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'))

Peer review:

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:

25 exports 5 stars 2.73 score 230 dependencies 4 scripts

Last updated 8 days agofrom:76b9b096f3. Checks:OK: 5 NOTE: 2. Indexed: yes.

TargetResultDate
Doc / VignettesOKSep 14 2024
R-4.5-winOKSep 14 2024
R-4.5-linuxOKSep 14 2024
R-4.4-winOKSep 14 2024
R-4.4-macOKSep 14 2024
R-4.3-winNOTESep 14 2024
R-4.3-macNOTESep 14 2024

Exports:dsldCHuntingdsldConditDisparitydsldConfoundersdsldDensityBySdsldFairUtilTradedsldFgrrmdsldFreqPCoorddsldFrequencyBySdsldFrrmdsldIambdsldLineardsldLogitdsldMatchedATEdsldMLdsldNclmdsldOHuntingdsldQeFairKNNdsldQeFairRFdsldQeFairRidgeLindsldQeFairRidgeLogdsldScatterPlot3DdsldTakeALookArounddsldZlmdsldZlrmgetSuggestedLib

Dependencies:abindaskpassbackportsbase64encBHbitbit64bootbrewbriobroombroom.helpersbslibcachemcallrcarcarDatacardscaretclassclicliprclockcodetoolscolorspacecommonmarkcowplotcpp11crayoncredentialscrosstalkcurldata.tableDerivdescdevtoolsdiagramDiceKrigingdiffobjdigestdoBydownlitdplyre1071ellipsisevaluatefairmlfairnessfansifarverfastmapfloatFNNFOCIfontawesomeforcatsforeachfreqparcoordfsfuturefuture.applygbmgenericsgertGGallyggplot2ggstatsghgitcredsglmnetglobalsgluegmpgowergrfgtablegtoolshardhathavenhighrhmshtmltoolshtmlwidgetshttpuvhttrhttr2iniipredisobanditeratorsjquerylibjsonliteKendallKernSmoothknitrlabelinglabelledlaterlatticelavalazyevallgrlifecyclelistenvlme4lmtestlubridatemagrittrMASSMatrixMatrixExtraMatrixModelsmemoisemgcvmicrobenchmarkmimeminiUIminqamlapiModelMetricsmodelrmunsellmvtnormnlmenloptrNLPnnetnumDerivopensslparallellypartoolspatchworkpbkrtestpdistpillarpkgbuildpkgconfigpkgdownpkgloadplotlyplyrpolyregpraiseprettyunitspROCprocessxprodlimprofvisprogressprogressrpromisesproxypspurrrqeMLquantregR.methodsS3R.ooR.utilsR6raggrangerRANNrappdirsrcmdcheckRColorBrewerRcppRcppArmadilloRcppEigenreadrrecipesregtoolsrematch2remotesreshape2RhpcBLASctlrjerlangrmarkdownroxygen2rpartrpart.plotrprojrootrsparserstudioapirversionssandwichsassscalessessioninfoshapeshinyslamsourcetoolsSparseMSQUAREMstringistringrsurvivalsyssystemfontstestthattext2vectextshapingtibbletidyrtidyselecttimechangetimeDatetinytextmtoweranNAtuftetzdburlcheckerusethisutf8vctrsviridisLitevroomwaldowhiskerwithrxfunxml2xopenxtableyamlzipzoo

Categorized Function List

Rendered fromFunction_List.Rmdusingknitr::rmarkdownon Sep 14 2024.

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

Quick Start

Rendered fromQuick_Start.Rmdusingknitr::rmarkdownon Sep 14 2024.

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

Readme and manuals

Help Manual

Help pageTopics
Criminal Offenders Screened in Floridacompas1
dsldBnlearndsldIamb
Confounder and Proxy HuntingdsldCHunting dsldOHunting
dsldConditDisparitydsldConditDisparity
dsldConfoundersdsldConfounders
dsldDensityBySdsldDensityByS
dsldEDFFair WrappersdsldQeFairKNN dsldQeFairRF dsldQeFairRidgeLin dsldQeFairRidgeLog predict.dsldQeFair
dsldFairML WrappersdsldFgrrm dsldFrrm dsldNclm dsldZlm dsldZlrm predict.dsldFairML summary.dsldFairML
dsldFairUtilTradedsldFairUtilTrade
dsldFreqPCoorddsldFreqPCoord
dsldFrequencyBySdsldFrequencyByS
dsldLinearcoef.dsldLM dsldLinear predict.dsldLM summary.dsldLM vcov.dsldLM
dsldLogitcoef.dsldGLM dsldLogit predict.dsldGLM summary.dsldGLM vcov.dsldGLM
dsldMatchedATEdsldMatchedATE
dsldMLdsldML
ScatterPlot3D in dslddsldScatterPlot3D
dsldTakeALookArounddsldTakeALookAround
Labor Market Discriminationlak
Mortgage DenialmortgageSE
Silicon Valley programmers and engineers datasvcensus
UtitlitiesgetSuggestedLib