Package: smallsets 2.0.0

smallsets: Visual Documentation for Data Preprocessing

Data practitioners regularly use the 'R' and 'Python' programming languages to prepare data for analyses. Thus, they encode important data preprocessing decisions in 'R' and 'Python' code. The 'smallsets' package subsequently decodes these decisions into a Smallset Timeline, a static, compact visualisation of data preprocessing decisions (Lucchesi et al. (2022) <doi:10.1145/3531146.3533175>). The visualisation consists of small data snapshots of different preprocessing steps. The 'smallsets' package builds this visualisation from a user's dataset and preprocessing code located in an 'R', 'R Markdown', 'Python', or 'Jupyter Notebook' file. Users simply add structured comments with snapshot instructions to the preprocessing code. One optional feature in 'smallsets' requires installation of the 'Gurobi' optimisation software and 'gurobi' 'R' package, available from <https://www.gurobi.com>. More information regarding the optional feature and 'gurobi' installation can be found in the 'smallsets' vignette.

Authors:Lydia R. Lucchesi [aut, cre], Petra M. Kuhnert [ths], Jenny L. Davis [ths], Lexing Xie [ths]

smallsets_2.0.0.tar.gz
smallsets_2.0.0.zip(r-4.5)smallsets_2.0.0.zip(r-4.4)smallsets_2.0.0.zip(r-4.3)
smallsets_2.0.0.tgz(r-4.4-any)smallsets_2.0.0.tgz(r-4.3-any)
smallsets_2.0.0.tar.gz(r-4.5-noble)smallsets_2.0.0.tar.gz(r-4.4-noble)
smallsets_2.0.0.tgz(r-4.4-emscripten)smallsets_2.0.0.tgz(r-4.3-emscripten)
smallsets.pdf |smallsets.html
smallsets/json (API)
NEWS

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

Peer review:

Bug tracker:https://github.com/lydialucchesi/smallsets/issues

Datasets:

On CRAN:

data-sciencedata-visualizationdocumentation-toolmachine-learningpreprocessingpythonvisualization-tools

5.76 score 13 stars 11 scripts 200 downloads 4 exports 85 dependencies

Last updated 11 months agofrom:e66a5c1321. Checks:OK: 3 NOTE: 4. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 20 2024
R-4.5-winOKNov 20 2024
R-4.5-linuxOKNov 20 2024
R-4.4-winNOTENov 20 2024
R-4.4-macNOTENov 20 2024
R-4.3-winNOTENov 20 2024
R-4.3-macNOTENov 20 2024

Exports:sets_labellingsets_sizingsets_spacingSmallset_Timeline

Dependencies:askpassbase64encbslibcachemcallrclicolorspacecommonmarkcpp11curldata.tabledigestevaluatefansifarverfastmapflextablefontawesomefontBitstreamVerafontLiberationfontquiverfsgdtoolsggplot2ggtextgluegridtextgtableherehighrhtmltoolsisobandjpegjquerylibjsonliteknitrlabelinglatticelifecyclemagrittrmarkdownMASSMatrixmemoisemgcvmimemunsellnlmeofficeropensslpatchworkpillarpkgconfigplotrixpngprocessxpsR6raggrappdirsRColorBrewerRcppRcppTOMLreticulaterlangrmarkdownrprojrootsassscalesstringistringrsyssystemfontstextshapingtibbletinytexutf8uuidvctrsviridisLitewithrxfunxml2yamlzip

smallsets User Guide

Rendered fromsmallsets.Rmdusingknitr::rmarkdownon Nov 20 2024.

Last update: 2023-12-04
Started: 2023-01-29

Readme and manuals

Help Manual

Help pageTopics
Synthetic datasets_data
Sets labellingsets_labelling
Sets sizingsets_sizing
Sets spacingsets_spacing
Smallset TimelineSmallset_Timeline