Package: rbin 0.2.1

Aravind Hebbali

rbin: Tools for Binning Data

Manually bin data using weight of evidence and information value. Includes other binning methods such as equal length, quantile and winsorized. Options for combining levels of categorical data are also available. Dummy variables can be generated based on the bins created using any of the available binning methods. References: Siddiqi, N. (2006) <doi:10.1002/9781119201731.biblio>.

Authors:Aravind Hebbali [aut, cre]

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NEWS

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

Peer review:

Bug tracker:https://github.com/rsquaredacademy/rbin/issues

Datasets:
  • mbank - Bank marketing data set

On CRAN:

binninglogistic-regressionwoe-and-ivwoebinning

5.58 score 13 stars 58 scripts 234 downloads 11 exports 29 dependencies

Last updated 18 days agofrom:33c19406c1. Checks:OK: 7. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 05 2024
R-4.5-winOKNov 05 2024
R-4.5-linuxOKNov 05 2024
R-4.4-winOKNov 05 2024
R-4.4-macOKNov 05 2024
R-4.3-winOKNov 05 2024
R-4.3-macOKNov 05 2024

Exports:rbin_createrbin_equal_freqrbin_equal_lengthrbin_factorrbin_factor_combinerbin_factor_createrbin_manualrbin_quantilesrbin_winsorizerbinAddinrbinFactorAddin

Dependencies:clicolorspacedata.tablefansifarverggplot2gluegtableisobandlabelinglatticelifecyclemagrittrMASSMatrixmgcvmunsellnlmepillarpkgconfigR6RColorBrewerrlangscalestibbleutf8vctrsviridisLitewithr

Introduction to rbin

Rendered fromintroduction.Rmdusingknitr::rmarkdownon Nov 05 2024.

Last update: 2018-11-23
Started: 2018-11-21

Readme and manuals

Help Manual

Help pageTopics
Bank marketing data setmbank
Create dummy variablesrbin_create
Equal frequency binningplot.rbin_equal_freq rbin_equal_freq
Equal length binningplot.rbin_equal_length rbin_equal_length
Factor binningplot.rbin_factor rbin_factor
Combine levelsrbin_factor_combine
Create dummy variablesrbin_factor_create
Manual binningplot.rbin_manual rbin_manual
Quantile binningplot.rbin_quantiles rbin_quantiles
Winsorized binningplot.rbin_winsorize rbin_winsorize
Bin continuous datarbinAddin
Custom binningrbinFactorAddin