning algorithms such as generalized linear models, gradient boosting machines, random forests, and neural networks (deep learning) within various cluster environments.
Keras
R interface to Keras keras - website
ff
The ff package provides data structures that are stored on disk but behave (almost) as if they were in RAM. ff - website
replyr
The replyr package attempts to provide practical data manipulation affordances to make code perform similarly on local or remote (big) data. replyr - github
disk.frame
Fast disk-based parallelized data manipulation framework for larger-than-RAM data
aurelius
Provides tools for converting R objects and syntax into the Portable Format for Analytics (PFA). aurelius - vignettes
plumber
It converts your existing R code to a web API using a handful of special one-line comments. plumber – website
shiny
shiny makes it easy to build interactive web apps straight from R shiny - website
shinydashboard
shinydashboard makes it easy to use Shiny to create dashboards shinydashboard - website
argonDash
Argon dashboard template argomDash – website
shinyproxy
ShinyProxy is your favourite way to deploy Shiny apps in an enterprise context. shinyproxy - website
shinyLP
A R package for Bootstrap Components to make Landing Home Pages for Shiny shinyLP - github
shinytemplate
RStudio Project Templates for Shinyapps shinytemplate - github
shinymodule
A Shiny module is a piece of a Shiny app. shinymodules - shiny website
dashboardthemes
custom theme support for R Shinydashboard applications dashboardthemes - github
fontawesome
The fontawesome package makes it very easy to insert FontAwesome icons within R Markdown documents and Shiny apps. fontawesome - github
shinyWidgets
Extend widgets available in shiny
shinydashboardPlus
Extensions for shinydashboard shinydashbordpPlus – website
bs4Dash
Bootstrap 4 shinydashboard using AdminLTE3 bs4Dash – website
yonder
A Reactive Web Framework Built on Shiny yonder - website
auth0
The goal of auth0 is to implement an authentication scheme to Shiny using OAuth Apps through the freemium service Auth0. auth0 - website
shinyEffects
Customize your shiny apps with these nice CSS effects shinyEffects - github
tablerDash
A new super light ✨shiny dashboard template. tablerDash - website
dragulaR
Drag’n’drop elements with dragulaR dragulaR - website
gglabeller
Shiny gadget for labeling points on ggplot gglabeller - github
ggiraph
Make ‘ggplot’ Graphics Interactive ggiraph – github
excelR
An R interface to jExcel library to create web-based interactive tables and spreadsheets compatible with ‘Excel’ or any other spreadsheet software. excelR – github
rmarkdorwn
Convert R Markdown documents into a variety of formats. rmarkdown - website
icon
web icons for rmarkdown icon - website
officer
Access and manipulate ‘Microsoft Word’ and ‘Microsoft PowerPoint’ documents from R. officer - vignettes
kableExtra
The goal of kableExtra is to help you build common complex tables and manipulate table styles.
slidex
slidex is aimed at making the process of converting Microsoft PowerPoint slides to beautiful HTML xaringan slides as seamless as possible, maintaining tables,figures, links, and bulleted lists. slidex - github
xaringan
gt
Make wonderful-looking tables with the gt package
SixSigma
Functions and utilities to perform Statistical Analyses in the Six Sigma way.
SixSigma with R - ebook website Quality Control with R - ebook
qcc
qcc is a contributed R package for statistical quality control charts qcc - vignettes
ggQC
Plot single and multi-facet quality control charts within the ggplot framework using stat_QC and stat_mR. Calculate quality control limits using QC_Lines. ggQC - github
dockerfiler
dockerfiler is a package that comes with a simple, object oriented API for Dockerfile creation, straight from your R session.
cloudML
cloudml provides an R interface to Google Cloud Machine Learning Engine cloudML - website
googleComputeEngineR
provides an R interface to the Google Cloud Compute Engine API, for launching virtual machines. googleComputeEngineR - github
Rcode
R Analyticflow
packagefinder
With ‘packagefinder’ you can search for multiple keywords in the name, title and description of the CRAN package, either case-sensitive or insensitive and define your own weighting scheme for the search results, if you like. packagefinder - CRAN
fs
fs provides a cross-platform, uniform interface to file system operations. fs uses libuv under the hood, which gives a rock solid cross-platform interface to the filesystem. fs - website
pacman
A package management tools for R pacman - github
caretTuneGrid
The caretTuneGrid is the RStudio addin for inserting tune parameters code for the caret package.
esquisse
RStudio add-in to make plots with ggplot2
editData
RStudio addin for editing a ‘data.frame’ or a ‘tibble’
Rcade
The goal of Rcade is to provide access to games in order to waste some times in RStudio. You can play 2048, Tetris, Mario, Pacman, Spider Solitaire and others.
taskscheduleR
Schedule R scripts/processes with the Windows task scheduler.
hexSticker
Create hexagon sticker in R