LSTbook

Data and Software for "Lessons in Statistical Thinking"

v0.6 · Dec 7, 2024 · MIT + file LICENSE

Description

"Lessons in Statistical Thinking" D.T. Kaplan (2014) <https://dtkaplan.github.io/Lessons-in-statistical-thinking/> is a textbook for a first or second course in statistics that embraces data wrangling, causal reasoning, modeling, statistical adjustment, and simulation. 'LSTbook' supports the student-centered, tidy, pipeline-oriented computing style featured in the book.

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5 WARNING

8 NOTE

1 OK

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Flavor	Status	Time
r-devel-linux-x86_64-debian-clang	NOTE	123.8s
r-devel-linux-x86_64-debian-gcc	NOTE	85.3s
r-devel-linux-x86_64-fedora-clang	NOTE	193s
r-devel-linux-x86_64-fedora-gcc	NOTE	198.4s
r-devel-macos-arm64	WARNING	40s
r-devel-windows-x86_64	NOTE	144s
r-oldrel-macos-arm64	WARNING
r-oldrel-macos-x86_64	WARNING	144s
r-oldrel-windows-x86_64	OK	181s
r-patched-linux-x86_64	NOTE	117s
r-release-linux-x86_64	NOTE	113.3s
r-release-macos-arm64	WARNING
r-release-macos-x86_64	WARNING	128s
r-release-windows-x86_64	NOTE	140s

Check details (17 non-OK)

NOTE r-devel-linux-x86_64-debian-clang

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘add_plot_labels.Rd’ ‘datasim_helpers.R’ ‘datasim_make.Rd’
    ‘model_eval.R’ ‘model_eval.Rd’ ‘model_plot.R’ ‘model_skeleton.Rd’
    ‘model_values.R’ ‘model_values.Rd’ ‘mosaic_cull_for_do.Rd’ ‘ntiles.R’
    ‘ntiles.Rd’ ‘point_plot.R’ ‘point_plot.Rd’ ‘print.R’
    ‘random_terms.Rd’ ‘regression_summaries.Rd’ ‘sims.R’
    ‘statistical_annotations.Rd’ ‘trials.R’ ‘trials.Rd’ ‘zero_one.Rd’

NOTE r-devel-linux-x86_64-debian-gcc

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘add_plot_labels.Rd’ ‘datasim_helpers.R’ ‘datasim_make.Rd’
    ‘model_eval.R’ ‘model_eval.Rd’ ‘model_plot.R’ ‘model_skeleton.Rd’
    ‘model_values.R’ ‘model_values.Rd’ ‘mosaic_cull_for_do.Rd’ ‘ntiles.R’
    ‘ntiles.Rd’ ‘point_plot.R’ ‘point_plot.Rd’ ‘print.R’
    ‘random_terms.Rd’ ‘regression_summaries.Rd’ ‘sims.R’
    ‘statistical_annotations.Rd’ ‘trials.R’ ‘trials.Rd’ ‘zero_one.Rd’

NOTE r-devel-linux-x86_64-fedora-clang

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘add_plot_labels.Rd’ ‘datasim_helpers.R’ ‘datasim_make.Rd’
    ‘model_eval.R’ ‘model_eval.Rd’ ‘model_plot.R’ ‘model_skeleton.Rd’
    ‘model_values.R’ ‘model_values.Rd’ ‘mosaic_cull_for_do.Rd’ ‘ntiles.R’
    ‘ntiles.Rd’ ‘point_plot.R’ ‘point_plot.Rd’ ‘print.R’
    ‘random_terms.Rd’ ‘regression_summaries.Rd’ ‘sims.R’
    ‘statistical_annotations.Rd’ ‘trials.R’ ‘trials.Rd’ ‘zero_one.Rd’

NOTE r-devel-linux-x86_64-fedora-gcc

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘add_plot_labels.Rd’ ‘datasim_helpers.R’ ‘datasim_make.Rd’
    ‘model_eval.R’ ‘model_eval.Rd’ ‘model_plot.R’ ‘model_skeleton.Rd’
    ‘model_values.R’ ‘model_values.Rd’ ‘mosaic_cull_for_do.Rd’ ‘ntiles.R’
    ‘ntiles.Rd’ ‘point_plot.R’ ‘point_plot.Rd’ ‘print.R’
    ‘random_terms.Rd’ ‘regression_summaries.Rd’ ‘sims.R’
    ‘statistical_annotations.Rd’ ‘trials.R’ ‘trials.Rd’ ‘zero_one.Rd’

NOTE r-devel-macos-arm64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘add_plot_labels.Rd’ ‘datasim_helpers.R’ ‘datasim_make.Rd’
    ‘model_eval.R’ ‘model_eval.Rd’ ‘model_plot.R’ ‘model_skeleton.Rd’
    ‘model_values.R’ ‘model_values.Rd’ ‘mosaic_cull_for_do.Rd’ ‘ntiles.R’
    ‘ntiles.Rd’ ‘point_plot.R’ ‘point_plot.Rd’ ‘print.R’
    ‘random_terms.Rd’ ‘regression_summaries.Rd’ ‘sims.R’
    ‘statistical_annotations.Rd’ ‘trials.R’ ‘trials.Rd’ ‘zero_one.Rd’

WARNING r-devel-macos-arm64

loading without being on the library search path

Error: package or namespace load failed for ‘LSTbook’:
 .onLoad failed in loadNamespace() for 'LSTbook', details:
  call: loadNamespace(name)
  error: there is no package called ‘mosaicData’
Execution halted

It looks like this package has a loading problem when not on .libPaths:
see the messages for details.

NOTE r-devel-windows-x86_64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    'add_plot_labels.Rd' 'datasim_helpers.R' 'datasim_make.Rd'
    'model_eval.R' 'model_eval.Rd' 'model_plot.R' 'model_skeleton.Rd'
    'model_values.R' 'model_values.Rd' 'mosaic_cull_for_do.Rd' 'ntiles.R'
    'ntiles.Rd' 'point_plot.R' 'point_plot.Rd' 'print.R'
    'random_terms.Rd' 'regression_summaries.Rd' 'sims.R'
    'statistical_annotations.Rd' 'trials.R' 'trials.Rd' 'zero_one.Rd'

WARNING r-oldrel-macos-arm64

loading without being on the library search path

Error: package or namespace load failed for ‘LSTbook’:
 .onLoad failed in loadNamespace() for 'LSTbook', details:
  call: loadNamespace(name)
  error: there is no package called ‘mosaicData’
Execution halted

It looks like this package has a loading problem when not on .libPaths:
see the messages for details.

WARNING r-oldrel-macos-x86_64

loading without being on the library search path

Error: package or namespace load failed for ‘LSTbook’:
 .onLoad failed in loadNamespace() for 'LSTbook', details:
  call: loadNamespace(name)
  error: there is no package called ‘mosaicData’
Execution halted

It looks like this package has a loading problem when not on .libPaths:
see the messages for details.

OK r-oldrel-windows-x86_64

NOTE r-patched-linux-x86_64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘add_plot_labels.Rd’ ‘datasim_helpers.R’ ‘datasim_make.Rd’
    ‘model_eval.R’ ‘model_eval.Rd’ ‘model_plot.R’ ‘model_skeleton.Rd’
    ‘model_values.R’ ‘model_values.Rd’ ‘mosaic_cull_for_do.Rd’ ‘ntiles.R’
    ‘ntiles.Rd’ ‘point_plot.R’ ‘point_plot.Rd’ ‘print.R’
    ‘random_terms.Rd’ ‘regression_summaries.Rd’ ‘sims.R’
    ‘statistical_annotations.Rd’ ‘trials.R’ ‘trials.Rd’ ‘zero_one.Rd’

NOTE r-release-linux-x86_64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘add_plot_labels.Rd’ ‘datasim_helpers.R’ ‘datasim_make.Rd’
    ‘model_eval.R’ ‘model_eval.Rd’ ‘model_plot.R’ ‘model_skeleton.Rd’
    ‘model_values.R’ ‘model_values.Rd’ ‘mosaic_cull_for_do.Rd’ ‘ntiles.R’
    ‘ntiles.Rd’ ‘point_plot.R’ ‘point_plot.Rd’ ‘print.R’
    ‘random_terms.Rd’ ‘regression_summaries.Rd’ ‘sims.R’
    ‘statistical_annotations.Rd’ ‘trials.R’ ‘trials.Rd’ ‘zero_one.Rd’

NOTE r-release-macos-arm64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘add_plot_labels.Rd’ ‘datasim_helpers.R’ ‘datasim_make.Rd’
    ‘model_eval.R’ ‘model_eval.Rd’ ‘model_plot.R’ ‘model_skeleton.Rd’
    ‘model_values.R’ ‘model_values.Rd’ ‘mosaic_cull_for_do.Rd’ ‘ntiles.R’
    ‘ntiles.Rd’ ‘point_plot.R’ ‘point_plot.Rd’ ‘print.R’
    ‘random_terms.Rd’ ‘regression_summaries.Rd’ ‘sims.R’
    ‘statistical_annotations.Rd’ ‘trials.R’ ‘trials.Rd’ ‘zero_one.Rd’

WARNING r-release-macos-arm64

loading without being on the library search path

Error: package or namespace load failed for ‘LSTbook’:
 .onLoad failed in loadNamespace() for 'LSTbook', details:
  call: loadNamespace(name)
  error: there is no package called ‘mosaicData’
Execution halted

It looks like this package has a loading problem when not on .libPaths:
see the messages for details.

NOTE r-release-macos-x86_64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘datasim_helpers.R’ ‘model_eval.R’ ‘model_plot.R’ ‘model_values.R’
    ‘ntiles.R’ ‘point_plot.R’ ‘print.R’ ‘sims.R’ ‘trials.R’

WARNING r-release-macos-x86_64

loading without being on the library search path

Error: package or namespace load failed for ‘LSTbook’:
 .onLoad failed in loadNamespace() for 'LSTbook', details:
  call: loadNamespace(name)
  error: there is no package called ‘mosaicData’
Execution halted

It looks like this package has a loading problem when not on .libPaths:
see the messages for details.

NOTE r-release-windows-x86_64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    'add_plot_labels.Rd' 'datasim_helpers.R' 'datasim_make.Rd'
    'model_eval.R' 'model_eval.Rd' 'model_plot.R' 'model_skeleton.Rd'
    'model_values.R' 'model_values.Rd' 'mosaic_cull_for_do.Rd' 'ntiles.R'
    'ntiles.Rd' 'point_plot.R' 'point_plot.Rd' 'print.R'
    'random_terms.Rd' 'regression_summaries.Rd' 'sims.R'
    'statistical_annotations.Rd' 'trials.R' 'trials.Rd' 'zero_one.Rd'

Check History

WARNING 1 OK · 8 NOTE · 5 WARNING · 0 ERROR · 0 FAILURE Mar 9, 2026

NOTE r-devel-linux-x86_64-debian-clang

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘add_plot_labels.Rd’ ‘datasim_helpers.R’ ‘datasim_make.Rd’
    ‘model_eval.R’ ‘model_eval.Rd’ ‘model_plot.R’ ‘model_skeleton.Rd’
    ‘model_values.R’ ‘model_values.Rd’ ‘mosaic_cull_for_do.Rd’ ‘ntiles.R’
    ‘ntiles.Rd’ ‘point_plot.R’ ‘point_plot.Rd’ ‘print.R’
    ‘random_terms.Rd’ ‘regression_summaries.Rd’ ‘sims.R’
    ‘statistical_anno

NOTE r-devel-linux-x86_64-debian-gcc

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘add_plot_labels.Rd’ ‘datasim_helpers.R’ ‘datasim_make.Rd’
    ‘model_eval.R’ ‘model_eval.Rd’ ‘model_plot.R’ ‘model_skeleton.Rd’
    ‘model_values.R’ ‘model_values.Rd’ ‘mosaic_cull_for_do.Rd’ ‘ntiles.R’
    ‘ntiles.Rd’ ‘point_plot.R’ ‘point_plot.Rd’ ‘print.R’
    ‘random_terms.Rd’ ‘regression_summaries.Rd’ ‘sims.R’
    ‘statistical_anno

NOTE r-devel-linux-x86_64-fedora-clang

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘add_plot_labels.Rd’ ‘datasim_helpers.R’ ‘datasim_make.Rd’
    ‘model_eval.R’ ‘model_eval.Rd’ ‘model_plot.R’ ‘model_skeleton.Rd’
    ‘model_values.R’ ‘model_values.Rd’ ‘mosaic_cull_for_do.Rd’ ‘ntiles.R’
    ‘ntiles.Rd’ ‘point_plot.R’ ‘point_plot.Rd’ ‘print.R’
    ‘random_terms.Rd’ ‘regression_summaries.Rd’ ‘sims.R’
    ‘statistical_anno

NOTE r-devel-linux-x86_64-fedora-gcc

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘add_plot_labels.Rd’ ‘datasim_helpers.R’ ‘datasim_make.Rd’
    ‘model_eval.R’ ‘model_eval.Rd’ ‘model_plot.R’ ‘model_skeleton.Rd’
    ‘model_values.R’ ‘model_values.Rd’ ‘mosaic_cull_for_do.Rd’ ‘ntiles.R’
    ‘ntiles.Rd’ ‘point_plot.R’ ‘point_plot.Rd’ ‘print.R’
    ‘random_terms.Rd’ ‘regression_summaries.Rd’ ‘sims.R’
    ‘statistical_anno

WARNING r-devel-macos-arm64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘add_plot_labels.Rd’ ‘datasim_helpers.R’ ‘datasim_make.Rd’
    ‘model_eval.R’ ‘model_eval.Rd’ ‘model_plot.R’ ‘model_skeleton.Rd’
    ‘model_values.R’ ‘model_values.Rd’ ‘mosaic_cull_for_do.Rd’ ‘ntiles.R’
    ‘ntiles.Rd’ ‘point_plot.R’ ‘point_plot.Rd’ ‘print.R’
    ‘random_terms.Rd’ ‘regression_summaries.Rd’ ‘sims.R’
    ‘statistical_anno

NOTE r-devel-windows-x86_64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    'add_plot_labels.Rd' 'datasim_helpers.R' 'datasim_make.Rd'
    'model_eval.R' 'model_eval.Rd' 'model_plot.R' 'model_skeleton.Rd'
    'model_values.R' 'model_values.Rd' 'mosaic_cull_for_do.Rd' 'ntiles.R'
    'ntiles.Rd' 'point_plot.R' 'point_plot.Rd' 'print.R'
    'random_terms.Rd' 'regression_summaries.Rd' 'sims.R'
    'statistical_anno

NOTE r-patched-linux-x86_64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘add_plot_labels.Rd’ ‘datasim_helpers.R’ ‘datasim_make.Rd’
    ‘model_eval.R’ ‘model_eval.Rd’ ‘model_plot.R’ ‘model_skeleton.Rd’
    ‘model_values.R’ ‘model_values.Rd’ ‘mosaic_cull_for_do.Rd’ ‘ntiles.R’
    ‘ntiles.Rd’ ‘point_plot.R’ ‘point_plot.Rd’ ‘print.R’
    ‘random_terms.Rd’ ‘regression_summaries.Rd’ ‘sims.R’
    ‘statistical_anno

NOTE r-release-linux-x86_64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘add_plot_labels.Rd’ ‘datasim_helpers.R’ ‘datasim_make.Rd’
    ‘model_eval.R’ ‘model_eval.Rd’ ‘model_plot.R’ ‘model_skeleton.Rd’
    ‘model_values.R’ ‘model_values.Rd’ ‘mosaic_cull_for_do.Rd’ ‘ntiles.R’
    ‘ntiles.Rd’ ‘point_plot.R’ ‘point_plot.Rd’ ‘print.R’
    ‘random_terms.Rd’ ‘regression_summaries.Rd’ ‘sims.R’
    ‘statistical_anno

WARNING r-release-macos-arm64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘add_plot_labels.Rd’ ‘datasim_helpers.R’ ‘datasim_make.Rd’
    ‘model_eval.R’ ‘model_eval.Rd’ ‘model_plot.R’ ‘model_skeleton.Rd’
    ‘model_values.R’ ‘model_values.Rd’ ‘mosaic_cull_for_do.Rd’ ‘ntiles.R’
    ‘ntiles.Rd’ ‘point_plot.R’ ‘point_plot.Rd’ ‘print.R’
    ‘random_terms.Rd’ ‘regression_summaries.Rd’ ‘sims.R’
    ‘statistical_anno

WARNING r-release-macos-x86_64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    ‘datasim_helpers.R’ ‘model_eval.R’ ‘model_plot.R’ ‘model_values.R’
    ‘ntiles.R’ ‘point_plot.R’ ‘print.R’ ‘sims.R’ ‘trials.R’

NOTE r-release-windows-x86_64

DESCRIPTION meta-information

  Missing dependency on R >= 4.1.0 because package code uses the pipe
  |> or function shorthand \(...) syntax added in R 4.1.0.
  File(s) using such syntax:
    'add_plot_labels.Rd' 'datasim_helpers.R' 'datasim_make.Rd'
    'model_eval.R' 'model_eval.Rd' 'model_plot.R' 'model_skeleton.Rd'
    'model_values.R' 'model_values.Rd' 'mosaic_cull_for_do.Rd' 'ntiles.R'
    'ntiles.Rd' 'point_plot.R' 'point_plot.Rd' 'print.R'
    'random_terms.Rd' 'regression_summaries.Rd' 'sims.R'
    'statistical_anno

WARNING r-oldrel-macos-arm64

loading without being on the library search path

Error: package or namespace load failed for ‘LSTbook’:
 .onLoad failed in loadNamespace() for 'LSTbook', details:
  call: loadNamespace(name)
  error: there is no package called ‘mosaicData’
Execution halted

It looks like this package has a loading problem when not on .libPaths:
see the messages for details.

WARNING r-oldrel-macos-x86_64

loading without being on the library search path

Error: package or namespace load failed for ‘LSTbook’:
 .onLoad failed in loadNamespace() for 'LSTbook', details:
  call: loadNamespace(name)
  error: there is no package called ‘mosaicData’
Execution halted

It looks like this package has a loading problem when not on .libPaths:
see the messages for details.

Dependency Network

Version History

new 0.6 Mar 9, 2026

Maintainer

Daniel Kaplan

Dependencies

Depends

R (>= 3.5.0)

Imports

rlang dplyr ggplot2 (>= 3.4.4) broom glue stats MASS tibble stringi

Suggests

igraph mosaicData moderndive palmerpenguins stringdist rmarkdown knitr testthat

Compilation

No compilation needed

First Published

Mar 9, 2026

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