Package: nullabor 0.3.15

nullabor: Tools for Graphical Inference

Tools for visual inference. Generate null data sets and null plots using permutation and simulation. Calculate distance metrics for a lineup, and examine the distributions of metrics.

Authors:Hadley Wickham [aut, ctb], Niladri Roy Chowdhury [aut, ctb], Di Cook [aut, cre], Heike Hofmann [aut, ctb], Måns Thulin [aut, ctb]

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nullabor.pdf |nullabor.html✨
nullabor/json (API)
NEWS

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

Bug tracker:https://github.com/dicook/nullabor/issues

Datasets:
  • aud - Conversion rate of 1 Australian Doller (AUD) to 1 US Dollar
  • electoral - Polls and election results from the 2012 US Election
  • lal - Los Angeles Lakers play-by-play data.
  • tips - Tipping data
  • turk_results - Sample turk results
  • wasps - Wasp gene expression data.

On CRAN:

10.11 score 55 stars 2 packages 370 scripts 831 downloads 29 exports 49 dependencies

Last updated 11 days agofrom:bfea708661. Checks:8 OK. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKFeb 10 2025
R-4.5-winOKFeb 10 2025
R-4.5-macOKFeb 10 2025
R-4.5-linuxOKFeb 10 2025
R-4.4-winOKFeb 10 2025
R-4.4-macOKFeb 10 2025
R-4.3-winOKFeb 10 2025
R-4.3-macOKFeb 10 2025

Exports:bin_distbox_distcalc_diffcalc_mean_distdecryptdistmetdistplotlineuplineup_histogramslineup_qqlineup_residualsnull_distnull_lmnull_permutenull_tsopt_bin_diffpvisualreg_distresid_bootresid_pbootresid_permresid_rotateresid_sigmarorschachsample_sizesep_disttheme_stripuni_distvisual_power

Dependencies:classcliclustercolorspacecpp11DEoptimRdiptestdplyrfansifarverflexmixfpcgenericsggplot2gluegtableisobandkernlablabelinglatticelifecyclemagrittrMASSMatrixmclustmgcvmodeltoolsmomentsmunsellnlmennetpillarpkgconfigprabcluspurrrR6RColorBrewerrlangrobustbasescalesstringistringrtibbletidyrtidyselectutf8vctrsviridisLitewithr

An Introduction to the nullabor package

Rendered fromnullabor.Rmdusingknitr::rmarkdownon Feb 10 2025.

Last update: 2024-07-21
Started: 2014-10-26

Assessing distributional assumptions using the nullabor package

Rendered fromnullabor-distributions.Rmdusingknitr::rmarkdownon Feb 10 2025.

Last update: 2024-11-28
Started: 2024-11-28

Distances between null and data plots

Rendered fromdistances.Rmdusingknitr::rmarkdownon Feb 10 2025.

Last update: 2024-07-21
Started: 2016-05-03

Example lineups

Rendered fromnullabor-examples.Rmdusingknitr::rmarkdownon Feb 10 2025.

Last update: 2025-02-10
Started: 2016-05-03

Residual plots for linear models

Rendered fromnullabor-regression.Rmdusingknitr::rmarkdownon Feb 10 2025.

Last update: 2025-02-10
Started: 2024-11-28

Readme and manuals

Help Manual

Help pageTopics
Conversion rate of 1 Australian Doller (AUD) to 1 US Dollaraud
Binned Distancebin_dist
Distance based on side by side Boxplotsbox_dist
Calculating the difference between true plot and the null plot with the maximum distance.calc_diff
Calculating the mean distances of each plot in the lineup.calc_mean_dist
Use decrypt to reveal the position of the real data.decrypt
Empirical distribution of the distancedistmet
Plotting the distribution of the distance measuredistplot
Polls and election results from the 2012 US Electionelectoral
Los Angeles Lakers play-by-play data.lal
The line-up protocol.lineup
Check distributional assumptions using histograms and the lineup protocol.lineup_histograms
Check distributional assumptions using Q-Q plots and the lineup protocol.lineup_qq
Compare residual plots of a fitted model to plots of null residuals.lineup_residuals
Generate null data with a specific distribution.null_dist
Generate null data with null residuals from a model.null_lm
Generate null data by permuting a variable.null_permute
Generate null data by simulating from a time series model.null_ts
Finds the number of bins in x and y direction which gives the maximum binned distance.opt_bin_diff
P-value calculations.pvisual
Distance based on the regression parametersreg_dist
Bootstrap residuals.resid_boot
Parametric bootstrap residuals.resid_pboot
Permutation residuals.resid_perm
Rotation residuals.resid_rotate
Residuals simulated by a normal model, with specified sigmaresid_sigma
The Rorschach protocol.rorschach
Sample size calculatorsample_size
Distance based on separation of clusterssep_dist
A theme to minimally strip away the contexttheme_strip
Tipping datatips
Sample turk resultsturk_results
Distance for univariate datauni_dist
Power calculations.visual_power
Wasp gene expression data.wasps