Package: nullabor 0.3.12

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]

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nullabor/json (API)
NEWS

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

Peer review:

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.
  • turk_results - Sample turk results
  • wasps - Wasp gene expression data.

On CRAN:

25 exports 56 stars 3.56 score 49 dependencies 2 dependents 328 scripts 1.3k downloads

Last updated 2 months agofrom:91c02cf38b. Checks:OK: 1 ERROR: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKAug 20 2024
R-4.5-winERRORAug 20 2024
R-4.5-linuxERRORAug 20 2024
R-4.4-winERRORAug 20 2024
R-4.4-macERRORAug 20 2024
R-4.3-winERRORAug 20 2024
R-4.3-macERRORAug 20 2024

Exports:bin_distbox_distcalc_diffcalc_mean_distdecryptdistmetdistplotlineupnull_distnull_lmnull_permutenull_tsopt_bin_diffpvisualreg_distresid_bootresid_pbootresid_rotateresid_sigmarorschachsample_sizesep_disttheme_stripuni_distvisual_power

Dependencies:classcliclustercolorspacecpp11DEoptimRdiptestdplyrfansifarverflexmixfpcgenericsggplot2gluegtableisobandkernlablabelinglatticelifecyclemagrittrMASSMatrixmclustmgcvmodeltoolsmomentsmunsellnlmennetpillarpkgconfigprabcluspurrrR6RColorBrewerrlangrobustbasescalesstringistringrtibbletidyrtidyselectutf8vctrsviridisLitewithr

An Introduction to the nullabor package

Rendered fromnullabor.Rmdusingknitr::rmarkdownon Aug 20 2024.

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

Distances between null and data plots

Rendered fromdistances.Rmdusingknitr::rmarkdownon Aug 20 2024.

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

Example lineups

Rendered fromnullabor-examples.Rmdusingknitr::rmarkdownon Aug 20 2024.

Last update: 2018-09-25
Started: 2016-05-03

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
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
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
Sample turk resultsturk_results
Distance for univariate datauni_dist
Power calculations.visual_power
Wasp gene expression data.wasps