Package: ggstatsplot 0.12.3.9000

ggstatsplot: 'ggplot2' Based Plots with Statistical Details

Extension of 'ggplot2', 'ggstatsplot' creates graphics with details from statistical tests included in the plots themselves. It provides an easier syntax to generate information-rich plots for statistical analysis of continuous (violin plots, scatterplots, histograms, dot plots, dot-and-whisker plots) or categorical (pie and bar charts) data. Currently, it supports the most common types of statistical approaches and tests: parametric, nonparametric, robust, and Bayesian versions of t-test/ANOVA, correlation analyses, contingency table analysis, meta-analysis, and regression analyses. References: Patil (2021) <doi:10.21105/joss.03236>.

Authors:Indrajeet Patil [cre, aut, cph], Chuck Powell [ctb]

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ggstatsplot.pdf |ggstatsplot.html
ggstatsplot/json (API)
NEWS

# Install ggstatsplot in R:
install.packages('ggstatsplot', repos = c('https://indrajeetpatil.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Bug tracker:https://github.com/indrajeetpatil/ggstatsplot/issues

Datasets:
  • Titanic_full - Titanic dataset.
  • bugs_long - Tidy version of the "Bugs" dataset.
  • bugs_wide - Wide-format version of the "Bugs" dataset.
  • iris_long - Edgar Anderson's Iris Data in long format.
  • movies_long - Movie information and user ratings from IMDB.com (long format).

On CRAN:

bayes-factorsdatasciencedatavizeffect-sizeggplot-extensionhypothesis-testingnon-parametric-statisticsregression-modelsstatistical-analysis

24 exports 1.9k stars 10.89 score 96 dependencies 2 dependents 82 mentions 10.5k downloads

Last updated 1 months agofrom:d55f86a7f3

Exports:%>%combine_plotsextract_captionextract_statsextract_subtitleggbarstatsggbetweenstatsggcoefstatsggcorrmatggdotplotstatsgghistostatsggpiestatsggscatterstatsggwithinstatsgrouped_ggbarstatsgrouped_ggbetweenstatsgrouped_ggcorrmatgrouped_ggdotplotstatsgrouped_gghistostatsgrouped_ggpiestatsgrouped_ggscatterstatsgrouped_ggwithinstatspairwise_comparisonstheme_ggstatsplot

Dependencies:abindafexbackportsBayesFactorbayestestRbootbroomBWStestcachemcarcarDataclicodacolorspacecontfraccorrelationcpp11datawizarddeSolvedplyreffectsizeellipticfansifarverfastmapgenericsggcorrplotggplot2ggrepelggsideggsignifgluegmpgtablehypergeoinsightisobandkSampleslabelinglatticelifecyclelme4lmerTestmagrittrMASSMatrixMatrixModelsmemoisemgcvminqamultcompViewmunsellmvtnormnlmenloptrnnetnumDerivpaletteerparameterspatchworkpbapplypbkrtestperformancepillarpkgconfigplyrPMCMRplusprismaticpurrrquantregR6RColorBrewerRcppRcppEigenrematch2reshapereshape2rlangRmpfrrstudioapiscalesSparseMstatsExpressionsstringistringrSuppDistssurvivaltibbletidyrtidyselectutf8vctrsviridisLitewithrWRS2zeallot

Additional vignettes

Rendered fromadditional.Rmdusingknitr::rmarkdownon Jun 25 2024.

Last update: 2023-09-21
Started: 2018-10-08

Visualizations with statistical details: The 'ggstatsplot' approach

Rendered fromggstatsplot.Rmdusingknitr::rmarkdownon Jun 25 2024.

Last update: 2023-09-21
Started: 2022-02-05

Readme and manuals

Help Manual

Help pageTopics
Tidy version of the "Bugs" dataset.bugs_long
Wide-format version of the "Bugs" dataset.bugs_wide
Combining and arranging multiple plots in a gridcombine_plots
Extracting data frames or expressions from '{ggstatsplot}' plotsextract_caption extract_stats extract_subtitle
Stacked bar charts with statistical testsggbarstats
Box/Violin plots for between-subjects comparisonsggbetweenstats
Dot-and-whisker plots for regression analysesggcoefstats
Visualization of a correlation matrixggcorrmat
Dot plot/chart for labeled numeric data.ggdotplotstats
Histogram for distribution of a numeric variablegghistostats
Pie charts with statistical testsggpiestats
Scatterplot with marginal distributions and statistical resultsggscatterstats
Box/Violin plots for repeated measures comparisonsggwithinstats
Grouped bar charts with statistical testsgrouped_ggbarstats
Violin plots for group or condition comparisons in between-subjects designs repeated across all levels of a grouping variable.grouped_ggbetweenstats
Visualization of a correlalogram (or correlation matrix) for all levels of a grouping variablegrouped_ggcorrmat
Grouped histograms for distribution of a labeled numeric variablegrouped_ggdotplotstats
Grouped histograms for distribution of a numeric variablegrouped_gghistostats
Grouped pie charts with statistical testsgrouped_ggpiestats
Scatterplot with marginal distributions for all levels of a grouping variablegrouped_ggscatterstats
Violin plots for group or condition comparisons in within-subjects designs repeated across all levels of a grouping variable.grouped_ggwithinstats
Edgar Anderson's Iris Data in long format.iris_long
Movie information and user ratings from IMDB.com (long format).movies_long
Default theme used in '{ggstatsplot}'theme_ggstatsplot
Titanic dataset.Titanic_full