Package: dsld 0.2.2

dsld: Data Science Looks at Discrimination

Statistical and graphical tools for detecting and measuring discrimination and bias, be it racial, gender, age or other. Detection and remediation of bias in machine learning algorithms. 'Python' interfaces available.

Authors:Norm Matloff [aut, cre], Taha Abdullah [aut], Arjun Ashok [aut], Shubhada Martha [aut], Aditya Mittal [aut], Billy Ouattara [aut], Jonathan Tran [aut], Brandon Zarate Estrada [aut]

dsld_0.2.2.tar.gz
dsld_0.2.2.zip(r-4.5)dsld_0.2.2.zip(r-4.4)dsld_0.2.2.zip(r-4.3)
dsld_0.2.2.tgz(r-4.4-any)dsld_0.2.2.tgz(r-4.3-any)
dsld_0.2.2.tar.gz(r-4.5-noble)dsld_0.2.2.tar.gz(r-4.4-noble)
dsld_0.2.2.tgz(r-4.4-emscripten)dsld_0.2.2.tgz(r-4.3-emscripten)
dsld.pdf |dsld.html✨
dsld/json (API)

# Install 'dsld' in R:

install.packages('dsld', repos = c('https://matloff.r-universe.dev', 'https://cloud.r-project.org'))

Bug tracker:https://github.com/matloff/dsld/issues

Datasets:

compas1 - Criminal Offenders Screened in Florida
lak - Labor Market Discrimination
mortgageSE - Mortgage Denial
svcensus - Silicon Valley programmers and engineers data

On CRAN:

7.26 score 9 stars 11 scripts 151 downloads 25 exports 223 dependencies

Last updated 2 months agofrom:e2b23b46fa. Checks:OK: 5 NOTE: 2. Indexed: yes.

Target	Result	Date
Doc / Vignettes	OK	Oct 27 2024
R-4.5-win	OK	Oct 27 2024
R-4.5-linux	OK	Oct 27 2024
R-4.4-win	OK	Oct 27 2024
R-4.4-mac	OK	Oct 27 2024
R-4.3-win	NOTE	Oct 27 2024
R-4.3-mac	NOTE	Oct 27 2024

Exports:dsldCHunting dsldConditDisparity dsldConfounders dsldDensityByS dsldFairUtilTrade dsldFgrrm dsldFreqPCoord dsldFrequencyByS dsldFrrm dsldIamb dsldLinear dsldLogit dsldMatchedATE dsldML dsldNclm dsldOHunting dsldQeFairKNN dsldQeFairRF dsldQeFairRidgeLin dsldQeFairRidgeLog dsldScatterPlot3D dsldTakeALookAround dsldZlm dsldZlrm getSuggestedLib

Dependencies:abind askpass backports base64enc BH boot brew brio broom bslib cachem callr car carData caret class cli clipr clock codetools colorspace commonmark cowplot cpp11 crayon credentials crosstalk curl data.table Deriv desc devtools diagram DiceKriging diffobj digest doBy downlit dplyr e1071 ellipsis evaluate fairml fairness fansi farver fastmap float FNN FOCI fontawesome forcats foreach Formula freqparcoord fs future future.apply gbm generics gert GGally ggplot2 ggstats gh gitcreds glmnet globals glue gmp gower grf gtable gtools hardhat highr hms htmltools htmlwidgets httpuv httr httr2 ini ipred isoband iterators jquerylib jsonlite Kendall KernSmooth knitr labeling later lattice lava lazyeval lgr lifecycle listenv lme4 lmtest lubridate magrittr MASS Matrix MatrixExtra MatrixModels memoise mgcv microbenchmark mime miniUI minqa mlapi ModelMetrics modelr munsell mvtnorm nlme nloptr NLP nnet numDeriv openssl parallelly partools patchwork pbkrtest pdist pillar pkgbuild pkgconfig pkgdown pkgload plotly plyr polyreg praise prettyunits pROC processx prodlim profvis progress progressr promises proxy ps purrr qeML quantreg R.methodsS3 R.oo R.utils R6 ragg ranger RANN rappdirs rcmdcheck RColorBrewer Rcpp RcppArmadillo RcppEigen recipes regtools rematch2 remotes reshape2 RhpcBLASctl rje rlang rmarkdown roxygen2 rpart rpart.plot rprojroot rsparse rstudioapi rversions sandwich sass scales sessioninfo shape shiny slam sourcetools SparseM SQUAREM stringi stringr survival sys systemfonts testthat text2vec textshaping tibble tidyr tidyselect timechange timeDate tinytex tm toweranNA tufte tzdb urlchecker usethis utf8 vctrs viridisLite waldo whisker withr xfun xml2 xopen xtable yaml zip zoo

Categorized Function List

Rendered fromFunction_List.Rmdusingknitr::rmarkdownon Oct 27 2024.

Last update: 2024-08-04
Started: 2024-07-19

Quick Start

Rendered fromQuick_Start.Rmdusingknitr::rmarkdownon Oct 27 2024.

Last update: 2024-08-04
Started: 2024-05-24

Citation

Development and contributors

Readme and manuals

Help Manual

Help page	Topics
Criminal Offenders Screened in Florida	compas1
dsldBnlearn	dsldIamb
Confounder and Proxy Hunting	dsldCHunting dsldOHunting
dsldConditDisparity	dsldConditDisparity
dsldConfounders	dsldConfounders
dsldDensityByS	dsldDensityByS
dsldEDFFair Wrappers	dsldQeFairKNN dsldQeFairRF dsldQeFairRidgeLin dsldQeFairRidgeLog predict.dsldQeFair
dsldFairML Wrappers	dsldFgrrm dsldFrrm dsldNclm dsldZlm dsldZlrm predict.dsldFairML summary.dsldFairML
dsldFairUtilTrade	dsldFairUtilTrade
dsldFreqPCoord	dsldFreqPCoord
dsldFrequencyByS	dsldFrequencyByS
dsldLinear	coef.dsldLM dsldLinear predict.dsldLM summary.dsldLM vcov.dsldLM
dsldLogit	coef.dsldGLM dsldLogit predict.dsldGLM summary.dsldGLM vcov.dsldGLM
dsldMatchedATE	dsldMatchedATE
dsldML	dsldML
ScatterPlot3D in dsld	dsldScatterPlot3D
dsldTakeALookAround	dsldTakeALookAround
Labor Market Discrimination	lak
Mortgage Denial	mortgageSE
Silicon Valley programmers and engineers data	svcensus
Utitlities	getSuggestedLib