Introduction | Manual Binning | Bins | Plot | Dummy Variables | Factor Binning | Combine Levels | Create Bins | Quantile Binning | Equal Length Binning | Winsorized Binning
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:
rbin_0.2.1.tar.gz
rbin_0.2.1.zip(r-4.7)rbin_0.2.1.zip(r-4.6)rbin_0.2.1.zip(r-4.5)
rbin_0.2.1.tgz(r-4.6-any)rbin_0.2.1.tgz(r-4.5-any)
rbin_0.2.1.tar.gz(r-4.7-any)rbin_0.2.1.tar.gz(r-4.6-any)
rbin_0.2.1.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
rbin/json (API)
| # Install 'rbin' in R: |
| install.packages('rbin', repos = c('https://rsquaredacademy.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/rsquaredacademy/rbin/issues
Pkgdown/docs site:https://rbin.rsquaredacademy.com
Datasets:
- mbank - Bank marketing data set
binninglogistic-regressionwoe-and-ivwoebinning
Last updated from:33c19406c1. Checks:9 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| linux-devel-x86_64 | OK | 152 | ||
| source / vignettes | OK | 204 | ||
| linux-release-x86_64 | OK | 155 | ||
| macos-release-arm64 | OK | 110 | ||
| macos-oldrel-arm64 | OK | 77 | ||
| windows-devel | OK | 118 | ||
| windows-release | OK | 90 | ||
| windows-oldrel | OK | 101 | ||
| wasm-release | OK | 119 |
Exports:rbin_createrbin_equal_freqrbin_equal_lengthrbin_factorrbin_factor_combinerbin_factor_createrbin_manualrbin_quantilesrbin_winsorizerbinAddinrbinFactorAddin
Dependencies:clicpp11data.tablefarverggplot2gluegtableisobandlabelinglifecycleR6RColorBrewerrlangS7scalesvctrsviridisLitewithr
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Bank marketing data set | mbank |
| Create dummy variables | rbin_create |
| Equal frequency binning | plot.rbin_equal_freq rbin_equal_freq |
| Equal length binning | plot.rbin_equal_length rbin_equal_length |
| Factor binning | plot.rbin_factor rbin_factor |
| Combine levels | rbin_factor_combine |
| Create dummy variables | rbin_factor_create |
| Manual binning | plot.rbin_manual rbin_manual |
| Quantile binning | plot.rbin_quantiles rbin_quantiles |
| Winsorized binning | plot.rbin_winsorize rbin_winsorize |
| Bin continuous data | rbinAddin |
| Custom binning | rbinFactorAddin |
