CRAN Package Check Results for Package GPArotateDF

Last updated on 2026-06-19 11:53:49 CEST.

Flavor Version Tinstall Tcheck Ttotal Status Flags
r-devel-linux-x86_64-debian-clang 2025.7-1 1.75 38.65 40.40 OK
r-devel-linux-x86_64-debian-gcc 2025.7-1 1.40 28.31 29.71 ERROR
r-devel-linux-x86_64-fedora-clang 2025.7-1 62.84 ERROR
r-devel-linux-x86_64-fedora-gcc 2025.7-1 205.41 ERROR
r-devel-windows-x86_64 2025.7-1 4.00 61.00 65.00 OK
r-patched-linux-x86_64 2025.7-1 2.06 36.20 38.26 OK
r-release-linux-x86_64 2025.7-1 1.96 36.15 38.11 OK
r-release-macos-arm64 2025.7-1 1.00 41.00 42.00 OK
r-release-macos-x86_64 2025.7-1 2.00 187.00 189.00 OK
r-release-windows-x86_64 2025.7-1 4.00 64.00 68.00 OK
r-oldrel-macos-arm64 2025.7-1 OK
r-oldrel-macos-x86_64 2025.7-1 2.00 195.00 197.00 OK
r-oldrel-windows-x86_64 2025.7-1 5.00 68.00 73.00 OK

Check Details

Version: 2025.7-1
Check: tests
Result: ERROR Running ‘rotations.R’ [1s/1s] Running the tests in ‘tests/rotations.R’ failed. Complete output: > # Tests here only compare against values computed with GPArotation code, > # to ensure the regular and DF versions give the same result > > > Sys.getenv("R_LIBS") [1] "/tmp/Rtmp1hCgG2/RLIBS_c26894e97ef63" > library() Packages in library '/tmp/Rtmp1hCgG2/RLIBS_c26894e97ef63': GPArotateDF Derivative Free Gradient Projection Factor Rotation GPArotation Gradient Projection Factor Rotation Packages in library '/home/hornik/tmp/R.check/r-devel-gcc/Work/build/library': KernSmooth Functions for Kernel Smoothing Supporting Wand & Jones (1995) MASS Support Functions and Datasets for Venables and Ripley's MASS Matrix Sparse and Dense Matrix Classes and Methods base The R Base Package boot Bootstrap Functions class Functions for Classification cluster "Finding Groups in Data": Cluster Analysis Extended Rousseeuw et al. codetools Code Analysis Tools for R compiler The R Compiler Package datasets The R Datasets Package foreign Read Data Stored by 'Minitab', 'S', 'SAS', 'SPSS', 'Stata', 'Systat', 'Weka', 'dBase', ... grDevices The R Graphics Devices and Support for Colours and Fonts graphics The R Graphics Package grid The Grid Graphics Package lattice Trellis Graphics for R methods Formal Methods and Classes mgcv Mixed GAM Computation Vehicle with Automatic Smoothness Estimation nlme Linear and Nonlinear Mixed Effects Models nnet Feed-Forward Neural Networks and Multinomial Log-Linear Models parallel Support for Parallel Computation in R rpart Recursive Partitioning and Regression Trees spatial Functions for Kriging and Point Pattern Analysis splines Regression Spline Functions and Classes stats The R Stats Package stats4 Statistical Functions using S4 Classes survival Survival Analysis tcltk Tcl/Tk Interface tools Tools for Package Development utils The R Utils Package > require("GPArotation") Loading required package: GPArotation > require("GPArotateDF") Loading required package: GPArotateDF > search() [1] ".GlobalEnv" "package:GPArotateDF" "package:GPArotation" [4] "package:stats" "package:graphics" "package:grDevices" [7] "package:utils" "package:datasets" "package:methods" [10] "Autoloads" "package:base" > Sys.info() sysname "Linux" release "7.0.10+deb14-amd64" version "#1 SMP PREEMPT_DYNAMIC Debian 7.0.10-1 (2026-05-27)" nodename "gimli1" machine "x86_64" login "hornik" user "hornik" effective_user "hornik" > > require("stats") > > fuzz <- 1e-6 > all.ok <- TRUE > > > data(ability.cov) > L <- loadings(factanal(factors = 2, covmat=ability.cov)) > > # quartimax > > LG <- quartimax(L, normalize = FALSE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "quartimax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.071172e-10 2.57213e-10 > LG <- quartimax(L, normalize = TRUE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "quartimax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 3.594091e-11 3.001116e-11 > > > > # quartimin > > LG <- quartimin(L, normalize = FALSE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "quartimin") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.399083e-11 2.122768e-12 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Factor1 Factor2 Factor1 0.00000000000000000e+00 -2.40939117168714745e-06 Factor2 -2.40939117168714745e-06 0.00000000000000000e+00 > > LG <- quartimin(L, normalize = TRUE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "quartimin") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 1.159026e-12 1.261096e-11 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Factor1 Factor2 Factor1 0.00000000000000000e+00 -1.61240317597677318e-06 Factor2 -1.61240317597677318e-06 0.00000000000000000e+00 > > # oblimax commented out as it is gives problem quite consistently > > #LG <- oblimax(L, normalize = FALSE, eps=1e-5) > #LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "oblimax") > # Oblimax fails for fuzz = 1e-6. But succeeds for 0.01 > # if( 0.01 < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { > # cat("Calculated value is not the same as test value in test rotations 1. Value:\n") > # cat("difference:\n") > # print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) > # all.ok <- FALSE > # } > # if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { > # cat("Calculated value is not the same as test value in test rotations 1. Value:\n") > # cat("difference:\n") > # print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) > # all.ok <- FALSE > # } > > #LG <- oblimax(L, normalize = TRUE, eps=1e-5) > #LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "oblimax") > # if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { > # cat("Calculated value is not the same as test value in test rotations 1. Value:\n") > # cat("difference:\n") > # print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) > # all.ok <- FALSE > # } > # if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { > # cat("Calculated value is not the same as test value in test rotations 1. Value:\n") > # cat("difference:\n") > # print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) > # all.ok <- FALSE > # } > > > # entropy > > LG <- entropy(L, normalize = FALSE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "entropy") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.380919e-10 2.879861e-10 > LG <- entropy(L, normalize = TRUE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "entropy") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.954305e-12 2.090064e-12 > > > > # simplimax > > LG <- simplimax(L, normalize = FALSE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "simplimax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > LG <- simplimax(L, normalize = TRUE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "simplimax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > > # bentlerQ > > LG <- bentlerQ(L, normalize = FALSE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "bentler") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 5.007946e-09 1.588765e-10 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Factor1 Factor2 Factor1 0.00000000000000000e+00 -3.94838404905728524e-05 Factor2 -3.94838404905728524e-05 -3.33066907387546962e-16 > > LG <- bentlerQ(L, normalize = TRUE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "bentler") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 7.240893e-09 6.148903e-08 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Factor1 Factor2 Factor1 -2.22044604925031308e-16 -1.01274249892813195e-04 Factor2 -1.01274249892813195e-04 4.44089209850062616e-16 > > > # bentlerT > > LG <- bentlerT(L, normalize = FALSE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "bentler") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 1.091502e-10 1.295173e-10 > LG <- bentlerT(L, normalize = TRUE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "bentler") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.900089e-09 2.613755e-09 > > > # geominQ > > LG <- geominQ(L, normalize = FALSE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "geomin") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > LG <- geominQ(L, normalize = TRUE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "geomin") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > > # geominT > > LG <- geominT(L, normalize = FALSE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "geomin") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.031329e-12 2.959919e-12 > LG <- geominT(L, normalize = TRUE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "geomin") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > > > # infomaxQ > > LG <- infomaxQ(L, normalize = FALSE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "infomax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 8.975e-15 5.708275e-12 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Factor1 Factor2 Factor1 0.00000000000000000e+00 1.70503978286218327e-06 Factor2 1.70503978286218327e-06 0.00000000000000000e+00 > > # changed to eps 1e-6 in order to pass the test. > LG <- infomaxQ(L, normalize = TRUE, eps=1e-6) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-6, method = "infomax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > > # infomaxT > > LG <- infomaxT(L, normalize = FALSE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "infomax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 4.178387e-12 4.433292e-12 > LG <- infomaxT(L, normalize = TRUE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "infomax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.276025e-11 2.200358e-11 > > > # CF Equamax Q > > LG <- GPFoblq(L, normalize = FALSE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 5.955028e-12 3.25221e-13 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: [,1] [,2] [1,] -4.44089209850062616e-16 1.40617309019042125e-06 [2,] 1.40617309019042125e-06 -2.22044604925031308e-16 > > LG <- GPFoblq(L, normalize = TRUE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 7.097006e-12 2.832944e-11 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: [,1] [,2] [1,] 3.33066907387546962e-16 -1.64903800370375109e-06 [2,] -1.64903800370375109e-06 4.44089209850062616e-16 > > > # CF equamax T > > LG <- GPForth(L, normalize = FALSE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 4.167409e-11 4.79377e-11 > LG <- GPForth(L, normalize = TRUE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > > > # targetQ > LG <- targetQ(L, Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2), normalize=FALSE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "target", + methodArgs=list(Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2))) > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 3.94618e-11 3.993706e-11 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > LG <- targetQ(L, Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2), normalize=TRUE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "target", + methodArgs=list(Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2))) > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 3.719858e-12 5.00393e-12 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > # targetT > > LG <- targetT(L, Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2), normalize=FALSE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "target", + methodArgs=list(Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2))) > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 1.885372e-11 2.512166e-11 > > LG <- targetT(L, Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2), normalize=TRUE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "target", + methodArgs=list(Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2))) > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > > > A <- matrix(c(0.664, 0.688, 0.492, 0.837, 0.705, 0.82, 0.661, 0.457, 0.765, + 0.322, 0.248, 0.304, -0.291, -0.314, -0.377, 0.397, 0.294, 0.428, + -0.075, 0.192, 0.224, 0.037, 0.155, -0.104, 0.077, 0-.488, 0.009), + ncol = 3) > T0 <- matrix(NA, ncol = 3, nrow = 9) > T0[1, 1] <- T0[2, 1] <- T0[1, 2] <- 0 > LG <- targetT(A, Target = T0) > LGDF <- GPForth.df(A, method="target", methodArgs=list(Target = T0)) > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: [,1] [,2] [,3] [1,] [2,] [3,] [4,] [5,] [6,] [7,] [8,] [9,] [,1] [,2] [,3] SS loadings 4.298329e-09 1.12457e-08 5.386704e-10 > > fuzz <- 1e-2 # Because loadings to zero, lower the bar to same results > LG <- targetQ(A, Target = T0) > LGDF <- GPFoblq.df(A, method="target", methodArgs=list(Target = T0)) > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: [,1] [,2] [,3] [1,] [2,] [3,] -4.737575e-01 4.441155e-01 [4,] 2.013065e+00 -1.875580e+00 -2.990878e-01 [5,] 1.786464e+00 -1.663424e+00 -2.666271e-01 [6,] 2.391433e+00 -2.229573e+00 -3.535882e-01 [7,] -3.829006e-01 3.582927e-01 [8,] 2.033391e-01 -1.933861e-01 [9,] -2.683019e-01 2.509629e-01 [,1] [,2] [,3] SS loadings 1.28826 2.348151 0.6468996 > > # pstT > # This won't converge properly > # No further investigations performed. > > > > cat("tests completed.\n") tests completed. > > > > if (! all.ok) stop("some tests FAILED") Error: some tests FAILED Execution halted Flavor: r-devel-linux-x86_64-debian-gcc

Version: 2025.7-1
Check: tests
Result: ERROR Running ‘rotations.R’ Running the tests in ‘tests/rotations.R’ failed. Complete output: > # Tests here only compare against values computed with GPArotation code, > # to ensure the regular and DF versions give the same result > > > Sys.getenv("R_LIBS") [1] "/tmp/Rtmp5acgfS/RLIBS_9ffd745d22cdb" > library() Packages in library '/tmp/Rtmp5acgfS/RLIBS_9ffd745d22cdb': GPArotateDF Derivative Free Gradient Projection Factor Rotation GPArotation Gradient Projection Factor Rotation Packages in library '/data/gannet/ripley/R/R-clang/library': KernSmooth Functions for Kernel Smoothing Supporting Wand & Jones (1995) MASS Support Functions and Datasets for Venables and Ripley's MASS Matrix Sparse and Dense Matrix Classes and Methods base The R Base Package boot Bootstrap Functions class Functions for Classification cluster "Finding Groups in Data": Cluster Analysis Extended Rousseeuw et al. codetools Code Analysis Tools for R compiler The R Compiler Package datasets The R Datasets Package foreign Read Data Stored by 'Minitab', 'S', 'SAS', 'SPSS', 'Stata', 'Systat', 'Weka', 'dBase', ... grDevices The R Graphics Devices and Support for Colours and Fonts graphics The R Graphics Package grid The Grid Graphics Package lattice Trellis Graphics for R methods Formal Methods and Classes mgcv Mixed GAM Computation Vehicle with Automatic Smoothness Estimation nlme Linear and Nonlinear Mixed Effects Models nnet Feed-Forward Neural Networks and Multinomial Log-Linear Models parallel Support for Parallel Computation in R rpart Recursive Partitioning and Regression Trees spatial Functions for Kriging and Point Pattern Analysis splines Regression Spline Functions and Classes stats The R Stats Package stats4 Statistical Functions using S4 Classes survival Survival Analysis tcltk Tcl/Tk Interface tools Tools for Package Development utils The R Utils Package > require("GPArotation") Loading required package: GPArotation > require("GPArotateDF") Loading required package: GPArotateDF > search() [1] ".GlobalEnv" "package:GPArotateDF" "package:GPArotation" [4] "package:stats" "package:graphics" "package:grDevices" [7] "package:utils" "package:datasets" "package:methods" [10] "Autoloads" "package:base" > Sys.info() sysname "Linux" release "6.18.13-100.fc42.x86_64" version "#1 SMP PREEMPT_DYNAMIC Thu Feb 19 20:58:08 UTC 2026" nodename "gannet.stats.ox.ac.uk" machine "x86_64" login "ripley" user "ripley" effective_user "ripley" > > require("stats") > > fuzz <- 1e-6 > all.ok <- TRUE > > > data(ability.cov) > L <- loadings(factanal(factors = 2, covmat=ability.cov)) > > # quartimax > > LG <- quartimax(L, normalize = FALSE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "quartimax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.071172e-10 2.57213e-10 > LG <- quartimax(L, normalize = TRUE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "quartimax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 3.594091e-11 3.001116e-11 > > > > # quartimin > > LG <- quartimin(L, normalize = FALSE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "quartimin") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.399083e-11 2.122768e-12 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Factor1 Factor2 Factor1 0.00000000000000000e+00 -2.40939117168714745e-06 Factor2 -2.40939117168714745e-06 0.00000000000000000e+00 > > LG <- quartimin(L, normalize = TRUE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "quartimin") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 1.159026e-12 1.261096e-11 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Factor1 Factor2 Factor1 0.00000000000000000e+00 -1.61240317597677318e-06 Factor2 -1.61240317597677318e-06 0.00000000000000000e+00 > > # oblimax commented out as it is gives problem quite consistently > > #LG <- oblimax(L, normalize = FALSE, eps=1e-5) > #LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "oblimax") > # Oblimax fails for fuzz = 1e-6. But succeeds for 0.01 > # if( 0.01 < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { > # cat("Calculated value is not the same as test value in test rotations 1. Value:\n") > # cat("difference:\n") > # print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) > # all.ok <- FALSE > # } > # if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { > # cat("Calculated value is not the same as test value in test rotations 1. Value:\n") > # cat("difference:\n") > # print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) > # all.ok <- FALSE > # } > > #LG <- oblimax(L, normalize = TRUE, eps=1e-5) > #LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "oblimax") > # if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { > # cat("Calculated value is not the same as test value in test rotations 1. Value:\n") > # cat("difference:\n") > # print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) > # all.ok <- FALSE > # } > # if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { > # cat("Calculated value is not the same as test value in test rotations 1. Value:\n") > # cat("difference:\n") > # print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) > # all.ok <- FALSE > # } > > > # entropy > > LG <- entropy(L, normalize = FALSE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "entropy") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.380919e-10 2.879861e-10 > LG <- entropy(L, normalize = TRUE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "entropy") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.954305e-12 2.090064e-12 > > > > # simplimax > > LG <- simplimax(L, normalize = FALSE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "simplimax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > LG <- simplimax(L, normalize = TRUE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "simplimax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > > # bentlerQ > > LG <- bentlerQ(L, normalize = FALSE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "bentler") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 5.007946e-09 1.588765e-10 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Factor1 Factor2 Factor1 0.00000000000000000e+00 -3.94838404905728524e-05 Factor2 -3.94838404905728524e-05 -3.33066907387546962e-16 > > LG <- bentlerQ(L, normalize = TRUE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "bentler") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 7.240893e-09 6.148903e-08 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Factor1 Factor2 Factor1 -2.22044604925031308e-16 -1.01274249892813195e-04 Factor2 -1.01274249892813195e-04 4.44089209850062616e-16 > > > # bentlerT > > LG <- bentlerT(L, normalize = FALSE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "bentler") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 1.091502e-10 1.295173e-10 > LG <- bentlerT(L, normalize = TRUE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "bentler") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.900089e-09 2.613755e-09 > > > # geominQ > > LG <- geominQ(L, normalize = FALSE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "geomin") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > LG <- geominQ(L, normalize = TRUE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "geomin") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > > # geominT > > LG <- geominT(L, normalize = FALSE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "geomin") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.031329e-12 2.959919e-12 > LG <- geominT(L, normalize = TRUE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "geomin") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > > > # infomaxQ > > LG <- infomaxQ(L, normalize = FALSE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "infomax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 8.975e-15 5.708275e-12 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Factor1 Factor2 Factor1 0.00000000000000000e+00 1.70503978286218327e-06 Factor2 1.70503978286218327e-06 0.00000000000000000e+00 > > # changed to eps 1e-6 in order to pass the test. > LG <- infomaxQ(L, normalize = TRUE, eps=1e-6) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-6, method = "infomax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > > # infomaxT > > LG <- infomaxT(L, normalize = FALSE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "infomax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 4.178387e-12 4.433292e-12 > LG <- infomaxT(L, normalize = TRUE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "infomax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.276025e-11 2.200358e-11 > > > # CF Equamax Q > > LG <- GPFoblq(L, normalize = FALSE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 5.955028e-12 3.25221e-13 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: [,1] [,2] [1,] -4.44089209850062616e-16 1.40617309019042125e-06 [2,] 1.40617309019042125e-06 -2.22044604925031308e-16 > > LG <- GPFoblq(L, normalize = TRUE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 7.097006e-12 2.832944e-11 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: [,1] [,2] [1,] 3.33066907387546962e-16 -1.64903800370375109e-06 [2,] -1.64903800370375109e-06 4.44089209850062616e-16 > > > # CF equamax T > > LG <- GPForth(L, normalize = FALSE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 4.167409e-11 4.79377e-11 > LG <- GPForth(L, normalize = TRUE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > > > # targetQ > LG <- targetQ(L, Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2), normalize=FALSE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "target", + methodArgs=list(Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2))) > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 3.94618e-11 3.993706e-11 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > LG <- targetQ(L, Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2), normalize=TRUE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "target", + methodArgs=list(Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2))) > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 3.719858e-12 5.00393e-12 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > # targetT > > LG <- targetT(L, Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2), normalize=FALSE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "target", + methodArgs=list(Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2))) > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 1.885372e-11 2.512166e-11 > > LG <- targetT(L, Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2), normalize=TRUE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "target", + methodArgs=list(Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2))) > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > > > A <- matrix(c(0.664, 0.688, 0.492, 0.837, 0.705, 0.82, 0.661, 0.457, 0.765, + 0.322, 0.248, 0.304, -0.291, -0.314, -0.377, 0.397, 0.294, 0.428, + -0.075, 0.192, 0.224, 0.037, 0.155, -0.104, 0.077, 0-.488, 0.009), + ncol = 3) > T0 <- matrix(NA, ncol = 3, nrow = 9) > T0[1, 1] <- T0[2, 1] <- T0[1, 2] <- 0 > LG <- targetT(A, Target = T0) > LGDF <- GPForth.df(A, method="target", methodArgs=list(Target = T0)) > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: [,1] [,2] [,3] [1,] [2,] [3,] [4,] [5,] [6,] [7,] [8,] [9,] [,1] [,2] [,3] SS loadings 4.298329e-09 1.12457e-08 5.386704e-10 > > fuzz <- 1e-2 # Because loadings to zero, lower the bar to same results > LG <- targetQ(A, Target = T0) > LGDF <- GPFoblq.df(A, method="target", methodArgs=list(Target = T0)) > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: [,1] [,2] [,3] [1,] [2,] [3,] -4.737575e-01 4.441155e-01 [4,] 2.013065e+00 -1.875580e+00 -2.990878e-01 [5,] 1.786464e+00 -1.663424e+00 -2.666271e-01 [6,] 2.391433e+00 -2.229573e+00 -3.535882e-01 [7,] -3.829006e-01 3.582927e-01 [8,] 2.033391e-01 -1.933861e-01 [9,] -2.683019e-01 2.509629e-01 [,1] [,2] [,3] SS loadings 1.28826 2.348151 0.6468996 > > # pstT > # This won't converge properly > # No further investigations performed. > > > > cat("tests completed.\n") tests completed. > > > > if (! all.ok) stop("some tests FAILED") Error: some tests FAILED Execution halted Flavor: r-devel-linux-x86_64-fedora-clang

Version: 2025.7-1
Check: tests
Result: ERROR Running ‘rotations.R’ [137s/178s] Running the tests in ‘tests/rotations.R’ failed. Complete output: > # Tests here only compare against values computed with GPArotation code, > # to ensure the regular and DF versions give the same result > > > Sys.getenv("R_LIBS") [1] "/data/gannet/ripley/R/packages/tests-devel/GPArotateDF.Rcheck:/data/gannet/ripley/R/test-dev:/data/gannet/ripley/R/test-BioCdata" > library() Packages in library '/data/gannet/ripley/R/packages/tests-devel/GPArotateDF.Rcheck': GPArotateDF Derivative Free Gradient Projection Factor Rotation Packages in library '/data/gannet/ripley/R/test-dev': AATtools Reliability and Scoring Routines for the Approach-Avoidance Task ABACUS Apps Based Activities for Communicating and Understanding Statistics ABC.RAP Array Based CpG Region Analysis Pipeline ABCDscores Summary Scores of the Adolescent Brain Cognitive Development (ABCD) Study ABCanalysis Computed ABC Analysis ABCoptim Implementation of Artificial Bee Colony (ABC) Optimization ABHgenotypeR Easy Visualization of ABH Genotypes ABM Agent Based Model Simulation Framework ABPS The Abnormal Blood Profile Score to Detect Blood Doping ABRSQOL Quality-of-Life Solver for "Measuring Quality of Life under Spatial Frictions" ABSurvTDC Survival Analysis using Time Dependent Covariate for Animal Breeding ACDm Tools for Autoregressive Conditional Duration Models ACE.CoCo Analysis of Correlated High-Dimensional Expression (ACE) Data ACEP Análisis Computacional de Eventos de Protesta ACEsearch 'ACE' Search Engine API ACEsimFit ACE Kin Pair Data Simulations and Model Fitting ACEt Estimating Dynamic Heritability and Twin Model Comparison ACNE Affymetrix SNP Probe-Summarization using Non-Negative Matrix Factorization ACSWR A Companion Package for the Book "A Course in Statistics with R" ACTCD Asymptotic Classification Theory for Cognitive Diagnosis ACV Optimal Out-of-Sample Forecast Evaluation and Testing under Stationarity ACWR Acute Chronic Workload Ratio Calculation ADAPTS Automated Deconvolution Augmentation of Profiles for Tissue Specific Cells ADCT Adaptive Design in Clinical Trials ADDT Analysis of Accelerated Destructive Degradation Test Data ADER Data Analysis in Ecology ADGofTest Anderson-Darling GoF test ADLP Accident and Development Period Adjusted Linear Pools for Actuarial Stochastic Reserving ADMM Algorithms using Alternating Direction Method of Multipliers ADP Adoption Probability, Triers and Users Rate of a New Product ADPF Use Least Squares Polynomial Regression and Statistical Testing to Improve Savitzky-Golay ADSIHT Adaptive Double Sparse Iterative Hard Thresholding ADTSA Time Series Analysis ADVICE Automatic Direct Variable Selection via Interrupted Coefficient Estimation AEDForecasting Change Point Analysis in ARIMA Forecasting AEP Statistical Modelling for Asymmetric Exponential Power Distribution AER Applied Econometrics with R AEenrich Adverse Event Enrichment Tests AFFECT Accelerated Functional Failure Time Model with Error-Contaminated Survival Times AFR Toolkit for Regression Analysis of Kazakhstan Banking Sector Data AGD Analysis of Growth Data AGHmatrix Relationship Matrices for Diploid and Autopolyploid Species AGPRIS AGricultural PRoductivity in Space AHMbook Functions and Data for the Book 'Applied Hierarchical Modeling in Ecology' Vols 1 and 2 AHPGaussian New Multicriteria Method: AHPGaussian AHPWR Compute Analytic Hierarchy Process AHPhybrid AHP Hybrid Method AHPtools Consistency in the Analytic Hierarchy Process AHSurv Flexible Parametric Accelerated Hazards Models AIBias Longitudinal Bias Auditing for Sequential Decision Systems AICcmodavg Model Selection and Multimodel Inference Based on (Q)AIC(c) AID Box-Cox Power Transformation AIDA Analysis of Interval DAta AIFFtools Read AIFF Files and Convert to WAVE Format AIGRA Agentic Item Generation, Review, and Analysis AIGovernance Statistical Auditing and Governance Reporting for Employment AI Systems AIPW Augmented Inverse Probability Weighting AIUQ Ab Initio Uncertainty Quantification AIscreenR AI Screening Tools in R for Systematic Reviewing ALDEx2 Analysis Of Differential Abundance Taking Sample and Scale Variation Into Account ALDEx3 Linear Models for Sequence Count Data ALDqr Quantile Regression Using Asymmetric Laplace Distribution ALFAM2 Dynamic Model of Ammonia Emission from Field-Applied Manure ALLSPICER ALLelic Spectrum of Pleiotropy Informed Correlated Effects ALS Multivariate Curve Resolution Alternating Least Squares (MCR-ALS) ALSCPC Accelerated line search algorithm for simultaneous orthogonal transformation of several positive definite symmetric matrices to nearly diagonal form. ALUES Agricultural Land Use Evaluation System ALassoSurvIC Adaptive Lasso for the Cox Regression with Interval Censored and Possibly Left Truncated Data AMAPVox LiDAR Data Voxelisation AMCP A Model Comparison Perspective AMCTestmakeR Generate LaTeX Code for Auto-Multiple-Choice (AMC) AMDconfigurations Geometric Analysis of Configurations in High-Dimensional Spaces AMIM Compute the Adjusted Market Inefficiency Measure AMISforInfectiousDiseases Implement the AMIS Algorithm for Infectious Disease Models AMModels Adaptive Management Model Manager AMPLE Shiny Apps to Support Capacity Building on Harvest Control Rules AMR Antimicrobial Resistance Data Analysis ANN2 Artificial Neural Networks for Anomaly Detection ANOFA Analyses of Frequency Data ANOPA Analyses of Proportions using Anscombe Transform ANOVAIREVA Interactive Document for Working with Analysis of Variance ANOVAShiny Interactive Document for Working with Analysis of Variance ANOVAShiny2 Interactive Document for Working with Analysis of Variance ANSM5 Functions and Data for the Book "Applied Nonparametric Statistical Methods", 5th Edition AOUSDOHtools Analyzing AOU SDOH Survey Data AOV1R Inference in the Balanced One-Way ANOVA Model with Random Factor AOboot Bootstrapping in Different One-Way and Two-Way ANOVA APCI A New Age-Period-Cohort Model for Describing and Investigating Inter-Cohort Differences and Life Course Dynamics APCalign Resolving Plant Taxon Names Using the Australian Plant Census APCanalysis Analysis of Unreplicated Orthogonal Experiments using All Possible Comparisons APCinteraction Nonparametric Interaction Tests in Balanced Two-Way ANOVA Models APCtools Routines for Descriptive and Model-Based APC Analysis APFr Multiple Testing Approach using Average Power Function (APF) and Bayes FDR Robust Estimation APIS Auto-Adaptive Parentage Inference Software Tolerant to Missing Parents APPEstimation Adjusted Prediction Model Performance Estimation APRScenario Structural Scenario Analysis for Bayesian Structural Vector Autoregression Models APS Analysing Prediction Stability of Non-Deterministic Prediction Models APTIcalc Air Pollution Tolerance Index (APTI) Calculator APackOfTheClones Visualization of Clonal Expansion for Single Cell Immune Profiles AQEval Air Quality Evaluation AQLSchemes Retrieving Acceptance Sampling Schemes AQuadtree Confidentiality of Spatial Point Data AQuality Water and Measurements Quality ARCHISSUR Active Recovery of a Constrained and Hidden Set by Stepwise Uncertainty Reduction Strategy ARCensReg Fitting Univariate Censored Linear Regression Model with Autoregressive Errors ARCokrig Autoregressive Cokriging Models for Multifidelity Codes ARDECO Annual Regional Database of the European Commission (ARDECO) ARDL ARDL, ECM and Bounds-Test for Cointegration ARGOS Automatic Regression for Governing Equations (ARGOS) ARHT Adaptable Regularized Hotelling's T^2 Test for High-Dimensional Data ARIMAANN Time Series Forecasting using ARIMA-ANN Hybrid Model ARIbrain All-Resolution Inference ARMALSTM Fitting of Hybrid ARMA-LSTM Models ARPobservation Tools for Simulating Direct Behavioral Observation Recording Procedures Based on Alternating Renewal Processes ARTofR To Insert Title, Divider, and Block of Comments ARTool Aligned Rank Transform ARTtransfer Adaptive and Robust Pipeline for Transfer Learning ARUtools Management and Processing of Autonomous Recording Unit (ARU) Data ASGS.foyer Interface to the Australian Statistical Geography Standard ASML Algorithm Portfolio Selection with Machine Learning ASMap Linkage Map Construction using the MSTmap Algorithm ASMbook Functions for the Book "Applied Statistical Modeling for Ecologists" ASRgenomics Complementary Genomic Functions ASSA Applied Singular Spectrum Analysis (ASSA) ASSISTant Adaptive Subgroup Selection in Group Sequential Trials AST Age-Spatial-Temporal Model ASV Stochastic Volatility Models with or without Leverage ATAforecasting Automatic Time Series Analysis and Forecasting using the Ata Method ATE.ERROR Estimating ATE with Misclassified Outcomes and Mismeasured Covariates ATNr Run Allometric Trophic Networks Models ATQ Alert Time Quality - Evaluating Timely Epidemic Metrics ATR Alternative Tree Representation ATbounds Bounding Treatment Effects by Limited Information Pooling AUC Threshold Independent Performance Measures for Probabilistic Classifiers AUKtest Calculate the AUK Estimator AUtests Approximate Unconditional and Permutation Tests AV1R 'AV1' Video Encoding for Biological Microscopy Data AVGAS A Variable Selection using Genetic Algorithms AWR 'AWS' Java 'SDK' for R AWR.Kinesis Amazon 'Kinesis' Consumer Application for Stream Processing AZIAD Analyzing Zero-Inflated and Zero-Altered Data AalenJohansen Conditional Aalen-Johansen Estimation AbSolution Interactive Feature-Based Analysis of AIRR-Seq Data Ac3net Inferring Directional Conservative Causal Core Gene Networks AcademicThemes Colour Plots with Palettes from Academic Institutions AccSamplingDesign Acceptance Sampling Plans Design AccelStab Accelerated Stability Kinetic Modelling AcceptReject Acceptance-Rejection Method for Generating Pseudo-Random Observations AcceptanceSampling Creation and Evaluation of Acceptance Sampling Plans Achilles Achilles Data Source Characterization ActCR Extract Circadian Rhythms Metrics from Actigraphy Data ActiveDriver Finding Cancer Driver Proteins with Enriched Mutations in Post-Translational Modification Sites ActiveDriverWGS A Driver Discovery Tool for Cancer Whole Genomes ActiveLearning4SPM Active Learning for Process Monitoring ActivePathways Integrative Pathway Enrichment Analysis of Multivariate Omics Data ActivityIndex Activity Index Calculation using Raw 'Accelerometry' Data ActuarialM Computation of Actuarial Measures Using Bell G Family AcuityView A Package for Displaying Visual Scenes as They May Appear to an Animal with Lower Acuity AdIsMF Adsorption Isotherm Model Fitting AdMit Adaptive Mixture of Student-t Distributions AdaSampling Adaptive Sampling for Positive Unlabeled and Label Noise Learning AdapDiscom Adaptive Sparse Regression for Block Missing Multimodal Data AdapSamp Adaptive Sampling Algorithms AdaptGauss Gaussian Mixture Models (GMM) AdaptiveBoxplot FDR(BH) Boxplot and FWER(Holm) Boxplot AddiVortes (Bayesian) Additive Voronoi Tessellations AdequacyModel Adequacy of Probabilistic Models and General Purpose Optimization AdhereR Adherence to Medications AdhereRViz Adherence to Medications AdmixPoly Global and Local Admixture Inference in Polyploids AdsorpR Adsorption Isotherm Models AdvBinomApps Upper Clopper-Pearson Confidence Limits for Burn-in Studies under Additional Available Information AdvDif4 Solving 1D Advection Bi-Flux Diffusion Equation AdvancedBasketballStats Advanced Basketball Statistics AdverseEvents 'shiny' Application for Adverse Event Analysis of 'OnCore' Data AeRobiology A Computational Tool for Aerobiological Data AeroEvapR Estimating Reservoir Evaporation via Aerodynamic Approach AeroSampleR Estimate Aerosol Particle Collection Through Sample Lines AgeBandDecomposition Age Band Decomposition Method for Tree Ring Standardization AgePopDenom Model Fine-Scale Age-Structured Population Data using Open-Source Data AgeTopicModels Inferring Age-Dependent Disease Topic from Diagnosis Data AggregateR Aggregate Numeric, Date and Categorical Variables AgreementInterval Agreement Interval of Two Measurement Methods AgriDiversiX Agricultural Crop Diversification Indices Analysis AgroR Experimental Statistics and Graphics for Agricultural Sciences AgroReg Regression Analysis Linear and Nonlinear for Agriculture AgroTech Data Analysis of Pesticide Application Technology AhoCorasickTrie Fast Searching for Multiple Keywords in Multiple Texts AiES Axon Integrity Evaluation System for Microscopy Images AirExposure Exposure Model to Air Pollutants Based on Mobility and Daily Activities AirMonitor Air Quality Data Analysis AirScreen Feature Screening via Adaptive Iterative Ridge (Air-HOLP and Air-OLS) AirportProblems Analysis of Cost Allocation for Airport Problems Ake Associated Kernel Estimations AlgDesign Algorithmic Experimental Design AlgeriAPIs Access Algerian Data via Public APIs AlignLV Multiple Group Item Response Theory Alignment Helpers for 'lavaan' and 'mirt' AllMetrics Calculating Multiple Performance Metrics of a Prediction Model AlleleRetain Allele Retention, Inbreeding, and Demography AlleleShift Predict and Visualize Population-Level Changes in Allele Frequencies in Response to Climate Change AllelicSeries Allelic Series Test Allspice RNA-Seq Profile Classifier AlphaPart Partition/Decomposition of Breeding Values by Paths of Information AlphaSimR Breeding Program Simulations AlteredPQR Detection of Altered Protein Quantitative Relationships Amelia A Program for Missing Data AmesHousing The Ames Iowa Housing Data AmigaFFH Commodore Amiga File Format Handler AmmoniaConcentration Un-Ionized Ammonia Concentration AmoudSurv Tractable Parametric Odds-Based Regression Models AmpGram Prediction of Antimicrobial Peptides AmpliconDuo Statistical Analysis of Amplicon Data of the Same Sample to Identify Artefacts AmyloGram Prediction of Amyloid Proteins Anaconda Targeted Differential and Global Enrichment Analysis of Taxonomic Rank by Shared Asvs Analitica Exploratory Data Analysis, Group Comparison Tools, and Other Procedures AnalyzeFMRI Functions for Analysis of fMRI Datasets Stored in the ANALYZE or 'NIFTI' Format AnanseSeurat Construct ANANSE GRN-Analysis Seurat AncReg Ancestor Regression AnchorRegression Perform AnchorRegression Andromeda Asynchronous Disk-Based Representation of Massive Data AnglerCreelSurveySimulation Simulate a Bus Route Creel Survey of Anglers AnimalSequences Analyse Animal Sequential Behaviour and Communication AnnoProbe Annotate the Gene Symbols for Probes in Expression Array AnnotationBustR Extract Subsequences from GenBank Annotations AnnotationDbi Manipulation of SQLite-based annotations in Bioconductor AnnotationFilter Facilities for Filtering Bioconductor Annotation Resources AnnotationForge Tools for building SQLite-based annotation data packages AnnotationHub Client to access AnnotationHub resources AntAngioCOOL Anti-Angiogenic Peptide Prediction AntClassify Functional Guilds, Invasion Status, Endemism, and Rarity of Ants AnthropMMD An R Package for the Mean Measure of Divergence (MMD) Anthropometry Statistical Methods for Anthropometric Data AntibodyForests Delineating Inter- And Intra-Antibody Repertoire Evolution AntibodyTiters Antibody Titer Analysis of Vaccinated Patients AntsNet Unified Simulation of Isomorphisms Between Ant Colony Intelligence and Machine Learning AnxietySleep Sleep Quality and Anxiety in Confinement Aoptbdtvc A-Optimal Block Designs for Comparing Test Treatments with Controls ApacheLogProcessor Process the Apache Web Server Log Files AplosNCA Use 'Aplos NCA API' for Pharmacokinetic Analysis Apoderoides Prioritize and Delete Erroneous Taxa in a Large Phylogenetic Tree AppliedPredictiveModeling Functions and Data Sets for 'Applied Predictive Modeling' ApplyPolygenicScore Utilities for the Application of a Polygenic Score to a VCF AquaAnalytix Water Quality Analysis AquaBEHER Estimation and Prediction of Wet Season Calendar and Soil Water Balance for Agriculture AquaEnv Integrated Development Toolbox for Aquatic Chemical Model Generation AquaticLifeHistory Life History Analysis Tools ArArRedux Rigorous Data Reduction and Error Propagation of Ar40 / Ar39 Data ArCo Artificial Counterfactual Package ArDec Time Series Autoregressive-Based Decomposition ArchaeoPhases Post-Processing of Markov Chain Monte Carlo Simulations for Chronological Modelling ArchaeoPhases.dataset Data Sets for 'ArchaeoPhases' Vignettes ArchipelagoEngine Spatial Weight Construction for Archipelagic Geographies ArctosR An Interface to the 'Arctos' Database ArgentinAPI Access Argentinian Data via APIs and Curated Datasets Argentum Access and Import WMS and WFS Data from Argentine Organizations AriGaMyANNSVR Hybrid ARIMA-GARCH and Two Specially Designed ML-Based Models Arothron Geometric Morphometric Methods and Virtual Anthropology Tools ArrayExpress Access the ArrayExpress Collection at EMBL-EBI Biostudies and build Bioconductor data structures: ExpressionSet, AffyBatch, NChannelSet ArvindSt Five Novel Stochastic Regression Models with Arvind-Distributed Errors and Effects AsianOption Asian Option Pricing under Price Impact AsioHeaders 'Asio' C++ Header Files AssetPricing Optimal Pricing of Assets with Fixed Expiry Date AssocBin Measuring Association with Recursive Binning AssociationExplorer2 A User-Friendly 'shiny' Application for Exploring Associations and Visual Patterns AssumpSure 'shiny' Application for Statistical Test Assumption Checking and Guidance AsthmaNHANES Asthma Data Sets from NHANES AsyK Kernel Density Estimation AsymmetricSORDs Asymmetric Second Order Rotatable Designs (AsymmetricSORDs) AsynchLong Regression Analysis of Sparse Asynchronous Longitudinal Data AteMeVs Average Treatment Effects with Measurement Error and Variable Selection for Confounders Athlytics Sports Physiology Analysis from Local 'Strava' Data AtlasMaker Make Multiple 'leaflet' Maps in 'Shiny' AtmChile Download Air Quality and Meteorological Information of Chile AudioScatter Audiogram Scattergrams AurieLSHGaussian Creates a Neighbourhood Using Locality Sensitive Hashing for Gaussian Projections AustralianPoliticians Provides Datasets About Australian Politicians AutoAds Advertisement Metrics Calculation AutoDeskR An Interface to the 'AutoDesk' 'API' Platform AutoMLR Automated Multi-Outcome Machine Learning Combination Models AutoNN Automatic Neural Network Modeling for Time Series Forecasting AutoPlots Creating Echarts Visualizations as Easy as Possible AutoScore An Interpretable Machine Learning-Based Automatic Clinical Score Generator AutoStepwiseGLM Builds Stepwise GLMs via Train and Test Approach AutoTransQF A Novel Automatic Shifted Log Transformation AutoWMM Perform the Weighted Multiplier Method on Trees Autoplotprotein Development of Visualization Tools for Protein Sequence AutoregressionMDE Minimum Distance Estimation in Autoregressive Model Autoseed Retrieve Disease-Related Genes from Public Sources AuxSurvey Survey Analysis with Auxiliary Discretized Variables AvInertia Calculate the Inertial Properties of a Flying Bird AzureAppInsights Include Azure Application Insights in Shiny Apps AzureAuth Authentication Services for Azure Active Directory AzureCognitive Interface to Azure Cognitive Services AzureContainers Interface to 'Container Instances', 'Docker Registry' and 'Kubernetes' in 'Azure' AzureCosmosR Interface to the 'Azure Cosmos DB' 'NoSQL' Database Service AzureGraph Simple Interface to 'Microsoft Graph' AzureKeyVault Key and Secret Management in 'Azure' AzureKusto Interface to 'Kusto'/'Azure Data Explorer' AzureQstor Interface to 'Azure Queue Storage' AzureRMR Interface to 'Azure Resource Manager' AzureStor Storage Management in 'Azure' AzureTableStor Interface to the Table Storage Service in 'Azure' AzureVM Virtual Machines in 'Azure' AzureVMmetadata Interface to Azure Virtual Machine Instance Metadata AzureVision Interface to Azure Computer Vision Services BACCO Bayesian Analysis of Computer Code Output (BACCO) BACprior Choice of Omega in the BAC Algorithm BAGofT A Binary Regression Adaptive Goodness-of-Fit Test (BAGofT) BALLI Expression RNA-Seq Data Analysis Based on Linear Mixed Model BAMBI Bivariate Angular Mixture Models BAMMtools Analysis and Visualization of Macroevolutionary Dynamics on Phylogenetic Trees BANAM Bayesian Analysis of the Network Autocorrelation Model BAQM Babson Analytics and Quantitative Methods Tools BAR Bayesian Adaptive Randomization BAREB A Bayesian Repulsive Biclustering Model for Periodontal Data BART Bayesian Additive Regression Trees BAS Bayesian Variable Selection and Model Averaging using Bayesian Adaptive Sampling BASS Bayesian Adaptive Spline Surfaces BASiNET Classification of RNA Sequences using Complex Network Theory BASiNETEntropy Classification of RNA Sequences using Complex Network and Information Theory BAT Biodiversity Assessment Tools BATSS Bayesian Adaptive Trial Simulator Software (BATSS) for Generalised Linear Models BAYSTAR On Bayesian Analysis of Threshold Autoregressive Models BAwiR Analysis of Basketball Data BB Solving and Optimizing Large-Scale Nonlinear Systems BBEST Bayesian Estimation of Incoherent Neutron Scattering Backgrounds BBI Benthic Biotic Indices Calculation from Composition Data BBmisc Miscellaneous Helper Functions for B. Bischl BCA1SG Block Coordinate Ascent with One-Step Generalized Rosen Algorithm BCBCSF Bias-Corrected Bayesian Classification with Selected Features BCC1997 Calculation of Option Prices Based on a Universal Solution BCClong Bayesian Consensus Clustering for Multiple Longitudinal Features BCD Bivariate Distributions via Conditional Specification BCDAG Bayesian Structure and Causal Learning of Gaussian Directed Graphs BCEA Bayesian Cost Effectiveness Analysis BCEE The Bayesian Causal Effect Estimation Algorithm BCFM Bayesian Clustering Factor Models BCHM Clinical Trial Calculation Based on BCHM Design BCRA Breast Cancer Risk Assessment BCSreg Box-Cox Symmetric Regression for Non-Negative Data BCgee Bias-Corrected Estimates for Generalized Linear Models for Dependent Data BDAlgo Bloom Detecting Algorithm BDEsize Efficient Determination of Sample Size in Balanced Design of Experiments BDWreg Bayesian Inference for Discrete Weibull Regression BDgraph Bayesian Structure Learning in Graphical Models using Birth-Death MCMC BEACH Biometric Exploratory Analysis Creation House BED Biological Entity Dictionary (BED) BEDASSLE Quantifies Effects of Geo/Eco Distance on Genetic Differentiation BEDMatrix Extract Genotypes from a PLINK .bed File BEKKs Multivariate Conditional Volatility Modelling and Forecasting BEMPdata Access the Bangladesh Environmental Mobility Panel Dataset BEND Bayesian Estimation of Nonlinear Data (BEND) BERTopic Topic Modeling with 'BERTopic' BESTree Branch-Exclusive Splits Trees BET Binary Expansion Testing BElikelihood Likelihood Method for Evaluating Bioequivalence BFF Bayes Factor Functions BFI Bayesian Federated Inference BFM Beta Factor Model BFS Get Data from the Swiss Federal Statistical Office BFpack Flexible Bayes Factor Testing of Scientific Expectations BGData A Suite of Packages for Analysis of Big Genomic Data BGFD Bell-G and Complementary Bell-G Family of Distributions BGGE Bayesian Genomic Linear Models Applied to GE Genome Selection BGGM Bayesian Gaussian Graphical Models BGLR Bayesian Generalized Linear Regression BGPhazard Markov Beta and Gamma Processes for Modeling Hazard Rates BGVAR Bayesian Global Vector Autoregressions BGmisc An R Package for Extended Behavior Genetics Analysis BH Boost C++ Header Files BHAI Estimate the Burden of Healthcare-Associated Infections BHMSMAfMRI Bayesian Hierarchical Multi-Subject Multiscale Analysis of Functional MRI (fMRI) Data BHSBVAR Structural Bayesian Vector Autoregression Models BI Blinding Assessment Indexes for Randomized, Controlled, Clinical Trials BICORN Integrative Inference of De Novo Cis-Regulatory Modules BIDistances Bioinformatic Distances BIEN Tools for Accessing the Botanical Information and Ecology Network Database BIFIEsurvey Tools for Survey Statistics in Educational Assessment BIGDAWG Case-Cotrol Analysis of Multi-Allelic Loci BIGL Biochemically Intuitive Generalized Loewe Model BIGr Breeding Insight Genomics Functions for Polyploid and Diploid Species BINCOR Estimate the Correlation Between Two Irregular Time Series BIOEFIC Relative Bioefficiency via Simultaneous Regressions BIOMASS Estimating Aboveground Biomass and Its Uncertainty in Tropical Forests BIOdry Multilevel Modeling of Dendroclimatical Fluctuations BIS Programmatic Access to Bank for International Settlements Data BISdata Download Data from the Bank for International Settlements (BIS) BKP Beta Kernel Process Modeling BKT Bayesian Knowledge Tracing Model BKTR Bayesian Kernelized Tensor Regression BLA Boundary Line Analysis BLMEngineInR Biotic Ligand Model Engine BLModel Black-Litterman Posterior Distribution BLOQ Methods to Impute and Analyze Data with BLOQ Observations BLPestimatoR Performs a BLP Demand Estimation BLR Bayesian Linear Regression BLRShiny Interactive Document for Working with Binary Logistic Regression Analysis BLRShiny2 Interactive Document for Working with Binary Logistic Regression Analysis BLSM Bayesian Latent Space Model BLSloadR Download Time Series Data from the U.S. Bureau of Labor Statistics BMA Bayesian Model Averaging BMAmevt Multivariate Extremes: Bayesian Estimation of the Spectral Measure BMEmapping Spatial Interpolation using Bayesian Maximum Entropy (BME) BMIselect Bayesian MI-LASSO for Variable Selection on Multiply-Imputed Datasets BMRMM An Implementation of the Bayesian Markov (Renewal) Mixed Models BMS Bayesian Model Averaging Library BMT The BMT Distribution BMconcor CONCOR for Structural- And Regular-Equivalence Blockmodeling BMisc Miscellaneous Functions for Panel Data, Quantiles, and Printing Results BNPTSclust A Bayesian Nonparametric Algorithm for Time Series Clustering BNPmix Bayesian Nonparametric Mixture Models BNSP Bayesian Non- And Semi-Parametric Model Fitting BNrich Pathway Enrichment Analysis Based on Bayesian Network BOIN Bayesian Optimal INterval (BOIN) Design for Single-Agent and Drug- Combination Phase I Clinical Trials BOJ Interface to Bank of Japan Statistics BOLDconnectR Retrieve, Transform and Analyze the Barcode of Life Data Systems Data BOP2FE Bayesian Optimal Phase II Design with Futility and Efficacy Stopping Boundaries BORG Bounded Outcome Risk Guard for Model Evaluation BPM Bayesian Purity Model to Estimate Tumor Purity BPrinStratTTE Causal Effects in Principal Strata Defined by Antidrug Antibodies BRACE Bias Reduction Through Analysis of Competing Events (BRACE) BRACoD.R BRACoD: Bayesian Regression Analysis of Compositional Data BRCore A Unified Framework for Identification and Ecological Interpretation of Microbial Data from Bioenergy Research Centers BREADR Estimates Degrees of Relatedness (Up to the Second Degree) for Extreme Low-Coverage Data BRETIGEA Brain Cell Type Specific Gene Expression Analysis BRINDA Computation of BRINDA Adjusted Micronutrient Biomarkers for Inflammation BRISC Fast Inference for Large Spatial Datasets using BRISC BRL Beta Record Linkage BRPL Methods for Bivariate Poverty Line Calculations BRRAT Bayesian Regression Robustness Assessment Test BRcal Boldness-Recalibration of Binary Events BSDA Basic Statistics and Data Analysis BSET A Bayesian Surrogate Evaluation Test BSGW Bayesian Survival Model with Lasso Shrinkage Using Generalized Weibull Regression BSL Bayesian Synthetic Likelihood BSPADATA Bayesian Proposal to Fit Spatial Econometric Models BSPBSS Bayesian Spatial Blind Source Separation BSS Brownian Semistationary Processes BSSasymp Asymptotic Covariance Matrices of Some BSS Mixing and Unmixing Matrix Estimates BSSoverSpace Blind Source Separation for Multivariate Spatial Data using Eigen Analysis BSSprep Whitening Data as Preparation for Blind Source Separation BSTFA Bayesian Spatio-Temporal Factor Analysis Model BSTZINB Association Among Disease Counts and Socio-Environmental Factors BSW Fitting a Log-Binomial Model Using the Bekhit–Schöpe–Wagenpfeil (BSW) Algorithm BSagri Safety Assessment in Agricultural Field Trials BSgenome Software infrastructure for efficient representation of full genomes and their SNPs BTIME Bayesian Hierarchical Models for Single-Cell Protein Data BTLLasso Modelling Heterogeneity in Paired Comparison Data BTM Biterm Topic Models for Short Text BTSPAS Bayesian Time-Stratified Population Analysis BTSR Bounded Time Series Regression BTTL Bradley-Terry Transfer Learning BTWAR Butterworth-Induced Autoregressive Model BTYD Implementing BTYD Models with the Log Sum Exp Patch BTdecayLasso Bradley-Terry Model with Exponential Time Decayed Log-Likelihood and Adaptive Lasso BTtest Estimate the Number of Factors in Large Nonstationary Datasets BUCSS Bias and Uncertainty Corrected Sample Size BVAR Hierarchical Bayesian Vector Autoregression BVARverse Tidy Bayesian Vector Autoregression BWGS BreedWheat Genomic Selection Pipeline BWStest Baumgartner Weiss Schindler Test of Equal Distributions BaM Functions and Datasets for "Bayesian Methods: A Social and Behavioral Sciences Approach" BaSTA Age-Specific Bayesian Survival Trajectory Analysis from Incomplete Census or Capture-Recapture/Recovery Data BaSkePro Bayesian Model to Archaeological Faunal Skeletal Profiles BacenAPI Data Collection from the Central Bank of Brazil BagWhiskerPlot Bag-and-Whisker Plot BalanceCheck Balance Check for Multiple Covariates in Matched Observational Studies BalancedSampling Balanced and Spatially Balanced Sampling Ball Statistical Inference and Sure Independence Screening via Ball Statistics BallMapper The Ball Mapper Algorithm BarBorGradient Function Minimum Approximator BarcodingR Species Identification using DNA Barcodes Barnard Barnard's Unconditional Test BaseSet Working with Sets the Tidy Way BaseTempSeed Estimation of Seed Germination Base Temperature in Thermal Modelling BasketTrial Bayesian Basket Trial Design and Analysis BasketballAnalyzeR Analysis and Visualization of Basketball Data BatchExperiments Statistical Experiments on Batch Computing Clusters BatchGetSymbols Downloads and Organizes Financial Data for Multiple Tickers BatchJobs Batch Computing with R BayLum Chronological Bayesian Models Integrating Optically Stimulated Luminescence and Radiocarbon Age Dating Bayenet Robust Bayesian Elastic Net BayesAT Bayesian Adaptive Trial BayesBP Bayesian Estimation using Bernstein Polynomial Fits Rate Matrix BayesBinMix Bayesian Estimation of Mixtures of Multivariate Bernoulli Distributions BayesBrainMap Estimate Brain Networks and Connectivity with Population-Derived Priors BayesCACE Bayesian Model for CACE Analysis BayesCPclust A Bayesian Approach for Clustering Constant-Wise Change-Point Data BayesCR Bayesian Analysis of Censored Regression Models Under Scale Mixture of Skew Normal Distributions BayesCTDesign Two Arm Bayesian Clinical Trial Design with and Without Historical Control Data BayesCVI Bayesian Cluster Validity Index BayesChange Bayesian Methods for Change Point Analysis BayesCombo Bayesian Evidence Combination BayesDIP Bayesian Decreasingly Informative Priors for Early Termination Phase II Trials BayesDecon Density Deconvolution Using Bayesian Semiparametric Methods BayesDesign Bayesian Single-Arm Design with Survival Endpoints BayesDissolution Bayesian Models for Dissolution Testing BayesERtools Bayesian Exposure-Response Analysis Tools BayesESS Determining Effective Sample Size BayesFBHborrow Bayesian Dynamic Borrowing with Flexible Baseline Hazard Function BayesFM Bayesian Inference for Factor Modeling BayesFactor Computation of Bayes Factors for Common Designs BayesFluxR Implementation of Bayesian Neural Networks BayesForge Bayesian Inference using 'numpyro' and 'XLA' BayesGP Efficient Implementation of Gaussian Process in Bayesian Hierarchical Models BayesGPfit Fast Bayesian Gaussian Process Regression Fitting BayesGWQS Bayesian Grouped Weighted Quantile Sum Regression BayesGmed Bayesian Causal Mediation Analysis using 'Stan' BayesGrowth Estimate Fish Growth Using MCMC Analysis BayesLCA Bayesian Latent Class Analysis BayesLN Bayesian Inference for Log-Normal Data BayesLogit PolyaGamma Sampling BayesMFSurv Bayesian Misclassified-Failure Survival Model BayesMallows Bayesian Preference Learning with the Mallows Rank Model BayesMallowsSMC2 Nested Sequential Monte Carlo for the Bayesian Mallows Model BayesMixSurv Bayesian Mixture Survival Models using Additive Mixture-of-Weibull Hazards, with Lasso Shrinkage and Stratification BayesMoFo Bayesian Mortality Forecasting BayesMortalityPlus Bayesian Mortality Modelling BayesMultMeta Bayesian Multivariate Meta-Analysis BayesMultiMode Bayesian Mode Inference BayesNSGP Bayesian Analysis of Non-Stationary Gaussian Process Models BayesNetBP Bayesian Network Belief Propagation BayesPET Bayesian Prediction of Event Times for Blinded Randomized Controlled Trials BayesPIM Bayesian Prevalence-Incidence Mixture Model BayesPPD Bayesian Power Prior Design BayesPPDSurv Bayesian Power Prior Design for Survival Data BayesPPR Bayesian Projection Pursuit Regression BayesPieceHazSelect Variable Selection in a Hierarchical Bayesian Model for a Hazard Function BayesPocket Bayesian Causal Inference for Periodontal Diseases in Longitudinal Studies BayesPostEst Generate Postestimation Quantities for Bayesian MCMC Estimation BayesPower Sample Size and Power Calculation for Bayesian Testing with Bayes Factor BayesProject Fast Projection Direction for Multivariate Changepoint Detection BayesRS Bayes Factors for Hierarchical Linear Models with Continuous Predictors BayesRTMB Bayesian Inference Using 'RTMB' BayesRegDTR Bayesian Regression for Dynamic Treatment Regimes BayesRep Bayesian Analysis of Replication Studies BayesRepDesign Bayesian Design of Replication Studies BayesS5 Bayesian Variable Selection Using Simplified Shotgun Stochastic Search with Screening (S5) BayesSIM Integrated Interface of Bayesian Single Index Models using 'nimble' BayesSUR Bayesian Seemingly Unrelated Regression Models in High-Dimensional Settings BayesSampling Bayes Linear Estimators for Finite Population BayesSurvival Bayesian Survival Analysis for Right Censored Data BayesSurvive Bayesian Survival Models for High-Dimensional Data BayesTSM Bayesian Progressive Three State Model with Censoring Due to Intervention BayesTools Tools for Bayesian Analyses BayesTree Bayesian Additive Regression Trees BayesTreePrior Bayesian Tree Prior Simulation BayesTwin Bayesian Analysis of Item-Level Twin Data BayesVarSel Bayes Factors, Model Choice and Variable Selection in Linear Models BayesVolcano Creating Volcano Plots from Bayesian Model Posteriors BayesX R Utilities Accompanying the Software Package BayesX BayesXsrc Distribution of the 'BayesX' C++ Sources BayesfMRI Spatial Bayesian Methods for Task Functional MRI Studies BayesianDEB Bayesian Dynamic Energy Budget Modelling BayesianDisaggregation Bayesian Methods for Economic Data Disaggregation BayesianFitForecast Bayesian Parameter Estimation and Forecasting for Epidemiological Models BayesianInference Bayesian Inference BayesianLasso Bayesian Lasso Regression and Tools for the Lasso Distribution BayesianLaterality Predict Brain Asymmetry Based on Handedness and Dichotic Listening BayesianMCPMod Simulate, Evaluate, and Analyze Dose Finding Trials with Bayesian MCPMod BayesianMediationA Bayesian Mediation Analysis BayesianNetwork Bayesian Network Modeling and Analysis BayesianPlatformDesignTimeTrend Simulate and Analyse Bayesian Platform Trial with Time Trend BayesianPower Sample Size and Power for Comparing Inequality Constrained Hypotheses BayesianQDM Bayesian Quantitative Decision-Making Framework for Binary and Continuous Endpoints BayesianReasoning Plot Positive and Negative Predictive Values for Medical Tests BayesianTools General-Purpose MCMC and SMC Samplers and Tools for Bayesian Statistics Bayesiangammareg Double Generalized Gamma Regression Models Bayesiantreg Bayesian t Regression for Modeling Mean and Scale Parameters Bayesrel Bayesian Reliability Estimation Bchron Age-Depth Radiocarbon Modelling BeQut Bayesian Estimation for Quantile Regression Mixed Models BeSS Best Subset Selection in Linear, Logistic and CoxPH Models BeastJar JAR Dependency for MCMC Using 'BEAST' BeeBDC Occurrence Data Cleaning Benchmarking Benchmark and Frontier Analysis Using DEA and SFA BenfordTests Statistical Tests for Evaluating Conformity to Benford's Law Bergm Bayesian Exponential Random Graph Models BerkeleyForestsAnalytics Compute and Summarize Core Forest Metrics from Field Data Bernadette Bayesian Inference and Model Selection for Stochastic Epidemics Bessel Computations and Approximations for Bessel Functions Bestie Bayesian Estimation of Intervention Effects BetaBit Mini Games from Adventures of Beta and Bit BetaDanish The Beta-Danish Distribution for Lifetime Data Analysis BetaPASS Calculate Power and Sample Size with Beta Regression BetterReg Better Statistics for OLS and Binomial Logistic Regression BeviMed Bayesian Evaluation of Variant Involvement in Mendelian Disease BeyondBenford Compare the Goodness of Fit of Benford's and Blondeau Da Silva's Digit Distributions to a Given Dataset Bhat General Likelihood Exploration BiCausality Binary Causality Inference Framework BiDAG Bayesian Inference for Directed Acyclic Graphs BiDimRegression Calculates the Bidimensional Regression Between Two 2D Configurations BiObjClass Classification of Algorithms BiTSLS Bidirectional Two-Stage Least Squares Estimation BiTrinA Binarization and Trinarization of One-Dimensional Data BiVariAn Bivariate Automatic Analysis BiasCorrector A GUI to Correct Measurement Bias in DNA Methylation Analyses BiasedUrn Biased Urn Model Distributions BibPlots Plot Functions for Use in Bibliometrics BifactorIndicesCalculator Bifactor Indices Calculator BigDataPE Secure and Intuitive Access to 'BigDataPE' 'API' Datasets BigDataStatMeth Scalable Statistical Computing with HDF5-Backed Matrices BigQuic Big Quadratic Inverse Covariance Estimation BigVAR Dimension Reduction Methods for Multivariate Time Series BimodalIndex The Bimodality Index BinGSD Calculate Boundaries and Conditional Power for Single Arm Group Sequential Test with Binary Endpoint BinMat Processes Binary Data Obtained from Fragment Analysis (Such as AFLPs, ISSRs, and RFLPs) BinNonNor Data Generation with Binary and Continuous Non-Normal Components BinNor Simultaneous Generation of Multivariate Binary and Normal Variates BinOrdNonNor Concurrent Generation of Binary, Ordinal and Continuous Data BinSegBstrap Piecewise Smooth Regression by Bootstrapped Binary Segmentation Binarize Binarization of One-Dimensional Data BinaryDosage Creates, Merges, and Reads Binary Dosage Files BinaryEMVS Variable Selection for Binary Data Using the EM Algorithm BinaryEPPM Mean and Scale-Factor Modeling of Under- And Over-Dispersed Binary Data BinaryReplicates Dealing with Binary Replicates BinarybalancedCut Threshold Cut Point of Probability for a Binary Classifier Model BioCro Modular Crop Growth Simulations BioGSP Biological Graph Signal Processing for Spatial Data Analysis BioIndex Biological Indicators and Indices for MEDITS Survey Data BioInsight Filter and Plot RNA Biotypes BioM2 Biologically Explainable Machine Learning Framework BioMoR Bioinformatics Modeling with Recursion and Autoencoder-Based Ensemble BioMonTools Biomonitoring and Bioassessment Calculations BioNet Routines for the functional analysis of biological networks BioPET Biomarker Prognostic Enrichment Tool BioPETsurv Biomarker Prognostic Enrichment Tool for Time-to-Event Trial BioPred An R Package for Biomarkers Analysis in Precision Medicine BioProbability Probability in Biostatistics BioRssay Analyze Bioassays and Probit Graphs BioStatR Initiation à La Statistique Avec R BioTIMEr Tools to Use and Explore the 'BioTIME' Database BioThermR Standardized Processing and Analysis of Thermal Imaging Data in Animal Studies BioTrajectory Image Processing Tools for Barnes Maze Experiments BioUtils Biological Data Analysis and Visualization BioVenn Create Area-Proportional Venn Diagrams from Biological Lists BioVizSeq Visualizing the Elements Within Bio-Sequences BioWorldR A Curated Collection of Biodiversity and Species Datasets and Utilities Biobase Biobase: Base functions for Bioconductor BiocBaseUtils Utility and internal functions for Bioconductor packages BiocCheck Bioconductor-specific package checks BiocFileCache Manage Files Across Sessions BiocGenerics S4 generic functions used in Bioconductor BiocIO Standard Input and Output for Bioconductor Packages BiocManager Access the Bioconductor Project Package Repository BiocNeighbors Nearest Neighbor Detection for Bioconductor Packages BiocParallel Bioconductor facilities for parallel evaluation BiocSingular Singular Value Decomposition for Bioconductor Packages BiocStyle Standard styles for vignettes and other Bioconductor documents BiocVersion Set the appropriate version of Bioconductor packages Biodem Biodemography Functions BiodiversityR Package for Community Ecology and Suitability Analysis Bioi Biological Image Analysis Bios2cor From Biological Sequences and Simulations to Correlation Analysis BiostatsUHNplus Nested Data Summary, Adverse Events and REDCap Biostrings Efficient manipulation of biological strings BipartiteModularityMaximization Partition Bipartite Network into Non-Overlapping Biclusters by Optimizing Bipartite Modularity BiplotML Logistic Biplot Estimation Using Machine Learning Algorithms BivGeo Basu-Dhar Bivariate Geometric Distribution BivLaplaceRL Bivariate Laplace Transforms, Stochastic Orders, and Entropy Measures in Reliability BivRec Bivariate Alternating Recurrent Event Data Analysis BivRegBLS Tolerance Interval and EIV Regression - Method Comparison Studies BivUnifBin Generation of Bivariate Uniform Data and Its Relation to Bivariate Binary Data Bivariate.Pareto Bivariate Pareto Models BlakerCI Blaker's Binomial and Poisson Confidence Limits BlandAltmanLeh Plots (Slightly Extended) Bland-Altman Plots BlanketStatsments Build and Compare Statistical Models Blend Robust Bayesian Longitudinal Regularized Semiparametric Mixed Models Blendstat Joint Analysis of Experiments with Mixtures and Random Effects BlockCov Estimation of Large Block Covariance Matrices BlockMissingData Integrating Multi-Source Block-Wise Missing Data in Model Selection BlockmodelingGUI GUI for the Generalised Blockmodeling of Valued Networks BlockwiseRankTest Block-Wise Rank in Similarity Graph Edge-Count Two-Sample Test (BRISE) BlueCarbon Estimation of Organic Carbon Stocks and Sequestration Rates from Soil Core Data BlythStillCasellaCI Blyth-Still-Casella Exact Binomial Confidence Intervals BoSSA A Bunch of Structure and Sequence Analysis BoardGames Board Games and Tools for Building Board Games Bolstad Functions for Elementary Bayesian Inference Bolstad2 Bolstad Functions BoltzMM Boltzmann Machines with MM Algorithms BonEV An Improved Multiple Testing Procedure for Controlling False Discovery Rates BondValuation Fixed Coupon Bond Valuation Allowing for Odd Coupon Periods and Various Day Count Conventions BoneDensityMapping Maps Bone Densities from CT Scans to Surface Models BoneProfileR Tools to Study Bone Compactness BoolNet Construction, Simulation and Analysis of Boolean Networks Boom Bayesian Object Oriented Modeling BoomSpikeSlab MCMC for Spike and Slab Regression BoostMLR Boosting for Multivariate Longitudinal Responses BootMRMR Bootstrap-MRMR Technique for Informative Gene Selection BootPR Bootstrap Prediction Intervals and Bias-Corrected Forecasting BootWPTOS Test Stationarity using Bootstrap Wavelet Packet Tests BootstrapQTL Bootstrap cis-QTL Method that Corrects for the Winner's Curse BootstrapTests Bootstrap-Based Hypothesis Testing using Different Resampling Schemes Boptbd Bayesian Optimal Block Designs Boruta Wrapper Algorithm for All Relevant Feature Selection BosonSampling Classical Boson Sampling BoundEdgeworth Bound on the Error of the First-Order Edgeworth Expansion BoundIRT Fit Bounded Continuous Item Response Theory Models to Data BoundaryStats Boundary Overlap Statistics BoutrosLab.plotting.general Functions to Create Publication-Quality Plots BradleyTerry2 Bradley-Terry Models BrainCon Inference the Partial Correlations Based on Time Series Data BrainNetTest Hypothesis Testing for Populations of Brain Networks BranchGLM Efficient Best Subset Selection for GLMs via Branch and Bound Algorithms Branching Simulation and Estimation for Branching Processes BrazilCrime Accesses Brazilian Public Security Data from SINESP Since 2015 BrazilDataAPI Access Brazilian Data via APIs and Curated Datasets BrazilMet Download and Processing of Automatic Weather Stations (AWS) Data of INMET-Brazil BreakPoints Identify Breakpoints in Series of Data Brobdingnag Very Large Numbers in R BrokenAdaptiveRidge Broken Adaptive Ridge Regression with Cyclops Brq Bayesian Analysis of Quantile Regression Models BsMD Bayes Screening and Model Discrimination Buddle A Deep Learning for Statistical Classification and Regression Analysis with Random Effects BuildSys System for Building and Debugging C/C++ Dynamic Libraries BurStFin Burns Statistics Financial BurStMisc Burns Statistics Miscellaneous BusinessDuration Calculates Business Duration Between Two Dates ButtR Download and Extract Data from the 'OzButterflies' Database BuyseTest Generalized Pairwise Comparisons Bvalue B-Value and Empirical Equivalence Bound BwQuant Bandwidth Selectors for Local Linear Quantile Regression C19dNUTS Dataset of Regional COVID-19 Deaths per 100,000 Pop (NUTS) C443 See a Forest for the Trees C50 C5.0 Decision Trees and Rule-Based Models CA3variants Three-Way Correspondence Analysis Variants CADF Customer Analytics Data Formatting CADFtest A Package to Perform Covariate Augmented Dickey-Fuller Unit Root Tests CAESAR.Suite CAESAR: a Cross-Technology and Cross-Resolution Framework for Spatial Omics Annotation CAGR Compound Annual Growth Rate CAISEr Comparison of Algorithms with Iterative Sample Size Estimation CALANGO Comparative Analysis with Annotation-Based Genomic Components CALF Coarse Approximation Linear Function CALIBERrfimpute Multiple Imputation Using MICE and Random Forest CANE Comprehensive Groups of Experiments Analysis for Numerous Environments CAOP.RAA.2024 Official Administrative Map of the Azores (CAOP 2024) CARBayes Spatial Generalised Linear Mixed Models for Areal Unit Data CARBayesST Spatio-Temporal Generalised Linear Mixed Models for Areal Unit Data CARBayesdata Data Used in the Vignettes Accompanying the CARBayes and CARBayesST Packages CARM Covariate-Adjusted Adaptive Randomization via Mahalanobis-Distance CARME CAR-MM Modelling in Stan CARMS Continuous Time Markov Rate Modeling for Reliability Analysis CARRoT Predicting Categorical and Continuous Outcomes Using One in Ten Rule CASCORE Covariate Assisted Spectral Clustering on Ratios of Eigenvectors CASIdata Datasets from Computer Age Statistical Inference CASMI 'CASMI'-Based Functions CAST 'caret' Applications for Spatial-Temporal Models CATAcode Explore and Code Responses to Check-All-that-Apply Survey Items CATT The Cochran-Armitage Trend Test CATTexact Computation of the p-Value for the Exact Conditional Cochran-Armitage Trend Test CAinterprTools Graphical Aid in Correspondence Analysis Interpretation and Significance Testings CAvariants Correspondence Analysis Variants CB2 CRISPR Pooled Screen Analysis using Beta-Binomial Test CBAModel Stochastic 3D Structure Model for Binder-Conductive Additive Phase CBASSED50 Process CBASS-Derived PAM Data CBCgrps Compare Baseline Characteristics Between Groups CBPE Correlation-Based Penalized Estimators CBPS Covariate Balancing Propensity Score CBRT CBRT Data on Turkish Economy CBSr Fits Cubic Bezier Spline Functions to Intertemporal and Risky Choice Data CBT Confidence Bound Target Algorithm CBTF Caught by the Fuzz! - A Minimalistic Fuzz-Test Runner CBnetworkMA Contrast-Based Bayesian Network Meta Analysis CC Control Charts CCA Canonical Correlation Analysis CCAMLRGIS Antarctic Spatial Data Manipulation CCI Computational Test for Conditional Independence CCM Correlation Classification Method CCMMR Minimization of the Convex Clustering Loss Function CCMnet Congruence Class Models for Networks CCP Significance Tests for Canonical Correlation Analysis (CCA) CCSRfind Convert ICD-10 Codes to CCSR Codes CCWeights Perform Weighted Linear Regression for Calibration Curve CCd The Cauchy-Cacoullos (Discrete Cauchy) Distribution CDCPLACES Access the 'CDC PLACES' API CDF Centroid Decision Forest for High-Dimensional Classification CDFt Downscaling and Bias Correction via Non-Parametric CDF-Transform CDGHMM Hidden Markov Models for Multivariate Panel Data CDM Cognitive Diagnosis Modeling CDMConnector Connect to an OMOP Common Data Model CDSE 'Copernicus Data Space Ecosystem' API Wrapper CDSS Course-Dependent Skill Structures CDSim Simulating Climate Data for Research and Modelling CDVI Cuddy-Della Valle Index for Capturing the Instability in Time Series Data CDatanet Econometrics of Network Data CDsampling Constrained Sampling in Paid Research Studies CEACT Cost-Effectiveness Analysis Toolkit for Clinical Trials CEC Cross-Entropy Clustering CEDA CRISPR Screen and Gene Expression Differential Analysis CEDMr Capability-Ecological Developmental Model (CEDM) Analysis CEEMDANML CEEMDAN Decomposition Based Hybrid Machine Learning Models CEGO Combinatorial Efficient Global Optimization CEOdata Datasets of the CEO (Centre d'Estudis d'Opinio) for Opinion Polls in Catalonia CERFIT Causal Effect Random Forest of Interaction Trees CEoptim Cross-Entropy R Package for Optimization CFAcoop Colony Formation Assay: Taking into Account Cellular Cooperation CFC Cause-Specific Framework for Competing-Risk Analysis CFF Simple Similarity for User-Based Collaborative Filtering Systems CFM Analyzing Censored Factor Models CFO CFO-Type Designs in Phase I/II Clinical Trials CFilt Collaborative Filtering Models for Recommendation Systems CFtime Using CF-Compliant Calendars with Climate Projection Data CGE Computing General Equilibrium CGGP Composite Grid Gaussian Processes CGManalyzer Continuous Glucose Monitoring Data Analyzer CGMissingDataR Impute Missing Glucose Values in CGM Data CGNM Cluster Gauss-Newton Method CGP Composite Gaussian Process Models CGR Compound Growth Rate for Capturing the Growth Rate Over the Period CHAPGWAS CHAP-GWAS: Leveraging Chromosomal Haplotypes to Improve Genome-Wide Association Studies CHEMIST Causal Inference with High-Dimensional Error-Prone Covariates and Misclassified Treatments CHMM Coupled Hidden Markov Models CHNCapitalStock Compute Chinese Capital Stocks CHNOSZ Thermodynamic Calculations and Diagrams for Geochemistry CHOIRBM Plots the CHOIR Body Map CIAAWconsensus Isotope Ratio Meta-Analysis CIARA Cluster Independent Algorithm for Rare Cell Types Identification CICA Clusterwise Independent Component Analysis CICI Causal Inference with Continuous (Multiple Time Point) Interventions CIEE Estimating and Testing Direct Effects in Directed Acyclic Graphs using Estimating Equations CIM Compositional Impact of Migration CIMEHR Gaussian Clinically Informative Visiting and Observation Processes in Electronic Health Record (EHR) Data CIMTx Causal Inference for Multiple Treatments with a Binary Outcome CINE Classification International Normalized of Education CINID Curculionidae INstar IDentification CINNA Deciphering Central Informative Nodes in Network Analysis CINmetrics Calculate Chromosomal Instability Metrics CIPerm Computationally-Efficient Confidence Intervals for Mean Shift from Permutation Methods CIS.DGLM Covariates, Interaction, and Selection for DGLM CITAN CITation ANalysis Toolpack CITMIC Estimation of Cell Infiltration Based on Cell Crosstalk CIfinder Estimate the Confidence Intervals for Predictive Values CIplot Functions to Plot Confidence Interval CIpostSelect Confidence Interval Post-Selection of Variable CJAMP Copula-Based Joint Analysis of Multiple Phenotypes CJIVE Canonical Joint and Individual Variation Explained (CJIVE) CKAT Composite Kernel Association Test for Pharmacogenetics Studies CKLRT Composite Kernel Machine Regression Based on Likelihood Ratio Test CKNNRLD Clustering-Based K-Nearest Neighbor Regression for Longitudinal Data CLA Critical Line Algorithm in Pure R CLAST Exact Confidence Limits after a Sequential Trial CLIC The LIC for Distributed Cosine Regression Analysis CLME Constrained Inference for Linear Mixed Effects Models CLONETv2 Clonality Estimates in Tumor CLRtools Diagnostic Tools for Logistic and Conditional Logistic Regression CLSIEP15 Clinical and Laboratory Standards Institute (CLSI) EP15-A3 Calculations CLUSTShiny Interactive Document for Working with Cluster Analysis CLVTools Tools for Customer Lifetime Value Estimation CLimd Generating Rainfall Rasters from IMD NetCDF Data CMAPSS Commercial Modular Aero-Propulsion System Simulation Data Set CMF Collective Matrix Factorization CMFsurrogate Calibrated Model Fusion Approach to Combine Surrogate Markers CMGFM Covariate-Augumented Generalized Factor Model CMHNPA Cochran-Mantel-Haenszel and Nonparametric ANOVA CMHSU Mental Health Status, Substance Use Status and their Concurrent Status in North American Healthcare Administrative Databases CMIP6VisR Visualization and Analysis of Coupled Model Intercomparison Project, Phase-6 (CMIP6) Hydroclimatic Data CMLS Constrained Multivariate Least Squares CMMs Compositional Mediation Model CMShiny Interactive Document for Working with Confusion Matrix CMTFtoolbox Create (Advanced) Coupled Matrix and Tensor Factorization Models CMapViz Representation Tool For Output Of Connectivity Map (CMap) Analysis CMatching Matching Algorithms for Causal Inference with Clustered Data CMplot Circle Manhattan Plot CNAIM Common Network Asset Indices Methodology (CNAIM) CNID Get Basic Information from Chinese ID Number CNLTreg Complex-Valued Wavelet Lifting for Signal Denoising CNLTtsa Complex-Valued Wavelet Lifting for Univariate and Bivariate Time Series Analysis CNPS Nonparametric Statistics CNSigs Analysis of Copy Number Signatures CNVScope A Versatile Toolkit for Copy Number Variation Relationship Data Analysis and Visualization CNVreg CNV-Profile Regression for Copy Number Variants Association Analysis with Penalized Regression CNprep Pre-Process DNA Copy Number (CN) Data for Detection of CN Events COAP High-Dimensional Covariate-Augmented Overdispersed Poisson Factor Model COINT Unit Root Tests with Structural Breaks and Fully-Modified Estimators COINr Composite Indicator Construction and Analysis COLP Causal Discovery for Categorical Data with Label Permutation COMBAT A Combined Association Test for Genes using Summary Statistics COMBO Correcting Misclassified Binary Outcomes in Association Studies COMIX Coarsened Mixtures of Hierarchical Skew Kernels COMMA Correcting Misclassified Mediation Analysis COMPoissonReg Conway-Maxwell Poisson (COM-Poisson) Regression CONCUR Copy Number Profile Curve-Based Association Test COR The COR for Optimal Subset Selection in Distributed Estimation CORE Cores of Recurrent Events CORElearn Classification, Regression and Feature Evaluation CORPlot Cumulative Odds Ratio Plot COST Copula-Based Semiparametric Models for Spatio-Temporal Data COUNT Functions, Data and Code for Count Data COVID19 R Interface to COVID-19 Data Hub COVIDIBGE Downloading, Reading and Analyzing PNAD COVID19 Microdata COveR Clustering with Overlaps CP Conditional Power Calculations CPBayes Bayesian Meta Analysis for Studying Cross-Phenotype Genetic Associations CPC Implementation of Cluster-Polarization Coefficient CPCAT The Closure Principle Computational Approach Test CPE Concordance Probability Estimates in Survival Analysis CPGLIB Competing Proximal Gradients Library CPMCGLM Correction of the P-Value after Multiple Coding in Generalized Linear Models CPNCoverageAnalysis Conceptual Properties Norming Studies as Parameter Estimation CPP Composition of Probabilistic Preferences (CPP) CPoptim Convex Partition Optimisation CPsurv Nonparametric Change Point Estimation for Survival Data CR2 Compute Cluster Robust Standard Errors with Degrees of Freedom Adjustments CRABS Congruent Rate Analyses in Birth-Death Scenarios CRANsearcher RStudio Addin for Searching Packages in CRAN Database Based on Keywords CRE Interpretable Discovery and Inference of Heterogeneous Treatment Effects CREAM Clustering of Genomic Regions Analysis Method CREDS Calibrated Ratio Estimator under Double Sampling Design CRMetrics Cell Ranger Output Filtering and Metrics Visualization CRTConjoint Conditional Randomization Testing (CRT) Approach for Conjoint Analysis CRTSize Sample Size Estimation Functions for Cluster Randomized Trials CRTgeeDR Doubly Robust Inverse Probability Weighted Augmented GEE Estimator CRTspat Workflow for Cluster Randomised Trials with Spillover CRediTas Generate CRediT Author Statements CSCNet Fitting and Tuning Regularized Cause-Specific Cox Models with Elastic-Net Penalty CSDownscale Statistical Downscaling of Climate Predictions CSESA CRISPR-Based Salmonella Enterica Serotype Analyzer CSHShydRology Canadian Hydrological Analyses CSIndicators Climate Services' Indicators Based on Sub-Seasonal to Decadal Predictions CSMES Cost-Sensitive Multi-Criteria Ensemble Selection for Uncertain Cost Conditions CSTE Covariate Specific Treatment Effect (CSTE) Curve CSTools Assessing Skill of Climate Forecasts on Seasonal-to-Decadal Timescales CSclone Bayesian Nonparametric Modeling in R CSeQTL Cell Type-Specific Expression Quantitative Trait Loci Mapping CSeqpat Frequent Contiguous Sequential Pattern Mining of Text CSwR Companion to the Book "Computational Statistics with R" CTD A Method for 'Connecting The Dots' in Weighted Graphs CTE Constant Temperature Equivalent CTNote CTN Outcomes, Treatments, and Endpoints CTRing Density Profiles of Wood from CT Scan Images CTShiny Interactive Document for Working with Classification Tree Analysis CTShiny2 Interactive Document for Working with Classification Tree Analysis CTT Classical Test Theory Functions CTTShiny Classical Test Theory via Shiny CTTvis Visualize Item Metrics of the Classical Test Theory Framework CTxCC Multivariate Normal Mean Monitoring Through Critical-to-X Control Chart CUB A Class of Mixture Models for Ordinal Data CUFF Charles's Utility Function using Formula CUMP Analyze Multivariate Phenotypes by Combining Univariate Results CUSUMdesign Compute Decision Interval and Average Run Length for CUSUM Charts CUtools Clinical Utility Tools to Analyze a Predictive Model CVD Color Vision Deficiencies CVST Fast Cross-Validation via Sequential Testing CVThresh Level-Dependent Cross-Validation Thresholding CVXR Disciplined Convex Optimization CVglasso Lasso Penalized Precision Matrix Estimation CVrisk Compute Risk Scores for Cardiovascular Diseases CWT Continuous Wavelet Transformation for Spectroscopy CaDENCE Conditional Density Estimation Network Construction and Evaluation CaMeA Causal Meta-Analysis for Aggregated Data CaPO4Sim A Virtual Patient Simulator in the Context of Calcium and Phosphate Homeostasis Cairo R Graphics Device using Cairo Graphics Library for Creating High-Quality Bitmap (PNG, JPEG, TIFF), Vector (PDF, SVG, PostScript) and Display (X11 and Win32) Output CalSim The Calibration Simplex CalcThemAll.PRM Calculate Pesticide Risk Metric (PRM) Values from Multiple Pesticides...Calc Them All CalibratR Mapping ML Scores to Calibrated Predictions CalibrateSSB Weighting and Estimation for Panel Data with Non-Response CalibrationCurves Calibration Performance CamelUp 'CamelUp' Board Game as a Teaching Aid for Introductory Statistics CancerEvolutionVisualization Publication Quality Phylogenetic Tree Plots CancerGram Prediction of Anticancer Peptides Canek Batch Correction of Single Cell Transcriptome Data CanonicalFamilyExtra Extra Canonical Link Family Objects for Generalized Linear Models Capsule Comprehensive Reproducibility Framework for R and Bioinformatics Analysis CardiacDP Automated Cardiac Data Processing via ACF, GA & Tracking Index CardioCurveR Nonlinear Modeling of R-R Interval Dynamics CardioDataSets A Comprehensive Collection of Cardiovascular and Heart Disease Datasets CareDensity Calculate the Care Density or Fragmented Care Density Given a Patient-Sharing Network CarletonStats Functions for Statistics Classes at Carleton College Carlson Carlson Elliptic Integrals and Incomplete Elliptic Integrals Cascade Selection, Reverse-Engineering and Prediction in Cascade Networks CascadeData Experimental Data of Cascade Experiments in Genomics CaseBasedReasoning Case Based Reasoning CaseCohortCoxSurvival Case-Cohort Cox Survival Inference CatDataAnalysis Datasets for Categorical Data Analysis by Agresti CatDyn Fishery Stock Assessment by Catch Dynamics Models CatEncoders Encoders for Categorical Variables CatPredi Optimal Categorisation of Continuous Variables in Prediction Models CatReg Solution Paths for Linear and Logistic Regression Models with Categorical Predictors, with SCOPE Penalty CatastRo Interface to the Spanish 'Catastro' Web Services Category Category Analysis CausCor Calculate Correlations and Estimate Causality CausalGPS Matching on Generalized Propensity Scores with Continuous Exposures CausalImpact Inferring Causal Effects using Bayesian Structural Time-Series Models CausalMBSTS MBSTS Models for Causal Inference and Forecasting CausalMetaR Causally Interpretable Meta-Analysis CausalMixGPD Bayesian Nonparametric Conditional Density Modeling in Causal Inference and Clustering with a Heavy-Tail Extension CausalModels Causal Inference Modeling for Estimation of Causal Effects CausalQueries Make, Update, and Query Binary Causal Models CausalSpline Nonlinear Causal Dose-Response Estimation via Splines CautiousLearning Control Charts with Guaranteed In-Control Performance and Cautious Parameters Learning CePa Centrality-Based Pathway Enrichment CeRNASeek Identification and Analysis of ceRNA Regulation CellDEEP Cell DiffErential Expression by Pooling ('CellDEEP') CellWindX Marker Gene Analysis and Visualization for Single-Cell Data CenBAR Broken Adaptive Ridge AFT Model with Censored Data CensMFM Finite Mixture of Multivariate Censored/Missing Data CensRegSMSN Censored Linear Regression Models under Heavy‑tailed Distributions CensSpatial Censored Spatial Models Census2016 Data from the Australian Census 2016 CepReg A Cepstral Model for Covariate-Dependent Time Series CepalStatR Access to the 'CEPALSTAT API' CerioliOutlierDetection Outlier Detection Using the Iterated RMCD Method of Cerioli (2010) Certara.DarwinReporter Data Visualization Utilities for 'pyDarwin' Machine Learning Pharmacometric Model Development Certara.ModelResults Generate Diagnostics for Pharmacometric Models Using 'shiny' Certara.NLME8 Utilities for Certara's Nonlinear Mixed-Effects Modeling Engine Certara.R Easily Install Pharmacometric Packages and Shiny Applications Developed by Certara Certara.RDarwin Interface for 'pyDarwin' Machine Learning Pharmacometric Model Development Certara.RsNLME Pharmacometric Modeling Certara.RsNLME.ModelBuilder Pharmacometric Model Building Using 'shiny' Certara.RsNLME.ModelExecutor Execute Pharmacometric Models Using 'shiny' Certara.VPCResults Generate Visual Predictive Checks (VPC) Using 'shiny' Certara.Xpose.NLME Enhances 'xpose' Diagnostics for Pharmacometric Models from 'Certara.RsNLME' and Phoenix NLME ChIPseeker ChIPseeker for ChIP peak Annotation, Comparison, and Visualization ChainLadder Statistical Methods and Models for Claims Reserving in General Insurance ChangePointTaylor Identify Changes in Mean ChangepointTesting Change Point Estimation for Clustered Signals ChannelAttribution Markov Model for Online Multi-Channel Attribution ChannelAttributionApp Shiny Web Application for the Multichannel Attribution Problem Chaos01 0-1 Test for Chaos ChaosGame Chaos Game CharAnalysis Peak Detection and Fire History from Sediment-Charcoal Records Characterization Implement Descriptive Studies Using the Common Data Model ChauBoxplot Chauvenet-Type Boxplot CheckDigit Calculate and Verify Check Digits ChemmineR Cheminformatics Toolkit for R ChemoSpec Exploratory Chemometrics for Spectroscopy ChemoSpec2D Exploratory Chemometrics for 2D Spectroscopy ChemoSpecUtils Functions Supporting Packages ChemoSpec and ChemoSpec2D ChernoffDist Chernoff's Distribution ChessGmooG FIDE Chess Players Ratings for 2015 and 2020 ChestVolume Estimate the Chest Volume with Markers Data ChileDataAPI Access Chilean Data via APIs and Curated Datasets ChillModels Processing Chill and Heat Models for Temperate Fruit Trees ChinAPIs Access Chinese Data via Public APIs and Curated Datasets ChineseNames Chinese Name Database 1930-2008 ChoiceModelR Choice Modeling in R CholWishart Cholesky Decomposition of the Wishart Distribution CimpleG A Method to Identify Single CpG Sites for Classification and Deconvolution CircMLE Maximum Likelihood Analysis of Circular Data CircNNTSR Statistical Analysis of Circular Data using Nonnegative Trigonometric Sums (NNTS) Models CircNNTSRSymmetric Circular Data using Symmetric NNTS Models CircNNTSRaxial Axial Data using NNTS Models CircNNTSRmult Multivariate Circular Data using MNNTS Models CircOutlier Detection of Outliers in Circular-Circular Regression CircStats Circular Statistics, from "Topics in Circular Statistics" (2001) CircaCP Sleep and Circadian Metrics Estimation from Actigraphy Data CirceR Construct Cohort Inclusion and Restriction Criteria Expressions CirclesIntersections Algorithm for Computation of the Intersection Areas of N Circles CircularBoxplots Grouped Boxplots for Circular Data CircularDDM Circular Drift-Diffusion Model CircularRegression Circular Regression Models CircularSilhouette Fast Silhouette on Circular or Linear Data Clusters CiteSource Data-Driven Search Strategy Development and Evidence Synthesis Reporting Ckmeans.1d.dp Optimal, Fast, and Reproducible Univariate Clustering Claddis Measuring Morphological Diversity and Evolutionary Tempo ClaimsProblems Analysis of Conflicting Claims ClamR Time Series Modeling for Climate Change Proxies ClassComparison Classes and Methods for "Class Comparison" Problems on Microarrays ClassDiscovery Classes and Methods for "Class Discovery" with Microarrays or Proteomics ClassificationEnsembles Automatically Builds 12 Classification Models (6 Individual and 6 Ensembles of Models) from Classification Data ClassifyITS Fungal Assignment Pipeline CleanBSequences Curing of Biological Sequences Cleanet Automated Doublet Detection and Classification for Cytometry Data CleaningValidation Cleaning Validation Functions for Pharmaceutical Cleaning Process ClickClust Model-Based Clustering of Categorical Sequences ClickHouseHTTP A Simple HTTP Database Interface to 'ClickHouse' CliftLRD Complex-Valued Wavelet Lifting Estimators of the Hurst Exponent for Irregularly Sampled Time Series ClimClass Climate Classification According to Several Indices ClimInd Climate Indices ClimMobTools API Client for the 'ClimMob' Platform ClimProjDiags Set of Tools to Compute Various Climate Indices ClimaRep Estimating Climate Representativeness ClinSigMeasures Clinical Significance Measures ClinTrialPredict Predicting and Simulating Clinical Trial with Time-to-Event Endpoint ClinicalTrialSummary Summary Measures for Clinical Trials with Survival Outcomes ClinicalUtilityRecal Recalibration Methods for Improved Clinical Utility of Risk Scores CliquePercolation Clique Percolation for Networks CloneSeeker Seeking and Finding Clones in Copy Number and Sequencing Data CluMP Clustering of Micro Panel Data ClueR Cluster Evaluation ClusBoot Bootstrap a Clustering Solution to Establish the Stability of the Clusters ClusPred Simultaneous Semi-Parametric Estimation of Clustering and Regression ClusROC ROC Analysis in Three-Class Classification Problems for Clustered Data ClusTCR2 Identifying Similar T Cell Receptor Hyper-Variable Sequences with 'ClusTCR2' ClusTorus Prediction and Clustering on the Torus by Conformal Prediction ClussCluster Simultaneous Detection of Clusters and Cluster-Specific Genes in High-Throughput Transcriptome Data ClustAssess Tools for Assessing Clustering ClustBlock Clustering of Datasets ClustGeo Hierarchical Clustering with Spatial Constraints ClustImpute K-Means Clustering with Build-in Missing Data Imputation ClustMC Cluster-Based Multiple Comparisons ClustOfVar Clustering of Variables ClustVarLV Clustering of Variables Around Latent Variables ClusterBootstrap Analyze Clustered Data using the Cluster Bootstrap ClusterR Gaussian Mixture Models, K-Means, Mini-Batch-Kmeans, K-Medoids and Affinity Propagation Clustering ClusterRankTest Rank Tests for Clustered Data ClusterStability Assessment of Stability of Individual Objects or Clusters in Partitioning Solutions ClusterVAR Fitting Latent Class Vector-Autoregressive (VAR) Models ClusteredMutations Location and Visualization of Clustered Somatic Mutations Clustering Techniques for Evaluating Clustering CoClust A Copula-Based Clustering Algorithm CoDaImpact Interpreting CoDa Regression Models CoDaLoMic Compositional Models to Longitudinal Microbiome Data CoDiNA Co-Expression Differential Network Analysis CoFM Copula Factor Models CoImp Parametric and Nonparametric Copula-Based Imputation Methods CoMiRe Convex Mixture Regression CoNI Correlation Guided Network Integration (CoNI) CoRpower Power Calculations for Assessing Correlates of Risk in Clinical Efficacy Trials CoSMoS Complete Stochastic Modelling Solution CoTiMA Continuous Time Meta-Analysis ('CoTiMA') CoalescentPhylo Phylogenetics via Root Distances Method Under the Coalescent CoastlineFD Calculation of the Fractal Dimension of a Coastline CodataGS Genomic Prediction Using SNP Codata CodeDepends Analysis of R Code for Reproducible Research and Code Comprehension CodelistGenerator Identify Relevant Clinical Codes and Evaluate Their Use CohortCharacteristics Summarise and Visualise Characteristics of Patients in the OMOP CDM CohortConstructor Build and Manipulate Study Cohorts Using a Common Data Model CohortContrast Enrichment Analysis of Clinically Relevant Concepts in Common Data Model Cohort Data CohortGenerator Cohort Generation for the OMOP Common Data Model CohortMethod Comparative Cohort Method with Large Scale Propensity and Outcome Models CohortPlat Simulation of Cohort Platform Trials for Combination Treatments CohortSurvival Estimate Survival from Common Data Model Cohorts CohortSymmetry Sequence Symmetry Analysis Using the Observational Medical Outcomes Partnership Common Data Model CoinMinD Simultaneous Confidence Intervals for Multinomial Proportions Coinprofile Coincident Profile ColOpenData Download Colombian Demographic, Climate and Geospatial Data CollocInfer Collocation Inference for Dynamic Systems ColombiAPI Access Colombian Data via APIs and Curated Datasets ColorNameR Give Colors a Name Colossus "Risk Model Regression and Analysis with Complex Non-Linear Models" ComBatFamQC Comprehensive Batch Effect Diagnostics and Harmonization ComICS Computational Methods for Immune Cell-Type Subsets ComRiskModel Fitting of Complementary Risk Models CombinS Construction Methods for Series of PBIB Designs via Combinatory Method S CombinePortfolio Estimation of Optimal Portfolio Weights by Combining Simple Portfolio Strategies CommEcol Community Ecology Analyses CommKern Network-Based Communities and Kernel Machine Methods CommonDataModel OMOP CDM DDL and Documentation Generator CommonJavaJars Useful Libraries for Building a Java Based GUI under R CommonMean.Copula Common Mean Vector under Copula Models Comp2ROC Compare Two ROC Curves that Intersect CompAREdesign Statistical Functions for the Design of Studies with Composite Endpoints CompClassMetrics Classification Measures when Subclasses are Involved CompDist Multisection Composite Distributions CompExpDes Designs for Computer Experimentations CompGR Complete Annual Growth Rate Generator CompModels Pseudo Computer Models for Optimization CompPareto Discrete Composite Distributions with Pareto Tails CompQuadForm Distribution Function of Quadratic Forms in Normal Variables CompR Paired Comparison Data Analysis CompareCausalNetworks Interface to Diverse Estimation Methods of Causal Networks CompareMultipleModels Finding the Best Model Using Eight Metrics Values CompareTests Correct for Verification Bias in Diagnostic Accuracy & Agreement ComparisonSurv Comparison of Survival Curves Between Two Groups Compind Composite Indicators Functions ComplexHeatmap Make Complex Heatmaps ComplexUpset Create Complex UpSet Plots Using 'ggplot2' Components CompositeReliability Determine the Composite Reliability of a Naturalistic, Unbalanced Dataset Compositional Compositional Data Analysis CompositionalClust Clustering with Compositional Data CompositionalHDDA High Dimensional Discriminant Analysis with Compositional Data CompositionalML Machine Learning with Compositional Data CompositionalNAimp Missing Value Imputation with Compositional Data CompositionalRF Multivariate Random Forest with Compositional Responses CompositionalSR Spatial Regression Models with Compositional Data CompoundDb Creating and Using (Chemical) Compound Annotation Databases CompoundEvents Statistical Modeling of Compound Events ComradesM The Comrades Marathon 1921 to 2019 ConFluxPro Soil Gas Analysis and Flux Modeling ConNEcT Contingency Measure-Based Networks for Binary Time Series ConSciR Tools for Conservation Science ConSpline Partial Linear Least-Squares Regression using Constrained Splines ConconiAnaerobicThresholdTest Conconi Estimate of Anaerobic Threshold from a TCX File ConcordanceTest An Alternative to the Kruskal-Wallis Based on the Kendall Tau Distance CondCopulas Estimation and Inference for Conditional Copula Models CondMVT Conditional Multivariate t Distribution, Expectation Maximization Algorithm, and Its Stochastic Variants CondiS Censored Data Imputation for Direct Modeling ConfMatrix Confusion Matrix ConfidenceEllipse Computation of 2D and 3D Elliptical Joint Confidence Regions ConfigParser Package to Parse an INI File, Including Variable Interpolation ConformalSmallest Efficient Tuning-Free Conformal Prediction ConfusionTableR Confusion Matrix Toolset CongressData A Functional Tool for 'CongressData' CongreveLamsdell2016 Distance Metrics for Trees Generated by Congreve and Lamsdell Conigrave Flexible Tools for Multiple Imputation ConjointChecks Implementation of a Method to Check the Cancellation Axioms of Additive Conjoint Measurement ConnMatTools Tools for Working with Connectivity Data ConnectednessApproach Connectedness Approach Connection Measures of Independence and Connection Without Linear Models ConsRank Compute the Median Ranking(s) According to the Kemeny's Axiomatic Approach ConsRankClass Classification and Clustering of Preference Rankings ConsReg Fits Regression & ARMA Models Subject to Constraints to the Coefficient ConsensusClusterPlus ConsensusClusterPlus ConsensusClustering Consensus Clustering ConsensusOPLS Consensus OPLS for Multi-Block Data Fusion ContRespPP Predictive Probability for a Continuous Response with an ANOVA Structure ContaminatedMixt Clustering and Classification with the Contaminated Normal ContourFunctions Create Contour Plots from Data or a Function ConvergenceClubs Finding Convergence Clubs ConvergenceConcepts Seeing Convergence Concepts in Action ConversationAlign Process Text and Compute Linguistic Alignment in Conversation Transcripts ConvertPar Estimating IRT Parameters via Machine Learning Algorithms Convolutioner Convolution of Data CooRTweet Coordinated Networks Detection on Social Media CooccurrenceAffinity Affinity in Co-Occurrence Data CoopGame Important Concepts of Cooperative Game Theory CoordinateCleaner Automated Cleaning of Occurrence Records from Biological Collections CopCTS Copula-Based Semiparametric Analysis for Time Series Data with Detection Limits CopernicusClimate Search Download and Handle Data from Copernicus Climate Data Service CopernicusDEM Copernicus Digital Elevation Models CopernicusDataspace Search Download and Handle Data from the Copernicus Data Space Ecosystem CopernicusMarine Search Download and Handle Data from Copernicus Marine Service Information Copula.Markov Copula-Based Estimation and Statistical Process Control for Serially Correlated Time Series Copula.Markov.survival Copula Markov Model with Dependent Censoring Copula.surv Analysis of Bivariate Survival Data Based on Copulas CopulaCenR Copula-Based Regression Models for Multivariate Censored Data CopulaGAMM Copula-Based Mixed Regression Models CopulaInference Estimation and Goodness-of-Fit of Copula-Based Models with Arbitrary Distributions CopulaREMADA Copula Mixed Models for Multivariate Meta-Analysis of Diagnostic Test Accuracy Studies CopulaSCR Analysis of Semi-Competing Risks Data Using Copula-Based Models CorMID Correct Mass Isotopologue Distribution Vectors CoreMicrobiomeR Identification of Core Microbiome CorrBin Nonparametrics with Clustered Binary and Multinomial Data CorrMixed Estimate Correlations Between Repeatedly Measured Endpoints (E.g., Reliability) Based on Linear Mixed-Effects Models CorrToolBox Modeling Correlational Magnitude Transformations in Discretization Contexts CorrectOverloadedPeaks Correct Overloaded Peaks from GC-APCI-MS Data CorrectedFDR Correcting False Discovery Rates Correlplot A Collection of Functions for Graphing Correlation Matrices CortSineScore Compute Cortisol Sine Score (CSS) for Diurnal Cortisol Analysis Counterfactual Estimation and Inference Methods for Counterfactual Analysis Counternull Randomization-Based Inference Countr Flexible Univariate Count Models Based on Renewal Processes CountsEPPM Mean and Variance Modeling of Count Data CovCorTest Statistical Tests for Covariance and Correlation Matrices and their Structures CovEsts Nonparametric Estimators for Covariance Functions CovSel Model-Free Covariate Selection CovTools Statistical Tools for Covariance Analysis CovidMutations Mutation Analysis Toolkit for COVID-19 (Coronavirus Disease 2019) CoxAIPW Doubly Robust Inference for Cox Marginal Structural Model with Informative Censoring CoxBcv Bias-Corrected Sandwich Variance Estimators for Marginal Cox Analysis of Cluster Randomized Trials CoxBoost Cox Models by Likelihood Based Boosting for a Single Survival Endpoint or Competing Risks CoxICPen Variable Selection for Cox's Model with Interval-Censored Data CoxLikelihood Robust Likelihood Ratio Test and Confidence Intervals for the Cox Model CoxMK A Model-X Knockoff Method for Genome-Wide Survival Association Analysis CoxPlus Cox Regression (Proportional Hazards Model) with Multiple Causes and Mixed Effects Coxmos Cox MultiBlock Survival CpGFilter CpG Filtering Method Based on Intra-Class Correlation Coefficients CpGassoc Association Between Methylation and a Phenotype of Interest CpmERCCutoff Calculation of Log2 Counts per Million Cutoff from ERCC Controls CptNonPar Nonparametric Change Point Detection for Multivariate Time Series CreditRisk Evaluation of Credit Risk with Structural and Reduced Form Models Cronbach Cronbach's Alpha CropBreeding Stability Analysis in Crop Breeding CropScapeR Access Cropland Data Layer Data via the 'CropScape' Web Service CropWaterBalance Climate Water Balance for Irrigation Purposes CrossCarry Analysis of Data from a Crossover Design with GEE CrossClustering A Partial Clustering Algorithm CrossExpression Cross-Expression Analysis of Spatial Transcriptomics Data CrossValidate Classes and Methods for Cross Validation of "Class Prediction" Algorithms Crossover Analysis and Search of Crossover Designs Crosstabs.Loglinear Cross Tabulation and Loglinear Analyses of Categorical Data CryptRndTest Statistical Tests for Cryptographic Randomness CsChange Testing for Change in C-Statistic Cubist Rule- And Instance-Based Regression Modeling CureDepCens Dependent Censoring Regression Models with Cure Fraction CurricularAnalytics Exploring and Analyzing Academic Curricula CurricularComplexity Toolkit for Analyzing Curricular Complexity CurricularComplexityData Data for Exploring Curricular Complexity CustomDerivative Pricing Various Types of Custom Derivatives CustomerScoringMetrics Evaluation Metrics for Customer Scoring Models Depending on Binary Classifiers CustosAscensor Costs Allocation for the Installation of an Elevator CutpointsOEHR Optimal Equal-HR Method to Find Two Cutpoints for U-Shaped Relationships in Cox Model CvmortalityMult Cross-Validation for Multi-Population Mortality Models Cyclops Cyclic Coordinate Descent for Logistic, Poisson and Survival Analysis CytOpT Optimal Transport for Gating Transfer in Cytometry Data with Domain Adaptation CytoProfile Cytokine Profiling Analysis Tool CytoSimplex Simplex Visualization of Cell Fate Similarity in Single-Cell Data CytobankAPI Cytobank API Wrapper for R D3GB Interactive Genome Browser D3mirt Descriptive 3D Multidimensional Item Response Theory Modeling D3partitionR Interactive Charts of Nested and Hierarchical Data with 'D3.js' D4TAlink.light GDP - Workflow Management DA Discriminant Analysis for Evolutionary Inference DAAG Data Analysis and Graphics Data and Functions DAAGbio Data Sets and Functions, for Demonstrations with Expression Arrays and Gene Sequences DAGassist Test Robustness with Directed Acyclic Graphs DAIME Effects of Changing Deposition Rates DAISIE Dynamical Assembly of Islands by Speciation, Immigration and Extinction DAISIEprep Extracts Phylogenetic Island Community Data from Phylogenetic Trees DAKS Data Analysis and Knowledge Spaces DALEX moDel Agnostic Language for Exploration and eXplanation DALEXtra Extension for 'DALEX' Package DALSM Nonparametric Double Additive Location-Scale Model (DALSM) DALY The DALY Calculator - Graphical User Interface for Probabilistic DALY Calculation in R DAMOCLES Dynamic Assembly Model of Colonization, Local Extinction and Speciation DANDELION Discovery of Candidate Disease Genes Using Trans-Regulatory Effects DAPAR Tools for the Differential Analysis of Proteins Abundance with R DATAstudio The Research Data Warehouse of Miguel de Carvalho DArand Differential Analysis with Random Reference Genes DBCVindex Calculates the Density-Based Clustering Validation (DBCV) Index DBHC Sequence Clustering with Discrete-Output HMMs DBI R Database Interface DBItest Testing DBI Backends DBModelSelect Distribution-Based Model Selection DBNMFrank Rank Selection for Non-Negative Matrix Factorization DBR Discrete Beta Regression DBTC Dada-BLAST-Taxon Assign-Condense Metabarcode Analysis DBfit A Double Bootstrap Method for Analyzing Linear Models with Autoregressive Errors DBmaps A Metadata-Driven Framework for Streamlining Database Joins DCCA Detrended Fluctuation and Detrended Cross-Correlation Analysis DCEM Clustering Big Data using Expectation Maximization Star (EM*) Algorithm DCEmgmt DCE Data Reshaping and Processing DCEtool Efficient and Accessible Discrete Choice Experiments DCG Data Cloud Geometry (DCG): Using Random Walks to Find Community Structure in Social Network Analysis DCL Claims Reserving under the Double Chain Ladder Model DCLEAR Distance Based Cell Lineage Reconstruction DCchoice Analyzing Dichotomous Choice Contingent Valuation Data DChaos Chaotic Time Series Analysis DCluster Functions for the Detection of Spatial Clusters of Diseases DClusterm Model-Based Detection of Disease Clusters DDD Diversity-Dependent Diversification DDESONN A Deep Dynamic Experimental Self-Organizing Neural Network Framework DDHFm Variance Stabilization by Data-Driven Haar-Fisz (for Microarrays) DDIwR DDI with R DDL Doubly Debiased Lasso (DDL) DDM Death Registration Coverage Estimation DDPM Data Sets for Discrete Probability Models DDPstar Density Regression via Dirichlet Process Mixtures of Normal Structured Additive Regression Models DDRTree Learning Principal Graphs with DDRTree DEBBI Differential Evolution-Based Bayesian Inference DECIDE DEComposition of Indirect and Direct Effects DECIPHER Tools for curating, analyzing, and manipulating biological sequences DEET Differential Expression Enrichment Tool DEEVD Density Estimation by Extreme Value Distributions DEHOGT Differentially Expressed Heterogeneous Overdispersion Gene Test for Count Data DELTD Kernel Density Estimation using Lifetime Distributions DEM The Distributed EM Algorithms in Multivariate Gaussian Mixture Models DENSaftertransform Estimating Density after Logarithmic or Power Transformation of Data DEPONS2R Read, Plot and Analyse Output from the DEPONS Model DER Income Polarization Index DES Discrete Event Simulation DESA Detecting Epidemics using School Absenteeism DESNP Differentially Expressed Single Nucleotide Polymorphism DESeq2 Differential gene expression analysis based on the negative binomial distribution DET Representation of DET Curve with Confidence Intervals DEXiR 'DEXi' Library DEmixR Fit Two-Component Normal and Lognormal Mixture Models DEoptim Global Optimization by Differential Evolution DEoptimR Differential Evolution Optimization in Pure R DEploid Deconvolute Mixed Genomes with Unknown Proportions DEploid.utils 'DEploid' Data Analysis and Results Interpretation DEplotting Visualization Tools for German Regional Data DFA Detrended Fluctuation Analysis DFA.CANCOR Linear Discriminant Function and Canonical Correlation Analysis DFBA Distribution-Free Bayesian Analysis DFD Extract Drugs from Differential Expression Data from LINCS Database DFIT Differential Functioning of Items and Tests DGEAR Differential Gene Expression Analysis with R DGEobj Differential Gene Expression (DGE) Analysis Results Data Object DGEobj.utils Differential Gene Expression (DGE) Analysis Utility Toolkit DGLMExtPois Double Generalized Linear Models Extending Poisson Regression DGP4LCF Dependent Gaussian Processes for Longitudinal Correlated Factors DHARMa Residual Diagnostics for Hierarchical (Multi-Level / Mixed) Regression Models DHBins Hexmaps for NZ District Health Boards DHS.rates Calculates Demographic Indicators DHSr Create Large Scale Repeated Regression Summary Statistics Dataset and Visualization Seamlessly DICErClust Deep Significance Clustering for Clinical Risk Stratification DICOMread Reading and Saving DICOM Image Files DIDHAD Difference-in-Differences in Heterogeneous Adoption Designs with Quasi Untreated Groups DIDmultiplegt Estimators DID with Multiple Groups and Periods DIDmultiplegtDYN Estimation in Staggered First Switch Designs, where Groups Experience their First Treatment Change at Different Points in Time DIETCOST Calculate the Cost and Environmental Impact of a Ideal Diet DIFM Dynamic ICAR Spatiotemporal Factor Models DIFboost Detection of Differential Item Functioning (DIF) in Rasch Models by Boosting Techniques DIFlasso A Penalty Approach to Differential Item Functioning in Rasch Models DIFplus Multilevel Mantel-Haenszel Statistics for Differential Item Functioning Detection DIFshiny Differential Item Functioning via Shiny Application DIFtree Item Focussed Trees for the Identification of Items in Differential Item Functioning DIGSS Determination of Intervals Using Georeferenced Survey Simulation DIME Differential Identification using Mixture Ensemble DIMORA Diffusion Models R Analysis DIRECT Bayesian Clustering of Multivariate Data Under the Dirichlet-Process Prior DIRMR Distributed Imputation for Random Effects Models with Missing Responses DIVINE Curated Datasets and Tools for Epidemiological Data Analysis DIZtools Lightweight Utilities for 'DIZ' R Package Development DIZutils Utilities for 'DIZ' R Package Development DImodels Diversity-Interactions (DI) Models DImodelsMulti Fit Multivariate Diversity-Interactions Models with Repeated Measures DImodelsVis Visualising and Interpreting Statistical Models Fit to Compositional Data DIscBIO A User-Friendly Pipeline for Biomarker Discovery in Single-Cell Transcriptomics DJL Distance Measure Based Judgment and Learning DLASSO Implementation of Adaptive or Non-Adaptive Differentiable Lasso and SCAD Penalties in Linear Models DLEGFM Distributed Loading Estimation for General Factor Model DLFM Distributed Laplace Factor Model DLL Decorrelated Local Linear Estimator DLMRMV Distributed Linear Regression Models with Response Missing Variables DLMtool Data-Limited Methods Toolkit DLPCA The Distributed Local PCA Algorithm DMCfun Diffusion Model of Conflict (DMC) in Reaction Time Tasks DMMF Daily Based Morgan-Morgan-Finney (DMMF) Soil Erosion Model DMRnet Delete or Merge Regressors Algorithms for Linear and Logistic Model Selection and High-Dimensional Data DMtest Differential Methylation Tests (DMtest) DNAcopy DNA Copy Number Data Analysis DNAmf Diffusion Non-Additive Model with Tunable Precision DNAmixturesLite Statistical Inference for Mixed Traces of DNA (Lite-Version) DNAmotif DNA Sequence Motifs DNAseqtest Generating and Testing DNA Sequences DNAtools Tools for Analysing Forensic Genetic DNA Data DNMF Discriminant Non-Negative Matrix Factorization DNNSIM Single-Index Neural Network for Skewed Heavy-Tailed Data DNetFinder Estimating Differential Networks under Semiparametric Gaussian Graphical Models DOEM The Distributed Online Expectation Maximization Algorithms to Solve Parameters of Poisson Mixture Models DOIcreator Append DOIs to References in Word Documents DOPE Drug Ontology Parsing Engine DOS Design of Observational Studies DOS2 Design of Observational Studies, Companion to the Second Edition DOSE Disease Ontology Semantic and Enrichment analysis DOSPortfolio Dynamic Optimal Shrinkage Portfolio DOVE Durability of Vaccine Efficacy DOYPAColors Don't Overthink Your Palette of Colors DOvalidation Kernel Hazard Estimation with Best One-Sided and Double One-Sided Cross-Validation DPCD Dirichlet Process Clustering with Dissimilarities DPI The Directed Prediction Index for Causal Direction Inference from Observational Data DPP Inference of Parameters of Normal Distributions from a Mixture of Normals DPQ Density, Probability, Quantile ('DPQ') Computations DPQBootstrap Dirichlet Quantile Bootstrap for Time Series DPQmpfr DPQ (Density, Probability, Quantile) Distribution Computations using MPFR DPTM Dynamic Panel Multiple Threshold Model with Fixed Effects DPpack Differentially Private Statistical Analysis and Machine Learning DQA Data Quality Assessment Tools DQAgui Graphical User Interface for Data Quality Assessment DQAstats Core Functions for Data Quality Assessment DR.SC Joint Dimension Reduction and Spatial Clustering DRDID Doubly Robust Difference-in-Differences Estimators DREGAR Regularized Estimation of Dynamic Linear Regression in the Presence of Autocorrelated Residuals (DREGAR) DRHotNet Differential Risk Hotspots in a Linear Network DRIP Discontinuous Regression and Image Processing DRPT Density Ratio Permutation Test DRR Dimensionality Reduction via Regression DRaWR Discriminative Random Walk with Restart DRclass Consider Ambiguity in Probabilistic Descriptions Using Density Ratio Classes DRomics Dose Response for Omics DRquality Quality Measurements for Dimensionality Reduction DRsurvCRT Doubly-Robust Estimation for Survival Outcomes in Cluster-Randomized Trials DRviaSPCN Drug Repurposing in Cancer via a Subpathway Crosstalk Network DSAIDE Dynamical Systems Approach to Infectious Disease Epidemiology (Ecology/Evolution) DSAIRM Dynamical Systems Approach to Immune Response Modeling DSAM Data Splitting Algorithms for Model Developments DSBayes Bayesian Subgroup Analysis in Clinical Trials DSFM Distributed Skew Factor Model Estimation Methods DSI 'DataSHIELD' Interface DSIR Data Science Infrastructure for Global Health DSL Distributed Storage and List DSLite 'DataSHIELD' Implementation on Local Datasets DSMolgenisArmadillo 'DataSHIELD' Client for 'MOLGENIS Armadillo' DSOpal 'DataSHIELD' Implementation for 'Opal' DSSAT A Comprehensive R Interface for the DSSAT Cropping Systems Model DSWE Data Science for Wind Energy DSjobtracker What Skills and Qualifications are Required for Data Science Related Jobs? DSpoty Get 'Spotify' API Multiple Information DT A Wrapper of the JavaScript Library 'DataTables' DT2 'DataTables' 2.x for R DTAT Dose Titration Algorithm Tuning DTAXG Diagnostic Test Assessment in the Absence of Gold Standard DTAplots Creates Plots Accompanying Bayesian Diagnostic Test Accuracy Meta-Analyses DTComPair Comparison of Binary Diagnostic Tests in a Paired Study Design DTDA Doubly Truncated Data Analysis DTDA.cif Doubly Truncated Data Analysis, Cumulative Incidence Functions DTDA.ni Doubly Truncated Data Analysis, Non Iterative DTEAssurance Assurance Methods for Clinical Trials with a Delayed Treatment Effect DTEBOP2 Bayesian Optimal Phase II Randomized Clinical Trial Design with Delayed Outcomes DTFM Distributed Online Covariance Matrix Tests for Truncated Factor Model DTMCPack Suite of Functions Related to Discrete-Time Discrete-State Markov Chains DTRKernSmooth Estimate and Make Inference About Optimal Treatment Regimes via Smoothed Methods DTRlearn2 Statistical Learning Methods for Optimizing Dynamic Treatment Regimes DTRreg DTR Estimation and Inference via G-Estimation, Dynamic WOLS, Q-Learning, and Dynamic Weighted Survival Modeling (DWSurv) DTS Discrete Tempered Stable Distributions DTSEA Drug Target Set Enrichment Analysis DTSg A Class for Working with Time Series Data Based on 'data.table' and 'R6' with Largely Optional Reference Semantics DTWBI Imputation of Time Series Based on Dynamic Time Warping DTWUMI Imputation of Multivariate Time Series Based on Dynamic Time Warping DTwrappers Simplified Data Analysis with Wrapper Functions for the 'Data.Table' Package DTwrappers2 Extensions of 'DTwrappers' DUToolkit Visualizing and Quantifying Decision Uncertainty DVHmetrics Analyze Dose-Volume Histograms and Check Constraints DWDLargeR Fast Algorithms for Large Scale Generalized Distance Weighted Discrimination DWLS Gene Expression Deconvolution Using Dampened Weighted Least Squares DWaveNARDL Dual Wavelet Based NARDL Model DWreg Parametric Regression for Discrete Response DYM Did You Mean? DamageDetective Detecting Damaged Cells in Single-Cell RNA Sequencing Data DamiaNN Neural Network Numerai DandEFA Dandelion Plot for R-Mode Exploratory Factor Analysis DanielBiostatistics10th Functions for Wayne W. Daniel's Biostatistics, Tenth Edition Dark The Analysis of Dark Adaptation Data DarkDiv Estimating Dark Diversity and Site-Specific Species Pools DasGuptR Das Gupta Standardisation and Decomposition Dasst Tools for Reading, Processing and Writing 'DSSAT' Files DataClean Data Cleaning DataDNA Data Frame Fingerprints and Lineage Figures DataEditR An Interactive Editor for Viewing, Entering, Filtering & Editing Data DataExplorer Automate Data Exploration and Treatment DataFusionGDM Machine Learning for Integrating Partially Overlapped Genetic Datasets DataGraph Export Data from 'R' to 'DataGraph' DataLoader Import Multiple File Types DataMetProcess Meteorological Data Processing DataPackageR Construct Reproducible Analytic Data Sets as R Packages DataQualityDashboard Execute and View Data Quality Checks on OMOP CDM Database DataSetsUni A Collection of Univariate Data Sets DataSetsVerse A Metapackage for Thematic and Domain-Specific Datasets DataSimilarity Quantifying Similarity of Datasets and Multivariate Two- And k-Sample Testing DataSpaceR Interface to 'the CAVD DataSpace' DataSum Comprehensive Data Summarization for Statistical Analysis DataVisualizations Visualizations of High-Dimensional Data DataViz Data Visualisation Using an HTML Page and 'D3.js' DatabaseConnector Connecting to Various Database Platforms DatabaseConnectorJars JAR Dependencies for the 'DatabaseConnector' Package DatabionicSwarm Swarm Intelligence for Self-Organized Clustering DatastreamDSWS2R Provides a Link Between the 'LSEG Datastream' System and R DatastreamR Datastream API DateTimeRangePicker A Datetime Range Picker Widget for Usage in 'Shiny' Applications Davies The Davies Quantile Function Dcurvature Discrete Curvature with 'shiny' Explorer DeBoinR Box-Plots and Outlier Detection for Probability Density Functions DeCAFS Detecting Changes in Autocorrelated and Fluctuating Signals DeRezende.Ferreira Zero Coupon Yield Curve Modelling DeSciDe Tool for Unbiased Literature Searching and Gene List Curation DebiasInfer Efficient Inference on High-Dimensional Linear Model with Missing Outcomes DecisionDrift Detecting, Decomposing, and Stress-Testing Temporal Change in Repeated Decision Systems DeclareDesign Declare and Diagnose Research Designs DecomposeR Empirical Mode Decomposition for Cyclostratigraphy DecorateR Fit and Deploy DECORATE Trees DedooseR Monitoring and Analyzing Dedoose Qualitative Data Exports Deducer A Data Analysis GUI for R DeductiveR Deductive Rational Method DeepLearningCausal Causal Inference with Super Learner and Deep Neural Networks DegreeDayCalc Degree-Day Phenology Calculator ('shiny' Application) Delaporte Statistical Functions for the Delaporte Distribution DelayedArray A unified framework for working transparently with on-disk and in-memory array-like datasets DelayedEffect.Design Sample Size and Power Calculations using the APPLE, SEPPLE, APPLE+ and SEPPLE+ Methods DelayedMatrixStats Functions that Apply to Rows and Columns of 'DelayedMatrix' Objects Delta Measure of Agreement Between Two Raters DeltaMAN Delta Measurement of Agreement for Nominal Data DemoDecomp Decompose Demographic Functions DemoKin Estimate Population Kin Distribution DemographicTable Create Demographic Table DendSer Dendrogram Seriation: Ordering for Visualisation DendroSync A Set of Tools for Calculating Spatial Synchrony Between Tree-Ring Chronologies DensParcorr Dens-Based Method for Partial Correlation Estimation in Large Scale Brain Networks DepCens Dependent Censoring Regression Models DepLogo Dependency Logo DepMod Decision-Analytic Modelling for Depression Prevention and Treatment DepthProc Statistical Depth Functions for Multivariate Analysis Deriv Symbolic Differentiation DescTools Tools for Descriptive Statistics DescToolsAddIns Interactive Functions to be Used as Shortcuts in 'RStudio' DescribeDF Description of a Data Frame DescribeDisplay An Interface to the 'DescribeDisplay' 'GGobi' Plugin DescriptiveRepresentationCalculator Characterizing Observed and Expected Representation DescriptiveStats.OBeu Descriptive Statistics 'OpenBudgets.eu' DescriptiveWH Descriptive Statistics Design.parameters Parameters of the Experimental Designs DesignLibrary Library of Research Designs Desimml Distributed Estimation in Single-Index Models with Multiple Links ('Desimml') DetLifeInsurance Life Insurance Premium and Reserves Valuation DetMCD Implementation of the DetMCD Algorithm (Robust and Deterministic Estimation of Location and Scatter) DevTreatRules Develop Treatment Rules with Observational Data Devore7 Data sets from Devore's "Prob and Stat for Eng (7th ed)" Dforest Decision Forest DiDforBigData A Big Data Implementation of Difference-in-Differences Estimation with Staggered Treatment DiNAMIC.Duo Finding Recurrent DNA Copy Number Alterations and Differences DiPALM Differential Pattern Analysis via Linear Modeling DiPhiSeq Robust Tests for Differential Dispersion and Differential Expression in RNA-Sequencing Data DiPs Directional Penalties for Optimal Matching in Observational Studies DiSCos Distributional Synthetic Controls Estimation DiSSMod Fitting Sample Selection Models for Discrete Response Variables DiagrammeR Graph/Network Visualization DiagrammeRsvg Export DiagrammeR Graphviz Graphs as SVG DiallelAnalysisR Diallel Analysis with R DiceDesign Designs of Computer Experiments DiceEval Construction and Evaluation of Metamodels DiceKriging Kriging Methods for Computer Experiments DiceOptim Kriging-Based Optimization for Computer Experiments DiceView Methods for Visualization of Computer Experiments Design and Surrogate Dict R6 Based Key-Value Dictionary Implementation DidacticBoost A Simple Implementation and Demonstration of Gradient Boosting DiffCorr Analyzing and Visualizing Differential Correlation Networks in Biological Data DiffNet Identifying Significant Node Scores using Network Diffusion Algorithm DiffXTables Pattern Analysis Across Contingency Tables DigestiveDataSets A Curated Collection of Digestive System and Gastrointestinal Disease Datasets Dimodal Spacing Tests for Multi-Modality DirStats Nonparametric Methods for Directional Data Dire Linear Regressions with a Latent Outcome Variable DirectEffects Estimating Controlled Direct Effects for Explaining Causal Findings DirectStandardisation Adjusted Means and Proportions by Direct Standardisation DirectedClustering Directed Weighted Clustering Coefficient Directional A Collection of Functions for Directional Data Analysis DirichletMultinomial Dirichlet-Multinomial Mixture Model Machine Learning for Microbiome Data DirichletRF "Dirichlet Random Forest" DirichletReg Dirichlet Regression DisImpact Calculates Disproportionate Impact When Binary Success Data are Disaggregated by Subgroups DisaggregateTS High-Dimensional Temporal Disaggregation DisasterAlert Disaster Alert and Sentiment Analysis DiscreteDLM Bayesian Distributed Lag Model Fitting for Binary and Count Response Data DiscreteDatasets Example Data Sets for Use with Discrete Statistical Tests DiscreteDists Discrete Statistical Distributions DiscreteFDR FDR Based Multiple Testing Procedures with Adaptation for Discrete Tests DiscreteFWER FWER-Based Multiple Testing Procedures with Adaptation for Discrete Tests DiscreteGapStatistic An Extension of the Gap Statistic for Ordinal/Categorical Data DiscreteInverseWeibull Discrete Inverse Weibull Distribution DiscreteLaplace Discrete Laplace Distributions DiscreteQvalue Improved q-Values for Discrete Uniform and Homogeneous Tests DiscreteTests Vectorised Computation of P-Values and Their Supports for Several Discrete Statistical Tests DiscreteWeibull Discrete Weibull Distributions (Type 1 and 3) DisimForMixed Calculate Dissimilarity Matrix for Dataset with Mixed Attributes DistPlotter A Graphical User Interface for Plotting Common Univariate Distributions Distance Distance Sampling Detection Function and Abundance Estimation DistatisR DiSTATIS Three Way Metric Multidimensional Scaling Distributacalcul Probability Distribution Functions DistributionIV Distributional Instrumental Variable (DIV) Model DistributionOptimization Distribution Optimization DistributionTest Powerful Goodness-of-Fit Tests Based on the Likelihood Ratio DistributionUtils Distribution Utilities Ditwah Ditwah Storm Data and Tools for Storm Monitoring and Early Warning November 2025, Sri Lanka DivE Diversity Estimator DiversificationR Econometric Tools to Measure Portfolio Diversification DiversityStats Diversity Indices with Statistical Inference DoE.MIParray Creation of Arrays by Mixed Integer Programming DoE.base Full Factorials, Orthogonal Arrays and Base Utilities for DoE Packages DoE.wrapper Wrapper Package for Design of Experiments Functionality DockerParallel Using the Docker Container to Create R Workers on Local or Cloud Platform Docovt Distributed Online Covariance Matrix Tests Dogoftest Distributed Online Goodness-of-Fit Tests for Distributed Datasets Domean Distributed Online Mean Tests DominoDataR 'Domino Data R SDK' DonutMap Donut Maps with 'sf', 'ggplot2', and 'leaflet' DoseFinding Planning and Analyzing Dose Finding Experiments DoubleCone Test Against Parametric Regression Function DoubleExpSeq Differential Exon Usage Test for RNA-Seq Data via Empirical Bayes Shrinkage of the Dispersion Parameter DoubleML Double Machine Learning in R Dowd Functions Ported from 'MMR2' Toolbox Offered in Kevin Dowd's Book Measuring Market Risk DownBallotR Access Federal, State, and Local Election Data Dpit Distribution Pitting DrBats Data Representation: Bayesian Approach That's Sparse DrData Interactive Statistical Analysis and Machine Learning Platform DrImpute Imputing Dropout Events in Single-Cell RNA-Sequencing Data DrillR R Driver for Apache Drill DrivePlotR Linked Plot Maps for Multivariate High-Resolution Spatio-Temporal Data DropletUtils Utilities for Handling Single-Cell Droplet Data DrugExposureDiagnostics Diagnostics for OMOP Common Data Model Drug Records DrugSim2DR Predict Drug Functional Similarity to Drug Repurposing DrugUtilisation Summarise Patient-Level Drug Utilisation in Data Mapped to the OMOP Common Data Model DstarM Analyze Two Choice Reaction Time Data with the D*M Method Dtableone Tabular Comparison of Paired Diagnostic Tests Durga Effect Size Estimation and Visualisation DyMEP Dynamic Multi Environment Phenology-Model DySS Dynamic Screening Systems DyadRatios Dyad Ratios Algorithm for Latent Variable Estimation DyadiCarma Dyadic Matrices and their Algebra using 'Rcpp' and 'RcppArmadillo' Dykstra Quadratic Programming using Cyclic Projections DynClust Denoising and Clustering for Dynamical Image Sequence (2D or 3D)+t DynDoc Dynamic document tools DynForest Random Forest with Multivariate Longitudinal Predictors DynNom Visualising Statistical Models using Dynamic Nomograms DynTxRegime Methods for Estimating Optimal Dynamic Treatment Regimes DynareR Bringing the Power of 'Dynare' to 'R', 'R Markdown', and 'Quarto' DysPIA Dysregulated Pathway Identification Analysis DysPIAData Background and Pathway Data Used in 'DysPIA' E2E Ensemble Learning Framework for Diagnostic and Prognostic Modeling EATME Exponentially Weighted Moving Average with Adjustments to Measurement Error EAVA Deterministic Verbal Autopsy Coding with Expert Algorithm Verbal Autopsy EBASE Estuarine Bayesian Single-Station Estimation Method for Ecosystem Metabolism EBCHS An Empirical Bayes Method for Chi-Squared Data EBEN Empirical Bayesian Elastic Net EBImage Image processing and analysis toolbox for R EBMAforecast Estimate Ensemble Bayesian Model Averaging Forecasts using Gibbs Sampling or EM-Algorithms EBcoBART Co-Data Learning for Bayesian Additive Regression Trees EBrank Empirical Bayes Ranking ECDFniche Empirical Cumulative Distribution Function Niche Modeling Tools ECG Center of Gravity Methods ECGofTestDx A Goodness-of-Fit Test for Elliptical Distributions with Diagnostic Capabilities ECMLE Approximating Evidence via Bounded Harmonic Means ECOSolveR Embedded Conic Solver in R ECOTOXr Download and Extract Data from US EPA's ECOTOX Database ECTSVR Cointegration Based Support Vector Regression Model ECTTDNN Cointegration Based Timedelay Neural Network Model ECharts2Shiny Embedding Interactive Charts Generated with ECharts Library into Shiny Applications ECoL Complexity Measures for Supervised Problems EDCimport Import Data from EDC Software EDISON Network Reconstruction and Changepoint Detection EDIutils An API Client for the Environmental Data Initiative Repository EDNE.EQ Implements the EDNE-Test for Equivalence EDOIF Empirical Distribution Ordering Inference Framework (EDOIF) EDOtrans Euclidean Distance-Optimized Data Transformation EE.Data Objects for Predicting Energy Expenditure EEAaq Handle Air Quality Data from the European Environment Agency Data Portal EEEA Explicit Exploration Strategy for Evolutionary Algorithms EEM Read and Preprocess Fluorescence Excitation-Emission Matrix (EEM) Data EEMDSVR Ensemble Empirical Mode Decomposition and Its Variant Based Support Vector Regression Model EEMDelm Ensemble Empirical Mode Decomposition and Its Variant Based ELM Model EEMDlstm EEMD Based LSTM Model for Time Series Forecasting EEML Ensemble Explainable Machine Learning Models EFA.MRFA Dimensionality Assessment Using Minimum Rank Factor Analysis EFA.dimensions Exploratory Factor Analysis Functions for Assessing Dimensionality EFAfactors Determining the Number of Factors in Exploratory Factor Analysis EFAtools Fast and Flexible Implementations of Exploratory Factor Analysis Tools EFAutilities Utility Functions for Exploratory Factor Analysis EFDR Wavelet-Based Enhanced FDR for Detecting Signals from Complete or Incomplete Spatially Aggregated Data EFM Elliptical Factor Models EFSATools EFSA Ensemble of Data Collections Tools EGAnet Exploratory Graph Analysis – a Framework for Estimating the Number of Dimensions in Multivariate Data using Network Psychometrics EGM Intracardiac Electrograms EGRET Exploration and Graphics for RivEr Trends EGRETci Exploration and Graphics for RivEr Trends Confidence Intervals EGRNi Ensemble Gene Regulatory Network Inference EHR Electronic Health Record (EHR) Data Processing and Analysis Tool EHRmuse Multi-Cohort Selection Bias Correction using IPW and AIPW Methods EHRtemporalVariability Delineating Temporal Dataset Shifts in Electronic Health Records EIAapi Query Data from the 'EIA' API EIEntropy Ecological Inference Applying Entropy EIX Explain Interactions in 'XGBoost' EKMCMC MCMC Procedures for Estimating Enzyme Kinetics Constants EL Two-Sample Empirical Likelihood EL2Surv Empirical Likelihood (EL) for Comparing Two Survival Functions ELAplus Energy Landscape Analysis for Ecological Communities ELIC LIC for Distributed Elliptical Model ELISAtools ELISA Data Analysis with Batch Correction ELT Experience Life Tables ELYP Empirical Likelihood Analysis for the Cox Model and Yang-Prentice (2005) Model ELmethodVar Empirical Likelihood Inference of Variance Components in Linear Mixed-Effects Models EMAR Empirical Model Assessment EMAS Epigenome-Wide Mediation Analysis Study EMC2 Bayesian Hierarchical Analysis of Cognitive Models of Choice EMCluster EM Algorithm for Model-Based Clustering of Finite Mixture Gaussian Distribution EMD Empirical Mode Decomposition and Hilbert Spectral Analysis EMDANNhybrid Empirical Mode Decomposition Based Artificial Neural Network Model EMDSVRhybrid Empirical Mode Decomposition Based Support Vector Regression Model EMGCR Fit a Mixture Cure Rate Model with Custom Link Function EMJMCMC Evolutionary Mode Jumping Markov Chain Monte Carlo Expert Toolbox EML Read and Write Ecological Metadata Language Files EMLI Computationally Efficient Maximum Likelihood Identification of Linear Dynamical Systems EMMAgeo End-Member Modelling of Grain-Size Data EMMIXSSL Semi-Supervised Gaussian Mixture Model with a Missing-Data Mechanism EMMIXgene A Mixture Model-Based Approach to the Clustering of Microarray Expression Data EMMIXmfa Mixture Models with Component-Wise Factor Analyzers EMMLi A Maximum Likelihood Approach to the Analysis of Modularity EMMREML Fitting Mixed Models with Known Covariance Structures EMOTIONS Ensemble Models for Lactation Curves EMP Expected Maximum Profit Classification Performance Measure EMSC Extended Multiplicative Signal Correction EMSNM EM Algorithm for Sigmoid Normal Model EMSS Some EM-Type Estimation Methods for the Heckman Selection Model EMSaov The Analysis of Variance with EMS EMT Exact Multinomial Test: Goodness-of-Fit Test for Discrete Multivariate Data EMbC Expectation-Maximization Binary Clustering EMgaussian Expectation-Maximization Algorithm for Multivariate Normal (Gaussian) with Missing Data EMpeaksR Conducting the Peak Fitting Based on the EM Algorithm ENMTools Analysis of Niche Evolution using Niche and Distribution Models ENMeval Automated Tuning and Evaluations of Ecological Niche Models EPLSIM Partial Linear Single Index Models for Environmental Mixture Analysis EPT Ensemble Patch Transform, Visualization and Decomposition EPX Ensemble of Phalanxes EQL Extended-Quasi-Likelihood-Function (EQL) EQRN Extreme Quantile Regression Neural Networks for Risk Forecasting EQUALCompareImages Comparison of Images for Researchers Without Coding Skills EQUALPrognosis Analysing Prognostic Studies EQUALSTATS Algorithm Driven Statistical Analysis for Researchers without Coding Skills EQUALencrypt Encryption and Decryption of Files and Data for Researchers Without Coding Skills EQUALrepeat Algorithm Driven Time Series Analysis for Researchers without Coding Skills EQUIVNONINF Testing for Equivalence and Noninferiority ER Effect + Residual Modelling ERDbuilder Entity Relationship Diagrams Builder ERP Significance Analysis of Event-Related Potentials Data ERPM Exponential Random Partition Models ERPeq Probabilistic Hazard Assessment ERSA Exploratory Regression 'Shiny' App ES Edge Selection ESG A Package for Asset Projection ETAS Modeling Earthquake Data Using 'ETAS' Model ETASbootstrap Bootstrap Confidence Interval Estimation for 'ETAS' Model Parameters ETC Equivalence to Control ETDQualitizer Automated Eye Tracking Data Quality Determination for Screen-Based Eye Trackers ETLUtils Utility Functions to Execute Standard Extract/Transform/Load Operations (using Package 'ff') on Large Data ETRep Analysis of Elliptical Tubes Under the Relative Curvature Condition EUfootball Football Match Data of European Leagues EVI Epidemic Volatility Index as an Early-Warning Tool EValue Sensitivity Analyses for Unmeasured Confounding and Other Biases in Observational Studies and Meta-Analyses EVchargcost Computes and Plot the Optimal Charging Strategy for Electric Vehicles EWGoF Goodness-of-Fit Tests for the Exponential and Two-Parameter Weibull Distributions EWOC.Comb Escalation with Overdose Control using 2 Drug Combinations EWS Early Warning System EWSmethods Forecasting Tipping Points at the Community Level EXPAR Fitting of Exponential Autoregressive (EXPAR) Model EXPARMA Fitting of Exponential Autoregressive Moving Average (EXPARMA) Model EXRQ Extreme Regression of Quantiles EZFragility Compute Neural Fragility for Ictal iEEG Time Series EZbakR Analyze and Integrate Any Type of Nucleotide Recoding RNA-Seq Data EZtune Tunes AdaBoost, Elastic Net, Support Vector Machines, and Gradient Boosting Machines Eagle Multiple Locus Association Mapping on a Genome-Wide Scale Ease Simulating Explicit Population Genetics Models EasyABC Efficient Approximate Bayesian Computation Sampling Schemes EasyDescribe A Convenient Way of Descriptive Statistics EasyMx Easy Model-Builder Functions for 'OpenMx' EasyStat Automated Statistical Analysis, Visualization and Multi-Format Narrative Reporting EbayesThresh Empirical Bayes Thresholding and Related Methods Ecdat Data Sets for Econometrics Ecfun Functions for 'Ecdat' EcoCleanR Enhancing Data Quality of Biogeographic Ranges with Application for Marine Invertebrates EcoDiet Estimating a Diet Matrix from Biotracer and Stomach Content Data EcoEnsemble A General Framework for Combining Ecosystem Models EcoMetrics Econometrics Model Building EcoNetGen Simulate and Sample from Ecological Interaction Networks EcoNiche Community Niche Position and Width Estimation Tools EcoTroph An Implementation of the EcoTroph Ecosystem Modelling Approach Ecohydmod Ecohydrological Modelling EconAndProdEfficiency Economic and Production Efficiency EconCausal Causal Analysis for Macroeconomic Time Series (ECM-MARS, BSTS, Bayesian GLM-AR(1)) EconGeo Computing Key Indicators of the Spatial Distribution of Economic Activities EcotoneFinder Characterising and Locating Ecotones and Communities Ecume Equality of 2 (or k) Continuous Univariate and Multivariate Distributions EdSurvey Analysis of NCES Education Survey and Assessment Data EffectLiteR Average and Conditional Effects EffectStars Visualization of Categorical Response Models EffectStars2 Effect Stars EffectTreat Prediction of Therapeutic Success EfficientMaxEigenpair Efficient Initials for Computing the Maximal Eigenpair EgoCor Simple Presentation of Estimated Exponential Semi-Variograms EleChemr Electrochemical Reactions Simulation ElectDecomp Decomposition of Seats-to-Votes Distortions ElicitationWizard LLM-Based Bayesian Prior Elicitation Wizard Elja Linear, Logistic and Generalized Linear Models Regressions for the EnvWAS/EWAS Approach ElliptCopulas Inference of Elliptical Distributions and Copulas EloChoice Preference Rating for Visual Stimuli Based on Elo Ratings EloOptimized Optimized Elo Rating Method for Obtaining Dominance Ranks EloRating Animal Dominance Hierarchies by Elo Rating EmbedSOM Fast Embedding Guided by Self-Organizing Map EmiR Evolutionary Minimizer for R EmissV Tools for Create Emissions for Air Quality Models EmpiricalBrownsMethod Uses Brown's method to combine p-values from dependent tests EmpiricalCalibration Routines for Performing Empirical Calibration of Observational Study Estimates EmpiricalDynamics Empirical Discovery of Differential Equations from Time Series Data EnTraineR Enhanced Teaching Assistant (AI) for Statistical Analysis EncompassTest Direct Multi-Step Forecast Based Comparison of Nested Models via an Encompassing Test EnergyOnlineCPM Distribution Free Multivariate Control Chart Based on Energy Test EngrEcon Engineering Economics Analysis for Engineering Projects Cost Analysis EngrExpt Data sets from "Introductory Statistics for Engineering Experimentation" EnhancedVolcano Publication-ready volcano plots with enhanced colouring and labeling EnrichIntersect Enrichment Analysis and Intersecting Sankey Diagram EnsCat Clustering of Categorical Data EntropicStatistics Functions Based on Entropic Statistics EntropyEstimation Estimation of Entropy and Related Quantities EnvCpt Detection of Structural Changes in Climate and Environment Time Series EnvNJ Whole Genome Phylogenies Using Sequence Environments EnvNicheR Niche Estimation EnvStats Package for Environmental Statistics, Including US EPA Guidance EnviroPRA2 Environmental Probabilistic Risk Assessment Tools Epi Statistical Analysis in Epidemiology EpiContactTrace Epidemiological Tool for Contact Tracing EpiCurve Plot an Epidemic Curve EpiDISH Epigenetic Dissection of Intra-Sample-Heterogeneity EpiDynamics Dynamic Models in Epidemiology EpiEstim Estimate Time Varying Reproduction Numbers from Epidemic Curves EpiForsk Code Sharing at the Department of Epidemiology Research at Statens Serum Institut EpiILM Spatial and Network Based Individual Level Models for Epidemics EpiInvert Variational Techniques in Epidemiology EpiLPS A Fast and Flexible Bayesian Tool for Estimating Epidemiological Parameters EpiModel Mathematical Modeling of Infectious Disease Dynamics EpiNova Flexible Extended State-Space Epidemiological Models with Modern Inference EpiPvr Estimating Plant Pathogen Epidemiology Parameters from Laboratory Assays EpiReport Epidemiological Report EpiSemble Ensemble Based Machine Learning Approach for Predicting Methylation States EpiSignalDetection Signal Detection Analysis EpiSimR A 'Shiny' App to Simulate the Dynamics of Epidemic and Endemic Diseases Spread EpiStandard Directly Standardise Rates by Age EpiStats Tools for Epidemiologists EpiTest Test for Gene x Gene Interactions in Bi-Parental Populations EpidigiR Digital Epidemiological Analysis and Visualization Tools EpistemicGameTheory Constructing an Epistemic Model for the Games with Two Players Epoch IEEG (Intracranial Electroencephalography) Epoch Data Tools Equalden.HD Testing the Equality of a High Dimensional Set of Densities EquiSurv Modeling, Confidence Intervals and Equivalence of Survival Curves EquiTrends Equivalence Testing for Pre-Trends in Difference-in-Differences Designs EraBrewer Color Palettes from the Album Covers of Each Taylor Swift Era ErlangC Solve Erlang-C Model EstCRM Calibrating Parameters for the Samejima's Continuous IRT Model EstHTSeed Hydro Time Analysis of Seed Germination EstemPMM Polynomial Maximization Method for Non-Gaussian Regression EstimDiagnostics Diagnostic Tools and Unit Tests for Statistical Estimators EstimateBreed Estimation of Environmental Variables and Genetic Parameters EstimateGroupNetwork Perform the Joint Graphical Lasso and Selects Tuning Parameters EstimationTools Maximum Likelihood Estimation for Probability Functions from Data Sets EthSEQ Ethnicity Annotation from Whole-Exome and Targeted Sequencing Data EuclideanSD An Euclidean View of Center and Spread Euclimatch Euclidean Climatch Algorithm Eunomia Standard Dataset Manager for Observational Medical Outcomes Partnership Common Data Model Sample Datasets EvCombR Evidence Combination in R Evacluster Evaluation Clustering Methods for Disease Subtypes Diagnosis EvalTest Tools for Evaluating Diagnostic Test Performance EvaluateCore Quality Evaluation of Core Collections EvaluationMeasures Collection of Model Evaluation Measure Functions Evapotranspiration Modelling Actual, Potential and Reference Crop Evapotranspiration EventPredInCure Event Prediction Including Cured Population EventWinRatios Event-Specific Win Ratios for Terminal and Non-Terminal Events EvidenceSynthesis Synthesizing Causal Evidence in a Distributed Research Network EviewsR A Seamless Integration of 'EViews' and R EvoPhylo Pre- And Postprocessing of Morphological Data from Relaxed Clock Bayesian Phylogenetics EvolutionaryGames Important Concepts of Evolutionary Game Theory Evomorph Evolutionary Morphometric Simulation EwR Econometrics with R ExGaussEstim Quantile Maximization Likelihood Estimation and Bayesian Ex-Gaussian Estimation ExNRuleEnsemble A k Nearest Neibour Ensemble Based on Extended Neighbourhood Rule ExPanDaR Explore Your Data Interactively ExPosition Exploratory Analysis with the Singular Value Decomposition Exact Unconditional Exact Test ExactCIdiff Inductive Confidence Intervals for the Difference Between Two Proportions ExactCIone Admissible Exact Intervals for One-Dimensional Discrete Distributions ExactCox Exact Test and Exact Confidence Interval for the Cox Model ExactMed Exact Mediation Analysis for Binary Outcomes ExactMultinom Multinomial Goodness-of-Fit Tests ExactVaRTest Exact Finite-Sample Value-at-Risk Back-Testing ExamPAData Data Sets for Predictive Analytics Exam ExceedanceTools Confidence/Credible Regions for Exceedance Sets and Contour Lines ExcelFunctionsR Imports Excel Functions to R ExcessMass Excess Mass Calculation and Plots ExclusionTable Creating Tables of Excluded Observations ExhaustiveSearch A Fast and Scalable Exhaustive Feature Selection Framework ExpAnalysis3d Pacote Para Analise De Experimentos Com Graficos De Superficie Resposta ExpBites Analyzing Human Exposure to Mosquito Biting ExpDE Modular Differential Evolution for Experimenting with Operators ExpDes Experimental Designs Package ExpGenetic Non-Additive Expression Analysis of Hybrid Offspring ExpRep Experiment Repetitions ExperimentHub Client to access ExperimentHub resources ExpertChoice Design of Discrete Choice and Conjoint Analysis ExplodeLayout Calculate Exploded Coordinates Based on Original Node Coordinates and Node Clustering Membership ExploreTheData A Set of Tools for Exploratory Data Analysis ExposR Models Topographic Exposure to Hurricane Winds ExpressionCellNet Network-Based Analysis of Gene Expression Perturbations ExtDist Extending the Range of Functions for Probability Distributions ExtMallows An Extended Mallows Model and Its Hierarchical Version for Ranked Data Aggregation ExtendedABSurvTDC Survival Analysis using Indicators under Time Dependent Covariates ExtendedLaplace The Extended Laplace Distribution ExtrPatt Spatial Dependencies and Indices for Extremes ExtractTrainData Extract Values from Raster ExtremalDep Extremal Dependence Models ExtremeBounds Extreme Bounds Analysis (EBA) ExtremeCI Realistic Confidence Intervals for Non-Stationary Extreme Value Statistics ExtremeRisks Extreme Risk Measures EzGP Easy-to-Interpret Gaussian Process Models for Computer Experiments FABInference FAB p-Values and Confidence Intervals FACTMLE Maximum Likelihood Factor Analysis FADA Variable Selection for Supervised Classification in High Dimension FADPclust Functional Data Clustering Using Adaptive Density Peak Detection FAIRmaterials Ontology Tools with Data FAIRification in Development FAMetA Fatty Acid Metabolic Analysis FAMoS A Flexible Algorithm for Model Selection FAO56 Evapotranspiration Based on FAO Penman-Monteith Equation FAOSTAT Download Data from the FAOSTAT Database FAPA Factor Analytic Profile Analysis of Ipsatized Data FARDEEP Fast and Robust Deconvolution of Tumor Infiltrating Lymphocyte from Expression Profiles using Least Trimmed Squares FARS Factor-Augmented Regression Scenarios FAS Factor-Augmented Sparse Regression Tuning-Free Testing FAST.R Analyze and Visualize FAST-Generated Data FAVA Quantify Compositional Variability Across Relative Abundance Vectors FAVAR Bayesian Analysis of a FAVAR Model FAdist Distributions that are Sometimes Used in Hydrology FAfA Factor Analysis for All FAmle Maximum Likelihood and Bayesian Estimation of Univariate Probability Distributions FAwR Functions and Datasets for "Forest Analytics with R" FBFsearch Algorithm for Searching the Space of Gaussian Directed Acyclic Graph Models Through Moment Fractional Bayes Factors FBMS Flexible Bayesian Model Selection and Model Averaging FBN FISH Based Normalization and Copy Number Inference of SNP Microarray Data FCO Flexible Cutoffs for Model Fit Evaluation in Covariance-Based Structural Models FCPS Fundamental Clustering Problems Suite FCUSUM Fourier CUSUM Cointegration Test FCVAR Estimation and Inference for the Fractionally Cointegrated VAR FD Measuring Functional Diversity (FD) from Multiple Traits, and Other Tools for Functional Ecology FDOTT Optimal Transport Based Testing in Factorial Design FDRestimation Estimate, Plot, and Summarize False Discovery Rates FDRsamplesize2 Computing Power and Sample Size for the False Discovery Rate in Multiple Applications FDRsampsize Compute Sample Size that Meets Requirements for Average Power and FDR FDX False Discovery Exceedance Controlling Multiple Testing Procedures FDboost Boosting Functional Regression Models FEA Finite Element Modeling for R FENmlm Fixed Effects Nonlinear Maximum Likelihood Models FER Financial Engineering in R FESta Fishing Effort Standardisation FEprovideR Fixed Effects Logistic Model with High-Dimensional Parameters FFD Freedom from Disease FFTrees Generate, Visualise, and Evaluate Fast-and-Frugal Decision Trees FFdownload Download Data from Kenneth French's Website FGLMtrunc Truncated Functional Generalized Linear Models FGRepo Functional Genomics Repository for POST-GWAS Analysis FGalgorithm Flury and Gautschi algorithms FHDI Fractional Hot Deck and Fully Efficient Fractional Imputation FHtest Tests for Right and Interval-Censored Survival Data Based on the Fleming-Harrington Class FI Provide Functions for Forest Inventory Calculations FIESTA Forest Inventory Estimation and Analysis FIESTAutils Utility Functions for Forest Inventory Estimation and Analysis FILEST Fine-Level Structure Simulator FIND Objective Comparison of Phase I Dose-Finding Designs FIRM Flexible Integration of Single-Cell RNA-Seq Data FITSio FITS (Flexible Image Transport System) Utilities FKF Fast Kalman Filter FKSUM Fast Kernel Sums FKmL Fréchet Distance-Based K-Means and Extensions for Longitudinal Data FLAG Flexible and Accurate Gaussian Graphical Models FLAME Interpretable Matching for Causal Inference FLASHMM Fast and Scalable Single Cell Differential Expression Analysis using Mixed-Effects Models FLOPART Functional Labeled Optimal Partitioning FLORAL Fit Log-Ratio Lasso Regression for Compositional Data FLR Fuzzy Logic Rule Classifier FLSSS Mining Rigs for Problems in the Subset Sum Family FLightR Reconstruct Animal Paths from Solar Geolocation Loggers Data FMAT The Fill-Mask Association Test FMAdist Frequentist Model Averaging Distribution FMC Factorial Experiments with Minimum Level Changes FMCensSkewReg Finite Mixture of Censored Regression Models with Skewed Distributions FME A Flexible Modelling Environment for Inverse Modelling, Sensitivity, Identifiability and Monte Carlo Analysis FMM Rhythmic Patterns Modeling by FMM Models FMP Filtered Monotonic Polynomial IRT Models FMStable Finite Moment Stable Distributions FMradio Factor Modeling for Radiomics Data FMsmsnReg Regression Models with Finite Mixtures of Skew Heavy-Tailed Errors FNN Fast Nearest Neighbor Search Algorithms and Applications FOCI Feature Ordering by Conditional Independence FORD Feature Ordering by Integrated R Square Dependence FPCA3D Three Dimensional Functional Component Analysis FPCdpca The FPCdpca Criterion on Distributed Principal Component Analysis FPDclustering PD-Clustering and Related Methods FPLdata Read in Fantasy Premier League Data FRACTION Numeric Number into Fraction FRAPO Financial Risk Modelling and Portfolio Optimisation with R FRApp FRAP Data Analysis Using Nonlinear Mixed Effect Models with 'shiny' FRB Fast and Robust Bootstrap FRCC Fast Regularized Canonical Correlation Analysis FRCI Fuzzy & Randomized Confidence Intervals FREEtree Tree Method for High Dimensional Longitudinal Data FREQ FREQ: Estimate population size from capture frequencies FRESA.CAD Feature Selection Algorithms for Computer Aided Diagnosis FRI Relative Importance of Main and Interaction Effects FRK Fixed Rank Kriging FSA Simple Fisheries Stock Assessment Methods FSAdata Data to Support Fish Stock Assessment ('FSA') Package FSDAM Forward Stepwise Deep Autoencoder-Based Monotone NLDR FSK2R An Interface Between the 'FSKX' Standard and 'R' FSM Finite Selection Model FSSF Generate Fully-Sequential Space-Filling Designs Inside a Unit Hypercube FSTpackage Unified Sequence-Based Association Tests Allowing for Multiple Functional Annotation Scores FSelector Selecting Attributes FSelectorRcpp 'Rcpp' Implementation of 'FSelector' Entropy-Based Feature Selection Algorithms with a Sparse Matrix Support FSinR Feature Selection in R FTSgof White Noise and Goodness-of-Fit Tests for Functional Time Series FUNTA Functional Tangential Angle Pseudo-Depth FVDDPpkg Implement Fleming-Viot-Dependent Dirichlet Processes FWDselect Selecting Variables in Regression Models FWRGB Fresh Weight Determination from Visual Image of the Plant FaaSr 'FaaSr' Local Test Development Package FactChar Characterization and Diagnostic Tools for Factorial Block Designs FactEff Efficiencies of Block Designs for Factorial and Fractional Factorial Experiments FactoClass Combination of Factorial Methods and Cluster Analysis FactoInvestigate Automatic Description of Factorial Analysis FactoMineR Multivariate Exploratory Data Analysis and Data Mining FactorAssumptions Set of Assumptions for Factor and Principal Component Analysis FactorCopula Factor, Bi-Factor, Second-Order and Factor Tree Copula Models FactorCopulaModel Factor Copula Models FactorHet Estimate Heterogeneous Effects in Factorial Experiments Using Grouping and Sparsity Factoshiny Perform Factorial Analysis from 'FactoMineR' with a Shiny Application Fahrmeir Data from the Book "Multivariate Statistical Modelling Based on Generalized Linear Models", First Edition, by Ludwig Fahrmeir and Gerhard Tutz FakeDataR Privacy-Preserving Synthetic Data for 'LLM' Workflows FamEvent Family Age-at-Onset Data Simulation and Penetrance Estimation Familias Probabilities for Pedigrees Given DNA Data Families Kinship Ties in (Virtual) Multi-Generation Populations FastBandChol Fast Estimation of a Covariance Matrix by Banding the Cholesky Factor FastCUB Fast Estimation of CUB Models via Louis' Identity FastGP Efficiently Using Gaussian Processes with Rcpp and RcppEigen FastGaSP Fast and Exact Computation of Gaussian Stochastic Process FastHamming Fast Computation of Pairwise Hamming Distances FastImputation Learn from Training Data then Quickly Fill in Missing Data FastJM Semi-Parametric Joint Modeling of Longitudinal and Survival Data FastKM A Fast Multiple-Kernel Method Based on a Low-Rank Approximation FastKNN Fast k-Nearest Neighbors FastKRR Kernel Ridge Regression using 'RcppArmadillo' FastPCS FastPCS Robust Fit of Multivariate Location and Scatter FastRCS Fits the FastRCS Robust Multivariable Linear Regression Model FastRWeb Fast Interactive Framework for Web Scripting Using R FastRet Retention Time Prediction in Liquid Chromatography FastSegmentation Unsupervised Cell Segmentation by Fast Gaussian Processes FastStepGraph A Fast Algorithm for Sparse Precision Matrix Estimation FastSurvival Fast Kaplan-Meier, Log-Rank, and Hazard Ratio Estimation for Survival Analysis FastUtils Fast, Readable Utility Functions FatTailsR Kiener Distributions and Fat Tails in Finance and Neuroscience FateID Quantification of Fate Bias in Multipotent Progenitors FaultTree Fault Trees for Risk and Reliability Analysis FeaLect Scores Features for Feature Selection FeatureExtraction Generating Features for a Cohort FeatureImpCluster Feature Importance for Partitional Clustering FeatureTerminatoR Feature Selection Engine to Remove Features with Minimal Predictive Power FedData Download Geospatial Data Available from Several Federated Data Sources FedIRT Federated Item Response Theory Models FertNet Process Data from the Social Networks and Fertility Survey Fgmutils Forest Growth Model Utilities FiRE Finder of Rare Entities (FiRE) FiSh Fisher-Shannon Method FielDHub A Shiny App for Design of Experiments in Life Sciences FieldSimR Simulation of Plot Errors and Phenotypes in Plant Breeding Field Trials FilmsGmooG IMDb Film Ratings from the Summer of 2022 FinAna Financial Analysis and Regression Diagnostic Analysis FinCal Time Value of Money, Time Series Analysis and Computational Finance FinCovRegularization Covariance Matrix Estimation and Regularization for Finance FinNet Quickly Build and Manipulate Financial Networks FinTS Companion to Tsay (2005) Analysis of Financial Time Series FinanceGraphs Flexible Graphs for Analysis of Financial Data and Time Series FinancialMath Financial Mathematics for Actuaries FindIt Finding Heterogeneous Treatment Effects FinePop Fine-Scale Population Analysis FisPro Fuzzy Inference System Design and Optimization Fiscal Income Tax Calculations (UK) FishDiveR Classify Aquatic Animal Behaviours from Vertical Movement Data FishPhyloMaker Phylogenies for a List of Finned-Ray Fishes FishProxCompAnalyzer Proximate Composition Analysis of Fish and Feed Ingredients FisherEM The FisherEM Algorithm to Simultaneously Cluster and Visualize High-Dimensional Data FitDynMix Estimation of Dynamic Mixtures FitUltD Fit Univariate Mixed and Usual Distributions FixSeqMTP Fixed Sequence Multiple Testing Procedures FixedPoint Algorithms for Finding Fixed Point Vectors of Functions FjordLight Available Light Within the Water Column and on the Seafloor of Arctic Fjords FlexDir Tools to Work with the Flexible Dirichlet Distribution FlexGAM Generalized Additive Models with Flexible Response Functions FlexParamCurve Tools to Fit Flexible Parametric Curves FlexRL A Flexible Model for Record Linkage FlexReg Regression Models for Bounded Continuous and Discrete Responses FlexScan Flexible Scan Statistics FlexVarJM Estimate Joint Models with Subject-Specific Variance FlickrAPI Access to Flickr API FloodFreqPlot Flood Probability Plotting and Graphical Frequency Analysis FlowRegEnvCost The Environmental Costs of Flow Regulation FlowScreen Daily Streamflow Trend and Change Point Screening FlowerMate Reciprocity Indices for Style-Polymorphic Plants Fluidigm Handling Fluidigm Data FluxPoint Change Point Detection for Non-Stationary and Cross-Correlated Time Series FluxSeparator Separation of Diffusive and Ebullitive Fluxes FlyingR Simulation of Bird Flight Range FnR Inbreeding and Numerator Relationship Coefficients FoCo2 Coherent Forecast Combination for Linearly Constrained Multiple Time Series FoRDM Forest Many-Objective Robust Decision Making ('FoRDM') FoReco Forecast Reconciliation FoRecoML Forecast Reconciliation with Machine Learning ForCausality A Curated Collection of 'Causal Inference' Datasets and Tools ForIT Functions to Estimate Tree Volume and Phytomass in the Italian Forest Inventory 2005 ForLion 'ForLion' Algorithm to Find D-Optimal Designs for Experiments ForagingOrg Organization Measures for Visual Foraging ForeCA Forecastable Component Analysis ForeComp Size-Power Tradeoff Visualization for Equal Predictive Ability of Two Forecasts ForecastCombinations Forecast Combinations ForecastingEnsembles Time Series Forecasting Using 23 Individual Models ForestDisc Forest Discretization ForestElementsR Data Structures and Functions for Working with Forest Data ForestFit Statistical Modelling for Plant Size Distributions ForestGapR Tropical Forest Canopy Gaps Analysis ForestTools Tools for Analyzing Remote Sensing Forest Data FormShare A Simple Connection Between the 'FormShare App' and 'R' for Advanced Analytics FormulR Comprehensive Tools for Drug Formulation Analysis and Visualization Formula Extended Model Formulas FossilSim Simulation and Plots for Fossil and Taxonomy Data FossilSimShiny Shiny Application for 'FossilSim' FourScores A Game for Human vs. Human or Human vs. AI FourWayHMM Parsimonious Hidden Markov Models for Four-Way Data FourgameteP FourGamete Test FrF2 Fractional Factorial Designs with 2-Level Factors FrF2.catlg128 Catalogues of Resolution IV 128 Run 2-Level Fractional Factorials Up to 33 Factors that Do Have 5-Letter Words FracFixR Compositional Statistical Framework for RNA Fractionation Analysis FracKrigingR Spatial Multivariate Data Modeling FractalParameterEstimation Simulation and Parameter Estimation of Randomized Sierpinski Carpets using the p-p-p-q-Model Fragman Fragment Analysis in R FrailtyCompRisk Competing Risks Models for Multi-Center Survival Data with Frailty Frames2 Estimation in Dual Frame Surveys FreqProf Frequency Profiles Computing and Plotting Fstability Calculate Feature Stability FuelDeep3D 3D Fuel Segmentation Using Terrestrial Laser Scanning and Deep Learning FunChisq Model-Free Functional Chi-Squared and Exact Tests FunSurv Modeling Time-to-Event Data with Functional Predictors FunWithNumbers Fun with Fractions and Number Sequences FuncDiv Compute Contributional Diversity Metrics FunctanSNP Functional Analysis (with Interactions) for Dense SNP Data FunctionalCalibration Aggregated Functional Data Calibration using Splines and Wavelets FunnelPlotR Funnel Plots for Comparing Institutional Performance FusionLearn Fusion Learning FuzzyAHP (Fuzzy) AHP Calculation FuzzyClass Fuzzy and Non-Fuzzy Classifiers FuzzyImputationTest Imputation Procedures and Quality Tests for Fuzzy Data FuzzyM Fuzzy Cognitive Maps Operations FuzzyNumbers Tools to Deal with Fuzzy Numbers FuzzyNumbers.Ext.2 Apply Two Fuzzy Numbers on a Monotone Function FuzzyPovertyR Estimation of Fuzzy Poverty Measures FuzzyQ Fuzzy Quantification of Common and Rare Species FuzzyR Fuzzy Logic Toolkit for R FuzzyResampling Resampling Methods for Triangular and Trapezoidal Fuzzy Numbers FuzzySTs Fuzzy Statistical Tools FuzzySimRes Simulation and Resampling Methods for Epistemic Fuzzy Data FuzzySpec Fuzzy Spectral Clustering with Variable-Weighted Adjacency Matrices FuzzyStatTra Statistical Methods for Trapezoidal Fuzzy Numbers G2Sd Grain-Size Statistics and Description of Sediment GA Genetic Algorithms GABB Facilitation of Data Preparation and Plotting Procedures for RDA and PCA Analyses GACE Generalized Adaptive Capped Estimator for Time Series Forecasting GACFF Genetic Similarity in User-Based Collaborative Filtering GAD Analysis of Variance from General Principles GADAG A Genetic Algorithm for Learning Directed Acyclic Graphs GAGAs Global Adaptive Generative Adjustment Algorithm for Generalized Linear Models GAGBLUP Genetic Algorithm Assisted Genomic Best Liner Unbiased Prediction GAIPE Graphical Extension with Accuracy in Parameter Estimation (GAIPE) GALAHAD Geometry-Adaptive Lyapunov-Assured Hybrid Optimizer with Softplus Reparameterization and Trust-Region Control GALLO Genomic Annotation in Livestock for Positional Candidate LOci GAMens Applies GAMbag, GAMrsm and GAMens Ensemble Classifiers for Binary Classification GANPA Gene Association Network-Based Pathway Analysis (GANPA) GANPAdata The GANPA Datasets Package GAPR Generalized Association Plots GARCH.X Estimation and Exogenous Covariate Selection for ARCH-m(X), Additive ARCH-m(x), and GARCH-X Models GARCHIto Class of GARCH-Ito Models GARCHSK Estimating a GARCHSK Model and GJRSK Model GARCOM Gene and Region Counting of Mutations ("GARCOM") GAReg Genetic Algorithms in Regression GAparsimony Searching Parsimony Models with Genetic Algorithms GB2 Generalized Beta Distribution of the Second Kind: Properties, Likelihood, Estimation GB2group Estimation of the Generalised Beta Distribution of the Second Kind from Grouped Data GB5mcPred Gradient Boosting Algorithm for Predicting Methylation States GBASS Generalized Bayesian Adaptive Smoothing Splines GBJ Generalized Berk-Jones Test for Set-Based Inference in Genetic Association Studies GBOP2 Generalized Bayesian Optimal Phase II Design (G-BOP2) GCCfactor GCC Estimation of the Multilevel Factor Model GCD Global Charcoal Database GCEstim Regression Coefficients Estimation Using the Generalized Cross Entropy GCPBayes Bayesian Meta-Analysis of Pleiotropic Effects Using Group Structure GCPM Generalized Credit Portfolio Model GCSM Implements Generic Composite Similarity Measure GCalignR Simple Peak Alignment for Gas-Chromatography Data GCubeR Estimation of Forest Volume, Biomass, and Carbon GD Geographical Detectors for Assessing Spatial Factors GDAdata Datasets for the Book Graphical Data Analysis with R GDAtools Geometric Data Analysis GDILM.ME Spatial Modeling of Infectious Diseases with Co-Variate Error GDILM.SIR Inference for Infectious Disease Transmission in SIR Framework GDINA The Generalized DINA Model Framework GDPuc Easily Convert GDP Data GDSARM Gauss - Dantzig Selector: Aggregation over Random Models GE General Equilibrium Modeling GEC Generalized Exponentiated Composite Distributions GECal Generalized Entropy Calibration GEEaSPU Adaptive Association Tests for Multiple Phenotypes using Generalized Estimating Equations (GEE) GEEmediate Mediation Analysis for Generalized Linear Models Using the Difference Method GEInfo Gene-Environment Interaction Analysis Incorporating Prior Information GEInter Robust Gene-Environment Interaction Analysis GEMSS Generalization Error Minimization in SubSampling for Gaussian Processes GENEAclassify Segmentation and Classification of Accelerometer Data GENEAcore Pre-Processing of 'GENEActiv' Data GENEAread Package for Reading Binary Files GENLIB Genealogical Data Analysis GENMETA Implements Generalized Meta-Analysis Using Iterated Reweighted Least Squares Algorithm GEOmap Topographic and Geologic Mapping GEOmetadb A compilation of metadata from NCBI GEO GEOquery Get data from NCBI Gene Expression Omnibus (GEO) GESE Gene-Based Segregation Test GET Global Envelopes GETdesigns Generalized Extended Triangular Designs ('GETdesigns') GEVACO Joint Test of Gene and GxE Interactions via Varying Coefficients GEVcdn GEV Conditional Density Estimation Network GEint Misspecified Models for Gene-Environment Interaction GEmetrics Best Linear Unbiased Prediction of Genotype-by-Environment Metrics GFA Group Factor Analysis GFD Tests for General Factorial Designs GFDmcv General Hypothesis Testing Problems for Multivariate Coefficients of Variation GFDrmst Multiple RMST-Based Tests in General Factorial Designs GFDrmtl Multiple RMTL-Based Tests for Competing Risks Data in General Factorial Designs GFDsurv Tests for Survival Data in General Factorial Designs GFE Gross Flows Estimation under Complex Surveys GFFStrandLoc Strand-Wise Gene and Protein Extraction from GFF3 Files GFGM.copula Generalized Farlie-Gumbel-Morgenstern Copula GFM Generalized Factor Model GFisher Generalized Fisher's Combination Tests Under Dependence GGClassification Gabriel Graph Based Large-Margin Classifiers GGEBiplots GGE Biplots with 'ggplot2' GGIR Raw Accelerometer Data Analysis GGIRread Wearable Accelerometer Data File Readers GGMncv Gaussian Graphical Models with Nonconvex Regularization GGMridge Gaussian Graphical Models Using Ridge Penalty Followed by Thresholding and Reestimation GGRidge Graphical Group Ridge GGUM Generalized Graded Unfolding Model GGally Extension to 'ggplot2' GGenemy Audit 'ggplot2' Visualizations for Accessibility and Best Practices GGoutlieR Identify Individuals with Unusual Geo-Genetic Patterns GHCNr Download Weather Station Data from GHCNd GHRexplore Exploratory Analysis of Temporal and Spatio-Temporal Health Data GHRmodel Bayesian Hierarchical Modelling of Spatio-Temporal Health Data GIC A General Iterative Clustering Algorithm GIFT Access to the Global Inventory of Floras and Traits (GIFT) GIGrvg Random Variate Generator for the GIG Distribution GIMMEgVAR Group Iterative Multiple Model Estimation with 'graphicalVAR' GINAX Performs Genome-Wide Iterative Fine-Mapping for Non-Gaussian Data using GINA-X GISINTEGRATION GIS Integration GISSB Network Analysis on the Norwegian Road Network GISTools Further Capabilities in Geographic Information Science GInSARCorW GACOS InSAR Correction Workflow GIplot Gaussian Interval Plot (GIplot) GJRM Generalised Joint Regression Modelling GJRM.data Data Sets for Copula Additive Distributional Regression Using R GK2011 Gaines and Kuklinski (2011) Estimators for Hybrid Experiments GLAD Gain and Loss Analysis of DNA GLBFP General Linear Blend Frequency Polygon Density Estimation GLCMTextures GLCM Textures of Raster Layers GLDEX Fitting Single and Mixture of Generalised Lambda Distributions GLDreg Fit GLD Regression/Quantile/AFT Model to Data GLMBasedRaschEstimation GLM-Based Estimation for Rasch Model Parameters GLMMRR Generalized Linear Mixed Model (GLMM) for Binary Randomized Response Data GLMMadaptive Generalized Linear Mixed Models using Adaptive Gaussian Quadrature GLMMcosinor Fit a Cosinor Model Using a Generalized Mixed Modeling Framework GLMMselect Bayesian Model Selection for Generalized Linear Mixed Models GLMcat Generalized Linear Models for Categorical Responses GLMpack Data and Code to Accompany Generalized Linear Models, 2nd Edition GLMsData Generalized Linear Model Data Sets GLSME Generalized Least Squares with Measurement Error GLSUP Generalised Linear Step-Up Procedure for Multiple Hypothesis Testing GLmom Generalized L-Moments Estimation for Extreme Value Distributions GMAC Genomic Mediation Analysis with Adaptive Confounding Adjustment GMC Generalized Measure of Correlation (GMC) GMCM Fast Estimation of Gaussian Mixture Copula Models GMDH Short Term Forecasting via GMDH-Type Neural Network Algorithms GMDH2 Binary Classification via GMDH-Type Neural Network Algorithms GMDHreg Regression using GMDH Algorithms GMMAT Generalized Linear Mixed Model Association Tests GMMBoost Likelihood-Based Boosting for Generalized Mixed Models GMMinit Optimal Initial Value for Gaussian Mixture Model GMPro Graph Matching with Degree Profiles GMSE Generalised Management Strategy Evaluation Simulator GMSimpute Generalized Mass Spectrum Missing Peaks Abundance Imputation GMX Extended Graphical Model Checks for the Rasch Family of Models GNAR Methods for Fitting Network Time Series Models GNE Computation of Generalized Nash Equilibria GNRS Access the 'Geographic Name Resolution Service' GNSSseg Homogenization of GNSS Series GOCompare Comprehensive GO Terms Comparison Between Species GOFShiny Interactive Document for Working with Goodness of Fit Analysis GOFclustering Goodness-of-Fit Testing for Model-Based Clustering GORCure Fit Generalized Odds Rate Mixture Cure Model with Interval Censored Data GOSemSim GO-terms Semantic Similarity Measures GOplot Visualization of Functional Analysis Data GOstats Tools for manipulating GO and microarrays GPAbin Unifying Multiple Biplot Visualisations into a Single Display GPArotateDF Derivative Free Gradient Projection Factor Rotation GPArotation Gradient Projection Factor Rotation GPBayes Tools for Gaussian Process Modeling in Uncertainty Quantification GPCMlasso Differential Item Functioning in Generalized Partial Credit Models GPCsign Gaussian Process Classification as Described in Bachoc et al. (2020) GPEMR Growth Parameter Estimation Method GPFDA Gaussian Process for Functional Data Analysis GPGame Solving Complex Game Problems using Gaussian Processes GPL2025 Convert Chip ID of the GPL2015 into GeneBank Accession and ENTREZID GPLTR Generalized Partially Linear Tree-Based Regression Model GPP Gaussian Process Projection GPRMortality Gaussian Process Regression for Mortality Rates GPSCDF Generalized Propensity Score Cumulative Distribution Function GPSeqClus Sequential Clustering Algorithm for Location Data GPTCM Generalized Promotion Time Cure Model with Bayesian Shrinkage Priors GPTreeO Dividing Local Gaussian Processes for Online Learning Regression GPUmatrix Basic Linear Algebra with GPU GPareto Gaussian Processes for Pareto Front Estimation and Optimization GPfit Gaussian Processes Modeling GPflexViz Graphical Visualizations Related to Genomic Prediction GPoM Generalized Polynomial Modelling GPpenalty Penalized Likelihood in Gaussian Processes GPvam Maximum Likelihood Estimation of Multiple Membership Mixed Models Used in Value-Added Modeling GPvecchia Scalable Gaussian-Process Approximations GRAB Genome-Wide Robust Analysis for Biobank Data (GRAB) GRANDpriv Graph Release with Assured Node Differential Privacy GRCFE Generate Optimal Row-Column Factorial Experiments GRCRegression Modified Poisson Regression of Grouped and Right-Censored Counts GRCdesigns Generalized Row-Column Designs GREENREG Tool for Statistical and Environmental Analysis GREENeR Geospatial Regression Equation for European Nutrient Losses (GREEN) GREMLINS Generalized Multipartite Networks GRIDCOPULA Bivariate Copula Functions Based on Regular Grid GRIN2 Genomic Random Interval (GRIN) GRNNs General Regression Neural Networks Package GROAN Genomic Regression Workbench GRShiny Graded Response Model GRSxE Testing Gene-Environment Interactions Through Genetic Risk Scores GRelevance Graph-Based k-Sample Comparisons and Relevance Analysis in High Dimensions GSA Gene Set Analysis GSA.UN Global Sensitivity Analysis Tool GSD Graph Signal Decomposition GSDA Gene Set Distance Analysis (GSDA) GSE Robust Estimation in the Presence of Cellwise and Casewise Contamination and Missing Data GSEABase Gene set enrichment data structures and methods GSED Group Sequential Enrichment Design GSEMA Gene Set Enrichment Meta-Analysis GSM Gamma Shape Mixture GSMX Multivariate Genomic Selection GSODR Global Surface Summary of the Day ('GSOD') Weather Data Client GSSE Genotype-Specific Survival Estimation GSSTDA Progression Analysis of Disease with Survival using Topological Data Analysis GSVA Gene Set Variation Analysis for Microarray and RNA-Seq Data GSelection Genomic Selection GSparO Group Sparse Optimization GTAPViz Automating 'GTAP' Data Processing and Visualization GTDL The Generalized Time-Dependent Logistic Family GTEs Group Technical Effects GTRT Graph Theoretic Randomness Tests GTbasedIM Game Theory-Based Influence Measures GUD Bayesian Modal Regression Based on the GUD Family GUEST Graphical Models in Ultrahigh-Dimensional and Error-Prone Data via Boosting Algorithm GUILDS Implementation of Sampling Formulas for the Unified Neutral Model of Biodiversity and Biogeography, with or without Guild Structure GUTS Fast Calculation of the Likelihood of a Stochastic Survival Model GUniFrac Generalized UniFrac Distances, Distance-Based Multivariate Methods and Feature-Based Univariate Methods for Microbiome Data Analysis GVARX Perform Global Vector Autoregression Estimation and Inference GVS 'Geocoordinate Validation Service' GWASExactHW Exact Hardy-Weinburg Testing for Genome Wide Association Studies GWASTools Tools for Genome Wide Association Studies GWASbyCluster Identifying Significant SNPs in Genome Wide Association Studies (GWAS) via Clustering GWASinlps Non-Local Prior Based Iterative Variable Selection Tool for Genome-Wide Association Studies GWASinspector Comprehensive and Easy to Use Quality Control of GWAS Results GWEX Multi-Site Stochastic Models for Daily Precipitation and Temperature GWI Count and Continuous Generalized Variability Indexes GWLelast Geographically Weighted Logistic Elastic Net Regression GWPR.light Geographically Weighted Panel Regression GWRLASSO A Hybrid Model for Spatial Prediction Through Local Regression GWRM Generalized Waring Regression Model for Count Data GWSDAT GroundWater Spatiotemporal Data Analysis Tool (GWSDAT) GWalkR Interactive Exploratory Data Analysis Tool GWlasso Geographically Weighted Lasso GWmodel Geographically-Weighted Models GWnnegPCA Geographically Weighted Non-Negative Principal Components Analysis GWnorm G-Wishart Normalising Constants for Gaussian Graphical Models GWpcor Geographically Weighted Partial Correlation Coefficient GWsignif Estimating Genome-Wide Significance for Whole Genome Sequencing Studies, Either Single SNP Tests or Region-Based Tests GaSP Train and Apply a Gaussian Stochastic Process Model GalaxyR 'Galaxy' API Implementation GameTheory Cooperative Game Theory Gammareg Classic Gamma Regression: Joint Modeling of Mean and Shape Parameters GapAnalysis Conservation Indicators Using Spatial Information GauPro Gaussian Process Fitting GaussSuppression Tabular Data Suppression using Gaussian Elimination GaussianHMM1d Inference, Goodness-of-Fit and Forecast for Univariate Gaussian Hidden Markov Models GeDS Geometrically Designed Spline Regression GeNetIt Spatial Graph-Theoretic Genetic Gravity Modelling GeRnika Simulation, Visualization and Comparison of Tumor Evolution Data GenAI Generative Artificial Intelligence GenAlgo Classes and Methods to Use Genetic Algorithms for Feature Selection GenBinomApps Clopper-Pearson Confidence Interval and Generalized Binomial Distribution GenEst Generalized Mortality Estimator GenHMM1d Goodness-of-Fit for Zero-Inflated Univariate Hidden Markov Models GenMarkov Multivariate Markov Chains GenOU Sequential Change-Point Tests for Generalized Ornstein-Uhlenbeck Processes GenOrd Simulation of Discrete Random Variables with Given Correlation Matrix and Marginal Distributions via a Gaussian or Student's t Copula GenSA R Functions for Generalized Simulated Annealing GenTag Generate Color Tag Sequences GenTwoArmsTrialSize Generalized Two Arms Clinical Trial Sample Size Calculation GenWin Spline Based Window Boundaries for Genomic Analyses GencoDymo2 Comprehensive Analysis of 'GENCODE' Annotations and Splice Site Motifs GenderInfer This is a Collection of Functions to Analyse Gender Differences GeneCycle Identification of Periodically Expressed Genes GeneF Package for Generalized F-Statistics GeneNMF Non-Negative Matrix Factorization for Single-Cell Omics GeneNet Modeling and Inferring Gene Networks GenePopStats Population Genetics Statistics for Selective Sweep GeneScape Simulation of Single Cell RNA-Seq Data with Complex Structure GeneScoreR Gene Scoring from Count Tables GeneralOaxaca Blinder-Oaxaca Decomposition for Generalized Linear Model GeneralizedHyperbolic The Generalized Hyperbolic Distribution GeneralizedUmatrix Credible Visualization for Two-Dimensional Projections of Data GeneralizedUmatrixGPU Credible Visualization for Two-Dimensional Projections of Data GeneralizedWendland Fully Parameterized Generalized Wendland Covariance Function GenerateIndexPedigree Generate Pedigrees for Index Case Based on US Census Data GenericML Generic Machine Learning Inference GeneticSubsetter Identify Favorable Subsets of Germplasm Collections GenoPop Genotype Imputation and Population Genomics Efficiently from Variant Call Formatted (VCF) Files GenoTriplo Genotyping Triploids (or Diploids) from Luminescence Data GenomeAdmixR Simulate Admixture of Genomes GenomeInfoDb Utilities for manipulating chromosome names, including modifying them to follow a particular naming style GenomicAlignments Representation and manipulation of short genomic alignments GenomicDataCommons NIH / NCI Genomic Data Commons Access GenomicFeatures Query the gene models of a given organism/assembly GenomicInteractions Utilities for handling genomic interaction data GenomicRanges Representation and manipulation of genomic intervals GenomicSig Computation of Genomic Signatures GenomicTools.fileHandler File Handlers for Genomic Data Analysis GeoAdjust Accounting for Random Displacements of True GPS Coordinates of Data GeoDensityR Generate Density Rasters from Polygon and Census Data GeoFIS Spatial Data Processing for Decision Making GeoModels Procedures for Gaussian and Non Gaussian Geostatistical (Large) Data Analysis GeoMongo Geospatial Queries Using 'PyMongo' GeoRange Calculating Geographic Range from Occurrence Data GeoThinneR Efficient Spatial Thinning of Species Occurrences GeoTox Spatiotemporal Mixture Risk Assessment GeoWeightedModel User-Friendly Interface for Geographically-Weighted Models GeodRegr Geodesic Regression GeomArchetypal Finds the Geometrical Archetypal Analysis of a Data Frame GeometricMorphometricsMix Heterogeneous Methods for Shape and Other Multidimensional Data GephiForR 'Gephi' Network Visualization GerminaR Indices and Graphics for Assess Seed Germination Process GetBCBData Imports Datasets from BCB (Central Bank of Brazil) using Its Official API GetDFPData2 Reading Annual and Quarterly Financial Reports from B3 GetFREData Reading FRE Corporate Data of Public Traded Companies from B3 GetLattesData Reading Bibliometric Data from Lattes Platform GetQuandlData Fast and Cached Import of Data from 'Quandl' Using the 'json API' GetTDData Get Data for Brazilian Bonds (Tesouro Direto) GetoptLong Parsing Command-Line Arguments Ghat Quantifying Evolution and Selection on Complex Traits Ghost Missing Data Segments Imputation in Multivariate Streams GiANT Gene Set Uncertainty in Enrichment Analysis GiRaF Gibbs Random Fields Analysis Gifi Multivariate Analysis with Optimal Scaling GillespieSSA Gillespie's Stochastic Simulation Algorithm (SSA) GillespieSSA2 Gillespie's Stochastic Simulation Algorithm for Impatient People GimmeMyPlot Graphical Utilities for Visualizing and Exploring Data GimmeMyStats Statistics Utilities Gini Gini Coefficient GiniDecompLY Gini Decomposition by Income Sources GiniDistance A New Gini Correlation Between Quantitative and Qualitative Variables GitAI Extracts Knowledge from 'Git' Repositories GitStats Standardized Git Repository Data GlarmaVarSel Variable Selection in Sparse GLARMA Models Glarmadillo Solve the Graphical Lasso Problem with 'Armadillo' GlmSimulatoR Creates Ideal Data for Generalized Linear Models GlobalAncova Global test for groups of variables via model comparisons GlobalOptions Generate Functions to Get or Set Global Options Gmedian Geometric Median, k-Medians Clustering and Robust Median PCA Gmisc Descriptive Statistics, Transition Plots, and More GmooG Datasets for the Book 'Getting (more out of) Graphics' GmptzCurve Gompertz Curve Fitting GoFKernel Testing Goodness-of-Fit with the Kernel Density Estimator GoMiner Automate the Mapping Between a List of Genes and Gene Ontology Categories GofCens Goodness-of-Fit Methods for Right-Censored Data GomoGomonoMi Animate Text using the 'Animate.css' Library GoodFibes Detection and Reconstruction of Muscle Fibers from diceCT Image Data GoodFitSBM Monte Carlo Goodness-of-Fit Tests for Stochastic Block Models GoodmanKruskal Association Analysis for Categorical Variables Goodreader Scrape and Analyze 'Goodreads' Book Data GoogleKnowledgeGraphR Retrieve Information from 'Google Knowledge Graph' API GowerSom Self-Organizing Maps for Mixed-Attribute Data Using Gower Distance GpGp Fast Gaussian Process Computation Using Vecchia's Approximation GrFA Group Factor Analysis GrabSVG Granularity-Based Spatially Variable Genes Identifications Grace Graph-Constrained Estimation and Hypothesis Tests GramQuad Gram Quadrature GraphRankTest Rank in Similarity Graph Edge-Count Two-Sample Test (RISE) GrapheR A Multi-Platform GUI for Drawing Customizable Graphs in R GreedyEPL Greedy Expected Posterior Loss GreedyExperimentalDesign Greedy Experimental Design Construction GreedyExperimentalDesignJARs GreedyExperimentalDesign JARs Greg Regression Helper Functions GregoryQuadrature Gregory Weights for Function Integration GreyModel Fitting and Forecasting of Grey Model Greymodels Shiny App for Grey Forecasting Model GridOnClusters Multivariate Joint Grid Discretization GroupBN Inferring Group Bayesian Networks using Hierarchical Feature Clustering GroupComparisons Paired/Unpaired Parametric/Non-Parametric Group Comparisons GroupSeq Group Sequential Design Probabilities - With Graphical User Interface GroupTest Multiple Testing Procedure for Grouped Hypotheses GrowthCurveME Mixed-Effects Modeling for Growth Data GrpString String Patterns and Statistical Differences Between Two Groups of Strings GsymPoint Estimation of the Generalized Symmetry Point, an Optimal Cutpoint in Continuous Diagnostic Tests Guerry Maps, Data and Methods Related to Guerry (1833) "Moral Statistics of France" GulFM General Unilateral Load Estimator for Two-Layer Latent Factor Models Gviz Plotting data and annotation information along genomic coordinates GxEScanR Run GWAS/GWEIS Scans Using Binary Dosage Files GxEprs Genotype-by-Environment Interaction in Polygenic Score Models H2x2Factorial Sample Size Calculation in Hierarchical 2x2 Factorial Trials HAC Estimation, Simulation and Visualization of Hierarchical Archimedean Copulae (HAC) HACSim Iterative Extrapolation of Species' Haplotype Accumulation Curves for Genetic Diversity Assessment HAMMER High-Dimensional Factor-Analytic Representation Modeling and Metrics HARplus Enhanced R Package for 'GEMPACK' .har and .sl4 Files HARr 'HAR' ('GEMPACK') File Read/Write Utility HBSTM Hierarchical Bayesian Space-Time Models for Gaussian Space-Time Data HBV.IANIGLA Modular Hydrological Model HCD Hierarchical Community Detection by Recursive Partitioning HCPclust Hierarchical Conformal Prediction for Clustered Data with Missing Responses HCR Causal Discovery from Discrete Data using Hidden Compact Representation HCTDesign Group Sequential Design for Historical Control Trial with Survival Outcome HCUPtools Access and Work with HCUP Resources and Datasets HCmodelSets Regression with a Large Number of Potential Explanatory Variables HDANOVA High-Dimensional Analysis of Variance HDBRR High Dimensional Bayesian Ridge Regression without MCMC HDCD High-Dimensional Changepoint Detection HDCurves Hierarchical Derivative Curve Estimation HDF5Array HDF5 datasets as array-like objects in R HDGLM Tests for High Dimensional Generalized Linear Models HDInterval Highest (Posterior) Density Intervals HDLSSkST Distribution-Free Exact High Dimensional Low Sample Size k-Sample Tests HDMAADMM ADMM for High-Dimensional Mediation Models HDMFA High-Dimensional Matrix Factor Analysis HDMT A Multiple Testing Procedure for High-Dimensional Mediation Hypotheses HDNRA High-Dimensional Location Testing with Normal-Reference Approaches HDOMDesign High-Dimensional Orthogonal Maximin Distance Designs HDRFA High-Dimensional Robust Factor Analysis HDShOP High-Dimensional Shrinkage Optimal Portfolios HDSinRdata Data for the 'Mastering Health Data Science Using R' Online Textbook HDSpatialScan Multivariate and Functional Spatial Scan Statistics HDStIM High Dimensional Stimulation Immune Mapping ('HDStIM') HDTSA High Dimensional Time Series Analysis Tools HDXBoxeR Analysis of Hydrogen-Deuterium Exchange Mass-Spectrometry Data HDclassif High Dimensional Supervised Classification and Clustering HDclust Clustering High Dimensional Data with Hidden Markov Model on Variable Blocks HDcpDetect Detect Change Points in Means of High Dimensional Data HDiR Directional Highest Density Regions HDoutliers Leland Wilkinson's Algorithm for Detecting Multidimensional Outliers HDtweedie The Lasso for Tweedie's Compound Poisson Model Using an IRLS-BMD Algorithm HEDA 'Hydropeaking Events Detection Algorithm' HEssRNA Heritability-Based Estimation of Sample Size for RNA-Seq Data HEtools Homomorphic Encryption Polynomials HGDMr Hysteretic and Gatekeeping Depressions Model HGMND Heterogeneous Graphical Model for Non-Negative Data HGNChelper Identify and Correct Invalid HGNC Human Gene Symbols and MGI Mouse Gene Symbols HGSL Heterogeneous Group Square-Root Lasso HGraph Use Graph Structure to Travel HH Statistical Analysis and Data Display: Heiberger and Holland HHBayes Bayesian Household Transmission Modeling with 'Stan' HIMA High-Dimensional Mediation Analysis HIViz Interactive Dashboard for 'HIV' Data Visualization HK80 Conversion Tools for HK80 Geographical Coordinate System HKRbook Apps and Data for the Book "Introduction to Statistics" HLAtools Toolkit for HLA Immunogenomics HLMdiag Diagnostic Tools for Hierarchical (Multilevel) Linear Models HLSM Hierarchical Latent Space Network Model HMC High-Dimensional Mean Comparison with Projection and Cross-Fitting HMDA Holistic Multimodel Domain Analysis for Exploratory Machine Learning HMDHFDplus Read Human Mortality Database and Human Fertility Database Data from the Web HMM Hidden Markov Models HMMHSMM Inference and Estimation of Hidden Markov Models and Hidden Semi-Markov Models HMMRel Hidden Markov Models for Reliability and Maintenance HMMcopula Markov Regime Switching Copula Models Estimation and Goodness-of-Fit HMMextra0s Hidden Markov Models with Extra Zeros HMMpa Analysing Accelerometer Data Using Hidden Markov Models HMR Flux Estimation with Static Chamber Data HMTL Heterogeneous Multi-Task Feature Learning HNPclassifier Hierarchical Neyman-Pearson Classification for Ordered Classes HOIFCar Covariate Adjustment in RCT by Higher-Order Influence Functions HOME Harmonized Orphanhood Mortality Estimation HOasso Higher Order Assortativity for Complex Networks HPZoneAPI 'HPZone' API Interface HQM Superefficient Estimation of Future Conditional Hazards Based on Marker Information HRTnomaly Historical, Relational, and Tail Anomaly-Detection Algorithms HRW Datasets, Functions and Scripts for Semiparametric Regression Supporting Harezlak, Ruppert & Wand (2018) HSAR Hierarchical Spatial Autoregressive Model HSAUR A Handbook of Statistical Analyses Using R (1st Edition) HSAUR2 A Handbook of Statistical Analyses Using R (2nd Edition) HSAUR3 A Handbook of Statistical Analyses Using R (3rd Edition) HSEtest Homogeneity of Stratum Effects Test HSPOR Hidden Smooth Polynomial Regression for Rupture Detection HTDV Hypothesis Testing for Dependent Variables with Unbalanced Data HTGM High Throughput 'GoMiner' HTGM2D Two Dimensional High Throughput 'GoMiner' HTGM3D Three Dimensional High Throughput 'GoMiner' HTGM4D Four Dimensional High Throughput 'GoMiner' HTLR Bayesian Logistic Regression with Heavy-Tailed Priors HTMLUtils Facilitates Automated HTML Report Creation HTRX Haplotype Trend Regression with eXtra Flexibility (HTRX) HTSCluster Clustering High-Throughput Transcriptome Sequencing (HTS) Data HTSFilter Filter replicated high-throughput transcriptome sequencing data HTSeed Fitting of Hydrotime Model for Seed Germination Time Course HTSeedGLM Hydro Thermal Time Analysis of Seed Germination Using Generalised Linear Model HTT Hypothesis Testing Tree HUM Compute HUM Value and Visualize ROC Curves HVT Constructing Hierarchical Voronoi Tessellations and Overlay Heatmaps for Data Analysis HWEintrinsic Objective Bayesian Testing for the Hardy-Weinberg Equilibrium Problem HYDROCAL Hydraulic Roughness Calculator HYPEtools Tools for Processing and Analyzing Files from the Hydrological Catchment Model HYPE HZIP Likelihood-Based Inference for Joint Modeling of Correlated Count and Binary Outcomes with Extra Variability and Zeros HaDeX Analysis and Visualisation of Hydrogen/Deuterium Exchange Mass Spectrometry Data HaDeX2 Analysis and Visualisation of Hydrogen/Deuterium Exchange Mass Spectrometry Data HadIBDs Incomplete Block Designs using Hadamard Matrix (HadIBDs) HadamardR Hadamard Matrix Generation HanStat Package for Easy Interpretation of Statistical Methods HandTill2001 Multiple Class Area under ROC Curve Hapi Inference of Chromosome-Length Haplotypes Using Genomic Data of Single Gamete Cells Haplin Analyzing Case-Parent Triad and/or Case-Control Data with SNP Haplotypes HaploCatcher A Predictive Haplotyping Package HaploDiploidEquilibrium Calculate F Statistics Using Mixed Haploid and Diploid Organism Data HaploSim Functions to Simulate Haplotypes HaploVar Defining Local Haplotype Variants for Use in Trait Association and Trait Prediction Analyses HardyWeinberg Statistical Tests and Graphics for Hardy-Weinberg Equilibrium Harvest.Tree Harvest the Classification Tree Hassani.SACF Computing Lower Bound of Ljung-Box Test Hassani.Silva A Test for Comparing the Predictive Accuracy of Two Sets of Forecasts HausdorffGoF One- And Two-Sample Hausdorff Goodness-of-Fit Test HazardDiff Conditional Treatment Effect for Competing Risks HealthCal Health Calculator HealthMarkers Clinical and Metabolic Biomarker Calculation Toolkit HeatmapR Create Heatmaps Using Base Graphics Heatplus Heatmaps with row and/or column covariates and colored clusters HeckmanEM Fit Normal, Student-t or Contaminated Normal Heckman Selection Models HeckmanStan Heckman Selection Models Based on Bayesian Analysis HellCor The Hellinger Correlation HelloFrog A Quirky ASCII-Art Frog Alternative to 'print' HelpersMG Tools for Various R Functions Helpers HetSeq Identifying Modulators of Cellular Responses Leveraging Intercellular Heterogeneity HeterFunctionalData Test of No Main and/or Interaction Effects in Functional Data HextractoR Integrated Tool for Hairping Extraction of RNA Sequences HhP Hierarchical Heterogeneity Analysis via Penalization HiCDOC A/B compartment detection and differential analysis HiCParser Parser for HiC data in R HiCcompare HiCcompare: Joint normalization and comparative analysis of multiple Hi-C datasets HiClimR Hierarchical Climate Regionalization HiCocietyExample Example HiC and Two 'HiCociety' Outputs for Demonstration and Testing HiDimDA High Dimensional Discriminant Analysis HiGarrote Nonnegative Garrote Method Incorporating Hierarchical Relationships HiResTEC Non-Targeted Fluxomics on High-Resolution Mass-Spectrometry Data HiTC High Throughput Chromosome Conformation Capture analysis HiddenMarkov Hidden Markov Models HierPortfolios Hierarchical Risk Clustering Portfolio Allocation Strategies HighFive The 'HighFive' 'C++' Interface to 'HDF5' HighestMedianRules Implementation of Voting Rules Electing the Candidate with Highest Median Grade HistDAWass Histogram-Valued Data Analysis HistDat Summary Statistics for Histogram/Count Data HistData Data Sets from the History of Statistics and Data Visualization HistogramTools Utility Functions for R Histograms HiveR 2D and 3D Hive Plots for R Hmisc Harrell Miscellaneous Hmsc Hierarchical Model of Species Communities HoRM Supplemental Functions and Datasets for "Handbook of Regression Methods" HodgesTools Common Use Tools for Genomic Analysis Holomics A User-Friendly R 'shiny' Application for Multi-Omics Data Integration and Analysis Homeric Doughnut Plots HomomorphicEncryption BFV, BGV, CKKS Schema for Fully Homomorphic Encryption HonestDiD Robust Inference in Difference-in-Differences and Event Study Designs Horsekicks Provide Extensions to the Prussian Army Death by Horsekick Data HospitalNetwork Building Networks of Hospitals Through Patients Transfers Hotelling Hotelling's T^2 Test and Variants HotellingEllipse Hotelling’s T-Squared Statistic and Ellipse HuraultMisc Guillem Hurault Functions' Library HurreconR Models Hurricane Wind Speed, Wind Direction, and Wind Damage HyMETT Hydrologic Model Evaluation and Time-Series Tools HyRiM Multicriteria Risk Management using Zero-Sum Games with Vector-Valued Payoffs that are Probability Distributions HybridDesign Hybrid Design for Phase I Dose-Finding Studies HybridMicrobiomes Analysis of Host-Associated Microbiomes from Hybrid Organisms HydroCode Hydrological Codes HydroMe Estimating Water Retention and Infiltration Model Parameters using Experimental Data HydroPortailStats 'HydroPortail' Statistical Functions HyperG Hypergraphs in R HyperbolicDist The Hyperbolic Distribution IADT Interaction Difference Test for Prediction Models IALS Iterative Alternating Least Square Estimation for Large-Dimensional Matrix Factor Model IAPWS95 Thermophysical Properties of Water and Steam IASD Model Selection for Index of Asymmetry Distribution IATScore Scoring Algorithm for the Implicit Association Test (IAT) IATanalytics Compute Effect Sizes and Reliability for Implicit Association Test (IAT) Data IATscores Implicit Association Test Scores Using Robust Statistics IAcsSPCR Data and Functions for "An Intro. to Accept. Samp. & SPC/R" IBCF.MTME Item Based Collaborative Filtering for Multi-Trait and Multi-Environment Data IBDInfer Design-Based Causal Inference Method for Incomplete Block Designs IBFS Initial Basic Feasible Solution for Transportation Problem IBLM Interpretable Boosted Linear Models IBMPopSim Individual Based Model Population Simulation IBRtools Integrating Biomarker-Based Assessments and Radarchart Creation IBclust Information Bottleneck Methods for Clustering Mixed-Type Data IBrokers R API to Interactive Brokers Trader Workstation ICAOD Optimal Designs for Nonlinear Models via ICA ICBioMark Data-Driven Design of Targeted Gene Panels for Estimating Immunotherapy Biomarkers ICC Facilitating Estimation of the Intraclass Correlation Coefficient ICC.Sample.Size Calculation of Sample Size and Power for ICC ICCDesign Intraclass Correlation Coefficient (ICC) Design, Calculation and Interactive 'shiny' Toolkit ICCbin Facilitates Clustered Binary Data Generation, and Estimation of Intracluster Correlation Coefficient (ICC) for Binary Data ICD10gm Metadata Processing for the German Modification of the ICD-10 Coding System ICED IntraClass Effect Decomposition ICEHmeasures The Equiplot Graph and Complex Inequality Measures ICEbox Individual Conditional Expectation Plot Toolbox ICGE Estimation of Number of Clusters and Identification of Atypical Units ICGOR Fit Generalized Odds Rate Hazards Model with Interval Censored Data ICODS Data Analysis for ODS and Case-Cohort Designs with Interval-Censoring ICS Tools for Exploring Multivariate Data via ICS/ICA ICSClust Tandem Clustering with Invariant Coordinate Selection ICSKAT Interval-Censored Sequence Kernel Association Test ICSNP Tools for Multivariate Nonparametrics ICSOutlier Outlier Detection Using Invariant Coordinate Selection ICSS ICSS Algorithm by Inclan/Tiao (1994) ICSShiny ICS via a Shiny Application ICSsmoothing Data Smoothing by Interpolating Cubic Splines ICV Indirect Cross-Validation (ICV) for Kernel Density Estimation ICcalib Cox Model with Interval-Censored Starting Time of a Covariate ICcforest An Ensemble Method for Interval-Censored Survival Data ICglm Information Criteria for Generalized Linear Regression ICompELM Independent Component Analysis Based Extreme Learning Machine ICsurv Semiparametric Regression Analysis of Interval-Censored Data ICtest Estimating and Testing the Number of Interesting Components in Linear Dimension Reduction ICvectorfields Vector Fields from Spatial Time Series of Population Abundance IDCard Update Chinese ID Card Number to Eighteen Digits IDE Integro-Difference Equation Spatio-Temporal Models IDEAFilter Agnostic, Idiomatic Data Filter Module for Shiny IDEATools Individual and Group Farm Sustainability Assessments using the IDEA4 Method IDF Estimation and Plotting of IDF Curves IDLFM Individual Dynamic Latent Factor Model IDMIR Identification of Dysregulated MiRNAs Based on MiRNA-MiRNA Interaction Network IDPSurvival Imprecise Dirichlet Process for Survival Analysis IDPmisc 'Utilities of Institute of Data Analyses and Process Design (www.zhaw.ch/idp)' IDSL.CSA Composite Spectra Analysis (CSA) for High-Resolution Mass Spectrometry Analyses IDSL.FSA Fragmentation Spectra Analysis (FSA) IDSL.IPA Intrinsic Peak Analysis (IPA) for HRMS Data IDSL.MXP Parser for mzML, mzXML, and netCDF Files (Mass Spectrometry Data) IDSL.NPA Nominal Peak Analysis (NPA) IDSL.SUFA Simplified UFA IDSL.UFA United Formula Annotation (UFA) for HRMS Data Processing IDSL.UFAx Exhaustive Chemical Enumeration for United Formula Annotation IDSpatialStats Estimate Global Clustering in Infectious Disease IDetect Isolate-Detect Method for Multiple Change-Point Detection IDmeasurer Assessment of Individual Identity in Animal Signals IDmining Intrinsic Dimension for Data Mining IETD Inter-Event Time Definition IFC Tools for Imaging Flow Cytometry IFMCDM Intuitionistic Fuzzy Multi-Criteria Decision Making Methods IFTPredictor Predictions Using Item-Focused Tree Models IGC.CSM Simulate Impact of Different Urban Policies Through a General Equilibrium Model IGST Informative Gene Selection Tool IHSEP Inhomogeneous Self-Exciting Process IHW Independent Hypothesis Weighting IIProductionUnknown Analyzing Data Through of Percentage of Importance Indice (Production Unknown) and Its Derivations IIS Datasets to Accompany Wolfe and Schneider - Intuitive Introductory Statistics IIVpredictor Modeling Within Individual Variability as Predictor IJSE Infinitesimal Jackknife Standard Errors for 'brms' Models ILORA Indian Alien Flora Information Database Retrieval ILRCM Convert Irregular Longitudinal Data to Regular Intervals and Perform Clustering ILS Interlaboratory Study ILSAmerge Merge and Download International Large-Scale Assessments (ILSA) Data ILSAstats Statistics for International Large-Scale Assessments (ILSA) ILSM Analyze Interconnection Structure of Tripartite Interaction Networks IMD Index of Multiple Deprivation Data for the UK IMIFA Infinite Mixtures of Infinite Factor Analysers and Related Models IMIX Gaussian Mixture Model for Multi-Omics Data Integration IMP Interactive Model Performance Evaluation IMPACT The Impact of Items IMTest Information Matrix Test for Generalized Partial Credit Models IMak Item Maker IMmailgun Send Emails using 'Mailgun' INCVCommunityDetection Inductive Node-Splitting Cross-Validation for Community Detection INFOSET Computing a New Informative Distribution Set of Asset Returns INLA Full Bayesian Analysis of Latent Gaussian Models using Integrated Nested Laplace Approximations INLABMA Bayesian Model Averaging with INLA INLAjoint Multivariate Joint Modeling for Longitudinal and Time-to-Event Outcomes with 'INLA' INLAspacetime Spatial and Spatio-Temporal Models using 'INLA' INLAtools Functionalities for the 'INLA' Package INLAvaan Approximate Bayesian Latent Variable Analysis INQC Quality Control of Climatological Daily Time Series INTRIGUE Quantify and Control Reproducibility in High-Throughput Experiments INetTool Integration Network IOBR Immune Oncology Biological Research IOLS Iterated Ordinary Least Squares Regression IPAG Tools for IPAG Courses IPCWK Kendall's Tau Partial Corr. for Survival Trait and Biomarkers IPDfromKM Map Digitized Survival Curves Back to Individual Patient Data IPEC Root Mean Square Curvature Calculation IPEDS Data from the Integrated Post-Secondary Education Data System IPEDSuploadables Transforms Institutional Data into Text Files for IPEDS Automated Import/Upload IPLGP Identification of Parental Lines via Genomic Prediction IPMRF Intervention in Prediction Measure for Random Forests IPMbook Functions and Data for the Book 'Integrated Population Models' IPPP Inhomogeneous Poisson Point Processes IPV Item Pool Visualization IPWboxplot Adapted Boxplot to Missing Observations IQCC Improved Quality Control Charts IRISMustangMetrics Statistics and Metrics for Seismic Data IRISSeismic Classes and Methods for Seismic Data Analysis IRR2FPR Computing False Positive Rate from Inter-Rater Reliability IRTBEMM Family of Bayesian EMM Algorithm for Item Response Models IRTM Theory-Driven Item Response Theory (IRT) Models IRTShiny Item Response Theory via Shiny IRTest Parameter Estimation of Item Response Theory with Estimation of Latent Distribution IRanges Foundation of integer range manipulation in Bioconductor IRdisplay 'Jupyter' Display Machinery IRexamples Collection of Practical Institutional Research Examples and Tutorials IRkernel Native R Kernel for the 'Jupyter Notebook' IRon Solving Imbalanced Regression Tasks ISAR Introduction to Sports Analytics using R (ISAR) Data ISCA Compare Heterogeneous Social Groups ISCAM Companion to the Book "Investigating Statistical Concepts, Applications, and Methods" ISCO08ConveRsions Converts ISCO-08 to Job Prestige Scores, ISCO-88 and Job Name ISEtools Ion Selective Electrodes Analysis Methods ISLR Data for an Introduction to Statistical Learning with Applications in R ISLR2 Introduction to Statistical Learning, Second Edition ISM Interpretive Structural Modelling (ISM) ISMtools Interpretive Structural Modelling Analysis Tools ISO11784Tools ISO11784 PIT Tag ID Format Converters ISO6976.2016 Calorific Values and Properties of Natural Gas per ISO 6976:2016 ISOcodes Selected ISO Codes ISOweek Week of the year and weekday according to ISO 8601 ISPYARDSWinProbabilityGSDesign Trial Design in Respiratory Disease Based on the Win Probability ISR The Iterated Score Regression-Based Estimation ISRaD Tools and Data for the International Soil Radiocarbon Database ISS Isotonic Subgroup Selection ISwR Introductory Statistics with R ITNr Analysis of the International Trade Network IVCor A Robust Integrated Variance Correlation IVDML Double Machine Learning with Instrumental Variables and Heterogeneity IVPP Invariance Partial Pruning Test IVYplot Produces an IVY Plot (Similar to Dot Plot) with/without Frequencies IceSat2R 'ICESat-2' Altimeter Data using R Icens NPMLE for Censored and Truncated Data IgAScores Score Taxon-Level IgA Binding in IgA-Seq Experiments IgorR Read Binary Files Saved by 'Igor Pro' (Including 'Neuromatic' Data) ImCluster Efficiency of Cluster Sampling for Crop Surveys ImFoR Non-Linear Height Diameter Models for Forestry ImML Machine Learning Algorithms Fitting and Validation for Forestry ImNN Neural Networks for Predicting Volume of Forest Trees ImVol Volume Prediction of Trees Using Linear and Nonlinear Allometric Equations Immigrate Iterative Max-Min Entropy Margin-Maximization with Interaction Terms for Feature Selection ImmuneSigR Immune Cell Signature Retrieval and Single-Cell Scoring Immutables Fast and Functional Data Structures Imneuron AI Powered Neural Network Solutions for Regression Tasks ImpShrinkage Improved Shrinkage Estimations for Multiple Linear Regression ImpactEffectsize Calculation and Visualization of the Impact Effect Size Measure ImportExport Import and Export Data ImportanceIndice Analyzing Data Through of Percentage of Importance Indice and Its Derivations ImputeLongiCovs Longitudinal Imputation of Categorical Variables via a Joint Transition Model ImputeRobust Robust Multiple Imputation with Generalized Additive Models for Location Scale and Shape InPosition Inference Tests for ExPosition InSilicoVA Probabilistic Verbal Autopsy Coding with 'InSilicoVA' Algorithm IncDTW Incremental Calculation of Dynamic Time Warping IncidencePrevalence Estimate Incidence and Prevalence using the OMOP Common Data Model IncomPair Comparison of Means for the Incomplete Paired Data IndGenErrors Tests of Independence Between Innovations of Generalized Error Models IndTestPP Tests of Independence and Analysis of Dependence Between Point Processes in Time IndepTest Nonparametric Independence Tests Based on Entropy Estimation IndexConstruction Index Construction for Time Series Data IndexNumR Index Number Calculation IndexNumber Index Numbers in Social Sciences IndexNumberTools Working with Index Numbers IndexWizard Constructing and Analyzing Complex Selection Indices IndiAPIs Access Indian Data via Public APIs and Curated Datasets Indicator Composite 'Indicator' Construction and Imputation Data IndonesiAPIs Access Indonesian Data via Public APIs and Curated Datasets InferenceSMR Inference About the Standardized Mortality Ratio when Evaluating the Effect of a Screening Program on Survival InfiniumPurify Estimate and Account for Tumor Purity in Cancer Methylation Data Analysis Inflation Core Inflation InflectSSP Melt Curve Fitting and Melt Shift Analysis Inflongitudinal Detecting Influential Subjects in Longitudinal Data InfluenceBorrowing Adaptive Influence-Based Borrowing for Hybrid Control Trials Information Data Exploration with Information Theory (Weight-of-Evidence and Information Value) InformativeCensoring Multiple Imputation for Informative Censoring Infusion Inference Using Simulation InjurySeverityScore Translate ICD-9 into Injury Severity Score Inquilab Dissipation Kinetics Analysis, Half Life Period, Rate Constant, Plots InsectLabelR Create Labels for Insect in Collection InspectChangepoint High-Dimensional Changepoint Estimation via Sparse Projection InspectionPlanner Phytosanitary Inspection Sampling Planner InsuSensCalc Insulin Sensitivity Indices Calculator IntCal Radiocarbon Calibration Curves IntNMF Integrative Clustering of Multiple Genomic Dataset IntegratedJM Joint Modeling of the Gene-Expression and Bioassay Data, Taking Care of the Effect Due to a Fingerprint Feature InterNL Time Series Intervention Model Using Non-Linear Function InterSIM Simulation of Inter-Related Genomic Datasets InterVA4 Replicate and Analyse 'InterVA4' InterVA5 Replicate and Analyse 'InterVA5' InteractionPoweR Power Analyses for Interaction Effects in Cross-Sectional Regressions InteractionSet Base Classes for Storing Genomic Interaction Data InteractiveComplexHeatmap Make Interactive Complex Heatmaps Interatrix Compute Chi-Square Measures with Corrections InterfaceqPCR GUI to Analyse qPCR Results after PMA Treatment or not InterpolateR A Comprehensive Toolkit for Fast and Efficient Spatial Interpolation InterpretMSSpectrum Interpreting High Resolution Mass Spectra IntervalQuestionStat Tools to Deal with Interval-Valued Responses in Questionnaires IntervalSurgeon Operating on Integer-Bounded Intervals InvStablePrior Inverse Stable Prior for Widely-Used Exponential Models InvariantCausalPrediction Invariant Causal Prediction InvasionCorrection Invasion Correction IrishDirectorates A Dynamic Bipartite Latent Space Model to Analyse Irish Companies' Boards from 2003 to 2013 IrregLong Analysis of Longitudinal Data with Irregular Observation Times Iscores Proper Scoring Rules for Missing Value Imputation IsingFit Fitting Ising Models Using the ELasso Method IsingSampler Sampling Methods and Distribution Functions for the Ising Model Isinglandr Landscape Construction and Simulation for Ising Networks Iso Functions to Perform Isotonic Regression IsoCor Analyze Isotope Ratios in a 'Shiny'-App IsoMemo Retrieve Data using the 'IsoMemo' API IsoSpecR The IsoSpec Algorithm IsoplotR Statistical Toolbox for Radiometric Geochronology IsoplotRgui Web Interface to 'IsoplotR' IsoriX Isoscape Computation and Inference of Spatial Origins using Mixed Models IssueTrackeR List Things to Do ItemRest Automated Item Removal Strategies for Exploratory Factor Analysis IterativeHardThresholding Iterative Hard Thresholding Extensions to Cyclops IxPopDyMod Framework for Tick Population and Infection Modeling JADE Blind Source Separation Methods Based on Joint Diagonalization and Some BSS Performance Criteria JANE Just Another Latent Space Network Clustering Algorithm JATSdecoder A Metadata and Text Extraction and Manipulation Tool Set JBrowseR An R Interface to the JBrowse 2 Genome Browser JCRImpactFactor Journal Citation Reports ('JCR') Impact Factor by 'Clarivate' 'Analytics' JDCruncheR 'JDemetra+' Quality Report Generator JFE Tools for Analyzing Time Series Data of Just Finance and Econometrics JFM Rock Mass Structural Analysis from 3D Mesh of Point Cloud JGR Java GUI for R JICO Joint and Individual Regression JLPM Joint Latent Process Models JM Joint Modeling of Longitudinal and Survival Data JM4QTN Joint Mapping for Quantitative Trait Loci JMH Joint Model of Heterogeneous Repeated Measures and Survival Data JMI Jackknife Mutual Information JMbayes Joint Modeling of Longitudinal and Time-to-Event Data under a Bayesian Approach JMbayes2 Extended Joint Models for Longitudinal and Time-to-Event Data JMbdirect Joint Model for Longitudinal and Multiple Time to Events Data JMdesign Joint Modeling of Longitudinal and Survival Data - Power Calculation JNplots Visualize Outputs from the 'Johnson-Neyman' Technique JOPS Practical Smoothing with P-Splines JPEN Covariance and Inverse Covariance Matrix Estimation Using Joint Penalty JPSurv Joinpoint Model for Relative and Cause-Specific Survival JSDNE Estimating the Age using Auricular Surface by DNE JSM Semiparametric Joint Modeling of Survival and Longitudinal Data JSUparameters Estimate Parameters of the Best-Fitting JohnsonSU Distribution JSconsole A 'RStudio' Addin to Send 'JavaScript' Code to the 'V8' Console JSmediation Mediation Analysis Using Joint Significance JSparO Joint Sparse Optimization via Proximal Gradient Method for Cell Fate Conversion JUMP Replicability Analysis of High-Throughput Experiments JWileymisc Miscellaneous Utilities and Functions JacobiEigen Classical Jacobi Eigenvalue Algorithm Jacquard Estimation of Jacquard's Genetic Identity Coefficients JamendoR Access to 'Jamendo' API JapanAPIs Access Japanese Data via Public APIs and Curated Datasets JavaGD Java Graphics Device Jaya Gradient-Free Optimization Algorithm for Single and Multi-Objective Problems Jcvrisk Risk Calculator for Cardiovascular Disease in Japan Jdmbs Monte Carlo Option Pricing Algorithms for Jump Diffusion Models with Correlational Companies Jmisc Julian Miscellaneous Function JoF Modelling and Simulating Judgments of Frequency JoSAE Unit-Level and Area-Level Small Area Estimation JointAI Joint Analysis and Imputation of Incomplete Data JointFPM A Parametric Model for Estimating the Mean Number of Events Julia Fractal Image Data Generator JuliaCall Seamless Integration Between R and 'Julia' JuliaConnectoR A Functionally Oriented Interface for Integrating 'Julia' with R JuliaFormulae Translate R Regression Model Formulae to 'Julia' Syntax JumpDiffSim Jump Diffusion Simulation and Calibration for Merton and Kou Models JustifyAlpha Justifying Alpha Levels for Hypothesis Tests K4PrestasiSiswa Student Achievement Data Files for TIMSS 2023 Grade 4 K4ProsesSiswa Student Process Data Files for TIMSS 2023 Grade 4 K4Sekolah School Context Data Files for TIMSS 2023 Grade 4 KCSKNNShiny K-Nearest Neighbour Classifier KCSNBShiny Naive Bayes Classifier KDEmcmc Kernel Density Estimation with a Markov Chain Monte Carlo Sample KEGGREST Client-side REST access to the Kyoto Encyclopedia of Genes and Genomes (KEGG) KEGGgraph KEGGgraph: A graph approach to KEGG PATHWAY in R and Bioconductor KEPTED Kernel-Embedding-of-Probability Test for Elliptical Distribution KFAS Kalman Filter and Smoother for Exponential Family State Space Models KFPCA Kendall Functional Principal Component Analysis KFPLS Kernel Functional Partial Least Squares KGode Kernel Based Gradient Matching for Parameter Inference in Ordinary Differential Equations KHQ Methods for Calculating 'KHQ' Scores and 'KHQ5D' Utility Index Scores KINSIMU Panel Evaluation in Forensic Kinship Analysis KLINK Kinship Analysis with Linked Markers KLexp Kernel_lasso Expansion KMD Kernel Measure of Multi-Sample Dissimilarity KMEANS.KNN KMeans and KNN Clustering Package KMLtoSHAPE Preserving Attribute Values: Converting KML to Shapefile KMsurv Datasets from Klein and Moeschberger (1997), Survival Analysis KMunicate KMunicate-Style Kaplan–Meier Plots KNNShiny Interactive Document for Working with KNN Analysis KODAMA Knowledge Discovery by Accuracy Maximization KOFM Test the Kronecker Product Structure in Tensor Factor Models KOGMWU Functional Summary and Meta-Analysis of Gene Expression Data KOLaide Pick and Plot Key Opinion Leaders from a Network Given Constraints KONPsurv KONP Tests: Powerful K-Sample Tests for Right-Censored Data KOR.addrlink Matching Address Data to Reference Index KPC Kernel Partial Correlation Coefficient KQM K Quantiles Medoids (KQM) Clustering KRIS Keen and Reliable Interface Subroutines for Bioinformatic Analysis KRLS Kernel-Based Regularized Least Squares KRMM Kernel Ridge Mixed Model KRONX Clock of Regimes for Regime-Switching Fragility Analysis KSA Retained Component Criterion for Principal Component Analysis KSEAapp Kinase-Substrate Enrichment Analysis KSIC Korea Standard Industrial Classification (KSIC) KSPM Kernel Semi-Parametric Models KScorrect Lilliefors-Corrected Kolmogorov-Smirnov Goodness-of-Fit Tests KSgeneral Computing P-Values of the One-Sample K-S Test and the Two-Sample K-S and Kuiper Tests for (Dis)Continuous Null Distribution KTensorGraphs Co-Tucker3 Analysis of Two Sequences of Matrices KWCChangepoint Robust Changepoint Detection for Functional and Multivariate Data KWELA Hierarchical Adaptive 'RT-QuIC' Classification for Complex Matrices KappaGUI An R-Shiny Application for Calculating Cohen's and Fleiss' Kappa Karen Kalman Reaction Networks KarsTS An Interface for Microclimate Time Series Analysis KbMvtSkew Khattree-Bahuguna's Univariate and Multivariate Skewness Kcop Smooth Test for Equality of Copulas and Clustering Multivariate Kendall Kendall Rank Correlation and Mann-Kendall Trend Test Keng Knock Errors Off Nice Guesses KernSmoothIRT Nonparametric Item Response Theory KernelKnn Kernel k Nearest Neighbors Kernelheaping Kernel Density Estimation for Heaped and Rounded Data Keyboard Bayesian Designs for Early Phase Clinical Trials Kifidi Summary Table and Means Plots KinMixLite Inference About Relationships from DNA Mixtures KinformR Relationship-Informed Pedigree and Variant Scoring KingCountyHouses Data on House Sales in King County WA Kira Machine Learning Kmedians K-Medians KnapsackSampling Generate Feasible Samples of a Knapsack Problem KneeArrower Finds Cutoff Points on Knee Curves KnockoffHybrid Hybrid Analysis of Population and Trio Data with Knockoff Statistics for FDR Control KnockoffTrio GWAS with Trio and Duo Data using Knockoff Statistics for FDR Control KnowBR Discriminating Well Surveyed Spatial Units from Exhaustive Biodiversity Databases KoboconnectR Download Data from Kobotoolbox to R Kpart Cubic Spline Fitting with Knot Selection KrakenR Comprehensive R Interface for Accessing Kraken Cryptocurrency Exchange REST API KraljicMatrix A Quantified Implementation of the Kraljic Matrix KrigInv Kriging-Based Inversion for Deterministic and Noisy Computer Experiments Kurt Performs Kurtosis-Based Statistical Analyses L0Learn Fast Algorithms for Best Subset Selection L0TFinv A Splicing Approach to the Inverse Problem of L0 Trend Filtering L0cpt Change Point Detection with L0 Penalty L0ggm Smooth L0 Penalty Approximations for Gaussian Graphical Models L1centrality Graph/Network Analysis Based on L1 Centrality L1pack Routines for L1 Estimation L2DensityGoFtest Density Goodness-of-Fit Test L2E Robust Structured Regression via the L2 Criterion L2hdchange L2 Inference for Change Points in High-Dimensional Time Series LA Lioness Algorithm (LA) LABTNSCPSS Calculation of Comorbidity and Frailty Scores LAD Derive Leaf Angle Distribution (LAD) from Measured Leaf Inclination Angles LAGOSNE Interface to the Lake Multi-Scaled Geospatial and Temporal Database LAIr Converting NDVI to LAI of Field, Proximal and Satellite Data LAM Some Latent Variable Models LARisk Estimation of Lifetime Attributable Risk of Cancer from Radiation Exposure LATERmodel Linear Approach to Threshold with Ergodic Rate for Reaction Times LAWBL Latent (Variable) Analysis with Bayesian Learning LBBNN Latent Binary Bayesian Neural Networks Using 'torch' LBDiscover Literature-Based Discovery Tools for Biomedical Research LBI Likelihood Based Inference LBPG The Length-Biased Power Garima Distribution LBSPR Length-Based Spawning Potential Ratio LCAextend Latent Class Analysis (LCA) with Familial Dependence in Extended Pedigrees LCCR Latent Class Capture-Recapture Models LCCkNN Adaptive k-Nearest Neighbor Classifier Based on Local Curvature Estimation LCFdata Data sets for package ``LMERConvenienceFunctions'' LCMCR Bayesian Non-Parametric Latent-Class Capture-Recapture LCMSQA Liquid Chromatography/Mass Spectrometry (LC/MS) Quality Assessment LCPA A General Framework for Latent Classify and Profile Analysis LDAShiny Interactive Topic Modeling and Bibliometric Analysis via Shiny LDATS Latent Dirichlet Allocation Coupled with Time Series Analyses LDATree Oblique Classification Trees with Uncorrelated Linear Discriminant Analysis Splits LDAandLDAS Linkage Disequilibrium of Ancestry (LDA) and LDA Score (LDAS) LDAcoop Analysis of Data from Limiting Dilution Assay (LDA) with or without Cellular Cooperation LDAvis Interactive Visualization of Topic Models LDM Testing Hypotheses About the Microbiome using the Linear Decomposition Model LDNN Longitudinal Data Neural Network LDRTools Tools for Linear Dimension Reduction LDcorSV Linkage Disequilibrium Corrected by the Structure and the Relatedness LDlinkR Calculating Linkage Disequilibrium (LD) in Human Population Groups of Interest LEA LEA: an R package for Landscape and Ecological Association Studies LEAVcore Constitution of Core Collections using Length of Encoded Attribute Values LEGIT Latent Environmental & Genetic InTeraction (LEGIT) Model LEdecomp Decompose Life Expectancy by Age (and Cause) LFApp Shiny Apps for Lateral Flow Assays LFDR.MLE Estimation of the Local False Discovery Rates by Type II Maximum Likelihood Estimation LFDR.MME Estimating Local False Discovery Rates Using the Method of Moments LFDREmpiricalBayes Estimating Local False Discovery Rates Using Empirical Bayes Methods LFM Laplace Factor Model Analysis and Evaluation LGCU Implementation of Learning Gamma CUSUM (Cumulative Sum) Control Charts LGDtoolkit Collection of Tools for LGD Rating Model Development LGEWIS Tests for Genetic Association/Gene-Environment Interaction in Longitudinal Studies LGRF Set-Based Tests for Genetic Association in Longitudinal Studies LHD Latin Hypercube Designs (LHDs) LIC The LIC Criterion for Optimal Subset Selection LINselect Selection of Linear Estimators LISTO Performing Comprehensive Overlap Assessments LJexm Extract, Convert, and Merge 'pdf' Files from 'zip' Files LJmp3converter Convert Video Files to 'mp3' Format, Merge or Trim Audio Files using 'FFmpeg' LKT Logistic Knowledge Tracing LLM Logit Leaf Model Classifier for Binary Classification LLMAgentR Language Model Agents in R for AI Workflows and Research LLMR Interface for Large Language Model APIs in R LLMTranslate 'shiny' App for TRAPD/ISPOR Survey Translation with LLMs LLMing Large Language Model (LLM) Tools for Psychological Text Analysis LLSR Data Analysis of Liquid-Liquid Systems using R LMD A Self-Adaptive Approach for Demodulating Multi-Component Signal LMERConvenienceFunctions Model Selection and Post-Hoc Analysis for (G)LMER Models LMMsolver Linear Mixed Models with Sparse Matrix Methods and Smoothing LMMstar Repeated Measurement Models for Discrete Times LMN Inference for Linear Models with Nuisance Parameters LMPdata Easy Import of the EU Labour Market Policy Data LMest Generalized Latent Markov Models LMfilteR Filter Methods for Parameter Estimation in Linear and Non Linear Regression Models LMoFit Advanced L-Moment Fitting of Distributions LNIRT LogNormal Response Time Item Response Theory Models LNPar Estimation and Testing for a Lognormal-Pareto Mixture LOCOM2 A Logistic Regression Model for Testing Microbial Differential Abundance LOCUS Low-Rank Decomposition of Brain Connectivity Matrices with Uniform Sparsity LOGAN Log File Analysis in International Large-Scale Assessments LOMAR Localization Microscopy Data Analysis LOPART Labeled Optimal Partitioning LOST Missing Morphometric Data Simulation and Estimation LPBkg Detecting New Signals under Background Mismodelling LPCM Local Principal Curve Methods LPDynR Land Productivity Dynamics Indicator LPM Linear Parametric Models Applied to Hydrological Series LPStimeSeries Learned Pattern Similarity and Representation for Time Series LPmerge Merging Linkage Maps by Linear Programming LREP Estimate and Test Exponential vs. Pareto Distributions LRMF3 Low Rank Matrix Factorization S3 Objects LRMiss Linear Regression with Missing Data LRQVB Low Rank Correction Quantile Variational Bayesian Algorithm for Multi-Source Heterogeneous Models LRTesteR Likelihood Ratio Tests and Confidence Intervals LS2W Locally Stationary Two-Dimensional Wavelet Process Estimation Scheme LS2Wstat A Multiscale Test of Spatial Stationarity for LS2W Processes LSAMBA Lasso-SAMBA Algorithm LSAfun Applied Latent Semantic Analysis (LSA) Functions LSAmitR Daten, Beispiele und Funktionen zu 'Large-Scale Assessment mit R' LSD Lots of Superior Depictions LSDinterface Interface Tools for 'LSD' Simulation Results Files LSDirf Impulse-Response Function Analysis for Agent-Based Models LSDsensitivity Sensitivity Analysis Tools for 'LSD' Simulations LSE Constrained Least Squares and Generalized QR Factorization LSEbootLS Bootstrap Methods for Regression Models with Locally Stationary Errors LSMjml Fitting Latent Space Item Response Models using Joint Maximum Likelihood Estimation LSMonteCarlo American options pricing with Least Squares Monte Carlo method LSPFP Lysate and Secretome Peptide Feature Plotter LSRS Land Surface Remote Sensing LST Land Surface Temperature Retrieval for Landsat 8 LSTMfactors Determining the Number of Factors in Exploratory Factor Analysis by LSTM LSTS Locally Stationary Time Series LSTbook Data and Software for "Lessons in Statistical Thinking" LSVAR Estimation of Low Rank Plus Sparse Structured Vector Auto-Regressive (VAR) Model LSWPlib Simulation and Spectral Estimation of Locally Stationary Wavelet Packet Processes LSX Semi-Supervised Algorithm for Document Scaling LTASR Functions to Replicate the Center for Disease Control and Prevention's 'LTAS' Software in R LTCDM Latent Transition Cognitive Diagnosis Model with Covariates LTFGRS Implementation of Several Phenotype-Based Family Genetic Risk Scores LTFHPlus Implementation of LT-FH++ LTPDvar LTPD and AOQL Plans for Acceptance Sampling Inspection by Variables LTRCtrees Survival Trees to Fit Left-Truncated and Right-Censored and Interval-Censored Survival Data LUCIDus LUCID with Multiple Omics Data LVGP Latent Variable Gaussian Process Modeling with Qualitative and Quantitative Input Variables LWFBrook90R Simulate Evapotranspiration and Soil Moisture with the SVAT Model LWF-Brook90 LZeroSpikeInference Exact Spike Train Inference via L0 Optimization LaF Fast Access to Large ASCII Files LaMa Fast Numerical Maximum Likelihood Estimation for Latent Markov Models LabApplStat Miscellaneous Scripts from the Data Science Laboratory (UCPH) LabRS Laboratorio di Ricerca Sociale con R LabourMarketAreas Identification, Tuning, Visualisation and Analysis of Labour Market Areas LactCurveModels Lactation Curve Model Fitting for Dairy Animals LadderFuelsR Automated Tool for Vertical Fuel Continuity Analysis using Airborne Laser Scanning Data LagSequential Lag-Sequential Categorical Data Analysis Lahman Sean 'Lahman' Baseball Database LakeMetabolizer Tools for the Analysis of Ecosystem Metabolism LambertW Probabilistic Models to Analyze and Gaussianize Heavy-Tailed, Skewed Data LandComp Analysing Landscape Composition and Structure at Multiple Scales Landmarking Analysis using Landmark Models Langevin Langevin Analysis in One and Two Dimensions LangevinFlow Langevin Diffusion Samplers with a C++ Backend LaplacesDemon Complete Environment for Bayesian Inference Largevars Testing Large VARs for the Presence of Cointegration LassoBacktracking Modelling Interactions in High-Dimensional Data with Backtracking LassoHiDFastGibbs Fast High-Dimensional Gibbs Samplers for Bayesian Lasso Regression LassoNet 3CoSE Algorithm LassoSIR Sparsed Sliced Inverse Regression via Lasso Latamverse Latin American Data via 'RESTful' APIs and Curated Datasets LatentBMA Bayesian Model Averaging for Univariate Link Latent Gaussian Models Laterality Functions to Calculate Common Laterality Statistics in Primatology LatticeDesign Lattice-Based Space-Filling Designs LatticeKrig Multi-Resolution Kriging Based on Markov Random Fields LeArEst Border and Area Estimation of Data Measured with Additive Error LeMaRns Length-Based Multispecies Analysis by Numerical Simulation LePage LePage Type Tests LeadSense Medtronic Brain Sense Local Field Potencial Analysis LeafArea Rapid Digital Image Analysis of Leaf Area LearnBayes Functions for Learning Bayesian Inference LearnClust Learning Hierarchical Clustering Algorithms LearnGeom Learning Plane Geometry LearnNonparam 'R6'-Based Flexible Framework for Permutation Tests LearnPCA Functions, Data Sets and Vignettes to Aid in Learning Principal Components Analysis (PCA) LearnSL Learn Supervised Classification Methods Through Examples and Code LearnVizLMM Learning and Communicating Linear Mixed Models Without Data LearningRlab Statistical Learning Functions LearningStats Elemental Descriptive and Inferential Statistics LeaveOutKSS Leave-Out Variance Component Estimation for Two-Way Fixed Effects Models LexFindR Find Related Items and Lexical Dimensions in a Lexicon LexisNexisTools Working with Files from 'LexisNexis' LexisPlotR Plot Lexis Diagrams for Demographic Purposes LiblineaR Linear Predictive Models Based on the LIBLINEAR C/C++ Library Libra Linearized Bregman Algorithms for Generalized Linear Models LifeHist Life History Models of Individuals LifeInsuranceContracts Framework for Traditional Life Insurance Contracts LifeInsureR Modelling Traditional Life Insurance Contracts LifeTableBuilder Interactive 'shiny' Application for Constructing Life Tables LifeTableFertility 'shiny' Application for Life Table and Fertility Analysis LifemapR Data Visualisation on 'Lifemap' Tree Lifertable Life and Fertility Tables Specially for Insects LiftTest A Bootstrap Proportion Test for Brand Lift Testing LightFitR Design Complex Light Regimes LightLogR Process Data from Wearable Light Loggers and Optical Radiation Dosimeters LikertEZ Easy Analysis and Visualization of Likert Scale Data LikertMakeR Synthesise and Correlate Likert Scale and Rating-Scale Data Based on Summary Statistics LilRhino For Implementation of Feed Reduction, Learning Examples, NLP and Code Management LimnoPalettes A Limnology Themed Palette Generator LinCal Static Univariate Frequentist and Bayesian Linear Calibration LinRegInteractive Interactive Interpretation of Linear Regression Models LindenmayeR Functions to Explore L-Systems (Lindenmayer Systems) LindleyPowerSeries Lindley Power Series Distribution LinearRegressionMDE Minimum Distance Estimation in Linear Regression Model Linkage Clustering Communication Networks Using the Stochastic Topic Block Model Through Linkage.fr LinkedGASP Linked Emulator of a Coupled System of Simulators LinkedMatrix Column-Linked and Row-Linked Matrices Linnorm Linear model and normality based normalization and transformation method (Linnorm) LipidMS Lipid Annotation for LC-MS/MS DDA or DIA Data LipidomicsR Elegant Tools for Processing and Visualization of Lipidomics Data LipinskiFilters Computes and Visualize Lipinski's Parameters LitFetchR Automatically Fetching References Metadata from Literature Databases Lmoments L-Moments and Quantile Mixtures LncFinder LncRNA Identification and Analysis Using Heterologous Features LoBrA Generalized Spline Mixed Effect Models for Longitudinal Breath Data LoTTA Bayesian Inference in Regression Discontinuity Designs LocKer Locally Sparse Estimator of Generalized Varying Coefficient Model for Asynchronous Longitudinal Data LocaTT Geographically-Conscious Taxonomic Assignment for Metabarcoding LocalControl Nonparametric Methods for Generating High Quality Comparative Effectiveness Evidence LocalCop Local Likelihood Inference for Conditional Copula Models Lock5Data Datasets for "Statistics: UnLocking the Power of Data" LogConcDEAD Log-Concave Density Estimation in Arbitrary Dimensions LogRegEquiv Logistic Regression Equivalence LogicForest Logic Forest LogicReg Logic Regression LogisticCopula A Copula Based Extension of Logistic Regression LogisticCurveFitting Logistic Curve Fitting by Rhodes Method LogisticEnsembles Automatically Runs 18 Logistic Models-14 Individual Logistic Models and 4 Ensembles of Models LogisticRCI Linear and Logistic Regression-Based Reliable Change Index LongCART Recursive Partitioning for Longitudinal Data and Right Censored Data Using Baseline Covariates LongDat A Tool for 'Covariate'-Sensitive Longitudinal Analysis on 'omics' Data LongDecompHE Longitudinal Decomposition of Health Expectancy by Age and Cause LoopAnalyst A Collection of Tools to Conduct Levins' Loop Analysis LoopDetectR Comprehensive Feedback Loop Detection in ODE Models LoopRig Integration and Analysis of Chromatin Loop Data LorMe Lightweight One-Line Resolving Microbial Ecology Program LorenzRegression Lorenz and Penalized Lorenz Regressions LowRankQP Low Rank Quadratic Programming LqG Robust Group Variable Screening Based on Maximum Lq-Likelihood Estimation Luminescence Comprehensive Luminescence Dating Data Analysis M2SMF Multi-Modal Similarity Matrix Factorization for Integrative Multi-Omics Data Analysis M2SMJF Multi-Modal Similarity Matrix Joint Factorization M3 Reading M3 Files M3C Monte Carlo Reference-based Consensus Clustering M3JF Multi-Modal Matrix Joint Factorization for Integrative Multi-Omics Data Analysis MACER Molecular Acquisition, Cleaning, and Evaluation in R 'MACER' MADMMplasso Multi Variate Multi Response ADMM with Interaction Effects MADtests Hypothesis Tests and Confidence Intervals for Median Absolute Deviations MAFLD Diagnosis of Metabolic Dysfunction Associated Fatty Liver Disease MAGEE Mixed Model Association Test for GEne-Environment Interaction MAGMA.R MAny-Group MAtching MAGNAMWAR A Pipeline for Meta-Genome Wide Association MAICtools Performing Matched-Adjusted Indirect Comparisons (MAIC) MAIHDA Multilevel Analysis of Individual Heterogeneity and Discriminatory Accuracy MAINT.Data Model and Analyse Interval Data MAIVE Meta Analysis Instrumental Variable Estimator MAKL Multiple Approximate Kernel Learning (MAKL) MALDIquant Quantitative Analysis of Mass Spectrometry Data MALDIquantForeign Import/Export Routines for 'MALDIquant' MALDIrppa MALDI Mass Spectrometry Data Robust Pre-Processing and Analysis MAMS Designing Multi-Arm Multi-Stage Studies MANOVA.RM Resampling-Based Analysis of Multivariate Data and Repeated Measures Designs MAP Multimodal Automated Phenotyping MAPA Multiple Aggregation Prediction Algorithm MAPCtools Multivariate Age-Period-Cohort (MAPC) Modeling for Health Data MARMoT Matching on Poset-Based Average Rank for Multiple Treatments (MARMoT) MARSANNhybrid MARS Based ANN Hybrid Model MARSGWR A Hybrid Spatial Model for Capturing Spatially Varying Relationships Between Variables in the Data MARSS Multivariate Autoregressive State-Space Modeling MARSSVRhybrid MARS SVR Hybrid MASSExtra Some 'MASS' Enhancements MASSTIMATE Body Mass Estimation Equations for Vertebrates MAST Model-based Analysis of Single Cell Transcriptomics MAT Multidimensional Adaptive Testing MATA Model-Averaged Tail Area (MATA) Confidence Interval and Distribution MATES Multi-View Aggregated Two Sample Tests MAVE Methods for Dimension Reduction MAZE Mediation Analysis for Zero-Inflated Mediators MAd Meta-Analysis with Mean Differences MAnorm2 Tools for Normalizing and Comparing ChIP-seq Samples MB The Use of Marginal Distributions in Conditional Forecasting MBA Multilevel B-Spline Approximation MBAnalysis Multiblock Exploratory and Predictive Data Analysis MBBEFDLite Statistical Functions for the Maxwell-Boltzmann-Bose-Einstein-Fermi-Dirac (MBBEFD) Family of Distributions MBC Multivariate Bias Correction of Climate Model Outputs MBCbook Companion Package for the Book "Model-Based Clustering and Classification for Data Science" MBESS The MBESS R Package MBHdesign Spatial Designs for Ecological and Environmental Surveys MBMethPred Medulloblastoma Subgroups Prediction MBNMAdose Dose-Response MBNMA Models MBNMAtime Run Time-Course Model-Based Network Meta-Analysis (MBNMA) Models MBRM Mixed Regression Models with Generalized Log-Gamma Random Effects MBSGS Multivariate Bayesian Sparse Group Selection with Spike and Slab MBSP Multivariate Bayesian Model with Shrinkage Priors MBmca Nucleic Acid Melting Curve Analysis MCARtest Optimal Nonparametric Testing of Missing Completely at Random MCAvariants Multiple Correspondence Analysis Variants MCBackscattering Monte Carlo Simulation for Surface Backscattering MCCM Mixed Correlation Coefficient Matrix MCI Multiplicative Competitive Interaction (MCI) Model MCID Estimating the Minimal Clinically Important Difference MCL Markov Cluster Algorithm MCM Estimating and Testing Intergenerational Social Mobility Effect MCMC.qpcr Bayesian Analysis of qRT-PCR Data MCMC4Extremes Posterior Distribution of Extreme Value Models in R MCMCglmm MCMC Generalised Linear Mixed Models MCMCpack Markov Chain Monte Carlo (MCMC) Package MCMCprecision Precision of Discrete Parameters in Transdimensional MCMC MCMCvis Tools to Visualize, Manipulate, and Summarize MCMC Output MCOE Creates New Folders and Loads Standard Practices for Monterey County Office of Education MCPAN Multiple Comparisons Using Normal Approximation MCPMod Design and Analysis of Dose-Finding Studies MCPModBC Improved Inference in Multiple Comparison Procedure – Modelling MCPModGeneral A Supplement to the 'DoseFinding' Package for the General Case MCPModPack Simulation-Based Design and Analysis of Dose-Finding Trials MCPtests Multiples Comparisons Procedures MCS Model Confidence Set Procedure MCSim Determine the Optimal Number of Clusters MCSimMod Working with 'MCSim' Models MCTrend Monte Carlo Trend Analysis MChtest Monte Carlo Hypothesis Tests with Sequential Stopping MCseqReplic Monte Carlo Simulations of Time Changes in Sequences MD2sample Various Methods for the Two Sample Problem in D>1 Dimensions MDCcure Martingale Dependence Tools and Testing for Mixture Cure Models MDDC Modified Detecting Deviating Cells Algorithm in Pharmacovigilance MDFS MultiDimensional Feature Selection MDMA Mathijs Deen's Miscellaneous Auxiliaries MDMR Multivariate Distance Matrix Regression MDOLS Inference of Quadratic Functional for Moderate-Dimensional OLS MDP2 Markov Decision Processes (MDPs) MDPIexploreR Web Scraping and Bibliometric Analysis of MDPI Journals MDPtoolbox Markov Decision Processes Toolbox MDSMap High Density Genetic Linkage Mapping using Multidimensional Scaling MDSPCAShiny Interactive Document for Working with Multidimensional Scaling and Principal Component Analysis MDSS Modeling Human Dentin Serial Sectioning MDgof Various Methods for the Goodness-of-Fit Problem in D>1 Dimensions MDimNormn Multi-Dimensional MA Normalization for Plate Effect MEAanalysis Analyse and Visualise Multi Electrode Array Burst Data MECfda Scalar-on-Function Regression with Measurement Error Correction MED Mediation by Tilted Balancing MEDesigns Mating Environmental Designs MEDseq Mixtures of Exponential-Distance Models with Covariates MEFM Perform MEFM Estimation on Matrix Time Series MEGB Gradient Boosting for Longitudinal Data MEMSS Data Sets from Mixed-Effects Models in S MERO Performing Monte Carlo Expectation Maximization Random Forest Imputation for Biological Data MESS Miscellaneous Esoteric Statistical Scripts MEclustnet Fit the Mixture of Experts Latent Position Cluster Model to Network Data MEsreg Generalized Maximum Entropy Estimation for Smooth Transition and Kink Regression Models MF.beta4 Measuring Ecosystem Multi-Functionality and Its Decomposition MFAg Multiple Factor Analysis (MFA) MFDFA MultiFractal Detrended Fluctuation Analysis MFF Meta Fuzzy Functions MFO Maximal Fat Oxidation and Kinetics Calculation MFPCA Multivariate Functional Principal Component Analysis for Data Observed on Different Dimensional Domains MFRCD Optimal Row-Column Designs for Asymmetrical Factorial Experiments MFSD Multivariate Functional Spatial Data MFSIS Model-Free Sure Independent Screening Procedures MGBT Multiple Grubbs-Beck Low-Outlier Test MGDrivE Mosquito Gene Drive Explorer MGDrivE2 Mosquito Gene Drive Explorer 2 MGL Module Graphical Lasso MGLM Multivariate Response Generalized Linear Models MGMM Missingness-Aware Gaussian Mixture Models MGPSDK Interact with the Maxar 'MGP' Application Programming Interfaces MGSDA Multi-Group Sparse Discriminant Analysis MHCtools Analysis of MHC Data in Non-Model Species MHD Metric Halfspace Depth MHDA Massive Hierarchically Data Analysis MHQoL Mental Health Quality of Life Toolkit MHTdiscrete Multiple Hypotheses Testing for Discrete Data MHTmult Multiple Hypotheses Testing for Multiple Families/Groups Structure MHTrajectoryR Bayesian Model Selection in Logistic Regression for the Detection of Adverse Drug Reactions MIAmaxent A Modular, Integrated Approach to Maximum Entropy Distribution Modeling MIC Analysis of Antimicrobial Minimum Inhibitory Concentration Data MICsplines The Computing of Monotonic Spline Bases and Constrained Least-Squares Estimates MIDASim Simulating Realistic Microbiome Data using 'MIDASim' MIDN Nearly Exact Sample Size Calculation for Exact Powerful Nonrandomized Tests for Differences Between Binomial Proportions MIGEE Impute Missing Values and Fitting Linear Mixed Effect Model MIIPW IPW and Mean Score Methods for Time-Course Missing Data MIIVefa Exploratory Factor Analysis Using Model Implied Instrumental Variables MIIVsem Model Implied Instrumental Variable (MIIV) Estimation of Structural Equation Models MIMER Data Wrangling for Antimicrobial Resistance Studies MIMSunit Algorithm to Compute Monitor Independent Movement Summary Unit (MIMS-Unit) MINTplates Encode "License-Plates" from Sequences and Decode Them Back MIRDD Diagnostic Tool by Multiple Imputation for Regression Discontinuity Designs MIXFIM Evaluation of the FIM in NLMEMs using MCMC MJMbamlss Multivariate Joint Models with 'bamlss' MKLE Maximum Kernel Likelihood Estimation MKMeans A Modern K-Means (MKMeans) Clustering Algorithm MKclass Statistical Classification MKdescr Descriptive Statistics MKendall Matrix Kendall's Tau and Matrix Elliptical Factor Model MKinfer Inferential Statistics MKmisc Miscellaneous Functions from M. Kohl MKomics Omics Data Analysis MKpower Power Analysis and Sample Size Calculation ML.MSBD Maximum Likelihood Inference on Multi-State Trees ML2Pvae Variational Autoencoder Models for IRT Parameter Estimation MLBC Bias Correction Methods for Models Using Synthetic Data MLCIRTwithin Latent Class Item Response Theory (LC-IRT) Models under Within-Item Multidimensionality MLCM Maximum Likelihood Conjoint Measurement MLCOPULA Classification Models with Copula Functions MLCausal Causal Inference Methods for Multilevel and Clustered Data MLDS Maximum Likelihood Difference Scaling MLDataR Collection of Machine Learning Datasets for Supervised Machine Learning MLE Maximum Likelihood Estimation of Various Univariate and Multivariate Distributions MLEce Asymptotic Efficient Closed-Form Estimators for Multivariate Distributions MLEcens Computation of the MLE for Bivariate Interval Censored Data MLFDR High Dimensional Mediation Analysis using Local False Discovery Rates MLFS Machine Learning Forest Simulator MLGL Multi-Layer Group-Lasso MLGdata Datasets for Use with Salvan, Sartori and Pace (2020) MLID Multilevel Index of Dissimilarity MLInterfaces Uniform interfaces to R machine learning procedures for data in Bioconductor containers MLML2R Maximum Likelihood Estimation of DNA Methylation and Hydroxymethylation Proportions MLMOI Estimating Frequencies, Prevalence and Multiplicity of Infection MLMusingR Practical Multilevel Modeling MLPUGS Multi-Label Prediction Using Gibbs Sampling (and Classifier Chains) MLSP Machine Learning Models for Soil Properties MLZ Mean Length-Based Estimators of Mortality using TMB MLeval Machine Learning Model Evaluation MLmetrics Machine Learning Evaluation Metrics MLmorph Integrating Morphological Modeling and Machine Learning for Decision Support MLpreemption Maximum Likelihood Estimation of the Niche Preemption Model MLwrap Machine Learning Modelling for Everyone MM The Multiplicative Multinomial Distribution MM4LMM Inference of Linear Mixed Models Through MM Algorithm MMAC Data for Mathematical Modeling and Applied Calculus MMAD An R Package of Minorization-Maximization Algorithm via the Assembly--Decomposition Technology MMD Minimal Multilocus Distance (MMD) for Source Attribution and Loci Selection MMDCopula Robust Estimation of Copulas by Maximum Mean Discrepancy MMDai Multivariate Multinomial Distribution Approximation and Imputation for Incomplete Categorical Data MMDvariance Detecting Differentially Variable Genes Using the Mixture of Marginal Distributions MMGFM Multi-Study Multi-Modality Generalized Factor Model MMINP Microbe-Metabolite Interactions-Based Metabolic Profiles Predictor MMLR Fitting Markov-Modulated Linear Regression Models MMOC Multi-Omic Spectral Clustering using the Flag Manifold MMRcaseselection Case Classification and Selection Based on Regression Results MMWRweek Convert Dates to MMWR Day, Week, and Year MMeM Multivariate Mixed Effects Model MN Matrix Normal Distribution MNARclust Clustering Data with Non-Ignorable Missingness using Semi-Parametric Mixture Models MNB Diagnostic Tools for a Multivariate Negative Binomial Regression Model MNLR Interactive Shiny Presentation for Working with Multinomial Logistic Regression MNM Multivariate Nonparametric Methods. An Approach Based on Spatial Signs and Ranks MNP Fitting the Multinomial Probit Model MNS Mixed Neighbourhood Selection MNormTest Multivariate Normal Hypothesis Testing MOCCA Multi-Objective Optimization for Collecting Cluster Alternatives MODISTools Interface to the 'MODIS Land Products Subsets' Web Services MOEADr Component-Wise MOEA/D Implementation MOFA2 Multi-Omics Factor Analysis v2 MOFAT Maximum One-Factor-at-a-Time Designs MOLHD Multiple Objective Latin Hypercube Design MOM Estimation and Testing of Hypothesis MOODE Multi-Objective Optimal Design of Experiments MOQA Basic Quality Data Assurance for Epidemiological Research MOSAlloc Constraint Multiobjective Sample Allocation MOST Multiphase Optimization Strategy MOTE Effect Size and Confidence Interval Calculator MOsemiind Marshall-Olkin Shock Models with Semi-Independent Time MOutliers Multivariate Outlier Detection Methods MPBoost Treatment Allocation in Clinical Trials by the Maximal Procedure MPCI Multivariate Process Capability Indices (MPCI) MPCR Multi Precision Computing MPDiR Data Sets and Scripts for Modeling Psychophysical Data in R MPGE A Two-Step Approach to Testing Overall Effect of Gene-Environment Interaction for Multiple Phenotypes MPI Computation of Multidimensional Poverty Index (MPI) MPN Most Probable Number and Other Microbial Enumeration Techniques MPS Estimating Through the Maximum Product Spacing Approach MPSEM Modelling Phylogenetic Signals using Eigenvector Maps MPTinR Analyze Multinomial Processing Tree Models MPV Data Sets from Montgomery, Peck and Vining MPsychoR Modern Psychometrics with R MQMF Modelling and Quantitative Methods in Fisheries MR.RGM Fitting Multivariate Bidirectional Mendelian Randomization Networks Using Bayesian Directed Cyclic Graphical Models MRAM Multivariate Regression Association Measure MRCE Multivariate Regression with Covariance Estimation MRCV Methods for Analyzing Multiple Response Categorical Variables (MRCVs) MRFA Fitting and Predicting Large-Scale Nonlinear Regression Problems using Multi-Resolution Functional ANOVA (MRFA) Approach MRFcov Markov Random Fields with Additional Covariates MRG Create Non-Confidential Multi-Resolution Grids MRHawkes Multivariate Renewal Hawkes Process MRIreduce ROI-Based Transformation of Neuroimages into High-Dimensional Data Frames MRMCaov Multi-Reader Multi-Case Analysis of Variance MRMCbinary Multi-Reader Multi-Case Analysis of Binary Diagnostic Tests MRMCsamplesize Sample Size Estimations for Planning Multi-Reader Multi-Case (MRMC) Studies Without Pilot Data MRPC PC Algorithm with the Principle of Mendelian Randomization MRQoL Minimal Clinically Important Difference and Response Shift Effect for Health-Related Quality of Life MRReg MDL Multiresolution Linear Regression Framework MRStdCRT Model-Robust Standardization in Cluster-Randomized Trials MRStdLCRT Model-Robust Standardization for Longitudinal Cluster-Randomized Trials MRTAnalysis Assessing Proximal, Distal, and Mediated Causal Excursion Effects for Micro-Randomized Trials MRTSampleSize A Sample Size Calculator for Micro-Randomized Trials MRTSampleSizeBinary Sample Size Calculator for MRT with Binary Outcomes MRZero Diet Mendelian Randomization MRgrowth Mark-Recapture Growth Models MRmediation A Causal Mediation Method with Methylated Region (MR) as the Mediator MSBStatsData Data Sets for Courses at the Münster School of Business MSCCT Multiple Survival Crossing Curves Tests MSCMT Multivariate Synthetic Control Method Using Time Series MSCquartets Analyzing Gene Tree Quartets under the Multi-Species Coalescent MSCsimtester Tests of Multispecies Coalescent Gene Tree Simulator Output MSEtool Management Strategy Evaluation Toolkit MSG Data and Functions for the Book Modern Statistical Graphics MSGARCH Markov-Switching GARCH Models MSGARCHelm Hybridization of MS-GARCH and ELM Model MSIMST Bayesian Monotonic Single-Index Regression Model with the Skew-T Likelihood MSMGOptimizer Mine Sustainability Modeling Group (MSMG) 'SimaPro' CSV Optimizer MSML Model Selection Based on Machine Learning (ML) MSMU Descriptive Statistics Functions for Numeric Data MSMwRA Multivariate Statistical Methods with R Applications MSN Multivariate Survival Data with Network Structures MSPRT A Modified Sequential Probability Ratio Test (MSPRT) MSSQL Tools to Work with Microsoft SQL Server Databases via 'RODBC' MST Multivariate Survival Trees MSTest Hypothesis Testing for Markov Switching Models MSUthemes Michigan State University (MSU) Palettes and Themes MSbox Mass Spectrometry Tools MSclassifR Automated Classification of Mass Spectra MSclust Multiple-Scaled Clustering MScombine Combine Data from Positive and Negative Ionization Mode Finding Common Entities MSigSeg Multiple SIGnal SEGmentation MSinference Multiscale Inference for Nonparametric Time Trend(s) MSnbase Base Functions and Classes for Mass Spectrometry and Proteomics MSoutcomes CORe Multiple Sclerosis Outcomes Toolkit MSwM Fitting Markov Switching Models MTA Multiscalar Territorial Analysis MTAR Multi-Trait Analysis of Rare-Variant Association Study MTE Maximum Tangent Likelihood Estimation for Robust Linear Regression and Variable Selection MTLR Survival Prediction with Multi-Task Logistic Regression MTPS Multi-Task Prediction using Stacking Algorithms MTS All-Purpose Toolkit for Analyzing Multivariate Time Series (MTS) and Estimating Multivariate Volatility Models MTSYS Methods in Mahalanobis-Taguchi (MT) System MTest A Procedure for Multicollinearity Testing using Bootstrap MUACz Generate MUAC and BMI z-Scores and Percentiles for Children and Adolescents MUGS Multisource Graph Synthesis with EHR Data MUS Monetary Unit Sampling and Estimation Methods, Widely Used in Auditing MUVR2 Multivariate Methods with Unbiased Variable Selection MVA An Introduction to Applied Multivariate Analysis with R MVET Multivariate Estimates and Tests MVN Multivariate Normality Tests MVNBayesian Bayesian Analysis Framework for MVN (Mixture) Distribution MVNGmod Matrix-Variate Non-Gaussian Linear Regression Models MVOPR Multi-View Orthogonal Projection Regression for Multi-Modality Integration MVPBT Publication Bias Tests for Meta-Analysis of Diagnostic Accuracy Test MVQuickGraphs Quick Multivariate Graphs MVR Mean-Variance Regularization MVSKmod Matrix-Variate Skew Linear Regression Models MVT Estimation and Testing for the Multivariate t-Distribution MVTests Multivariate Hypothesis Tests MVar Multivariate Analysis MVar.pt Analise multivariada (brazilian portuguese) MVisAGe Compute and Visualize Bivariate Associations MWright Mainardi-Wright Family of Distributions MaOEA Many Objective Evolutionary Algorithm MacBehaviour Behavioural Studies of Large Language Models MachineShop Machine Learning Models and Tools MacroFilters Robust Trend-Cycle Decomposition for Macroeconomic Time Series MacroZooBenthosWaterA Fresh Water Quality Analysis Based on Macrozoobenthos MaddisonData Maddison Project Data Maeswrap Wrapper Functions for MAESTRA/MAESPA MagmaClustR Clustering and Prediction using Multi-Task Gaussian Processes with Common Mean MainExistingDatasets Main Existing Human Datasets MajKMeans k-Means Algorithm with a Majorization-Minimization Method MajMinKmeans k-Means Algorithm with a Majorization-Minimization Method MakefileR Create 'Makefiles' Using R ManagedCloudProvider Providing the Kubernetes-Like Functions for the Non-Kubernetes Cloud Service MandalaR Building Mandalas from Parametric Equations of Classical Curves Mangrove Risk Prediction on Trees ManifoldOptim An R Interface to the 'ROPTLIB' Library for Riemannian Manifold Optimization ManlyMix Manly Mixture Modeling and Model-Based Clustering MannWhitneyCopula Computing Mann-Whitney Effect Based on Copulas MantaID A Machine-Learning Based Tool to Automate the Identification of Biological Database IDs ManyIVsNets Environmental Phillips Curve Analysis with Multiple Instrumental Variables and Networks ManyTests Multiple Testing Procedures of Cox (2011) and Wong and Cox (2007) Map2NCBI Mapping Markers to the Nearest Genomic Feature MapGAM Mapping Smoothed Effect Estimates from Individual-Level Data Mapinguari Process-Based Biogeographical Analysis MapperAlgo Topological Data Analysis: Mapper Algorithm MappingCalc Mapping Calculator for EQ-5D Utility Scores MarZIC Marginal Mediation Effects with Zero-Inflated Compositional Mediator MareyMap Estimation of Meiotic Recombination Rates Using Marey Maps MarginalMaxTest Max-Type Test for Marginal Correlation with Bootstrap MarginalMediation Marginal Mediation MariNET Build Network Based on Linear Mixed Models from EHRs MarketMatching Market Matching and Causal Impact Inference Markovchart Markov Chain-Based Cost-Optimal Control Charts MarkowitzR Statistical Significance of the Markowitz Portfolio MassSpecWavelet Peak Detection for Mass Spectrometry data using wavelet-based algorithms MassWateR Quality Control and Analysis of Massachusetts Water Quality Data Massign Simple Matrix Construction MasterBayes Maximum Likelihood and Markov Chain Monte Carlo (MCMC) Methods for Pedigree Reconstruction and Analysis MatTransMix Clustering with Matrix Gaussian and Matrix Transformation Mixture Models MatchGATE Estimate Group Average Treatment Effects with Matching MatchIt Nonparametric Preprocessing for Parametric Causal Inference MatchLinReg Combining Matching and Linear Regression for Causal Inference MatchThem Matching and Weighting Multiply Imputed Datasets Matching Multivariate and Propensity Score Matching with Balance Optimization MatchingPursuit Processing Time Series Data Using the Matching Pursuit Algorithm MatrixCorrelation Matrix Correlation Coefficients MatrixEQTL Matrix eQTL: Ultra Fast eQTL Analysis via Large Matrix Operations MatrixExtra Extra Methods for Sparse Matrices MatrixGenerics S4 Generic Summary Statistic Functions that Operate on Matrix-Like Objects MatrixHMM Parsimonious Families of Hidden Markov Models for Matrix-Variate Longitudinal Data MatrixMixtures Model-Based Clustering via Matrix-Variate Mixture Models MatrixModels Modelling with Sparse and Dense Matrices MaxIntTools Testing Maximal Interaction in Two-Mode Clustering via a Permutation Based Procedure MaxMC Maximized Monte Carlo MaxPro Maximum Projection Designs MaxSkew Orthogonal Data Projections with Maximal Skewness MaxWiK Machine Learning Method Based on Isolation Kernel Mean Embedding MaxentVariableSelection Selecting the Best Set of Relevant Environmental Variables along with the Optimal Regularization Multiplier for Maxent Niche Modeling MaximinInfer Inference for Maximin Effects in High-Dimensional Settings MazamaCoreUtils Utility Functions for Production R Code MazamaLocationUtils Manage Spatial Metadata for Known Locations MazamaRollUtils Efficient Rolling Functions MazamaSpatialPlots Thematic Plots for Mazama Spatial Datasets MazamaSpatialUtils Spatial Data Download and Utility Functions MazamaTimeSeries Core Functionality for Environmental Time Series McMiso Multicore Multivariable Isotonic Regression Mcomp Data from the M-Competitions MeTo Meteorological Tools Meanimiles Estimation of Meanimiles MeasurementDiagnostics Diagnostics for Lists of Codes Based on Measurements MedDataSets Comprehensive Medical, Disease, Treatment, and Drug Datasets MedDietCalc Multi Calculator to Compute Scores of Adherence to Mediterranean Diet MedLEA Morphological and Structural Features of Medicinal Leaves MedZIsc Statistical Framework for Co-Mediators of Zero-Inflated Single-Cell Data MediaK Calculate MeDiA_K Distance Mediana Clinical Trial Simulations MedianaDesigner Power and Sample Size Calculations for Clinical Trials MedxR Access Drug Regulatory Data via FDA and Health Canada APIs MendelianRandomization Mendelian Randomization Package Mercator Clustering and Visualizing Distance Matrices Mestim Computes the Variance-Covariance Matrix of Multidimensional Parameters Using M-Estimation MetAlyzer Read and Analyze 'MetIDQ&trade;' Software Output Files MetBrewer Color Palettes Inspired by Works at the Metropolitan Museum of Art MetSizeR A Shiny App for Sample Size Estimation in Metabolomic Experiments MetaAnalyser An Interactive Visualisation of Meta-Analysis as a Physical Weighing Machine MetaCycle Evaluate Periodicity in Large Scale Data MetaDose Dose-Response Meta-Regression for Meta-Analysis MetaEntropy Functional Shannon Entropy for Virome Mutational Analysis MetaHD A Multivariate Meta-Analysis Model for High-Dimensional Data MetaHunt Privacy-Preserving Meta-Analysis via Low-Rank Basis Hunting MetaIntegration Ensemble Meta-Prediction Framework MetaLandSim Landscape and Range Expansion Simulation MetaNLP Natural Language Processing for Meta Analysis MetaNet Network Analysis for Omics Data MetaRVM Meta-Population Compartmental Model for Respiratory Virus Diseases MetaSKAT Meta Analysis for SNP-Set (Sequence) Kernel Association Test MetaSubtract Subtracting Summary Statistics of One or more Cohorts from Meta-GWAS Results MetaUtility Utility Functions for Conducting and Interpreting Meta-Analyses MetaboCoreUtils Core Utils for Metabolomics Data MetaboQC Normalize Metabolomic Data using QC Signal MetabolAnalyze Probabilistic Latent Variable Models for Metabolomic Data MetabolSSMF Simplex-Structured Matrix Factorisation for Metabolomics Analysis MetabolicSurv A Biomarker Validation Approach for Classification and Predicting Survival Using Metabolomics Signature MetabolicSyndrome Diagnosis of Metabolic Syndrome MetabolomicsBasics Basic Functions to Investigate Metabolomics Data Matrices MethComp Analysis of Agreement in Method Comparison Studies MethEvolSIM Simulate DNA Methylation Dynamics on Different Genomic Structures along Genealogies MethScope Ultra-Fast Analysis of Sparse DNA Methylome via Recurrent Pattern Encoding MethodCompare Evaluating Bias and Precision in Method Comparison Studies MethodOpt Advanced Method Optimization for Spectra-Generating Sampling and Analysis Instrumentation MetricGraph Random Fields on Metric Graphs Metrics Evaluation Metrics for Machine Learning MetricsWeighted Weighted Metrics and Performance Measures for Machine Learning MexBrewer Color Palettes Inspired by Works of Mexican Painters and Muralists MexicoDataAPI Access Mexican Data via APIs and Curated Datasets MfUSampler Multivariate-from-Univariate (MfU) MCMC Sampler Mfuzz Soft clustering of omics time series data Mhorseshoe Approximate Algorithm for Horseshoe Prior MiRKAT Microbiome Regression-Based Kernel Association Tests MiRNAQCD Micro-RNA Quality Control and Diagnosis MiRSEA 'MicroRNA' Set Enrichment Analysis MicSim Performing Continuous-Time Microsimulation MicroDatosEs Utilities for Official Spanish Microdata MicroMacroMultilevel Micro-Macro Multilevel Modeling MicroMoB Discrete Time Simulation of Mosquito-Borne Pathogen Transmission MicroNiche Microbial Niche Measurements MicrobTiSDA Microbiome Time-Series Data Analysis MicrobialGrowth Estimates Growth Parameters from Models and Plots the Curve MicrobiomeStat Statistical Methods for Microbiome Compositional Data MicrobiomeSurv Biomarker Validation for Microbiome-Based Survival Classification and Prediction Microsoft365R Interface to the 'Microsoft 365' Suite of Cloud Services MigConnectivity Estimate Migratory Connectivity for Migratory Animals MigrationDetectR Segment-Based Migration Detection Algorithm MinEDfind A Bayesian Design for Minimum Effective Dosing-Finding Trial MinTriadic Extension to the 'Lolog' Package for 'Triadic' Network Statistics MindOnStats Data sets included in Utts and Heckard's Mind on Statistics Minirand Minimization Randomization MisRepARMA Misreported Time Series Analysis MiscMath Miscellaneous Mathematical Tools MiscMetabar Miscellaneous Functions for Metabarcoding Analysis MissCP Change Point Detection with Missing Values MissMech Testing Homoscedasticity, Multivariate Normality, and Missing Completely at Random MissingHandle Handles Missing Dates and Data and Converts into Weekly and Monthly from Daily MissingPlotLSD Missing Plot in LSD MissingPlotRBD Missing Plot in RBD Missplot Missing Plot Technique in Design of Experiment MitoHEAR Quantification of Mitochondrial DNA Heteroplasmy MittagLeffleR Mittag-Leffler Family of Distributions MixFrac Fractional Factorial Designs with Alias and Trend-Free Analysis MixGHD Model Based Clustering, Classification and Discriminant Analysis Using the Mixture of Generalized Hyperbolic Distributions MixLFA Mixture of Longitudinal Factor Analysis Methods MixMashNet Tools for Multilayer and Single Layer Network Modeling MixMatrix Classification with Matrix Variate Normal and t Distributions MixOptim Mixture Optimization Algorithm MixRF A Random-Forest-Based Approach for Imputing Clustered Incomplete Data MixSAL Mixtures of Multivariate Shifted Asymmetric Laplace (SAL) Distributions MixSIAR Bayesian Mixing Models in R MixSemiRob Mixture Models: Parametric, Semiparametric, and Robust MixSim Simulating Data to Study Performance of Clustering Algorithms MixStable Parameter Estimation for Stable Distributions and Their Mixtures MixTwice Large-Scale Hypothesis Testing by Variance Mixing MixedIndTests Tests of Randomness and Tests of Independence MixedLevelRSDs Mixed Level Response Surface Designs MixedPoisson Mixed Poisson Models MixedPsy Statistical Tools for the Analysis of Psychophysical Data MixedTS Mixed Tempered Stable Distribution MixfMRI Mixture fMRI Clustering Analysis MixtureFitting Fitting of Univariate Mixture Distributions to Data using Various Approaches MixtureMissing Robust and Flexible Model-Based Clustering for Data Sets with Missing Values at Random Mmcsd Modeling Complex Longitudinal Data in a Quick and Easy Way MoBPS Modular Breeding Program Simulator MoEClust Gaussian Parsimonious Clustering Models with Covariates and a Noise Component MoNAn Mobility Network Analysis MoTBFs Learning Hybrid Bayesian Networks using Mixtures of Truncated Basis Functions ModEstM Mode Estimation, Even in the Multimodal Case ModLR Information-Theoretic Approach for Moderation Analysis ModStatR Statistical Modelling in Action with R ModTools Building Regression and Classification Models ModalCens Parametric Modal Regression with Right Censoring ModalForecast Parametric Modal ARIMA Models using the SKD Family Modalclust Hierarchical Modal Clustering ModelMap Modeling and Map Production using Random Forest and Related Stochastic Models ModelMatrixModel Create Model Matrix and Save the Transforming Parameters ModelMetrics Rapid Calculation of Model Metrics Modelcharts Classification Model Charts Modeler Classes and Methods for Training and Using Binary Prediction Models MolgenisArmadillo Armadillo Client for the Armadillo Service MolgenisAuth 'OpenID Connect' Discovery and Authentication MomTrunc Moments of Folded and Doubly Truncated Multivariate Distributions Mondrian A Simple Graphical Representation of the Relative Occurrence and Co-Occurrence of Events MonoPhy Explore Monophyly of Taxonomic Groups in a Phylogeny MonoPoly Functions to Fit Monotone Polynomials MonotoneHazardRatio Nonparametric Estimation and Inference of a Monotone Hazard Ratio Function MonotonicityTest Nonparametric Bootstrap Test for Regression Monotonicity Monte.Carlo.se Monte Carlo Standard Errors MonteCarloSEM Monte Carlo Simulation for Structural Equation Modeling MoonShineR Predict Moonlight, Sunlight, and/or Twilight Ground Illuminance MorphSim Simulate Discrete Character Data along Phylogenetic Trees Morpho Calculations and Visualisations Related to Geometric Morphometrics MorphoRegions Analysis of Regionalization Patterns in Serially Homologous Structures MorphoTools2 Multivariate Morphometric Analysis MortCast Estimation and Projection of Age-Specific Mortality Rates MortalityGaps The Double-Gap Life Expectancy Forecasting Model MortalityLaws Parametric Mortality Models, Life Tables and HMD MortalityTables A Framework for Various Types of Mortality / Life Tables MplusAutomation An R Package for Facilitating Large-Scale Latent Variable Analyses in Mplus MplusLGM Automate Latent Growth Mixture Modelling in 'Mplus' MplusTrees Decision Trees with Structural Equation Models Fit in 'Mplus' Mqrcm M-Quantile Regression Coefficients Modeling MsCoreUtils Core Utils for Mass Spectrometry Data MsExperiment Infrastructure for Mass Spectrometry Experiments MsFeatures Functionality for Mass Spectrometry Features MuChPoint Multiple Change Point MuFiMeshGP Multi-Fidelity Emulator for Computer Experiments with Tunable Fidelity Levels MuMIn Multi-Model Inference MuPETFlow Multiple Ploidy Estimation Tool for all Species Compatible with Flow Cytometry MuViCP MultiClass Visualizable Classification using Combination of Projections MultANOVA Analysis of Designed High-Dimensional Data using the Comprehensive MultANOVA Framework MultBiplotR Multivariate Analysis Using Biplots in R MultEq Multiple Equivalence Tests and Simultaneous Confidence Intervals MultNonParam Multivariate Nonparametric Methods MultOrdRS Model Multivariate Ordinal Responses Including Response Styles MultRegCMP Bayesian Multivariate Conway-Maxwell-Poisson Regression Model for Correlated Count Data MultSurvTests Permutation Tests for Multivariate Survival Analysis MultiATSM Multicountry Term Structure of Interest Rates Models MultiAssayExperiment Software for the integration of multi-omics experiments in Bioconductor MultiBD Multivariate Birth-Death Processes MultiCOAP High-Dimensional Covariate-Augmented Overdispersed Multi-Study Poisson Factor Model MultiClassROC ROC Curves for Multi-Class Analysis MultiDataSet Implementation of MultiDataSet and ResultSet MultiDiscreteRNG Generate Multivariate Discrete Data MultiFit Multiscale Fisher's Independence Test for Multivariate Dependence MultiGlarmaVarSel Variable Selection in Sparse Multivariate GLARMA Models MultiGrey Fitting and Forecasting of Grey Model for Multivariate Time Series Data MultiGroupO MultiGroup Method and Simulation Data Analysis MultiGroupSequential Group-Sequential Procedures with Multiple Hypotheses MultiJoin Enables Efficient Joining of Data File on Common Fields using the Unix Utility Join MultiKink Estimation and Inference for Multi-Kink Quantile Regression MultiLCIRT Multidimensional Latent Class Item Response Theory Models MultiLevelOptimalBayes Regularized Bayesian Estimator for Two-Level Latent Variable Models MultiNMix Multi-Species N-Mixture (MNM) Models with 'nimble' MultiObjMatch Multi-Objective Matching Algorithm MultiOrd Generation of Multivariate Ordinal Variates MultiPhen A Package to Test for Multi-Trait Association MultiRFM High-Dimensional Multi-Study Robust Factor Model MultiRNG Multivariate Pseudo-Random Number Generation MultiResponseR Analysis of Data from Multiple-Response Questionnaires MultiRobust Multiply Robust Methods for Missing Data Problems MultiSkew Measures, Tests and Removes Multivariate Skewness MultiSpline Spline-Based Nonlinear Modeling for Multilevel and Longitudinal Data MultiStatM Multivariate Statistical Methods MultiTraits Analyzing and Visualizing Multidimensional Plant Traits MultipleBreakpoints Estimating Multiple Breakpoints for a Sequence of Realizations of Bernoulli Variables MultipleBubbles Test and Detection of Explosive Behaviors for Time Series MultipleRegression Multiple Regression Analysis MultiplierDEA Multiplier Data Envelopment Analysis and Cross Efficiency MultiscaleDTM Multi-Scale Geomorphometric Terrain Attributes MultiscaleSCP Multiscale Systematic Conservation Planning Across Nested H3 Grids MultisiteMediation Causal Mediation Analysis in Multisite Trials MultivariateAnalysis Pacote Para Analise Multivariada MultivariateRandomForest Models Multivariate Cases Using Random Forests MultivariateTrendAnalysis Univariate and Multivariate Trend Testing MultiwayRegression Perform Tensor-on-Tensor Regression MulvariateRandomForestVarImp Variable Importance Measures for Multivariate Random Forests MvBinary Modelling Multivariate Binary Data with Blocks of Specific One-Factor Distribution My.stepwise Stepwise Variable Selection Procedures for Regression Analysis Mychisq Chi-Squared Test for Goodness of Fit and Independence Test MyoScore Transcriptomic Scoring for Human Skeletal Muscle Health N2H4 Handling Methods for Naver News Text Crawling N2R Fast and Scalable Approximate k-Nearest Neighbor Search Methods using 'N2' Library NAC Network-Adjusted Covariates for Community Detection NACHO NanoString Quality Control Dashboard NADA Nondetects and Data Analysis for Environmental Data NADA2 Data Analysis for Censored Environmental Data NAEPirtparams IRT Parameters for the National Assessment of Education Progress NAEPprimer The NAEP Primer NAM Nested Association Mapping NAP Non-Local Alternative Priors in Psychology NAPrior Network Meta-Analytic Predictive Prior for Mid-Trial SoC Changes NAVAECI Non-Asymptotically Valid and Asymptotically Exact (NAVAE) Confidence Intervals NB.MClust Negative Binomial Model-Based Clustering NBAloveR Help Basketball Data Analysis NBBDesigns Neighbour Balanced Block Designs (NBBDesigns) NBDCtools National Institutes of Health Brain Development Cohorts Data Hub Tools NBDdirichlet NBD-Dirichlet Model of Consumer Buying Behavior for Marketing Research NBDesign Design and Monitoring of Clinical Trials with Negative Binomial Endpoint NBKP Beta Kernel Process Modeling with Negative Binomial Response NBLDA Negative Binomial Linear Discriminant Analysis NBPSeq Negative Binomial Models for RNA-Sequencing Data NBR Network-Based R-Statistics using Mixed Effects Models NBShiny Interactive Document for Working with Naive Bayes Classification NBShiny2 Interactive Document for Working with Naive Bayes Classification NBShiny3 Interactive Document for Working with Naive Bayes Classification NBtsVarSel Variable Selection in a Specific Regression Time Series of Counts NCA Necessary Condition Analysis NCC Simulation and Analysis of Platform Trials with Non-Concurrent Controls NCSCopula Non-Central Squared Copula Models Estimation NCmisc Miscellaneous Functions for Creating Adaptive Functions and Scripts NCutYX Clustering of Omics Data of Multiple Types with a Multilayer Network Representation NDP Interactive Presentation for Working with Normal Distribution NEpiC Network Assisted Algorithm for Epigenetic Studies Using Mean and Variance Combined Signals NFLSimulatoR Simulating Plays and Drives in the NFL NFWdist The Standard Distribution Functions for the 3D NFW Profile NGBVS Bayesian Variable Selection for SNP Data using Normal-Gamma NGCHM Next Generation Clustered Heat Maps NGLVieweR Interactive 3D Visualization of Molecular Structures NHANES Data from the US National Health and Nutrition Examination Study NHLData Scores for Every Season Since the Founding of the NHL in 1917 NHPoisson Modelling and Validation of Non Homogeneous Poisson Processes NHSDataDictionaRy NHS Data Dictionary Toolset for NHS Lookups NHSRdatasets NHS and Healthcare-Related Data for Education and Training NHSRplotthedots Draw XmR Charts for NHS 'Making Data Count' Programme NHSRwaitinglist Waiting List Metrics Using Queuing Theory NIMAA Nominal Data Mining Analysis NIPTeR Fast and Accurate Trisomy Prediction in Non-Invasive Prenatal Testing NIRStat Novel Statistical Methods for Studying Near-Infrared Spectroscopy (NIRS) Time Series Data NISTnls Nonlinear least squares examples from NIST NISTunits Fundamental Physical Constants and Unit Conversions from NIST NLP Natural Language Processing Infrastructure NLPclient Stanford 'CoreNLP' Annotation Client NLPutils Natural Language Processing Utilities NLPwavelet Bayesian Wavelet Analysis Using Non-Local Priors NMA Network Meta-Analysis Based on Multivariate Meta-Analysis and Meta-Regression Models NMADTA Network Meta-Analysis of Multiple Diagnostic Tests NMAR Estimation under not Missing at Random Nonresponse NMAforest Forest Plots for Network Meta-Analysis with Proportion for Paths and Studies NMAoutlier Detecting Outliers in Network Meta-Analysis NMF Algorithms and Framework for Nonnegative Matrix Factorization (NMF) NMFN Non-Negative Matrix Factorization NMMIPW Inverse Probability Weighting under Non-Monotone Missing NMOF Numerical Methods and Optimization in Finance NMRphasing Phase Error Correction and Baseline Correction for One Dimensional ('1D') 'NMR' Data NMTox Dose-Response Relationship Analysis of Nanomaterial Toxicity NMVANOVA Novice Model Variation ANOVA NMcalc Basic Calculations for PK/PD Modeling NMdata Preparation, Checking and Post-Processing Data for PK/PD Modeling NMsim Seamless 'Nonmem' Simulation Platform NNMIS Nearest Neighbor Based Multiple Imputation for Survival Data with Missing Covariates NNMoMo Neural Network Extension to 'StMoMo' for Lee-Carter Modeling NNS Nonlinear Nonparametric Statistics NO.PING.PONG Incorporating Previous Findings When Evaluating New Data NORMAgene Data-Driven qRT-PCR Normalization Using NORMAgene NOVA Neural Output Visualization and Analysis NPBBBDAefficiency A-Efficiency for Nested Partially Balanced Bipartite Block (NPBBB) Designs NPBayesImputeCat Non-Parametric Bayesian Multiple Imputation for Categorical Data NPCD Nonparametric Methods for Cognitive Diagnosis NPCDTools The Nonparametric Classification Methods for Cognitive Diagnosis NPCirc Nonparametric Circular Methods NPCox Nonparametric and Semiparametric Proportional Hazards Model NPFD N-Power Fourier Deconvolution NPHMC Sample Size Calculation for the Proportional Hazards Mixture Cure Model NPHazardRate Nonparametric Hazard Rate Estimation NPIstats Nonparametric Predictive Inference NPLStoolbox N-Way Partial Least Squares Modelling of Multi-Way Data NPMLEcmprsk Type-Specific Failure Rate and Hazard Rate on Competing Risks Data NPP Normalized Power Prior Bayesian Analysis NPRED Predictor Identifier: Nonparametric Prediction NPStability Rank-Based Stability Index (RSI) for Genotype by Environment Studies NPflow Bayesian Nonparametrics for Automatic Gating of Flow-Cytometry Data NRMSampling Sampling Design and Estimation Methods for Natural Resource Management NRMstatsML Statistical and Machine Learning Engine for Long-Term Natural Resource Management Data NRejections Metrics for Multiple Testing with Correlated Outcomes NSM3 Functions and Datasets to Accompany Hollander, Wolfe, and Chicken - Nonparametric Statistical Methods, Third Edition NSMM Non-Stationary Multivariate (Copula-Based) Framework, Hydrological Applications NSO1212 National Statistical Office of Mongolia's Open Data API Handler NSR 'Native Status Resolver' NST Normalized Stochasticity Ratio NScluster Simulation and Estimation of the Neyman-Scott Type Spatial Cluster Models NTLKwIEx Computation of NTLKwIEx Distribution Properties NTS Nonlinear Time Series Analysis NTSS Nonparametric Tests in Spatial Statistics NU.Learning Nonparametric and Unsupervised Learning from Cross-Sectional Observational Data NUCOMBog NUtrient Cycling and COMpetition Model Undisturbed Open Bog Ecosystems in a Temperate to Sub-Boreal Climate NUETON Nitrogen Use Efficiency Toolkit on Numerics NUSS Mixed N-Grams and Unigram Sequence Segmentation NVAR Nonlinear Vector Autoregression Models NVCSSL Nonparametric Varying Coefficient Spike-and-Slab Lasso NaileR Interpreting Latent Variables with AI NameNeedle Using Needleman-Wunsch to Match Sample Names NatParksPalettes Color Palettes Inspired by National Parks NatureSounds Animal Sounds for Bioacustic Analysis NbClust Determining the Best Number of Clusters in a Data Set NeEDS4BigData New Experimental Design Based Subsampling Methods for Big Data NeStage Effective Population Size from Stage-Structured Populations Nebulosa Single-Cell Data Visualisation Using Kernel Gene-Weighted Density Estimation Necklaces Necklaces and Bracelets NegBinBetaBinreg Negative Binomial and Beta Binomial Bayesian Regression Models NegativeControlOutcomeAdjustment Estimation of Vaccine Efficacy using Negative Control Outcomes Neighboot Neighborhood Bootstrap Method for RDS Nematode Ecological Indices Calculator for Nematode Communities NestMRMC Single Reader Between-Cases AUC Estimator in Nested Data NestedMenu A Nested Menu Widget for 'Shiny' Applications Nestimate Network Estimation, Bootstrap, and Higher-Order Analysis NetCluster Clustering for networks NetCoupler Inference of Causal Links Between a Network and an External Variable NetDA Network-Based Discriminant Analysis Subject to Multi-Label Classes NetExplorer Network Explorer NetGreg Network-Guided Penalized Regression (NetGreg) NetIndices Estimating Network Indices, Including Trophic Structure of Foodwebs in R NetInt Methods for Unweighted and Weighted Network Integration NetLogoR Build and Run Spatially Explicit Agent-Based Models NetMix Dynamic Mixed-Membership Network Regression Model NetOrigin Origin Estimation for Propagation Processes on Complex Networks NetPreProc Network Pre-Processing and Normalization NetRep Permutation Testing Network Module Preservation Across Datasets NetSci Calculates Basic Network Measures Commonly Used in Network Medicine NetSimR Actuarial Functions for Non-Life Insurance Modelling NetSurvProx 'NetSurvProx': Network-Based Survival Analysis via Proximal Methods NetVAR Network Structures in VAR Models NetWeaver Graphic Presentation of Complex Genomic and Network Data Analysis NetworkChange Bayesian Package for Network Changepoint Analysis NetworkComparisonTest Statistical Comparison of Two Networks Based on Several Invariance Measures NetworkComparr Statistical Comparison of Networks NetworkDistance Distance Measures for Networks NetworkExtinction Extinction Simulation in Ecological Networks NetworkInference Inferring Latent Diffusion Networks NetworkReg Generalized Linear Regression Models on Network-Linked Data with Statistical Inference NetworkRiskMeasures Risk Measures for (Financial) Networks NetworkToolbox Methods and Measures for Brain, Cognitive, and Psychometric Network Analysis NeuDist Univariate Continuous Distributions with Model Diagnostics NeuralEstimators Likelihood-Free Parameter Estimation using Neural Networks NeuralNetTools Visualization and Analysis Tools for Neural Networks NeuralSens Sensitivity Analysis of Neural Networks NeuroDataSets A Comprehensive Collection of Neuroscience and Brain-Related Datasets NeuroDecodeR Decode Information from Neural Activity NeutroCODsAnalysis Neutrosophic Analysis Crossover Designs NeutroIBDAnalysis Neutrosophic Analysis of Incomplete Block Designs NeutroRCDsAnalysis Neutrosophic Analysis of Row Column Designs Newdistns Computes Pdf, Cdf, Quantile and Random Numbers, Measures of Inference for 19 General Families of Distributions NewmanOmics Extending the Newman Studentized Range Statistic to Transcriptomics NiLeDAM Monazite Dating for the NiLeDAM Team NightDay Night and Day Boundary Plot Function NipponMap Japanese Map Data and Functions NitrogenUptake2016 Data and Source Code From: Nitrogen Uptake and Allocation Estimates for Spartina Alterniflora and Distichlis Spicata NlcOptim Solve Nonlinear Optimization with Nonlinear Constraints NlinTS Models for Non Linear Causality Detection in Time Series NlsyLinks Utilities and Kinship Information for Research with the NLSY Nmisc Miscellaneous Functions Used at 'Numeract LLC' Nmix Bayesian Inference on Univariate Normal Mixtures NoSleepR Prevent System Sleep During Long R Tasks NobBS Nowcasting by Bayesian Smoothing NonCompart Noncompartmental Analysis for Pharmacokinetic Data NonNorMvtDist Multivariate Lomax (Pareto Type II) and Its Related Distributions NonParRolCor a Non-Parametric Statistical Significance Test for Rolling Window Correlation NonProbEst Estimation in Nonprobability Sampling NonlinearDiD Staggered Difference-in-Differences with Nonlinear Outcomes NonlinearTSA Nonlinear Time Series Analysis Nonpareil Metagenome Coverage Estimation and Projections for 'Nonpareil' NormData Derivation of Regression-Based Normative Data NormExpression Normalize Gene Expression Data using Evaluated Methods NormPsy Normalisation of Psychometric Tests NormalLaplace The Normal Laplace Distribution NormalityAssessment A Graphical User Interface for Testing Normality Visually NostalgiR Advanced Text-Based Plots NovelDistns Computes PDF, CDF, Quantile, Random Numbers and Measures of Inference for 3 General Families of Distributions NoviceDeveloperResources Resources to Assist Novice Developers NoviceDeveloperResources2 Further Resources to Assist Novice Developers NumericEnsembles Automatically Runs 18 Individual and 14 Ensembles of Models Numero Statistical Framework to Define Subgroups in Complex Datasets NutrienTrackeR Food Composition Information and Dietary Assessment OAIHarvester Harvest Metadata Using OAI-PMH Version 2.0 OBASpatial Objective Bayesian Analysis for Spatial Regression Models OBIC Calculate the Open Bodem Index (OBI) Score OBL Optimum Block Length OBMbpkg Estimate the Population Size for the Mb Capture-Recapture Model OBRE Optimal B-Robust Estimator Tools OBsMD Objective Bayesian Model Discrimination in Follow-Up Designs OCNet Optimal Channel Networks OCSdata Download Data from the 'Open Case Studies' Repository ODMeans OD-Means: k-Means for Origin-Destination ODRF Oblique Decision Random Forest for Classification and Regression ODS Statistical Methods for Outcome-Dependent Sampling Designs ODT Optimal Decision Trees Algorithm ODataQuery Querying on 'OData' OECD Search and Extract Data from the OECD OEFPIL Optimal Estimation of Function Parameters by Iterated Linearization OGI Objective General Index OHPL Ordered Homogeneity Pursuit Lasso for Group Variable Selection OLCPM Online Change Point Detection for Matrix-Valued Time Series OLSengine Transparent and Assisted Linear Modeling Engine OLStrajr Ordinary Least Squares Trajectory Analysis ONAM Fitting Interpretable Neural Additive Models Using Orthogonalization ONEST Observers Needed to Evaluate Subjective Tests OOBCurve Out of Bag Learning Curve OOR Optimistic Optimization in R OPC The Online Principal Component Estimation Method OPCreg Online Principal Component Regression for Online Datasets OPDOE Optimal Design of Experiments OPI Open Perimetry Interface OPL Optimal Policy Learning OPSR Ordered Probit Switching Regression OPTS Optimization via Subsampling (OPTS) OPTeCD Optimal Partial Tetra-Allele Cross Designs OPTtesting Optimal Testing ORCME Order Restricted Clustering for Microarray Experiments ORFID Manage and Summarize Data from Oregon RFID ORMR and ORSR Antenna Readers ORION Ordinal Relations ORIONZ.G EAP Scoring in Exploratory FA Solutions with Correlated Residuals ORKM The Online Regularized K-Means Clustering Algorithm ORTH.Ord Alternating Logistic Regression with Orthogonalized Residuals for Correlated Ordinal Outcomes ORTSC Connects to Google Cloud API for Label Detection ORscraper Extract Information from Clinical Reports from 'Oncomine Reporter' and NCBI 'ClinVar' OSAT OSAT: Optimal Sample Assignment Tool OSCARS Global Bounded Optimization by the OSCARS-II Algorithm OSCV One-Sided Cross-Validation OSDR Finds an Optimal System of Distinct Representatives OSFD Output Space-Filling Design OSIRCR Cosine Regression-Based Online Sliced Inverse Regression Algorithm OSLdecomposition Signal Component Analysis for Optically Stimulated Luminescence OSMscale Add a Scale Bar to 'OpenStreetMap' Plots OSNMTF Orthogonal Sparse Non-Negative Matrix Tri-Factorization OSsurvival Assessing Surrogacy with a Censored Outcome OTBsegm Apply Unsupervised Segmentation Algorithms from 'OTB' OTE Optimal Trees Ensembles for Regression, Classification and Class Membership Probability Estimation OTRselect Variable Selection for Optimal Treatment Decision OTUtable North Temperate Lakes - Microbial Observatory 16S Time Series Data and Functions OTclust Mean Partition, Uncertainty Assessment, Cluster Validation and Visualization Selection for Cluster Analysis OTrecod Data Fusion using Optimal Transportation Theory OUwie Analysis of Evolutionary Rates in an OU Framework OVL.CI Inference on the Overlap Coefficient OVtool Omitted Variable Tool OWEA Optimal Weight Exchange Algorithm for Optimal Designs for Three Models Oarray Arrays with Arbitrary Offsets OasisR Outright Tool for the Analysis of Spatial Inequalities and Segregation Observation Collect and Process Physical Activity Direct Observation Data OceanView Visualisation of Oceanographic Data and Model Output OddsPlotty Odds Plot to Visualise a Logistic Regression Model OdysseusCharacterizationModule Handy and Minimalistic Common Data Model Characterization OdysseusPathwayModule Cohort Pathway Analysis with Pre-Index Event Support OdysseusSurvivalModule Cohort-Based Single-Event Survival Utilities OenoKPM Modeling the Kinetics of Carbon Dioxide Production in Alcoholic Fermentation OhdsiReportGenerator Observational Health Data Sciences and Informatics Report Generator OhdsiShinyAppBuilder Viewing Observational Health Data Sciences and Informatics Results via 'shiny' Modules Ohit OGA+HDIC+Trim and High-Dimensional Linear Regression Models OkNNE A k-Nearest Neighbours Ensemble via Optimal Model Selection for Regression OlinkAnalyze Facilitate Analysis of Proteomic Data from Olink OlinkAnalyzeVignettes Vignettes for Analyzing Data using 'OlinkAnalyze' OlympicRshiny 'Shiny' Application for Olympic Data OmegaG Omega-Generic: Composite Reliability of Multidimensional Measures OmicFlow Fast and Efficient (Automated) Analysis of Sparse Omics Data OmicKriging Poly-Omic Prediction of Complex TRaits OmicNavigator Open-Source Software for 'Omic' Data Analysis and Visualization OmicNetR Network-Based Integration of Multi-Omics Data Using Sparse CCA OmicSense Biosensor Development using Omics Data OmicsPLS Data Integration with Two-Way Orthogonal Partial Least Squares OmicsPrepR Unified Preprocessing Toolkit for Proteomics and Metabolomics OmicsQC Nominating Quality Control Outliers in Genomic Profiling Studies Omisc DeFries-Fulker Analysis and Univariate Bootstrapping OmopConstructor Build Tables in the OMOP Common Data Model OmopOnSpark Using a Common Data Model on 'Spark' OmopSketch Characterise Tables of an OMOP Common Data Model Instance OmopStudyBuilder Build Reproducible Network Studies for OMOP Common Data Model OmopViewer Visualise OMOP Results using 'shiny' Applications OnAge Test of Between-Group Differences in the Onset of Senescence OncoDataSets A Comprehensive Collection of Cancer Types and Cancer-Related Datasets OncoSubtype Predict Cancer Subtypes Based on TCGA Data using Machine Learning Method Oncofilterfast Aids in the Analysis of Genes Influencing Cancer Survival Oncotree Estimating Oncogenetic Trees One4All Validate, Share, and Download Data OneArm2stage Phase II Single-Arm Two-Stage Designs with Time-to-Event Outcomes OneArmTTE One-Arm Clinical Trial Designs for Time-to-Event Endpoint OneR One Rule Machine Learning Classification Algorithm with Enhancements OneSampleLogRankTest One-Sample Log-Rank Test OneSampleMR One Sample Mendelian Randomization and Instrumental Variable Analyses OneStep One-Step Estimation OneTwoSamples Deal with One and Two (Normal) Samples OnlineSurr Surrogate Evaluation for Jointly Longitudinal Outcome and Surrogate OnomasticDiversity Onomastic Diversity Measures OofAExp Order-of-Addition Experiments OpEnCAST Optimized Ensemble Model for C and A Methylation Search in Plant OpEnHiMR Optimization Based Ensemble Model for Prediction of Histone Modifications in Rice OpeNoise Environmental Noise Pollution Data Analysis Open.Visualization.Academy Content to Support Classes Taught Through the Open Visualization Academy OpenBARD Open British Arboricultural Record Dataset OpenCL Interface allowing R to use OpenCL OpenImageR An Image Processing Toolkit OpenML Open Machine Learning and Open Data Platform OpenMindat Quickly Retrieve Datasets from the 'Mindat' API OpenMx Extended Structural Equation Modelling OpenRange Code to Access Open Access Species Range Maps OpenRepGrid Tools to Analyze Repertory Grid Data OpenRepGrid.ic Interpretive Clustering for Repertory Grids OpenSourceAP.DownloadR Download Open Source Asset Pricing (OpenAP) Data Directly OpenSpecy Analyze, Process, Identify, and Share Raman and (FT)IR Spectra OpenStreetMap Access to Open Street Map Raster Images Opportunistic Routing Distribution, Broadcasts, Transmissions and Receptions in an Opportunistic Network Opt5PL Optimal Designs for the 5-Parameter Logistic Model OptCirClust Circular, Periodic, or Framed Data Clustering: Fast, Optimal, and Reproducible OptGS Near-Optimal Group-Sequential Designs for Continuous Outcomes OptHedging Estimation of value and hedging strategy of call and put options. OptHoldoutSize Estimation of Optimal Size for a Holdout Set for Updating a Predictive Score OptM Estimating the Optimal Number of Migration Edges from 'Treemix' OptOTrials Optimal Two-Stage Designs for Ordered Categorical Outcomes OptSig Optimal Level of Significance for Regression and Other Statistical Tests OptimModel Perform Nonlinear Regression Using 'optim' as the Optimization Engine OptimaRegion Confidence Regions for Optima of Response Surfaces OptimalBinningWoE Optimal Binning and Weight of Evidence Framework for Modeling OptimalCutpoints Computing Optimal Cutpoints in Diagnostic Tests OptimalDesign A Toolbox for Computing Efficient Designs of Experiments OptimalRerandExpDesigns Optimal Rerandomization Experimental Designs OptimalSurrogate Model Free Approach to Quantifying Surrogacy OptimalTiming Optimal Timing Identification OptionPricing Option Pricing with Efficient Simulation Algorithms OralOpioids Retrieving Oral Opioid Information Orangutan Automated Analysis of Phenotypic Data Orcs Omnidirectional R Code Snippets OrdCD Ordinal Causal Discovery OrdFacReg Least Squares, Logistic, and Cox-Regression with Ordered Predictors OrdMonReg Compute Least Squares Estimates of One Bounded or Two Ordered Isotonic Regression Curves OrdNor Concurrent Generation of Ordinal and Normal Data with Given Correlation Matrix and Marginal Distributions OrgHeatmap Visualization Tool for Numerical Data on Human/Mouse Organs and Organelles OrgMassSpecR Organic Mass Spectrometry OrganismDbi Software to enable the smooth interfacing of different database packages OrigamiPlot A Visualization Tool Enhancing Radar Plot Visualizations for Multivariate Data OrthoPanels Dynamic Panel Models with Orthogonal Reparameterization of Fixed Effects OryzaProbe Rice Microarray Probe ID Conversion, from Probe ID to RAP-DB ID OscillatorGenerator Generation of Customizable, Discretized Time Series of Oscillating Species OssaNMA Optimal Sample Size and Allocation with a Network Meta-Analysis Ostats O-Stats, or Pairwise Community-Level Niche Overlap Statistics OtsuFire Fire Scars, Severity and Regeneration Mapping Using 'Otsu' Thresholding OtsuSeg Raster Thresholding Using Otsu´s Algorithm OutSeekR Statistical Approach to Outlier Detection in RNA-Seq and Related Data OutcomeWeights Outcome Weights of Treatment Effect Estimators OutliersLearn Educational Outlier Package with Common Outlier Detection Algorithms OutliersO3 Draws Overview of Outliers (O3) Plots OwenQ Owen Q-Function OxSR Soil Iron Oxides via Diffuse Reflectance OxyBS Processing of Oxy-Bisulfite Microarray Data PAC Partition-Assisted Clustering and Multiple Alignments of Networks PACVr Plastome Assembly Coverage Visualization PADOG Pathway Analysis with Down-weighting of Overlapping Genes (PADOG) PAFit Generative Mechanism Estimation in Temporal Complex Networks PAGE Predictor-Assisted Graphical Models under Error-in-Variables PAGFL Joint Estimation of Latent Groups and Group-Specific Coefficients in (Time-Varying) Panel Data Models PAGWAS Pathway Analysis Methods for Genomewide Association Data PAICE Phylogeographic Analysis of Island Colonization Events PAMhm Generate Heatmaps Based on Partitioning Around Medoids (PAM) PAMmisc Miscellaneous Functions for Passive Acoustic Analysis PAMpal Load and Process Passive Acoustic Data PAMscapes Tools for Summarising and Analysing Soundscape Data PANACEA Personalized Network-Based Anti-Cancer Therapy Evaluation PANPRSnext Building PRS Models Based on Summary Statistics of GWAs PAS Polygenic Analysis System (PAS) PASSED Calculate Power and Sample Size for Two Sample Mean Tests PASWR Probability and Statistics with R PASWR2 Probability and Statistics with R, Second Edition PAutilities Streamline Physical Activity Research PBD Protracted Birth-Death Model of Diversification PBIBD Partially Balanced Incomplete Block Designs PBIR Estimating the Probability of Being in Response and Related Outcomes PBImisc A Set of Datasets Used in My Classes or in the Book 'Modele Liniowe i Mieszane w R, Wraz z Przykladami w Analizie Danych' PBNPA Permutation Based Non-Parametric Analysis of CRISPR Screen Data PBSadmb ADMB for R Using Scripts or GUI PBSddesolve Solver for Delay Differential Equations PBSmapping Mapping Fisheries Data and Spatial Analysis Tools PBSmodelling GUI Tools Made Easy: Interact with Models and Explore Data PBtDesigns Partially Balanced t-Designs (PBtDesigns) PCADSC Tools for Principal Component Analysis-Based Data Structure Comparisons PCAPAM50 Enhanced 'PAM50' Subtyping of Breast Cancer PCAmatchR Match Cases to Controls Based on Genotype Principal Components PCAmixdata Multivariate Analysis of Mixed Data PCBN Inference of Pair-Copula Bayesian Networks PCBS Principal Component BiSulfite PCDimension Finding the Number of Significant Principal Components PCFAM Computation of Ancestry Scores with Mixed Families and Unrelated Individuals PCGII Partial Correlation Graph with Information Incorporation PCGSE Principal Component Gene Set Enrichment PCL Proximal Causal Learning PCLassoReg Group Regression Models for Risk Protein Complex Identification PCMBase Simulation and Likelihood Calculation of Phylogenetic Comparative Models PCMBaseCpp Fast Likelihood Calculation for Phylogenetic Comparative Models PCMRS Model Response Styles in Partial Credit Models PCObw Bandwidth Selector with Penalized Comparison to Overfitting Criterion PCPS Principal Coordinates of Phylogenetic Structure PCRA Companion to Portfolio Construction and Risk Analysis PCRedux Quantitative Polymerase Chain Reaction (qPCR) Data Mining and Machine Learning Toolkit as Described in Burdukiewicz (2022) <doi:10.21105/Joss.04407> PCS Calculate the Probability of Correct Selection (PCS) PCSinR Parallel Constraint Satisfaction Networks in R PCovR Principal Covariates Regression PCpluS Piecewise Constant Plus Smooth Regression PDE Extract Tables and Sentences from PDFs with User Interface PDEnaiveBayes Plausible Naive Bayes Classifier Using PDE PDFEstimator Multivariate Nonparametric Probability Density Estimator PDIndex Disease Intensity and Progress Curve Indices for Plant Pathology PDM Photogrammetric Distances Measurer PDMIF Fits Heterogeneous Panel Data Models PDN Personalized Disease Network PDQutils PDQ Functions via Gram Charlier, Edgeworth, and Cornish Fisher Approximations PDSCE Positive Definite Sparse Covariance Estimators PDShiny 'Probability Distribution Shiny' PDXpower Time to Event Outcome in Experimental Designs of Pre-Clinical Studies PDtoolkit Collection of Tools for PD Rating Model Development and Validation PEAXAI Probabilistic Efficiency Analysis Using Explainable Artificial Intelligence PEGroupTesting Population Proportion Estimation using Group Testing PEIMAN2 Post-Translational Modification Enrichment, Integration, and Matching Analysis PEIP Geophysical Inverse Theory and Optimization PELVIS Probabilistic Sex Estimate using Logistic Regression, Based on VISual Traits of the Human Os Coxae PEPBVS Bayesian Variable Selection using Power-Expected-Posterior Prior PERK Predicting Environmental Concentration and Risk PERMANOVA Multivariate Analysis of Variance Based on Distances and Permutations PERSUADE Parametric Survival Model Selection for Decision-Analytic Models PEkit Partition Exchangeability Toolkit PEtests Power-Enhanced (PE) Tests for High-Dimensional Data PFCI Penalized Fast Causal Inference for High-Dimensional Structure Learning PFIM Population Fisher Information Matrix PFLR Estimating Penalized Functional Linear Regression PFW Filtering and Processing Data from Project FeederWatch PGM2 Recursive Construction of Nested Resolvable Designs and Associated Uniform Designs PGRdup Discover Probable Duplicates in Plant Genetic Resources Collections PGaGEV Power Garima-Generalized Extreme Value Distribution PGaovR Analysis of Experimental Data using ANOVA and Mean Comparison PH1XBAR Phase I Shewhart X-Bar Chart PHENIX Phenotypic Integration Index PHENTHAUproc Phenology Modelling of Thaumetopoea Processionea PHEindicatormethods Common Public Health Statistics and their Confidence Intervals PHInfiniteEstimates Tools for Inference in the Presence of a Monotone Likelihood PHSMM Penalised Maximum Likelihood Estimation for Hidden Semi-Markov Models PHYLOGR Functions for Phylogenetically Based Statistical Analyses PHclust Poisson Hurdle Clustering for Sparse Microbiome Data PHeval Evaluation of the Proportional Hazards Assumption and Test for Comparing Survival Curves with a Standardized Score Process PICBayes Bayesian Models for Partly Interval-Censored Data PIE A Partially Interpretable Model with Black-Box Refinement PINMA Improved Methods for Constructing Prediction Intervals for Network Meta-Analysis PINSPlus Clustering Algorithm for Data Integration and Disease Subtyping PINstimation Estimation of the Probability of Informed Trading PJCcalculator PROs-Joint Contrast (PJC) Calculator PJFM Variational Inference for High-Dimensional Joint Frailty Model PK Basic Non-Compartmental Pharmacokinetics PKI Public Key Infrastucture for R Based on the X.509 Standard PKLMtest Classification Based MCAR Test PKNCA Perform Pharmacokinetic Non-Compartmental Analysis PKPDindex Optimal PK/PD Index Finder PKPDsim Tools for Performing Pharmacokinetic-Pharmacodynamic Simulations PKbioanalysis Pharmacokinetic Bioanalysis Experiments Design and Exploration PKconverter The Parameter Converter of the Pharmacokinetic Models PL94171 Tabulate P.L. 94-171 Redistricting Data Summary Files PLEXI Multiplex Network Analysis PLFD Portmanteau Local Feature Discrimination for Matrix-Variate Data PLIS Multiplicity Control using Pooled LIS Statistic PLNmodels Poisson Lognormal Models PLORN Prediction with Less Overfitting and Robust to Noise PLRModels Statistical Inference in Partial Linear Regression Models PLUCR Policy Learning Under Constraint PLindleyROC Receiver Operating Characteristic Based on Power Lindley Distribution PLmixed Estimate (Generalized) Linear Mixed Models with Factor Structures PLreg Power Logit Regression for Modeling Bounded Data PMA Penalized Multivariate Analysis PMCMR Calculate Pairwise Multiple Comparisons of Mean Rank Sums PMCMRplus Calculate Pairwise Multiple Comparisons of Mean Rank Sums Extended PMEvapotranspiration Calculation of the Penman-Monteith Evapotranspiration using Weather Variables PMLE4SCR Pseudo Maximum Likelihood Estimation for Semi-Competing Risks Data PMwR Portfolio Management with R PNADCperiods Identify Reference Periods in Brazil's PNADC Survey Data PNADcIBGE Downloading, Reading and Analyzing PNADC Microdata PNAR Poisson Network Autoregressive Models PNC Phylogenetic Niche Conservatism Analysis for Ecological Communities PND.heter.cluster Estimating the Cluster Specific Treatment Effects in Partially Nested Designs PNDSIBGE Downloading, Reading and Analyzing PNDS Microdata - Package in Development PNSIBGE Downloading, Reading and Analyzing PNS Microdata PNWColors Color Palettes Inspired by Nature in the US Pacific Northwest POCRE Penalized Orthogonal-Components Regression POD Probability of Detection for Qualitative PCR Methods POET Principal Orthogonal ComplEment Thresholding (POET) Method POINT Protein Structure Guided Local Test POMADE Power for Meta-Analysis of Dependent Effects POMS Phylogenetic Organization of Metagenomic Signals POMaSPU Adaptive Association Tests for Multiple Phenotypes using Proportional Odds Model (POM-aSPU) POPInf Assumption-Lean and Data-Adaptive Post-Prediction Inference POSSA Power Simulation for Sequential Analyses and Multiple Hypotheses POSTm Phylogeny-Guided OTU-Specific Association Test for Microbiome Data POSetR Partially Ordered Sets in R POT Generalized Pareto Distribution and Peaks Over Threshold POV Partition of Variation Variance Component Analysis Method PP Person Parameter Estimation PPCDT An Optimal Subset Selection for Distributed Hypothesis Testing PPCI Projection Pursuit for Cluster Identification PPCSexRx Prescribe Sub-Symptom Exercise for Adolescent Concussion PPMR Probabilistic Two Sample Mendelian Randomization PPMiss Copula-Based Estimator for Long-Range Dependent Processes under Missing Data PPQplan Process Performance Qualification (PPQ) Plans in Chemistry, Manufacturing and Controls (CMC) Statistical Analysis PPRL Privacy Preserving Record Linkage PPSFS Partial Profile Score Feature Selection in High-Dimensional Generalized Linear Interaction Models PPTS Point Process Time Series PPTcirc Projected Polya Tree for Circular Data PPbigdata Projection Pursuit for Big Data Based on Data Nuggets PPforest Projection Pursuit Classification Forest PPtreeExt Projection Pursuit Classification Tree Extensions PPtreeViz Projection Pursuit Classification Tree Visualization PQA Perform the Pearson-Quetelet Analysis on Two-Way Contingency Tables PRANA Pseudo-Value Regression Approach for Network Analysis (PRANA) PRBMSdesigns Partially Residual Balanced Multi-Session Designs PRDA Conduct a Prospective or Retrospective Design Analysis PRECAST Embedding and Clustering with Alignment for Spatial Omics Datasets PREPShiny Interactive Document for Preprocessing the Dataset PRIMAL Parametric Simplex Method for Sparse Learning PRIMEplus Study Design for Immunotherapy Clinical Trials PRISM.forecast Penalized Regression with Inferred Seasonality Module - Forecasting Unemployment Initial Claims using 'Google Trends' Data PRISMA Protocol Inspection and State Machine Analysis PRISMA2020 Make Interactive 'PRISMA' Flow Diagrams PRMethods D-Hondt, Sainte-Lague, and Modified Sainte-Lague Methods for Seat Allocation PRNG A Pseudo-Random Number Generator PROJ Generic Coordinate System Transformations Using 'PROJ' PROMETHEE Preference Ranking Organization METHod for Enrichment of Evaluations PROSPER Simulation of Weed Population Dynamics PROreg Patient Reported Outcomes Regression Analysis PROscorer Functions to Score Commonly-Used Patient-Reported Outcome (PRO) Measures and Other Psychometric Instruments PROscorerTools Tools to Score Patient-Reported Outcome (PRO) and Other Psychometric Measures PROsetta Linking Patient-Reported Outcomes Measures PRP Bayesian Prior and Posterior Predictive Replication Assessment PRROC Precision-Recall and ROC Curves for Weighted and Unweighted Data PRTree Probabilistic Regression Trees PReMiuM Dirichlet Process Bayesian Clustering, Profile Regression PResiduals Probability-Scale Residuals and Residual Correlations PSAWR 'Pushshift' API Wrapper for 'Reddit' Submission and Comment Search PSAboot Bootstrapping for Propensity Score Analysis PSAgraphics Propensity Score Analysis Graphics PSCBS Analysis of Parent-Specific DNA Copy Numbers PSDistr Distributions Derived from Normal Distribution PSF Forecasting of Univariate Time Series Using the Pattern Sequence-Based Forecasting (PSF) Algorithm PSGD Projected Subset Gradient Descent PSGoft Modified Lilliefors Goodness-of-Fit Normality Test PSIM Preference Selection Index Method (PSIM) PSIndependenceTest Independence Tests for Two-Way, Three-Way and Four-Way Contingency Tables PSLM2015 Pakistan Social and Living Standards Measurement Survey 2014-15 PSMatch Handling and Managing Peptide Spectrum Matches PSPI Propensity Score Predictive Inference for Generalizability PSPManalysis Analysis of Physiologically Structured Population Models PSRICalc Plant Stress Response Index Calculator PSRICalcSM Plant Stress Response Index Calculator - Softmax Method PSSIM Test of Independence & Image Structural Similarity Measure PSSIM PSSMCOOL Features Extracted from Position Specific Scoring Matrix (PSSM) PSTR Panel Smooth Transition Regression Modelling PSW Propensity Score Weighting Methods for Dichotomous Treatments PScr Estimation for the Power Series Cure Rate Model PSinference Inference for Released Plug-in Sampling Single Synthetic Dataset PSor Semiparametric Principal Stratification Analysis Beyond Monotonicity PSpower Sample Size and Power for Propensity Score Weighted Estimators PSsurvival Propensity Score Methods for Survival Analysis PStrata Principal Stratification Analysis in R PSweight Propensity Score Weighting for Causal Inference with Observational Studies and Randomized Trials PTAk Principal Tensor Analysis on k Modes PTE Personalized Treatment Evaluator PTERP PTE and RP for Optimally-Transformed Surrogate PTMods Managing Post-Translational Modifications in R PTSDdiag Optimize PTSD Diagnostic Criteria PTSR Positive Time Series Regression PTXQC Quality Report Generation for MaxQuant and mzTab Results PTwins Percentile Estimation of Fetal Weight for Twins by Chorionicity PUGMM Parsimonious Ultrametric Gaussian Mixture Models PUMP Power Under Multiplicity Project PUPAK Parameter Estimation, and Plot Visualization of Adsorption Kinetic Models PUPMCR Image-Based Identification of Color Based on Rayner (1970) Terminology and Known Fungal Pigments PUPMSI Moisture Sorption Isotherm Modeling Program PUlasso High-Dimensional Variable Selection with Presence-Only Data PVAClone Population Viability Analysis with Data Cloning PVBcorrect Partial Verification Bias Correction for Diagnostic Accuracy PVR Phylogenetic Eigenvectors Regression and Phylogentic Signal-Representation Curve PWEALL Design and Monitoring of Survival Trials Accounting for Complex Situations PWEV PSO Based Weighted Ensemble Algorithm for Volatility Modelling PWEXP Piecewise Exponential Distribution Prediction Model PWIR Provides a Function to Calculate Prize Winner Indices Based on Bibliometric Data PaLMr Interface for 'Google Pathways Language Model 2 (PaLM 2)' PaRe A Way to Perform Code Review or QA on Other Packages PacketLLM Interactive 'OpenAI' Model Integration in 'RStudio' Pade Padé Approximant Coefficients PairViz Visualization using Graph Traversal PairedData Paired Data Analysis PakPC2017 Pakistan Population Census 2017 PakPC2023 Pakistan Population Census 2023 PakPMICS2014Ch Multiple Indicator Cluster Survey (MICS) 2014 Child Questionnaire Data for Punjab, Pakistan PakPMICS2014HH Multiple Indicator Cluster Survey (MICS) 2014 Household Questionnaire Data for Punjab, Pakistan PakPMICS2014HL Multiple Indicator Cluster Survey (MICS) 2014 Household Listing Questionnaire Data for Punjab, Pakistan PakPMICS2014Wm Multiple Indicator Cluster Survey (MICS) 2014 Women Questionnaire Data for Punjab, Pakistan PakPMICS2018 Multiple Indicator Cluster Survey (MICS) 2017-18 Data for Punjab, Pakistan PakPMICS2018bh Multiple Indicator Cluster Survey (MICS) 2017-18 Birth History of Children Questionnaire Data for Punjab, Pakistan PakPMICS2018fs Multiple Indicator Cluster Survey (MICS) 2017-18 Children Age 5-17 Questionnaire Data for Punjab, Pakistan PakPMICS2018hh Multiple Indicator Cluster Survey (MICS) 2017-18 Household Questionnaire Data for Punjab, Pakistan PakPMICS2018mm Multiple Indicator Cluster Survey (MICS) 2017-18 Maternal Mortality Questionnaire Data for Punjab, Pakistan PakPMICS2018mn Multiple Indicator Cluster Survey (MICS) 2017-18 Men Questionnaire Data for Punjab, Pakistan PamBinaries Read and Process 'Pamguard' Binary Data PanJen A Semi-Parametric Test for Specifying Functional Form PanelCount Random Effects and/or Sample Selection Models for Panel Count Data PanelMatch Matching Methods for Causal Inference with Time-Series Cross-Sectional Data PanelSelect Panel Sample Selection Models PanelTM Two- And Three-Way Dynamic Panel Threshold Regression Model for Change Point Detection PantaRhei Plots Sankey Diagrams ParCC Parameter Converter and Calculator for Health Technology Assessment ParDNAcopy Parallel implementation of the "segment" function of package "DNAcopy" ParallelLogger Support for Parallel Computation, Logging, and Function Automation ParallelTree Visualizing Multilevel Data with Parallel Tree Plots ParamANOVA Fully Parameterizable ANOVA Tests ParamHelpers Helpers for Parameters in Black-Box Optimization, Tuning and Machine Learning Pareto The Pareto, Piecewise Pareto and Generalized Pareto Distribution ParetoPosStable Computing, Fitting and Validating the PPS Distribution Paris2024Colours Color Palettes Inspired by Paris 2024 Olympic and Paralympic Games ParmOff Complex Argument Matching PartCensReg Estimation and Diagnostics for Partially Linear Censored Regression Models Based on Heavy-Tailed Distributions PartialNetwork Estimating Peer Effects Using Partial Network Data PartialTL Partial Transfer Learning for Causal Estimation Partiallyoverlapping Partially Overlapping Samples Tests Path.Analysis Path Coefficient Analysis PathwaySpace Spatial Projection of Network Signals along Geodesic Paths PathwayVote Robust Pathway Enrichment for DNA Methylation Studies Using Ensemble Voting PatientGenerator Generator of Synthetic Patient Data for the OMOP Common Data Model PatientLevelPrediction Develop Clinical Prediction Models Using the Common Data Model PatientProfiles Identify Characteristics of Patients in the OMOP Common Data Model Patterns Deciphering Biological Networks with Patterned Heterogeneous Measurements PeakError Compute the Label Error of Peak Calls PeakSegDP Dynamic Programming Algorithm for Peak Detection in ChIP-Seq Data PeakSegDisk Disk-Based Constrained Change-Point Detection PeakSegJoint Joint Peak Detection in Several ChIP-Seq Samples PeakSegOptimal Optimal Segmentation Subject to Up-Down Constraints PearsonDS Pearson Distribution System PearsonICA Independent Component Analysis using Score Functions from the Pearson System Pedixplorer Pedigree Functions PeerPerformance Luck-Corrected Peer Performance Analysis in R PenCoxFrail Regularization in Cox Frailty Models PenIC Semiparametric Regression Analysis of Interval-Censored Data using Penalized Splines PenguinR A Comprehensive Collection of Penguin Datasets for Statistical Analysis and Experimental Design PepMapViz A Versatile Toolkit for Peptide Mapping, Visualization, and Comparative Exploration Peptides Calculate Indices and Theoretical Physicochemical Properties of Protein Sequences PerFit Person Fit PerMat Performance Metrics in Predictive Modeling PerRegMod Fitting Periodic Coefficients Linear Regression Models Perc Using Percolation and Conductance to Find Information Flow Certainty in a Direct Network PerfMeas Performance Measures for Ranking and Classification Tasks PerformanceAnalytics Econometric Tools for Performance and Risk Analysis PeriodicTable Periodic Table of the Elements PermAlgo Permutational Algorithm to Simulate Survival Data PermCor Robust Permutation Tests of Correlation Coefficients PermutationR Conduct Permutation Analysis of Variance in R PersomicsArray Automated Persomics Array Image Extraction PeruAPIs Access Peruvian Data via Public APIs and Curated Datasets PesticideLoadIndicator Computes Danish Pesticide Load Indicator PhaseGMM Phase-Function Based Estimation and Inference for Linear Errors-in-Variables (EIV) Models PhaseType Inference for Phase-Type Distributions PhaseTypeR General-Purpose Phase-Type Functions PheCAP High-Throughput Phenotyping with EHR using a Common Automated Pipeline PheNorm Unsupervised Gold-Standard Label Free Phenotyping Algorithm for EHR Data PheVis Automatic Phenotyping of Electronic Health Record at Visit Resolution PhenoSpectra Multispectral Data Analysis and Visualization Phenotype A Tool for Phenotypic Data Processing PhenotypeR Assess Study Cohorts Using a Common Data Model Phi2rho Owen's T Function and Bivariate Normal Integral PhilipsHue R Interface to the Philips Hue API PhoneValidator Client for 'GenderAPI.io' Phone Number Validation and Formatter API PhotoGEA Photosynthetic Gas Exchange Analysis PhotosynQ Connect to PhotosynQ PhySortR A Fast, Flexible Tool for Sorting Phylogenetic Trees PhylogeneticEM Automatic Shift Detection using a Phylogenetic EM PhysActBedRest Marks Periods of 'Bedrest' in Actigraph Accelerometer Data PhysicalActivity Process Accelerometer Data for Physical Activity Measurement PhysioIndexR Physiological and Stress Indices for Crop Evaluation PhytoIn Vegetation Analysis and Forest Inventory PhytosanitaryCalculator Phytosanitary Calculator for Inspection Plans Based on Risks PiC Pointcloud Interactive Computation PieGlyph Axis Invariant Scatter Pie Plots Pijavski Global Univariate Minimization Pinference Probability Inference for Propositional Logic PivotalP Prediction for Future Data from Mixture Distributions Gamma, Beta, Weibull and Normal PlackettLuce Plackett-Luce Models for Rankings Planesmuestra Functions for Calculating Dodge Romig, MIL STD 105E and MIL STD 414 Acceptance Sampling Plan PlanetNICFI Processing of the 'Planet NICFI' Satellite Imagery PlasmaMutationDetector Tumor Mutation Detection in Plasma PlateVision Automated qPCR Analysis and Visual Quality Control PlatformDesign Optimal Two-Period Multiarm Platform Design with New Experimental Arms Added During the Trial PlayerChart Generate Pizza Chart: Player Stats 0-100 PlayerRatings Dynamic Updating Methods for Player Ratings Estimation PlotBivInvGaus Density Contour Plot for Bivariate Inverse Gaussian Distribution PlotContour Plot Contour Line PlotFTIR Plot FTIR Spectra PlotNormTest Graphical Univariate/Multivariate Assessments for Normality Assumption PlotPrjNetworks Useful Networking Tools for Project Management PlotTools Extended Tools for Continuous Legends, Polygon Manipulation, and Visual Display of Categorical Data PnT Peak Finder PoDBAY Vaccine Efficacy Estimation Package PoPdesign Posterior Predictive (PoP) Design for Phase I Clinical Trials PoSI Valid Post-Selection Inference for Linear LS Regression PoSIAdjRSquared Post-Selection Inference for Adjusted R Squared PogromcyDanych DataCrunchers (PogromcyDanych) is the Massive Online Open Course that Brings R and Statistics to the People PoiClaClu Classification and Clustering of Sequencing Data Based on a Poisson Model PointFore Interpretation of Point Forecasts as State-Dependent Quantiles and Expectiles PointedSDMs Fit Models Derived from Point Processes to Species Distributions using 'inlabru' PoisBinNonNor Data Generation with Poisson, Binary and Continuous Components PoisBinOrd Data Generation with Poisson, Binary and Ordinal Components PoisBinOrdNonNor Generation of Up to Four Different Types of Variables PoisBinOrdNor Data Generation with Poisson, Binary, Ordinal and Normal Components PoisNonNor Simultaneous Generation of Count and Continuous Data PoisNor Simultaneous Generation of Multivariate Data with Poisson and Normal Marginals PoissonBinomial Efficient Computation of Ordinary and Generalised Poisson Binomial Distributions PoissonMultinomial The Poisson-Multinomial Distribution PoissonPCA Poisson-Noise Corrected PCA PolarCAP Access the Polarization in Comparative Attitudes Project PolicyPortfolios Tools for Managing, Measuring and Visualizing Policy Portfolios PolisheR Interfacing 'NaileR' with 'Shiny' Poly4AT Access 'INVEKOS' API for Field Polygons PolyHaplotyper Assignment of Haplotypes Based on SNP Dosages in Diploids and Polyploids PolyMigR Analysis of Polyphenol Migration from Packaging Films PolyPatEx Paternity Exclusion in Autopolyploid Species PolyTree Estimate Causal Polytree from Data Polychrome Qualitative Palettes with Many Colors PolycrossDesigns Polycross Designs ("PolycrossDesigns") PolynomF Polynomials in R Pomic Pattern Oriented Modelling Information Criterion PoolBal Balancing Central and Marginal Rejection of Pooled p-Values PoolDilutionR Calculate Gross Biogeochemical Flux Rates from Isotope Pool Dilution Data PooledCohort Predicted Risk for CVD using Pooled Cohort Equations, PREVENT Equations, and Other Contemporary CVD Risk Calculators PooledMeanGroup Pooled Mean Group Estimation of Dynamic Heterogenous Panels PopComm Population-Level Cell-Cell Communication Analysis Tools PopED Population (and Individual) Optimal Experimental Design PopGenHelpR Streamline Population Genomic and Genetic Analyses PopGenReport A Simple Framework to Analyse Population and Landscape Genetic Data PopPsiSeqR Process and Visualize Evolve & Resequence Experiments PopVar Genomic Breeding Tools: Genetic Variance Prediction and Cross-Validation PopulateR Create Data Frames for the Micro-Simulation of Human Populations PopulationGrowthR Linear Population Growth Scenarios PortalHacienda Acceder Con R a Los Datos Del Portal De Hacienda PortfolioAnalytics Portfolio Analysis, Including Numerical Methods for Optimization of Portfolios PortfolioOptim Small/Large Sample Portfolio Optimization PortfolioTesteR Test Investment Strategies with English-Like Code PosRatioDist Quotient of Random Variables Conditioned to the Positive Quadrant PosiR Post-Selection Inference via Simultaneous Confidence Intervals PostcodesioR API Wrapper Around 'Postcodes.io' PosteriorBootstrap Non-Parametric Sampling with Parallel Monte Carlo PottsUtils Utility Functions of the Potts Models PowRPriori Power Analysis via Data Simulation for (Generalized) Linear Mixed Effects Models PoweR Computation of Power and Level Tables for Hypothesis Tests PoweREST A Bootstrap-Based Power Estimation Tool for Spatial Transcriptomics Power2Stage Power and Sample-Size Distribution of 2-Stage Bioequivalence Studies PowerSDI Calculate Standardised Drought Indices Using NASA POWER Data PowerTOST Power and Sample Size for (Bio)Equivalence Studies PrInDT Prediction and Interpretation in Decision Trees for Classification and Regression PracTools Designing and Weighting Survey Samples PracticalEquiDesign Design of Practical Equivalence Trials PreKnitPostHTMLRender Pre-Knitting Processing and Post HTML-Rendering Processing PreProcess Basic Functions for Pre-Processing Microarrays PreProcessRecordLinkage Preprocessing Record Linkage PreProcessing Various Preprocessing Transformations of Numeric Data Matrices PreciseSums Accurate Floating Point Sums and Products PredPsych Predictive Approaches in Psychology PredTest Preparing Data For, and Calculating the Prediction Test PredictABEL Assessment of Risk Prediction Models PredictionR Prediction for Future Data from any Continuous Distribution PredictorSelect Out-of-Sample Predictability in Predictive Regressions with Many Predictor Candidates PresenceAbsence Presence-Absence Model Evaluation PressPurt Indeterminacy of Networks via Press Perturbations PrettyCols Pretty Colour Palettes PriceIndices Calculating Bilateral and Multilateral Price Indexes PriorGen Generates Prior Distributions for Proportions PrivateLR Differentially Private Regularized Logistic Regression ProAE PRO-CTCAE Scoring, Analysis, and Graphical Tools ProActive Detect Elevations and Gaps in Mapped Sequencing Read Coverage ProDenICA Product Density Estimation for ICA using Tilted Gaussian Density Estimates ProFAST Probabilistic Factor Analysis for Spatially-Aware Dimension Reduction ProPublicaR Access Functions for ProPublica's APIs ProSGPV Penalized Regression with Second-Generation P-Values ProSportsDraftData Professional Sports Draft Data ProTrackR Manipulate and Play 'ProTracker' Modules ProTrackR2 Manipulate and Play 'ProTracker' Modules ProbBayes Probability and Bayesian Modeling ProbBreed Probability Theory for Selecting Candidates in Plant Breeding ProbMarg Computing Logit & Probit Predicted Probabilities & Marginal Effects ProbSamplingI Probabilistic Sampling Design and Strategies ProbYX Inference for the Stress-Strength Model R = P(Y<X) ProbeDeveloper Develop Hybridization Probes ProbitSpatial Probit with Spatial Dependence, SAR, SEM and SARAR Models ProcData Process Data Analysis ProcMod Informative Procrustean Matrix Correlation ProduceR Concise and Efficient Tools for Everyday Statistical Production ProfessR Grades Setting and Exam Maker ProfileGLMM Bayesian Profile Regression using Generalised Linear Mixed Models ProfileLadder Functional-Based Chain Ladder for Claims Reserving ProfileLikelihood Profile Likelihood for a Parameter in Commonly Used Statistical Models ProjectManagement Management of Deterministic and Stochastic Projects ProjectTemplate Automates the Creation of New Statistical Analysis Projects ProjectionBasedClustering Projection Based Clustering ProliferativeIndex Calculates and Analyzes the Proliferative Index PrometheeTools PROMETHEE and GLNF for Ranking and Sorting Problems PropCIs Various Confidence Interval Methods for Proportions PropClust Propensity Clustering and Decomposition PropScrRand Propensity Score Methods for Assigning Treatment in Randomized Trials ProtGenerics Generic infrastructure for Bioconductor mass spectrometry packages ProteinPCA Principal Component Analysis (PCA) Tool on Protein Expression Data ProteoBayes Bayesian Statistical Tools for Quantitative Proteomics ProteoMM Multi-Dataset Model-based Differential Expression Proteomics Analysis Platform ProxReg Linear Models for Prediction and Classification using Proximal Operators Przewodnik Datasets and Functions Used in the Book 'Przewodnik po Pakiecie R' PsiUEngineRL Homotopy Type Theory Engine for Reinforcement Learning Pstat Assessing Pst Statistics PsyControl CUSUM Person Fit Statistics PsyToolkit Analysis Tools for 'PsyToolkit' PsychWordVec Word Embedding Research Framework for Psychological Science PtProcess Time Dependent Point Process Modelling PubChemR Interface to the 'PubChem' Database for Chemical Data Retrieval PubMatrixR PubMed Pairwise Co-Occurrence Matrix Construction and Visualization PubMedMining Text-Mining of the 'PubMed' Repository PubMedWordcloud 'Pubmed' Word Clouds PublicationBias Sensitivity Analysis for Publication Bias in Meta-Analyses PublicationBiasBenchmark Benchmark for Publication Bias Correction Methods Publish Format Output of Various Routines in a Suitable Way for Reports and Publication PulmoDataSets A Curated Collection of Pulmonary and Respiratory Disease Datasets PupilPre Preprocessing Pupil Size Data PupillometryR A Unified Pipeline for Pupillometry Data PurpleAir Query the 'PurpleAir' Application Programming Interface PurpleAirAPI Historical Data Retrieval from 'PurpleAir' Sensors via API Pursuit Projection Pursuit Pv3Rs Estimate the Cause of Recurrent Vivax Malaria using Genetic Data PvSTATEM Reading, Quality Control and Preprocessing of MBA (Multiplex Bead Assay) Data PwePred Event/Timeline Prediction Model Based on Piecewise Exponential PwrGSD Power in a Group Sequential Design PxWebApiData PX-Web Data by API PytrendsLongitudinalR Create Longitudinal Google Trends Data Q2q Interpolating Age-Specific Mortality Rates at All Ages Q7 Types and Features for Object Oriented Programming QAEnsemble Ensemble Quadratic and Affine Invariant Markov Chain Monte Carlo QAIG Automatic Item Generator for Quantitative Multiple-Choice Items QBMS Query the Breeding Management System(s) QCA Qualitative Comparative Analysis QCAcluster Tools for the Analysis of Clustered Data in QCA QCEWAS Fast and Easy Quality Control of EWAS Results Files QCGWAS Quality Control of Genome Wide Association Study Results QCSIS Sure Independence Screening via Quantile Correlation and Composite Quantile Correlation QCSimulator A 5-Qubit Quantum Computing Simulator QDComparison Modern Nonparametric Tools for Two-Sample Quantile and Distribution Comparisons QF Density, Cumulative and Quantile Functions of Quadratic Forms QFASA Quantitative Fatty Acid Signature Analysis QFRM Pricing of Vanilla and Exotic Option Contracts QFeatures Quantitative features for mass spectrometry data QGA Quantum Genetic Algorithm QGameTheory Quantum Game Theory Simulator QGglmm Estimate Quantitative Genetics Parameters from Generalised Linear Mixed Models QHOT QTL Hotspot Detection QHScrnomo Construct Nomograms for Competing Risks Regression Models QI Quantity-Intensity Relationship of Soil Potassium QQreflimits Reference Limits using QQ Methodology QR QR Factorization without Pivoting QR.break Structural Breaks in Quantile Regression QRAGadget A 'Shiny' Gadget for Interactive 'QRA' Visualizations QRISK3 10-Year Cardiovascular Disease Risk Calculator (QRISK3 2017) QRIpkg Quantile Regression Index Score QRM Provides R-Language Code to Examine Quantitative Risk Management Concepts QRank A Novel Quantile Regression Approach for eQTL Discovery QSARdata Quantitative Structure Activity Relationship (QSAR) Data Sets QSutils Quasispecies Diversity QTE.RD Quantile Treatment Effects under the Regression Discontinuity Design QTL.gCIMapping QTL Genome-Wide Composite Interval Mapping QTL.gCIMapping.GUI QTL Genome-Wide Composite Interval Mapping with Graphical User Interface QTLEMM QTL EM Algorithm Mapping and Hotspots Detection QTLRel Tools for Mapping of Quantitative Traits of Genetically Related Individuals and Calculating Identity Coefficients from Pedigrees QUALYPSO Partitioning Uncertainty Components of an Incomplete Ensemble of Climate Projections QWDAP Quantum Walk-Based Data Analysis and Prediction QZ Generalized Eigenvalues and QZ Decomposition Qapprox Approximation to the Survival Functions of Quadratic Forms of Gaussian Variables Qest Quantile-Based Estimator Qindex Continuous and Dichotomized Index Predictors Based on Distribution Quantiles Qindex.data Data for Package 'Qindex' QoLMiss Scales Score Calculation from Quality of Life Data Qploidy Estimation of Ploidy and Detection of Aneuploidy Using Genotyping Data QregBB Block Bootstrap Methods for Quantile Regression in Time Series QsRutils R Functions Useful for Community Ecology Qtools Utilities for Quantiles QuClu Quantile-Based Clustering Algorithms QuESTr Constructing Quantitative Environment Sensor using Transcriptomes QuICSeedR Analyze Data for Fluorophore-Assisted Seed Amplification Assays QuadRoot Quadratic Root for any Quadratic Equation QuadratiK Collection of Methods Constructed using Kernel-Based Quadratic Distances QualityMeasure Methods for Analyzing Quality Measure Performance QuanDA Quantile-Based Discriminant Analysis for High-Dimensional Imbalanced Classification QuantBondCurves Calculates Bond Values and Interest Rate Curves for Finance QuantPsyc Quantitative Psychology Tools QuantRegGLasso Adaptively Weighted Group Lasso for Semiparametric Quantile Regression Models QuantileGH Quantile Least Mahalanobis Distance Estimator for Tukey g-&-h Mixture QuantileNPCI Nonparametric Confidence Intervals for Quantiles QuantileOnQuantile Quantile-on-Quantile Regression Analysis QuantilePeer Quantile Peer Effect Models Quartet Comparison of Phylogenetic Trees Using Quartet and Split Measures QuickExplore Interactive Dataset Explorer for 'R' and 'SAS' and Other Data Formats QuickJSR Interface for the 'QuickJS-NG' Lightweight 'JavaScript' Engine QurvE Robust and User-Friendly Analysis of Growth and Fluorescence Curves Qval The Q-Matrix Validation Methods Framework R.AlphA.Home Feel at Home using R, Thanks to Shortcuts Functions Making it Simple R.ComDim Common Dimensions (ComDim) Multi-Block Analysis R.cache Fast and Light-Weight Caching (Memoization) of Objects and Results to Speed Up Computations R.devices Unified Handling of Graphics Devices R.filesets Easy Handling of and Access to Files Organized in Structured Directories R.huge Methods for Accessing Huge Amounts of Data [deprecated] R.matlab Read and Write MAT Files and Call MATLAB from Within R R.methodsS3 S3 Methods Simplified R.oo R Object-Oriented Programming with or without References R.rsp Dynamic Generation of Scientific Reports R.temis Integrated Text Mining Solution R.utils Various Programming Utilities R0 Estimation of R0 and Real-Time Reproduction Number from Epidemics R1magic Compressive Sampling: Sparse Signal Recovery Utilities R2Addhaz R2 Measure of Explained Variation under the Additive Hazards Model R2BEAT Multistage Sampling Allocation and Sample Selection R2BayesX Estimate Structured Additive Regression Models with 'BayesX' R2D2ordinal Implements Pseudo-R2D2 Prior for Ordinal Regression R2DT Translation of Base R-Like Functions for 'data.table' Objects R2HTML HTML Exportation for R Objects R2MLwiN Running 'MLwiN' from Within R R2OpenBUGS Running OpenBUGS from R R2ROC AUC Statistics R2WinBUGS Running 'WinBUGS' and 'OpenBUGS' from 'R' / 'S-PLUS' R2admb 'ADMB' to R Interface Functions R2jags Using R to Run 'JAGS' R2sample Various Methods for the Two Sample Problem R2ucare Goodness-of-Fit Tests for Capture-Recapture Models R3port Report Functions to Create HTML and PDF Files R4GoodPersonalFinances Make Optimal Financial Decisions R4HCR R for Health Care Research R4RNA An R package for RNA visualization and analysis R6 Encapsulated Classes with Reference Semantics R62S3 Automatic Method Generation from R6 R6DS R6 Reference Class Based Data Structures R6P Design Patterns in R R6causal R6 Class for Structural Causal Models RABR Simulations for Response Adaptive Block Randomization Design RAC R Package for Aqua Culture RADanalysis Normalization and Analysis of Rank Abundance Distributions RADstackshelpR Optimize the De Novo Stacks Pipeline via R RAFS Robust Aggregative Feature Selection RAGFlowChainR Retrieval-Augmented Generation (RAG) Workflows in R with Local and Web Search RAINBOWR Genome-Wide Association Study with SNP-Set Methods RALSA R Analyzer for Large-Scale Assessments RAMP Regularized Generalized Linear Models with Interaction Effects RAMpath Structural Equation Modeling Using the Reticular Action Model (RAM) Notation RANKS Ranking of Nodes with Kernelized Score Functions RANN Fast Nearest Neighbour Search (Wraps ANN Library) Using L2 Metric RANSAC Robust Model Fitting Using the RANSAC Algorithm RAP Reversal Association Pattern Analysis for Categorical Data RAPTOR Row and Position Tracheid Organizer RAQSAPI A Simple Interface to the US EPA Air Quality System Data Mart API RARfreq Response Adaptive Randomization with 'Frequentist' Approaches RARtrials Response-Adaptive Randomization in Clinical Trials RAT Research Assessment Tools RATest Randomization Tests RAdwords Loading Google Adwords Data into R RApiDatetime R API for 'Date' and 'Datetime' RApiSerialize R API Serialization RAppArmor Bindings to AppArmor and Security Related Linux Tools RAthena Connect to 'AWS Athena' using 'Boto3' ('DBI' Interface) RBBR Regression-Based Boolean Rule Inference RBE3 Estimation and Additional Tools for Quantile Generalized Beta Regression Model RBF Robust Backfitting RBGL An interface to the BOOST graph library RBNZ Download Data from the Reserve Bank of New Zealand Website RBPcurve The Residual-Based Predictiveness Curve RBaM Bayesian Modeling: Estimate a Computer Model and Make Uncertain Predictions RBaseX 'BaseX' Client RBesT R Bayesian Evidence Synthesis Tools RBtest Regression-Based Approach for Testing the Type of Missing Data RCA Relational Class Analysis RCAL Regularized Calibrated Estimation RCALI Calculation of the Integrated Flow of Particles Between Polygons RCBR Random Coefficient Binary Response Estimation RCCPCA "Retained Component Criterion for Principal Component Analysis" RCEIM R Cross Entropy Inspired Method for Optimization RCGLS Download and Open Data Provided by the Copernicus Global Land Service RCLabels Manipulate Matrix Row and Column Labels with Ease RCMinification Random Coefficient Minification Time Series Models RCMsize Sample Size Calculation in Reversible Catalytic Models RCNA Robust Copy Number Alteration Detection (RCNA) RCPA Consensus Pathway Analysis RCPA3 Data and Functions for R Companion to Political Analysis 3rd Ed RCRnorm An Integrated Regression Model for Normalizing 'NanoString nCounter' Data RCSF Airborne LiDAR Filtering Method Based on Cloth Simulation RCT Assign Treatments, Power Calculations, Balances, Impact Evaluation of Experiments RCT2 Designing and Analyzing Two-Stage Randomized Experiments RCTRecruit Non-Parametric Recruitment Prediction for Randomized Clinical Trials RCTS Clustering Time Series While Resisting Outliers RCTrep Validation of Estimates of Treatment Effects in Observational Data RCarb Dose Rate Modelling of Carbonate-Rich Samples RCaucTile Tile Grid Maps for East Caucasian Languages RChASM Detection of Chromosomal Aneuploidies in Ancient DNA Studies RChest Locating Distributional Changes in Highly Dependent Time Series RCircos Circos 2D Track Plot RClickhouse 'Yandex Clickhouse' Interface for R with Basic 'dplyr' Support RClimacell R Wrapper for the 'Climacell' API RCognito A Simplified Interface for 'Amazon Cognito' RColetum Access your Coletum's Data from API RColorBrewer ColorBrewer Palettes RColorConesa Conesa Colors Palette RConics Computations on Conics RCriteo Loading Criteo Data into R RCtest Reality Check and Predictive Ability Tests for Forecast Evaluation RCurl General Network (HTTP/FTP/...) Client Interface for R RCy3 Functions to Access and Control Cytoscape RCytoGPS Using Cytogenetics Data in R RCzechia Spatial Objects of the Czech Republic RDHonest Honest Inference in Regression Discontinuity Designs RDM Quantify Dependence using Rearranged Dependence Measures RDML Importing Real-Time Thermo Cycler (qPCR) Data from RDML Format Files RDP The Ramer-Douglas-Peucker Algorithm RDRToolbox A package for nonlinear dimension reduction with Isomap and LLE. RDS Respondent-Driven Sampling RDSsamplesize RDS Sample Size Estimation and Power Calculation RDStreeboot RDS Tree Bootstrap Method RDieHarder R Interface to the 'DieHarder' RNG Test Suite RDnp Robust Test for Complete Independence in High-Dimensions RDota2 An R Steam API Client for Valve's Dota2 REAT Regional Economic Analysis Toolbox REBayes Empirical Bayes Estimation and Inference RECA Relevant Component Analysis for Supervised Distance Metric Learning REDCapCAST REDCap Metadata Casting and Castellated Data Handling REDCapDM 'REDCap' Data Management REDCapExporter Automated Construction of R Data Packages from REDCap Projects REDCapR Interaction Between R and REDCap REDCapSync Encapsulated 'REDCap' Projects for Synchronized Data Pipelines REDCapTidieR Extract 'REDCap' Databases into Tidy 'Tibble's REDI Robust Exponential Decreasing Index REEMtree Regression Trees with Random Effects for Longitudinal (Panel) Data REFA Robust Exponential Factor Analysis REFT Root Exudate Feature Toolkit REMLA Robust Expectation-Maximization Estimation for Latent Variable Models REMixed Regularized Estimation in Mixed Effects Model REN Regularization Ensemble for Robust Portfolio Optimization REPLesentR Presentations in the REPL REPPlab R Interface to 'EPP-Lab', a Java Program for Exploratory Projection Pursuit REPPlabShiny 'REPPlab' via a Shiny Application REPS Hedonic and Multilateral Index Methods for Real Estate Price Statistics REQS R/EQS Interface RESET Reconstruction Set Test RESI Robust Effect Size Index (RESI) Estimation RESIDE Rapid Easy Synthesis to Inform Data Extraction RESS Integrates R and Essentia RESTK An Implementation of the RESTK Algorithm REXoplanets Creates Interface with NASA 'Exoplanets Archive API' REdaS Companion Package to the Book 'R: Einführung durch angewandte Statistik' REddyProc Post Processing of (Half-)Hourly Eddy-Covariance Measurements REddyProcNCDF Reading Data from NetCDF Files for 'REddyProc' REffectivePred Pandemic Prediction Model in an SIRS Framework REndo Fitting Linear Models with Endogenous Regressors using Latent Instrumental Variables RFAE Autoencoding Random Forests RFIF Fast Iterative Filtering (FIF) with Portable FFT Backend RFLPtools Tools to Analyse RFLP Data RFOC Graphics for Spherical Distributions and Earthquake Focal Mechanisms RFPM Floating Percentile Model RFclust Random Forest Cluster Analysis RFishBC Back-Calculation of Fish Length RFlocalfdr Significance Level for Random Forest Impurity Importance Scores RFlocalfdr.data Data for the Vignette and Examples in 'RFlocalfdr' RFmerge Merging of Satellite Datasets with Ground Observations using Random Forests RFmstate Random Forest-Based Multistate Survival Analysis RFormatter R Source Code Formatter RFplus Machine Learning for Merging Satellite and Ground Precipitation Data RGAN Generative Adversarial Nets (GAN) in R RGAP Production Function Output Gap Estimation RGBM LS-TreeBoost and LAD-TreeBoost for Gene Regulatory Network Reconstruction RGCCA Regularized and Sparse Generalized Canonical Correlation Analysis for Multiblock Data RGCxGC Preprocessing and Multivariate Analysis of Bidimensional Gas Chromatography Data RGE Response from Genotype to Environment RGENERATE Tools to Generate Vector Time Series RGENERATEPREC Tools to Generate Daily-Precipitation Time Series RGF Regularized Greedy Forest RGIFT Create Quizzes in GIFT Format RGMM Robust Mixture Model RGN Robust-Gauss Newton (RGN) Optimization of Sum-of-Squares Objective Function RGenData Generates Multivariate Nonnormal Data and Determines How Many Factors to Retain RGenetics R packages for genetics research RGeode Geometric Density Estimation RGoogleAnalyticsPremium Unsampled Data in R for Google Analytics Premium Accounts RGoogleFit R Interface to Google Fit API RGraphSpace A Lightweight Interface Between 'igraph' and 'ggplot2' Graphics RGraphics Data and Functions from the Book R Graphics, Third Edition RGreenplum Interface to 'Greenplum' Database RGremlinsConjoint Estimate the "Gremlins in the Data" Model for Conjoint Studies RH2 DBI/RJDBC Interface to H2 Database RHC Rangeland Health and Condition RHMS Hydrologic Modelling System for R Users RHPCBenchmark Benchmarks for High-Performance Computing Environments RHRT Heart Rate Turbulence Analysis RHRV Heart Rate Variability Analysis of ECG Data RHSDB Ryan-Holm Step-Down Bonferroni or Sidak Procedure RHawkes Renewal Hawkes Process RHclust Vector in Partition RHybridFinder Identification of Hybrid Peptides in Immunopeptidomic Analyses RI2by2 Randomization Inference for Treatment Effects on a Binary Outcome RIA Radiomics Image Analysis Toolbox for Medial Images RIFS Random Iterated Function System RISCA Causal Inference and Prediction in Cohort-Based Analyses RISmed Download Content from NCBI Databases RITCH Parser for the ITCH Protocol RIbench Benchmark Suite for Indirect Methods for RI Estimation RIdeogram Drawing SVG Graphics to Visualize and Map Genome-Wide Data on Idiograms RImageJROI Read and Write 'ImageJ' Region of Interest (ROI) Files RImagePalette Extract the Colors from Images RImpact Calculates Measures of Scholarly Impact RInSp R Individual Specialization RInside C++ Classes to Embed R in C++ (and C) Applications RItools Randomization Inference Tools RJDBC Provides Access to Databases Through the JDBC Interface RJDemetra Interface to 'JDemetra+' Seasonal Adjustment Software RJSDMX R Interface to SDMX Web Services RJSONIO Serialize R Objects to JSON RJSplot Interactive Graphs with R RJafroc Artificial Intelligence Systems and Observer Performance RJalaliDate Handling Jalali Date (Persian / Solar Hijri) RKEA R/KEA Interface RKEAjars R/KEA Interface Jars RKEELdata Datasets from 'KEEL' for it Use in 'RKEEL' RKUM Robust Kernel Unsupervised Methods RKaggle 'Kaggle' Dataset Downloader 'API' RKelly Translate Odds and Probabilities RKorAPClient 'KorAP' Web Service Client Package RLRsim Exact (Restricted) Likelihood Ratio Tests for Mixed and Additive Models RLT Reinforcement Learning Trees RLeafAngle Estimates, Plots and Evaluates Leaf Angle Distribution Functions, Calculates Extinction Coefficients RLescalation Optimal Dose Escalation Using Deep Reinforcement Learning RLogicalOps Process Logical Operations RLoptimal Optimal Adaptive Allocation Using Deep Reinforcement Learning RLumCarlo Monte-Carlo Methods for Simulating Luminescence Phenomena RLumModel Solving Ordinary Differential Equations to Understand Luminescence RLumShiny 'Shiny' Applications for the R Package 'Luminescence' RM.weights Weighted Rasch Modeling and Extensions using Conditional Maximum Likelihood RM2006 RiskMetrics 2006 Methodology RMAT Random Matrix Analysis Toolkit RMAWGEN Multi-Site Auto-Regressive Weather GENerator RMCC Airborne LiDAR Filtering Method Based on Multiscale Curvature RMCDA Multi-Criteria Decision Analysis RMCLab Lab for Matrix Completion and Imputation of Discrete Rating Data RMFM Robust Matrix Factor Model RMKdiscrete Sundry Discrete Probability Distributions RMLPCA Maximum Likelihood Principal Component Analysis RMM Revenue Management Modeling RMOA Connect R with MOA for Massive Online Analysis RMOAjars External jars Required for Package RMOA RMOPI Risk Management and Optimization for Portfolio Investment RMSD Refined Modified Stahel-Donoho Estimators for Outlier Detection RMSDp Refined Modified Stahel-Donoho (MSD) Estimators for Outlier Detection (Parallel Version) RMSNumpress 'Rcpp' Bindings to Native C++ Implementation of MS Numpress RMSS Robust Multi-Model Subset Selection RMSTpowerBoost Power and Sample Size for Restricted Mean Survival Time Based Clinical Trials RMT4DS Computation of Random Matrix Models RMTL Regularized Multi-Task Learning RMThreshold Signal-Noise Separation in Random Matrices by using Eigenvalue Spectrum Analysis RMTstat Distributions, Statistics and Tests Derived from Random Matrix Theory RMVL Mappable Vector Library for Handling Large Datasets RMX Rasch Models -- eXtensions RMaCzek Czekanowski's Diagrams RMallow Fit Multi-Modal Mallows' Models to Ranking Data RMariaDB Database Interface and MariaDB Driver RMark R Code for Mark Analysis RMeDPower2 Design and Modeling for Repeated Measures Studies RMediation Mediation Analysis Confidence Intervals RMixpanel API for Mixpanel RMixtComp Mixture Models with Heterogeneous and (Partially) Missing Data RMixtCompIO Minimal Interface of the C++ 'MixtComp' Library for Mixture Models with Heterogeneous and (Partially) Missing Data RMixtCompUtilities Utility Functions for 'MixtComp' Outputs RMySQL Database Interface and 'MySQL' Driver for R RNASeqPower Sample size for RNAseq studies RNAmf Recursive Non-Additive Emulator for Multi-Fidelity Data RNAseqNet Log-Linear Poisson Graphical Model with Hot-Deck Multiple Imputation RNAseqQC Quality Control for RNA-Seq Data RNCEP Obtain, Organize, and Visualize NCEP Weather Data RND Risk Neutral Density Extraction Package RNGforGPD Random Number Generation for Generalized Poisson Distribution RNOmni Rank Normal Transformation Omnibus Test RNeXML Semantically Rich I/O for the 'NeXML' Format RNentropy Entropy Based Method for the Detection of Significant Variation in Gene Expression Data RNetCDF Interface to 'NetCDF' Datasets RNetLogo Provides an Interface to the Agent-Based Modelling Platform 'NetLogo' RNewsflow Tools for Comparing Text Messages Across Time and Media RNifti Fast R and C++ Access to NIfTI Images RNiftyReg Image Registration Using the 'NiftyReg' Library ROAuth R Interface For OAuth ROBOSRMSMOTE Robust Oversampling with RM-SMOTE for Imbalanced Classification ROCFTP.MMS Perfect Sampling ROCModels ROC Models and AUC Estimation ROCR Visualizing the Performance of Scoring Classifiers ROCS Receiver Operating Characteristics Surface ROCSI Receiver Operating Characteristic Based Signature Identification ROCaggregator Aggregate Multiple ROC Curves into One Global ROC ROCit Performance Assessment of Binary Classifier with Visualization ROCket Simple and Fast ROC Curves ROCnGO Fast Analysis of ROC Curves ROCnReg ROC Curve Inference with and without Covariates ROCpsych Compute and Compare Diagnostic Test Statistics Across Groups ROCsurvcomp ROC-Based Methods for Comparing Survival Distributions with Right, Left, and Doubly Censored Data RODBC ODBC Database Access RODBCDBI Provides Access to Databases Through the ODBC Interface ROI R Optimization Infrastructure ROI.format.cbf Conic Benchmark Format (CBF) Plugin for the R Optimization Infrastructure ROI.models.globalOptTests 'ROI' Optimization Problems Based on 'globalOptTests' ROI.models.miplib 'ROI' Access to 'MIPLIB' 2010 Benchmark Instances ROI.models.netlib 'ROI' Optimization Problems Based on 'NETLIB-LP' ROI.plugin.alabama 'alabama' Plug-in for the 'R' Optimization Infrastructure ROI.plugin.clarabel 'clarabel' Plug-in for the 'R' Optimization Infrastructure ROI.plugin.deoptim 'DEoptim' and 'DEoptimR' Plugin for the 'R' Optimization Interface ROI.plugin.ecos 'ECOS' Plugin for the 'R' Optimization Infrastructure ROI.plugin.glpk 'ROI' Plug-in 'GLPK' ROI.plugin.highs 'HiGHS' Plugin for the 'R' Optimization Infrastructure ROI.plugin.ipop 'ipop' Plug-in for the 'R' Optimization Interface ROI.plugin.lpsolve 'lp_solve' Plugin for the 'R' Optimization Infrastructure ROI.plugin.msbinlp 'Multi-Solution' Binary Linear Problem Plug-in for the 'R' Optimization Interface ROI.plugin.neos 'NEOS' Plug-in for the 'R' Optimization Interface ROI.plugin.nloptr 'nloptr' Plug-in for the 'R' Optimization Infrastructure ROI.plugin.optimx 'optimx' Plug-in for the 'R' Optimization Infrastructure ROI.plugin.osqp 'osqp' Plugin for the 'R' Optimization Infrastructure ROI.plugin.qpoases 'qpOASES' Plugin for the 'R' Optimization Infrastructure ROI.plugin.quadprog 'quadprog' Plug-in for the 'R' Optimization Infrastructure ROI.plugin.scs 'SCS' Plug-in for the 'R' Optimization Infrastructure ROI.plugin.symphony 'SYMPHONY' Plug-in for the 'R' Optimization Interface ROKET Optimal Transport-Based Kernel Regression ROMDB Get 'OMDB' API Multiple Information ROOPSD R Object Oriented Programming for Statistical Distribution ROOT Rashomon Set of Optimal Trees ROSE Random Over-Sampling Examples ROTS Reproducibility-Optimized Test Statistic ROlogit Fit Rank-Ordered Logit (RO-Logit) Model ROntoTools R Onto-Tools suite ROpenCVLite Helper Package for Installing 'OpenCV' ROpenDota Access OpenDota Services in R ROpenFIGI R Interface to OpenFIGI ROpenWeatherMap R Interface to OpenWeatherMap API ROptEst Optimally Robust Estimation ROptSpace Matrix Reconstruction from a Few Entries ROptimus A Parallel General-Purpose Adaptive Optimisation Engine RPDTest A New Type of Test Statistic and Method for Multinomial Goodness-of-Fit Test RPEGLMEN Gamma and Exponential Generalized Linear Models with Elastic Net Penalty RPEIF Computation and Plots of Influence Functions for Risk and Performance Measures RPESE Estimates of Standard Errors for Risk and Performance Measures RPEXE.RPEXT Reduced Piecewise Exponential Estimate/Test Software RPEnsemble Random Projection Ensemble Classification RPIV Residual Prediction Tests for Well-Specification of Instrumental Variable Models RPMG Graphical User Interface (GUI) for Interactive R Analysis Sessions RPMM Recursively Partitioned Mixture Model RPPASPACE Reverse-Phase Protein Array Super Position and Concentration Evaluation RPPanalyzer Reads, Annotates, and Normalizes Reverse Phase Protein Array Data RPatternJoin String Similarity Joins for Hamming and Levenshtein Distances RPesto Phylogenetic Estimation of Shifts in the Tempo of Origination RPhosFate Soil and Chemical Substance Emission and Transport Model RPointCloud Visualizing Topological Loops and Voids RPostgreSQL R Interface to the 'PostgreSQL' Database System RPostgres C++ Interface to PostgreSQL RPregression A Simple Regression and Plotting Tool RPresto DBI Connector to Presto RProbSup Calculates Probability of Superiority RProtoBuf R Interface to the 'Protocol Buffers' 'API' (Version 2 or 3) RProtoBufLib C++ headers and static libraries of Protocol buffers RPscoring Relative Placement Algorithm RPtests Goodness of Fit Tests for High-Dimensional Linear Regression Models RPublica ProPublica API Client RPushbullet R Interface to the Pushbullet Messaging Service RPyGeo ArcGIS Geoprocessing via Python RQEntangle Quantum Entanglement of Bipartite System RQdeltaCT Relative Quantification of Gene Expression using Delta Ct Methods RQuantLib R Interface to the 'QuantLib' Library RRBoost A Robust Boosting Algorithm RRF Regularized Random Forest RRI Residual Randomization Inference for Regression Models RRMLRfMC Reduced-Rank Multinomial Logistic Regression for Markov Chains RRNA Secondary Structure Plotting for RNA RRPP Linear Model Evaluation with Randomized Residuals in a Permutation Procedure RRRR Online Robust Reduced-Rank Regression Estimation RRTCS Randomized Response Techniques for Complex Surveys RRgeo Species Distribution Modelling for Rare Species RRmorph 3D Morphological Analyses with 'RRphylo' RRphylo Phylogenetic Ridge Regression Methods for Comparative Studies RRreg Correlation and Regression Analyses for Randomized Response Data RSA Response Surface Analysis RSADBE Data related to the book "R Statistical Application Development by Example" RSAGA SAGA Geoprocessing and Terrain Analysis RSAtools Advanced Response Surface Analysis RSBJson Handle R Requests from R Service Bus Applications with JSON Payloads RSC Robust and Sparse Correlation Matrix RSCAT Shadow-Test Approach to Computerized Adaptive Testing RSD Compares Random Distributions using Stochastic Dominance RSDA R to Symbolic Data Analysis RSDC Regime-Switching Dynamic Correlation Models RSDK Sudoku with R RSE Number of Newly Discovered Rare Species Estimation RSEIS Seismic Time Series Analysis Tools RSKC Robust Sparse K-Means RSNNS Neural Networks using the Stuttgart Neural Network Simulator (SNNS) RSP 'shiny' Applications for Statistical and Psychometric Analysis RSQL Database Agnostic Package to Generate and Process 'SQL' Queries in R RSQLite SQLite Interface for R RSQLite.toolkit Load Data in SQLite from Tabular Files RSSL Implementations of Semi-Supervised Learning Approaches for Classification RSSOP Simulation of Supply Reservoir Systems using Standard Operation Policy RSSRMR Robust Self-Representation Sparse Reconstruction and Manifold Regularization RSSampling Ranked Set Sampling RSStest Testing the Equality of Two Means Using RSS and MRSS RSSthemes RSS Palettes and Themes RSTr Gibbs Samplers for Discrete Bayesian Spatiotemporal Models RScelestial Scelestial: Steiner Tree Based Single-Cell Lineage Tree Inference RSclient Client for Rserve RSelenium R Bindings for 'Selenium WebDriver' RSentiment Analyse Sentiment of English Sentences RSiena Siena - Simulation Investigation for Empirical Network Analysis RSizeBiased Hypothesis Testing Based on R-Size Biased Samples RSmallTelescopes Empirical Small Telescopes Analysis RSmartlyIO Loading Facebook and Instagram Advertising Data from 'Smartly.io' RSpectra Solvers for Large-Scale Eigenvalue and SVD Problems RSpincalc Conversion Between Attitude Representations of DCM, Euler Angles, Quaternions, and Euler Vectors RSqlParser Parse 'SQL' Statements RSquaredMI R-Squared with Multiply Imputed Data RStanTVA TVA Models in 'Stan' using 'R' and 'StanTVA' RStata A Bit of Glue Between R and Stata RStoolbox Remote Sensing Data Analysis RTCC Detecting Trait Clustering in Environmental Gradients RTD Simple TD API Client RTDE Robust Tail Dependence Estimation RTFA Robust Factor Analysis for Tensor Time Series RTL Risk Tool Library - Trading, Risk, Analytics for Commodities RTLknitr Right to Left Dynamic Documents Using 'knitr' RTMB 'R' Bindings for 'TMB' RTMBdist Distributions Compatible with Automatic Differentiation by 'RTMB' RTSA 'Trial Sequential Analysis' for Error Control and Inference in Sequential Meta-Analyses RTaxometrics Taxometric Analysis RTextTools Automatic Text Classification via Supervised Learning RTransferEntropy Measuring Information Flow Between Time Series with Shannon and Renyi Transfer Entropy RTriangle Triangle - A 2D Quality Mesh Generator and Delaunay Triangulator RUnit R Unit Test Framework RVAideMemoire Testing and Plotting Procedures for Biostatistics RVCompare Compare Real Valued Random Variables RVIpkg Regional Vulnerability Index RVerbalExpressions Create Regular Expressions Easily RViennaCL 'ViennaCL' C++ Header Files RWDataPlyr Read and Manipulate Data from 'RiverWare' RWNN Random Weight Neural Networks RWeka R/Weka Interface RWekajars R/Weka Interface Jars RWgraph Random Walks on Graphs Representing a Transactional Network RWiener Wiener Process Distribution Functions RWildbook Interface for the 'Wildbook' Wildlife Data Management Framework RWsearch Lazy Search in R Packages, Task Views, CRAN, the Web. All-in-One Download RXKCD Get XKCD Comic from R RYandexTranslate R Interface to Yandex Translate API RZigZag Zig-Zag Sampler RZooRoH Partitioning of Individual Autozygosity into Multiple Homozygous-by-Descent Classes RaCE.NMA Rank-Clustered Estimation for Network Meta-Analysis RaJIVE Robust Angle Based Joint and Individual Variation Explained RaMS R Access to Mass-Spec Data RaSEn Random Subspace Ensemble Classification and Variable Screening RaceID Identification of Cell Types, Inference of Lineage Trees, and Prediction of Noise Dynamics from Single-Cell RNA-Seq Data Racmacs Antigenic Cartography Macros RadData Nuclear Decay Data for Dosimetric Calculations - ICRP 107 RadEro Cs-137 Conversion Model RadOnc Analytical Tools for Radiation Oncology RadialVisGadgets Interactive Gadgets for Radial Visualization Approaches RadioSonde Tools for Plotting Skew-T Diagrams and Wind Profiles Radviz Project Multidimensional Data in 2D Space RagGrid A Wrapper of the 'JavaScript' Library 'agGrid' Rage Life History Metrics from Matrix Population Models RaggedExperiment Representation of Sparse Experiments and Assays Across Samples RainfallErosivityFactor The Rainfall-Runoff Erosivity Factor Ramble Parser Combinator for R RandMeta Efficient Numerical Algorithm for Exact Inference in Meta Analysis RandPro Random Projection with Classification RandVar Implementation of Random Variables RandomForestsGLS Random Forests for Dependent Data RandomGaussianNB Randomized Feature and Bootstrap-Enhanced Gaussian Naive Bayes Classifier RandomProjectionTest Two-Sample Test in High Dimensions using Random Projection RandomWalker Generate Random Walks Compatible with the 'tidyverse' Randomuseragent Filtering and Randomly Sampling Real User-Agent Strings RanglaPunjab Displays Palette of 5 Colors RankAggSIgFUR Polynomially Bounded Rank Aggregation under Kemeny's Axiomatic Approach RankAggreg Weighted Rank Aggregation RankPCA Rank of Variables Based on Principal Component Analysis for Mixed Data Types RankResponse Ranking Responses in a Single Response Question or a Multiple Response Question Rankcluster Model-Based Clustering for Multivariate Partial Ranking Data RankingProject The Ranking Project: Visualizations for Comparing Populations Rapi Interface for Multiple Data Providers 'EDDS' and 'FRED' RapidFuzz String Similarity Computation Using 'RapidFuzz' RapidPolygonLookup POLYGON LOOKUP USING KD TREES RapidoPGS A Fast and Light Package to Compute Polygenic Risk Scores Rapp Easily Build Command Line Applications RareComb Combinatorial and Statistical Analyses of Rare Events Rarity Calculation of Rarity Indices for Species and Assemblages of Species RaschSampler Rasch Sampler RastaRocket Rocket-Fast Clinical Research Reporting RatingScaleReduction Rating Scale Reduction Procedure RationalExp Rationalizing Rational Expectations. Tests and Deviations Rato Resilience Analysis Toolkit (RATO) Ravages Rare Variant Analysis and Genetic Simulations RavenR Raven Hydrological Modelling Framework R Support and Analysis RawHummus Raw Data Quality Control Tool for LC-MS System Rbearcat University of Cincinnati Themes and Utilities for Econometrics and Data Science Rbeast Bayesian Change-Point Detection and Time Series Decomposition Rbent Robust Bent Line Regression RblDataLicense R Interface to 'Bloomberg Data License' Rblpapi R Interface to 'Bloomberg' Rborist Extensible, Parallelizable Implementation of the Random Forest Algorithm RbyExample Data for the Book "R by Example" RcamelsCL Easy Handling of the CAMELS-CL Dataset Rcan Cancer Registry Data Analysis and Visualisation Rcapture Loglinear Models for Capture-Recapture Experiments Rcatch22 Calculation of 22 CAnonical Time-Series CHaracteristics RcausalEGM A General Causal Inference Framework by Encoding Generative Modeling Rcereal "Cereal Headers for R and C++ Serialization" RchivalTag Analyzing and Interactive Visualization of Archival Tagging Data Rchoice Discrete Choice (Binary, Poisson and Ordered) Models with Random Parameters Rcmdr R Commander RcmdrMisc R Commander Miscellaneous Functions RcmdrPlugin.BWS1 R Commander Plug-in for Case 1 Best-Worst Scaling RcmdrPlugin.BWS2 R Commander Plug-in for Case 2 Best-Worst Scaling RcmdrPlugin.BWS3 R Commander Plug-in for Case 3 Best-Worst Scaling RcmdrPlugin.DCCV R Commander Plug-in for Dichotomous Choice Contingent Valuation RcmdrPlugin.DCE R Commander Plug-in for Discrete Choice Experiments RcmdrPlugin.DoE R Commander Plugin for (Industrial) Design of Experiments RcmdrPlugin.EBM Rcmdr Evidence Based Medicine Plug-in Package RcmdrPlugin.EZR R Commander Plug-in for the EZR (Easy R) Package RcmdrPlugin.Export Export R Output to LaTeX or HTML RcmdrPlugin.FactoMineR Graphical User Interface for FactoMineR RcmdrPlugin.HH Rcmdr Support for the HH Package RcmdrPlugin.KMggplot2 R Commander Plug-in for Data Visualization with 'ggplot2' RcmdrPlugin.MPAStats R Commander Plug-in for MPA Statistics RcmdrPlugin.NMBU R Commander Plug-in for University Level Applied Statistics RcmdrPlugin.PcaRobust R Commander Plug-in for Robust Principal Component Analysis RcmdrPlugin.RMTCJags R MTC Jags 'Rcmdr' Plugin RcmdrPlugin.ROC Rcmdr Receiver Operator Characteristic Plug-in Package RcmdrPlugin.RiskDemo R Commander Plug-in for Risk Demonstration RcmdrPlugin.TeachStat R Commander Plugin for Teaching Statistical Methods RcmdrPlugin.TeachingDemos Rcmdr Teaching Demos Plug-in RcmdrPlugin.UCA UCA Rcmdr Plug-in RcmdrPlugin.WorldFlora R Commander Plug-in for the 'WorldFlora' Package RcmdrPlugin.aRnova R Commander Plug-in for Repeated-Measures ANOVA RcmdrPlugin.depthTools R Commander Depth Tools Plug-in RcmdrPlugin.orloca A GUI for Planar Location Problems RcmdrPlugin.sos Efficiently search the R help pages RcmdrPlugin.survival R Commander Plug-in for the 'survival' Package RcmdrPlugin.temis Graphical Integrated Text Mining Solution Rcompadre Utilities for using the 'COM(P)ADRE' Matrix Model Database Rcope Tools to Cope with Endogeneity Problems Rcpp Seamless R and C++ Integration RcppAPT 'Rcpp' Interface to the APT Package Manager RcppAlgos High Performance Tools for Combinatorics and Computational Mathematics RcppAnnoy 'Rcpp' Bindings for 'Annoy', a Library for Approximate Nearest Neighbors RcppArmadillo 'Rcpp' Integration for the 'Armadillo' Templated Linear Algebra Library RcppArray 'Rcpp' Meets 'C++' Arrays RcppBDT 'Rcpp' Bindings for the Boost Date_Time Library RcppBessel Bessel Functions Rcpp Interface RcppBigIntAlgos Factor Big Integers with the Parallel Quadratic Sieve RcppBlaze 'Rcpp' Integration for the 'Blaze' High-Performance 'C++' Math Library RcppCCTZ 'Rcpp' Bindings for the 'CCTZ' Library RcppCGAL 'Rcpp' Integration for 'CGAL' RcppCNPy Read-Write Support for 'NumPy' Files via 'Rcpp' RcppCWB 'Rcpp' Bindings for the 'Corpus Workbench' ('CWB') RcppCensSpatial Spatial Estimation and Prediction for Censored/Missing Responses RcppClassic Deprecated 'classic' 'Rcpp' 'API' RcppClassicExamples Examples using 'RcppClassic' to Interface R and C++ RcppColMetric Efficient Column-Wise Metric Computation Against Common Vector RcppColors Color Mappings and 'C++' Header Files for Color Conversion RcppDE Global Optimization by Differential Evolution in C++ RcppDPR 'Rcpp' Implementation of Dirichlet Process Regression RcppDate 'date' C++ Header Library for Date and Time Functionality RcppDist 'Rcpp' Integration of Additional Probability Distributions RcppDynProg 'Rcpp' Dynamic Programming RcppEigen 'Rcpp' Integration for the 'Eigen' Templated Linear Algebra Library RcppEigenAD Generate Partial Derivatives using 'Rcpp', 'Eigen' and 'CppAD' RcppEnsmallen Header-Only C++ Mathematical Optimization Library for 'Armadillo' RcppExamples Examples using 'Rcpp' to Interface R and C++ RcppFarmHash Interface to the Google 'FarmHash' Family of Hash Functions RcppFastAD 'Rcpp' Bindings to 'FastAD' Auto-Differentiation RcppFastFloat 'Rcpp' Bindings for the 'fast_float' Header-Only Library for Number Parsing RcppGSL 'Rcpp' Integration for 'GNU GSL' Vectors and Matrices RcppGetconf 'Rcpp' Interface for Querying System Configuration Variables RcppGreedySetCover Greedy Set Cover RcppHMM Rcpp Hidden Markov Model RcppHNSW 'Rcpp' Bindings for 'hnswlib', a Library for Approximate Nearest Neighbors RcppHungarian Solves Minimum Cost Bipartite Matching Problems RcppInt64 'Rcpp'-Based Helper Functions to Pass 'Int64' and 'nanotime' Values Between 'R' and 'C++' RcppJagger An R Wrapper for Jagger RcppML Rcpp Machine Learning Library RcppMagicEnum 'Rcpp' Bindings to 'Magic Enum' 'C++' 'Enum' Support RcppMeCab 'rcpp' Wrapper for 'mecab' Library RcppMsgPack 'MsgPack' C++ Header Files and Interface Functions for R RcppNLoptExample 'Rcpp' Package Illustrating Header-Only Access to 'NLopt' RcppNumerical 'Rcpp' Integration for Numerical Computing Libraries RcppParallel Parallel Programming Tools for 'Rcpp' RcppPlanc Parallel Low-Rank Approximation with Nonnegativity Constraints RcppProgress An Interruptible Progress Bar with OpenMP Support for C++ in R Packages RcppQuantuccia R Bindings to the Calendaring Functionality of 'QuantLib' RcppRedis 'Rcpp' Bindings for 'Redis' using the 'hiredis' Library RcppRoll Efficient Rolling / Windowed Operations RcppSMC Rcpp Bindings for Sequential Monte Carlo RcppSimdJson 'Rcpp' Bindings for the 'simdjson' Header-Only Library for 'JSON' Parsing RcppSpdlog R and C++ Interfaces to 'spdlog' C++ Header Library for Logging RcppTN Rcpp-Based Truncated Normal Distribution RNG and Family RcppTOML 'Rcpp' Bindings to Parser for "Tom's Obvious Markup Language" RcppThread R-Friendly Threading in C++ RcppTskit 'R' Access to the 'tskit C' API RcppUUID Generating Universally Unique Identificators RcppXPtrUtils XPtr Add-Ons for 'Rcpp' RcppXsimd Xsimd C++ Header-Only Library Files RcppXts Interface the 'xts' API via 'Rcpp' RcppZiggurat 'Rcpp' Integration of Different "Ziggurat" Normal RNG Implementations Rcriticor Pierre-Goldwin Correlogram Rcsdp R Interface to the CSDP Semidefinite Programming Library Rcssplot Styling of Graphics using Cascading Style Sheets Rcurvep Concentration-Response Data Analysis using Curvep Rd2md Markdown Reference Manuals Rd2roxygen Convert Rd to 'Roxygen' Documentation Rdatasets Access Datasets from the Rdatasets Archive Rdice A Collection of Functions to Experiment Dice Rolls Rdimtools Dimension Reduction and Estimation Methods Rdisop Decomposition of Isotopic Patterns Rdistance Density and Abundance from Distance-Sampling Surveys Rdpack Update and Manipulate Rd Documentation Objects Rdrw Univariate and Multivariate Damped Random Walk Processes Rdsdp R Interface to DSDP Semidefinite Programming Library Rdta Data Transforming Augmentation for Linear Mixed Models Rduckhts 'DuckDB' High Throughput Sequencing File Formats Reader Extension Rduino A Microcontroller Interface Rduinoiot 'Arduino Iot Cloud API' R Client Rdune 'Creates Color Palettes Inspired by Dune' ReAD Powerful Replicability Analysis of Genome-Wide Association Studies ReDaMoR Relational Data Modeler ReDirection Predict Dominant Direction of Reactions of a Biochemical Network ReIns Functions from "Reinsurance: Actuarial and Statistical Aspects" ReMFPCA Regularized Multivariate Functional Principal Component Analysis ReSurv Machine Learning Models for Predicting Claim Counts ReVAMP Interface to 'Vamp' Audio Analysis Plugins ReacTran Reactive Transport Modelling in 1d, 2d and 3d Reacnorm Perform a Partition of Variance of Reaction Norms ReadDIM Read ESA SNAP Processed Raster Format in R RealSurvSim Simulate Survival Data RealVAMS Multivariate VAM Fitting Rearrangement Monotonize Point and Interval Functional Estimates by Rearrangement RecAssoRules Recursive Mining for Frequent Pattern and Confident Association Rules Recocrop Estimating Environmental Suitability for Plants Recon Computational Tools for Economics RecordLinkage Record Linkage Functions for Linking and Deduplicating Data Sets RecordTest Inference Tools in Time Series Based on Record Statistics Records Record Values and Record Times RedditExtractoR Reddit Data Extraction Toolkit RedeAgroRadar Weather Radar Monitoring and 'Telegram' Alerts for Agriculture Research RedeR Interactive visualization and manipulation of nested networks RedisBaseContainer The Container for the DockerParallel Package Rediscover Identify Mutually Exclusive Mutations RefBasedMI Reference-Based Imputation for Longitudinal Clinical Trials with Protocol Deviation RefManageR Straightforward 'BibTeX' and 'BibLaTeX' Bibliography Management RegAssure Streamlined Integration of Regression Assumption RegCalReliab Regression Calibration Using Reliability Studies RegCombin Partially Linear Regression under Data Combination RegDDM Generalized Linear Regression with DDM RegEnRF Regression-Enhanced Random Forests RegKink Regression Kink with a Time-Varying Threshold RegSDC Information Preserving Regression-Based Tools for Statistical Disclosure Control RegimeChange Comprehensive Regime Change Detection in Time Series RegionalConsistency Calculate Regional Consistency Probabilities for Multi-Regional Clinical Trials RegrCoeffsExplorer Efficient Visualization of Regression Coefficients for Lm(), Glm(), and Glmnet() Objects RegressionFactory Expander Functions for Generating Full Gradient and Hessian from Single-Slot and Multi-Slot Base Distributions ReinforcementLearning Model-Free Reinforcement Learning RelDists Estimation for some Reliability Distributions RelativeDistClust Clustering with a Novel Non Euclidean Relative Distance Relectoral Electoral Analysis ReliaGrowR Reliability Growth Analysis and Repairable Systems Modeling ReliaLearnR Learning Modules for Reliability Analysis ReliaPlotR Interactive Reliability Probability Plots ReliaShiny A 'Shiny' App for Reliability Analysis ReliabilityTheory Structural Reliability Analysis RelimpPCR Relative Importance PCA Regression Renext Renewal Method for Extreme Values Extrapolation RenvModule Interface to Allow Full Use of the Environment Modules System for Unix Renvlp Computing Envelope Estimators RenyiExtropy Entropy and Extropy Measures for Probability Distributions RepaymentPlan Calculation of Mortgage Plan or Repayment Plan RepeatABEL GWAS for Multiple Observations on Related Individuals RepeatedHighDim Methods for High-Dimensional Repeated Measures Data Replicate Statistical Metrics for Multisite Replication Studies ReplicationSuccess Design and Analysis of Replication Studies Repliscope Replication Timing Profiling using DNA Copy Number RepoGenerator Generates a Project and Repo for Easy Initialization of a Workshop ReportSubtotal Adds Subtotals to Data Reports ReporterScore Generalized Reporter Score-Based Enrichment Analysis for Omics Data ReproStat Reproducibility Diagnostics for Statistical Modeling Require Installing and Loading R Packages for Reproducible Workflows ResIN Conduct Response Item Network (ResIN) Analysis with Social Response Data ResIndex Generate Simple yet Effective Metric of Feature Importance for Classification Problems ResPBIBD "Resolvable Partially Balanced Incomplete Block Designs (PBIBDs)" ResidentialEnergyConsumption Residential Energy Consumption Data ResidualMatrix Creating a DelayedMatrix of Regression Residuals ResistorArray Electrical Properties of Resistor Networks ResourceSelection Resource Selection (Probability) Functions for Use-Availability Data RespirAnalyzer Analysis Functions of Respiratory Data RestRserve A Framework for Building HTTP API RestoreNet Random-Effects Stochastic Reaction Networks ResultModelManager Result Model Manager RevGadgets Visualization and Post-Processing of 'RevBayes' Analyses RevSD Visualizing the Standard Deviation via Revolution ReviewR A Light-Weight, Portable Tool for Reviewing Individual Patient Records Revticulate Interaction with "RevBayes" in R RfEmpImp Multiple Imputation using Chained Random Forests Rfacebook Access to Facebook API via R Rfast A Collection of Efficient and Extremely Fast R Functions Rfast2 A Collection of Efficient and Extremely Fast R Functions II Rfit Rank-Based Estimation for Linear Models Rfmtool Fuzzy Measure Tools Rfolding The Folding Test of Unimodality Rforestry Random Forests, Linear Trees, and Gradient Boosting for Inference and Interpretability Rfractran A 'FRACTRAN' Interpreter and Some Helper Functions Rfuzzycoco Provides an R Interface to the 'FuzzyCoCo' C++ Library and Extends It Rgbp Hierarchical Modeling and Frequency Method Checking on Overdispersed Gaussian, Poisson, and Binomial Data Rgff R Utilities for GFF Files Rglottography Programmatic Access to Glottography Speaker Area Polygons Rglpk R/GNU Linear Programming Kit Interface Rgof 1d Goodness of Fit Tests RgoogleMaps Overlays on Static Maps Rgraphviz Provides plotting capabilities for R graph objects Rhdf5lib hdf5 library as an R package RhpcBLASctl Control the Number of Threads on 'BLAS' Rhtslib HTSlib high-throughput sequencing library as an R package Ricrt Randomization Inference of Clustered Randomized Trials RiemBase Functions and C++ Header Files for Computation on Manifolds Riemann Learning with Data on Riemannian Manifolds Riex IEX Stocks and Market Data Rigma Access to the 'Figma' API Rigraphlib igraph library as an R package Rilostat Access and Manipulation of ILOSTAT Labour Statistics Rirt Data Analysis and Parameter Estimation Using Item Response Theory Risk Computes 26 Financial Risk Measures for Any Continuous Distribution RiskMap Geostatistical Modeling of Spatially Referenced Data RiskPortfolios Computation of Risk-Based Portfolios RiskScorescvd Cardiovascular Risk Scores Calculator RiskyCNV Risk Analysis of Genomic Copy Number Variation Rita Automated Transformations, Normality Testing, and Reporting Ritc Isothermal Titration Calorimetry (ITC) Data Analysis RivRetrieve Retrieve Global River Gauge Data RiverBuilder River Generation for Given Data Sets Rivivc In Vitro in Vivo Correlation Linear Level "A" RkMetrics Hybrid Mortality Estimation Rlab Functions and Datasets Required for ST370 Class Rlabkey Data Exchange Between R and 'LabKey' Server Rlibeemd Ensemble Empirical Mode Decomposition (EEMD) and Its Complete Variant (CEEMDAN) Rlibkdv A Versatile Kernel Density Visualization Library for Geospatial Analytics (Heatmap) Rlinkedin Access to the LinkedIn API via R Rlinsolve Iterative Solvers for (Sparse) Linear System of Equations Rlof R Parallel Implementation of Local Outlier Factor(LOF) Rmalschains Continuous Optimization using Memetic Algorithms with Local Search Chains (MA-LS-Chains) RmdConcord Concordances for 'R Markdown' RmecabKo An 'Rcpp' Interface for Eunjeon Project Rmfrac Simulation and Statistical Analysis of Multifractional Processes Rmisc Ryan Miscellaneous Rmixmod Classification with Mixture Modelling Rmodule Automated Markov Chain Monte Carlo for Arbitrarily Structured Correlation Matrices Rmoji Interactively Insert Emojis in 'R' Documents Rmolt Graphic Visualization of the Birds' Molt Rmonize Tools for Data Harmonization Rmosek The R to MOSEK Optimization Interface Rmpfr Interface R to MPFR - Multiple Precision Floating-Point Reliable Rmpi Interface (Wrapper) to MPI (Message-Passing Interface) Rnanoflann Extremely Fast Nearest Neighbor Search Rnaught Estimate the Basic Reproduction Number (R0) RnavGraphImageData Image Data Used in the Loon Package Demos Rnest Next Eigenvalue Sufficiency Test Rnightly A Wrapper of the 'JavaScript' Library 'Nightly' Rnmr1D Perform the Complete Processing of a Set of Proton Nuclear Magnetic Resonance Spectra Rnumerai Interface to the Numerai Machine Learning Tournament API Rnvd3 An Incomplete Wrapper of the 'nvd3' JavaScript Library RoBMA Robust Bayesian Meta-Analyses RoBSA Robust Bayesian Survival Analysis RoME Multiple Checks on MEDITS Trawl Survey Data RobAStBase Robust Asymptotic Statistics RobAStRDA Interpolation Grids for Packages of the 'RobASt' - Family of Packages RobExtremes Optimally Robust Estimation for Extreme Value Distributions RobGARCHBoot Robust Bootstrap Forecast Densities for GARCH Models RobKF Innovative and/or Additive Outlier Robust Kalman Filtering RobLox Optimally Robust Influence Curves and Estimators for Location and Scale RobMixReg Robust Mixture Regression RobPC Robust Panel Clustering Algorithm RobPer Robust Periodogram and Periodicity Detection Methods RobRegression Robust Multivariate Regression RobStatTM Robust Statistics: Theory and Methods RobinCID Robust Inference in Complex Innovative Trial Design RobinCar Robust Inference for Covariate Adjustment in Randomized Clinical Trials RobinCar2 ROBust INference for Covariate Adjustment in Randomized Clinical Trials RobinHood Interface for the RobinHood.com No Commission Investing Platform RobustAFT Truncated Maximum Likelihood Fit and Robust Accelerated Failure Time Regression for Gaussian and Log-Weibull Case RobustANOVA Robust One-Way ANOVA Tests under Heteroscedasticity and Nonnormality RobustAdaptiveDecomposition Decomposes a Univariate Time Series into Subcomponents RobustBF Robust Solution to the Behrens-Fisher Problem RobustBayesianCopas Robust Bayesian Copas Selection Model RobustCalibration Robust Calibration of Imperfect Mathematical Models RobustFlow Robustness and Drift Auditing for Longitudinal Decision Systems RobustGaSP Robust Gaussian Stochastic Process Emulation RobustIV Robust Instrumental Variable Methods in Linear Models RobustLinearReg Robust Linear Regressions RobustMediate Causal Mediation Analysis with Diagnostics and Sensitivity Analysis RobustMetrics Calculates Robust Performance Metrics for Imbalanced Classification Problems RobustPrediction Robust Tuning and Training for Cross-Source Prediction RobustRankAggreg Methods for Robust Rank Aggregation Robyn Semi-Automated Marketing Mix Modeling (MMM) from Meta Marketing Science RockFab Rock Fabric and Strain Analysis Tools Rogue Identify Rogue Taxa in Sets of Phylogenetic Trees RolWinMulCor Subroutines to Estimate Rolling Window Multiple Correlation RolWinWavCor Estimate Rolling Window Wavelet Correlation Between Two Time Series Romeb Robust Median-Based Bayesian Growth Curve Modeling Romney Classical Cultural Consensus Analysis Rook HTTP Web Server for R RootsExtremaInflections Finds Roots, Extrema and Inflection Points of a Curve RootscanR Stitching and Analyzing Root Scans Ropj Import Origin(R) Project Files RoughSets Data Analysis Using Rough Set and Fuzzy Rough Set Theories RoundAndRound Plot Objects Moving in Orbits Rpadrino Interact with the 'PADRINO' IPM Database Rparadox Read Paradox Database Files into R Rpdb Read, Write, Visualize and Manipulate PDB Files Rphylopars Phylogenetic Comparative Tools for Missing Data and Within-Species Variation RplotterPkg R Plotting Functions Using 'ggplot2' Rpoppler PDF Tools Based on Poppler RprobitB Bayesian Probit Choice Modeling Rprofet WOE Transformation and Scorecard Builder Rquake Seismic Hypocenter Determination Rquefts Quantitative Evaluation of the Native Fertility of Tropical Soils Rramas Matrix Population Models Rraven Connecting R and 'Raven' Sound Analysis Software Rrdap RDAP Server Querying Rrepest An Analyzer of International Large Scale Assessments in Education RsSimulx Extension of 'lixoftConnectors' for 'Simulx' Rsagacmd Linking R with the Open-Source 'SAGA-GIS' Software Rsampling Ports the Workflow of "Resampling Stats" Add-in to R Rsamtools Binary alignment (BAM), FASTA, variant call (BCF), and tabix file import Rsearch Processing and Analyzing Amplicon Sequence Data Rserve Versatile R Server Rsfar Seasonal Functional Autoregressive Models Rsgf SGF (Smart Game File) File Format Import RsimdDispatch Runtime 'SIMD' Dispatch Templates for 'C' Code in 'R' Packages Rsmlx R Speaks 'Monolix' Rsolnp General Non-Linear Optimization Rsomoclu Somoclu Rspc Nelson Rules for Control Charts Rspotify Access to Spotify API RsqMed Total Mediation Effect Size Measure for High-Dimensional Mediators Rssa A Collection of Methods for Singular Spectrum Analysis Rstg STG : Feature Selection using STochastic Gates Rsubbotools Fast Estimation of Subbottin and AEP Distributions (Generalized Error Distribution) Rsubread Mapping, quantification and variant analysis of sequencing data Rsurrogate Robust Estimation of the Proportion of Treatment Effect Explained by Surrogate Marker Information Rsymphony SYMPHONY in R Rtauchen Discretization of AR(1) Processes Rthingsboard 'ThingsBoard' API Rtinycc Builds the 'TinyCC' Command-Line Interface and Library for 'C' Scripting in 'R' Rtnmin Truncated Newton Function Minimization with Bounds Constraints Rtrack Spatial Navigation Strategy Analysis Rtropical Data Analysis Tools over Space of Phylogenetic Trees Using Tropical Geometry RtsEva Performs the Transformed-Stationary Extreme Values Analysis Rtsne T-Distributed Stochastic Neighbor Embedding using a Barnes-Hut Implementation Rttf2pt1 'ttf2pt1' Program Rtumblr Collecting and Analyzing 'Tumblr' Data Rtwalk An MCMC Sampler Using the t-Walk Algorithm Rtwobitlib '2bit' 'C' Library RuHere Flags Spatial Errors in Biological Collection Data Using Specialists' Information Ruido Soundscape Background Noise, Power, and Saturation RulesTools Preparing, Analyzing, and Visualizing Association Rules Runuran R Interface to the 'UNU.RAN' Random Variate Generators Rvcg Manipulations of Triangular Meshes Based on the 'VCGLIB' API Rveg Digitization of Phytosociological Relevés Rvoterdistance Voter Distance to Polling Locations Rwave Time-Frequency Analysis of 1-D Signals Rwbo Run the 'Open-WBO' MaxSAT Solver RweaveExtra Sweave Drivers with Extra Tricks Up their Sleeves Rwhois WHOIS Server Querying Rwofost WOFOST Crop Growth Simulation Model RxnSim Functions to Compute Chemical and Chemical Reaction Similarity Ryacas R Interface to the 'Yacas' Computer Algebra System S3VS Structured Screen-and-Select Variable Selection in Linear, Generalized Linear, and Survival Models S4Arrays Foundation of array-like containers in Bioconductor S4DM Small Sample Size Species Distribution Modeling S4Vectors Foundation of vector-like and list-like containers in Bioconductor S7 An Object Oriented System Meant to Become a Successor to S3 and S4 S7schema 'S7' Framework for Schema-Validated YAML Configuration SACCR SA Counterparty Credit Risk under CRR2 SADEG Stability Analysis in Differentially Expressed Genes SADISA Species Abundance Distributions with Independent-Species Assumption SAEval Small Area Estimation Evaluation SAFARI Shape Analysis for AI-Reconstructed Images SAFD Statistical Analysis of Fuzzy Data SAFEMCN Network Topology Parameter Analysis with Rarefaction SAFEPG A Novel SAFE Model for Predicting Climate-Related Extreme Losses SAGM Spatial Autoregressive Graphical Model SAGMM Clustering via Stochastic Approximation and Gaussian Mixture Models SAKERNAS A National Labor Force Survey of Indonesia SALES The (Adaptive) Elastic Net and Lasso Penalized Sparse Asymmetric Least Squares (SALES) and Coupled Sparse Asymmetric Least Squares (COSALES) using Coordinate Descent and Proximal Gradient Algorithms SALTSampler Efficient Sampling on the Simplex SAM Sparse Additive Modelling SAMBA Selection and Misclassification Bias Adjustment for Logistic Regression Models SAME Seamless Adaptive Multi-Arm Multi-Stage Enrichment SAMGEP A Semi-Supervised Method for Prediction of Phenotype Event Times SAMTx Sensitivity Assessment to Unmeasured Confounding with Multiple Treatments SAMUR Stochastic Augmentation of Matched Data Using Restriction Methods SAMprior Self-Adapting Mixture (SAM) Priors SAMtool Stock Assessment Methods Toolkit SANple Fitting Shared Atoms Nested Models via Markov Chains Monte Carlo SANvi Fitting Shared Atoms Nested Models via Variational Bayes SAP Statistical Analysis and Programming SAPP Statistical Analysis of Point Processes SAR Smart Adaptive Recommendations SARP.compo Network-Based Interpretation of Changes in Compositional Data SARP.moodle XML Output Functions for Easy Creation of Moodle Questions SAScii Import ASCII Files Directly into R using Only a 'SAS' Input Script SASdates Convert the Dates to 'SAS' Formats SASmarkdown 'SAS' Markdown SASmixed Data Sets from "SAS System for Mixed Models SAVER Single-Cell RNA-Seq Gene Expression Recovery SAiVE Functions Used for SAiVE Group Research, Collaborations, and Publications SAutomata Inference and Learning in Stochastic Automata SBAGM Search Best ARIMA, GARCH, and MS-GARCH Model SBI Simple Blinding Index for Randomized Controlled Trials SBICgraph Structural Bayesian Information Criterion for Graphical Models SBMTrees Longitudinal Sequential Imputation and Prediction with Bayesian Trees Mixed-Effects Models for Longitudinal Data SBN Generate Stochastic Branching Networks SBOAtools Secretary Bird Optimization for Continuous Optimization and Neural Network Training SBSDiff Satorra-Bentler Scaled Chi-Squared Difference Test SBdecomp Estimation of the Proportion of SB Explained by Confounders SBmedian Scalable Bayes with Median of Subset Posteriors SC2API Blizzard SC2 API Wrapper SCBiclust Identifies Mean, Variance, and Hierarchically Clustered Biclusters SCBmeanfd Simultaneous Confidence Bands for the Mean of Functional Data SCCS The Self-Controlled Case Series Method SCDA Spatially-Clustered Data Analysis SCDB Easily Access and Maintain Time-Based Versioned Data (Slowly-Changing-Dimension) SCE Stepwise Clustered Ensemble SCEPtER Stellar CharactEristics Pisa Estimation gRid SCEPtERbinary Stellar CharactEristics Pisa Estimation gRid for Binary Systems SCEnt Single Cell Entropy Analysis of Gene Heterogeneity in Cell Populations SCFMonitor Clear Monitor and Graphing Software Processing Gaussian .log File SCGLR Supervised Component Generalized Linear Regression SCI Standardized Climate Indices Such as SPI, SRI or SPEI SCIBER Single-Cell Integrator and Batch Effect Remover SCIproj Creates a Scientific Project Skeleton as an R Package SCOPRO Score Projection Between in 'Vivo' and in 'Vitro' Datasets SCOR Spherically Constrained Optimization Routine SCORNET Semi-Supervised Calibration of Risk with Noisy Event Times SCORPION Single Cell Oriented Reconstruction of PANDA Individually Optimized Networks SCOUTer Simulate Controlled Outliers SChangeBlock Spatial Structural Change Detection by an Analysis of Variability Between Blocks of Observations SCoRES Simultaneous Confidence Region Excursion Sets SCperf Functions for Planning and Managing Inventories in a Supply Chain SCpubr Generate Publication Ready Visualizations of Single Cell Transcriptomics Data SCtools Extensions for Synthetic Controls Analysis SDAR Stratigraphic Data Analysis SDAResources Datasets and Functions for 'Sampling: Design and Analysis, 3rd Edition' SDCNway Tools to Evaluate Disclosure Risk SDGLM Scalable Bayesian Inference for Dynamic Generalized Linear Models SDGdetector Detect SDGs and Targets in Text SDI Slow Digestibility Index SDLfilter Filtering and Assessing the Sample Size of Tracking Data SDModels Spectrally Deconfounded Models SDMtune Species Distribution Model Selection SDPDmod Spatial Dynamic Panel Data Modeling SDPrism2D Visualizing the Standard Deviation as the Size of a Prism SDT Self-Determination Theory Measures SDaA Sampling: Design and Analysis SE.EQ SE-Test for Equivalence SEA Segregation Analysis SEAGLE Scalable Exact Algorithm for Large-Scale Set-Based Gene-Environment Interaction Tests SEAHORS Spatial Exploration of ArcHaeological Objects in R Shiny SEARS Seamless Dose Escalation/Expansion with Adaptive Randomization Scheme SECFISH Disaggregate Variable Costs SECP Statistical Estimation of Cluster Parameters SEERaBomb SEER and Atomic Bomb Survivor Data Analysis Tools SEI Calculating Standardised Indices SEIRfansy Extended Susceptible-Exposed-Infected-Recovery Model SEL Semiparametric Elicitation SELF A Structural Equation Embedded Likelihood Framework for Causal Discovery SEMID Identifiability of Linear Structural Equation Models SEMdeep Structural Equation Modeling with Deep Neural Network and Machine Learning Algorithms SEMgraph Network Analysis and Causal Inference Through Structural Equation Modeling SEMsens A Tool for Sensitivity Analysis in Structural Equation Modeling SEMsensitivity SEM Sensitivity Analysis SEPA Segment Profile Extraction via Pattern Analysis SEPaLS Shrinkage for Extreme Partial Least-Squares (SEPaLS) SEQTaRget Sequential Trial Emulation SESraster Raster Randomization for Null Hypothesis Testing SEofM Standard Error of Measurement SEset Computing Statistically-Equivalent Path Models SFDesign Space-Filling Designs SFHNV Structural Forest for the Heterogeneous Newsvendor Model SFM A Package for Analyzing Skew Factor Models SFOCDs Space Filling Optimal Covariate Designs SFPL Sparse Fused Plackett-Luce SFtools Space Filling Based Tools for Data Mining SGB Simplicial Generalized Beta Regression SGDinference Inference with Stochastic Gradient Descent SGL Fit a GLM (or Cox Model) with a Combination of Lasso and Group Lasso Regularization SGP Student Growth Percentiles & Percentile Growth Trajectories SGPR Sparse Group Penalized Regression for Bi-Level Variable Selection SGPdata Exemplar Data Sets for Student Growth Percentiles (SGP) Analyses SHAKTI Suite for Heat-Related Adsorption Knowledge and Thermodynamic Inference SHAPBoost The SHAPBoost Feature Selection Algorithm SHAPforxgboost SHAP Plots for 'XGBoost' SHARK4R Accessing and Validating Marine Environmental Data from 'SHARK' and Related Databases SHELF Tools to Support the Sheffield Elicitation Framework SHIP Shrinkage Covariance Incorporating Prior Knowledge SHRED Setwise Hierarchical Rate of Erroneous Discovery SHT Statistical Hypothesis Testing Toolbox SIAmodules Modules for 'ShinyItemAnalysis' SIAtools 'ShinyItemAnalysis' Modules Development Toolkit SIBER Stable Isotope Bayesian Ellipses in R SIBERG Systematic Identification of Bimodally Expressed Genes Using RNAseq Data SID Structural Intervention Distance SIDES Subgroup Identification Based on Differential Effect Search SIGN Similarity Identification in Gene Expression SIHR Statistical Inference in High Dimensional Regression SILFS Subgroup Identification with Latent Factor Structure SILGGM Statistical Inference of Large-Scale Gaussian Graphical Model in Gene Networks SILM Simultaneous Inference for Linear Models SIMEXBoost Boosting Method for High-Dimensional Error-Prone Data SIMICO Set-Based Inference for Multiple Interval-Censored Outcomes SIMMS Subnetwork Integration for Multi-Modal Signatures SIMPLE.REGRESSION OLS, Moderated, Logistic, and Count Regressions Made Simple SIMPLICA Biclustering via Simplivariate Component Analysis SIMle Estimation and Inference for General Time Series Regression SIMplyBee 'AlphaSimR' Extension for Simulating Honeybee Populations and Breeding Programmes SINRELEF.LD Reliability and Relative Efficiency in Locally-Dependent Measures SIP Single-Iteration Permutation for Large-Scale Biobank Data SIPDIBGE Collection of Household Survey Packages Conducted by IBGE SIPETool SIFT-MS and CPET Data Processor SIRE Finding Feedback Effects in SEM and Testing for Their Significance SIRmcmc Compartmental Susceptible-Infectious-Recovered (SIR) Model of Community and Household Infection SIRthresholded Sliced Inverse Regression with Thresholding SIS Sure Independence Screening SISIR Select Intervals Suited for Functional Regression SIT Association Measurement Through Sliced Independence Test (SIT) SITH A Spatial Model of Intra-Tumor Heterogeneity SK4FGA Scott-Knott for Forensic Glass Analysis SKAT SNP-Set (Sequence) Kernel Association Test SKBD Shared Keyboard Designs for Phase I Dose-Finding Trials SKFCPD Fast Online Changepoint Detection for Temporally Correlated Data SKNN A Super K-Nearest Neighbor (SKNN) Classification Algorithm SLCARE Semiparametric Latent Class Analysis of Recurrent Events SLEMI Statistical Learning Based Estimation of Mutual Information SLFPCA Sparse Logistic Functional Principal Component Analysis SLGP Spatial Logistic Gaussian Process for Field Density Estimation SLHD Maximin-Distance (Sliced) Latin Hypercube Designs SLIC LIC for Distributed Skewed Regression SLModels Stepwise Linear Models for Binary Classification Problems under Youden Index Optimisation SLOPE Sorted L1 Penalized Estimation SLOS ICU Length of Stay Prediction and Efficiency Evaluation SLPresElection Presidential Election Data of "Sri Lanka" from 1982 to 2015 SLRMss Symmetric Linear Regression Models for Small Samples SLSEdesign Optimal Regression Design under the Second-Order Least Squares Estimator SMAHP Survival Mediation Analysis of High-Dimensional Proteogenomic Data SMARTbayesR Bayesian Set of Best Dynamic Treatment Regimes and Sample Size in SMARTs for Binary Outcomes SMARTp Sample Size for SMART Designs in Non-Surgical Periodontal Trials SMASH Subclone Multiplicity Allocation and Somatic Heterogeneity SMDIC Identification of Somatic Mutation-Driven Immune Cells SMFilter Filtering Algorithms for the State Space Models on the Stiefel Manifold SMLE Joint Feature Screening via Sparse MLE SMLoutliers Outlier Detection Using Statistical and Machine Learning Methods SMM Simulation and Estimation of Multi-State Discrete-Time Semi-Markov and Markov Models SMMAL Semi-Supervised Estimation of Average Treatment Effects SMMT The Swiss Municipal Data Merger Tool Maps Municipalities Over Time SMNCensReg Fitting Univariate Censored Regression Model Under the Family of Scale Mixture of Normal Distributions SMNlmec Scale Mixture of Normal Distribution in Linear Mixed-Effects Model SMOTEWB Imbalanced Resampling using SMOTE with Boosting (SMOTEWB) SMPracticals Practicals for Use with Davison (2003) Statistical Models SMR Externally Studentized Midrange Distribution SMUT Multi-SNP Mediation Intersection-Union Test SMVar Structural Model for Variances SNBdata Download Data from the Swiss National Bank (SNB) SNFtool Similarity Network Fusion SNMA Stream Network Movement Analyses SNPRelate Parallel Computing Toolset for Relatedness and Principal Component Analysis of SNP Data SNPannotator Automated Functional Annotation of Genetic Variants and Linked Proxies SNPassoc SNPs-Based Whole Genome Association Studies SNPfiltR Interactively Filter SNP Datasets SNSFdatasets Download Datasets from the Swiss National Science Foundation (SNF, FNS, SNSF) SNSchart Sequential Normal Scores in Statistical Process Management SNSeg Self-Normalization(SN) Based Change-Point Estimation for Time Series SNSequate Standard and Nonstandard Statistical Models and Methods for Test Equating SNVLFDR Empirical Bayes Single Nucleotide Variant Calling SOAR Memory Management in R by Delayed Assignments SOAs Creation of Stratum Orthogonal Arrays SOHPIE Statistical Approach via Pseudo-Value Information and Estimation SOIL Sparsity Oriented Importance Learning SOMEnv SOM Algorithm for the Analysis of Multivariate Environmental Data SOMMD Self Organising Maps for the Analysis of Molecular Dynamics Data SOMbrero SOM Bound to Realize Euclidean and Relational Outputs SOMnmR Analysis of Soil Organic Matter using Nuclear Magnetic Resonance SONO Scores of Nominal Outlyingness (SONO) SOP Generalised Additive P-Spline Regression Models Estimation SOPC The Sparse Online Principal Component Estimation Algorithm SOR Estimation using Sequential Offsetted Regression SP2000 Catalogue of Life Toolkit SPACO Spatial Component Analysis for Spatial Sequencing Data SPADAR Spherical Projections of Astronomical Data SPARRAfairness Analysis of Differential Behaviour of SPARRA Score Across Demographic Groups SPARTAAS Statistical Pattern Recognition and daTing using Archaeological Artefacts assemblageS SPAtest Score Test and Meta-Analysis Based on Saddlepoint Approximation SPB Simple Progress Bars for Procedural Coding SPCALDA A New Reduced-Rank Linear Discriminant Analysis Method SPCompute Compute Power or Sample Size for GWAS with Covariate Effect SPECIES Statistical Package for Species Richness Estimation SPECK Receptor Abundance Estimation using Reduced Rank Reconstruction and Clustered Thresholding SPEDInstabR Estimation of the Relative Importance of Factors Affecting Species Distribution Based on Stability Concept SPEI Calculation of the Standardized Precipitation-Evapotranspiration Index SPEV Unsmoothed and Smoothed Penalized PCA using Nesterov Smoothing SPIChanges Improves the Interpretation of the Standardized Precipitation Index Under Changing Climate Conditions SPINA Structure Parameter Inference Approach SPLICE Synthetic Paid Loss and Incurred Cost Experience (SPLICE) Simulator SPORTSCausal Spillover Time Series Causal Inference SPOUSE Scatter Plots Over-Viewed Using Summary Ellipses SPPcomb Combining Different Spatial Datasets in Cancer Risk Estimation SPREDA Statistical Package for Reliability Data Analysis SPRT Sequential Probability Ratio Test (SPRT) Method SPSL Site Percolation on Square Lattices (SPSL) SPSP Selection by Partitioning the Solution Paths SPYvsSPY Spy vs. Spy Data SPlit Split a Dataset for Training and Testing SPreg Bias Reduction in the Skew-Probit Model for a Binary Response SQI Soil Quality Index SQIpro Comprehensive Soil Quality Index Computation and Visualization SQL Executes 'SQL' Statements SQLFormatteR Format SQL Queries SQLove Execute 'SQL' Scripts in 'R' Containing Multiple Queries SQMtools Analyze Results Generated by the 'SqueezeMeta' Pipeline SQN Subset Quantile Normalization SQRL Enhances Interaction with 'ODBC' Databases SQUAREM Squared Extrapolation Methods for Accelerating EM-Like Monotone Algorithms SRMData Data Files Supporting "Scientific Research and Methodology" by Peter K. Dunn (2025) SRMERS Semi-Parametric Shape-Restricted Fixed/Mixed Effect(s) Regression Spline SRS Scaling with Ranked Subsampling SRTtools Adjust Srt File to Get Better Experience when Watching Movie SRscore Simple Transcriptome Meta-Analysis for Identifying Stress-Responsive Genes SSAforecast SSA Based Decomposition and Forecasting SSBtools Algorithms and Tools for Tabular Statistics and Hierarchical Computations SSDM Stacked Species Distribution Modelling SSDforR Functions to Analyze Single System Data SSEparser Parse Server-Sent Events SSGL Spike-and-Slab Group Lasso for Group-Regularized Generalized Linear Models SSHAARP Searching Shared HLA Amino Acid Residue Prevalence SSIMmap The Structural Similarity Index Measure for Maps SSLASSO The Spike-and-Slab LASSO SSLfmm Semi-Supervised Learning under a Mixed-Missingness Mechanism in Finite Mixture Models SSM Fit and Analyze Smooth Supersaturated Models SSN2 Spatial Modeling on Stream Networks SSNbayes Bayesian Spatio-Temporal Analysis in Stream Networks SSNbler Assemble 'SSN' Objects SSOSVM Stream Suitable Online Support Vector Machines SSP Simulated Sampling Procedure for Community Ecology SSRA Sakai Sequential Relation Analysis SSRMST Sample Size Calculation using Restricted Mean Survival Time SSRTcalc Easy SSRT Calculation SSReliabilityClaytonMWD Stress-Strength Reliability Model with MWD Marginals via Clayton Copula SSVS Functions for Stochastic Search Variable Selection (SSVS) SSplots Stock Status Plots (SSPs) SSsimple State Space Models STAND Statistical Analysis of Non-Detects STAREG An Empirical Bayes Approach for Replicability Analysis Across Two Studies STARTS Functions for the STARTS Model STARTdesign Single to Double Arm Transition Design for Phase II Clinical Trials STATcubeR R Interface for the 'STATcube' REST API and Open Government Data STB Simultaneous Tolerance Bounds STCCGEV Conditional Copula Model for Crop Yield Forecasting STCYP Spatio-Temporal Crop Yield Prediction STDistance Spatial Transcriptomics Distance Calculation and Visualization STEPCAM ABC-SMC Inference of STEPCAM STFTS Statistical Tests for Functional Time Series STICr Process Stream Temperature, Intermittency, and Conductivity (STIC) Sensor Data STMotif Discovery of Motifs in Spatial-Time Series STMr Strength Training Manual R-Language Functions STOPES Selection Threshold Optimized Empirically via Splitting STPGA Selection of Training Populations by Genetic Algorithm STREAK Receptor Abundance Estimation using Feature Selection and Gene Set Scoring STRINGdb STRINGdb - Protein-Protein Interaction Networks and Functional Enrichment Analysis STV Single Transferable Vote Counting STraTUS Enumeration and Uniform Sampling of Transmission Trees for a Known Phylogeny SUMMER Small-Area-Estimation Unit/Area Models and Methods for Estimation in R SUMO Generating Multi-Omics Datasets for Testing and Benchmarking SUNGEO Sub-National Geospatial Data Archive: Geoprocessing Toolkit SUSENAS National Socio-Economic Survey Data Collection Indonesia SUSY Surrogate Synchrony SVARtca Transmission Channel Analysis in Structural VAR Models SVAlignR Recovering Structure of Long Molecules from Structural Variation Data SVDMx Child/Child-Adult Mortality-Indexed Model Mortality Age Schedules SVDNF Discrete Nonlinear Filtering for Stochastic Volatility Models SVEMnet Self-Validated Ensemble Models with Lasso and Relaxed Elastic Net Regression SVG Spatially Variable Genes Detection Methods for Spatial Transcriptomics SVMD Spearman Variational Mode Decomposition SVMMaj Implementation of the SVM-Maj Algorithm SVN Statistically Validated Networks SWMPr Retrieving, Organizing, and Analyzing Estuary Monitoring Data SWTools Helper Tools for Australian Hydrologists SYNCSA Analysis of Functional and Phylogenetic Patterns in Metacommunities SafeVote Election Vote Counting with Safety Features SailoR An Extension of the Taylor Diagram to Two-Dimensional Vector Data SampleCore Sampling Strategies for Constructing Core Collections SampleSize4ClinicalTrials Sample Size Calculation for the Comparison of Means or Proportions in Phase III Clinical Trials SampleSizeCalculator Sample Size Calculator under Complex Survey Design SampleSizeDiagnostics Choosing Sample Size for Evaluating a Diagnostic Test SampleSizeMeans Sample Size Calculations for Normal Means SampleSizeProportions Calculating Sample Size Requirements when Estimating the Difference Between Two Binomial Proportions SampleSizeSingleArmSurvival Calculate Sample Size for Single-Arm Survival Studies SamplingBigData Sampling Methods for Big Data SamplingStrata Optimal Stratification of Sampling Frames for Multipurpose Sampling Surveys SanFranBeachWater Downloads and Tidies the San Francisco Public Utilities Commission Beach Water Quality Monitoring Program Data SangerTools Tools for Population Health Management Analytics SaturnCoefficient Statistical Evaluation of UMAP Dimensionality Reductions ScaleSpikeSlab Scalable Spike-and-Slab ScaledMatrix Creating a DelayedMatrix of Scaled and Centered Values Scalelink Create Scale Linkage Scores ScatterDensity Density Estimation and Visualization of 2D Scatter Plots SchoolDataIT Retrieve, Harmonise and Map Open Data Regarding the Italian School System SciViews SciViews - Main package ScoreEB Score Test Integrated with Empirical Bayes for Association Study ScottKnott The ScottKnott Clustering Algorithm ScottKnottESD The Scott-Knott Effect Size Difference (ESD) Test ScreeNOT 'ScreeNOT': MSE-Optimal Singular Value Thresholding in Correlated Noise ScreenClean Screen and clean variable selection procedures ScriptMapR R Script Visualization in Cytoscape SdeaR Stochastic Data Envelopment Analysis SeBR Semiparametric Bayesian Regression Analysis SeaGraphs Sea Currents to Connectivity Transformation SeaSondeR Radial Metrics from SeaSonde HF-Radar Data SeaVal Validation of Seasonal Weather Forecasts SearchTrees Spatial Search Trees SeasEpi Spatiotemporal Modeling of Seasonal Infectious Disease SecretsProvider Save and Retrieve Name-Value Pairs to and from a File SeedImbibition Seed Imbibition Percentage SeedMaker Generate a Collection of Seeds from a Single Seed SeedVigorIndex Seed Vigor Index SegCorr Detecting Correlated Genomic Regions SegEnvIneq Environmental Inequality Indices Based on Segregation Measures Sejong KoNLP static dictionaries and Sejong project resources. SeleMix Selective Editing via Mixture Models Select Determines Species Probabilities Based on Functional Traits SelectBoost A General Algorithm to Enhance the Performance of Variable Selection Methods in Correlated Datasets SelectBoost.FDA SelectBoost-Style Variable Selection for Functional Data Analysis SelectBoost.beta Stability-Selection via Correlated Resampling for Beta-Regression Models SelectBoost.gamlss Stability-Selection via Correlated Resampling for 'GAMLSS' Models SelectBoost.quantile 'SelectBoost'-Style Variable Selection for Quantile Regression SelectionBias Calculates Bounds for the Selection Bias for Binary Treatment and Outcome Variables SelfControlledCaseSeries Self-Controlled Case Series SelfControlledCohort Self-Controlled Cohort Population-Level Estimation SemNeT Methods and Measures for Semantic Network Analysis SemNetCleaner An Automated Cleaning Tool for Semantic and Linguistic Data SemNetDictionaries Dictionaries for the 'SemNetCleaner' Package SemanticDistance Compute Semantic Distance Between Text Constituents SemiCompRisks Hierarchical Models for Parametric and Semi-Parametric Analyses of Semi-Competing Risks Data SemiMarkov Multi-States Semi-Markov Models SemiPar.depCens Copula Based Cox Proportional Hazards Models for Dependent Censoring SemiparMF Semiparametric Spatiotemporal Model with Mixed Frequencies SenSpe Estimating Specificity at Controlled Sensitivity, or Vice Versa SenSrivastava Datasets from Sen & Srivastava SensIAT Sensitivity Analysis for Irregular Assessment Times SensMap Sensory and Consumer Data Mapping SensitivityCaseControl Sensitivity Analysis for Case-Control Studies SensoMineR Sensory Data Analysis SentimentAnalysis Dictionary-Based Sentiment Analysis SepTest Tests for First-Order Separability in Spatio-Temporal Point Processes SeqAlignR Sequence Alignment and Visualization Tool SeqFeatR A Tool to Associate FASTA Sequences and Features SeqKat Detection of Kataegis SeqMADE Network Module-Based Model in the Differential Expression Analysis for RNA-Seq Seqinfo A simple S4 class for storing basic information about a collection of genomic sequences SequenceSpikeSlab Exact Bayesian Model Selection Methods for the Sparse Normal Sequence Model Sequential Exact Sequential Analysis for Poisson and Binomial Data SequentialDesign Observational Database Study Planning using Exact Sequential Analysis for Poisson and Binomial Data SeroTrackR Serology-Based Data Analysis and Visualization SerolyzeR Reading, Quality Control and Preprocessing of MBA (Multiplex Bead Assay) Data SetMethods Functions for Set-Theoretic Multi-Method Research and Advanced QCA SetTest Group Testing Procedures for Signal Detection and Goodness-of-Fit Seurat Tools for Single Cell Genomics SeuratExplorer An 'Shiny' App for Exploring scRNA-seq Data Processed in 'Seurat' SeuratObject Data Structures for Single Cell Data ShapDoE Approximation of the Shapley Values Based on Experimental Designs ShapeChange Change-Point Estimation using Shape-Restricted Splines ShapePattern Tools for Analyzing Shapes and Patterns ShapeSelectForest Shape Selection for Landsat Time Series of Forest Dynamics ShapleyOutlier Multivariate Outlier Explanations using Shapley Values and Mahalanobis Distances ShapleyValue Shapley Value Regression for Relative Importance of Attributes SharkDemography Shark Demographic Analyses Using Leslie Matrix Models SharpeR Statistical Significance of the Sharpe Ratio SheetReader Parse xlsx Files ShellChron Builds Chronologies from Oxygen Isotope Profiles in Shells SherlockHolmes Building a Concordance of Terms in a Series of Texts ShiVa Detection of Evolutionary Shifts in Both Optimal Value and Variance ShiftConvolvePoibin Exactly Computing the Tail of the Poisson-Binomial Distribution ShiftShareSE Inference in Regressions with Shift-Share Structure ShinyBlock Multi-Protocol Blockchain Simulator and Enterprise Ledger Framework ShinyItemAnalysis Test and Item Analysis via Shiny ShinyQuickStarter 'RStudio' Addin for Building Shiny Apps per Drag & Drop ShinyWizard An Interactive Wizard to Design, Build, and Deploy R Packages Demo Presentation ShortForm Automatic Short Form Creation ShortRead FASTQ input and manipulation ShrinkCovMat Shrinkage Covariance Matrix Estimators ShrinkageTrees Bayesian Tree Ensembles for Survival Analysis and Causal Inference SiER Signal Extraction Approach for Sparse Multivariate Response Regression SiFINeT Single Cell Feature Identification with Network Topology SiMRiv Simulating Multistate Movements in River/Heterogeneous Landscapes SiPhyNetwork A Phylogenetic Simulator for Reticulate Evolution SiZer Significant Zero Crossings Sie2nts Sieve Methods for Non-Stationary Time Series Sieve Nonparametric Estimation by the Method of Sieves SigBridgeRUtils Some Utilities & Base Supports for 'SigBridgeR' SightabilityModel Wildlife Sightability Modeling Signac Analysis of Single-Cell Chromatin Data SignacX Cell Type Identification and Discovery from Single Cell Gene Expression Data SignalY Signal Extraction from Panel Data via Bayesian Sparse Regression and Spectral Decomposition SignifReg Consistent Significance Controlled Variable Selection in Generalized Linear Regression Silhouette Proximity Measure Based Diagnostics for Standard, Soft, and Multi-Way Clustering SillyPutty Silly Putty Clustering Sim.DiffProc Simulation of Diffusion Processes SimBIID Simulation-Based Inference Methods for Infectious Disease Models SimBaRepro Simulation-Based, Finite-Sample Inference via Repro Samples SimComp Simultaneous Comparisons for Multiple Endpoints SimCop Simulate from Arbitrary Copulae SimCorMultRes Simulates Correlated Multinomial Responses SimCorrMix Simulation of Correlated Data with Multiple Variable Types Including Continuous and Count Mixture Distributions SimDesign Structure for Organizing Monte Carlo Simulation Designs SimDissolution Modeling and Assessing Similarity of Drug Dissolutions Profiles SimEUCartelLaw Simulation of Legal Exemption System for European Cartel Law SimEngine A Modular Framework for Statistical Simulations in R SimIndep WISE: a Weighted Similarity Aggregation Test for Serial Independence SimInf A Framework for Data-Driven Stochastic Disease Spread Simulations SimJoint Simulate Joint Distribution SimKid Simulate Virtual Pediatrics using Anthropometric Growth Charts SimMultiCorrData Simulation of Correlated Data with Multiple Variable Types SimNPH Simulate Non-Proportional Hazards SimRDS Simulation of Respondent Driven Samples SimReg Similarity Regression SimSST Simulated Stop Signal Task Data SimSeq Nonparametric Simulation of RNA-Seq Data SimSurvey Test Surveys by Simulating Spatially-Correlated Populations SimTOST Sample Size Estimation for Bio-Equivalence Trials Through Simulation SimTimeVar Simulate Longitudinal Dataset with Time-Varying Correlated Covariates SimVitD Simulation Tools for Planning Vitamin D Studies SimilarityMeasures Trajectory Similarity Measures Simile Interact with Simile Models SimpleUpset Create Upset Plots SimplicialComplex Topological Data Analysis: Simplicial Complex SimplicialCubature Integration of Functions Over Simplices SimplyAgree Flexible and Robust Agreement and Reliability Analyses SimtablR Easy Publication-Ready Tables and Regression Analysis SimuRg Building, Fitting and Evaluating PK/PD Modeles SingleArmMRCT Regional Consistency Probability for Single-Arm Multi-Regional Clinical Trials SingleCaseES A Calculator for Single-Case Effect Sizes SingleCellComplexHeatMap Complex Heatmaps for Single Cell Expression Data with Dual Information Display SingleCellExperiment S4 Classes for Single Cell Data SingleCellStat A Toolkit for Statistical Analysis of Single-Cell Omics Data SixSigma Six Sigma Tools for Quality Control and Improvement SkeletalVis Exploration and Visualisation of Skeletal Transcriptomics Data SkewHyperbolic The Skew Hyperbolic Student t-Distribution Skillings.Mack The Skillings-Mack Test Statistic for Block Designs with Missing Observations SleepCycles Sleep Cycle Detection Sleuth2 Data Sets from Ramsey and Schafer's "Statistical Sleuth (2nd Ed)" Sleuth3 Data Sets from Ramsey and Schafer's "Statistical Sleuth (3rd Ed)" SlicedLHD Sliced Latin Hypercube Designs Slick Interactive Visualization of MSE Results SlideCNA Calls Copy Number Alterations from Slide-Seq Data SlidingWindows Methods for Time Series Analysis SlimR Adaptive Machine Learning-Powered, Context-Matching Tool for Single-Cell and Spatial Transcriptomics Annotation SlotLim Catch Advice for Fisheries Managed by Harvest Slot Limits SmCCNet Sparse Multiple Canonical Correlation Network Analysis Tool ('SmCCNet') SmallCountRounding Small Count Rounding of Tabular Data SmartEDA Summarize and Explore the Data SmartMeterAnalytics Methods for Smart Meter Data Analysis SmartSVA Fast and Robust Surrogate Variable Analysis SmarterPoland Tools for Accessing Various Datasets Developed by the Foundation SmarterPoland.pl SmithWilsonYieldCurve Smith-Wilson Yield Curve Construction SmokingHistoryGenerator R Package for the Smoking History Generator SmoothHazard Estimation of Smooth Hazard Models for Interval-Censored Data SmoothPLS Partial Least-Squares Algorithm for Categorical and Scalar Functional Data SmoothWin Soft Windowing for Linear and Non-Linear Models Snake Game of Snake SnowData Historical Data from John Snow's 1854 Cholera Outbreak Map SnowballC Snowball Stemmers Based on the C 'libstemmer' UTF-8 Library Sobol4R Sobol Indices for Models with Fixed and Stochastic Parameters Sofi Interfaz interactiva con fines didacticos SoftBart Implements the SoftBart Algorithm SoftClustering Soft Clustering Algorithms SoilConservation Soil and Water Conservation SoilFDA Fractal Dimension Analysis of Soil Particle Size Distribution SoilFunctionality Soil Functionality Measurement SoilHyP Soil Hydraulic Properties SoilManageR Calculate Soil Management Indicators for Agricultural Practice Assessment SoilR Models of Soil Organic Matter Decomposition SoilSaltIndex Soil Salinity Indices Generation using Satellite Data SoilTaxonomy A System of Soil Classification for Making and Interpreting Soil Surveys SoilTesting Organic Carbon and Plant Available Nutrient Contents in Soil Sojourn Apply Sojourn Methods for Processing ActiGraph Accelerometer Data Sojourn.Data Supporting Objects for Sojourn Accelerometer Methods SolveSAPHE Solver Suite for Alkalinity-PH Equations SomaDataIO Input/Output 'SomaScan' Data SongEvo An Individual-Based Model of Bird Song Evolution SorptionAnalysis Static Adsorption Experiment Plotting and Analysis SoundShape Sound Waves Onto Morphometric Data SoundexBR Phonetic-Coding for Portuguese SoupX Single Cell mRNA Soup eXterminator SouthParkRshiny Data and 'Shiny' Application for the Show 'SouthPark' SoyNAM Soybean Nested Association Mapping Dataset SoyURT USDA Northern Region Uniform Soybean Tests Dataset SpATS Spatial Analysis of Field Trials with Splines SpNMF Supervised NMF SpPOP Generation of Spatial Population under Different Levels of Relationships among Variables SpTe2M Nonparametric Modeling and Monitoring of Spatio-Temporal Data SpaCCI Spatially Aware Cell-Cell Interaction Analysis SpaCOAP High-Dimensional Spatial Covariate-Augmented Overdispersed Poisson Factor Model SpaDES Develop and Run Spatially Explicit Discrete Event Simulation Models SpaDES.core Core Utilities for Developing and Running Spatially Explicit Discrete Event Models SpaDES.tools Additional Tools for Developing Spatially Explicit Discrete Event Simulation (SpaDES) Models SpaTopic Topic Inference to Identify Tissue Architecture in Multiplexed Images SpaceTimeBSS Blind Source Separation for Multivariate Spatio-Temporal Data SpadeR Species-Richness Prediction and Diversity Estimation with R SparseArray High-performance sparse data representation and manipulation in R SparseBiplots 'HJ-Biplot' using Different Ways of Penalization Plotting with 'ggplot2' SparseChol Sparse Matrix C++ Classes Including Sparse Cholesky LDL Decomposition of Symmetric Matrices SparseDC Implementation of SparseDC Algorithm SparseFunClust Sparse Functional Clustering SparseGrid Sparse grid integration in R SparseICA Sparse Independent Component Analysis SparseLPM The Sparse Latent Position Model for Nonnegative Interaction Data SparseM Sparse Linear Algebra SparseMDC Implementation of SparseMDC Algorithm SparseMSE 'Multiple Systems Estimation for Sparse Capture Data' SparseTSCGM Sparse Time Series Chain Graphical Models SparseVFC Sparse Vector Field Consensus for Vector Field Learning SpatEntropy Spatial Entropy Measures SpatFD Functional Geostatistics: Univariate and Multivariate Functional Spatial Prediction SpatGC Bayesian Modeling of Spatial Count Data SpatGRID Spatial Grid Generation from Longitude and Latitude List SpatMCA Regularized Spatial Maximum Covariance Analysis SpatPCA Regularized Principal Component Analysis for Spatial Data SpatialAcc Spatial Accessibility Measures SpatialBSS Blind Source Separation for Multivariate Spatial Data SpatialDownscaling Methods for Spatial Downscaling Using Deep Learning SpatialEpi Methods and Data for Spatial Epidemiology SpatialExperiment S4 Class for Spatially Resolved -omics Data SpatialExtremes Modelling Spatial Extremes SpatialGEV Fit Spatial Generalized Extreme Value Models SpatialGraph The SpatialGraph Class and Utilities SpatialInference Tools for Statistical Inference with Geo-Coded Data SpatialKDE Kernel Density Estimation for Spatial Data SpatialNP Multivariate Nonparametric Methods Based on Spatial Signs and Ranks SpatialPOP Generation of Spatial Data with Spatially Varying Model Parameter SpatialPack Tools for Assessment the Association Between Two Spatial Processes SpatialPosition Spatial Position Models SpatialRDD Conduct Multiple Types of Geographic Regression Discontinuity Designs SpatialRegimes Spatial Constrained Clusterwise Regression SpatialRoMLE Robust Maximum Likelihood Estimation for Spatial Error Model SpatialTools Tools for Spatial Data Analysis SpatialVS Spatial Variable Selection SpatialVx Spatial Forecast Verification Spbsampling Spatially Balanced Sampling SpeTestNP Non-Parametric Tests of Parametric Specifications SpecDetec Change Points Detection with Spectral Clustering SpecHelpers Spectroscopy Related Utilities SpecsVerification Forecast Verification Routines for Ensemble Forecasts of Weather and Climate Spectra Spectra Infrastructure for Mass Spectrometry Data SpectralClMixed Spectral Clustering for Mixed Type Data Spectran Visual and Non-Visual Spectral Analysis of Light Spectrum Fast Adaptive Spectral Clustering for Single and Multi-View Data SphereOptimize Optimization on a Unit Sphere SphericalCubature Numerical Integration over Spheres and Balls in n-Dimensions; Multivariate Polar Coordinates SpiceFP Sparse Method to Identify Joint Effects of Functional Predictors Splinets Functional Data Analysis using Splines and Orthogonal Spline Bases SplitGLM Split Generalized Linear Models SplitKnockoff Split Knockoffs for Structural Sparsity SplitReg Split Regularized Regression SplitSplitPlot Analysis of Split-Split-Plot Experiments (Analise De Experimentos Em Parcela Subsubdividida) SplitWise Hybrid Stepwise Regression with Single-Split Dummy Encoding SpoMAG Probability of Sporulation Potential in MAGs SportMiner Text Mining and Topic Modeling for Sport Science Literature SportsTour Display Tournament Fixtures using Knock Out and Round Robin Techniques Spower Power Analyses using Monte Carlo Simulations SppTrend Analyzing Linear Trends in Species Occurrence Data SpuriousMemory Testing True Long Memory Against Spurious Long Memory SqlRender Rendering Parameterized SQL and Translation to Dialects SqueakR An Experiment Interface for 'DeepSqueak' Bioacoustics Research Ssarkartrim Trimmed-k Mean Estimator SscSrs Sample Size Calculator for Estimation of Population Mean and Proportion under SRS Sshaped Nonparametric, Tuning-Free Estimation of S-Shaped Functions Sstack Bootstrap Stacking of Random Forest Models for Heterogeneous Data StAMPP Statistical Analysis of Mixed Ploidy Populations StMoMo Stochastic Mortality Modelling StMoSim Quantile-Quantile Plot with Several Gaussian Simulations StReg Student's t Regression Models StabilityApp Stability Analysis App for GEI in Multi-Environment Trials StabilizedRegression Stabilizing Regression and Variable Selection StableEstim Estimate the Four Parameters of Stable Laws using Different Methods StablePopulation Calculates Alpha for a Stable Population StackImpute Tools for Analysis of Stacked Multiple Imputations StakeholderAnalysis Measuring Stakeholder Influence StanHeaders C++ Header Files for Stan Stat2Data Datasets for Stat2 StatDA Statistical Analysis for Environmental Data StatDataML Read and Write StatDataML Files StatDeriveR Step-by-Step Derivation and Simulation Verification in Mathematical Statistics StatMatch Statistical Matching or Data Fusion StatPerMeCo Statistical Performance Measures to Evaluate Covariance Matrix Estimates StatRank Statistical Rank Aggregation: Inference, Evaluation, and Visualization StatRec A Statistical Method for Multi-Item Rating and Recommendation Problems StatTeacherAssistant An App that Assists Intro Statistics Instructors with Data Sets StatTools All-in-One Chi Distribution CI Statamarkdown 'Stata' Markdown StateLevelForest Historical State-Level Forest Cover Data in the United States StatisticTeach1 Interactive Tool for Statistics and Probability StatsTFLValR Utilities for Validation of Clinical Trial 'SDTM', 'ADaM' and 'TFL' Outputs StealLikeBayes A Compendium of Bayesian Statistical Routines Written in 'C++' SteinIV Semi-Parametric Stein-Like Estimator with Instrumental Variables StemAnalysis Reconstructing Tree Growth and Carbon Accumulation with Stem Analysis Data StempCens Spatio-Temporal Estimation and Prediction for Censored/Missing Responses StepBeta Stepwise Procedure for Beta, Beta-Binomial and Negative Binomial Regression Models StepGWR A Hybrid Spatial Model for Prediction and Capturing Spatial Variation in the Data StepReg Stepwise Regression Analysis StepRegShiny Graphical User Interface for 'StepReg' SteppedPower Power Calculation for Stepped Wedge Designs StepwiseTest Multiple Testing Method to Control Generalized Family-Wise Error Rate and False Discovery Proportion StereoMorph Stereo Camera Calibration and Reconstruction SticsRFiles Read and Modify 'STICS' Input/Output Files StochBlock Stochastic Blockmodeling of One-Mode and Linked Networks StochSimR Stochastic Process Simulation Engine StockDistFit Fit Stock Price Distributions Storm Write Storm Bolts in R using the Storm Multi-Language Protocol. StormR Analyzing the Behaviour of Wind Generated by Tropical Storms and Cyclones StrainRanking Ranking of Pathogen Strains StratPal Stratigraphic Paleobiology Modeling Pipelines StratSel Strategic Selection Estimator StrathE2E2 End-to-End Marine Food Web Model StratifiedBalancing Stratified Covariate Balancing StratifiedMedicine Stratified Medicine StratifiedRF Builds Trees by Sampling Variables in Groups StratifiedSampling Different Methods for Stratified Sampling StratigrapheR Integrated Stratigraphy StreamCatTools 'StreamCatTools' StreamMetabolism Calculate Single Station Metabolism from Diurnal Oxygen Curves StressStrength Computation and Estimation of Reliability of Stress-Strength Models String2AdjMatrix Creates an Adjacency Matrix from a List of Strings StroupGLMM R Codes and Datasets for Generalized Linear Mixed Models: Modern Concepts, Methods and Applications by Walter W. Stroup StructuralDecompose Decomposes a Level Shifted Time Series StructureMC Structured Matrix Completion StuteTest Stute (1997) Linearity Test Stype.est S-Type Estimators Styperidge.reg S-Type Ridge Regression SuRF.vs Subsampling Ranking Forward Selection (SuRF) SubTS Positive Tempered Stable Distributions and Related Subordinators SubVis Visual Exploration of Protein Alignments Resulting from Multiple Substitution Matrices SubgrpID Patient Subgroup Identification for Clinical Drug Development SubtypeDrug Prioritization of Candidate Cancer Subtype Specific Drugs SudokuDesigns Sudoku as an Experimental Design SuessR Suess and Laws Corrections for Marine Stable Carbon Isotope Data SumcaVer1 Mean Square Prediction Error Estimation in Small Area Estimation SummarizedExperiment A container (S4 class) for matrix-like assays SunCalcMeeus Sun Position and Daylight Calculations Sunclarco Survival Analysis using Copulas SunsVoc Constructing Suns-Voc from Outdoor Time-Series I-V Curves SupMZ Detecting Structural Change with Heteroskedasticity SuperCell Simplification of scRNA-Seq Data by Merging Together Similar Cells SuperExactTest Exact Test and Visualization of Multi-Set Intersections SuperGauss Superfast Likelihood Inference for Stationary Gaussian Time Series SuperLearner Super Learner Prediction SuperRanker Sequential Rank Agreement SuperSurv A Unified Framework for Machine Learning Ensembles in Survival Analysis SuperpixelImageSegmentation Superpixel Image Segmentation Superpower Simulation-Based Power Analysis for Factorial Designs SuppDists Supplementary Distributions SurfRough Calculate Surface/Image Texture Indexes SurfaceTortoise Find Optimal Sampling Locations Based on Spatial Covariate(s) SurprisalAnalysis Information Theoretic Analysis of Gene Expression Data Surrogate Evaluation of Surrogate Endpoints in Clinical Trials SurrogateBMA Flexible Evaluation of Surrogate Markers with Bayesian Model Averaging SurrogateOutcome Estimation of the Proportion of Treatment Effect Explained by Surrogate Outcome Information SurrogateParadoxTest Empirical Testing of Surrogate Paradox Assumptions SurrogateRank Rank-Based Test to Evaluate a Surrogate Marker SurrogateRegression Surrogate Outcome Regression Analysis SurrogateSeq Group Sequential Testing of a Treatment Effect Using a Surrogate Marker SurrogateTest Early Testing for a Treatment Effect using Surrogate Marker Information SurvCorr Correlation of Bivariate Survival Times SurvDisc Discrete Time Survival and Longitudinal Data Analysis SurvEval Methods for the Evaluation of Survival Models SurvGME Analysis of Survival Data under Graphical and Measurement Error Models SurvHiDim High Dimensional Survival Data Analysis SurvImpute Multiple Imputation for Missing Covariates in Time-to-Event Data SurvLong Analysis of Proportional Hazards Model with Sparse Longitudinal Covariates SurvMA Model Averaging Prediction of Personalized Survival Probabilities SurvMI Multiple Imputation Method in Survival Analysis SurvMetrics Predictive Evaluation Metrics in Survival Analysis SurvRegCensCov Weibull Regression for a Right-Censored Endpoint with Interval-Censored Covariate SurvSparse Survival Analysis with Sparse Longitudinal Covariates SurvTrunc Analysis of Doubly Truncated Data SurveyCC Canonical Correlation for Survey Data SurveyDefense Survey Defense Tool SurveyStat Survey Data Cleaning, Weighting and Analysis SurviMChd High Dimensional Survival Data Analysis with Markov Chain Monte Carlo SurvivalClusteringTree Clustering Analysis Using Survival Tree and Forest Algorithms SurvivalTests Survival Tests for One-Way Layout SveltePlots A Wrapper for a Svelte Custom Web Component SvyNom Nomograms for Right-Censored Outcomes from Survey Designs SwPcIndex Computation of Survey Weighted PC Based Composite Index SweepDiscovery Selective Sweep Discovery Tool SwimmeR Data Import, Cleaning, and Conversions for Swimming Results SwissAir Air Quality Data of Switzerland for One Year in 30 Min Resolution SyScSelection Systematic Scenario Selection for Stress Testing SymTS Symmetric Tempered Stable Distributions SynDI Synthetic Data Integration SyncMove Subsample Temporal Data to Synchronal Events and Compute the MCI SyncRNG A Synchronized Tausworthe RNG for R and Python SynchWave Synchrosqueezed Wavelet Transform SynergyLMM Statistical Framework for in Vivo Drug Combination Studies Synth Synthetic Control Group Method for Comparative Case Studies SynthETIC Synthetic Experience Tracking Insurance Claims SynthTools Tools and Tests for Experiments with Partially Synthetic Data Sets Sysrecon Systematical Metabolic Reconstruction SystemicR Monitoring Systemic Risk T2DFitTailor Tailor the Exercise Plans and Visualize the Outcome for T2D Patients T2EQ Functions for Applying the T^2-Test for Equivalence T2Qv Control Qualitative Variables T4cluster Tools for Cluster Analysis T4transport Tools for Computational Optimal Transport TAD Realize the Trait Abundance Distribution TAF Transparent Assessment Framework for Reproducible Research TAG Transformed Additive Gaussian Processes TAM Test Analysis Modules TANDEM A Two-Stage Approach to Maximize Interpretability of Drug Response Models Based on Multiple Molecular Data Types TAQMNGR Manage Tick-by-Tick Transaction Data TAR Bayesian Modeling of Autoregressive Threshold Time Series Models TAShiny 'Text Analyzer Shiny' TBA Collection of 'shiny' Apps for Tree Breeding Analysis TBEST Tree Branches Evaluated Statistically for Tightness TBFmultinomial TBF Methodology Extension for Multinomial Outcomes TBRDist Rearrangement Distances Between Phylogenetic Trees TBox Useful Functions for Programming and Generating Documents TCA Tensor Composition Analysis TCGAretriever Retrieve Genomic and Clinical Data from CBioPortal Including TCGA Data TCGAutils TCGA utility functions for data management TCHazaRds Tropical Cyclone (Hurricane, Typhoon) Spatial Hazard Modelling TCIApathfinder Client for the Cancer Imaging Archive REST API TCIU Spacekime Analytics, Time Complexity and Inferential Uncertainty TCRconvertR Convert TCR Gene Names TCseq Time course sequencing data analysis TDA Statistical Tools for Topological Data Analysis TDAkit Toolkit for Topological Data Analysis TDApplied Machine Learning and Inference for Topological Data Analysis TDAstats Pipeline for Topological Data Analysis TDAvec Vector Summaries of Persistence Diagrams TDCM The Transition Diagnostic Classification Model Framework TDCor Gene Network Inference from Time-Series Transcriptomic Data TDIagree Assessment of Agreement using the Total Deviation Index TDLM Systematic Comparison of Trip Distribution Laws and Models TDPanalysis Granier's Sap Flow Sensors (TDP) Analysis TDSTNN Time Delay Spatio Temporal Neural Network TDbook Companion Package for the Book "Data Integration, Manipulation and Visualization of Phylogenetic Trees" by Guangchuang Yu (2022, ISBN:9781032233574) TDboost A Boosted Tweedie Compound Poisson Model TELP Social Representation Theory Application: The Free Evocation of Words Technique TEQR Target Equivalence Range Design TExPosition Two-Table ExPosition TFBSTools Software Package for Transcription Factor Binding Site (TFBS) Analysis TFMPvalue Efficient and Accurate P-Value Computation for Position Weight Matrices TFORGE Tests for Geophysical Eigenvalues TFRE A Tuning-Free Robust and Efficient Approach to High-Dimensional Regression TFactSR Enrichment Approach to Predict Which Transcription Factors are Regulated TFisher Optimal Thresholding Fisher's P-Value Combination Method TFunHDDC Clustering of Functional Data via Mixtures of t-Distributions TGS Rapid Reconstruction of Time-Varying Gene Regulatory Networks TGST Targeted Gold Standard Testing TH.data TH's Data Archive THETASVM Time Series Forecasting using THETA-SVM Hybrid Model THREC Tree Height Response Calibration for Swedish Forests TICM Testing the Validity of the Independent Component Model Assumption TIGERr Technical Variation Elimination with Ensemble Learning Architecture TIMP Fitting Separable Nonlinear Models in Spectroscopy and Microscopy TITAN2 Threshold Indicator Taxa Analysis TITEgBOIN Time-to-Event Dose-Finding Design for Multiple Toxicity Grades TKCat Tailored Knowledge Catalog TLCAR Computation of Topp-Leone Cauchy Rayleigh (TLCAR ) distribution's properties TLIC The LIC for T Distribution Regression Analysis TLMoments Calculate TL-Moments and Convert Them to Distribution Parameters TMB Template Model Builder: A General Random Effect Tool Inspired by 'ADMB' TMDb Access to TMDb API TML Tropical Geometry Tools for Machine Learning TMTI Too Many, Too Improbable (TMTI) Test Procedures TNC Temporal Network Centrality (TNC) Measures TNRS Taxonomic Name Resolution Service TOC Total Operating Characteristic Curve and ROC Curve TOHM Testing One Hypothesis Multiple Times TORDs Third Order Rotatable Designs (TORDs) TOSI Two-Directional Simultaneous Inference for High-Dimensional Models TOSTER Two One-Sided Tests (TOST) Equivalence Testing TOU Transformed Ornstein-Uhlenbeck Model for Adsorption Kinetics TPAC Tissue-Adjusted Pathway Analysis of Cancer (TPAC) TPACData Human Protein Atlas Data for Tissue-Adjusted Pathway Analysis of Cancer (TPAC) TPD Methods for Measuring Functional Diversity Based on Trait Probability Density TPDDev Tool for Construction of Two-Phase Experimental Designs TPEA A Novel Topology-Based Pathway Enrichment Analysis Approach TPES Tumor Purity Estimation using SNVs TPLSr Thresholded Partial Least Squares Model for Neuroimaging Data TPXG Two Parameter Xgamma & Poisson Xgamma: Regression & Distribution Functions TPmsm Estimation of Transition Probabilities in Multistate Models TR8 A Tool for Downloading Functional Traits Data for Plant Species TRADER Tree Ring Analysis of Disturbance Events in R TRAMPR 'TRFLP' Analysis and Matching Package for R TRD Transmission Ratio Distortion TREDesigns Ternary Residual Effect Designs TRES Tensor Regression with Envelope Structure TRexSelector T-Rex Selector: High-Dimensional Variable Selection & FDR Control TSA Time Series Analysis TSANN Time Series Artificial Neural Network TSCAN Tools for Single-Cell Analysis TSCI Tools for Causal Inference with Possibly Invalid Instrumental Variables TSCS Time Series Cointegrated System TSDFGS Training Set Determination for Genomic Selection TSDT Treatment-Specific Subgroup Detection Tool TSE Total Survey Error TSEAL Time Series Analysis Library TSEind Total Survey Error (Independent Samples) TSEntropies Time Series Entropies TSEtools Manage Data from the Finance Markets TSEwgt Total Survey Error Under Multiple, Different Weighting Schemes TSF Two Stage Forecasting (TSF) for Long Memory Time Series in Presence of Structural Break TSGS Trait Specific Gene Selection using SVM and GA TSGSIS Two Stage-Grouped Sure Independence Screening TSHRC Two Stage Hazard Rate Comparison TSLA Tree-Guided Rare Feature Selection and Logic Aggregation TSLSTM Long Short Term Memory (LSTM) Model for Time Series Forecasting TSLSTMplus Long-Short Term Memory for Time-Series Forecasting, Enhanced TSMCP Fast Two Stage Multiple Change Point Detection TSP Infrastructure for the Traveling Salesperson Problem TSPred Functions for Benchmarking Time Series Prediction TSQCA DEPRECATED: Threshold Sweep Extensions for Qualitative Comparative Analysis TSS.RESTREND Time Series Segmentation of Residual Trends TSSS Time Series Analysis with State Space Model TSSVM Time Series Forecasting using SVM Model TSTutorial Fitting and Predict Time Series Interactive Laboratory TSVC Tree-Structured Modelling of Varying Coefficients TSdeeplearning Deep Learning Model for Time Series Forecasting TSdisaggregation High-Dimensional Temporal Disaggregation TSeriesMMA Multiscale Multifractal Analysis of Time Series Data TSrepr Time Series Representations TSsmoothing Trend Estimation of Univariate and Bivariate Time Series with Controlled Smoothness TSstudio Functions for Time Series Analysis and Forecasting TTAinterfaceTrendAnalysis Temporal Trend Analysis Graphical Interface TTCA Transcript Time Course Analysis TTR Technical Trading Rules TTR.PGM Thornley Transport Resistance Plant Growth Model TTS Master Curve Estimates Corresponding to Time-Temperature Superposition TUFLOWR Helper Functions for 'TUFLOW FV' Models TUGLab A Laboratory for TU Games TULIP A Toolbox for Linear Discriminant Analysis with Penalties TUWmodel Lumped/Semi-Distributed Hydrological Model for Education Purposes TUvalues Tools for Calculating Allocations in Game Theory using Exact and Approximated Methods TVMM Multivariate Tests for the Vector of Means TVMVP Time-Varying Minimum Variance Portfolio TWW Growth Models Taba Taba Robust Correlations Table1Heatmap Table 1 Heatmap TableContainer Create a Table with Row, Column, and Table Annotations TableMonster Table Monster TableToLongForm Automatically Convert Hierarchical for-Human Tables to Machine-Readable LongForm Dataframes TailClassifier Tail Classifier TailID Detect Sensitive Points in the Tail TailRank The Tail-Rank Statistic TangledFeatures Feature Selection in Highly Correlated Spaces TapeR Flexible Tree Taper Curves Based on Semiparametric Mixed Models TapeS Tree Taper Curves and Sorting Based on 'TapeR' Tariff Replicate Tariff Method for Verbal Autopsy TauStar Efficient Computation and Testing of the Bergsma-Dassios Sign Covariance TaxaNorm Feature-Wise Normalization for Microbiome Sequencing Data TaxicabCA Taxicab Correspondence Analysis TaylorRussell A Taylor-Russell Function for Multiple Predictors TcGSA Time-Course Gene Set Analysis Tcomp Data from the 2010 Tourism Forecasting Competition TeXCheckR Parses LaTeX Documents for Errors TeachHist A Collection of Amended Histograms Designed for Teaching Statistics TeachingDemos Demonstrations for Teaching and Learning TeachingSampling Selection of Samples and Parameter Estimation in Finite Population Tejapi API Wrapper for Taiwan Economic Journal Data Service TempStable A Collection of Methods to Estimate Parameters of Different Tempered Stable Distributions Temporal Parametric Time to Event Analysis TemporalForest Network-Guided Temporal Forests for Feature Selection in High-Dimensional Longitudinal Data TemporalGSSA Outputs Temporal Profile of Molecules from Stochastic Simulation Algorithm Generated Datasets TemporalHazard Temporal Parametric Hazard Modeling TensorClustering Model-Based Tensor Clustering TensorMCMC Tensor Regression with Stochastic Low-Rank Updates TensorPreAve Rank and Factor Loadings Estimation in Time Series Tensor Factor Models TensorTest2D Fitting Second-Order Tensor Data TernTables Automated Statistical Analysis and Table Generation for Biomedical Research Ternary Create Ternary and Holdridge Plots TesiproV Reliability Analysis Methods for Structural Engineering TestAnaAPP A 'shiny' App for Test Analysis and Visualization TestCor FWER and FDR Controlling Procedures for Multiple Correlation Tests TestDataImputation Missing Item Responses Imputation for Test and Assessment Data TestDesign Optimal Test Design Approach to Fixed and Adaptive Test Construction TestDimorph Analysis of the Interpopulation Difference in Degree of Sexual Dimorphism Using Summary Statistics TestFunctions Test Functions for Simulation Experiments and Evaluating Optimization and Emulation Algorithms TestGardener Information Analysis for Test and Rating Scale Data TestGenerator Integration Unit Tests for Pharmacoepidemiological Studies TestIndVars Testing the Independence of Variables for Specific Covariance Structures TestNet A Method for Inferring Microbial Networks with FDR Control TestScorer GUI for Entering Test Items and Obtaining Raw and Transformed Scores TestingSimilarity Bootstrap Test for the Similarity of Dose Response Curves Concerning the Maximum Absolute Deviation TestsSymmetry Tests for Symmetry when the Center of Symmetry is Unknown Tex4exams Generating 'Sweave' Code for 'R/exams' Questions in Mathematics TexExamRandomizer Personalizes and Randomizes Exams Written in 'LaTeX' TextMiningGUI Text Mining GUI Interface ThSQCA Threshold-Sweep QCA TheOpenAIR Integrate 'OpenAI' Large Language Models into Your 'R' Workflows TheSFACE The Subtype Free Average Causal Effect ThermIndex Calculate Thermal Indexes ThermalSampleR Calculate Sample Sizes Required for Critical Thermal Limits Experiments Thermimage Thermal Image Analysis TheseusPlot Visualizing Decomposition of Differences in Rate Metrics ThinkingGrid Thinking Grid Statistics ThomasJeffersonUniv Handy Tools for TJU/TJUH Employees ThreeGroups ML Estimator for Baseline-Placebo-Treatment (Three-Group) Experiments ThreeWay Three-Way Component Analysis ThreeWiseMonkeys The Japanese Pictorial Maxim "See No Evil, Hear No Evil, Speak No Evil" Thresher Threshing and Reaping for Principal Components ThresholdROC Optimum Threshold Estimation ThresholdROCsurvival Diagnostic Ability Assessment with Right-Censored Data at a Fixed Time t ThurMod Thurstonian CFA and Thurstonian IRT Modeling TiPS Trajectories and Phylogenies Simulator TideCurves Analysis and Prediction of Tides TideHarmonics Harmonic Analysis of Tides TideTables Tide Analysis and Prediction of Predominantly Semi-Diurnal Tides Tides Quasi-Periodic Time Series Characteristics TidyConsultant Tidy Consultant Universe TidyDensity Functions for Tidy Analysis and Generation of Random Data TidyMultiqc Converts 'MultiQC' Reports into Tidy Data Frames TidyPanel Universal Messy Panel Data Cleaner TimeDepFrail Time Dependent Shared Frailty Cox Model TimeTraits Functional Data Analysis Pipeline, Extracting Functional Traits from Biological Time-Series Data TimeVarConcurrentModel Concurrent Multivariate Models with Time-Varying Coefficients TimeVizPro Dynamic Data Explorer: Visualize and Forecast with 'TimeVizPro' Tinflex A Universal Non-Uniform Random Number Generator TipDatingBeast Using Tip Dates with Phylogenetic Trees in BEAST Tivy Toolkit for Investigation and Visualization of Young Anchovies TmCalculator Genome-Wide Nucleic Acid Melting Temperature Profiling and Multi-Omics Integration Tmisc Turner Miscellaneous TooManyCellsR An R Wrapper for 'TooManyCells' ToolsForCoDa Multivariate Tools for Compositional Data Analysis Toothnroll Dental Tissues Landmarking Measuring and Mapping TopDom An Efficient and Deterministic Method for Identifying Topological Domains in Genomes TopKLists Inference, Aggregation and Visualization for Top-K Ranked Lists TopKSignal A Convex Optimization Tool for Signal Reconstruction from Multiple Ranked Lists TopSisWM Multi-Criteria Method for Decision (TOPSIS) TopicScore The Topic SCORE Algorithm to Fit Topic Models TopicTestlet A Topic Testlet Model for Calibrating Testlet Constructed Responses TotalCopheneticIndex Quantify the Balance of Phylogenetic Trees ToxCrit Calculates Safety Stopping Boundaries for a Single-Arm Trial using Bayes Tplyr A Traceability Focused Grammar of Clinical Data Summary TraMineR Trajectory Miner: a Sequence Analysis Toolkit TraMineRextras TraMineR Extension TraceAssist Nonparametric Trace Regression via Sign Series Representation TrackReconstruction Reconstruct Animal Tracks from Magnetometer, Accelerometer, Depth and Optional Speed Data TrackTrap Model Cumulative Growing Degree-Days for Pest Monitoring Trading Trade Objects, Advanced Correlation & Beta Estimates, Betting Strategies TrafficBDE Traffic Predictions Using Neural Networks TrajectoryUtils Single-Cell Trajectory Analysis Utilities TransHDM High-Dimensional Mediation Analysis via Transfer Learning TransModel Fit Linear Transformation Models for Right Censored Data TransP Implementation of Transportation Problem Algorithms TransProR Analysis and Visualization of Multi-Omics Data Transform Statistical Transformations Transition Characterise Transitions in Test Result Status in Longitudinal Studies Tratamentos.ad Pacote Para Analise De Experimentos Com Testemunhas Adicionais TreatmentPatterns Analyzes Real-World Treatment Patterns of a Study Population of Interest TreeBUGS Hierarchical Multinomial Processing Tree Modeling TreeDep Air Pollution Removal by Dry Deposition on Trees TreeDiagram Tree Diagram TreeDimensionTest Trajectory Presence and Heterogeneity in Multivariate Data TreeDist Calculate and Map Distances Between Phylogenetic Trees TreeMineR Tree-Based Scan Statistics TreeOrderTests Tests for Tree Ordered Alternatives in One-Way ANOVA TreeRingShape Recording Tree-Ring Shapes of Tree Disks with Manual Digitizing and Interpolating Model TreeSearch Phylogenetic Analysis with Discrete Character Data TreeSim Simulating Phylogenetic Trees TreeSimGM Simulating Phylogenetic Trees under General Bellman Harris and Lineage Shift Model TreeSummarizedExperiment TreeSummarizedExperiment: a S4 Class for Data with Tree Structures TreeTools Create, Modify and Analyse Phylogenetic Trees TrenchR Tools for Microclimate and Biophysical Ecology TrendInTrend Odds Ratio Estimation and Power Calculation for the Trend in Trend Model TrendLSW Wavelet Methods for Analysing Locally Stationary Time Series TrendTM Trend of High-Dimensional Time Series Matrix Estimation Trendtwosub Two Sample Order Free Trend Nonparametric Inference Tri.Hierarchical.IBDs Tri-Hierarchical IBDs (Tri- Hierarchical Incomplete Block Designs) TriLLIEM Log-Linear Modelling of Triad Genotype Data TriMatch Propensity Score Matching of Non-Binary Treatments TriadSim Simulating Triad Genomewide Genotypes TrialEmulation Causal Analysis of Observational Time-to-Event Data TrialSimulator Clinical Trial Simulator TrialSize R Functions for Chapter 3,4,6,7,9,10,11,12,14,15 of Sample Size Calculation in Clinical Research TrioSGL Trio Model with a Combination of Lasso and Group Lasso Regularization TripleR Social Relation Model (SRM) Analyses for Single or Multiple Groups TropFishR Tropical Fisheries Analysis TroublemakeR Generates Spatial Problems in R for 'AMPL' TrtCombo.FactorialExp.SR Generation of Treatment Combination (in Standard Order) in 2^n Factorial Experiment TrueSkillThroughTime Skill Estimation Based on a Single Bayesian Network TrueWAP True Range-Weighted Average Price ('TrueWAP') TrumpetPlots Visualization of Genetic Association Studies TruncExpFam Truncated Exponential Family TruncatedNormal Truncated Multivariate Normal and Student Distributions TruncatedPCQM Density Estimation for Point-Centered Quarter Method with Truncated Sampling TrustworthyMLR Stability and Robustness Evaluation for Machine Learning Models Ts Calculation of the Surface Temperature (Ts) from Geospatial Raster Data TukeyC Conventional Tukey Test TukeyGH77 Tukey g-&-h Distribution TunePareto Multi-Objective Parameter Tuning for Classifiers TurtleGraphics Turtle Graphics Tushare Interface to 'Tushare Pro' API TwoDcDAPSA Calculate TwoDcDAPSA: PROs-Joint Contrast (PJC) and Swollen–Tender Joints Contrast (STC) Scores and Quartiles TwoDiRef Robust Estimation of Conditional 2D Reference Regions TwoPhaseCorR Construct Two-Phase Experimental Designs with Correlated Errors TwoRegression Develop and Apply Two-Regression Algorithms TwoSampleTest.HD A Two-Sample Test for the Equality of Distributions for High-Dimensional Data TwoStepCLogit Conditional Logistic Regression: A Two-Step Estimation Method TwoStepSDFM Estimate a Sparse Mixed Frequency Gaussian Factor Model Using a Two-Step Procedure TwoTimeScales Analysis of Event Data with Two Time Scales TwoWayFEWeights Estimation of the Weights Attached to the Two-Way Fixed Effects Regressions TxEffectsSurvival Treatment Effect Inference for Terminal and Non-Terminal Events under Competing Risks UAHDataScienceO Educational Outlier Detection Algorithms with Step-by-Step Tutorials UAHDataScienceSC Learn Supervised Classification Methods Through Examples and Code UAHDataScienceSF Interactive Statistical Learning Functions UAHDataScienceUC Learn Clustering Techniques Through Examples and Code UBCRM Simulate and Conduct Dose-Escalation Phase I Studies UBStats Basic Statistics UBayFS A User-Guided Bayesian Framework for Ensemble Feature Selection UCR.ColumnNames Fixes Column Names for Uniform Crime Report "Offenses Known and Clearance by Arrest" Datasets UCSC.utils Low-level utilities to retrieve data from the UCSC Genome Browser UCSCXenaShiny Interactive Analysis of UCSC Xena Data UCSCXenaTools Download and Explore Datasets from UCSC Xena Data Hubs UCell Rank-based signature enrichment analysis for single-cell data UComp Automatic Univariate Time Series Modelling of many Kinds UEI Compute Uniform Error Index UGarima The Unit-Garima Distribution UHM Unified Zero-Inflated Hurdle Regression Models UKFE UK Flood Estimation UKgrid The UK National Electricity Transmission System Dataset UNCOVER Utilising Normalisation Constant Optimisation via Edge Removal (UNCOVER) UNPaC Non-Parametric Cluster Significance Testing with Reference to a Unimodal Null Distribution UPCM Uncertainty in Partial Credit Models UPG Efficient Bayesian Algorithms for Binary and Categorical Data Regression Models UPSvarApprox Approximate the Variance of the Horvitz-Thompson Total Estimator URooTab Tabular Reporting of 'EViews' Unit Root Tests USA.state.boundaries WGS84 Datum Map of the USA, Including Puerto Rico and the U.S. Virgin Islands USAboundaries Historical and Contemporary Boundaries of the United States of America USE Uniform Sampling of the Environmental Space USP U-Statistic Permutation Tests of Independence for all Data Types USgas The Demand for Natural Gas in the US USgrid The Demand and Supply for Electricity in the US USpopcenters United States Centers of Population (Centroids) UStatBookABSC A Companion Package to the Book "U-Statistics, M-Estimation and Resampling" UVdose Estimate Ambient UV Dose from Location and Date Info UWHAM Unbinned Weighted Histogram Analysis Method (UWHAM) UdderQuarterInfectionData Udder Quarter Infection Data Ultimixt Bayesian Analysis of Location-Scale Mixture Models using a Weakly Informative Prior Umatrix Visualization of Structures in High-Dimensional Data Umoments Unbiased Central Moment Estimates Umpire Simulating Realistic Gene Expression and Clinical Data UncDecomp Uncertainty Decomposition UniExactFunTest Uniform Exact Functional Tests for Contingency Tables Unico Unified Cross-Omics Deconvolution Unicode Unicode Data and Utilities UnifiedDoseFinding Dose-Finding Methods for Non-Binary Outcomes UniprotR Retrieving Information of Proteins from Uniprot UnitCircle Check if Roots of a Polynomial Lie Outside the Unit Circle UnitMix Detecting Measurement-Unit Errors via Gaussian Mixture Models UnitStat Performs Unit Root Test Statistics UnivRNG Univariate Pseudo-Random Number Generation UniversalCVI Hard and Soft Cluster Validity Indices UnplanSimon Methods for Managing Enrollment Deviation in Simon's Two-Stage Design UpAndDownPlots Displays Percentage and Absolute Changes UpDown Detecting Group Disturbances from Longitudinal Observations UpSetR A More Scalable Alternative to Venn and Euler Diagrams for Visualizing Intersecting Sets Upsilon Another Test of Association for Count Data UsingR Data Sets, Etc. for the Text "Using R for Introductory Statistics", Second Edition V8 Embedded JavaScript and WebAssembly Engine for R VALERIE Visualising Splicing at Single-Cell Resolution VALIDICLUST VALID Inference for Clusters Separation Testing VAM Variance-Adjusted Mahalanobis VAR.etp VAR Modelling: Estimation, Testing, and Prediction VAR.spec Allows Specifying a Bivariate VAR (Vector Autoregression) with Desired Spectral Characteristics VARSELECTEXPOSURE Variable Selection Methods Including an Exposure Variable VARcheck Visual Diagnostic Checks for Vector Autoregressive Models VARcpDetectOnline Sequential Change Point Detection for High-Dimensional VAR Models VARshrink Shrinkage Estimation Methods for Vector Autoregressive Models VARtests Bootstrap Tests for Cointegration and Autocorrelation in VARs VBLPCM Variational Bayes Latent Position Cluster Model for Networks VBMS Variational Bayesian Algorithm for Multi-Source Heterogeneous Models VBV The Generalized Berlin Method for Time Series Decomposition VBel Variational Bayes for Fast and Accurate Empirical Likelihood Inference VBphenoR Variational Bayes for Latent Patient Phenotypes in EHR VBsparsePCA The Variational Bayesian Method for Sparse PCA VC2copula Extend the 'copula' Package with Families and Models from 'VineCopula' VCA Variance Component Analysis VCBART Fit Varying Coefficient Models with Bayesian Additive Regression Trees VDAP Peptide Array Analysis Tools VDJgermlines Variable, Diversity and Joining Sequences from Various Species VDPO Working with and Analyzing Functional Data of Varying Lengths VDSM Visualization of Distribution of Selected Model VDSPCalibration Statistical Methods for Designing and Analyzing a Calibration Study VEwaning Vaccine Efficacy Over Time VEwaningVariant Vaccine Efficacy Over Time - Variant Aware VFP Variance Function Program VFS Vegetated Filter Strip and Erosion Model VGAM Vector Generalized Linear and Additive Models VGAMdata Data Supporting the 'VGAM' Package VGAMextra Additions and Extensions of the 'VGAM' Package VIC5 The Variable Infiltration Capacity (VIC) Hydrological Model VICatMix Variational Mixture Models for Clustering Categorical Data VIGoR Variational Bayesian Inference for Genome-Wide Regression VIM Visualization and Imputation of Missing Values VIMPS Calculate Variable Importance with Knock Off Variables VIMean Variability Independent of Mean VIProDesign A Comprehensive Tool for Protein Design VIRF Computation of Volatility Impulse Response Function of Multivariate Time Series VLF Frequency Matrix Approach for Assessing Very Low Frequency Variants in Sequence Records VLMC Variable Length Markov Chains ('VLMC') Models VLMCX Variable Length Markov Chain with Exogenous Covariates VLTimeCausality Variable-Lag Time Series Causality Inference Framework VMDML Variational Mode Decomposition Based Machine Learning Models VMDecomp Variational Mode Decomposition VOSONDash User Interface for Collecting and Analysing Social Networks VOWR Vital Operational Waiting Risk for Healthcare Systems VPdtw Variable Penalty Dynamic Time Warping VSOLassoBag Variable Selection Oriented LASSO Bagging Algorithm VSURF Variable Selection Using Random Forests VTShiny Interactive Document for Working with Variance Analysis VWPre Tools for Preprocessing Visual World Data VaRES Computes Value at Risk and Expected Shortfall for over 100 Parametric Distributions ValidationExplorer Simulation-Based Tools for Bioacoustic Study Design VancouvR Access the 'City of Vancouver' Open Data API VarED Variance Estimation using Difference-Based Methods VarRedOpt A Framework for Variance Reduction VarReg Semi-Parametric Variance Regression VarSelLCM Variable Selection for Model-Based Clustering of Mixed-Type Data Set with Missing Values VariableScreening High-Dimensional Screening for Semiparametric Longitudinal Regression VariableSelection Select Variables for Linear Models VarianceGamma The Variance Gamma Distribution VariantAnnotation Annotation of Genetic Variants VecDep Measuring Copula-Based Dependence Between Random Vectors VeccTMVN Multivariate Normal Probabilities using Vecchia Approximation VectorCodeR Easily Analyze Your Gait Patterns Using Vector Coding Technique VectorForgeML High-Performance Machine Learning Framework with C++ Acceleration VectrixDB Lightweight Vector Database with Embedded Machine Learning Models VedicDateTime Vedic Calendar System VegSpecIndex Vegetation and Spectral Indices for Environmental Assessment VennDiagram Generate High-Resolution Venn and Euler Plots VennItem Generate Venn Diagrams with Items Listed in the Sections VertexSimilarity Creates Vertex Similarity Matrix for an Undirected Graph VertexWiseR Simplified Vertex-Wise Analyses of Whole-Brain and Subcortical Surface VeryLargeIntegers Store and Operate with Arbitrarily Large Integers VetResearchLMM Linear Mixed Models - An Introduction with Applications in Veterinary Research ViSe Visualizing Sensitivity Vicus Exploiting Local Structures to Improve Network-Based Analysis of Biological Data ViewPipeSteps Create View Tabs of Pipe Chains ViewR Advanced Interactive Data Tables and Data Explorer VineCopula Statistical Inference of Vine Copulas ViralEntropR A Computational Pipeline for Entropy-Informed Detection of Emerging Viral Variants ViroReportR Respiratory Viral Infection Forecast Reporting VirtualPop Simulation of Populations by Sampling Waiting-Time Distributions Virusparies Visualize and Process Output from 'VirusHunterGatherer' VisCollin Visualizing Collinearity Diagnostics VisCov Visualizing of Distributions of Covariance Matrices VisitorCounts Modeling and Forecasting Visitor Counts Using Social Media VisualDom Visualize Dominant Variables in Wavelet Multiple Correlation Visualize.CRAN.Downloads Visualize Downloads from 'CRAN' Packages VisualizeSimon2Stage Visualize Simon's Two-Stage Design VizModules Flexible, Interactive 'shiny' Modules for Almost Any Plot VizTest Optimal Confidence Intervals for Visual Testing VoronoiBiomedPlot Tesselation Visualization Plots for 2D Data Voss Generic Voss Algorithm (Random Sequential Additions) VoxR Trees Geometry and Morphology from Unstructured TLS Data VsusP Variable Selection using Shrinkage Priors VulnToolkit Analysis of Tidal Datasets W2CWM2C A Graphical Tool for Wavelet (Cross) Correlation and Wavelet Multiple (Cross) Correlation Analysis W3CMarkupValidator R Interface to W3C Markup Validation Services W4MRUtils Useful Functions for Harmonized W4M Tool Development WA While-Alive Loss Rate for Recurrent Event in the Presence of Death WACS Multivariate Weather-State Approach Conditionally Skew-Normal Generator WALS Weighted-Average Least Squares Model Averaging WARDEN Workflows for Health Technology Assessments in R using Discrete EveNts WARN Weaning Age Reconstruction with Nitrogen Isotope Analysis WASP Wavelet System Prediction WAnova Welch's Anova from Summary Statistics WAreg While-Alive Regression for Composite Endpoints with Cluster-Robust Inference WBI Wasserstein Bipolarization Index WCE Weighted Cumulative Exposure Models WCM Water Cloud Model (WCM) for the Simulation of Leaf Area Index (LAI) and Soil Moisture (SM) from Microwave Backscattering WCRBayesDesign Bayesian Two-Stage Design with Window-Cohort and Controlled Roll-on for Time-to-Event Estimand WCluster Clustering and PCA with Weights, and Data Nuggets Clustering WDI World Development Indicators and Other World Bank Data WData Statistical Inference for Weighted Data WEGE A Metric to Rank Locations for Biodiversity Conservation WGCNA Weighted Correlation Network Analysis WH Enhanced Implementation of Whittaker-Henderson Smoothing WHORiskCalculator WHO Cardiovascular Disease Risk Calculator WINS The R WINS Package WIPF Weighted Iterative Proportional Fitting WLogit Variable Selection in High-Dimensional Logistic Regression Models using a Whitening Approach WLreg Regression Analysis Based on Win Loss Endpoints WMAP Weighted Meta-Analysis with Pseudo-Populations WMWssp Wilcoxon-Mann-Whitney Sample Size Planning WOAkMedoids Whale Optimization Algorithm for K-Medoids Clustering WOTPLY Plot Connectivity Between Cells from Different Time Points WPKDE Weighted Piecewise Kernel Density Estimation WQM Wavelet-Based Quantile Mapping for Postprocessing Numerical Weather Predictions WR Win Ratio Analysis of Composite Time-to-Event Outcomes WRI Wasserstein Regression and Inference WRS2 A Collection of Robust Statistical Methods WRSS Water Resources System Simulator WRTDStidal Weighted Regression for Water Quality Evaluation in Tidal Waters WRestimates Sample Size, Power and CI for the Win Ratio WSCdata A New Four-Arm Within-Study Comparison Data on Math and Vocabulary Training WVPlots Common Plots for Analysis WWGbook Functions and Datasets for WWGbook WaMaSim Simulate Rehabilitation Strategies for Water Distribution Systems WallomicsData Datasets for Multi-Omics Integration in a Plant Abiotic Stress Context WarnEpi A Comprehensive Tool for Early Warning in Infectious Disease WaterBalanceR Calculate High Resolution Water Balance of Starch Potatoes Wats Wrap Around Time Series Graphics WaveST Wavelet-Based Spatial Time Series Models WaveSampling Weakly Associated Vectors (WAVE) Sampling WaveletANN Wavelet ANN Model WaveletArima Wavelet-ARIMA Model for Time Series Forecasting WaveletComp Computational Wavelet Analysis WaveletETS Wavelet Based Error Trend Seasonality Model WaveletGARCH Fit the Wavelet-GARCH Model to Volatile Time Series Data WaveletGBM Wavelet Based Gradient Boosting Method WaveletKNN Wavelet Based K-Nearest Neighbor Model WaveletLSTM Wavelet Based LSTM Model WaveletML Wavelet Decomposition Based Hybrid Machine Learning Models WaveletMLbestFL The Best Wavelet Filter-Level for Prepared Wavelet-Based Models WaveletRF Wavelet-RF Hybrid Model for Time Series Forecasting WaveletSVR Wavelet-SVR Hybrid Model for Time Series Forecasting WaverideR Extracting Signals from Wavelet Spectra WayFindR Computing Graph Structures on WikiPathways Waypoint Convert, Validate, Format and Print Geographic Coordinates and Waypoints Wcompo Semiparametric Proportional Means Regression of Weighted Composite Endpoint WeMix Weighted Mixed-Effects Models Using Multilevel Pseudo Maximum Likelihood Estimation WeatherSentiment Comprehensive Analysis of Tweet Sentiments and Weather Data WebAnalytics Web Server Log Analysis WebGestaltR Gene Set Analysis Toolkit WebGestaltR WebPower Basic and Advanced Statistical Power Analysis WeibullFit Fits and Plots a Dataset to the Weibull Probability Distribution Function WeibullModiAMR Fit Modified Weibull-Type Distributions WeibullR Weibull Analysis for Reliability Engineering WeibullR.ALT Accelerated Life Testing Using 'WeibullR' WeightCraft Portfolio Choice: Estimation, Construction, and Evaluation WeightIt Weighting for Covariate Balance in Observational Studies WeightMyItems An Item Weighting Method for Item Response Matrices WeightSVM Subject Weighted Support Vector Machines WeightedCluster Clustering of Weighted Data WeightedEnsemble Weighted Ensemble for Hybrid Model WeightedPortTest Weighted Portmanteau Tests for Time Series Goodness-of-Fit WeightedROC Fast, Weighted ROC Curves WeightedTreemaps Generate and Plot Voronoi or Sunburst Treemaps from Hierarchical Data Westerlund Panel Cointegration Tests Based on Westerlund (2007) WgtEff Functions for Weighting Effects WhatIf Software for Evaluating Counterfactuals WhatsR Parsing, Anonymizing and Visualizing Exported 'WhatsApp' Chat Logs WhiteLabRt Novel Methods for Reproduction Number Estimation, Back-Calculation, and Forecasting WhiteStripe White Matter Normalization for Magnetic Resonance Images WienR Derivatives of the First-Passage Time Density and Cumulative Distribution Function, and Random Sampling from the (Truncated) First-Passage Time Distribution WikipediR A MediaWiki API Wrapper WinRatio Win Ratio for Prioritized Outcomes and 95% Confidence Interval WindCurves Tool to Fit Wind Turbine Power Curves WoodSimulatR Generate Simulated Sawn Timber Strength Grading Data WoodburyMatrix Fast Matrix Operations via the Woodbury Matrix Identity WordListsAnalytics Multiple Data Analysis Tools for Property Listing Tasks WordOfMouth Estimates Economic Variables for Word-of-Mouth-Campaigns WordPools Word Pools Used in Studies of Learning and Memory WordR Rendering Word Documents with R Inline Code WorldFlora Standardize Plant Names According to World Flora Online Taxonomic Backbone WorldMapR Worldwide or Coordinates-Based Heat Maps WormTensor A Clustering Method for Time-Series Whole-Brain Activity Data of 'C. elegans' WpProj Linear p-Wasserstein Projections WrensBookshelf A Collection of Palettes and Some Functions to Help Use Them WrightMap IRT Item-Person Map with 'ConQuest' Integration WriteXLS Cross-Platform Perl Based R Function to Create Excel 2003 (XLS) and Excel 2007 (XLSX) Files WtTopsis Weighted Method for Multiple-Criteria Decision Making WufooR R Wrapper for the 'Wufoo.com' - The Form Building Service XDNUTS Discontinuous Hamiltonian Monte Carlo with Varying Trajectory Length XGeoRTR Backend-Neutral Explainable Geometry State and Operators XICOR Association Measurement Through Cross Rank Increments XKCDdata Get XKCD Comic Data XLConnect Excel Connector for R XLS A Modeling Approach that Optimizes Future Errors in Least Squares XML Tools for Parsing and Generating XML Within R and S-Plus XML2R Easier XML Data Collection XNomial Exact Goodness-of-Fit Test for Multinomial Data with Fixed Probabilities XOMultinom Exact Distributions of Some Functions of the Ordered Multinomial Counts XR A Structure for Interfaces from R XRSCC Statistical Quality Control Simulation XSRecencyX HIV Incidence Estimation using Recency Testing Data with Population Adjustment XVector Foundation of external vector representation and manipulation in Bioconductor XYomics Analysis of Sex Differences in Omics Data for Complex Diseases Xcertainty Estimating Lengths and Uncertainty from Photogrammetric Imagery XiMpLe A Simple XML Tree Parser and Generator Xplortext Statistical Analysis of Textual Data YEAB Analyze Data from Analysis of Behavior Experiments YPInterimTesting Interim Monitoring Using Adaptively Weighted Log-Rank Test in Clinical Trials YPmodel The Short-Term and Long-Term Hazard Ratio Model for Survival Data YPmodelPhreg The Short-Term and Long-Term Hazard Ratio Model with Proportional Adjustment YTAnalytics Wrapper for 'YouTube Analytics' API YaleToolkit Data Exploration Tools from Yale University YangHuiMagic A Generalization of Yang Hui's Magic Squares YatchewTest Yatchew (1997), De Chaisemartin & D'Haultfoeuille (2024) Linearity Test YatesAlgo.FactorialExp.SR Yates' Algorithm in 2^n Factorial Experiment YieldCurve Modelling and Estimation of the Yield Curve Ymisc Miscellaneous Functions Z10 Simple Ecological Statistics from the NEON Network ZEP Procedures Related to the Zadeh's Extension Principle for Fuzzy Data ZIBR A Zero-Inflated Beta Random Effect Model ZIDW Zero-Inflated Discrete Weibull Models ZIHINAR1 Zero-Inflated and Hurdle INAR(1) Models ZIM Zero-Inflated Models for Count Time Series with Excess Zeros ZIM4rv Gene‐based Association Tests of Zero‐inflated Count Phenotype for Rare Variants ZINAR1 Simulates ZINAR(1) Model and Estimates Its Parameters Under Frequentist Approach ZINARp Simulate INAR/ZINAR(p) Models and Estimate Its Parameters ZIPBayes Bayesian Methods in the Analysis of Zero-Inflated Poisson Model ZIPFA Zero Inflated Poisson Factor Analysis ZIPG Zero-Inflated Poisson-Gamma Regression ZIprop Permutations Tests and Performance Indicator for Zero-Inflated Proportions Response ZLAvian Zipf's Law of Abbreviation in Animal Vocalisations ZRA Dynamic Plots for Time Series Forecasting ZVCV Zero-Variance Control Variates ZeroOneDists One Zero Statistical Distributions ZetaSuite Analyze High-Dimensional High-Throughput Dataset and Quality Control Single-Cell RNA-Seq ZonationR Interface to 'Zonation' for Reproducible Prioritization Workflows ZooID Load, Segment and Classify Zooplankton Images Zseq Integer Sequence Generator a11yShiny Accessibility Enhancements to Popular R Shiny Functions a4Core Automated Affymetrix Array Analysis Core Package a5R 'A5' Discrete Global Grid System aIc Testing for Compositional Pathologies in Datasets aLBI Estimating Length-Based Indicators for Fish Stock aMNLFA Automated Moderated Nonlinear Factor Analysis Using 'M-plus' aNCA (Pre-)Clinical NCA in a Dynamic Shiny App aPCoA Covariate Adjusted PCoA Plot aRD Adjusted Risk Differences via Specifically Penalized Likelihood aRpsDCA Arps Decline Curve Analysis in R aRtsy Generative Art with 'ggplot2' aRxiv Interface to the arXiv API aSPU Adaptive Sum of Powered Score Test aTSA Alternative Time Series Analysis aVirtualTwins Adaptation of Virtual Twins Method from Jared Foster aae.pop Flexible Population Dynamics Simulations aamatch Artless Automatic or Artful Multivariate Matching for Observational Studies abasequence Coding 'ABA' Patterns for Sequence Data abba Batch Execution of R Programs on 'Kubernetes', 'SLURM', and 'Posit Workbench' abbreviate Readable String Abbreviation abc Tools for Approximate Bayesian Computation (ABC) abc.data Data Only: Tools for Approximate Bayesian Computation (ABC) abcel Empirical Likelihood-Based Approximate Bayesian Computation abclass Angle-Based Classification abcrf Approximate Bayesian Computation via Random Forests abcrlda Asymptotically Bias-Corrected Regularized Linear Discriminant Analysis abctools Tools for ABC Analyses abd The Analysis of Biological Data abdiv Alpha and Beta Diversity Measures abe Augmented Backward Elimination aberrance Detect Aberrant Behavior in Test Data abess Fast Best Subset Selection abglasso Adaptive Bayesian Graphical Lasso abima Adaptive Bootstrap Inference for Mediation Analysis with Enhanced Statistical Power abind Combine Multidimensional Arrays abjData Databases Used Routinely by the Brazilian Jurimetrics Association abjutils Useful Tools for Jurimetrical Analysis Used by the Brazilian Jurimetrics Association ablasso Arellano-Bond LASSO Estimator for Dynamic Linear Panel Models abms Augmented Bayesian Model Selection for Regression Models abn Modelling Multivariate Data with Additive Bayesian Networks abodOutlier Angle-Based Outlier Detection abseil 'C++' Header Files from 'Abseil' absorber Variable Selection in Nonparametric Models using B-Splines abstr R Interface to the A/B Street Transport System Simulation Software abstractr An R-Shiny Application for Creating Visual Abstracts abtest Bayesian A/B Testing abundant High-Dimensional Principal Fitted Components and Abundant Regression abwm Ansari-Bradley Test with Arbitrarily Missing Data academictwitteR Access the Twitter Academic Research Product Track V2 API Endpoint acc Exploring Accelerometer Data accSDA Accelerated Sparse Discriminant Analysis acca A Canonical Correlation Analysis with Inferential Guaranties accbaseballr ACC Baseball Datasets with Advanced Sabermetric Metrics accelEE Predict Energy Expenditure from Accelerometer Data accelmissing Missing Value Imputation for Accelerometer Data accept The Acute COPD Exacerbation Prediction Tool (ACCEPT) accessibility Transport Accessibility Measures accessr Command Line Tools to Produce Accessible Documents using 'R Markdown' accessrmd Improving the Accessibility of 'rmarkdown' Documents accrual Bayesian Accrual Prediction accrualPlot Accrual Plots and Predictions for Clinical Trials accucor Natural Abundance Correction of Mass Spectrometer Data accumulate Split-Apply-Combine with Dynamic Groups acdcR Agro-Climatic Data by County acdcquery Query the Attentional Control Data Collection or the Truth Effect Database ace2fastq ACE File to FASTQ Converter aceEditor The 'Ace' Editor as a HTML Widget acebayes Optimal Bayesian Experimental Design using the ACE Algorithm acepack ACE and AVAS for Selecting Multiple Regression Transformations acfMPeriod Robust Estimation of the ACF from the M-Periodogram achieveGap Modeling Achievement Gap Trajectories with Hierarchical Penalized Splines acid Analysing Conditional Income Distributions acled.api Automated Retrieval of ACLED Conflict Event Data acledR Manipulate ACLED Data aclhs Autocorrelated Conditioned Latin Hypercube Sampling acmgscaler Variant Effect Calibration to ACMG/AMP Evidence Strength acnr Annotated Copy-Number Regions acoRn Exclusion-Based Parentage Assignment Using Multilocus Genotype Data acopula Modelling Dependence with Multivariate Archimax (or any User-Defined Continuous) Copulas acro A Tool for Semi-Automating the Statistical Disclosure Control of Research Outputs acroname Engine for Acronyms and Initialisms acsmoe Propagate Uncertainty for ACS Tabular Estimates acss Algorithmic Complexity for Short Strings acss.data Data Only: Algorithmic Complexity of Short Strings (Computed via Coding Theorem Method) act Aligned Corpus Toolkit actLifer Creating Actuarial Life Tables actel Acoustic Telemetry Data Analysis actfts Autocorrelation Tools Featured for Time Series actigraph.sleepr Detect Periods of Sleep and Non-Wear in 'ActiGraph' Data actilifecounts Generate Activity Counts from Raw Accelerometer Data activAnalyzer A 'Shiny' App to Analyze Accelerometer-Measured Daily Physical Behavior Data activPAL Advanced Processing and Chart Generation from activPAL Events Files activatr Utilities for Parsing and Plotting Activities activity Animal Activity Statistics activityCounts Generate ActiLife Counts actogrammr Read in Activity Data and Plot Actograms actuaRE Handling Single-Level and Hierarchically Structured Risk Factors using Credibility and Random Effects Models actuar Actuarial Functions and Heavy Tailed Distributions actuary Actuarial Functions and Utilities actuaryr Develop Actuarial Models actxps Create Actuarial Experience Studies: Prepare Data, Summarize Results, and Create Reports acumos 'Acumos' R Interface ada The R Package Ada for Stochastic Boosting adaR A Fast 'WHATWG' Compliant URL Parser adabag Applies Multiclass AdaBoost.M1, SAMME and Bagging adace Estimator of the Adherer Average Causal Effect adagio Discrete and Global Optimization Routines adamethods Archetypoid Algorithms and Anomaly Detection adana Adaptive Nature-Inspired Algorithms for Hybrid Genetic Optimization adaplots Ada-Plot and Uda-Plot for Assessing Distributional Attributes and Normality adapt3 Adaptive Dynamics and Community Matrix Model Projections adapt4pv Adaptive Approaches for Signal Detection in Pharmacovigilance adaptDiag Bayesian Adaptive Designs for Diagnostic Trials adaptIVPT Adaptive Bioequivalence Design for In-Vitro Permeation Tests adaptMCMC Implementation of a Generic Adaptive Monte Carlo Markov Chain Sampler adaptTest Adaptive Two-Stage Tests adaptalint Check Code Style Painlessly adaptiveGPCA Adaptive Generalized PCA adaptivetau Tau-Leaping Stochastic Simulation adaptr Adaptive Trial Simulator adaptsmoFMRI Adaptive Smoothing of FMRI Data adas.utils Design of Experiments and Factorial Plans Utilities adass Adaptive Smoothing Spline (AdaSS) Estimator for the Function-on-Function Linear Regression adbcdrivermanager 'Arrow' Database Connectivity ('ADBC') Driver Manager adbcpostgresql 'Arrow' Database Connectivity ('ADBC') 'PostgreSQL' Driver adbcsqlite 'Arrow' Database Connectivity ('ADBC') 'SQLite' Driver adbi 'DBI' Compliant Database Access Using 'ADBC' adc Calculate Antecedent Discharge Conditions add2ggplot Add to 'ggplot2' addhaz Binomial and Multinomial Additive Hazard Models addhazard Fit Additive Hazards Models for Survival Analysis addinsJoaoMelo Addins Made of Joao Melo addinsOutline 'RStudio' Addins for Show Outline of a R Markdown/'LaTeX' Project addinslist Discover and Install Useful RStudio Addins additive Bindings for Additive TidyModels additivityTests Additivity Tests in the Two Way Anova with Single Sub-Class Numbers addreg Additive Regression for Discrete Data ade4 Analysis of Ecological Data: Exploratory and Euclidean Methods in Environmental Sciences ade4TkGUI 'ade4' Tcl/Tk Graphical User Interface adea Alternate DEA Package adegenet Exploratory Analysis of Genetic and Genomic Data adegraphics An S4 Lattice-Based Package for the Representation of Multivariate Data adehabitatHR Home Range Estimation adehabitatHS Analysis of Habitat Selection by Animals adehabitatLT Analysis of Animal Movements adehabitatMA Tools to Deal with Raster Maps adelie Group Lasso and Elastic Net Solver for Generalized Linear Models adephylo Exploratory Analyses for the Phylogenetic Comparative Method adepro A 'shiny' Application for the (Audio-)Visualization of Adverse Event Profiles adeptdata Accelerometry Data Sets adespatial Multivariate Multiscale Spatial Analysis adestr Estimation in Optimal Adaptive Two-Stage Designs adfExplorer Access and Manipulate Amiga Disk Files adformR Get Adform Ads Data via the 'Windsor.ai' API adheRenceRX Assess Medication Adherence from Pharmaceutical Claims Data adimpro Adaptive Smoothing of Digital Images adiv Analysis of Diversity adj Lightweight Adjacency Lists adjROC Computing Sensitivity at a Fix Value of Specificity and Vice Versa as Well as Bootstrap Metrics for ROC Curves adjSURVCI Parameter and Adjusted Probability Estimation for Right-Censored Data adjclust Adjacency-Constrained Clustering of a Block-Diagonal Similarity Matrix adjoin Constructing Adjacency Matrices Based on Spatial and Feature Similarity adjustedCurves Confounder-Adjusted Survival Curves and Cumulative Incidence Functions adjustedcranlogs Remove Automated and Repeated Downloads from 'RStudio' 'CRAN' Download Logs adjustr Stan Model Adjustments and Sensitivity Analyses using Importance Sampling adklakedata Adirondack Long-Term Lake Data adlift An Adaptive Lifting Scheme Algorithm admiral ADaM in R Asset Library admiral.test Test Data for the 'admiral' Package admiraldev Utility Functions and Development Tools for the Admiral Package Family admiralmetabolic Metabolism Extension Package for ADaM in 'R' Asset Library admiralneuro Neuroscience Extension Package for ADaM in 'R' Asset Library admiralonco Oncology Extension Package for ADaM in 'R' Asset Library admiralophtha ADaM in R Asset Library - Ophthalmology admiralpeds Pediatrics Extension Package for ADaM in 'R' Asset Library admiralvaccine Vaccine Extension Package for ADaM in 'R' Asset Library admisc Adrian Dusa's Miscellaneous admix Package Admix for Admixture (aka Contamination) Models admixr An Interface for Running 'ADMIXTOOLS' Analyses admixr2 Aggregate Data Modelling admmDensestSubmatrix Alternating Direction Method of Multipliers to Solve Dense Dubmatrix Problem admtools Estimate and Manipulate Age-Depth Models adnuts No-U-Turn MCMC Sampling for 'ADMB' Models adobeanalyticsr R Client for 'Adobe Analytics' API 2.0 adoptr Adaptive Optimal Two-Stage Designs adplots Ad-Plot and Ud-Plot for Visualizing Distributional Properties and Normality adproclus Additive Profile Clustering Algorithms adpss Design and Analysis of Locally or Globally Efficient Adaptive Designs adrftools Estimating, Visualizing, and Testing Average Dose-Response Functions ads Spatial Point Patterns Analysis adsDataHubR Google Ads Data Hub API Client adsasi Adaptive Sample Size Simulator adsoRptionCMF Classical Model Fitting of Adsorption Isotherms adsoRptionCV Cross-Validation Methods for Adsorption Isotherm Models adsoRptionMCMC Bayesian Estimation of Adsorption Isotherms via MCMC adventr Interactive R Tutorials to Accompany Field (2016), "An Adventure in Statistics" adverbial Enhanced Adverbial Functions adw Angular Distance Weighting Interpolation adwave Wavelet Analysis of Genomic Data from Admixed Populations aebdata Access Data from the Atlas do Estado Brasileiro aeddo Automated and Early Detection of Disease Outbreaks aedl Almost-Exact Inference for the DerSimonian-Laird Test Statistic aedseo Automated and Early Detection of Seasonal Epidemic Onset and Burden Levels aelab Data Processing for Aquatic Ecology aemo Download Australian Energy Market Operator Data aesopR Tools for Text Analysis of Aesop's Fables afc Generalized Discrimination Score afcharts Produce Charts Following UK Government Analysis Function Guidance afcolours Government Analysis Function Recommended Accessible Colour Palette afdx Diagnosis Performance Using Attributable Fraction afex Analysis of Factorial Experiments affiner A Finer Way to Render 3D Illustrated Objects in 'grid' Using Affine Transformations affinity Raster Georeferencing, Grid Affine Transforms, Cell Abstraction affinitymatrix Estimation of Affinity Matrix affluenceIndex Affluence (Richness) Indices affxparser Affymetrix File Parsing SDK affy Methods for Affymetrix Oligonucleotide Arrays affyPLM Methods for fitting probe-level models affyio Tools for parsing Affymetrix data files afmToolkit Functions for Atomic Force Microscope Force-Distance Curves Analysis afmpar Check Validity of Greek AFM and PA Numbers afpt Tools for Modelling of Animal Flight Performance africamonitor Africa Macroeconomic Monitor Database API aftPenCDA Estimating Penalized AFT Models via Coordinate Descent aftR2 R-Squared Measure under Accelerated Failure Time (AFT) Models aftables Create Spreadsheet Publications Following Best Practice aftgee Accelerated Failure Time Model with Generalized Estimating Equations afthd Accelerated Failure Time for High Dimensional Data with MCMC aftsem Semiparametric Accelerated Failure Time Model afttest Model Diagnostics for Accelerated Failure Time Models ag5Tools Toolbox for Downloading and Extracting Copernicus AgERA5 Data agRee Various Methods for Measuring Agreement agcounts Calculate 'ActiGraph' Counts from Accelerometer Data ageg Age Grouping Functions agena.ai R Wrapper for 'agena.ai' API ageutils Collection of Functions for Working with Age Intervals agfh Agnostic Fay-Herriot Model for Small Area Statistics aggTrees Aggregation Trees agghoo Aggregated Hold-Out Cross Validation aggreCAT Mathematically Aggregating Expert Judgments aggregation p-Value Aggregation Methods aggutils Utilities for Aggregating Probabilistic Forecasts aghq Adaptive Gauss Hermite Quadrature for Bayesian Inference aglm Accurate Generalized Linear Model agop Aggregation Operators and Preordered Sets agpower Recurrent Event Analysis Planning for Robust Andersen-Gill Model agregR Bayesian State-Space Aggregation of Brazilian Presidential Polls agriDQ Data Quality Checks and Statistical Assumption Testing for Agricultural Experiments agriReg Linear and Nonlinear Regression for Agricultural Data agriTutorial Tutorial Analysis of Some Agricultural Experiments agricolae Statistical Procedures for Agricultural Research agricolaeplotr Visualization of Design of Experiments from the 'agricolae' Package agridat Agricultural Datasets agrifeature Agriculture Image Feature agriutilities Utilities for Data Analysis in Agriculture agriwater Evapotranspiration and Energy Fluxes Spatial Analysis agrmt Calculate Concentration and Dispersion in Ordered Rating Scales agrobox Data Visualization and Statistical Tools for Agroindustrial Experiments agrostab Stability Analysis for Agricultural Research ags Crosswalk Municipality and District Statistics in Germany agua 'tidymodels' Integration with 'h2o' agvgd An R Implementation of the 'Align-GVGD' Method ahaz Regularization for Semiparametric Additive Hazards Regression ahnr An Implementation of the Artificial Hydrocarbon Networks ahocorasick Fast Multi-Pattern String Matching with the 'Aho-Corasick' Algorithm ahptopsis2n Hybrid Method for Multiple Criteria Decision-Making (MCDM) ai Build, Predict and Analyse Artificial Intelligence Models aiDIF Differential Item Functioning for AI-Scored Assessments aiRly R Wrapper for 'Airly' API aiRthermo Atmospheric Thermodynamics and Visualization aieconindex Access the 'Anthropic Economic Index' Dataset aifeducation Artificial Intelligence for Education aihuman Experimental Evaluation of Algorithm-Assisted Human Decision-Making aimPlot Create Pie Like Plot for Completeness aimsir17 Irish Weather Observing Stations Hourly Records for 2017 aion Archaeological Time Series air AI Assistant to Write and Understand R Code airGR Suite of GR Hydrological Models for Precipitation-Runoff Modelling airGRdatasets Hydro-Meteorological Catchments Datasets for the 'airGR' Packages airGRdatassim Ensemble-Based Data Assimilation with GR Hydrological Models airGRiwrm 'airGR' Integrated Water Resource Management airGRteaching Teaching Hydrological Modelling with the GR Rainfall-Runoff Models ('Shiny' Interface Included) aire.zmvm Download Mexico City Pollution, Wind, and Temperature Data airnow Retrieve 'AirNow' Air Quality Observations and Forecasts airportr Convenience Tools for Working with Airport Data airports Data on Airports airqualityES Air Quality Measurements in Spain from 2011 to 2018 airr AIRR Data Representation Reference Library airship Visualization of Simulated Datasets with Multiple Simulation Input Dimensions airt Evaluation of Algorithm Collections Using Item Response Theory aisdk Unified Interface for AI Model Providers aisdk.providers Additional Model Provider Adapters for the 'aisdk' Toolkit aisoph Additive Isotonic Proportional Hazards Model ajv Another JSON Schema Validator aka Define Aliases for R Expressions akc Automatic Knowledge Classification akiFlagger Flags Acute Kidney Injury (AKI) akima Interpolation of Irregularly and Regularly Spaced Data akin Functional Utilities for Data Processing akmbiclust Alternating K-Means Biclustering alabama Constrained Nonlinear Optimization alabaster.base Save Bioconductor Objects to File alabaster.matrix Load and Save Artifacts from File alabaster.ranges Load and Save Ranges-related Artifacts from File alabaster.sce Load and Save SingleCellExperiment from File alabaster.schemas Schemas for the Alabaster Framework alabaster.se Load and Save SummarizedExperiments from File alarmdata Download, Merge, and Process Redistricting Data albatross PARAFAC Analysis of Fluorescence Excitation-Emission Matrices albersdown Minimalist Theme and Vignette Kit for 'pkgdown' and R Markdown albopictus Age-Structured Population Dynamics Model alcoholSurv Light Daily Alcohol and Longevity alcyon Spatial Network Analysis ald The Asymmetric Laplace Distribution aldvmm Adjusted Limited Dependent Variable Mixture Models ale Interpretable Machine Learning and Statistical Inference with Accumulated Local Effects (ALE) alfr Connectivity to 'Alfresco' Content Management Repositories alfred Downloading Time Series from ALFRED Database for Various Vintages algaeClassify Tools to Query the 'Algaebase' Online Database, Standardize Phytoplankton Taxonomic Data, and Perform Functional Group Classifications algebraic.dist Algebra over Probability Distributions algebraic.mle Algebraic Maximum Likelihood Estimators algo Implement an Address Search Auto Completion Menu on 'Shiny' Text Inputs Using the 'Algolia Places' 'Javascript' Library algorithmia Allows you to Easily Interact with the Algorithmia Platform alien Estimate Invasive and Alien Species (IAS) Introduction Rates align A Modified DTW Algorithm for Stratigraphic Time Series Alignment alkahest Pre-Processing XY Data from Experimental Methods allMT Acute Lymphoblastic Leukemia Maintenance Therapy Analysis allcontributors Acknowledge all Contributors to a Project alleHap Allele Imputation and Haplotype Reconstruction from Pedigree Databases allelematch Identifying Unique Multilocus Genotypes where Genotyping Error and Missing Data may be Present allestimates Effect Estimates from All Models allocation Exact Optimal Allocation Algorithms for Stratified Sampling allofus Interface for 'All of Us' Researcher Workbench allometry Examples of Datasets on Allometry allomr Removing Allometric Effects of Body Size in Morphological Analysis alluvial Alluvial Diagrams almanac Tools for Working with Recurrence Rules alone Datasets from the Survival TV Series Alone alookr Model Classifier for Binary Classification aloom All Leave-One-Out Models alpaca Fit GLM's with High-Dimensional k-Way Fixed Effects alpha.correction.bh Benjamini-Hochberg Alpha Correction alphaN Set Alpha Based on Sample Size Using Bayes Factors alphaOutlier Obtain Alpha-Outlier Regions for Well-Known Probability Distributions alphabetr Algorithms for High-Throughput Sequencing of Antigen-Specific T Cells alphahull Generalization of the Convex Hull of a Sample of Points in the Plane alphashape3d Implementation of the 3D Alpha-Shape for the Reconstruction of 3D Sets from a Point Cloud alphastable Inference for Stable Distribution alphavantagepf Comprehensive R Wrapper for 'Alphavantage Financial Data' API alphavantager Lightweight Interface to the Alpha Vantage API alpmixBayes Bayesian Estimation for Alpha-Mixture Survival Models alqrfe Adaptive Lasso Quantile Regression with Fixed Effects alr4 Data to Accompany Applied Linear Regression 4th Edition alsi Aggregated Latent Space Index for Binary, Ordinal, and Continuous Data altR2 Alternative Estimators to Adjusted R-Squared altadata API Wrapper for Altadata.io altair Interface to 'Altair' altdoc Package Documentation Websites with 'Quarto', 'Docsify', 'Docute', or 'MkDocs' alternativeROC Alternative and Fast ROC Analysis altfuelr Provides an Interface to the NREL Alternate Fuels Locator altmeta Alternative Meta-Analysis Methods amVennDiagram5 Interactive Venn Diagrams amadeus Accessing and Analyzing Large-Scale Environmental Data amanpg Alternating Manifold Proximal Gradient Method for Sparse PCA amap Another Multidimensional Analysis Package amapGeocode An Interface to the 'AutoNavi Maps' API Geocoding Services amapro Thin Wrapper for Mapping Library 'AMap'('Gaode') amazonadsR Get Amazon Ads Data via the 'Windsor.ai' API amazons3R Get Amazon S3 Data via the 'Windsor.ai' API amazonspR Get Amazon Sp Data via the 'Windsor.ai' API ambiR Calculate AZTI’s Marine Biotic Index ambient A Generator of Multidimensional Noise ambiorix Web Framework Inspired by 'Express.js' ambit Simulation and Estimation of Ambit Processes amelie Anomaly Detection with Normal Probability Functions amen Additive and Multiplicative Effects Models for Networks and Relational Data ameras Analyze Multiple Exposure Realizations in Association Studies amerika American Politics-Inspired Color Palette Generator ami Checks for Various Computing Environments ammiBayes Bayesian Ammi Model for Continuous Data with or without Additive and Dominance Effect amp Statistical Test for the Multivariate Point Null Hypotheses amp.dm Data Management Tools for Pharmacometrics amp.sim Flexible Simulation Utilities for Pharmacometric Modeling ampd An Algorithm for Automatic Peak Detection in Noisy Periodic and Quasi-Periodic Signals ampir Predict Antimicrobial Peptides amregtest Runs Allelematch Regression Tests amsSim Adaptive Multilevel Splitting for Option Simulation and Pricing amscorer Clinical Scores Calculator for Healthcare amt Animal Movement Tools anMC Compute High Dimensional Orthant Probabilities anabel Analysis of Binding Events + l anacor Simple and Canonical Correspondence Analysis analogsea Interface to 'DigitalOcean' analogue Analogue and Weighted Averaging Methods for Palaeoecology analyzer Data Analysis and Automated R Notebook Generation ananke Quantitative Chronology in Archaeology and Construct Natural-Language Lists with Internationalization andorR Optimisation of the Analysis of AND-OR Decision Trees andrews Various Andrews Curves anesrake ANES Raking Implementation angstromATE Imports Log Files from Angstrom Engineering Thermal Evaporator angstroms Tools for 'ROMS' the Regional Ocean Modeling System aniDom Inferring Dominance Hierarchies and Estimating Uncertainty aniSNA Statistical Network Analysis of Animal Social Networks anim.plots Simple Animated Plots for R animate A Web-Based Graphics Device for Animated Visualisations animation A Gallery of Animations in Statistics and Utilities to Create Animations animbook Visualizing Changes in Performance Measures and Demographic Affiliations using Animation animejs R Bindings to the 'Anime.js' Animation Library animint2 Animated Interactive Grammar of Graphics animl A Collection of ML Tools for Species Detection and Classification in Camera Trap Images and Videos anipaths Animation of Multiple Trajectories with Uncertainty aniview Animate Shiny and R Markdown Content when it Comes into View ankiR Read and Analyze 'Anki' Flashcard Databases annaffy Annotation tools for Affymetrix biological metadata anndata 'anndata' for R annmatrix Annotated Matrix: Matrices with Persistent Row and Column Annotations annotate Annotation for microarrays annotater Annotate Package Load Calls annotator Image Annotation and Polygon Outlining using Free Drawing anocva A Non-Parametric Statistical Test to Compare Clustering Structures anoint Analysis of Interactions anomalize Tidy Anomaly Detection anomaly Detecting Anomalies in Data anominate Alpha-NOMINATE Ideal Point Estimator anomo Analysis of Moderation, Statistical Power, and Optimal Design for Studies Detecting Difference and Equivalence anovapowersim Simple Power Simulations for ANOVAs anovir Analysis of Virulence anscombiser Create Datasets with Identical Summary Statistics antaresEditObject Edit an 'Antares' Simulation antaresProcessing 'Antares' Results Processing antaresRead Import, Manipulate and Explore the Results of an 'Antares' Simulation antaresViz Antares Visualizations antedep Antedependence Models for Longitudinal Data anthro Computation of the WHO Child Growth Standards anthroplus Computation of the WHO 2007 References for School-Age Children and Adolescents (5 to 19 Years) anticlust Subset Partitioning via Anticlustering antitrust Tools for Antitrust Practitioners antiword Extract Text from Microsoft Word Documents anyLib Install and Load Any Package from CRAN, Bioconductor or Github anybadger Create Custom Pipeline Badges anyflights Query 'nycflights13'-Like Air Travel Data for Given Years and Airports anytime Anything to 'POSIXct' or 'Date' Converter ao Alternating Optimization aod Analysis of Overdispersed Data aods3 Analysis of Overdispersed Data using S3 Methods aoos Another Object Orientation System aopdata Data from the 'Access to Opportunities Project (AOP)' aoristic Generates Aoristic Probability Distributions aorsf Accelerated Oblique Random Forests aos Animate on Scroll Library for 'shiny' apa Format Outputs of Statistical Tests According to APA Guidelines apa7 Facilitate Writing Documents in American Psychological Association Style, Seventh Edition apaTables Create American Psychological Association (APA) Style Tables apaText Create R Markdown Text for Results in the Style of the American Psychological Association (APA) apache.sedona R Interface for Apache Sedona apathe American Psychological Association Thesis Templates for R Markdown apca Advanced Principal Component Analysis apcf Adapted Pair Correlation Function apcluster Affinity Propagation Clustering apdesign An Implementation of the Additive Polynomial Design Matrix ape Analyses of Phylogenetics and Evolution apeglm Approximate posterior estimation for GLM coefficients apercu Quick Look at your Data apex Phylogenetic Methods for Multiple Gene Data apexcharter Create Interactive Chart with the JavaScript 'ApexCharts' Library aphid Analysis with Profile Hidden Markov Models aphylo Statistical Inference and Prediction of Annotations in Phylogenetic Trees api2lm Functions and Data Sets for the Book "A Progressive Introduction to Linear Models" apisensr Interface to 'episensr' for Sensitivity Analysis of Epidemiological Results aplms Additive Partial Linear Models with Symmetric Autoregressive Errors aplore3 Datasets from Hosmer, Lemeshow and Sturdivant, "Applied Logistic Regression" (3rd Ed., 2013) aplot Decorate a 'ggplot' with Associated Information aplotExtra Creating Composite Plots using 'aplot' aplpack Another Plot Package: 'Bagplots', 'Iconplots', 'Summaryplots', Slider Functions and Others apm Averaged Prediction Models apmx Automated Population Pharmacokinetic Dataset Assembly apng Convert Png Files into Animated Png apollo Tools for Choice Model Estimation and Application apor Assessment of Predictions for an Ordinal Response appRiori Code and Obtain Customized Planned Comparisons with 'appRiori' appeears Interface to 'AppEEARS' NASA Web Services appleadsR Get Apple Search Ads Data via the 'Windsor.ai' API applicable A Compilation of Applicability Domain Methods appnn Amyloid Propensity Prediction Neural Network apportion Apportion Seats appraise Bias-Aware Evidence Synthesis in Systematic Reviews approxOT Approximate and Exact Optimal Transport Methods approximator Bayesian Prediction of Complex Computer Codes approxmatch Approximately Optimal Fine Balance Matching with Multiple Groups appsflyeR Get Data from 'Appsflyer' via the 'Windsor.ai' API appsheet An Interface to the 'AppSheet' API aprean3 Datasets from Draper and Smith "Applied Regression Analysis" (3rd Ed., 1998) aprof Amdahl's Profiler, Directed Optimization Made Easy apsimx Inspect, Read, Edit and Run 'APSIM' "Next Generation" and 'APSIM' Classic apt Asymmetric Price Transmission apyramid Visualize Population Pyramids Aggregated by Age aqfig Display Air Quality Model Output and Monitoring Data aqp Algorithms for Quantitative Pedology aquacultuR A Comprehensive R Tool for Zootechnical Metrics aquodom Access to Aquo domaintables from R (Dutch) arabic2kansuji Convert Arabic Numerals to Kansuji arabicStemR Arabic Stemmer for Text Analysis arakno ARAchnid KNowledge Online aramappings Computes Adaptable Radial Axes Mappings arc Association Rule Classification arcgeocoder Geocoding with the 'ArcGIS' REST API Service arcgis ArcGIS Location Services Meta-Package arcgisgeocode A Robust Interface to ArcGIS 'Geocoding Services' arcgislayers Harness ArcGIS Data Services arcgisplaces Search for POIs using ArcGIS 'Places Service' arcgisutils R-ArcGIS Bridge Utility Functions archdata Example Datasets from Archaeological Research archeoViz Visualisation, Exploration, and Web Communication of Archaeological Spatial Data archeofrag Spatial Analysis in Archaeology from Refitting Fragments archeofrag.gui Spatial Analysis in Archaeology from Refitting Fragments (GUI) archetypal Finds the Archetypal Analysis of a Data Frame archetyper An Archetype for Data Mining and Data Science Projects archetypes Archetypal Analysis archiDART Plant Root System Architecture Analysis Using DART and RSML Files archipelago Visualising Variant Set Association Test Results archive Multi-Format Archive and Compression Support archiveRetriever Retrieve Archived Web Pages from the 'Internet Archive' archivist Tools for Storing, Restoring and Searching for R Objects arcopt Adaptive Regularization using Cubics for Optimization arcpbf Process ArcGIS Protocol Buffer FeatureCollections arcpullr Pull Data from an 'ArcGIS REST' API arcpy Interface to 'ArcGIS' 'Python' Modules arctools Processing and Physical Activity Summaries of Minute Level Activity Data ardl.nardl Linear and Nonlinear Autoregressive Distributed Lag Models: General-to-Specific Approach ardlverse Comprehensive ARDL: Panel, Bootstrap and Fourier Methods ards Creates Analysis Results Datasets area Calculate Area of Triangles and Polygons areaOfEffect Spatial Support at Scale areabiplot Area Biplot areal Areal Weighted Interpolation areaplot Plot Stacked Areas and Confidence Bands as Filled Polygons arenar Arena for the Exploration and Comparison of any ML Models arete Automated REtrieval from TExt arf Adversarial Random Forests arfima Fractional ARIMA (and Other Long Memory) Time Series Modeling arg Clean and Simple Argument Checking argminCS Argmin Inference over a Discrete Candidate Set argo Accurate Estimation of Influenza Epidemics using Google Search Data argoFloats Analysis of Oceanographic Argo Floats argonDash Argon Shiny Dashboard Template argonR R Interface to Argon HTML Design argosfilter Argos Locations Filter argparse Command Line Optional and Positional Argument Parser argparser Command-Line Argument Parser argus Random Variate Generator for the Argus Distribution aricode Efficient Computations of Standard Clustering Comparison Measures aridagri Comprehensive Statistical Tools for Agricultural Research arima2 Likelihood Based Inference for ARIMA Modeling arkdb Archive and Unarchive Databases Using Flat Files arkhaia Archaeological and Historical Analysis arkhe Tools for Cleaning Rectangular Data arl Embedded Lisp Dialect arlclustering Exploring Social Network Structures Through Friendship-Driven Community Detection with Association Rules Mining arm Data Analysis Using Regression and Multilevel/Hierarchical Models armaOptions ARMA Models to Value Stock Options armadillo4r An 'Armadillo' Interface armspp Adaptive Rejection Metropolis Sampling (ARMS) via 'Rcpp' aroma.affymetrix Analysis of Large Affymetrix Microarray Data Sets aroma.apd A Probe-Level Data File Format Used by 'aroma.affymetrix' [deprecated] aroma.cn Copy-Number Analysis of Large Microarray Data Sets aroma.core Core Methods and Classes Used by 'aroma.*' Packages Part of the Aroma Framework aroma.light Light-Weight Methods for Normalization and Visualization of Microarray Data using Only Basic R Data Types arpr Advanced R Pipes arrApply Apply a Function to a Margin of an Array arrangements Fast Generators and Iterators for Permutations, Combinations, Integer Partitions and Compositions arrayhelpers Convenience Functions for Arrays arrg Flexible Argument Parsing for R Scripts arrow Integration to 'Apache' 'Arrow' arrowheadr Make Custom Arrowheads ars Adaptive Rejection Sampling arsenal An Arsenal of 'R' Functions for Large-Scale Statistical Summaries arthistory Art History Textbook Data artma Automatic Replication Tools for Meta-Analysis artpack Creates Generative Art Data arules Mining Association Rules and Frequent Itemsets arulesCBA Classification Based on Association Rules arulesNBMiner Mining NB-Frequent Itemsets and NB-Precise Rules arulesSequences Mining Frequent Sequences arulesViz Visualizing Association Rules and Frequent Itemsets asaur Data Sets for "Applied Survival Analysis Using R"" asbio A Collection of Statistical Tools for Biologists ascii Export R Objects to Several Markup Languages asciiSetupReader Reads Fixed-Width ASCII Data Files (.txt or .dat) that Have Accompanying Setup Files (.sps or .sas) asciicast Create 'Ascii' Screen Casts from R Scripts asciichartr Lightweight ASCII Line Graphs asciiruler Render an ASCII Ruler ascotraceR Simulate the Spread of Ascochyta Blight in Chickpea asd Simulations for Adaptive Seamless Designs asdreader Reading ASD Binary Files in R ash David Scott's ASH Routines ashapesampler Generating Alpha Shapes ashr Methods for Adaptive Shrinkage, using Empirical Bayes asht Applied Statistical Hypothesis Tests askgpt Asking GPT About R Stuff askpass Password Entry Utilities for R, Git, and SSH aslib Interface to the Algorithm Selection Benchmark Library asm Optimal Convex M-Estimation for Linear Regression via Antitonic Score Matching asmbPLS Predicting and Classifying Patient Phenotypes with Multi-Omics Data asnipe Animal Social Network Inference and Permutations for Ecologists aspace Functions for Estimating Centrographic Statistics aspect A General Framework for Multivariate Analysis with Optimal Scaling aspi Analysis of Symmetry of Parasitic Infections aspline Spline Regression with Adaptive Knot Selection asremlPlus Augments 'ASReml-R' in Fitting Mixed Models and Packages Generally in Exploring Prediction Differences assemblykor Korean National Assembly Data for Political Science Education assert Validate Function Arguments assertHE Visualisation and Verification of Health Economic Decision Models assertable Verbose Assertions for Tabular Data (Data.frames and Data.tables) assertions Simple Assertions for Beautiful and Customisable Error Messages assertr Assertive Programming for R Analysis Pipelines assertthat Easy Pre and Post Assertions assessor Assessment Tools for Regression Models with Discrete and Semicontinuous Outcomes assignPOP Population Assignment using Genetic, Non-Genetic or Integrated Data in a Machine Learning Framework assignR Infer Geographic Origin from Isotopic Data assist A Suite of R Functions Implementing Spline Smoothing Techniques assocInd Implements New and Existing Association Indices for Constructing Animal Social Networks assorthead Assorted Header-Only C++ Libraries assortnet Calculate the Assortativity Coefficient of Weighted and Binary Networks asteRisk Computation of Satellite Position aster Aster Models aster2 Aster Models astgrepr Parse and Manipulate R Code astroFns Astronomy: Time and Position Functions, Misc. Utilities astrochron A Computational Tool for Astrochronology astronomR Cosmic Insights: Statistical Frameworks for Astronomers astronomyengine R Bindings to the 'Astronomy Engine' C Library astsa Applied Statistical Time Series Analysis asus Adaptive SURE Thresholding Using Side Information asylum Data on Asylum and Resettlement for the UK asymmetry Multidimensional Scaling of Asymmetric Proximities asymmetry.measures Asymmetry Measures for Probability Density Functions asympDiag Diagnostic Tools for Asymptotic Theory asympTest A Simple R Package for Classical Parametric Statistical Tests and Confidence Intervals in Large Samples asymptor Estimate Asymptomatic Cases via Capture/Recapture Methods atRisk At-Risk ata Automated Test Assembly atable Create Tables for Reporting Clinical Trials atakrig Area-to-Area Kriging atime Asymptotic Timing atlas Stanford 'ATLAS' Search Engine API atlasapprox Cell Atlas Approximations atmopt Analysis-of-Marginal-Tail-Means ato Download and Tidy Australian Taxation Office Data atom4R Tools to Handle and Publish Metadata as 'Atom' XML Format atpolR ATPOL Grid Implementation atrrr Wrapper for the 'AT' Protocol Behind 'Bluesky' attachment Deal with Dependencies attempt Tools for Defensive Programming attention Self-Attention Algorithm attrib Attributable Burden of Disease auRoc Various Methods to Estimate the AUC audio Audio Interface for R audiometry Standard Conform Pure Tone Audiometry (PTA) Plots audit Bounds for Accounting Populations auditor Model Audit - Verification, Validation, and Error Analysis audrex Automatic Dynamic Regression using Extreme Gradient Boosting audubon Japanese Text Processing Tools augSIMEX Analysis of Data with Mixed Measurement Error and Misclassification in Covariates auk eBird Data Extraction and Processing in R aum Area Under Minimum of False Positives and Negatives ausplotsR TERN AusPlots Australian Ecosystem Monitoring Data auth0 Authentication in Shiny with Auth0 authordown Author Metadata Management and Manuscript Front Matter authoritative Parse and Deduplicate Author Names auto.pca Automatic Variable Reduction Using Principal Component Analysis autoBagging Learning to Rank Bagging Workflows with Metalearning autoCovariateSelection Automated Covariate Selection Using HDPS Algorithm autoEnsemble Automated Stacked Ensemble Classifier for Severe Class Imbalance autoFC Automatic Toolkit for Construction, Optimization, Scoring and Simulation of Forced-Choice Tests autoFRK Automatic Fixed Rank Kriging autoFlagR AI-Driven Anomaly Detection for Data Quality autoGO Auto-GO: Reproducible, Robust and High Quality Ontology Enrichment Visualizations autoLibLoad Automate Retrieving, Building, Installing and Loading Specified Packages autoMR Automated Mendelian Randomization Workflows and Visualizations autoReg Automatic Linear and Logistic Regression and Survival Analysis autoScorecard Fully Automatic Generation of Scorecards autoTS Automatic Model Selection and Prediction for Univariate Time Series autoann Neural Network–Based Model Selection and Forecasting autocodebook Automatic Codebook and Tracking for 'Spark' and 'dplyr' Pipelines autocogs Automatic Cognostic Summaries autodb Automatic Database Normalisation for Data Frames autogam Automate the Creation of Generalized Additive Models (GAMs) autograph Automatic Plotting and Theming of Many Graphs autoharp Semi-Automatic Grading of R and Rmd Scripts autohrf Automated Generation of Data-Informed GLM Models in Task-Based fMRI Data Analysis autoimage Multiple Heat Maps for Projected Coordinates autoimport Automatic Generation of @importFrom Tags autokeras R Interface to 'AutoKeras' automagic Automagically Document and Install Packages Necessary to Run R Code automap Automatic Interpolation Package automatedRecLin Record Linkage Based on an Entropy-Maximizing Classifier automatedtests Automating Choosing Statistical Tests automerge R Bindings for 'Automerge' 'CRDT' Library autometric Background Resource Logging automl Deep Learning with Metaheuristic autonewsmd Auto-Generate Changelog using Conventional Commits autoshiny Automatic Transformation of an 'R' Function into a 'shiny' App autoslider.core Slide Automation for Tables, Listings and Figures autostats Auto Stats autostsm Automatic Structural Time Series Models autotab Variational Autoencoders for Heterogeneous Tabular Data autotestR Automated Functions for Basic Statistical Tests autotesteR Automated Functions for Basic Statistical Tests autothresholdr An R Port of the 'ImageJ' Plugin 'Auto Threshold' autovi Auto Visual Inference with Computer Vision Models auxvecLASSO LASSO Auxiliary Variable Selection and Auxiliary Vector Diagnostics av Working with Audio and Video in R available Check if the Title of a Package is Available, Appropriate and Interesting avar Allan Variance averisk Calculation of Average Population Attributable Fractions and Confidence Intervals avesperu Access to the List of Bird Species of Peru avidaR A Computational Biologist’s Toolkit To Get Data From 'avidaDB' avilistr Access and Work with the 'AviList' Global Avian Checklist avlm Safe Anytime Valid Inference for Linear Models avocado Weekly Hass Avocado Sales Summary avotrex A Global Dataset of Anthropogenic Extinct Birds and their Traits: Phylogeny Builder avseqmc Anytime-Valid Sequential Estimation of Monte-Carlo p-Values avstrat Stratigraphic Data Processing and Section Plots awdb Query the USDA NWCC Air and Water Database REST API aweSOM Interactive Self-Organizing Maps aweek Convert Dates to Arbitrary Week Definitions awinR Get Data from 'Awin' via the 'Windsor.ai' API aws Adaptive Weights Smoothing aws.ecx Communicating with AWS EC2 and ECS using AWS REST APIs aws.iam AWS IAM Client Package aws.kms 'AWS Key Management Service' Client Package aws.lambda AWS Lambda Client Package aws.polly Client for AWS Polly aws.s3 'AWS S3' Client Package aws.signature Amazon Web Services Request Signatures aws.transcribe Client for 'AWS Transcribe' aws.translate Client for 'AWS Translate' aws.wrfsmn Data Processing of SMN Hi-Res Weather Forecast from 'AWS' awsMethods Class and Methods Definitions for Packages 'aws', 'adimpro', 'fmri', 'dwi' axisandallies Axis and Allies Spring azlogr Logging in 'R' and Post to 'Azure Log Analytics' Workspace azr Credential Chain for Seamless 'OAuth 2.0' Authentication to 'Azure Services' azuremapsr Interface to the 'Azure Maps' API azuremlsdk Interface to the 'Azure Machine Learning' 'SDK' b32 Fast and Vectorized Base32 Encoding b64 Fast and Vectorized Base 64 Engine bReeze Functions for Wind Resource Assessment bSi Modeling and Computing Biogenic Silica ('bSi') from Inland and Pelagic Sediments bSims Agent-Based Bird Point Count Simulator bWGR Bayesian Whole-Genome Regression baRcodeR Label Creation for Tracking and Collecting Data from Biological Samples baRulho Quantifying (Animal) Sound Degradation babebi Bayesian Estimation and Validation for Small-N Designs with Rater Bias babel Ribosome Profiling Data Analysis babelgene Gene Orthologs for Model Organisms in a Tidy Data Format babelmixr2 Use 'nlmixr2' to Interact with Open Source and Commercial Software babelwhale Talking to 'Docker' and 'Singularity' Containers babette Control 'BEAST2' babyTimeR Parse Output from 'BabyTime' Application babynames US Baby Names 1880-2017 babynamesIL Israel Baby Names 1949-2024 bacenR Access Data from Brazilian Central Bank: IFdata, Active Institutions, Balance Sheets and Normative Acts bacistool Bayesian Classification and Information Sharing (BaCIS) Tool for the Design of Multi-Group Phase II Clinical Trials backbone Extracts the Backbone from Networks backpipe Backward Pipe (Right-to-Left) Operator backports Reimplementations of Functions Introduced Since R-3.0.0 backtest Exploring Portfolio-Based Conjectures About Financial Instruments backtestGraphics Interactive Graphics for Portfolio Data baclava Bayesian Analysis of Cancer Latency with Auxiliary Variable Augmentation bacondecomp Goodman-Bacon Decomposition bacontrees Bayesian Context Trees for Discrete Sequence Data bacr Bayesian Adjustment for Confounding badgen Fast and Simple Badge Generator badger Badge for R Package badp Bayesian Averaging for Dynamic Panels baf Block Assignment Files baffle Make Waffle Plots with Base Graphics bage Bayesian Estimation and Forecasting of Age-Specific Rates bagged.outliertrees Robust Explainable Outlier Detection Based on OutlierTree baggingbwsel Bagging Bandwidth Selection in Kernel Density and Regression Estimation baggr Bayesian Aggregate Treatment Effects baguette Efficient Model Functions for Bagging bagyo Philippine Tropical Cyclones Data bahc Filter Covariance and Correlation Matrices with Bootstrapped-Averaged Hierarchical Ansatz bain Bayes Factors for Informative Hypotheses baizer Useful Functions for Data Processing bakR Analyze and Compare Nucleotide Recoding RNA Sequencing Datasets bakeoff Data from "The Great British Bake Off" baker "Nested Partially Latent Class Models" bakerrr Background-Parallel Jobs baldur Bayesian Hierarchical Modeling for Label-Free Proteomics balnet Pathwise Estimation of Covariate Balancing Propensity Scores bama High Dimensional Bayesian Mediation Analysis bambooHR A Wrapper to the 'BambooHR' API bamdit Bayesian Meta-Analysis of Diagnostic Test Data bamlss Bayesian Additive Models for Location, Scale, and Shape (and Beyond) bamm Species Distribution Models as a Function of Biotic, Abiotic and Movement Factors (BAM) bamp Bayesian Age-Period-Cohort Modeling and Prediction bamsignals Extract read count signals from bam files banR Client for the 'BAN' API bandicoot Light-Weight 'python'-Like Object-Oriented System bandit Functions for Simple a/B Split Test and Multi-Armed Bandit Analysis banditpam Almost Linear-Time k-Medoids Clustering banditsCI Bandit-Based Experiments and Policy Evaluation bandsfdp Compute Upper Prediction Bounds on the FDP in Competition-Based Setups banffIT Automated Standardized Assignment of the Banff Classification bang Bayesian Analysis, No Gibbs bangladesh Provides Ready to Use Shapefiles for Geographical Map of Bangladesh bannerCommenter Make Banner Comments with a Consistent Format banter BioAcoustic eveNT classifiER banxicoR Download Data from the Bank of Mexico baorista Bayesian Aoristic Analyses bapred Batch Effect Removal and Addon Normalization (in Phenotype Prediction using Gene Data) barcode Render Barcode Distribution Plots bark Bayesian Additive Regression Kernels barrel Covariance-Based Ellipses and Annotation Tools for Ordination Plots barrks Calculate Bark Beetle Phenology Using Different Models barry Your Go-to Motif Accountant bartCause Causal Inference using Bayesian Additive Regression Trees bartMachine Bayesian Additive Regression Trees bartMachineJARs bartMachine JARs bartMan Create Visualisations for BART Models bartXViz Visualization of BART and BARP using SHAP bartcs Bayesian Additive Regression Trees for Confounder Selection basad Bayesian Variable Selection with Shrinking and Diffusing Priors base.rms Convert Regression Between Base Function and 'rms' Package base64 Base64 Encoder and Decoder base64enc Tools for 'base64' Encoding base64url Fast and URL-Safe Base64 Encoder and Decoder baseballr Acquiring and Analyzing Baseball Data basecamb Utilities for Streamlined Data Import, Imputation and Modelling basedosdados 'Base Dos Dados' R Client basefun Infrastructure for Computing with Basis Functions baseline Baseline Correction of Spectra baselinenowcast Baseline Nowcasting for Right-Truncated Epidemiological Data basemaps Accessing Spatial Basemaps in R basemodels Baseline Models for Classification and Regression basepenguins Convert Files that Use 'palmerpenguins' to Work with 'datasets' baseq Basic Sequence Processing Tool for Biological Data baserater Base-Rate Item Evaluation and Typicality Scoring Using Large Language Models bases Basis Expansions for Regression Modeling basetheme Themes for Base Graphics Plots baseverse Modern Base-R Functions basf Plot Simple Features with 'base' Sensibilities basicMCMCplots Trace Plots, Density Plots and Chain Comparisons for MCMC Samples basicdrm Fit Hill Dose Response Models basicspace Recovering a Basic Space from Issue Scales basictabler Construct Rich Tables for Output to 'HTML'/'Excel' basifoR Retrieval and Processing of the Spanish National Forest Inventory basilisk Freezing Python Dependencies Inside Bioconductor Packages basket Basket Trial Analysis baskexact Analytical Calculation of Basket Trial Operating Characteristics baskoptr Utility-Based Optimization for Basket Trial Designs basksim Simulation-Based Calculation of Basket Trial Operating Characteristics baskwrap Wrapper Package for Several Basket Trial R Packages batata Managing Packages Removal and Installation batch Batching Routines in Parallel and Passing Command-Line Arguments to R batchelor Single-Cell Batch Correction Methods batchmeans Consistent Batch Means Estimation of Monte Carlo Standard Errors batchmix Semi-Supervised Bayesian Mixture Models Incorporating Batch Correction batchscr Batch Script Helpers batchtma Batch Effect Adjustments batchtools Tools for Computation on Batch Systems bate Computes Bias-Adjusted Treatment Effect batman Convert Categorical Representations of Logicals to Actual Logicals batsch Real-Time PCR Data Sets by Batsch et al. (2008) batteryreduction An R Package for Data Reduction by Battery Reduction bayMDS Bayesian Multidimensional Scaling and Choice of Dimension bayclumpr Bayesian Analysis of Clumped Isotope Datasets baycn Bayesian Inference for Causal Networks bayefdr Bayesian Estimation and Optimisation of Expected False Discovery Rate bayesCureRateModel Bayesian Cure Rate Modeling for Time-to-Event Data bayesDP Implementation of the Bayesian Discount Prior Approach for Clinical Trials bayesDccGarch Methods and Tools for Bayesian Dynamic Conditional Correlation GARCH(1,1) Model bayesDiagnostics Comprehensive Bayesian Model Diagnostics and Comparison Tools bayesEO Bayesian Smoothing of Remote Sensing Image Classification bayesGARCH Bayesian Estimation of the GARCH(1,1) Model with Student-t Innovations bayesImageS Bayesian Methods for Image Segmentation using a Potts Model bayesLife Bayesian Projection of Life Expectancy bayesMRM Bayesian Multivariate Receptor Modeling bayesMeanScale Bayesian Post-Estimation on the Mean Scale bayesMig Bayesian Projection of Migration bayesPO Bayesian Inference for Presence-Only Data bayesPop Probabilistic Population Projection bayesQR Bayesian Quantile Regression bayesQRsurvey Bayesian Quantile Regression Models for Complex Survey Data Analysis bayesROE Bayesian Regions of Evidence bayesRecon Probabilistic Reconciliation via Conditioning bayesSSM Bayesian Methods for State Space Models bayesSurv Bayesian Survival Regression with Flexible Error and Random Effects Distributions bayesTFR Bayesian Fertility Projection bayesWatch Bayesian Change-Point Detection for Process Monitoring with Fault Detection bayesammi Bayesian Estimation of the Additive Main Effects and Multiplicative Interaction Model bayesanova Bayesian Inference in the Analysis of Variance via Markov Chain Monte Carlo in Gaussian Mixture Models bayesboot An Implementation of Rubin's (1981) Bayesian Bootstrap bayescount Power Calculations and Bayesian Analysis of Count Distributions and FECRT Data using MCMC bayesefa Bayesian Exploratory Factor Analysis bayesestdft Estimating the Degrees of Freedom of the Student's t-Distribution under a Bayesian Framework bayesforecast Bayesian Time Series Modeling with Stan bayesian Bindings for Bayesian TidyModels bayesianETAS Bayesian Estimation of the Temporal and Spatio-Temporal ETAS Models for Earthquake Occurrences bayesianOU Bayesian Nonlinear Ornstein-Uhlenbeck Models with Stochastic Volatility bayesianVARs MCMC Estimation of Bayesian Vectorautoregressions bayesiansurpriser Bayesian Surprise for De-Biasing Thematic Maps bayesics Bayesian Analyses for One- and Two-Sample Inference and Regression Methods bayeslist Bayesian Analysis of List Experiments with Prior Information bayeslm Efficient Sampling for Gaussian Linear Regression with Arbitrary Priors bayeslongitudinal Adjust Longitudinal Regression Models Using Bayesian Methodology bayesm Bayesian Inference for Marketing/Micro-Econometrics bayesmeta Bayesian Random-Effects Meta-Analysis and Meta-Regression bayesmix Bayesian Mixture Models with JAGS bayesmlogit A Multistate Life Table (MSLT) Methodology Based on Bayesian Approach bayesmove Non-Parametric Bayesian Analyses of Animal Movement bayesmsm Fitting Bayesian Marginal Structural Models for Longitudinal Observational Data bayesnec A Bayesian No-Effect- Concentration (NEC) Algorithm bayesplay The Bayes Factor Playground bayesplot Plotting for Bayesian Models bayespm Bayesian Statistical Process Monitoring bayespmtools Bayesian Sample Size and Precision Considerations for Risk Prediction Models bayesqm Bayesian Q Methodology: Probabilistic Factor Analysis bayesreg Bayesian Regression Models with Global-Local Shrinkage Priors bayesrules Datasets and Supplemental Functions from Bayes Rules! Book bayest Effect Size Targeted Bayesian Two-Sample t-Tests via Markov Chain Monte Carlo in Gaussian Mixture Models bayestestR Understand and Describe Bayesian Models and Posterior Distributions bayesvl Visually Learning the Graphical Structure of Bayesian Networks and Performing MCMC with 'Stan' bayfoxr Global Bayesian Foraminifera Core Top Calibration baygel Bayesian Shrinkage Estimators for Precision Matrices in Gaussian Graphical Models baymedr Computation of Bayes Factors for Common Biomedical Designs bayou Bayesian Fitting of Ornstein-Uhlenbeck Models to Phylogenies bayprior Bayesian Prior Elicitation and Diagnostics for Clinical Trials baystability Bayesian Stability Analysis of Genotype by Environment Interaction (GEI) baytaAAR Bayesian Transition Analysis with Markov Chain Monte Carlo baytrends Long Term Water Quality Trend Analysis bbdetection Identification of Bull and Bear States of the Market bbk Client for Central Bank APIs bbknnR Perform Batch Balanced KNN in R bbl Boltzmann Bayes Learner bbmix Bayesian Model for Genotyping using RNA-Seq bbmle Tools for General Maximum Likelihood Estimation bbnet Create Simple Predictive Models on Bayesian Belief Networks bbotk Black-Box Optimization Toolkit bbreg Bessel and Beta Regressions via Expectation-Maximization Algorithm for Continuous Bounded Data bbssr Blinded Sample Size Re-Estimation for Binary Endpoints bbw Blocked Weighted Bootstrap bc3net Gene Regulatory Network Inference with Bc3net bcROCsurface Bias-Corrected Methods for Estimating the ROC Surface of Continuous Diagnostic Tests bcRP Access 'BCRPDATA' API bcaboot Bias Corrected Bootstrap Confidence Intervals bcc Beta Control Charts bccp Bias Correction under Censoring Plan bcdata Search and Retrieve Data from the BC Data Catalogue bcf Causal Inference using Bayesian Causal Forests bcfrailph Semiparametric Bivariate Correlated Frailty Models Fit bcfrailphdv Bivariate Correlated Frailty Models with Varied Variances bclogit Conditional Logistic Regression bcmaps Map Layers and Spatial Utilities for British Columbia bcmixed Mixed Effect Model with the Box-Cox Transformation bcp Bayesian Analysis of Change Point Problems bcpa Behavioral Change Point Analysis of Animal Movement bcputility Wrapper for SQL Server bcp Utility bcrypt 'Blowfish' Key Derivation and Password Hashing bcv Cross-Validation for the SVD (Bi-Cross-Validation) bdDwC Darwinizer: Darwin Core (DwC) Field Names Standardization bda Binned Data Analysis bdc Biodiversity Data Cleaning bddkR Gathering Monthly Banking Sector Data from BDDK of Turkey bde Bounded Density Estimation bdf3 Efficient Block Designs for 3-Level Factorial Experiments in Block Size 3 bdl Interface and Tools for 'BDL' API bdlim Bayesian Distributed Lag Interaction Models bdlnm Bayesian Distributed Lag Non-Linear Models (B-DLNM) bdlp Transparent and Reproducible Artificial Data Generation bdots Bootstrapped Differences of Time Series bdpar Big Data Preprocessing Architecture bdpv Inference and Design for Predictive Values in Diagnostic Tests bdrc Bayesian Discharge Rating Curves bdribs Bayesian Detection of Potential Risk Using Inference on Blinded Safety Data bdscale Remove Weekends and Holidays from ggplot2 Axes bdsm Bayesian Dynamic Systems Modeling bdsmatrix Routines for Block Diagonal Symmetric Matrices bdsvd Block Structure Detection Using Singular Vectors bea.R Bureau of Economic Analysis API beachmat Compiling Bioconductor to Handle Each Matrix Type beadplexr Analysis of Multiplex Cytometric Bead Assays beakr A Minimalist Web Framework for R beam Fast Bayesian Inference in Large Gaussian Graphical Models bean Data Thinning of Species Occurrences in Environmental Space beanplot Visualization via Beanplots (Like Boxplot/Stripchart/Violin Plot) beans Data on Dried Beans bearishTrader Trading Strategies for Bearish Outlook beast Bayesian Estimation of Change-Points in the Slope of Multivariate Time-Series beastier Call 'BEAST2' beastt Bayesian Evaluation, Analysis, and Simulation Software Tools for Trials beautier 'BEAUti' from R beaver Bayesian Model Averaging of Covariate Adjusted Negative-Binomial Dose-Response bedr Genomic Region Processing using Tools Such as 'BEDTools', 'BEDOPS' and 'Tabix' bedrockbio Open-Access Computational Biology Datasets beeca Binary Endpoint Estimation with Covariate Adjustment beepr Easily Play Notification Sounds on any Platform beeswarm The Bee Swarm Plot, an Alternative to Stripchart beezdemand Behavioral Economic Easy Demand beezdiscounting Behavioral Economic Easy Discounting befproj Makes a Local Population Projection behaviorchange Tools for Behavior Change Researchers and Professionals behavr Canonical Data Structure for Behavioural Data belex Download Historical Data from the Belgrade Stock Exchange belg Boltzmann Entropy of a Landscape Gradient bellreg Count Regression Models Based on the Bell Distribution bench High Precision Timing of R Expressions benchden 28 Benchmark Densities from Berlinet/Devroye (1994) benchmarkme Crowd Sourced System Benchmarks benchmarkmeData Data Set for the 'benchmarkme' Package benford Benford's Analysis on Large Data Sets benford.analysis Benford Analysis for Data Validation and Forensic Analytics bennu Bayesian Estimation of Naloxone Kit Number Under-Reporting bentcableAR Bent-Cable Regression for Independent Data or Autoregressive Time Series benthos Marine Benthic Ecosystem Analysis berryFunctions Function Collection Related to Plotting and Hydrology bertopicr Topic Modeling with 'BERTopic' bespatial Boltzmann Entropy for Spatial Data bestNormalize Normalizing Transformation Functions bestSDP Burden Estimate of Common Communicable Diseases in Settlements of Displaced Populations bestglm Best Subset GLM and Regression Utilities besthr Generating Bootstrap Estimation Distributions of HR Data betaARMA Beta Autoregressive Moving Average Models betaBayes Bayesian Beta Regression betaDelta Confidence Intervals for Standardized Regression Coefficients betaMC Monte Carlo for Regression Effect Sizes betaNB Bootstrap for Regression Effect Sizes betaSandwich Robust Confidence Intervals for Standardized Regression Coefficients betaStability Quantify the Compositional Stability of Each Community Based on a Single Sampling Event betacal Beta Calibration betaclust A Family of Beta Mixture Models for Clustering Beta-Valued DNA Methylation Data betafunctions Functions for Working with Two- And Four-Parameter Beta Probability Distributions and Psychometric Analysis of Classifications betapart Partitioning Beta Diversity into Turnover and Nestedness Components betaper Taxonomic Uncertainty on Multivariate Analyses of Ecological Data betareg Beta Regression betaregscale Beta Regression for Interval-Censored Scale-Derived Outcomes betaselectr Betas-Select in Structural Equation Models and Linear Models betategarch Simulation, Estimation and Forecasting of Beta-Skew-t-EGARCH Models bethel Bethel's algorithm. bets.covid19 The BETS Model for Early Epidemic Data bexy Visualize and Parse the Output of 'BeXY' beyondWhittle Bayesian Spectral Inference for Time Series bezier Toolkit for Bezier Curves and Splines bfast Breaks for Additive Season and Trend bfbin2arm Bayes Factor Design for Two-Arm Binomial Trials bfboin Operating Characteristics for the Bayesian Optimal Interval Design with Back Filling bfboinet Backfill Bayesian Optimal Interval Design Using Efficacy and Toxicity bfcluster Buttler-Fickel Distance and R2 for Mixed-Scale Cluster Analysis bfp Bayesian Fractional Polynomials bfpwr Power and Sample Size Calculations for Bayes Factor Analysis bfsMaps Plot Maps from Switzerland by Swiss Federal Statistical Office bfsl Best-Fit Straight Line bfw Bayesian Framework for Computational Modeling bgev Bimodal GEV Distribution with Location Parameter bgeva Binary Generalized Extreme Value Additive Models bggum Bayesian Estimation of Generalized Graded Unfolding Model Parameters bgmfiles Example BGM Files for the Atlantis Ecosystem Model bgms Bayesian Analysis of Networks of Binary and/or Ordinal Variables bgumbel Bimodal Gumbel Distribution bgw Bunch-Gay-Welsch Statistical Estimation bhetGP Bayesian Heteroskedastic Gaussian Processes bhm Biomarker Threshold Models bhmbasket Bayesian Hierarchical Models for Basket Trials bhpm Bayesian Hierarchical Poisson Models for Multiple Grouped Outcomes with Clustering bib2df Parse a BibTeX File to a Data Frame biblio Interacting with BibTeX Databases bibliometrix Comprehensive Science Mapping Analysis bibliometrixData Bibliometrix Example Datasets biblionetwork Create Different Types of Bibliometric Networks bibliorefer Generator of Main Scientific References biblioverlap Document-Level Matching Between Bibliographic Datasets bibnets Importing, Constructing, and Exporting Bibliometric Networks bibtex Bibtex Parser bidask Efficient Estimation of Bid-Ask Spreads from Open, High, Low, and Close Prices bidser Work with 'BIDS' (Brain Imaging Data Structure) Projects bidsr A Brain Imaging Data Structure ('BIDS') Parser bidux Behavioral Insight Design: A Toolkit for Integrating Behavioral Science in UI/UX Design bife Binary Choice Models with Fixed Effects bifrost Branch-Level Inference Framework for Recognizing Optimal Shifts in Traits bifurcatingr Bifurcating Autoregressive Models bigANNOY Approximate k-Nearest Neighbour Search for 'bigmemory' Matrices with Annoy bigBits Perform Boolean Operations on Large Numbers bigD Flexibly Format Dates and Times to a Given Locale bigDM Scalable Bayesian Disease Mapping Models for High-Dimensional Data bigGP Distributed Gaussian Process Calculations bigKNN Exact Search and Graph Construction for 'bigmemory' Matrices bigMICE Multiple Imputation of Big Data bigPCAcpp Principal Component Analysis for 'bigmemory' Matrices bigPLSR Partial Least Squares Regression Models with Big Matrices bigPLScox Partial Least Squares for Cox Models with Big Matrices bigQF Quadratic Forms in Large Matrices bigReg Generalized Linear Models (GLM) for Large Data Sets bigSurvSGD Big Survival Analysis Using Stochastic Gradient Descent bigalgebra 'BLAS' and 'LAPACK' Routines for Native R Matrices and 'big.matrix' Objects biganalytics Utilities for 'big.matrix' Objects from Package 'bigmemory' bigassertr Assertion and Message Functions bigdatadist Distances for Machine Learning and Statistics in the Context of Big Data bigergm Fit, Simulate, and Diagnose Hierarchical Exponential-Family Models for Big Networks biglasso Extending Lasso Model Fitting to Big Data bigleaf Physical and Physiological Ecosystem Properties from Eddy Covariance Data biglm Bounded Memory Linear and Generalized Linear Models biglmm Bounded Memory Linear and Generalized Linear Models bigmatch Making Optimal Matching Size-Scalable Using Optimal Calipers bigmds Multidimensional Scaling for Big Data bigmemory Manage Massive Matrices with Shared Memory and Memory-Mapped Files bigmemory.sri A Shared Resource Interface for Bigmemory Project Packages bignum Arbitrary-Precision Integer and Floating-Point Mathematics bigparallelr Easy Parallel Tools bigreadr Read Large Text Files bigrquery An Interface to Google's 'BigQuery' 'API' bigrquerystorage An Interface to Google's 'BigQuery Storage' API bigsimr Fast Generation of High-Dimensional Random Vectors bigsnpr Analysis of Massive SNP Arrays bigsparser Sparse Matrix Format with Data on Disk bigsplines Smoothing Splines for Large Samples bigstatsr Statistical Tools for Filebacked Big Matrices bigstep Stepwise Selection for Large Data Sets bigtabulate Table, Apply, and Split Functionality for Matrix and 'big.matrix' Objects bigtcr Nonparametric Analysis of Bivariate Gap Time with Competing Risks bigtime Sparse Estimation of Large Time Series Models bigutilsr Utility Functions for Large-scale Data bikeshare14 Bay Area Bike Share Trips in 2014 bikm1 Co-Clustering Adjusted Rand Index and Bikm1 Procedure for Contingency and Binary Data-Sets bild A Package for BInary Longitudinal Data billboard Contains Data of Billboard Hot 100 Songs billboarder Create Interactive Chart with the JavaScript 'Billboard' Library bimets Time Series and Econometric Modeling bin2norm Hierarchical Probit Estimation for Dichotomized Data binGroup Evaluation and Experimental Design for Binomial Group Testing binMto Many-to-One Comparisons of Proportions binancer API Client to 'Binance' binaryGP Fit and Predict a Gaussian Process Model with (Time-Series) Binary Response binaryRL Reinforcement Learning Tools for Two-Alternative Forced Choice Tasks binb 'binb' is not 'Beamer' binda Multi-Class Discriminant Analysis using Binary Predictors bindata Generation of Artificial Binary Data bindr Parametrized Active Bindings bindrcpp An 'Rcpp' Interface to Active Bindings binequality Methods for Analyzing Binned Income Data binest Estimation of Group Means and SDs from Binned Count Data binford Binford's Hunter-Gatherer Data binfunest Estimates Parameters of Functions Driving Binomial Random Variables bingadsR Get Bing Ads Data via the 'Windsor.ai' API binhf Haar-Fisz Functions for Binomial Data binman A Binary Download Manager binom Binomial Confidence Intervals for Several Parameterizations binomCI Confidence Intervals for a Binomial Proportion binomialtrend Calculates the Statistical Significance of a Trend in a Set of Measurements binovisualfields Depth-Dependent Binocular Visual Fields Simulation binpackr Fast 1d Bin Packing binr Cut Numeric Values into Evenly Distributed Groups binsegRcpp Efficient Implementation of Binary Segmentation binseqtest Exact Binary Sequential Designs and Analysis binsmooth Generate PDFs and CDFs from Binned Data binspp Bayesian Inference for Neyman-Scott Point Processes binsreg Binscatter Estimation and Inference binst Data Preprocessing, Binning for Classification and Regression binxr 'Binance' REST API Client bio.infer Predict Environmental Conditions from Biological Observations bio3d Biological Structure Analysis bioC.logs BioConductor Package Downloads Stats bioLeak Leakage-Safe Modeling and Auditing for Genomic and Clinical Data bioRad Biological Analysis and Visualization of Weather Radar Data bioSNR Bioacoustic Basic Operations with Decibels and the Passive Sonar Equation bioacoustics Analyse Audio Recordings and Automatically Extract Animal Vocalizations biobricks Access Data Dependencies Installed Through 'Biobricks.ai' biocViews Categorized views of R package repositories bioclim Bioclimatic Analysis and Classification biocmake CMake for Bioconductor biocompute Create and Manipulate BioCompute Objects biodb Biodb, a Library and a Development Framework for Connecting to Chemical and Biological Databases biodosetools 'shiny' Application for Biological Dosimetry biogas Process Biogas Data and Predict Biogas Production biogeom Biological Geometries biogram N-Gram Analysis of Biological Sequences biogrowth Modelling of Population Growth bioimagetools Tools for Microscopy Imaging bioinactivation Mathematical Modelling of (Dynamic) Microbial Inactivation biolink Create Hyperlinks to Biological Databases and Resources biologicalActivityIndices Biological Activity Indices biomaRt Interface to BioMart databases (i.e. Ensembl) biomartr Genomic Data Retrieval biometrics A Package for Biometrics and Modelling biometryassist Functions to Assist Design and Analysis of Agronomic Experiments biomformat An interface package for the BIOM file format biomod2 Ensemble Platform for Species Distribution Modeling bionetdata Biological and Chemical Data Networks biopixR Extracting Insights from Biological Images bioregion Comparison of Bioregionalization Methods bios2mds From Biological Sequences to Multidimensional Scaling biosampleR Biodiversity Index Calculation and Bootstrap Confidence Interval Estimation biosensors.usc Distributional Data Analysis Techniques for Biosensor Data bioseq A Toolbox for Manipulating Biological Sequences biosignalEMG Tools for Electromyogram Signals (EMG) Analysis biospear Biomarker Selection in Penalized Regression Models biostat3 Utility Functions, Datasets and Extended Examples for Survival Analysis biostats Biostatistics and Clinical Data Analysis biostats101 Practical Functions for Biostatistics Beginners biotic Calculation of Freshwater Biotic Indices biotools Tools for Biometry and Applied Statistics in Agricultural Science biovizBase Basic graphic utilities for visualization of genomic data. bipartite Visualising Bipartite Networks and Calculating Some (Ecological) Indices bipartiteD3 Interactive Bipartite Graphs bipd Bayesian Individual Patient Data Meta-Analysis using 'JAGS' bipl5 Construct Reactive Calibrated Axes Biplots biplotEZ EZ-to-Use Biplots biplotbootGUI Bootstrap on Classical Biplots and Clustering Disjoint Biplot birankr Ranking Nodes in Bipartite and Weighted Networks birdcolors Create Palettes from the Colors of the World's Birds birddog Sniffing Emergence and Trajectories in Academic Papers and Patents birdie Bayesian Instrumental Regression for Disparity Estimation birdnetR Deep Learning for Automated (Bird) Sound Identification birdring Methods to Analyse Ring Re-Encounter Data birdscanR Migration Traffic Rate Calculation Package for 'Birdscan MR1' Radars birk MA Birk's Functions birtr The R Package for "The Basics of Item Response Theory Using R" biscale Tools and Palettes for Bivariate Thematic Mapping bispdep Statistical Tools for Bivariate Spatial Dependence Analysis bit Classes and Methods for Fast Memory-Efficient Boolean Selections bit64 A S3 Class for Vectors of 64bit Integers bitfield Handle Bitfields to Record Meta Data bitmexr R Client for BitMEX bitops Bitwise Operations bitstreamio Read and Write Bits from Files, Connections and Raw Vectors bittermelon Bitmap Tools bivarhr Bivariate Hurdle Regression with Bayesian Model Averaging bivariateLeaflet Create Bivariate Choropleth Maps with 'Leaflet' bivariatemaps Creates Bivariate Maps bivgeom Roy's Bivariate Geometric Distribution bivpois Bivariate Poisson Distribution bivrp Bivariate Residual Plots with Simulation Polygons biwavelet Conduct Univariate and Bivariate Wavelet Analyses biwt Compute the Biweight Mean Vector and Covariance & Correlation Matrice bizdays Business Days Calculations and Utilities bizicount Bivariate Zero-Inflated Count Models Using Copulas bkmr Bayesian Kernel Machine Regression bkmrhat Parallel Chain Tools for Bayesian Kernel Machine Regression blackbox Black Box Optimization and Exploration of Parameter Space blackmarbler Black Marble Data and Statistics blaise Read and Write FWF Files in the 'Blaise' Format blandr Bland-Altman Method Comparison blapsr Bayesian Inference with Laplace Approximations and P-Splines blaster Native R Implementation of an Efficient BLAST-Like Algorithm blastula Easily Send HTML Email Messages blatent Bayesian Latent Variable Models blavaan Bayesian Latent Variable Analysis blendR Blended Survival Curves blends Blend Colours and Palettes blindrecalc Blinded Sample Size Recalculation blindspiker Laboratory Blind Spike Sample Analyses blink Record Linkage for Empirically Motivated Priors blisa Infer Cell-Cell Communication from Spatial Transcriptomics bliss Bayesian Functional Linear Regression with Sparse Step Functions blit Bioinformatics Library for Integrated Tools blm Binomial Linear Regression blme Bayesian Linear Mixed-Effects Models blmeco Data Files and Functions Accompanying the Book "Bayesian Data Analysis in Ecology using R, BUGS and Stan" blob A Simple S3 Class for Representing Vectors of Binary Data ('BLOBS') blockCV Spatial and Environmental Blocking for K-Fold and LOO Cross-Validation blockForest Block Forests: Random Forests for Blocks of Clinical and Omics Covariate Data blockTools Block, Assign, and Diagnose Potential Interference in Randomized Experiments blockedFF Generation of Blocked Fractional Factorial Designs (Two-Level and Three-Level) blocking Various Blocking Methods for Entity Resolution blocklength Select an Optimal Block-Length to Bootstrap Dependent Data (Block Bootstrap) blockmatrix blockmatrix: Tools to solve algebraic systems with partitioned matrices blockmodeling Generalized and Classical Blockmodeling of Valued Networks blockmodels Latent and Stochastic Block Model Estimation by a 'V-EM' Algorithm blockr A Block-Based Framework for Data Manipulation and Visualization blockr.core Graphical Web-Framework for Data Manipulation and Visualization blockr.dag A Directed Acyclic Graph Extension for 'blockr' blockr.dock A Docking Layout Manager for 'blockr' blockr.dplyr Interactive 'dplyr' Data Transformation Blocks blockr.ggplot Interactive 'ggplot2' Visualization Blocks blockr.io Interactive File Import and Export Blocks blockrand Randomization for Block Random Clinical Trials blocksdesign Nested and Crossed Block Designs for Factorial and Unstructured Treatment Sets blockstrap Sample Dataframes by a Group blocs Estimate and Visualize Voting Blocs' Partisan Contributions blogdown Create Blogs and Websites with R Markdown blorr Tools for Developing Binary Logistic Regression Models blosc Compress and Decompress Data Using the 'BLOSC' Library blox Block Diagonal Matrix Approximation blrm Dose Escalation Design in Phase I Oncology Trial Using Bayesian Logistic Regression Modeling blsBandit Data Viewer for Bureau of Labor Statistics Data blsR Make Requests from the Bureau of Labor Statistics API bluebike Blue Bike Comprehensive Data bluster Clustering Algorithms for Bioconductor blvim Boltzmann–Lotka–Volterra Interaction Model bmabart Bayesian Mediation Analysis Using BART bmass Bayesian Multivariate Analysis of Summary Statistics bmco Bayesian Analysis for Multivariate Categorical Outcomes bmem Mediation Analysis with Missing Data Using Bootstrap bmemLavaan Mediation Analysis with Missing Data and Non-Normal Data bmet Bayesian Multigroup Equivalence Testing bmixture Bayesian Estimation for Finite Mixture of Distributions bml Bayesian Multiple-Membership Multilevel Models with Parameterizable Weight Functions bmm Easy and Accessible Bayesian Measurement Models Using 'brms' bmp Read Windows Bitmap (BMP) Images bmstdr Bayesian Modeling of Spatio-Temporal Data with R bnRep A Repository of Bayesian Networks from the Academic Literature bnclassify Learning Discrete Bayesian Network Classifiers from Data bndovb Bounding Omitted Variable Bias Using Auxiliary Data bnlearn Bayesian Network Structure Learning, Parameter Learning and Inference bnma Bayesian Network Meta-Analysis using 'JAGS' bnmonitor An Implementation of Sensitivity Analysis in Bayesian Networks bnnSurvival Bagged k-Nearest Neighbors Survival Prediction bnns Bayesian Neural Network with 'Stan' bnpMTP Bayesian Nonparametric Sensitivity Analysis of Multiple Testing Procedures for p Values bnpa Bayesian Networks & Path Analysis bnpsd Simulate Genotypes from the BN-PSD Admixture Model bnstruct Bayesian Network Structure Learning from Data with Missing Values bnviewer Bayesian Networks Interactive Visualization and Explainable Artificial Intelligence boa Bayesian Output Analysis Program (BOA) for MCMC bodenmiller Profiling of Peripheral Blood Mononuclear Cells using CyTOF bodsr Call the Bus Open Data Service ('BODS') API Through R bodycomp Percent Body Fat Values Using Anthropometric Prediction Equations bodycompref Reference Values for CT-Assessed Body Composition boe Download Data from the 'Bank of England' Statistical Database boggy Real-Time PCR Data Sets by Boggy et al. (2010) boids4R Reynolds-Style Boids and Swarm Simulation boilerpipeR Interface to the Boilerpipe Java Library boilerplate Managing and Compiling Manuscript Templates boinet Conduct Simulation Study of Bayesian Optimal Interval Design with BOIN-ET Family boiwsa Seasonal Adjustment of Weekly Data bolasso Model Consistent Lasso Estimation Through the Bootstrap bolder 'RStudio' Add-Ins for Formatted Section Titles bolsec Bolivian Securities bolt4jr Interface for the 'Neo4j Bolt' Protocol bondAnalyst Methods for Fixed-Income Valuation, Risk and Return bonn Access INKAR Database bonsai Model Wrappers for Tree-Based Models bonsaiforest Shrinkage Based Forest Plots booami Component-Wise Gradient Boosting after Multiple Imputation boodd Functions for the Book "Bootstrap for Dependent Data, with an R Package" boodist Some Distributions from the 'Boost' Library and More bookdown Authoring Books and Technical Documents with R Markdown booklet Multivariate Exploratory Data Analysis boostingDEA A Boosting Approach to Data Envelopment Analysis boostmath 'R' Bindings for the 'Boost' Math Functions boostmtree Boosted Multivariate Trees for Longitudinal Data boostrq Boosting Regression Quantiles boot.heterogeneity A Bootstrap-Based Heterogeneity Test for Meta-Analysis boot.pval Bootstrap p-Values bootCT Bootstrapping the ARDL Tests for Cointegration bootComb Combine Parameter Estimates via Parametric Bootstrap bootES Bootstrap Confidence Intervals on Effect Sizes bootGOF Bootstrap Based Goodness-of-Fit Tests bootImpute Bootstrap Inference for Multiple Imputation bootLR Bootstrapped Confidence Intervals for (Negative) Likelihood Ratio Tests bootLRTpairwise Bootstrap Hypothesis Tests for Treatment Effects in One-Way ANOVA with Unequal Variances bootPLS Bootstrap Hyperparameter Selection for PLS Models and Extensions bootSVD Fast, Exact Bootstrap Principal Component Analysis for High Dimensional Data bootStateSpace Bootstrap for State Space Models bootStepAIC Bootstrap stepAIC bootUR Bootstrap Unit Root Tests bootcluster Bootstrapping Estimates of Clustering Stability bootf2 Simulation and Comparison of Dissolution Profiles bootkmeans A Bootstrap Augmented k-Means Algorithm for Fuzzy Partitions bootmlm Bootstrap Resampling for Multilevel Models bootnet Bootstrap Methods for Various Network Estimation Routines bootruin A Bootstrap Test for the Probability of Ruin in the Classical Risk Process bootstrap Functions for the Book "An Introduction to the Bootstrap" bootstrapFP Bootstrap Algorithms for Finite Population Inference bootsurv Bootstrap Methods for Complete Survey Data bootwar Nonparametric Bootstrap Test with Pooled Resampling Card Game boral Bayesian Ordination and Regression AnaLysis borrowr Estimate Causal Effects with Borrowing Between Data Sources bosfr Computes Exact Bounds of Spearman's Footrule with Missing Data bossR Biomarker Optimal Segmentation System botor 'AWS Python SDK' ('boto3') for R boundedur Unit Root Tests for Bounded Time Series boundingbox Create a Bounding Box in an Image boussinesq Analytic Solutions for (Ground-Water) Boussinesq Equation boutliers Outlier Detection and Influence Diagnostics for Meta-Analysis box Write Reusable, Composable and Modular R Code box.linters Linters for 'box' Modules box.lsp Provides 'box' Compatibility for 'languageserver' boxTest Boxplot and Significance Test for Two Groups boxcoxmix Box-Cox-Type Transformations for Linear and Logistic Models with Random Effects boxfilter Filter Noisy Data boxly Interactive Box Plot boxplotcluster Clustering Method Based on Boxplot Statistics boxplotdbl Double Box Plot for Two-Axes Correlation boxr Interface for the 'Box.com API' bp Blood Pressure Analysis in R bpAcc Blood Pressure Device Accuracy Evaluation: Statistical Considerations bpDir Boxplots for Directional Data bpa Basic Pattern Analysis bpbounds Nonparametric Bounds for the Average Causal Effect Due to Balke and Pearl and Extensions bpca Biplot Analysis for Multivariate Data Using Principal Components bpcp Beta Product Confidence Procedure for Right Censored Data bpgmm Bayesian Model Selection Approach for Parsimonious Gaussian Mixture Models bplsr Bayesian partial least squares regression bpmnVisualizationR Visualize Process Execution Data on 'BPMN' Diagrams bpnreg Bayesian Projected Normal Regression Models for Circular Data bpp Computations Around Bayesian Predictive Power bpr Fitting Bayesian Poisson Regression bptips Server Earnings Calculations bpvars Forecasting with Bayesian Panel Vector Autoregressions bqror Bayesian Quantile Regression for Ordinal Models bqtl Bayesian QTL Mapping Toolkit braQCA Bootstrapped Robustness Assessment for Qualitative Comparative Analysis bracer Brace Expansions bracketeer Tournament Generator brada Bayesian Response-Adaptive Design Analysis braggR Calculate the Revealed Aggregator of Probability Predictions braidReports Visualize Combined Action Response Surfaces and Report BRAID Analyses braidrm Fitting Combined Action with the BRAID Response Surface Model braids The Braid Groups brainGraph Graph Theory Analysis of Brain MRI Data brainKCCA Region-Level Connectivity Network Construction via Kernel Canonical Correlation Analysis brainR Helper Functions to 'misc3d' and 'rgl' Packages for Brain Imaging branchingprocess Calculate Outbreak Probabilities for a Branching Process Model brand.yml Unified Branding with a Simple YAML File brandr Brand Identity Management Using brand.yml Standard brandwatchR 'Brandwatch' API to R brant Test for Parallel Regression Assumption brar Null Hypothesis Bayesian Response-Adaptive Randomization brassica 1970s BASIC Interpreter bravo Bayesian Screening and Variable Selection brclimr Fetch Zonal Statistics of Weather Indicators for Brazilian Municipalities brea Bayesian Recurrent Events Analysis bread Analyze Big Files Without Loading Them in Memory breakDown Model Agnostic Explainers for Individual Predictions breakaway Species Richness Estimation and Modeling breakfast Methods for Fast Multiple Change-Point/Break-Point Detection and Estimation breathtestcore Core Functions to Read and Fit 13c Time Series from Breath Tests breathteststan Stan-Based Fit to Gastric Emptying Curves bregr Easy and Efficient Batch Processing of Regression Models brew Templating Framework for Report Generation brfinance Access to Brazilian Macroeconomic and Financial Time Series brglm Bias Reduction in Binomial-Response Generalized Linear Models brglm2 Bias Reduction in Generalized Linear Models briKmeans Package for Brik, Fabrik and Fdebrik Algorithms to Initialise Kmeans brickset Interface with the Brickset API for Getting Data About LEGO Sets brickster R Toolkit for 'Databricks' bridgedist An Implementation of the Bridge Distribution with Logit-Link as in Wang and Louis (2003) bridger2 Genome-Wide RNA Degradation Analysis Using BRIC-Seq Data bridgesampling Bridge Sampling for Marginal Likelihoods and Bayes Factors bridgr Bridging Data Frequencies for Timely Economic Forecasts brif A Tree and Forest Tool for Classification and Regression brightspaceR Access D2L 'Brightspace' Data Sets via the 'BDS' API brinton A Graphical EDA Tool brio Basic R Input Output briqr Interface to the 'Briq' API brisk Bayesian Benefit Risk Analysis brm Binary Regression Model brms Bayesian Regression Models using 'Stan' brms.mmrm Bayesian MMRMs using 'brms' brmsmargins Bayesian Marginal Effects for 'brms' Models brnn Bayesian Regularization for Feed-Forward Neural Networks broadcast Broadcasted Array Operations Like 'NumPy' brokenstick Broken Stick Model for Irregular Longitudinal Data brolgar Browse Over Longitudinal Data Graphically and Analytically in R broman Karl Broman's R Code broom Convert Statistical Objects into Tidy Tibbles broom.helpers Helpers for Model Coefficients Tibbles broom.mixed Tidying Methods for Mixed Models brotli A Compression Format Optimized for the Web brsim Brainerd-Robinson Similarity Coefficient Matrix bruceR Broadly Useful Convenient and Efficient R Functions brulee High-Level Modeling Functions with 'torch' bruneimap Maps and Spatial Data of Brunei brunnermunzel (Permuted) Brunner-Munzel Test brxx Bayesian Test Reliability Estimation bs4Dash A 'Bootstrap 4' Version of 'shinydashboard' bs4Dashkit Branding, Theme Application and Navigation Utilities for 'bs4Dash' Dashboards bs4cards Generate Bootstrap Cards bsTools Create HTML Content with Bootstrap 5 Classes and Layouts bsamGP Bayesian Spectral Analysis Models using Gaussian Process Priors bscui Build SVG Custom User Interface bsearchtools Binary Search Tools bsgof Birnbaum-Saunders Goodness-of-Fit Test bshazard Nonparametric Smoothing of the Hazard Function bsicons Easily Work with 'Bootstrap' Icons bsitar Bayesian Super Imposition by Translation and Rotation Growth Curve Analysis bskyr Interact with 'Bluesky' Social bslib Custom 'Bootstrap' 'Sass' Themes for 'shiny' and 'rmarkdown' bsnsing Build Decision Trees with Optimal Multivariate Splits bsocialv2 Analysis of Microbial Social Behavior in Bacterial Consortia bspcov Bayesian Sparse Estimation of a Covariance Matrix bspec Bayesian Spectral Inference bspline B-Spline Interpolation and Regression bsplus Adds Functionality to the R Markdown + Shiny Bootstrap Framework bspm Bridge to System Package Manager bsreg Bayesian Spatial Regression Models bssbinom Bayesian Sample Size for Binomial Proportions bsseq Analyze, manage and store whole-genome methylation data bssm Bayesian Inference of Non-Linear and Non-Gaussian State Space Models bst Gradient Boosting bstrl Bayesian Streaming Record Linkage bsts Bayesian Structural Time Series bsub Submitter and Monitor of the 'LSF Cluster' bsvarSIGNs Bayesian SVARs with Sign, Zero, and Narrative Restrictions bsvars Bayesian Estimation of Structural Vector Autoregressive Models bsynth Bayesian Synthetic Control btb Beyond the Border - Kernel Density Estimation for Urban Geography btergm Temporal Exponential Random Graph Models by Bootstrapped Pseudolikelihood btml Bayesian Treed Machine Learning for Personalized Prediction btrm Bayesian Treed Regression Model for Personalized Prediction and Precision Diagnostics btw A Toolkit for Connecting R and Large Language Models bubbleHeatmap Produces 'bubbleHeatmap' Plots for Visualising Metabolomics Data bubblyr Beautiful Bubbles for 'shiny' and 'rmarkdown' Backgrounds budgetIVr Partial Identification of Causal Effects with Mostly Invalid Instruments buildmer Stepwise Elimination and Term Reordering for Mixed-Effects Regression buildr Organize & Run Build Scripts Comfortably bujar Buckley-James Regression for Survival Data with High-Dimensional Covariates bulkQC Quality Control and Outlier Identification in Bulk for Multicenter Trials bulkreadr The Ultimate Tool for Reading Data in Bulk bulletcp Automatic Groove Identification via Bayesian Changepoint Detection bullishTrader Bullish Trading Strategies Through Graphs bullseye Visualising Multiple Pairwise Variable Correlations and Other Scores bullwhipgame Bullwhip Effect Demo in Shiny bumbl Tools for Modeling Bumblebee Colony Growth and Decline bumblebee Quantify Disease Transmission Within and Between Population Groups bumphunter Bump Hunter bunching Estimate Bunching bunchr Analyze Bunching in a Kink or Notch Setting bunddev Discover and Call 'Bund.dev' APIs bundesbank Download Data from Bundesbank bundesligR All Final Tables of the Bundesliga bundle Serialize Model Objects with a Consistent Interface bunsen Marginal Survival Estimation with Covariate Adjustment buoyant Deploy '_server.yml' Compliant Applications to 'DigitalOcean' bupaR Business Process Analysis in R burgle 'Burgle': Stealing the Necessary Parts of Model Objects burnr Forest Fire History Analysis bursa R Wrapper for Bursa Municipality Open Data Portal bursts Markov Model for Bursty Behavior in Streams busdater Standard Date Calculations for Business bushtucker 'I'm a Celebrity Get Me Out of Here' Data businessPlanR Simple Modelling Tools for Business Plans butcher Model Butcher butterfly Verification for Continually Updating Time Series Data butterflyOptions Trading Butterfly Options Strategies buzzMed Bayesian Understanding for Mediator Selection Framework bvarnet Bayesian Estimation of Dynamic VAR Models using STAN bvars Bayesian Forecasting with Large Vector Autoregressions bvarsv Bayesian Analysis of a Vector Autoregressive Model with Stochastic Volatility and Time-Varying Parameters bvartools Bayesian Inference of Vector Autoregressive and Error Correction Models bvhar Bayesian Vector Heterogeneous Autoregressive Modeling bvls The Stark-Parker algorithm for bounded-variable least squares bvpa Bivariate Pareto Distribution bwd Backward Procedure for Change-Point Detection bwimage Describe Image Patterns in Natural Structures bws Bayesian Weighted Sums bysykkel Get City Bike Data from Norway bytescircle Statistics About Bytes Contained in a File as a Circle Plot bzinb Bivariate Zero-Inflated Negative Binomial Model Estimator c060 Extended Inference for Lasso and Elastic-Net Regularized Cox and Generalized Linear Models c212 Methods for Detecting Safety Signals in Clinical Trials Using Body-Systems (System Organ Classes) c2c Compare Two Classifications or Clustering Solutions of Varying Structure c2z A Reference Manager c3 'C3.js' Chart Library c3dr Read and Write C3D Motion Capture Files c3net Inferring Large-Scale Gene Networks with C3NET cABCanalysis Computed ABC Analysis cAIC4 Conditional Akaike Information Criterion for 'lme4' and 'nlme' cIRT Choice Item Response Theory cNORM Continuous Norming cOde Automated C Code Generation for 'deSolve', 'bvpSolve' cPseudoMaRg Constructs a Correlated Pseudo-Marginal Sampler cSEM Composite-Based Structural Equation Modeling cTMed Continuous-Time Mediation cTOST Finite Sample Correction of the Two One-Sided Tests in the Univariate Framework ca Simple, Multiple and Joint Correspondence Analysis caROC Continuous Biomarker Evaluation with Adjustment of Covariates caRamel Automatic Calibration by Evolutionary Multi Objective Algorithm caRecall Government of Canada Vehicle Recalls Database API Wrapper caTools Tools: Moving Window Statistics, GIF, Base64, ROC AUC, etc cabinets Project Specific Workspace Organization Templates cabootcrs Bootstrap Confidence Regions for Simple and Multiple Correspondence Analysis cacIRT Classification Accuracy and Consistency under Item Response Theory cacc Conjunctive Analysis of Case Configurations cache Cache and Retrieve Computation Results cachem Cache R Objects with Automatic Pruning caesar Encrypts and Decrypts Strings caffsim Simulation of Plasma Caffeine Concentrations by Using Population Pharmacokinetic Model calACS Calculations for All Common Subsequences calba Efficient Neighborhood Basal Area Metrics for Trees calcUnique Simple Wrapper for Computationally Expensive Functions calcal Calendrical Calculations calcite Bindings to the Calcite Design System 'JavaScript' Component Library calculus High Dimensional Numerical and Symbolic Calculus calendR Ready to Print Monthly and Yearly Calendars Made with 'ggplot2' calendRio 'calendR' Fork with Additional Features (Backwards Compatible) calendar Create, Read, Write, and Work with 'iCalendar' Files, Calendars and Scheduling Data calibmsm Calibration Plots for the Transition Probabilities from Multistate Models calibrar Automated Parameter Estimation for Complex Models calibrate Calibration of Scatterplot and Biplot Axes calibrateBinary Calibration for Computer Experiments with Binary Responses calibrationband Calibration Bands calibrator Bayesian Calibration of Complex Computer Codes calidad Assesses the Quality of Estimates Made by Complex Sample Designs callback Computes Statistics from Discrimination Experimental Data callme Easily Compile and Call Inline 'C' Functions callr Call R from R callsync Recording Synchronisation, Call Detection and Assignment, Audio Analysis calmate Improved Allele-Specific Copy Number of SNP Microarrays for Downstream Segmentation calmr Canonical Associative Learning Models and their Representations calms Comprehensive Analysis of Latent Means calpassapi R Interface to Access CalPASS API camcorder Record Your Plot History camerondata Datasets from "Microeconometrics: Methods and Applications" by Cameron and Trivedi campaignmanageR Connect to Campaign Manager via the 'Windsor.ai' API campfin Wrangle Campaign Finance Data campsis Generic PK/PD Simulation Platform Campsis campsismod Generic Implementation of a PK/PD Model camsRad Client for CAMS Radiation Service camtrapR Camera Trap Data Management and Analysis Framework camtrapdp Read and Manipulate Camera Trap Data Packages canadamaps Maps of the Political and Administrative Divisions of Canada canadianmaps Effortlessly Create Stunning Canadian Maps canaper Categorical Analysis of Neo- And Paleo-Endemism cancensus Access, Retrieve, and Work with Canadian Census Data and Geography cancerGI Analyses of Cancer Gene Interaction cancerR Classification of Cancer Using Administrative Data cancerradarr Cancer RADAR Project Tool candisc Visualizing Generalized Canonical Discriminant and Canonical Correlation Analysis canprot Chemical Analysis of Proteins cansim Accessing Statistics Canada Data Table and Vectors canvasXpress Visualization Package for CanvasXpress in R canvasXpress.data Datasets for the 'canvasXpress' Package caper Comparative Analyses of Phylogenetics and Evolution in R capesData Data on Scholarships in CAPES International Mobility Programs capesR Access to CAPES Data capitalR Capital Budgeting Analysis, Annuity Loan Calculations and Amortization Schedules capl Compute and Visualize CAPL-2 Scores and Interpretations caplot Correspondence Analysis with Geometric Frequency Interpretation capr Covariate Assisted Principal Regression captain Running 'git' Pre-Commit Hooks capushe Capushe, Data-Driven Slope Estimation and Dimension Jump capybara Fast and Memory Efficient Fitting of Linear Models with High-Dimensional Fixed Effects car Companion to Applied Regression carData Companion to Applied Regression Data Sets carSurv Correlation-Adjusted Regression Survival (CARS) Scores caracas Computer Algebra caradpt Covariate-Adjusted Response-Adaptive Designs for Clinical Trials carat Covariate-Adaptive Randomization for Clinical Trials carbondata Access Carbon Market Data from Emissions Trading Systems and Voluntary Registries carbondate Calibration and Summarisation of Radiocarbon Dates carbonpredict Predict Carbon Emissions for UK SMEs carbonr Calculate Carbon-Equivalent Emissions carcass Estimation of the Number of Fatalities from Carcass Searches card Cardiovascular Applications in Research Data card.pro Lightweight Modern & Responsive Card Component for 'shiny' cardargus Generate SVG Information Cards with Embedded Fonts and Badges cardidates Identification of Cardinal Dates in Ecological Time Series cardinalR Collection of Data Structures cards Analysis Results Data cardx Extra Analysis Results Data Utilities care High-Dimensional Regression and CAR Score Variable Selection care4cmodel Carbon-Related Assessment of Silvicultural Concepts careless Procedures for Computing Indices of Careless Responding caresid Correspondence Analysis Plot and Associations Visualisation caret Classification and Regression Training caretEnsemble Ensembles of Caret Models caretForecast Conformal Time Series Forecasting Using State of Art Machine Learning Algorithms caretSDM Build Species Distribution Modeling using 'caret' carfima Continuous-Time Fractionally Integrated ARMA Process for Irregularly Spaced Long-Memory Time Series Data cargo Develop R Packages using Rust caribou Estimation of Caribou Abundance Based on Radio Telemetry Data caroline A Collection of Database, Data Structure, Visualization, and Utility Functions for R carpenter Build Common Tables of Summary Statistics for Reports carrier Isolate Functions for Remote Execution carsAlgo Competitive Adaptive Reweighted Sampling (CARS) Algorithm cartograflow Filtering Matrix for Flow Mapping cartogram Create Cartograms with R cartogramR Continuous Cartogram cartographer Turn Place Names into Map Data cartographr Crafting Print-Ready Maps and Layered Visualizations cartography Thematic Cartography carts Simulation-Based Assessment of Covariate Adjustment in Randomized Trials cascadeSelect A Cascade Select Input for 'Shiny' cascadess A Style Pronoun for 'htmltools' Tags cascsim Casualty Actuarial Society Individual Claim Simulator caseMatch Identify Similar Cases for Qualitative Case Studies casebase Fitting Flexible Smooth-in-Time Hazards and Risk Functions via Logistic and Multinomial Regression cases Stratified Evaluation of Subgroup Classification Accuracy cash Discrete Choice and Competitive Reactions: End-to-End Simulation casimir Comparing Automated Subject Indexing Methods in R cassandRa Finds Missing Links and Metric Confidence Intervals in Ecological Bipartite Networks cassowaryr Compute Scagnostics on Pairs of Numeric Variables in a Data Set castgen Estimate Sample Size for Population Genomic Studies castor Efficient Phylogenetics on Large Trees cat Analysis and Imputation of Categorical-Variable Datasets with Missing Values cat2cat Handling an Inconsistently Coded Categorical Variable in a Longitudinal Dataset catIrt Simulate IRT-Based Computerized Adaptive Tests catR Generation of IRT Response Patterns under Computerized Adaptive Testing catSurv Computerized Adaptive Testing for Survey Research cata Analysis of Check-All-that-Apply (CATA) Data catalog Access the 'Spark Catalog' API via 'sparklyr' catalytic Tools for Applying Catalytic Priors in Statistical Modeling catch Covariate-Adjusted Tensor Classification in High-Dimensions catcont Test, Identify, Select and Mutate Categorical or Continuous Values catdap Categorical Data Analysis Program Package catdata Categorical Data categoryEncodings Category Variable Encodings catekappa Design and Analysis of Consistency Tests Based on Kappa Statistic catfun Categorical Data Analysis cati Community Assembly by Traits: Individuals and Beyond catlearn Formal Psychological Models of Categorization and Learning catmaply Heatmap for Categorical Data using 'plotly' catool Compensation Analysis Tool for Instructor Overload Pay catregs Post-Estimation Functions for Generalized Linear Mixed Models cats Cohort Platform Trial Simulation catseyes Create Catseye Plots Illustrating the Normal Distribution of the Means catsim Binary and Categorical Image Similarity Index catviz Visualizing Causal Assignment Trees for CSDiD and DR-DDD Designs cauchypca Robust Principal Component Analysis Using the Cauchy Distribution caugi Causal Graph Interface cauphy Trait Evolution on Phylogenies Using the Cauchy Process causact Fast, Easy, and Visual Bayesian Inference causal.decomp Causal Decomposition Analysis causalBatch Causal Batch Effects causalCmprsk Nonparametric and Cox-Based Estimation of Average Treatment Effects in Competing Risks causalDT Causal Distillation Trees causalDisco Tools for Causal Discovery on Observational Data causalHyperGraph Drawing Causal Hypergraphs causalOT Optimal Transport Weights for Causal Inference causalPAF Causal Effect for Population Attributable Fractions (PAF) causalQual Causal Inference for Qualitative Outcomes causalSLSE Semiparametric Least Squares Inference for Causal Effects causalWins Compute the Causal Win Ratio Using Nearest Neighbor Matching causaldata Example Data Sets for Causal Inference Textbooks causaldef Decision-Theoretic Causal Diagnostics via Le Cam Deficiency causaldrf Estimating Causal Dose Response Functions causaleffect Deriving Expressions of Joint Interventional Distributions and Transport Formulas in Causal Models causalfrag Cross-Framework Causal Fragility Index causalnet Directed Causal Network Enumeration and Simulation causaloptim An Interface to Specify Causal Graphs and Compute Bounds on Causal Effects causalplot Create Publication-Ready Causal Diagrams causalreg Causal Generalized Linear Models causalsens Selection Bias Approach to Sensitivity Analysis for Causal Effects causalweight Estimation Methods for Causal Inference Based on Inverse Probability Weighting and Doubly Robust Estimation causens Perform Causal Sensitivity Analyses Using Various Statistical Methods caustests Multiple Granger Causality Tests for Time Series and Panel Data caviarpd Cluster Analysis via Random Partition Distributions cayleyR Cayley Graph Analysis for Permutation Puzzles cba Clustering for Business Analytics cbanalysis Coffee Break Descriptive Analysis cbass Classification -- Bayesian Adaptive Smoothing Splines cbbinom Continuous Analog of a Beta-Binomial Distribution cbcTools Design and Analyze Choice-Based Conjoint Experiments cbinom Continuous Analog of a Binomial Distribution cbioportalR Browse and Query Clinical and Genomic Data from cBioPortal cbl Causal Discovery under a Confounder Blanket cbsREPS Hedonic and Multilateral Index Methods for Real Estate Price Statistics cbsodataR Statistics Netherlands (CBS) Open Data API Client ccLRforR Case-Control Likelihood Ratio (ccLR) ccRemover Removes the Cell-Cycle Effect from Single-Cell RNA-Sequencing Data ccTensor CUR/CX Tensor Decomposition ccaPP (Robust) Canonical Correlation Analysis via Projection Pursuit ccar3 Canonical Correlation Analysis via Reduced Rank Regression cccd Class Cover Catch Digraphs cccm Crossed Classification Credibility Model cccp Cone Constrained Convex Problems cccrm Concordance Correlation Coefficient for Repeated (and Non-Repeated) Measures ccdR Utilities for Interacting with the 'CTX' APIs cchs Cox Model for Case-Cohort Data with Stratified Subcohort-Selection cchsflow Transforming and Harmonizing CCHS Variables ccid Cross-Covariance Isolate Detect: a New Change-Point Method for Estimating Dynamic Functional Connectivity cclust Convex Clustering Methods and Clustering Indexes cclustr Consensus Clustering Methods for Multiple Imputed Data ccmEstimator Comparative Causal Mediation Estimation ccmReportR Wraps 'CCM' with Utility Functions ccoptimalmatch Implementation of Case-Control Optimal Matching ccostr Estimation of Mean Costs in Censored Data ccpsyc Methods for Cross-Cultural Psychology ccrtm Coupled Chain Radiative Transfer Models ccss Cluster Circular Systematic Sampling cctest Canonical Correlations and Tests of Independence cctools Tools for the Continuous Convolution Trick in Nonparametric Estimation cd CD Data for Entity Resolution cdCAT Computerized Adaptive Testing with Cognitive Diagnostic Models cdata Fluid Data Transformations cdcanthro Sex- and Age-Standardized Metrics from the Centers for Disease Control and Prevention (CDC) Growth Charts cdcatR Cognitive Diagnostic Computerized Adaptive Testing cdcsis Conditional Distance Correlation Based Feature Screening and Conditional Independence Inference cder Interface to the California Data Exchange Center (CDEC) cdfinv Confidence Interval Estimation via CDF Inversion cdfquantreg Quantile Regression for Random Variables on the Unit Interval cdgd Causal Decomposition of Group Disparities cdiWG2WS Words and Gestures to Words and Sentences Score Conversion cdid The Chained Difference-in-Differences cdlTools Tools to Download and Work with USDA Cropscape Data cdlei Cause-Deleted Life Expectancy Improvement Procedure cdlsim Simulation of Cropland Data Layer Products from the USDA cdmTools Useful Tools for Cognitive Diagnosis Modeling cdnbcr Correlated Destructive Negative Binomial Cure Rate Model cdom R Functions to Model CDOM Spectra cdparcoord Top Frequency-Based Parallel Coordinates cdrcR Load 'CDRC' Data ceRtainty Certainty Equivalent ceas Cellular Energetics Analysis Software ceblR Extract Data from the Canadian Elite Basketball League celestial Collection of Common Astronomical Conversion Routines and Functions cellGeometry Geometric Single Cell Deconvolution cellKey Consistent Perturbation of Statistical Frequency- And Magnitude Tables cellOrigins Finds RNASeq Source Tissues Using In Situ Hybridisation Data cellVolumeDist Functions to Fit Cell Volume Distributions and Thereby Estimate Cell Growth Rates and Division Times cellWise Analyzing Data with Cellwise Outliers cellkeyperturbation Cell Key Perturbation cellranger Translate Spreadsheet Cell Ranges to Rows and Columns celltrackR Motion Trajectory Analysis cem Coarsened Exact Matching cemco Fit 'CemCO' Algorithm cenGAM Censored Regression with Smooth Terms cenROC Estimating Time-Dependent ROC Curve and AUC for Censored Data cencrne Consistent Estimation of the Number of Communities via Regularized Network Embedding censReg Censored Regression (Tobit) Models censable Making Census Data More Usable censo2022arg Extraction and Analysis of 2022 Argentina Census Microdata from REDATAM Databases censobr Download Data from Brazil's Population Census censorcopula Estimate Parameter of Bivariate Copula censored 'parsnip' Engines for Survival Models censoredAIDS Estimation of Censored AI/QUAI Demand System via Maximum Likelihood Estimation (MLE) censusapi Retrieve Data from the Census APIs censuspyrID Explorer of Indonesian Population Pyramids from Harmonized and Non-Harmonized Census Data centerline Extract Centerline from Closed Polygons centiserve Find Graph Centrality Indices centr Weighted and Unweighted Spatial Centers centrifugeR Non-Trivial Balance of Centrifuge Rotors cepR Busca CEPs Brasileiros cepiigeodist CEPII's GeoDist Datasets cepiweek Continuous Epidemiological Week Indexing for Time-Series Analysis cepp Context Driven Exploratory Projection Pursuit cepreader Read 'CEP' and Legacy 'CANOCO' Files cepumd Calculate Consumer Expenditure Survey (CE) Annual Estimates cequre Censored Quantile Regression & Monotonicity-Respecting Restoring cer Download and Tidy Australian Clean Energy Regulator Data ceramic Download Online Imagery Tiles cercospoRa Process Based Epidemiological Model for Cercospora Leaf Spot of Sugar Beet cereal Serialize 'vctrs' Objects to 'JSON' certify Generate Branded PDF Certificates ces Access to Canadian Election Study Data ceser Cluster Estimated Standard Errors cetcolor CET Perceptually Uniform Colour Maps ceterisParibus Ceteris Paribus Profiles cfa Configural Frequency Analysis (CFA) cfbfastR Access College Football Play by Play Data cfda Categorical Functional Data Analysis cfdecomp Counterfactual Decomposition: MC Integration of the G-Formula cffdrs Canadian Forest Fire Danger Rating System cffr Generate Citation File Format ('CFF') Metadata for R Packages cfid Identification of Counterfactual Queries in Causal Models cfmortality Cystic Fibrosis Survival Prediction Model Based on Stanojevic Model cforecast Conditional Forecasting and Scenario Analysis Using VAR Models cforward Forward Selection using Concordance/C-Index cfr Estimate Disease Severity and Case Ascertainment cft Climate Futures Toolbox cg Compare Groups, Analytically and Graphically cgAUC Calculate AUC-type measure when gold standard is continuous and the corresponding optimal linear combination of variables with respect to it. cgaim Constrained Groupwise Additive Index Models cgal4h 'CGAL' Version 4 C++ Header Files cgam Constrained Generalized Additive Model cglasso Conditional Graphical LASSO for Gaussian Graphical Models with Censored and Missing Values cgmanalysis Clean and Analyze Continuous Glucose Monitor Data cgmguru Advanced Continuous Glucose Monitoring Analysis with High-Performance C++ Backend cgmquantify Analyzing Glucose and Glucose Variability cgvR Interactive 3D Visualization of Large Cayley Graphs via Vulkan cgwtools Miscellaneous Tools chainbinomial Chain Binomial Models for Analysis of Infectious Disease Data chameleon Automatic Colors for Multi-Dimensional Data chandwich Chandler-Bate Sandwich Loglikelihood Adjustment changeS S-Curve Fit for Changepoint Analysis changepoint Methods for Changepoint Detection changepoint.geo Geometrically Inspired Multivariate Changepoint Detection changepoint.influence Package to Calculate the Influence of the Data on a Changepoint Segmentation changepoint.np Methods for Nonparametric Changepoint Detection changepointGA Changepoint Detection via Modified Genetic Algorithms changepointTests Change Point Tests for Joint Distributions and Copulas changepoints A Collection of Change-Point Detection Methods changepointsVar Change-Points Detections for Changes in Variance changer Change R Package Name chantrics Loglikelihood Adjustments for Econometric Models chapensk Estimation of Gas Properties from the Lennard-Jones Potential charcuterie Handle Strings as Vectors of Characters charisma Reproducible Color Characterization of Digital Images for Biological Studies charlatan Make Fake Data charlesschwabapi Wrapper Functions Around 'Charles Schwab Individual Trader API' chartql Simplified Language for Plots and Charts chartreview Adaptive Multi-Wave Sampling for Efficient Chart Validation chatAI4R Chat-Based Interactive Artificial Intelligence for R chatLLM A Flexible Interface for 'LLM' API Interactions chatRater A Tool for Rating Text/Image/Audio Stimuli via 'LLMs' chatgpt Interface to 'ChatGPT' from R chattr Interact with Large Language Models in 'RStudio' chcd Access Canadian Historical Climate Data cheapr Simple Functions to Save Time and Memory cheatsheet Download R Cheat Sheets Locally checkCLI 'CLI' Messages for Checkmate Assertions and Checks checkLuhn Checks if a Number is Valid Using the Luhn Algorithm checkarg Check the Basic Validity of a (Function) Argument checkdown Check-Fields and Check-Boxes for 'rmarkdown' checked Systematically Run R CMD Checks checker Checks 'R' Configuration Set Up Correctly Before Class checkglobals Static Analysis of R-Code Dependencies checkhelper Deal with Check Outputs checkmate Fast and Versatile Argument Checks checkstring Common String Format Validation checkthat Intuitive Unit Testing Tools for Data Manipulation cheddar Analysis and Visualisation of Ecological Communities cheem Interactively Explore Local Explanations with the Radial Tour cheese Tools for Working with Data During Statistical Analysis cheetahR High Performance Tables Using 'Cheetah Grid' chem.databases Collection of 3 Chemical Databases from Public Sources chem16S Chemical Metrics for Microbial Communities chemCal Calibration Functions for Analytical Chemistry chemdeg Analysis of Chemical Degradation Kinetic Data chemodiv Analysing Chemodiversity of Phytochemical Data chemometrics Multivariate Statistical Analysis in Chemometrics cherry Multiple Testing Methods for Exploratory Research cherryblossom Cherry Blossom Run Race Results chess Read, Write, Create and Explore Chess Games chess2plyrs Chess Game Creation and Tools chessboard Create Network Connections Based on Chess Moves chest Change-in-Estimate Approach to Assess Confounding Effects chevron Standard TLGs for Clinical Trials Reporting chi The Chi Distribution chiOpenData Convenient Access to Chicago Open Data API Endpoints chicane Capture Hi-C Analysis Engine childdevdata Child Development Data childesr Accessing the 'CHILDES' Database childeswordfreq Word and Phrase Frequency Tools for CHILDES childfree Access and Harmonize Childfree Demographic Data childpen Identification and Estimation of Child Penalties childsds Data and Methods Around Reference Values in Pediatrics chillR Statistical Methods for Phenology Analysis in Temperate Fruit Trees chipPCR Toolkit of Helper Functions to Pre-Process Amplification Data chirps API Client for CHIRPS and CHIRTS chisquare Chi-Square and G-Square Test of Independence, Power and Residual Analysis, Measures of Categorical Association chk Check User-Supplied Function Arguments chlorpromazineR Convert Antipsychotic Doses to Chlorpromazine Equivalents chmsflow Transforming and Harmonizing CHMS Variables chngpt Estimation and Hypothesis Testing for Threshold Regression choiceDes Design Functions for Choice Studies choicedata Working with Choice Data choicer Discrete Choice Models for Economic Applications cholera Amend, Augment and Aid Analysis of John Snow's Cholera Map chomper A Comprehensive Hit or Miss Probabilistic Entity Resolution Model chooseGCM Selecting General Circulation Models for Species Distribution Modeling choosepc Choose the Number of Principal Components via Recistruction Error chopin Spatial Parallel Computing by Hierarchical Data Partitioning choplump Permutation Test for Some Positive and Many Zero Responses chopper Changepoint-Aware Ensemble for Probabilistic Modeling chopthin The Chopthin Resampler chords Estimation in Respondent Driven Samples chores A Collection of Large Language Model Assistants choroplethrAdmin1 Contains an Administrative-Level-1 Map of the World choroplethrMaps Contains Maps Used by the 'choroplethr' Package chouca A Stochastic Cellular Automaton Engine christmas Generation of Different Animated Christmas Cards chromConverter Chromatographic File Converter chromer Interface to Chromosome Counts Database API chromoMap Interactive Genomic Visualization of Biological Data chromote Headless Chrome Web Browser Interface chromseq Split Chromosome 'Fasta' File chron Chronological Objects which Can Handle Dates and Times chronicle Grammar for Creating R Markdown Reports chronicler Add Logging to Functions chronochrt Creating Chronological Charts chronometre A 'chronomètre' is a 'stopwatch' chronosphere Evolving Earth System Variables chunked Chunkwise Text-File Processing for 'dplyr' chunkhooks Chunk Hooks for 'R Markdown' chyper Functions for Conditional Hypergeometric Distributions ci Confidence Intervals for Education ciCalibrate Calibration of Confidence Intervals to Support Intervals ciTools Confidence or Prediction Intervals, Quantiles, and Probabilities for Statistical Models cia Learn and Apply Directed Acyclic Graphs for Causal Inference cicalc Calculate Confidence Intervals cicero Predict cis-co-accessibility from single-cell chromatin accessibility data cicerone Provide Tours of 'Shiny' Applications ciecl International Classification of Diseases 'ICD-10'/'ICD-11' for Chile cif Cointegrated ICU Forecasting ciflyr Reachability-Based Primitives for Graphical Causal Inference cifmodeling Visualization and Polytomous Modeling of Survival and Competing Risks cifti Toolbox for Connectivity Informatics Technology Initiative ('CIFTI') Files ciftiTools Tools for Reading, Writing, Viewing and Manipulating CIFTI Files cigarillo Efficient manipulation of CIGAR strings cimir Interface to the CIMIS Web API cinaR A Computational Pipeline for Bulk 'ATAC-Seq' Profiles cinaRgenesets Ready-to-Use Curated Gene Sets for 'cinaR' cinterpolate Interpolation From C cipheR Encryption and Decryption with Text Ciphers ciphertext Classical Cryptography Methods for Words and Phrases cir Centered Isotonic Regression and Dose-Response Utilities circacompare Analyses of Circadian Data circhelp Circular Analyses Helper Functions circle R Client Package for Circle CI circles A Small Package for Drawing Various Combinations of Circles circlesplot Visualize Proportions with Circles in a Plot circletyper Curve Text Elements in 'Shiny' Using 'CircleType.js' circlize Circular Visualization circlizePlus Using 'ggplot2' Feature to Write Readable R Code for Circular Visualization circlus Clustering and Simulation of Spherical Cauchy and PKBD Models circuitscaper 'Circuitscape' and 'Omniscape' Connectivity Analysis via 'Julia' circular Circular Statistics circularEV Extreme Value Analysis for Circular Data circularKDE Recent Methods for Kernel Density Estimation of Circular Data circumplex Analysis and Visualization of Circular Data cirls Constrained Iteratively Reweighted Least Squares cisp A Correlation Indicator Based on Spatial Patterns cit Causal Inference Test citation Software Citation Tools citationchaser Perform Forward and Backwards Chasing in Evidence Syntheses citecorp Client for the Open Citations Corpus citestR Conditional Independence of Missingness Test cities Clinical Trials with Intercurrent Events Simulator cito Building and Training Neural Networks citrus Customer Intelligence Tool for Rapid Understandable Segmentation citsr Controlled Interrupted Time Series Analysis and Visualization ciu Contextual Importance and Utility ciuupi Confidence Intervals Utilizing Uncertain Prior Information ciuupi2 Kabaila and Giri (2009) Confidence Interval civ Categorical Instrumental Variables civic.icarm Interpretable Civic-Accountable and Responsible Machine Learning civis R Client for the 'Civis Platform API' ciw Watch the CRAN Incoming Directories cjar R Client for 'Customer Journey Analytics' ('CJA') API cjbart Heterogeneous Effects Analysis of Conjoint Experiments cjoint AMCE Estimator for Conjoint Experiments ckanr Client for the Comprehensive Knowledge Archive Network ('CKAN') API clValid Validation of Clustering Results cladoRcpp C++ Implementations of Phylogenetic Cladogenesis Calculations clam Classical Age-Depth Modelling of Cores from Deposits clampSeg Idealisation of Patch Clamp Recordings clap Detecting Class Overlapping Regions in Multidimensional Data clarabel Interior Point Conic Optimization Solver clarifai Access to Clarifai API clarify Simulation-Based Inference for Regression Models clarkeTest Distribution-Free Tests of Non-Nested Models classGraph Construct Graphs of S4 Class Hierarchies classInt Choose Univariate Class Intervals classicaltest Classical Test Theory (CTT) Analysis classifierplots Generates a Visualization of Classifier Performance as a Grid of Diagnostic Plots classifly Explore Classification Models in High Dimensions classmap Visualizing Classification Results clayringsmiletus Clay Stacking Rings Found in Miletus (Data) clc CORINE Land Cover Data and Styles cld Create Compact Letter Display (CLD) for Statistical Comparisons cld2 Google's Compact Language Detector 2 cld3 Google's Compact Language Detector 3 clda Convolution-Based Linear Discriminant Analysis cleaR Clean the R Console and Environment clean Fast and Easy Data Cleaning cleanNLP A Tidy Data Model for Natural Language Processing cleanTS Testbench for Univariate Time Series Cleaning cleancall C Resource Cleanup via Exit Handlers cleandata To Inspect and Manipulate Data; and to Keep Track of This Process cleanepi Clean and Standardize Epidemiological Data cleaner Fast and Easy Data Cleaning cleangeo Cleaning Geometries from Spatial Objects cleanr Helps You to Code Cleaner cleanrmd Clean Class-Less 'R Markdown' HTML Documents clevr Clustering and Link Prediction Evaluation in R clhs Conditioned Latin Hypercube Sampling cli Helpers for Developing Command Line Interfaces cliapp Create Rich Command Line Applications clickR Semi-Automatic Preprocessing of Messy Data with Change Tracking for Dataset Cleaning clickableImageMap Implement 'tableGrob' Object as a Clickable Image Map clickb Web Data Analysis by Bayesian Mixture of Markov Models clickstream Analyzes Clickstreams Based on Markov Chains clidamonger Monthly Climate Data for Germany, Usable for Heating and Cooling Calculations clidatajp Data from Japan Meteorological Agency cliff Execute Command Line Programs Interactively clifford Arbitrary Dimensional Clifford Algebras climaemet Tools for AEMET Climate Data climate Interface to Download Meteorological (and Hydrological) Datasets climateStability Estimating Climate Stability from Climate Model Data climatehealth Statistical Tools for Modelling Climate-Health Impacts climatekit Unified Climate Indices for Temperature, Precipitation, and Drought climatol Climate Tools (Series Homogenization and Derived Products) climatrends Climate Variability Indices for Ecological Modelling clime Constrained L1-Minimization for Inverse (Covariance) Matrix Estimation climenu Interactive Command-Line Menus climetrics Climate Change Metrics climextRemes Tools for Analyzing Climate Extremes climniche Niche Climate Exposure climodr Climate Modeling with Point Data from Climate Stations climwin Climate Window Analysis clinCompare Dataset Comparison with 'CDISC' Validation for Clinical Trial Data clinDR Simulation and Analysis Tools for Clinical Dose Response Modeling clinDataReview Clinical Data Review Tool clinPK Clinical Pharmacokinetics Toolkit clinTrialData Clinical Trial Example Datasets clinUtils General Utility Functions for Analysis of Clinical Data clinfun Clinical Trial Design and Data Analysis Functions clinical Analysis of Clinical Data clinicalfair Algorithmic Fairness Assessment for Clinical Prediction Models clinicalomicsdbR Interface with the 'ClinicalOmicsDB' API, Allowing for Easy Data Downloading and Importing clinicalsignificance A Toolbox for Clinical Significance Analyses in Intervention Studies clinify Clinical Table Styling Tools and Utilities clinmon Hemodynamic Calculations from Clinical Monitoring clinpubr Clinical Publication clinsig Clinical Significance Functions clinspacy Clinical Natural Language Processing using 'spaCy', 'scispaCy', and 'medspaCy' clintools Tools for Clinical Research clintrialx Connect and Work with Clinical Trials Data Sources cliot Clinical Indices and Outcomes Tools clipp Calculating Likelihoods by Pedigree Paring clipr Read and Write from the System Clipboard clisymbols Unicode Symbols at the R Prompt clitable Render Tables in Text for the Terminal clmplus Tool-Box of Chain Ladder Plus Models clmstan Cumulative Link Models with 'CmdStanR' clock Date-Time Types and Tools clockify A Wrapper for the 'Clockify' API clockplot Plot Event Times on a 24-Hour Clock clogitL1 Fitting Exact Conditional Logistic Regression with Lasso and Elastic Net Penalties clogitboost Boosting Conditional Logit Model cloneRate Estimate Growth Rates from Phylogenetic Trees clootl Fetch and Explore the Cornell Lab of Ornithology Open Tree of Life Avian Phylogeny clordr Composite Likelihood Inference and Diagnostics for Replicated Spatial Ordinal Data closeloop Integrate Single-Arm Observational Data in Network Meta Analysis cloudUtil Cloud Utilization Plots cloudfs Streamlined Interface to Interact with Cloud Storage Platforms cloudml Interface to the Google Cloud Machine Learning Platform cloudosR 'Lifebit' Platform 'API' Client cloudstoR Simplifies Access to Cloudstor API clptheory Compute Price of Production and Labor Values clr Curve Linear Regression via Dimension Reduction clttools Central Limit Theorem Experiments (Theoretical and Simulation) clubSandwich Cluster-Robust (Sandwich) Variance Estimators with Small-Sample Corrections clubpro Classification Using Binary Procrustes Rotation clue Cluster Ensembles clugenr Multidimensional Cluster Generation Using Support Lines clusEvol A Procedure for Cluster Evolution Analytics clusTransition Monitor Changes in Cluster Solutions of Dynamic Datasets clusrank Wilcoxon Rank Tests for Clustered Data clust.bin.pair Statistical Methods for Analyzing Clustered Matched Pair Data clustAnalytics Cluster Evaluation on Graphs clustEff Clusters of Effects Curves in Quantile Regression Models clustMD Model Based Clustering for Mixed Data clustMixType k-Prototypes Clustering for Mixed Variable-Type Data clustNet Network-Based Clustering clustTMB Spatio-Temporal Finite Mixture Model using 'TMB' clustcurv Determining Groups in Multiples Curves cluster.datasets Cluster Analysis Data Sets clusterCrit Clustering Indices clusterGGM Sparse Gaussian Graphical Modeling with Variable Clustering clusterGeneration Random Cluster Generation (with Specified Degree of Separation) clusterMI Cluster Analysis with Missing Values by Multiple Imputation clusterProfiler A Universal Enrichment Tool for Interpreting Omics Data clusterRepro Reproducibility of Gene Expression Clusters clusterSEs Calculate Cluster-Robust p-Values and Confidence Intervals clusterSim Searching for Optimal Clustering Procedure for a Data Set clusterWebApp Universal Clustering Analysis Platform clusterability Performs Tests for Cluster Tendency of a Data Set clusteredMSM Nonparametric Analysis of Clustered Multistate Processes clusterindices Cluster Validity Indices clustering.sc.dp Optimal Distance-Based Clustering for Multidimensional Data with Sequential Constraint clustermole Unbiased Single-Cell Transcriptomic Data Cell Type Identification clustermq Evaluate Function Calls on HPC Schedulers (SLURM, LSF, SGE, GCS, OCS, PBS, Torque) clusternomics Integrative Clustering for Heterogeneous Biomedical Datasets clustertend Check the Clustering Tendency clusterv Assessment of Cluster Stability by Randomized Maps clustlearn Learn Clustering Techniques Through Examples and Code clustord Cluster Ordinal Data via Proportional Odds or Ordered Stereotype clustra Clustering Longitudinal Trajectories clustrd Methods for Joint Dimension Reduction and Clustering clustree Visualise Clusterings at Different Resolutions clustringr Cluster Strings by Edit-Distance clustur Clustering clustvarsel Variable Selection for Gaussian Model-Based Clustering cmAnalysis Process and Visualise Concept Mapping Data cmR Analysis of Cardiac Magnetic Resonance Images cmaRs Implementation of the Conic Multivariate Adaptive Regression Splines in R cmaes Covariance Matrix Adapting Evolutionary Strategy cmaesr Covariance Matrix Adaptation Evolution Strategy cmahalanobis Calculate Distance Measures for DataFrames cmbClust Conditional Mixture Modeling and Model-Based Clustering cmdfun Framework for Building Interfaces to Shell Commands cmfrec Collective Matrix Factorization for Recommender Systems cmgnd Constrained Mixture of Generalized Normal Distributions cmhc Access, Retrieve, and Work with CMHC Data cml Conditional Manifold Learning cmm Categorical Marginal Models cmmr CEU Mass Mediator RESTful API cmna Computational Methods for Numerical Analysis cmocean Beautiful Colour Maps for Oceanography cmpp Direct Parametric Inference for the Cumulative Incidence Function in Competing Risks cmprsk Subdistribution Analysis of Competing Risks cmprskQR Analysis of Competing Risks Using Quantile Regressions cmprskcoxmsm Use IPW to Estimate Treatment Effect under Competing Risks cmpsR R Implementation of Congruent Matching Profile Segments Method cms Calculate Medicare Reimbursement cmsaf A Toolbox for CM SAF NetCDF Data cmsafops Tools for CM SAF NetCDF Data cmsafvis Tools to Visualize CM SAF NetCDF Data cmstatr Statistical Methods for Composite Material Data cmstatrExt More Statistical Methods for Composite Material Data cmtest Conditional Moments Test cmtkr Wrapper for the Computational Morphometry Toolkit ('CMTK') Library cmvnorm The Complex Multivariate Gaussian Distribution cna Causal Modeling with Coincidence Analysis cnaOpt Optimizing Consistency and Coverage in Configurational Causal Modeling cnbdistr Conditional Negative Binomial Distribution cncaGUI Canonical Non-Symmetrical Correspondence Analysis in R cnd Create and Register Conditions cnefetools Access and Analysis of Brazilian CNEFE Address Data cnmap China Map Data from AutoNavi Map cnum Chinese Numerals Processing coFAST Spatially-Aware Cell Clustering Algorithm with Cluster Significant Assessment coRanking Co-Ranking Matrix coRdon Codon Usage Analysis and Prediction of Gene Expressivity coala A Framework for Coalescent Simulation coalescentMCMC MCMC Algorithms for the Coalescent coalitions Bayesian "Now-Cast" Estimation of Event Probabilities in Multi-Party Democracies coarseDataTools Analysis of Coarsely Observed Data coat Conditional Method Agreement Trees (COAT) cobalt Covariate Balance Tables and Plots cobenrich Using Multiple Continuous Biomarkers for Patient Enrichment in Two-Stage Clinical Designs cobiclust Biclustering via Latent Block Model Adapted to Overdispersed Count Data cobin Cobin and Micobin Regression Models for Continuous Proportional Data cobs Constrained B-Splines (Sparse Matrix Based) cocktailApp 'shiny' App to Discover Cocktails coconots Convolution-Closed Models for Count Time Series cocons Covariate-Based Covariance Functions for Nonstationary Spatial Modeling cocoon Extract, Format, and Print Statistical Output cocor Comparing Correlations cocorresp Co-Correspondence Analysis Methods cocosoR CoCoSo - Combined Compromise Solution Method for MCDA cocotest Dependence Condition Test Using Ranked Correlation Coefficients cocron Statistical Comparisons of Two or more Alpha Coefficients coda Output Analysis and Diagnostics for MCMC coda.base A Basic Set of Functions for Compositional Data Analysis coda.pack Meta-Package for Compositional Data Analysis coda.plot Plots for Compositional Data coda4microbiome Compositional Data Analysis for Microbiome Studies codacore Learning Sparse Log-Ratios for Compositional Data codalm Transformation-Free Linear Regression for Compositional Outcomes and Predictors codaredistlm Compositional Data Linear Models with Composition Redistribution codeCollection Collection of Codes with Labels codebook Automatic Codebooks from Metadata Encoded in Dataset Attributes codebookr Create Codebooks from Data Frames codebreaker Retro Logic Game codecountR Counting Codes in a Text and Preparing Data for Analysis codelist Working with Code Lists codemeta A Smaller 'codemetar' Package codemetar Generate 'CodeMeta' Metadata for R Packages codename Generation of Code Names for Organizations, People, Projects, and Whatever Else codep Multiscale Codependence Analysis coder Deterministic Categorization of Items Based on External Code Data codestral Chat and FIM with 'Codestral' codewhere Find the Location of an R Package's Code codexcopd The CODEX (Comorbidity, Obstruction, Dyspnea, and Previous Severe Exacerbations) Index: Short and Medium-Term Prognosis in Patients Hospitalized for Chronic Obstructive Pulmonary Disease (COPD) Exacerbations codez Seq2Seq Encoder-Decoder Model for Time-Feature Analysis Based on Tensorflow codified Produce Standard/Formalized Demographics Tables codingMatrices Alternative Factor Coding Matrices for Linear Model Formulae codyn Community Dynamics Metrics codyna Complex Dynamic Systems coefa Meta Analysis of Factor Analysis Based on CO-Occurrence Matrices coefficientalpha Robust Coefficient Alpha and Omega with Missing and Non-Normal Data coefplot Plots Coefficients from Fitted Models coenocliner Coenocline Simulation coenoflex Gradient-Based Coenospace Vegetation Simulator cofad Contrast Analyses for Factorial Designs coffee Chronological Ordering for Fossils and Environmental Events cofid Copepod Fish Interaction Database coga Convolution of Gamma Distributions cogirt Cognitive Testing Using Item Response Theory coglasso Collaborative Graphical Lasso - Multi-Omics Network Reconstruction coglyphr Compute Glyph Centers of Gravity from Image Data cogmapr Cognitive Mapping Tools Based on Coding of Textual Sources cognitoR Authentication for 'Shiny' Apps with 'Amazon Cognito' cograph Analysis and Visualization of Complex Networks cohetsurr Assessing Complex Heterogeneity in Surrogacy cohortBuilder Data Source Agnostic Filtering Tools cohorts Cohort Analysis Made Easy cohorttools Cohort Data Analyses coin Conditional Inference Procedures in a Permutation Test Framework coinmarketcapr Get 'Cryptocurrencies' Market Cap Prices from Coin Market Cap cointReg Parameter Estimation and Inference in a Cointegrating Regression cointests Comprehensive Cointegration Tests with Fourier and Panel Methods cointmonitoR Consistent Monitoring of Stationarity and Cointegrating Relationships cointsmall Cointegration Tests with Structural Breaks in Small Samples col2hex2col Convert Between Color Names and Hex Codes cold Count Longitudinal Data coldrift Lightweight Column Drift Detection for Tabular Data collapse Advanced and Fast Data Transformation collapsibleTree Interactive Collapsible Tree Diagrams using 'D3.js' collateral Quickly Evaluate Captured Side Effects collatz Functions Related to the Collatz/Syracuse/3n+1 Problem collections High Performance Container Data Types collegeScorecard US College Scorecard Data collett Datasets from "Modelling Survival Data in Medical Research" by Collett colleyRstats Functions to Streamline Statistical Analysis and Reporting collidr Check for Namespace Collisions Across Packages and Functions on CRAN collin Visualization the Effects of Collinearity in Distributed Lag Models and Other Linear Models collinear Automated Multicollinearity Management collpcm Collapsed Latent Position Cluster Model for Social Networks coloc Colocalisation Tests of Two Genetic Traits colocPropTest Proportional Testing for Colocalisation Analysis colocalization Normalized Spatial Intensity Correlation colocalized Clusters of Colocalized Sequences colocboost Multi-Context Colocalization Analysis for QTL and GWAS Studies colorBlindness Safe Color Set for Color Blindness colorDF Colorful Data Frames in R Terminal colorRamp2 Generate Color Mapping Functions colorRamps Builds Color Tables colorSpec Color Calculations with Emphasis on Spectral Data colorblindcheck Check Color Palettes for Problems with Color Vision Deficiency colordistance Distance Metrics for Image Color Similarity colorednoise Simulate Temporally Autocorrelated Populations colorfast Fast Conversion of R Colors to Color Component Values and Native Packed Integer Format colorfindr Extract Colors from Windows BMP, JPEG, PNG, TIFF, and SVG Format Images colorhcplot Colorful Hierarchical Clustering Dendrograms colorify Intuitive Color and Palette Generation and Modification colorist Coloring Wildlife Distributions in Space-Time colorize Render Text in Color for Markdown/Quarto Documents colorizer Colorize Old Images Using the 'DeOldify' Image Colorization API colormap Color Palettes using Colormaps Node Module colorplane Basic S4 Classes and Methods for Mapping Between Numeric Values and Colors colorr Color Palettes for EPL, MLB, NBA, NHL, and NFL Teams colorrepel Repel Visually Similar Colors for Colorblind Users in Various Plots colors3d Generate 2D and 3D Color Palettes colorsGen Generation of Random Colors colorscience Color Science Methods and Data colorspace A Toolbox for Manipulating and Assessing Colors and Palettes colouR Create Colour Palettes from Images colourlovers R Client for the COLOURlovers API colourpicker A Colour Picker Tool for Shiny and for Selecting Colours in Plots colourspace Convert from One Colour Space to Another, Print a Ready-to-Paste Modern 'CSS' Syntax colourvalues Assigns Colours to Values colourvision Colour Vision Models cols Constrained Ordinary Least Squares cols4all Colors for all colt Command-Line Color Themes comFuncs Commonly Used Functions for R Shiny Applications comat Creates Co-Occurrence Matrices of Spatial Data comato Analysis of Concept Maps and Concept Landscapes combat.enigma Fit and Apply ComBat, LMM, or Prescaling Harmonization for ENIGMA and Other Multisite MRI Data combcoint A Joint Test-Statistic for the Null of Non-Cointegration combinat combinatorics utilities combinatorics Introduction to Some Combinatorial Relations combinedevents Calculate Scores and Marks for Track and Field Combined Events combiroc Selection and Ranking of Omics Biomarkers Combinations Made Easy combiter Combinatorics Iterators combss Continuous Optimisation Towards Best Subset Selection comclim Community Climate Statistics cometr 'Comet' API for R comets Covariance Measure Tests for Conditional Independence comexr Client for the Brazilian Foreign Trade Statistics API ('ComexStat') comf Models and Equations for Human Comfort Research commafree Call Functions Without Commas Between Arguments command Process Command Line Arguments commecometrics Ecometric Models of Trait–Environment Relationships at the Community Level common Solutions for Common Problems in Base R commonmark High Performance CommonMark and Github Markdown Rendering in R commonsMath JAR Files of the Apache Commons Mathematics Library comorbidPGS Assessing Predisposition Between Phenotypes using Polygenic Scores comorbidity Computing Comorbidity Scores comorosmaps Comoro Islands Maps compIndexBuilder Composite Index Builder & Analytics 'shiny' App comparator Comparison Functions for Clustering and Record Linkage compare Comparing Objects for Differences compareC Compare Two Correlated C Indices with Right-Censored Survival Outcome compareCstat Compare C-Statistics (Concordance) Between Survival Models compareDF Do a Git Style Diff of the Rows Between Two Dataframes with Similar Structure compareGroups Descriptive Analysis by Groups compareMCMCs Compare MCMC Efficiency from 'nimble' and/or Other MCMC Engines comparison Multivariate Likelihood Ratio Calculation and Evaluation compas Conformational Manipulations of Protein Atomic Structures compdb Generate Compilation Database for Use with 'Clang' Tools comperank Ranking Methods for Competition Results comperes Manage Competition Results competitiontoolbox A Graphical User Interface for Antitrust and Trade Practitioners comphy Functions Used in the Book "Computational Physics with R" compindPCA Computation of Relative Weights of Variables and Composite Index Values Based on PCA compindexR Calculates Composite Index completejourney Retail Shopping Data complex Time Series Analysis and Forecasting Using Complex Variables complexNet Complex Network Generation complexity Calculate the Proportion of Permutations in Line with an Informative Hypothesis complexlm Linear Fitting for Complex Valued Data complmrob Robust Linear Regression with Compositional Data as Covariates compositeReliabilityInNestedDesigns Optimizing the Composite Reliability in Multivariate Nested Designs compositional.mle Compositional Maximum Likelihood Estimation compositions Compositional Data Analysis compound.Cox Univariate Feature Selection and Compound Covariate for Predicting Survival, Including Copula-Based Analyses for Dependent Censoring comprehenr List Comprehensions compute.es Compute Effect Sizes comsimitv Flexible Framework for Simulating Community Assembly comstab Partitioning the Drivers of Stability of Ecological Communities comtrade Access and Analyse UN Comtrade International Trade Data comtradr Interface with the United Nations Comtrade API con2aqi Calculate the AQI from Pollutant Concentration con2lki Calculate the Dutch Air Quality Index (LKI) conMItion Conditional Mutual Information Estimation for Multi-Omics Data conText 'a la Carte' on Text (ConText) Embedding Regression conTree Contrast Trees and Boosting concatipede Easy Concatenation of Fasta Sequences concaveman A Very Fast 2D Concave Hull Algorithm concorR CONCOR and Supplemental Functions concordance Product Concordance concstats Market Structure, Concentration and Inequality Measures cond Approximate Conditional Inference for Logistic and Loglinear Models condGEE Parameter Estimation in Conditional GEE for Recurrent Event Gap Times condMVNorm Conditional Multivariate Normal Distribution condSURV Estimation of the Conditional Survival Function for Ordered Multivariate Failure Time Data condTruncMVN Conditional Truncated Multivariate Normal Distribution condathis Run Any CLI Tool on a 'Conda' Environment condensr Academic Group Website Generator condformat Conditional Formatting in Data Frames condir Computation of P Values and Bayes Factors for Conditioning Data conditionalProbNspades Conditional Probabilities of Distributions Across Hearts Hands conditionz Control How Many Times Conditions are Thrown condor Interact with 'Condor' from R via SSH condorOptions Trading Condor Options Strategies conductor Create Tours in 'Shiny' Apps Using 'Shepherd.js' condvis Conditional Visualization for Statistical Models condvis2 Interactive Conditional Visualization for Supervised and Unsupervised Models in Shiny coneproj Primal or Dual Cone Projections with Routines for Constrained Regression conf Visualization and Analysis of Statistical Measures of Confidence conf.design Construction of factorial designs confMeta Confidence Curves and P-Value Functions for Meta-Analysis confcons Confidence and Consistency of Predictive Distribution Models confidence Confidence Estimation of Environmental State Classifications confidenceCurves Frequentist Confidence Analysis for Clinical Trials config Manage Environment Specific Configuration Values configr An Implementation of Parsing and Writing Configuration File (JSON/INI/YAML/TOML) configulaR Manage Application Settings via '.env' or '.ini' Files configural Multivariate Profile Analysis confintROB Confidence Intervals for Robust and Classical Linear Mixed Model Estimators confinterpret Descriptive Interpretations of Confidence Intervals confintr Confidence Intervals conflicted An Alternative Conflict Resolution Strategy conforest Conformal Random Forests for Response Surface Emulation conformalForecast Conformal Prediction Methods for Multistep-Ahead Time Series Forecasting conformalInference.fd Tools for Conformal Inference for Regression in Multivariate Functional Setting conformalInference.multi Conformal Inference Tools for Regression with Multivariate Response conformalbayes Jackknife(+) Predictive Intervals for Bayesian Models conformalpvalue Computes Conformal p-Values confoundvis Visualization Tools for Sensitivity Analysis of Unmeasured Confounding confreq Configural Frequencies Analysis Using Log-Linear Modeling congress Access the Congress.gov API conicfit Algorithms for Fitting Circles, Ellipses and Conics Based on the Work by Prof. Nikolai Chernov conjoint An Implementation of Conjoint Analysis Method conjurer A Parametric Method for Generating Synthetic Data conleyreg Estimations using Conley Standard Errors conmet Construct Measurement Evaluation Tool connectapi Utilities for Interacting with the 'Posit Connect' Server API connectcreds Manage 'OAuth' Credentials from 'Posit Connect' connected Visualize and Improve Connectedness of Factors in Tables connections Integrates with the 'RStudio' Connections Pane and 'pins' connectoModa Download Data from Moda connector Streamlining Data Access in Clinical Research connector.databricks Expand 'connector' Package for 'Databricks' Tables and Volumes connector.sharepoint 'Microsoft SharePoint' Interface for the 'connector' Package connectwidgets Organize and Curate Your Content Within 'Posit Connect' conos Clustering on Network of Samples conover.test Conover-Iman Test of Multiple Comparisons Using Rank Sums conquer Convolution-Type Smoothed Quantile Regression conquestr An R Package to Extend 'ACER ConQuest' conrad Client for the Microsoft's 'Cognitive Services Text to Speech REST' API conserveR Identifying Conservation Prioritization Methods Based on Data Availability consibiocloudclient A Client for the 'Consibio Cloud' API consolechoice An Easy and Quick Way to Loop a Character Vector as a Menu in the Console consolidatePacks Eliminate '@import' by Incorporating Dependencies Directly into the Package consort Create Consort Diagram consortr Interactive Consort Flow Diagrams consrq Constrained Quantile Regression constants Reference on Constants, Units and Uncertainty constellation Identify Event Sequences Using Time Series Joins constrainedKriging Constrained, Covariance-Matching Constrained and Universal Point or Block Kriging constructive Display Idiomatic Code to Construct Most R Objects contFracR Continued Fraction Generators and Evaluators contTimeCausal Continuous Time Causal Models contactdata Social Contact Matrices for 177 Countries contactsurveys Download Contact Surveys for Use in Infectious Disease Modelling contagionchannels Two-Stage Detection and Attribution of Cross-Border Financial Contagion Channels container Extending Base 'R' Lists containr Containerize Your 'R' Project contdid Difference-in-Differences with a Continuous Treatment contentValidity Content Validity Indices for Instrument Development contentanalysis Scientific Content and Citation Analysis from PDF Documents contentid An Interface for Content-Based Identifiers contextFind Find Code Snippets with Context and Click to Navigate Directly to Results contfrac Continued Fractions contingency Discrete Multivariate Probability Distributions contingencytables Statistical Analysis of Contingency Tables contoso Dataset of the 'Contoso' Company contourPlot Plots x,y,z Co-Ordinates in a Contour Map contourforest Contour-Enhanced Forest Plots for Meta-Analysis contrast A Collection of Contrast Methods contrastable Consistent Contrast Coding for Factors contribution A Tiny Contribution Table Generator Based on 'ggplot2' control A Control Systems Toolbox controlTest Quantile Comparison for Two-Sample Right-Censored Survival Data controlfunctionIV Control Function Methods with Possibly Invalid Instrumental Variables contsurvplot Visualize the Effect of a Continuous Variable on a Time-to-Event Outcome convdistr Convolute Probabilistic Distributions convergEU Monitoring Convergence of EU Countries convergenceDFM Convergence and Dynamic Factor Models conversim Conversation Similarity Analysis convertBCD Convert Decimal to Binary-Coded Decimal (BCD) Form and Vice Versa convertbonds Use the Given Parameters to Calculate the European Option Value convertid Convert Gene IDs Between Each Other and Fetch Annotations from Biomart convertr Convert Between Units convevol Analysis of Convergent Evolution convey Income Concentration Analysis with Complex Survey Samples convoSPAT Convolution-Based Nonstationary Spatial Modeling cooccure Co-Occurrence Network Construction and Manipulation cookie HTTP Cookies Parser Middleware cookiecutter Generate Project Files from a Template cookiemonster Your Friendly Solution to Managing Browser Cookies cookies Use Browser Cookies with 'shiny' cooltools Practical Tools for Scientific Computations and Visualizations coop Co-Operation: Fast Covariance, Correlation, and Cosine Similarity Operations copBasic General Bivariate Copula Theory and Many Utility Functions copCAR Fitting the copCAR Regression Model for Discrete Areal Data copcor Correlates of Protection and Correlates of Risk Functions cope Coverage Probability Excursion (CoPE) Sets copent Estimating Copula Entropy and Transfer Entropy copernicusR R Interface to Copernicus Marine Service cophescan Adaptation of the Coloc Method for PheWAS copre Tools for Nonparametric Martingale Posterior Sampling cops Cluster Optimized Proximity Scaling copula Multivariate Dependence with Copulas copulaData Data Sets for Copula Modeling copulaSFM Copula-Based Stochastic Frontier Models copulaSQM Copula Based Stochastic Frontier Quantile Model copulaSim Virtual Patient Simulation by Copula Invariance Property copulaboost Fitting Additive Copula Regression Models for Binary Outcome Regression copulareg Copula Regression copyseparator Assembling Long Gene Copies from Short Read Data corHMM Hidden Markov Models of Character Evolution corMLPE Correlation Structures for Symmetric Relational Data corTESTsrd Significance Testing of Rank Cross-Correlations under SRD corTest Robust Tests for Equal Correlation cora Cora Data for Entity Resolution corazon Apply 'colorffy' Color Gradients Within 'shiny' Elements corbouli Corbae-Ouliaris Frequency Domain Filtering corclass Correlational Class Analysis cord Community Estimation in G-Models via CORD cordillera Calculation of the OPTICS Cordillera coreCT Programmatic Analysis of Sediment Cores Using Computed Tomography Imaging coreNLP Wrappers Around Stanford CoreNLP Tools coreSim Core Functionality for Simulating Quantities of Interest from Generalised Linear Models coreheat Correlation Heatmaps corehunter Multi-Purpose Core Subset Selection corella Prepare, Manipulate and Check Data to Comply with Darwin Core Standard corels R Binding for the 'Certifiably Optimal RulE ListS (Corels)' Learner coresynth Fast and Unified Synthetic Control Methods corkscrew Preprocessor for Data Modeling corlink Record Linkage, Incorporating Imputation for Missing Agreement Patterns, and Modeling Correlation Patterns Between Fields corncob Count Regression for Correlated Observations with the Beta-Binomial cornet Penalised Regression for Dichotomised Outcomes coro 'Coroutines' for R coroICA Confounding Robust Independent Component Analysis for Noisy and Grouped Data corona Coronavirus ('Rona') Data Exploration coronavirus The 2019 Novel Coronavirus COVID-19 (2019-nCoV) Dataset corpcor Efficient Estimation of Covariance and (Partial) Correlation corpmetrics Tools for Valuation, Financial Metrics and Modeling in Corporate Finance corpora Statistics and Data Sets for Corpus Frequency Data corporaexplorer A 'Shiny' App for Exploration of Text Collections corpustools Managing, Querying and Analyzing Tokenized Text corr2D Implementation of 2D Correlation Analysis in R corrDNA Finding Associations in Position-Wise Aligned DNA Sequence Dataset corrMCT Correlated Weighted Hochberg corrRF Clustered Random Forests for Optimal Prediction and Inference of Clustered Data corrViz Visualise Correlations correctR Corrected Test Statistics for Comparing Machine Learning Models on Correlated Samples correctedAUC Correcting AUC for Measurement Error correctref Correct and Standardize References for Scientific Manuscripts correlatio Visualize Details Behind Pearson's Correlation Coefficient correlation Methods for Correlation Analysis correlationfunnel Speed Up Exploratory Data Analysis (EDA) with the Correlation Funnel correlationr Conduct Robust Correlations on Non-Normal Data correlbinom Correlated Binomial Probabilities correspondenceTables Creating Correspondence Tables Between Two Statistical Classifications corrfuns Correlation Coefficient Related Functions corrgram Plot a Correlogram corrmeta Correlated Meta-Analysis corrplot Visualization of a Correlation Matrix corrr Correlations in R corrselect Correlation-Based and Model-Based Predictor Pruning corrsieve Software for Summarising and Evaluating STRUCTURE Output corrtable Creates and Saves Out a Correlation Table with Significance Levels Indicated corset Arbitrary Bounding of Series and Time Series Objects corteza AI Agent Runtime corto Inference of Gene Regulatory Networks corx Create and Format Correlation Matrices cosCorr Cosine-Correlation Coefficient for Vector Variables cosa Bound Constrained Optimal Sample Size Allocation cosimmr Fast Fitting of Stable Isotope Mixing Models with Covariates cosinor Tools for Estimating and Predicting the Cosinor Model cosinor2 Extended Tools for Cosinor Analysis of Rhythms cosmic Conditional Ordinal Stereotype Model for Incident-Level Comparison cosmicsig Mutational Signatures from COSMIC (Catalogue of Somatic Mutations in Cancer) cosmoFns Cosmological Distances, Times, Luminosities, Etc cosso Fit Regularized Nonparametric Regression Models Using COSSO Penalty cossonet Sparse Nonparametric Regression for High-Dimensional Data costat Time Series Costationarity Determination costsensitive Cost-Sensitive Multi-Class Classification cotram Count Transformation Models cotrend Consistent Co-Trending Rank Selection countDM Estimation of Count Data Models countHMM Penalized Estimation of Flexible Hidden Markov Models for Time Series of Counts countSTAR Flexible Modeling of Count Data countcolors Locates and Counts Pixels Within Color Range(s) in Images countdata The Beta-Binomial Test for Count Data countdown A Countdown Timer for HTML Presentations, Documents, and Web Apps counterfactuals Counterfactual Explanations countfitteR Comprehensive Automatized Evaluation of Distribution Models for Count Data countgmifs Discrete Response Regression for High-Dimensional Data countland Analysis of Biological Count Data, Especially from Single-Cell RNA-Seq countmaskr Small Cell Masking Tool for One- & Two-Way Tabular Reports countprop Calculate Model-Based Metrics of Proportionality on Count-Based Compositional Data countries Deal with Country Data in an Easy Way countrycode Convert Country Names and Country Codes countsplit Splitting a Count Matrix into Independent Folds countts Thomson Sampling for Zero-Inflated Count Outcomes countyhealthR Programmatic Access to County Health Rankings & Roadmaps Data coupling Analysis of Coupling Coordination Degree couplr Optimal Pairing and Matching via Linear Assignment courieR Migrate Installed R Packages Between R Versions covBM Brownian Motion Processes for 'nlme'-Models covKCD Covariance Estimation for Matrix Data with the Kronecker-Core Decomposition covRobust Robust Covariance Estimation via Nearest Neighbor Cleaning covadap Implement Covariate-Adaptive Randomization covafillr Local Polynomial Regression of State Dependent Covariates in State-Space Models covalchemy Constructing Joint Distributions with Control Over Statistical Properties covatest Tests on Properties of Space-Time Covariance Functions coveR2 Process Digital Cover Photography Images of Tree Crowns coveffectsplot Produce Forest Plots to Visualize Covariate Effects covequal Test for Equality of Covariance Matrices covercorr Coverage Correlation Coefficient and Testing for Independence covfefe Political Linguistics Toolkit - Gaffes, Phonetics, and Text Transformation covglasso Sparse Covariance Matrix Estimation covid19.analytics Load and Analyze Live Data from the COVID-19 Pandemic covid19br Brazilian COVID-19 Pandemic Data covid19dbcand Selected 'Drugbank' Drugs for COVID-19 Treatment Related Data in R Format covid19france Cases of COVID-19 in France covid19india Pulling Clean Data from Covid19india.org covid19italy The 2019 Novel Coronavirus COVID-19 (2019-nCoV) Italy Dataset covid19sf The Covid19 San Francisco Dataset covid19srilanka The 2019 Novel Coronavirus COVID-19 (2019-nCoV) Data in Sri Lanka covid19tunisia Cases of COVID-19 in Tunisia covid19us Cases of COVID-19 in the United States covidcast Client for Delphi's 'COVIDcast Epidata' API covidnor Public COVID-19 Data for Norway covidprobability Estimate the Unit-Wide Probability of COVID-19 covidsymptom COVID Symptom Study Sweden Open Dataset covr Test Coverage for Packages covsim VITA, IG and PLSIM Simulation for Given Covariance and Marginals covtracer Contextualizing Tests cowbell Performs Segmented Linear Regression on Two Independent Variables cowfootR Dairy Farm Carbon Footprint Assessment cowplot Streamlined Plot Theme and Plot Annotations for 'ggplot2' cowsay Messages, Warnings, Strings with Ascii Animals cox.rvph Remedy the Violation of the Proportional Hazards Assumption of Cox Regression coxerr Cox Regression with Dependent Error in Covariates coxme Mixed Effects Cox Models coxphSGD Stochastic Gradient Descent log-Likelihood Estimation in Cox Proportional Hazards Model coxphf Cox Regression with Firth's Penalized Likelihood coxphm Time-to-Event Data Analysis with Missing Survival Times coxphw Weighted Estimation in Cox Regression coxrobust Fit Robustly Proportional Hazards Regression Model coxsei Fitting a CoxSEI Model cp4p Calibration Plot for Proteomics cpa Confirmatory Path Analysis Through 'd-sep' Tests cpam Changepoint Additive Models for Time Series Omics Data cpd Complex Pearson Distributions cpfa Classification with Parallel Factor Analysis cpgfR Consolidates Information from the Federal Government Payment Card cpi Conditional Predictive Impact cplm Compound Poisson Linear Models cplots Plots for Circular Data cpm Sequential and Batch Change Detection Using Parametric and Nonparametric Methods cpmBigData Fitting Semiparametric Cumulative Probability Models for Big Data cpmr Connectome Predictive Modelling in R cpop Detection of Multiple Changes in Slope in Univariate Time-Series cpp11 A C++11 Interface for R's C Interface cpp11armadillo An 'Armadillo' Interface cpp11bigwig Read bigWig and bigBed Files cpp11eigen An 'Eigen' Interface cpp11qpdf Split, Combine and Compress PDF Files cpp4r Header-Only 'C++' and 'R' Interface cppRouting Algorithms for Routing and Solving the Traffic Assignment Problem cppSim Fast and Memory Efficient Spatial Interaction Models cppally A 'C++20' API for R cppcheckR Check 'C' and 'C++' Files using 'Cppcheck' cppcontainers 'C++' Standard Template Library Containers cppdoubles Fast Relative Comparisons of Floating Point Numbers in 'C++' cpr Control Polygon Reduction cprobit Conditional Probit Model for Analysing Continuous Outcomes cprr Functions for Working with Danish CPR Numbers cpsR Load CPS Microdata into R Using the 'Census Bureau Data' API cpsurvsim Simulating Survival Data from Change-Point Hazard Distributions cpsvote A Toolbox for Using the CPS’s Voting and Registration Supplement cpt Classification Permutation Test cptcity 'cpt-city' Colour Gradients cqn Conditional quantile normalization cqrReg Quantile, Composite Quantile Regression and Regularized Versions cquad Conditional Maximum Likelihood for Quadratic Exponential Models for Binary Panel Data cragg Tests for Weak Instruments in R cramR Cram Method for Efficient Simultaneous Learning and Evaluation cramer Multivariate Nonparametric Cramer-Test for the Two-Sample-Problem crandep Network Analysis of Dependencies of CRAN Packages crane Supplements the 'gtsummary' Package for Pharmaceutical Reporting crank Completing Ranks cranlike Tools for 'CRAN'-Like Repositories cranlogs Download Logs from the 'RStudio' 'CRAN' Mirror cranly Package Directives and Collaboration Networks in CRAN crassmat Conditional Random Sampling Sparse Matrices crawl Fit Continuous-Time Correlated Random Walk Models to Animal Movement Data crayon Colored Terminal Output crayons Color Palettes from Crayon Boxes crc32c Cyclic Redundancy Check with CPU-Specific Acceleration crch Censored Regression with Conditional Heteroscedasticity crctStepdown Univariate Analysis of Cluster Trials with Multiple Outcomes cre.dcf Discounted Cash Flow Tools for Commercial Real Estate createLogicalPCM Create Logical Pairwise Comparison Matrix for the Analytic Hierarchy Process credentials Tools for Managing SSH and Git Credentials creditr Credit Default Swaps credsubs Credible Subsets credule Credit Default Swap Functions creepyalien Puzzle Game for the R Console crew A Distributed Worker Launcher Framework crew.aws.batch A Crew Launcher Plugin for AWS Batch crew.cluster Crew Launcher Plugins for Traditional High-Performance Computing Clusters cricketdata International Cricket Data cricketr Analyze Cricketers and Cricket Teams Based on ESPN Cricinfo Statsguru crimCV Group-Based Modelling of Longitudinal Data crimedata Access Crime Data from the Open Crime Database crimedatasets A Comprehensive Collection of Crime-Related Datasets crimeutils A Comprehensive Set of Functions to Clean, Analyze, and Present Crime Data crisp Fits a Model that Partitions the Covariate Space into Blocks in a Data- Adaptive Way crispRdesignR Guide Sequence Design for CRISPR/Cas9 criticality Modeling Fissile Material Operations in Nuclear Facilities criticalpath An Implementation of the Critical Path Method critpath Setting the Critical Path in Project Management crm12Comb Phase I/II CRM Based Drug Combination Design crmPack Object-Oriented Implementation of Dose Escalation Designs crmReg Cellwise Robust M-Regression and SPADIMO crmn CCMN and Other Normalization Methods for Metabolomics Data crochet Implementation Helper for '[' and '[<-' of Custom Matrix-Like Types cromwellDashboard A Dashboard to Visualize Scientific Workflows in 'Cromwell' cronR Schedule R Scripts and Processes with the 'cron' Job Scheduler crone Structural Crystallography in 1d cronologia Create an HTML Vertical Timeline from a Data Frame in 'rmarkdown' and 'shiny' crookR Synthetic Crook Deformations in Stem Point Clouds crop Graphics Cropping Tool cropDemand Spatial Crop Water Demand for Brazil cropZoning Climate Crop Zoning Based in Air Temperature for Brazil cropcircles Crops an Image to a Circle cropdatape Open Data of Agricultural Production of Crops of Peru cropgrowdays Crop Growing Degree Days and Agrometeorological Calculations crops Changepoints for a Range of Penalties (CROPS) crossdes Construction of Crossover Designs crossfit A Graph-Based Cross-Fitting Engine in R crosshap Local Haplotype Clustering and Visualization crosslag Perform Linear or Nonlinear Cross Lag Analysis crossmap Apply Functions to All Combinations of List Elements crossmatch The Cross-Match Test crossnma Cross-Design & Cross-Format Network Meta-Analysis and Regression crossrun Joint Distribution of Number of Crossings and Longest Run crosstable Crosstables for Descriptive Analyses crosstalk Inter-Widget Interactivity for HTML Widgets crossurr Cross-Fitting for Doubly Robust Evaluation of High-Dimensional Surrogate Markers crossval Generic Functions for Cross Validation crossvalidationCP Cross-Validation for Change-Point Regression crosswalkr Rename and Encode Data Frames Using External Crosswalk Files crov Constrained Regression Model for an Ordinal Response and Ordinal Predictors crqa Unidimensional and Multidimensional Methods for Recurrence Quantification Analysis crrSC Competing Risks Regression for Stratified and Clustered Data crrcbcv Bias-Corrected Variance for Competing Risks Regression with Clustered Data crrstep Stepwise Covariate Selection for the Fine & Gray Competing Risks Regression Model crs Categorical Regression Splines crseEventStudy A Robust and Powerful Test of Abnormal Stock Returns in Long-Horizon Event Studies crsmeta Extract Coordinate System Metadata crsnls Nonlinear Regression Parameters Estimation by 'CRS4HC' and 'CRS4HCe' crstools Tools to Work with Projections crsuggest Obtain Suggested Coordinate Reference System Information for Spatial Data crt2power Designing Cluster-Randomized Trials with Two Continuous Co-Primary Outcomes crul HTTP Client crumble Flexible and General Mediation Analysis Using Riesz Representers crunch Crunch.io Data Tools cruts Interface to Climatic Research Unit Time-Series Version 3.21 Data crwbmetareg Cluster Robust Wild Bootstrap Meta Regression cry Statistics for Structural Crystallography crypto2 Download Crypto Currency Data from 'CoinMarketCap' without 'API' cryptoQuotes Open Access to Cryptocurrency Market Data, Sentiment Indicators and Interactive Charts cryptography Encrypts and Decrypts Text Ciphers cryptorng Access System Cryptographic Pseudorandom Number Generators cryptotrackr An Interface to Crypto Data Sources cryptoverse Visualization and Analytics for the Cryptoverse cryptowatchR An API Wrapper for 'Cryptowatch' crystract Crystallographic Information File (CIF) Data Processing Tools csa A Cross-Scale Analysis Tool for Model-Observation Visualization and Integration csalert Alerts from Public Health Surveillance Data csampling Functions for Conditional Simulation in Regression-Scale Models csaw ChIP-Seq Analysis with Windows csbewma Cumulative Standardized Binomial EWMA for Multiple Stream Processes csci Current Status Confidence Intervals csdata Structural Data for Norway csdb An Abstracted System for Easily Working with Databases with Large Datasets csdm Cross-Sectional Dependence Models csemGT Conditional Standard Error of Measurement in Generalizability Theory cshapes The CShapes 2.0 Dataset and Utilities csmGmm Conditionally Symmetric Multidimensional Gaussian Mixture Model csmaps Preformatted Maps of Norway that Don't Need Geolibraries csmbuilder A Collection of Tools for Building Cropping System Models csmpv Biomarker Confirmation, Selection, Modelling, Prediction, and Validation csn Closed Skew-Normal Distribution csodata Download Data from the CSO 'PxStat' API cspp A Tool for the Correlates of State Policy Project Data csppData Data Only: The Correlates of State Policy Project Dataset csquares Concise Spatial Query and Representation System (c-Squares) csranks Statistical Tools for Ranks cssTools Cognitive Social Structure Tools cstab Selection of Number of Clusters via Normalized Clustering Instability cstidy Helpful Functions for Cleaning Surveillance Data cstime Date and Time Functions for Public Health Purposes csurvey Constrained Regression for Survey Data csutil Common Base-R Problems Relating to Lists csv Read and Write CSV Files with Selected Conventions csvread Fast Specialized CSV File Loader csvwr Read and Write CSV on the Web (CSVW) Tables and Metadata csvy Import and Export CSV Data with a YAML Metadata Header ctablerseh Processing Survey Data with Confidence Intervals Like 'SPSS' Software ctbi A Procedure to Clean, Decompose and Aggregate Timeseries ctf Read and Write Column Text Format (CTF) ctgdist Likert Category Distance Calculator ctgt Closed Testing with Globaltest for Pathway Analysis cthist Clinical Trial Registry History cthreshER Continuous Threshold Expectile Regression ctl Correlated Trait Locus Mapping ctlr Clinical Tolerance Limits for Assessing Agreement ctmcd Estimating the Parameters of a Continuous-Time Markov Chain from Discrete-Time Data ctmcmove Modeling Animal Movement with Continuous-Time Discrete-Space Markov Chains ctmle Collaborative Targeted Maximum Likelihood Estimation ctmm Continuous-Time Movement Modeling ctmva Continuous-Time Multivariate Analysis ctoclient A Modern and Flexible Data Pipeline for 'SurveyCTO' ctqr Censored and Truncated Quantile Regression ctrdata Retrieve and Analyze Clinical Trials Data from Public Registers ctrialsgov Query Data from U.S. National Library of Medicine's Clinical Trials Database ctrlGene Assess the Stability of Candidate Housekeeping Genes ctrlvee Extract External 'R' Code and Insert Inline cts Continuous Time Autoregressive Models ctsem Continuous Time Structural Equation Modelling ctsemOMX Continuous Time Structural Equation Modelling - Old 'OpenMx'-Based Version ctsfeatures Analyzing Categorical Time Series ctsmTMB Continuous Time Stochastic Modelling using Template Model Builder ctv CRAN Task Views ctxR Utilities for Interacting with the 'CTX' APIs ctypesio Read and Write Standard 'C' Types from Files, Connections and Raw Vectors cuRe Parametric Cure Model Estimation cubar Codon Usage Bias Analysis cubature Adaptive Multivariate Integration over Hypercubes cubble A Vector Spatio-Temporal Data Structure for Data Analysis cubelyr A Data Cube 'dplyr' Backend cubeview View 3D Raster Cubes Interactively cubfits Codon Usage Bias Fits cubicBsplines Computation of a Cubic B-Spline Basis and Its Derivatives cubing Rubik's Cube Solving cucumber Behavior-Driven Development for R cuda.ml R Interface for the RAPIDS cuML Suite of Libraries cultevo Tools, Measures and Statistical Tests for Cultural Evolution cumprinc Functions Centered Around Microsoft Excel Cumprinc Function cumulcalib Cumulative Calibration Assessment for Prediction Models cuperdec Cumulative Percent Decay Curve Generator curephEM NPMLE for Logistic-Cox Cure-Rate Model cureplots CURE (Cumulative Residual) Plots curesurv Mixture and Non Mixture Parametric Cure Models to Estimate Cure Indicators curl A Modern and Flexible Web Client for R currencyapi Client for the 'currencyapi.com' Currency Conversion API currentSurvival Estimation of CCI and CLFS Functions curriculr Data-Driven CVs with 'Quarto' and 'Typst' currr Apply Mapping Functions in Frequent Saving curry Partial Function Application with %<%, %-<%, and %><% cursr Cursor and Terminal Manipulation curtailment Finds Binary Outcome Designs Using Stochastic Curtailment curvHDR Filtering of Flow Cytometry Samples curveDepth Tukey Curve Depth and Distance in the Space of Curves curves Model-Agnostic Response Curves for Fitted Models curvir Specify Reserve Demand Curves cusp Cusp-Catastrophe Model Fitting Using Maximum Likelihood custom.gauss.quad Custom Made Gauss Quadrature Nodes and Weights customiser Use R Markdown to Write your "Rprofile" customizedTraining Customized Training for Lasso and Elastic-Net Regularized Generalized Linear Models customknitrender Easily Switch Output Format of 'Rmarkdown' Files with Shared Frontmatter cusumcharter Easier CUSUM Control Charts cutoff Seek the Significant Cutoff Value cutpoint Estimate Cutpoints of Metric Variables in the Context of Cox Regression cutpointr Determine and Evaluate Optimal Cutpoints in Binary Classification Tasks cv Cross-Validating Regression Models cvAUC Cross-Validated Area Under the ROC Curve Confidence Intervals cvCovEst Cross-Validated Covariance Matrix Estimation cvGEE Cross-Validated Predictions from GEE cvLM Cross-Validation for Linear and Ridge Regression Models cvTools Cross-Validation Tools for Regression Models cvap Citizen Voting Age Population cvar Compute Expected Shortfall and Value at Risk for Continuous Distributions cvasi Calibration, Validation, and Simulation of TKTD Models cvcqv Coefficient of Variation (CV) with Confidence Intervals (CI) cvcrand Efficient Design and Analysis of Cluster Randomized Trials cvdprevent Access and Analyse Data from the 'CVD Prevent' API cvequality Tests for the Equality of Coefficients of Variation from Multiple Groups cvmaPLFAM Cross-Validation Model Averaging for Partial Linear Functional Additive Models cvmdisc Cramer von Mises Tests for Discrete or Grouped Distributions cvmgof Cramer-von Mises Goodness-of-Fit Tests cvms Cross-Validation for Model Selection cvsem SEM Model Comparison with K-Fold Cross-Validation cwot Cauchy Weighted Joint Test for Pharmacogenetics Analysis cxr A Toolbox for Modelling Species Coexistence in R cxxfunplus Extend 'cxxfunction' by Saving the Dynamic Shared Objects cyclestreets Cycle Routing and Data for Cycling Advocacy cyclocomp Cyclomatic Complexity of R Code cycloids Tools for Calculating Hypocycloids, Epicycloids, Hypotrochoids, and Epitrochoids cyclomort Survival Modeling with a Periodic Hazard Function cyclotomic The Field of Cyclotomic Numbers cyjShiny Cytoscape.js Shiny Widget (cyjShiny) cylcop Circular-Linear Copulas with Angular Symmetry for Movement Data cymruservices Query 'Team Cymru' 'IP' Address, Autonomous System Number ('ASN'), Border Gateway Protocol ('BGP'), Bogon and 'Malware' Hash Data Services cyphr High Level Encryption Wrappers cystiSim Agent-Based Model for Taenia_solium Transmission and Control cytofan Plot Fan Plots for Cytometry Data using 'ggplot2' cytolib C++ infrastructure for representing and interacting with the gated cytometry data cytometree Automated Cytometry Gating and Annotation cytominer Methods for Image-Based Cell Profiling czechrates Czech Interest & Foreign Exchange Rates czso Use Open Data from the Czech Statistical Office in R d3Network Tools for creating D3 JavaScript network, tree, dendrogram, and Sankey graphs from R d3Tree Create Interactive Collapsible Trees with the JavaScript 'D3' Library d3plus Seamless 'D3Plus' Integration d3po Fast and Beautiful Interactive Visualization for 'Markdown' and 'Shiny' d3r 'd3.js' Utilities for R d4storagehub4R Interface to 'D4Science' 'StorageHub' API dBlockmodeling Deterministic Blockmodeling of Signed, One-Mode and Two-Mode Networks dCUR Dimension Reduction with Dynamic CUR dChipIO Methods for Reading dChip Files dCovTS Distance Covariance and Correlation for Time Series Analysis dHSIC Independence Testing via Hilbert Schmidt Independence Criterion dLagM Time Series Regression Models with Distributed Lag Models dMod Dynamic Modeling and Parameter Estimation in ODE Models dMrs Competing Risk in Dependent Net Survival Analysis dPCP Automated Analysis of Multiplex Digital PCR Data dQTG.seq A BSA Software for Detecting All Types of QTLs in BC, DH, RIL and F2 dRiftDM Estimating (Time-Dependent) Drift Diffusion Models dSTEM Multiple Testing of Local Extrema for Detection of Change Points dTBM Multi-Way Spherical Clustering via Degree-Corrected Tensor Block Models daarem Damped Anderson Acceleration with Epsilon Monotonicity for Accelerating EM-Like Monotone Algorithms dabestr Data Analysis using Bootstrap-Coupled Estimation dabr Database Management with R dacc Detection and Attribution Analysis of Climate Change dad Three-Way / Multigroup Data Analysis Through Densities dada2 Accurate, high-resolution sample inference from amplicon sequencing data dadjoke Displays a Dad Joke dadjokeapi Return a Random Dad Joke dados Translate Datasets to Portuguese dae Functions Useful in the Design and ANOVA of Experiments daewr Design and Analysis of Experiments with R daff Diff, Patch and Merge for Data.frames dafs Data Analysis for Forensic Scientists dagHMM Directed Acyclic Graph HMM with TAN Structured Emissions dagR Directed Acyclic Graphs: Analysis and Data Simulation dagirlite Spatial Vector Data for Danmarks Administrative Geografiske Inddeling DAGI dagitty Graphical Analysis of Structural Causal Models dagwood DAGs with Omitted Objects Displayed (DAGWOOD) daiR Interface with Google Cloud Document AI API dail Data from Access to Information Law daiquiri Data Quality Reporting for Temporal Datasets daltoolbox Leveraging Experiment Lines to Data Analytics daltoolboxdp Deep Python Extensions for 'daltoolbox' dam Data Analysis Metabolomics damAOI Create an 'Area of Interest' Around a Constructed Dam for Comparative Impact Evaluations dampack Decision-Analytic Modeling Package damr Interface to Drosophila Activity Monitor System Result Files dang 'Dang' Associated New Goodies dani Design and Analysis of Non-Inferiority Trials dann Discriminant Adaptive Nearest Neighbor Classification dapper Data Augmentation for Private Posterior Estimation daqapo Data Quality Assessment for Process-Oriented Data darksky Tools to Work with the 'Dark Sky' 'API' dartR Importing and Analysing 'SNP' and 'Silicodart' Data Generated by Genome-Wide Restriction Fragment Analysis dartR.base Analysing 'SNP' and 'Silicodart' Data - Basic Functions dartR.captive Analysing 'SNP' Data to Support Captive Breeding dartR.data Auxiliary Data Package for Our Main Package 'dartR' dartR.popgen Analysing 'SNP' and 'Silicodart' Data Generated by Genome-Wide Restriction Fragment Analysis dartR.sexlinked Analysing SNP Data to Identify Sex-Linked Markers dartR.sim Computer Simulations of 'SNP' Data dartR.spatial Applying Landscape Genomic Methods on 'SNP' and 'Silicodart' Data dartRverse Install and Load the 'dartRverse' Suits of Packages dashboardthemes Customise the Appearance of 'shinydashboard' Applications using Themes dat Tools for Data Manipulation data.checker Data Checker for Validating Data Frames Against Defined Schema data.table Extension of `data.frame` data.table.threads Analyze Multi-Threading Performance for 'data.table' Functions data.tree General Purpose Hierarchical Data Structure data.validator Automatic Data Validation and Reporting data360r Wrapper for 'TCdata360' and 'Govdata360' API dataCompare A 'shiny' App to Compare Two Data Frames dataMaid A Suite of Checks for Identification of Potential Errors in a Data Frame as Part of the Data Screening Process dataMojo Reshape Data Table dataPreparation Automated Data Preparation dataReporter Reproducible Data Screening Checks and Report of Possible Errors dataRetrieval Retrieval Functions for USGS and EPA Hydrology and Water Quality Data dataSDA Datasets and Basic Statistics for Symbolic Data Analysis datacleanr Interactive and Reproducible Data Cleaning datacommons Client for the 'Google Data Commons API V2' datacult Exploratory Data Analysis for Public Policy Applied to Culture datacutr SDTM Datacut datadictionary Create a Data Dictionary datadiff Data Validation Based on YAML Rules datadogr R Client for 'Datadog' API datadriftR Concept Drift Detection Methods for Stream Data dataframeexplorer Familiarity with Dataframes Before Data Manipulation datafsm Estimating Finite State Machine Models from Data datamedios Scraping Chilean Media datamods Modules to Import and Manipulate Data in 'Shiny' datamuseum Spatial and Taxonomic Data Utilities for Specimen Datasets datana Datasets and Functions to Accompany Analisis De Datos Con R datanugget Create, and Refine Data Nuggets dataonderivatives Easily Source Publicly Available Data on Derivatives dataone R Interface to the 'DataONE' REST API datapack A Flexible Container to Transport and Manipulate Data and Associated Resources datapackage Creating and Reading Data Packages datapasta R Tools for Data Copy-Pasta dataprep Efficient and Flexible Data Preprocessing Tools dataquieR Data Quality in Epidemiological Research datardis Data from the Doctor Who Series datareportR Fast Data Summary Reports dataresqc C3S Quality Control Tools for Historical Climate Data datarium Data Bank for Statistical Analysis and Visualization datarobot 'DataRobot' Predictive Modeling API datasauRus Datasets from the Datasaurus Dozen dataseries Switzerland's Data Series in One Place dataset Create Data Frames for Exchange and Reuse datasetjson Read and Write CDISC Dataset JSON Files datasets.load Graphical Interface for Loading Datasets datasetsICR Datasets from the Book "An Introduction to Clustering with R" dataspice Create Lightweight Schema.org Descriptions of Data datastat Dataset for Statistical Analysis datasusr Fast Access to Brazilian Public Health Data from 'DATASUS' dataverifyr A Lightweight, Flexible, and Fast Data Validation Package that Can Handle All Sizes of Data dataverse Client for Dataverse 4+ Repositories dataviewR An Interactive and Feature-Rich Data Viewer datawizard Easy Data Wrangling and Statistical Transformations datazoom.amazonia Simplify Access to Data from the Amazon Region datazoom.social Simplify Access to Brazilian Social Data date Functions for Handling Dates date4ts Wrangle and Modify Ts Object with Classic Frequencies and Exact Dates dateback Collect and Install R Packages on a Specified Date with Dependencies datefixR Standardize Dates in Different Formats or with Missing Data daterangepicker Create a Shiny Date-Range Input datetime Nominal Dates, Times, and Durations datetimeoffset Datetimes with Optional UTC Offsets and/or Heterogeneous Time Zones datetimeutils Utilities for Dates and Times datetoiso Convert and Impute Dates to ISO 8601 Format and Reconcile Data Sets dateutils Date Utils datoramar Interface to the 'Datorama' API datos Traduce al Español Varios Conjuntos de Datos de Práctica datplot Preparation of Object Dating Ranges for Density Plots (Aoristic Analysis) datr 'Dat' Protocol Interface datrProfile Column Profile for Tables and Datasets dauR Datasets for "Sampling and Data Analysis Using R: Theory and Practice" dauphin Compact Standard for Australian Phone Numbers dawaR An API Wrapper for 'DAWA' - 'The Danish Address Web API' dawai Discriminant Analysis with Additional Information daySupply Calculating Days' Supply and Daily Dose of Prescriptions daymetr Interface to the 'Daymet' Web Services days2lessons Distributes Teachers Lessons On Days in a Balanced Manner db2pq Export Database Tables to 'Parquet' dbGaPCheckup dbGaP Checkup dbMC Confidence Interval for Matrix Completion via De-Biased Estimator dbMatrix Database-Backed Matrix Classes and Operations dbProject Database Connection Management and Utilities for 'dbverse' dbSpatial Spatial Data Operations for Database-Backed Geometries dbWebForms Produce R Functions to Create HTML Forms Based on SQL Meta Data dbacf Autocovariance Estimation via Difference-Based Methods dbarts Discrete Bayesian Additive Regression Trees Sampler dbd Discretised Beta Distribution dbglm Generalised Linear Models by Subsampling and One-Step Polishing dbhydroR 'DBHYDRO' Hydrologic and Water Quality Data dbi.table Database Queries Using 'data.table' Syntax dblcens Compute the NPMLE of Distribution Function from Doubly Censored Data, Plus the Empirical Likelihood Ratio for F(T) dbmss Distance-Based Measures of Spatial Structures dbnR Dynamic Bayesian Network Learning and Inference dbnlearn Dynamic Bayesian Network Structure Learning, Parameter Learning and Forecasting dbparser Drugs Databases Parser dbplot Simplifies Plotting Data Inside Databases dbplyr A 'dplyr' Back End for Databases dbrobust Robust Distance-Based Visualization and Analysis of Mixed-Type Data dbscan Density-Based Spatial Clustering of Applications with Noise (DBSCAN) and Related Algorithms dbstats Distance-Based Statistics dbw Doubly Robust Distribution Balancing Weighting Estimation dbx A Fast, Easy-to-Use Database Interface dc3net Inferring Condition-Specific Networks via Differential Network Inference dcTensor Discrete Matrix/Tensor Decomposition dcce Dynamic Common Correlated Effects Estimation for Panel Data dccmidas DCC Models with GARCH and GARCH-MIDAS Specifications in the Univariate Step, RiskMetrics, Moving Covariance and Scalar and Diagonal BEKK Models dccpp Fast Computation of Distance Correlations dceasimR Distributional Cost-Effectiveness Analysis for Health Technology Assessment dci Calculate the Dendritic Connectivity Index in River Networks dcifer Genetic Relatedness Between Polyclonal Infections dclone Data Cloning and MCMC Tools for Maximum Likelihood Methods dclust Divisive Hierarchical Clustering dcm2 Calculating the M2 Model Fit Statistic for Diagnostic Classification Models dcmdata Data Sets for Diagnostic Classification Modeling dcmle Hierarchical Models Made Easy with Data Cloning dcmodify Modify Data Using Externally Defined Modification Rules dcmstan Generate 'Stan' Code for Diagnostic Classification Models dcorBSS Distance-Correlation Based Methods for Blind Source Separation and Dependence Analysis dcorVS Variable Selection Algorithms Using the Distance Correlation dcortools Providing Fast and Flexible Functions for Distance Correlation Analysis dcov A Fast Implementation of Distance Covariance dcsvm Density Convoluted Support Vector Machines dcurver Utility Functions for Davidian Curves dcurves Decision Curve Analysis for Model Evaluation dcvar Dynamic Copula VAR Models for Time-Varying Dependence ddModel The Decision Diffusion Model dda Direction Dependence Analysis ddalpha Depth-Based Classification and Calculation of Data Depth ddc Distance Density Clustering Algorithm dde Solve Delay Differential Equations ddecompose Detailed Distributional Decomposition ddi The Data Defect Index for Samples that May not be IID ddiv Data Driven I-v Feature Extraction ddml Double/Debiased Machine Learning ddp Desirable Dietary Pattern ddpca Diagonally Dominant Principal Component Analysis ddpcr Analysis and Visualization of Droplet Digital PCR in R and on the Web ddplot Create D3 Based SVG Graphics ddsPLS Data-Driven Sparse Partial Least Squares ddst Data Driven Smooth Tests ddtlcm Latent Class Analysis with Dirichlet Diffusion Tree Process Prior deBInfer Bayesian Inference for Differential Equations deBif Bifurcation Analysis of Ordinary Differential Equation Systems deFit Fitting Differential Equations to Time Series Data deSolve Solvers for Initial Value Problems of Differential Equations ('ODE', 'DAE', 'DDE') deTS Tissue-Specific Enrichment Analysis deaR Conventional and Fuzzy Data Envelopment Analysis deadband Statistical Deadband Algorithms Comparison deadwood Outlier Detection via Trimming of Mutual Reachability Minimum Spanning Trees deal Learning Bayesian Networks with Mixed Variables dearseq Differential Expression Analysis for RNA-seq data through a robust variance component test debar A Post-Clustering Denoiser for COI-5P Barcode Data debest Duration Estimation for Biomarker Enrichment Studies and Trials debiasedTrialEmulation Pipeline for Debiased Target Trial Emulation debkeepr Analysis of Non-Decimal Currencies and Double-Entry Bookkeeping debrief Text-Based Summaries for 'profvis' Profiling Data debtkit Debt Sustainability Analysis and Fiscal Risk Assessment debugme Debug R Packages debugr Debug Tool to Watch Objects/Expressions While Running an R Script decido Bindings for 'Mapbox' Ear Cutting Triangulation Library decision Statistical Decision Analysis decisionSupport Quantitative Support of Decision Making under Uncertainty decisionpaths Construct and Audit Longitudinal Decision Paths deckgl An R Interface to 'deck.gl' deckroadmap Roadmap Footers for 'Reveal.js' Slides in 'Quarto' and 'R Markdown' declared Functions for Declared Missing Values decode Differential Co-Expression and Differential Expression Analysis decoder Decode Coded Variables to Plain Text and the Other Way Around decompML Decomposition Based Machine Learning Model decomposedPSF Time Series Prediction with PSF and Decomposition Methods (EMD and EEMD) decompositionLE Provides Easy Methods to Perform Life Expectancy Decomposition decompr Global Value Chain Decomposition decontam Identify Contaminants in Marker-gene and Metagenomics Sequencing Data deconvolveR Empirical Bayes Estimation Strategies decor Retrieve Code Decorations decorators Extend the Behaviour of a Function without Explicitly Modifying it decorrelate Decorrelation Projection Scalable to High Dimensional Data decoupleR decoupleR: Ensemble of computational methods to infer biological activities from omics data decp Complete Change Point Analysis deducorrect Deductive Correction, Deductive Imputation, and Deterministic Correction deductive Data Correction and Imputation Using Deductive Methods deduped Making "Deduplicated" Functions dedupewider Deduplication Across Multiple Columns deep A Neural Networks Framework deepImp Imputation with Deep Learning Methods deepMOU Clustering of Short Texts by Mixture of Unigrams and Its Deep Extensions deepNN Deep Learning deepRstudio Seamless Language Translation in 'RStudio' using 'DeepL' API and 'Rstudioapi' deepSTRAPP Test for Differences in Diversification Rates over Time deepdep Visualise and Explore the Deep Dependencies of R Packages deepgmm Deep Gaussian Mixture Models deepgp Bayesian Deep Gaussian Processes using MCMC deeplr Interface to the 'DeepL' Translation API deepnet Deep Learning Toolkit in R deepspat Deep Compositional Spatial Models deeptime Plotting Tools for Anyone Working in Deep Time deeptimedata Geologic Pattern Data from FGDC Used in 'deeptime' default Change the Default Arguments in R Functions defineOptions Define and Parse Command Line Options defineR Creates Define XML Documents deflateBR Deflate Nominal Brazilian Reais deflist Deferred List - A Read-Only List-Like Object with Deferred Access defm Estimation and Simulation of Multi-Binary Response Models deforestable Classify RGB Images into Forest or Non-Forest deform Spatial Deformation and Dimension Expansion Gaussian Processes degday Compute Degree Days degradr Estimating Remaining Useful Life with Linear Mixed Effects Models degreenet Models for Skewed Count Distributions Relevant to Networks degross Density Estimation from GROuped Summary Statistics deident Persistent Data Anonymization Pipeline dejaVu Multiple Imputation for Recurrent Events delaydiscount Fit Linearized Hyperbolic Model for Delay Discounting Curves delayed A Framework for Parallelizing Dependent Tasks deldir Delaunay Triangulation and Dirichlet (Voronoi) Tessellation deliberr Methods for Deliberation Analysis delimtools Helper Functions for Species Delimitation Analysis delma Convert 'R Markdown' and 'Quarto' Documents to Ecological Metadata Language deltaPlotR Identification of Dichotomous Differential Item Functioning (DIF) using Angoff's Delta Plot Method deltaccd Quantify Rhythmic Gene Co-Expression Relative to a Reference deltapif Estimate Potential Impact and Population Attributable Fractions with Aggregated Data deltatest Statistical Hypothesis Testing Using the Delta Method dematel Decision Making Trial and Evaluation Laboratory Technique in R deming Deming, Theil-Sen, Passing-Bablock and Total Least Squares Regression demoKde Kernel Density Estimation for Demonstration Purposes demoShiny Runs a 'Shiny' App as Demo or Lists All Demo 'Shiny' Apps demodelr Simulating Differential Equations with Data demofit Parametric Mortality Curve Fitting and Mortality Forecasting Tools demogR Analysis of Age-Structured Demographic Models demography Forecasting Mortality, Fertility, Migration and Population Data demor Methods for Demographic Analysis demovuln Demographic Vulnerability Metrics for Matrix Population Models demulticoder Simultaneous Analysis of Multiplexed Metabarcodes dendRoAnalyst A Tool for Processing and Analyzing Dendrometer Data dendextend Extending 'dendrogram' Functionality in R dendroNetwork Create Networks of Dendrochronological Series using Pairwise Similarity dendroTools Linear and Nonlinear Methods for Analyzing Daily and Monthly Dendroclimatological Data dendroextras Extra Functions to Cut, Label and Colour Dendrogram Clusters dendrometeR Analyzing Dendrometer Data dendrometry Forest Estimations and Dendrometric Computations dendsort Modular Leaf Ordering Methods for Dendrogram Nodes denguedatahub A Tidy Format Datasets of Dengue by Country denim Generate and Simulate Deterministic Compartmental Models denoiSeq Differential Expression Analysis Using a Bottom-Up Model denovolyzeR Statistical Analyses of De Novo Genetic Variants densEstBayes Density Estimation via Bayesian Inference Engines denseFLMM Functional Linear Mixed Models for Densely Sampled Data densitr Analysing Density Profiles from Resistance Drilling of Trees densityClust Clustering by Fast Search and Find of Density Peaks densityarea Polygons of Bivariate Density Distributions densityratio Distribution Comparison Through Density Ratio Estimation densratio Density Ratio Estimation denstest Density Equality Testing denstrip Density Strips and Other Methods for Compactly Illustrating Distributions dentomedical Publication-Ready Descriptive, Bivariate, Regression, Correlation and Diagnostic Accuracy Tools for Medical and Dental Data denvax Simple Dengue Test and Vaccinate Cost Thresholds depCensoring Statistical Methods for Survival Data with Dependent Censoring depcache Cache R Expressions, Taking Their Dependencies into Account depcoeff Dependency Coefficients depend.truncation Statistical Methods for the Analysis of Dependently Truncated Data dependentsimr Simulate Omics-Scale Data with Dependency depmixS4 Dependent Mixture Models - Hidden Markov Models of GLMs and Other Distributions in S4 depower Power Analysis for Differential Expression Studies deprivateR Calculating and Analyzing Measures of Deprivation in the United States deps Dependency Management with 'roxygen'-Style Comments depth.plot Multivariate Analogy of Quantiles depthTools Depth Tools Package derivmkts Functions and R Code to Accompany Derivatives Markets desc Manipulate DESCRIPTION Files descomponer Seasonal Adjustment by Frequency Analysis descr Descriptive Statistics describedata Miscellaneous Descriptive Functions describer Describe Data in R Using Common Descriptive Statistics descriptio Descriptive Statistical Analysis descriptr Generate Descriptive Statistics descstat Tools for Descriptive Statistics descstatsr Descriptive Univariate Statistics descsuppR Support Functions for (Reproducible) Descriptive Statistics descsuppRplots Generate Plots for All Variables in Descriptive Tables desctable Produce Descriptive and Comparative Tables Easily descutils Utilities for Describing and Comparing Data deseats Data-Driven Locally Weighted Regression for Trend and Seasonality in TS desiR Desirability Functions for Ranking, Selecting, and Integrating Data designer 'Shiny' UI Prototype Builder designit Blocking and Randomization for Experimental Design designmatch Matched Samples that are Balanced and Representative by Design designr Balanced Factorial Designs designsize Sample Size Calculation of Various Study Designs desirability Function Optimization and Ranking via Desirability Functions desirability2 Desirability Functions for Multiparameter Optimization desk Didactic Econometrics Starter Kit desla Desparsified Lasso Inference for Time Series despair Motivational Quotes and Shakespearean Bard–bits for Personal Projects desplot Plotting Field Plans for Agricultural Experiments details Create Details HTML Tag for Markdown and Package Documentation detect Analyzing Wildlife Data with Detection Error detectR Change Point Detection detectRUNS Detect Runs of Homozygosity and Runs of Heterozygosity in Diploid Genomes detectXOR XOR Pattern Detection and Visualization detectnorm Detect Nonnormality in Meta-Analysis without Raw Data detector Detect Data Containing Personally Identifiable Information detectors Prediction Data from GPT Detectors detectseparation Detect and Check for Separation and Infinite Maximum Likelihood Estimates detourr Portable and Performant Tour Animations detpack Density Estimation and Random Number Generation with Distribution Element Trees detrendeR A Graphical User Interface (GUI) to Visualize and Analyze Dendrochronological Data detrendr Detrend Images detzrcr Compare Detrital Zircon Suites devEMF EMF Graphics Output Device devFunc Clear and Condense Argument Check for User-Defined Functions devRate Quantify the Relationship Between Development Rate and Temperature in Ectotherms devianLM Detecting Extremal Values in a Normal Linear Model devoid A Graphic Device that Does Nothing devtools Tools to Make Developing R Packages Easier dexisensitivity 'DEXi' Decision Tree Analysis and Visualization dexter Data Management and Analysis of Tests dextergui A Graphical User Interface for Dexter df2yaml Convert Dataframe to 'YAML' dfCompare Compare Two Dataframes and Return Adds, Changes, and Deletes dfadjust Degrees of Freedom Adjustment for Robust Standard Errors dfcomb Phase I/II Adaptive Dose-Finding Design for Combination Studies dfcrm Dose-Finding by the Continual Reassessment Method dfeR Common Department for Education Analysis Tasks dfexpand Automatically Expand Delimited Column Values into Multiple Binary Columns with 'dfexpand' dfidx Indexed Data Frames dfmirroR Simulate a Data Frame Mirroring an Input and Produce Shareable Simulation Code dfms Dynamic Factor Models dfmta Phase I/II Adaptive Dose-Finding Design for MTA dfoliatR Detection and Analysis of Insect Defoliation Signals in Tree Rings dfoptim Derivative-Free Optimization dformula Data Manipulation using Formula dfphase1 Phase I Control Charts (with Emphasis on Distribution-Free Methods) dfr Dual Feature Reduction for SGL dfrr Dichotomized Functional Response Regression dfsaneacc Accelerated Derivative-Free Method for Large-Scale Nonlinear Systems of Equations dfvad Diewert and Fox's Method of Value Added Growth Decomposition dga Capture-Recapture Estimation using Bayesian Model Averaging dggridR Discrete Global Grids dglars Differential Geometric Least Angle Regression dglm Double Generalized Linear Models dgof Discrete Goodness-of-Fit Tests dgpsi Interface to 'dgpsi' for Deep and Linked Gaussian Process Emulations dhga Differential Hub Gene Analysis dhglm Double Hierarchical Generalized Linear Models dhmeasures Digital History Measures dhsage Reproductive Age Female Data of Various Demographic Health Surveys di Deficit Index (DI) diagFDR Verifiable FDR Diagnostics for Proteomics diagL1 Routines for Fit, Inference and Diagnostics in Linear L1 and LAD Models diagcounts Recover Diagnostic Test Accuracy Counts from Reported Accuracy Measures diagis Diagnostic Plot and Multivariate Summary Statistics of Weighted Samples from Importance Sampling diagmeta Meta-Analysis of Diagnostic Accuracy Studies with Several Cutpoints diagonals Block Diagonal Extraction or Replacement diagram Functions for Visualising Simple Graphs (Networks), Plotting Flow Diagrams dialr Parse, Format, and Validate International Phone Numbers dialrjars Required 'libphonenumber' jars for the 'dialr' Package dials Tools for Creating Tuning Parameter Values diaplt Beads Summary Plot of Ranges diario 'R' Interface to the 'Diariodeobras' Application diathor Calculate Ecological Information and Diatom Based Indices dibble Dimensional Data Frames dice Calculate probabilities of various dice-rolling events diceR Diverse Cluster Ensemble in R diceplot High Dimensional Categorical Data Visualization dichromat Color Schemes for Dichromats dictionaRy Retrieve the Dictionary Definitions of English Words did Treatment Effects with Multiple Periods and Groups did2s Two-Stage Difference-in-Differences Following Gardner (2021) didec Directed Dependence Coefficient didimputation Imputation Estimator from Borusyak, Jaravel, and Spiess (2021) didrooRFM Compute Recency Frequency Monetary Scores for your Customer Data diegr Dynamic and Interactive EEG Graphics diemr Genome Polarization via Diagnostic Index Expectation Maximization dietr Diet Estimated Trophic Levels diezeit R Interface to the ZEIT ONLINE Content API difNLR DIF and DDF Detection by Non-Linear Regression Models difR Collection of Methods to Detect Dichotomous, Polytomous, and Continuous Differential Item Functioning (DIF) difconet Differential Coexpressed Networks diffEnrich Given a List of Gene Symbols, Performs Differential Enrichment Analysis diffHic Differential Analysis of Hi-C Data diffIRT Diffusion IRT Models for Response and Response Time Data diffMeshGP Multi-Fidelity Computer Experiments Using the Tuo-Wu-Yu Model diffcor Fisher's z-Tests Concerning Differences Between Correlations diffcp Differentiating Through Cone Programs diffdf Dataframe Difference Tool diffdfs Compute the Difference Between Data Frames diffeR Metrics of Difference for Comparing Pairs of Maps or Pairs of Variables diffeqr Solving Differential Equations (ODEs, SDEs, DDEs, DAEs) diffmatchpatch String Diff, Match, and Patch Utilities diffobj Diffs for R Objects diffpriv Easy Differential Privacy diffr Display Differences Between Two Files using Codediff Library diffusion Forecast the Diffusion of New Products diffusionMap Diffusion Map diffval Vegetation Patterns diffviewer HTML Widget to Show File Differences digest Create Compact Hash Digests of R Objects digiNORM Data-Driven Digital PCR Normalization digiRhythm Analyzing Animal's Rhythmicity digitTests Tests for Detecting Irregular Digit Patterns digitalPCR Estimate Copy Number for Digital PCR dilp Reconstruct Paleoclimate and Paleoecology with Leaf Physiognomy dimRed A Framework for Dimensionality Reduction dimensio Multivariate Data Analysis dimensionsR Gathering Bibliographic Records from 'Digital Science Dimensions' Using 'DSL' API dina Bayesian Estimation of DINA Model dinamic A Method to Analyze Recurrent DNA Copy Number Aberrations in Tumors dineR Differential Network Estimation in R dineq Decomposition of (Income) Inequality dint A Toolkit for Year-Quarter, Year-Month and Year-Isoweek Dates dipm Depth Importance in Precision Medicine (DIPM) Method dipsaus A Dipping Sauce for Data Analysis and Visualizations diptest Hartigan's Dip Test Statistic for Unimodality - Corrected dipw Debiased Inverse Propensity Score Weighting dir.expiry Managing Expiration for Cache Directories dir2json Convert Directory to JSON directAgeStd Direct Age Standardisation with Confidence Intervals directPA Direction Analysis for Pathways and Kinases directadjusting Directly Adjusted Estimates directlabels Direct Labels for Multicolor Plots dirichletprocess Build Dirichlet Process Objects for Bayesian Modelling dirmult Estimation in Dirichlet-Multinomial Distribution disagg2 Support Functions for Time Series Analysis Book disaggR Two-Steps Benchmarks for Time Series Disaggregation disaggregation Disaggregation Modelling disagmethod Autoregressive Integrated Moving Average (ARIMA) Based Disaggregation Methods disastr.api Wrapper for the UN OCHA ReliefWeb Disaster Events API disbayes Bayesian Multi-State Modelling of Chronic Disease Burden Data discAUC Linear and Non-Linear AUC for Discounting Data discFA Discrete Factor Analysis discSurv Discrete Time Survival Analysis discfrail Cox Models for Time-to-Event Data with Nonparametric Discrete Group-Specific Frailties discharge Fourier Analysis of Discharge Data disclap Discrete Laplace Exponential Family disclapmix Discrete Laplace Mixture Inference using the EM Algorithm disclapmix2 Mixtures of Discrete Laplace Distributions using Numerical Optimisation disclosuR Text Conversion from Nexis Uni PDFs to R Data Frames discnorm Test for Discretized Normality in Ordinal Data discoCVI Implementation of the DISCO Metric for Internal Clustering Evaluation discord Functions for Discordant Kinship Modeling discourseGT Analyze Group Patterns using Graph Theory in Educational Settings discoveR Exploratory Data Analysis System discoverableresearch Checks Title, Abstract and Keywords to Optimise Discoverability discovr Interactive Tutorials and Data for "Discovering Statistics Using R and RStudio" discretefit Simulated Goodness-of-Fit Tests for Discrete Distributions discretes Discrete Numeric Series discretization Data Preprocessing, Discretization for Classification discrim Model Wrappers for Discriminant Analysis discrtr A Companion Package for the Book "Discrete Choice Analysis with 'R'" discursive Measuring Discursive Sophistication in Open-Ended Survey Responses disdat Data for Comparing Species Distribution Modeling Methods diseasemapping Modelling Spatial Variation in Disease Risk for Areal Data diseasystore Feature Stores for the 'diseasy' Framework dismo Species Distribution Modeling disordR Non-Ordered Vectors dispRity Measuring Disparity dispeRse Simulation of Demic Diffusion with Environmental Constraints dispersionIndicators Indicators for the Analysis of Dispersion of Datasets with Batched and Ordered Samples displease Numeric and Color Sequences with Non-Linear Interpolation dispmod Modelling Dispersion in GLM disposables Create Disposable R Packages for Testing dispositionEffect Analysis of Disposition Effect on Financial Portfolios disprofas Non-Parametric Dissolution Profile Analysis dissCqN Multiple Assemblage Dissimilarity for Orders q = 0-N dissever Spatial Downscaling using the Dissever Algorithm dissimilarities Creating, Manipulating, and Subsetting "dist" Objects dist.structure Structured Random Variables for Reliability System Distributions distTails A Collection of Full Defined Distribution Tails distanceHD Distance Metrics for High-Dimensional Clustering distances Tools for Distance Metrics distanceto Calculate Distance to Features distantia Advanced Toolset for Efficient Time Series Dissimilarity Analysis distcomp Computations over Distributed Data without Aggregation distcrete Discrete Distribution Approximations distdichoR Distributional Method for the Dichotomisation of Continuous Outcomes distfree.cr Distribution-Free Confidence Region distfreereg Distribution-Free Goodness-of-Fit Testing for Regression distfromq Reconstruct a Distribution from a Collection of Quantiles distill 'R Markdown' Format for Scientific and Technical Writing distilleR A Wrap Around the 'DistillerSR' APIs distillery Method Functions for Confidence Intervals and to Distill Information from an Object distinctiveness Distinctiveness Centrality distionary Create and Evaluate Probability Distributions distops Usual Operations for Distance Matrices in R distory Distance Between Phylogenetic Histories distplyr Manipulate and Combine Probability Distributions distr Object Oriented Implementation of Distributions distrDoc Documentation for 'distr' Family of R Packages distrEllipse S4 Classes for Elliptically Contoured Distributions distrEx Extensions of Package 'distr' distrMod Object Oriented Implementation of Probability Models distrRmetrics Distribution Classes for Distributions from Rmetrics distrSim Simulation Classes Based on Package 'distr' distrTEst Estimation and Testing Classes Based on Package 'distr' distrTeach Extensions of Package 'distr' for Teaching Stochastics/Statistics in Secondary School distributional Vectorised Probability Distributions distributions3 Probability Distributions as S3 Objects distributionsrd Distribution Fitting and Evaluation distro Linux Distribution Properties distrom Distributed Multinomial Regression distrr Estimate and Manage Empirical Distributions disttools Distance Object Manipulation Tools dittoSeq User Friendly Single-Cell and Bulk RNA Sequencing Visualization dittoViz User Friendly Data Visualization dittodb A Test Environment for Database Requests ditwahLandslide Early Warning Information on Landslides in Sri Lanka During the Ditwah Storm divDyn Diversity Dynamics using Fossil Sampling Data diveMove Dive Analysis and Calibration diveR Easily Install and Load Interactive Data Visualization Tools divent Entropy Partitioning to Measure Diversity diverge Evolutionary Trait Divergence Between Sister Species and Other Paired Lineages diversitree Comparative 'Phylogenetic' Analyses of Diversification diversityArch Computes Diversity Indices for Archaeological Data diversityForest Innovative Complex Split Procedures in Random Forests Through Candidate Split Sampling divest Get Images Out of DICOM Format Quickly divo Tools for Analysis of Diversity and Similarity in Biological Systems divraster Diversity Metrics Calculations for Rasterized Data divseg Calculate Diversity and Segregation Indices divvy Spatial Subsampling of Biodiversity Occurrence Data dixon Nearest Neighbour Contingency Table Analysis dixonTest Dixon's Ratio Test for Outlier Detection diyar Record Linkage and Epidemiological Case Definitions in 'R' dkanr Client for the 'DKAN' API dlib Allow Access to the 'Dlib' C++ Library dlim Distributed Lag Interaction Model dlm Bayesian and Likelihood Analysis of Dynamic Linear Models dlmtree Bayesian Treed Distributed Lag Models dlmwwbe Dynamic Linear Model for Wastewater-Based Epidemiology dlnm Distributed Lag Non-Linear Models dlookr Tools for Data Diagnosis, Exploration, Transformation dlr Download and Cache Files Safely dlsem Distributed-Lag Linear Structural Equation Models dlstats Download Stats of R Packages dm Relational Data Models dma Dynamic Model Averaging dmai Divisia Monetary Aggregates Index dmbc Model Based Clustering of Binary Dissimilarity Measurements dmetatools Computational Tools for Meta-Analysis of Diagnostic Accuracy Test dml Distance Metric Learning in R dmm Dyadic Mixed Model for Pedigree Data dmtools Tools for Clinical Data Management dmutate Mutate Data Frames with Random Variates dnafractal Generates a Fractal Image of a DNA Sequence dndR Dungeons & Dragons Functions for Players and Dungeon Masters dng Distributions and Gradients dnn Deep Neural Network Tools for Probability and Statistic Models dnr Simulate Dynamic Networks using Exponential Random Graph Models (ERGM) Family do Data Operator do3PCA Probabilistic Phylogenetic Principal Component Analysis doBy Groupwise Statistics, LSmeans, Linear Estimates, Utilities doFuture Use Foreach to Parallelize via the Future Framework doMC Foreach Parallel Adaptor for 'parallel' doMPI Foreach Parallel Adaptor for the Rmpi Package doParabar 'foreach' Parallel Adapter for 'parabar' Backends doParallel Foreach Parallel Adaptor for the 'parallel' Package doRNG Generic Reproducible Parallel Backend for 'foreach' Loops doRedis 'Foreach' Parallel Adapter Using the 'Redis' Database doSNOW Foreach Parallel Adaptor for the 'snow' Package dobin Dimension Reduction for Outlier Detection dobson Data from the GLM Book by Dobson and Barnett doc2concrete Measuring Concreteness in Natural Language doc2vec Distributed Representations of Sentences, Documents and Topics dockViewR Layout Manager Widget for R and 'shiny' Apps dockerfiler Easy Dockerfile Creation from R docket Insert R Data into 'Word' Documents docknitr Use Docker Images to Process Rmarkdown Blocks doclisting List Functions in Documentation doconv Document Conversion to 'PDF', Thumbnails and Visual Testing docopt Command-Line Interface Specification Language docopulae Optimal Designs for Copula Models docorator Docorate (Decorate + Output) Displays docore Utility Functions for Scientific Coding docstring Provides Docstring Capabilities to R Functions doctest Generate Tests from Examples Using 'roxygen' and 'testthat' document Run 'roxygen2' on (Chunks of) Single Code Files documenter Documents Files documentosbr Validate Brazilian Administrative Registers - Valida Documentos docxtractr Extract Data Tables and Comments from 'Microsoft' 'Word' Documents dodgr Distances on Directed Graphs doebioresearch Analysis of Design of Experiments for Biological Research dogesr Work with the Doges/Dogaresse Dataset dominanceanalysis Dominance Analysis domino R Console Bindings for the 'Domino Command-Line Client' domir Dominance Analysis Methods donut Nearest Neighbour Search with Variables on a Torus donutsk Construct Advanced Donut Charts doofa Designs for Order-of-Addition Experiments doolkit Exploration of Dental Surface Topography door Analysis of Clinical Trials with the Desirability of Outcome Ranking Methodology dormancy Detection and Analysis of Dormant Patterns in Data doseSens Conduct Sensitivity Analysis with Continuous Exposures and Binary or Continuous Outcomes dosearch Causal Effect Identification from Multiple Incomplete Data Sources dosedesignR Interactive Designing of Dose Finding Studies dosresmeta Multivariate Dose-Response Meta-Analysis dostats Compute Statistics Helper Functions dotCall64 Enhanced Foreign Function Interface Supporting Long Vectors dotenv Load Environment Variables from '.env' dotgen Gene-Set Analysis via Decorrelation by Orthogonal Transformation dotprofile Create and Manage Configuration Profiles dots Dot Density Maps dotsViolin Dot Plots Mimicking Violin Plots dotty The Unpacking Dot Operator dotwhisker Dot-and-Whisker Plots of Regression Results doubcens Survivor Function Estimation for Doubly Interval-Censored Failure Time Data double.truncation Analysis of Doubly-Truncated Data doubt Enable Operators Containing the '?' Symbol douconca Double Constrained Correspondence Analysis for Trait-Environment Analysis in Ecology doudpackage Create Elegant Table 1 in HTML for Bio-Statistics downlit Syntax Highlighting and Automatic Linking downloader Download Files over HTTP and HTTPS downloadthis Implement Download Buttons in 'rmarkdown' downscale Downscaling Species Occupancy downsize A Tool to Downsize Large Analysis Projects for Testing dowser B Cell Receptor Phylogenetics Toolkit dpGMM Dynamic Programming Based Gaussian Mixture Modelling Tool for 1D and 2D Data dparser Port of 'Dparser' Package dpasurv Dynamic Path Analysis of Survival Data via Aalen's Additive Hazards Model dpcR Digital PCR Analysis dpcc Dynamic Programming for Convex Clustering dpcid Differential Partial Correlation IDentification dpdr Interface to Health Canada Drug Product Database API dpkg Create, Stow, and Read Data Packages dplR Dendrochronology Program Library in R dplyr A Grammar of Data Manipulation dplyrAssist RStudio Addin for Teaching and Learning Data Manipulation Using 'dplyr' dpm Dynamic Panel Models Fit with Maximum Likelihood dppca Differentially Private Principal Component Analysis Visualization dppmix Determinantal Point Process Mixture Models dprop Computation of Some Important Distributional Properties dpseg Piecewise Linear Segmentation by Dynamic Programming dqcheckr Automated Data Quality Checks for Recurring Dataset Deliveries dqrng Fast Pseudo Random Number Generators dr Methods for Dimension Reduction for Regression dr4pl Dose Response Data Analysis using the 4 Parameter Logistic (4pl) Model drMAIC Doubly Robust Matching-Adjusted Indirect Comparison for HTA dracor Decode Draco Format 3D Mesh Data dragonking Statistical Tools to Identify Dragon Kings dragracer Data Sets for RuPaul's Drag Race dragulaR Drag and Drop Elements in 'Shiny' using 'Dragula Javascript Library' drake A Pipeline Toolkit for Reproducible Computation at Scale drape Doubly Robust Average Partial Effects drat 'Drat' R Archive Template drawer An Interactive HTML Image Editing Tool drawsample Draw Samples with the Desired Properties from a Data Set drc Analysis of Dose-Response Curves drcSeedGerm Utilities for Data Analyses in Seed Germination/Emergence Assays drcarlate Improving Estimation Efficiency in CAR with Imperfect Compliance drclust Simultaneous Clustering and (or) Dimensionality Reduction drcte Statistical Approaches for Time-to-Event Data in Agriculture drda Dose-Response Data Analysis dream Dynamic Relational Event Analysis and Modeling dreamer Dose Response Models for Bayesian Model Averaging dreamerr Error Handling Made Easy drf Distributional Random Forests drgee Doubly Robust Generalized Estimating Equations drglm Fitting Linear and Generalized Linear Models in "Divide and Recombine" Approach to Large Data Sets drhur Learning R with Dr. Hu drhutools Political Science Academic Research Gears drifter Concept Drift and Concept Shift Detection for Predictive Models drimmR Estimation, Simulation and Reliability of Drifting Markov Models driveR Prioritizing Cancer Driver Genes Using Genomics Data drmeta Design-Robust Meta-Analysis via Variance-Function Models drogonR High-Performance HTTP Server for R via 'Drogon' droll Analyze Roll Distributions drone Data for Data Visualisation Geometries Encyclopedia dropR Dropout Analysis by Condition dropout Handling Incomplete Responses in Survey Data Analysis droptest Simulates LOX Drop Testing drord Doubly-Robust Estimators for Ordinal Outcomes drought Statistical Modeling and Assessment of Drought drpop Efficient and Doubly Robust Population Size Estimation drrglm Doubly Regularized Matrix-Variate Regression drtmle Doubly-Robust Nonparametric Estimation and Inference drugDemand Drug Demand Forecasting drugdevelopR Utility-Based Optimal Phase II/III Drug Development Planning drugsens Automated Analysis of 'QuPath' Output Data and Metadata Extraction drumr Turn R into a Drum Machine ds Descriptive Statistics ds4psy Data Science for Psychologists dsBase 'DataSHIELD' Server Side Base Functions dsBaseClient 'DataSHIELD' Client Side Base Functions dsROCrate 'DataSHIELD' RO-Crate Governance Functions dsTidyverse 'DataSHIELD' 'Tidyverse' Server-Side Package dsTidyverseClient 'DataSHIELD' 'Tidyverse' Clientside Package dsa Seasonal Adjustment of Daily Time Series dsample Discretization-Based Direct Random Sample Generation dsb Normalize & Denoise Droplet Single Cell Protein Data (CITE-Seq) dscore D-Score for Child Development dscoreMSM Survival Proximity Score Matching in Multi-State Survival Model dsem Dynamic Structural Equation Models dsge Dynamic Stochastic General Equilibrium Models dsims Distance Sampling Simulations dslabs Data Science Labs dslice Dynamic Slicing dsm Density Surface Modelling of Distance Sampling Data dsmmR Estimation and Simulation of Drifting Semi-Markov Models dsos Dataset Shift with Outlier Scores dsp Dynamic Shrinkage Process and Change Point Detection dspline Tools for Computations with Discrete Splines dsrTest Tests and Confidence Intervals on Directly Standardized Rates for Several Methods dssd Distance Sampling Survey Design dst Using the Theory of Belief Functions dstabledist The Discrete Stable Distribution Functions dstat Conditional Sensitivity Analysis for Matched Observational Studies dstat2x2xk Demonstrated Insensitivity to Bias in 2x2xK Contingency Tables dtComb Statistical Combination of Diagnostic Tests dtGAP Supervised Generalized Association Plots Based on Decision Trees dtangle Cell Type Deconvolution from Gene Expressions dtaudit Audit and Diagnostic Tools for 'data.table' Workflows dtgiw Discrete Transmuted Generalized Inverse Weibull Distribution dti Analysis of Diffusion Weighted Imaging (DWI) Data dtlg A Performance-Focused Package for Clinical Trial Tables dtlscores Scrape Deutsche Turnliga Archive dtmapi Fetching Data from the 'Displacement Tracking Matrix' dtms Discrete-Time Multistate Models dtp Dynamic Panel Threshold Model dtpcrm Dose Transition Pathways for Continual Reassessment Method dtplyr Data Table Back-End for 'dplyr' dtrSurv Dynamic Treatment Regimes for Survival Analysis dtrackr Track your Data Pipelines dtreg Interact with Data Type Registries and Create Machine-Readable Data dtsmartr Interactive Virtualized Data Explorer Grid Widget dtt Discrete Trigonometric Transforms dttr2 Manipulate Date, POSIXct and hms Vectors dtts 'data.table' Time-Series dtw Dynamic Time Warping Algorithms dtwclust Time Series Clustering Along with Optimizations for the Dynamic Time Warping Distance dual Automatic Differentiation with Dual Numbers dualScale Dual Scaling Analysis of Data dualtrees Decimated and Undecimated 2D Complex Dual-Tree Wavelet Transform duawranglr Securely Wrangle Dataset According to Data Usage Agreement dub Unpacking Assignment for Lists via Pattern Matching duckdb DBI Package for the DuckDB Database Management System duckdbfs High Performance Remote File System, Database and 'Geospatial' Access Using 'duckdb' duckduckr Simple Client for the DuckDuckGo Instant Answer API duckh3 H3 Extension of 'DuckDB' duckplyr A 'DuckDB'-Backed Version of 'dplyr' duckspatial R Interface to 'DuckDB' Database with Spatial Extension duet Analysing Non-Verbal Communication in Dyadic Interactions from Video Data dumbbell Displaying Changes Between Two Points Using Dumbbell Plots dummy Automatic Creation of Dummies with Support for Predictive Modeling dundermifflin The Office Quotes on-Demand dunlin Preprocessing Tools for Clinical Trial Data dunn.test Dunn's Test of Multiple Comparisons Using Rank Sums dupNodes Computes DNSLbetweenness, a Betweenness Measure that Includes Self-Loops dupiR Bayesian Inference from Count Data using Discrete Uniform Priors dupree Identify Duplicated R Code in a Project dverse Document a Universe of Packages dvir Disaster Victim Identification dwctaxon Edit and Validate Darwin Core Taxon Data dwdradar Read Binary Radar Files from 'DWD' (German Weather Service) dwlm Doubly Weighted Linear Model dwp Density-Weighted Proportion dySEM Dyadic Structural Equation Modeling dyadicMarkov Pattern Identification for Dyadic Sequences Using Transition Matrices dyads Dyadic Network Analysis dycdtools Calibration Assistant and Post-Processing Tool for Aquatic Ecosystem Model DYRESM-CAEDYM dydea Detection of Chaotic and Regular Intervals in the Data dygraphs Interface to 'Dygraphs' Interactive Time Series Charting Library dymo Dynamic Mode Decomposition Forecasting with Conformal Predictive Sampling dyn Time Series Regression dynBiplotGUI Full Interactive GUI for Dynamic Biplot in R dynConfiR Dynamic Models for Confidence and Response Time Distributions dynCorr Dynamic Correlation Package dynRB Dynamic Range Boxes dynaSpec Dynamic Spectrogram Visualizations dynaTree Dynamic Trees for Learning and Design dynafluxr Retrieve Reaction Rate Dynamics from Metabolite Concentration Time Courses dynamac Dynamic Simulation and Testing for Single-Equation ARDL Models dynamicSDM Species Distribution and Abundance Modelling at High Spatio-Temporal Resolution dynamicTreeCut Methods for Detection of Clusters in Hierarchical Clustering Dendrograms dynamicpv Evaluates Present Values and Health Economic Models with Dynamic Pricing and Uptake dynamite Bayesian Modeling and Causal Inference for Multivariate Longitudinal Data dynasim Dynamics Similarity Coefficient dynatop An Implementation of Dynamic TOPMODEL Hydrological Model in R dynatopGIS Algorithms for Helping Build Dynamic TOPMODEL Implementations from Spatial Data dyndimred Dimensionality Reduction Methods in a Common Format dynemu Emulation of Dynamic Simulators via One-Step-Ahead Approach dynetNLAResistance Resisting Neighbor Label Attack in a Dynamic Network dyngen A Multi-Modal Simulator for Spearheading Single-Cell Omics Analyses dynlm Dynamic Linear Regression dynmix Estimation of Dynamic Finite Mixtures dynpanel Dynamic Panel Data Models dynparam Creating Meta-Information for Parameters dynr Dynamic Models with Regime-Switching dynsbm Dynamic Stochastic Block Models dynsim Dynamic Simulations of Autoregressive Relationships dynsurv Dynamic Models for Survival Data dyntaper Dynamic Stem Profile Models, AKA Tree Taper Equations dynutils Common Functionality for the 'dynverse' Packages dynwrap Representing and Inferring Single-Cell Trajectories e1071 Misc Functions of the Department of Statistics, Probability Theory Group (Formerly: E1071), TU Wien e2tree Explainable Ensemble Trees eAnalytics Dynamic Web-Based Analytics for the Energy Industry eBsc "Empirical Bayes Smoothing Splines with Correlated Errors" eCAR Eigenvalue CAR Models eCV Enhanced Coefficient of Variation and IDR Extensions for Reproducibility Assessment eCerto Statistical Tests for the Production of Reference Materials eChem Simulations for Electrochemistry Experiments eClosure Methods Based on the e-Closure Principle eDITH Model Transport of Environmental DNA in River Networks eDMA Dynamic Model Averaging with Grid Search eDNAfuns Working with Metabarcoding Data in a Tidy Format eDNAjoint Joint Modeling of Traditional and Environmental DNA Survey Data in a Bayesian Framework eFCM Exponential Factor Copula Model eFRED Fetch Data from the Federal Reserve Economic Database eGST Leveraging eQTLs to Identify Individual-Level Tissue of Interest for a Complex Trait eHDPrep Quality Control and Semantic Enrichment of Datasets eLNNpairedCov Model-Based Gene Selection for Paired Data eList List Comprehension and Tools eNchange Ensemble Methods for Multiple Change-Point Detection ePCR Ensemble Penalized Cox Regression for Survival Prediction eRTG3D Empirically Informed Random Trajectory Generation in 3-D eRm Extended Rasch Modeling eSDM Ensemble Tool for Predictions from Species Distribution Models eSIR Extended State-Space SIR Models eVCGsampler VCG Sampling using Energy-Based Covariate Balancing eadrm Fitting Dose-Response Models Using an Evolutionary Algorithm eaf Plots of the Empirical Attainment Function eam Evidence Accumulation Models earlyR Estimation of Transmissibility in the Early Stages of a Disease Outbreak earlygating Properties of Bayesian Early Gating Designs earth Multivariate Adaptive Regression Splines earthUI Interactive 'shiny' GUI for the 'earth' Package earthdatalogin NASA 'EarthData' Access Utilities earthtide Parallel Implementation of 'ETERNA 3.40' for Prediction and Analysis of Earth Tides earthtones Derive a Color Palette from a Particular Location on Earth easy.glmnet Functions to Simplify the Use of 'glmnet' for Machine Learning easy.utils Frequently Used Functions for Easy R Programming easyAHP Analytic Hierarchy Process (AHP) easyCODA Compositional Data Analysis in Practice easyComment Generate Comment Boxes with Custom Alignment easyDes An Easy Way to Descriptive Analysis easyEWAS Perform and Visualize EWAS Analysis easyLSEA Lipid Set Enrichment Analysis with Dual KS and 'fgsea' Engines easyNCDF Tools to Easily Read/Write NetCDF Files into/from Multidimensional R Arrays easyORtables Easy Odds Ratio Tables easyPSID Reading, Formatting, and Organizing the Panel Study of Income Dynamics (PSID) easyPubMed Search and Retrieve Scientific Publication Records from PubMed easyRasch2 Psychometric Analysis with Rasch Measurement Theory easyRaschBayes Bayesian Rasch Analysis Using 'brms' easyRef Easy Reference Generation for R Packages easySVG An Easy SVG Basic Elements Generator easyScieloPack Easy Interface to Search 'SciELO' Database easySdcTable Easy Interface to the Statistical Disclosure Control Package 'sdcTable' Extended with Own Implementation of 'GaussSuppression' easyVerification Ensemble Forecast Verification for Large Data Sets easyViz Easy Visualization of Conditional Effects from Regression Models easyalluvial Generate Alluvial Plots with a Single Line of Code easyanova Analysis of Variance and Other Important Complementary Analyses easybgm Extracting and Visualizing Bayesian Graphical Models easybio Comprehensive Single-Cell Annotation and Transcriptomic Analysis Toolkit easycensus Quickly Find, Extract, and Marginalize U.S. Census Tables easyclimate Easy Access to High-Resolution Daily Climate Data for Europe easydb Easily Connect to Common Types of Databases easylabel Interactive Scatter Plot and Volcano Plot Labels easynem Nematode Community Analysis easynls Easy Nonlinear Model easypackages Easy Loading and Installing of Packages easypower Sample Size Estimation for Experimental Designs easyr Helpful Functions from Oliver Wyman Actuarial Consulting easyreg Easy Regression easystats Framework for Easy Statistical Modeling, Visualization, and Reporting easysurv Simplify Survival Data Analysis and Model Fitting easytable Create Multi-Format Regression Tables eat Efficiency Analysis Trees eatATA Create Constraints for Small Test Assembly Problems eatDB Spreadsheet Interface for Relational Databases eatGADS Data Management of Large Hierarchical Data eatRep Educational Assessment Tools for Replication Methods eatTools Miscellaneous Functions for the Analysis of Educational Assessments ebGenotyping Genotyping and SNP Detection using Next Generation Sequencing Data ebTobit Empirical Bayesian Tobit Matrix Estimation eba Elimination-by-Aspects Models ebal Entropy Reweighting to Create Balanced Samples ebci Robust Empirical Bayes Confidence Intervals ebdbNet Empirical Bayes Estimation of Dynamic Bayesian Networks ebdm Estimating Bivariate Dependency from Marginal Data ebirdst Access and Analyze eBird Status and Trends Data Products ebm Explainable Boosting Machines ebmc Ensemble-Based Methods for Class Imbalance Problem ebmstate Empirical Bayes Multi-State Cox Model ebnm Solve the Empirical Bayes Normal Means Problem ebrahim.gof Ebrahim-Farrington Goodness-of-Fit Test for Logistic Regression ebvcube Working with netCDF for Essential Biodiversity Variables ebx 'Earth Blox' API Client ec50estimator An Automated Way to Estimate EC50 for Stratified Datasets ecan Ecological Analysis and Visualization ecb Programmatic Access to the European Central Bank's Data Portal ecce Translate English Sentence into Chinese, or Translate Chinese Sentence into English ecdfHT Empirical CDF for Heavy Tailed Data ecespa Functions for Spatial Point Pattern Analysis echarts4r Create Interactive Graphs with 'Echarts JavaScript' Version 6 echarty Minimal R/Shiny Interface to JavaScript Library 'ECharts' echelon The Echelon Analysis and the Detection of Spatial Clusters using Echelon Scan Method echo Echo Code Evaluations echo.find Finding Rhythms Using Extended Circadian Harmonic Oscillators (ECHO) echogram Echogram Visualisation and Analysis echoice2 Choice Models with Economic Foundation echor Access EPA 'ECHO' Data echos Echo State Networks for Time Series Modeling and Forecasting ecic Extended Changes-in-Changes ecipex Efficient Calculation of Fine Structure Isotope Patterns via Fourier Transforms of Simplex-Based Elemental Models eclipseplot Graphical Visualizations for ROBUST-RCT Risk of Bias Assessments ecm Build Error Correction Models ecmwfr Interface to 'ECMWF' and 'CDS' Data Web Services eco Ecological Inference in 2x2 Tables ecoCopula Graphical Modelling and Ordination using Copulas ecoTolerance Ecological Tolerance Indices ecoXCorr Lagged Cross-Correlation Analysis of Environmental Time Series ecocbo Calculating Optimum Sampling Effort in Community Ecology ecochange Integrating Ecosystem Remote Sensing Products to Derive EBV Indicators ecocomDP Tools to Create, Use, and Convert ecocomDP Data ecode Ordinary Differential Equation Systems in Ecology ecodist Dissimilarity-Based Functions for Ecological Analysis ecodive Parallel and Memory-Efficient Ecological Diversity Metrics ecolMod "A Practical Guide to Ecological Modelling - Using R as a Simulation Platform" ecolRxC Ecological Inference of RxC Tables by Latent Structure Approaches ecolTest Community Ecology Tests ecolottery Coalescent-Based Simulation of Ecological Communities econdatasets Easily Download 'EconDataverse' Datasets econdataverse Easily Load and Install the 'EconDataverse' econet Estimation of Parameter-Dependent Network Centrality Measures econid Economic Entity Identifier Standardization economiccomplexity Computational Methods for Economic Complexity econtools Enrich and Analyze Sovereign-Level Economic Data econullnetr Null Model Analysis for Ecological Networks ecopower Power Estimates and Equivalence Testing for Multivariate Data ecoreg Ecological Regression using Aggregate and Individual Data ecoregime Analysis of Ecological Dynamic Regimes ecorest Conducts Analyses Informing Ecosystem Restoration Decisions ecorisk Risk Assessments for Ecosystems or Ecosystem Components ecos Economic Statistics System of the Bank of Korea ecosim Toolbox for Aquatic Ecosystem Modeling ecospace Simulating Community Assembly and Ecological Diversification Using Ecospace Frameworks ecospat Spatial Ecology Miscellaneous Methods ecostate State-Space Mass-Balance Model for Marine Ecosystems ecostats Code and Data Accompanying the Eco-Stats Text (Warton 2022) ecostatscale Statistical Scaling Functions for Ecological Systems ecoteach Educational Datasets for Ecology and Agriculture ecotourism Collection of Data on Wildlife Sightings, Tourism Counts, and Weather from Australia ecotox Analysis of Ecotoxicology ecotoxicology Methods for Ecotoxicology ecotraj Ecological Trajectory Analysis ecotrends Temporal Trends in Ecological Niche Models ecoval Procedures for Ecological Assessment of Surface Waters ecp Non-Parametric Multiple Change-Point Analysis of Multivariate Data ecpdist Extended Chen-Poisson Lifetime Distribution ecr Evolutionary Computation in R ectotemp Quantitative Estimates of Small Ectotherm Temperature Regulation Effectiveness ed50 Estimate ED50 and Its Confidence Interval ed50simulation Estimate ED50 and Its Confidence Interval eda4treeR Experimental Design and Analysis for Tree Improvement edar Convenient Functions for Exploratory Data Analysis edcpR Ecological Data Collection and Processing Package eddington Compute a Cyclist's Eddington Number edeaR Exploratory and Descriptive Event-Based Data Analysis edecob Event Detection Using Confidence Bounds edf Read Data from European Data Format (EDF and EDF+) Files edfReader Reading EDF(+) and BDF(+) Files edfinr Access Tidy Education Finance Data edgar Tool for the U.S. SEC EDGAR Retrieval and Parsing of Corporate Filings edgarWebR SEC Filings Access edgarfundamentals Retrieve Fundamental Financial Data from SEC 'EDGAR' edgeCorr Spatial Edge Correction edgeR Empirical Analysis of Digital Gene Expression Data in R edgebundle Algorithms for Bundling Edges in Networks and Visualizing Flow and Metro Maps edgebundleR Circle Plot with Bundled Edges edgedata Datasets that Support the EDGE Server DIY Logic edgemodelr Local Large Language Model Inference Engine edibble Encapsulating Elements of Experimental Design ediblecity Modeling Urban Agriculture at City Scale edina Bayesian Estimation of an Exploratory Deterministic Input, Noisy and Gate Model editData 'RStudio' Addin for Editing a 'data.frame' editbl 'DT' Extension for CRUD (Create, Read, Update, Delete) Applications in 'shiny' editrules Parsing, Applying, and Manipulating Data Cleaning Rules edl Toolbox for Error-Driven Learning Simulations with Two-Layer Networks edlibR R Integration for Edlib, the C/C++ Library for Exact Pairwise Sequence Alignment using Edit (Levenshtein) Distance edmdata Data Sets for Psychometric Modeling edstan Stan Models for Item Response Theory educabR Download and Process Brazilian Education Data from INEP educationR A Comprehensive Collection of Educational Datasets educationdata Retrieve Records from the Urban Institute's Education Data Portal API educineq Compute and Decompose Inequality in Education edwards97 Langmuir Semi-Empirical Coagulation Model eefAnalytics Robust Analytical Methods for Evaluating Educational Interventions using Randomised Controlled Trials Designs eegkit Toolkit for Electroencephalography Data eegkitdata Electroencephalography Toolkit Datasets eemR Tools for Pre-Processing Emission-Excitation-Matrix (EEM) Fluorescence Data eemdARIMA EEMD Based Auto Regressive Integrated Moving Average Model eemdTDNN EEMD and Its Variant Based Time Delay Neural Network Model eeptools Convenience Functions for Education Data ef Modelling Framework for the Estimation of Salmonid Abundance efdm Simulate Forest Resources with the European Forestry Dynamics Model eff2 Efficient Least Squares for Total Causal Effects effClust Calculate Effective Number of Clusters for a Linear Model effectcheck Statistical Consistency Checker for Published Research Results effectplots Effect Plots effects Effect Displays for Linear, Generalized Linear, and Other Models effectsize Indices of Effect Size effectsizescr Indices for Single-Case Research effsize Efficient Effect Size Computation ega Error Grid Analysis egg Extensions for 'ggplot2': Custom Geom, Custom Themes, Plot Alignment, Labelled Panels, Symmetric Scales, and Fixed Panel Size eglhmm Extended Generalised Linear Hidden Markov Models egnyte Read and Write Files from 'Egnyte' egor Import and Analyse Ego-Centered Network Data eha Event History Analysis ehaGoF Calculates Goodness of Fit Statistics ehelp Enhanced Help to Enable "Docstring"-Comments in Users Functions ehymet Methodologies for Functional Data Based on the Epigraph and Hypograph Indices ei Ecological Inference ei.Datasets Real Datasets for Assessing Ecological Inference Algorithms eiCircles Ecological Inference of RxC Tables by Overdispersed-Multinomial Models eiExpand Utilities for Expanding Functionality of 'eiCompare' eiIT Ecological Inference via Information Theory eiPack Ecological Inference and Higher-Dimension Data Management eia API Wrapper for U.S. Energy Information Administration ('EIA') Open Data eicm Explicit Interaction Community Models eigenmodel Semiparametric Factor and Regression Models for Symmetric Relational Data eikosograms Visualizing Probabilities, Frequencies, and Conditional Independence for Categorical Variates eimpute Efficiently Impute Large Scale Incomplete Matrix einops Flexible, Powerful, and Readable Tensor Operations einsum Einstein Summation eiopaR Access to RFR (Risk-Free Rate) Curves Produced by the EIOPA eiopt2 Ecological Inference for RxC Tables via Nonlinear Quadratic Optimization eirm Explanatory Item Response Modeling for Dichotomous and Polytomous Items eive An Algorithm for Reducing Errors-in-Variable Bias in Simple and Multiple Linear Regressions eixport Export Emissions to Atmospheric Models eks Tidy and Geospatial Kernel Smoothing elaborator A 'shiny' Application for Exploring Laboratory Data elasdics Elastic Analysis of Sparse, Dense and Irregular Curves elasso Enhanced Least Absolute Shrinkage and Selection Operator Regression Model elastes Elastic Full Procrustes Means for Sparse and Irregular Planar Curves elastic Database Interface to 'Elasticsearch' and 'OpenSearch' elasticnet Elastic-Net for Sparse Estimation and Sparse PCA elcf4R Electricity Load Curves Forecasting at Individual Level elect Estimation of Life Expectancies Using Multi-State Models elections USA Presidential Elections Data electionsBR R Functions to Download and Clean Brazilian Electoral Data electivity Algorithms for Electivity Indices electoral Allocating Seats Methods and Party System Scores elevatr Access Elevation Data from Various APIs elexr Load Associated Press Election Results with Elex elfDistr Kumaraswamy Complementary Weibull Geometric (Kw-CWG) Probability Distribution elfgen Ecological Limit Function Model Generation and Analysis Toolkit elgbd Empirical Likelihood for General Block Designs elhmc Sampling from a Empirical Likelihood Bayesian Posterior of Parameters Using Hamiltonian Monte Carlo elisr Exploratory Likert Scaling elitism Equipment for Logarithmic and Linear Time Stepwise Multiple Hypothesis Testing elixir Transmutation of Languages elliplot Ellipse Summary Plot of Quantiles ellipse Functions for Drawing Ellipses and Ellipse-Like Confidence Regions ellipsis Tools for Working with ... elliptic Weierstrass and Jacobi Elliptic Functions ellipticalsymmetry Elliptical Symmetry Tests ellmer Chat with Large Language Models elmNNRcpp The Extreme Learning Machine Algorithm elo Ranking Teams by Elo Rating and Comparable Methods elrm Exact Logistic Regression via MCMC elsa Entropy-Based Local Indicator of Spatial Association eltr Utilise Catastrophe Model Event Loss Table Outputs emBALVI EM Bayesian Adaptive LASSO Variational Inference Based GWAS emBayes Robust Bayesian Variable Selection via Expectation-Maximization emIRT EM Algorithms for Estimating Item Response Theory Models emailjsr 'emailjs' Support emailvalidation Client for the 'emailalvalidation.io' E-Mail Validation API emayili Send Email Messages embed Extra Recipes for Encoding Predictors embryogrowth Tools to Analyze the Thermal Reaction Norm of Embryo Growth emburden Energy Burden Analysis Using Net Energy Return Methodology emcAdr Evolutionary Version of the Metropolis-Hastings Algorithm emdbook Support Functions and Data for "Ecological Models and Data" emdi Estimating and Mapping Disaggregated Indicators emdist Earth Mover's Distance ememax Estimation for Binary Emax Models with Missing Responses and Bias Reduction emery Accuracy Statistic Estimation for Imperfect Gold Standards emf Ecosystem Multifunctionality: Richness, Divergence, and Regularity emg Exponentially Modified Gaussian (EMG) Distribution emhawkes Exponential Multivariate Hawkes Model emld Ecological Metadata as Linked Data emln Organize, Handle, and Explore Ecological Multilayer Networks emmeans Estimated Marginal Means, aka Least-Squares Means emoa Evolutionary Multiobjective Optimization Algorithms emodnet.wfs Access 'EMODnet' Web Feature Service Data emoji Data and Function to Work with Emojis emojifont Emoji and Font Awesome in Graphics emon Tools for Environmental and Ecological Survey Design emov Eye Movement Analysis Package for Fixation and Saccade Detection emphatic Exploratory Analysis of Tabular Data using Colour Highlighting empichar Evaluates the Empirical Characteristic Function for Multivariate Samples emplik Empirical Likelihood Ratio for Censored/Truncated Data emplik2 Empirical Likelihood Ratio Test for Two-Sample U-Statistics with Censored Data emplikAUC Empirical Likelihood Ratio Test/Confidence Interval for AUC or pAUC emplikCS Empirical Likelihood with Current Status Data for Mean, Probability, Hazard emreliability Test Reliability and CSEM in Educational Measurement ems Epimed Solutions Collection for Data Editing, Analysis, and Benchmark of Health Units emstreeR Tools for Fast Computing and Visualizing Euclidean Minimum Spanning Trees emuR Main Package of the EMU Speech Database Management System emulator Bayesian Emulation of Computer Programs enaho Encuesta Nacional de Hogares (Peruvian Home National Survey) encharter Enhanced Office Open XML Charting for 'openxlsx2' encode Represent Ordered Lists and Pairs as Strings encryptedRmd Encrypt Html Reports Using 'Libsodium' encryptr Easily Encrypt and Decrypt Data Frame/Tibble Columns or Files using RSA Public/Private Keys enderecobr Padronizador de Endereços Brasileiros (Brazilian Addresses Standardizer) endogeneity Recursive Two-Stage Models to Address Endogeneity endorse Bayesian Measurement Models for Analyzing Endorsement Experiments endtoend Transmissions and Receptions in an End to End Network energy E-Statistics: Multivariate Inference via the Energy of Data energyGOF Goodness-of-Fit Tests for Univariate Data via Energy energymethod Two-Sample Test of many Functional Means using the Energy Method energyr Data Published by the United States Federal Energy Regulatory Commission enerscape Compute Energy Landscapes enetLTS Robust and Sparse Methods for High Dimensional Linear and Binary and Multinomial Regression english Translate Integers into English engression Engression Modelling enhancer Mixed-Effects Models Enhancing Functions enmSdmX Species Distribution Modeling and Ecological Niche Modeling enmpa Ecological Niche Modeling using Presence-Absence Data enpls Ensemble Partial Least Squares Regression enrichR Provides an R Interface to 'Enrichr' enrichit 'C++' Implementations of Functional Enrichment Analysis enrichplot Visualization of Functional Enrichment Result enrichwith Methods to Enrich R Objects with Extra Components ensModelVis Visualisations for Model Ensembles ensembleBMA Probabilistic Forecasting using Ensembles and Bayesian Model Averaging ensembleML Unified Interface for Ensemble Machine Learning Methods ensembleMOS Ensemble Model Output Statistics ensembleTax Ensemble Taxonomic Assignments of Amplicon Sequencing Data ensemblepp Ensemble Postprocessing Data Sets enshuman Human Gene Annotation Data from 'Ensembl' ensr Elastic Net SearcheR entropart Entropy Partitioning to Measure Diversity entropy Estimation of Entropy, Mutual Information and Related Quantities entrymodels Estimate Entry Models envDocument Document the R Working Environment envalysis Miscellaneous Functions for Environmental Analyses enveomics.R Various Utilities for Microbial Genomics and Metagenomics envi Environmental Interpolation using Spatial Kernel Density Estimation enviGCMS GC/LC-MS Data Analysis for Environmental Science enviPat Isotope Pattern, Profile and Centroid Calculation for Mass Spectrometry envir Manage R Environments Better envirem Generation of ENVIREM Variables envnames Keep Track of User-Defined Environment Names envoutliers Methods for Identification of Outliers in Environmental Data envsetup Support the Setup of the R Environment for Clinical Trial Programming Workflows envstat Configurable Reporting on your External Compute Environment envvar Make Working with Environment Variables Easier and More Consistent eoR Data Management Package (Exposure and Occurrence Data in R) eoa3 Wildlife Mortality Estimator for Low Fatality Rates and Imperfect Detection eodhdR2 Official R API for Fetching Data from 'EODHD' eoffice Export or Graph and Tables to 'Microsoft' Office and Import Figures and Tables epade Easy Plots epandist Statistical Functions for the Censored and Uncensored Epanechnikov Distribution epanet2toolkit Call 'EPANET' Functions to Simulate Pipe Networks epanetReader Read Epanet Files into R epca Exploratory Principal Component Analysis epe4md EPE's 4MD Model to Forecast the Adoption of Distributed Generation eph Argentina's Permanent Household Survey Data and Manipulation Utilities epiCo Statistical and Viz Tools for Vector-Borne Diseases in Colombia epiDeaths Functions for Calculating Mortality Indicators epiDisplay Epidemiological Data Display Package epiR Tools for the Analysis of Epidemiological Data epibasix Elementary Epidemiological Functions for Epidemiology and Biostatistics epicR Evaluation Platform in Chronic Obstructive Pulmonary Disease epicasting Ewnet: An Ensemble Wavelet Neural Network for Forecasting and Epicasting epichains Simulating and Analysing Transmission Chain Statistics Using Branching Process Models epicmodel Causal Modeling in Epidemiology epicontacts Handling, Visualisation and Analysis of Epidemiological Contacts epidata Tools to Retrieve Economic Policy Institute Data Library Extracts epidatr Client for Delphi's 'Epidata' API epidict Epidemiology Data Dictionaries and Random Data Generators epidm UK Epidemiological Data Management epifitter Analysis and Simulation of Plant Disease Progress Curves epiflows Predicting Disease Spread from Flow Data epigraphdb Interface Package for the 'EpiGraphDB' Platform epigrowthfit Nonlinear Mixed Effects Models of Epidemic Growth epikit Miscellaneous Helper Tools for Epidemiologists epilogi The 'epilogi' Variable Selection Algorithm for Continuous Data epimdr Functions and Data for "Epidemics: Models and Data in R" epimdr2 Functions and Data for "Epidemics: Models and Data in R (2nd Edition)" epinet Epidemic/Network-Related Tools epinetr Epistatic Network Modelling with Forward-Time Simulation epiomics Analysis of Omics Data in Observational Studies epiparameter Classes and Helper Functions for Working with Epidemiological Parameters epiparameterDB Database of Epidemiological Parameters epiphy Analysis of Plant Disease Epidemics episensr Basic Sensitivity Analysis of Epidemiological Results episomer Early Detection of Public Health Threats from Social Media Data epitab Flexible Contingency Tables for Epidemiology epitabulate Tables for Epidemiological Analysis epitools Epidemiology Tools epitraxr Manipulate 'EpiTrax' Data and Generate Reports epitrix Small Helpers and Tricks for Epidemics Analysis epiviz Data Visualisation Functions for Epidemiological Data Science Products epiworldR Fast Agent-Based Epi Models epiworldRShiny A 'shiny' Wrapper of the R Package 'epiworldR' epiworldRcalibrate Fast and Effortless Calibration of Agent-Based Models using Machine Learning epizootic Spatially Explicit Population Models of Disease Transmission in Wildlife eplusr A Toolkit for Using Whole Building Simulation Program 'EnergyPlus' eply Apply a Function Over Expressions epm EcoPhyloMapper epmfd Exploratory and Person/Item Misfit Diagnostics for Polytomous Data epmrob Robust Estimation of Probit Models with Endogeneity epo Enhanced Portfolio Optimization (EPO) epocakir Clinical Coding of Patients with Kidney Disease eponge Keep Your Environment Clean epos Epilepsy Ontologies' Similarities epoxy String Interpolation for Documents, Reports and Apps eppoFindeR Interface to the EPPO Database and Public APIs epr Easy Polynomial Regression epsiwal Exact Post Selection Inference with Applications to the Lasso epts Educational Platform Trials Simulator epubr Read EPUB File Metadata and Text epxToR Import 'Epidata' XML Files '.epx' eq5d Methods for Analysing 'EQ-5D' Data and Calculating 'EQ-5D' Index Scores eq5dsuite Handling and Analysing EQ-5d Data eqtesting Equivalence Testing Functions equalCovs Testing the Equality of Two Covariance Matrices equatags Equations to 'XML' equate Observed-Score Linking and Equating equateIRT IRT Equating Methods equateMultiple Equating of Multiple Forms equatiomatic Transform Models into 'LaTeX' Equations equiBSPD Equivalent Estimation Balanced Split Plot Designs equil2 Calculate Urinary Saturation with the EQUIL2 Algorithm equivUMP Uniformly Most Powerful Invariant Tests of Equivalence equivalence Provides Tests and Graphics for Assessing Tests of Equivalence equivalenceTest Equivalence Test for the Means of Two Normal Distributions era Year-Based Time Scales erah Automated Spectral Deconvolution, Alignment, and Metabolite Identification in GC/MS-Based Untargeted Metabolomics eratosthenes Archaeological Synchronism erboost Nonparametric Multiple Expectile Regression via ER-Boost ercv Fitting Tails by the Empirical Residual Coefficient of Variation erer Empirical Research in Economics with R ergMargins Process Analysis for Exponential Random Graph Models ergm Fit, Simulate and Diagnose Exponential-Family Models for Networks ergm.count Fit, Simulate and Diagnose Exponential-Family Models for Networks with Count Edges ergm.ego Fit, Simulate and Diagnose Exponential-Family Random Graph Models to Egocentrically Sampled Network Data ergm.multi Fit, Simulate and Diagnose Exponential-Family Models for Multiple or Multilayer Networks ergm.rank Fit, Simulate and Diagnose Exponential-Family Models for Rank-Order Relational Data ergm.sign Exponential-Family Models for Signed Networks ergmclust Exponential-Family Random Graph Models for Network Clustering ergmgp Tools for Modeling ERGM Generating Processes ergmharris Local Health Department network data set ergmito Exponential Random Graph Models for Small Networks erify Check Arguments and Generate Readable Error Messages ern Effective Reproduction Number Estimation ernm Exponential-Family Random Network Models errorist Automatically Search Errors or Warnings errorlocate Locate Errors with Validation Rules errors Uncertainty Propagation for R Vectors errum Exploratory Reduced Reparameterized Unified Model Estimation ervissexplore Retrieve and Explore ERVISS Respiratory Virus Surveillance Data es.dif Compute Effect Sizes of the Difference esDesign Adaptive Enrichment Designs with Sample Size Re-Estimation esaddle Extended Empirical Saddlepoint Density Approximations esaps Indicators of Electoral Systems and Party Systems esback Expected Shortfall Backtesting esc Effect Size Computation for Meta Analysis escalation A Modular Approach to Dose-Finding Clinical Trials esci Estimation Statistics with Confidence Intervals eseis Environmental Seismology Toolbox eselect Adaptive Clinical Trial Designs with Endpoint Selection and Sample Size Reassessment esem Exploratory Structural Equation Modeling ESEM esemifar Smoothing Long-Memory Time Series eshrink Shrinkage for Effect Estimation esmisc Misc Functions of Eduard Szöcs esmprep Data Preparation During and After the Use of the Experience Sampling Methodology (ESM) esmtools Preprocessing Experience Sampling Method (ESM) Data espadon Easy Study of Patient DICOM Data in Oncology esquisse Explore and Visualize Your Data Interactively esreg Joint Quantile and Expected Shortfall Regression ess Efficient Stepwise Selection in Decomposable Models essHist The Essential Histogram essentialstools Datasets and Utilities for Essentials of Statistics for the Behavioral Sciences essurvey Download Data from the European Social Survey on the Fly estadistica Fundamentos de estadística descriptiva e inferencial estar Ecological Stability Metrics estatapi R Interface to e-Stat API estats Fast and Light-Weight Energy Statistics estimability Tools for Assessing Estimability of Linear Predictions estimateW Estimation of Spatial Weight Matrices estimators Parameter Estimation estimatr Fast Estimators for Design-Based Inference estimraw Estimation of Four-Fold Table Cell Frequencies (Raw Data) from Effect Size Measures estmeansd Estimating the Sample Mean and Standard Deviation from Commonly Reported Quantiles in Meta-Analysis estprod Estimation of Production Functions esviz Plotting Functions for Climate Science and Services et.nwfva Forest Yield Tables for Northwest Germany and their Application etable Easy Table etasFLP Mixed FLP and ML Estimation of ETAS Space-Time Point Processes for Earthquake Description ethiodate Working with Ethiopian Dates ethnobotanyR Ethnobotanical Analysis, Decision-Framing, and TEK Modeling etl Extract-Transform-Load Framework for Medium Data etm Empirical Transition Matrix etrader 'ETRADE' API Interface for R etree Classification and Regression with Structured and Mixed-Type Data etrm Energy Trading and Risk Management etrunct Computes Moments of Univariate Truncated t Distribution etsi Efficient Testing Using Surrogate Information etwfe Extended Two-Way Fixed Effects eudract Creates Safety Results Summary in XML to Upload to EudraCT, or ClinicalTrials.gov eufmdis.adapt Analyse 'EuFMDiS' Output Files via a Shiny App eulerr Area-Proportional Euler and Venn Diagrams with Ellipses eummd Efficient Univariate Maximum Mean Discrepancy eunis.habitats EUNIS Habitat Classification eurodata Fast and Easy Eurostat Data Import and Search euroleaguer 'Euroleague basketball API' europepmc R Interface to the Europe PubMed Central RESTful Web Service europop Historical Populations of European Cities, 1500-1800 eurostat Tools for Eurostat Open Data eva Extreme Value Analysis with Goodness-of-Fit Testing eva3dm Evaluation of 3D Meteorological and Air Quality Models evabic Evaluation of Binary Classifiers evacpath Least-Cost Pedestrian Evacuation Modeling evalHTE Evaluating Heterogeneous Treatment Effects evalITR Evaluating Individualized Treatment Rules evalR Evaluation of Unverified Code evaluate Parsing and Evaluation Tools that Provide More Details than the Default evapoRe Evapotranspiration R Recipes evclass Evidential Distance-Based Classification evd Functions for Extreme Value Distributions evdbayes Bayesian Analysis in Extreme Value Theory eve The Eigenvalues Entropy as a Classifier Evaluation Measure evenBreak A Posteriori Probs of Suits Breaking Evenly Across Four Hands eventInterval Sequential Event Interval Analysis eventPred Event Prediction eventTrack Event Prediction for Time-to-Event Endpoints eventdataR Event Data Repository eventglm Regression Models for Event History Outcomes eventreport Diagnose, Visualize, and Aggregate Event Report Level Data eventstream Streaming Events and their Early Classification eventstudyr Estimation and Visualization of Linear Panel Event Studies evesim Evolution Emulator: Species Diversification under an Evolutionary Relatedness Dependent Scenario evgam Generalised Additive Extreme Value Models evidenceFactors Reporting Tools for Sensitivity Analysis of Evidence Factors in Observational Studies evidenceratio Likelihood-Based Evidence Ratios for Classical Statistical Tests evident Evidence Factors in Observational Studies evilDice Test Dice Sets for Intransitive Properties evinf Inference with Extreme Value Inflated Count Data evir Extreme Values in R evitaicossa Antiassociative Algebra evmissing Extreme Value Analyses with Missing Data evmix Extreme Value Mixture Modelling, Threshold Estimation and Boundary Corrected Kernel Density Estimation evmr Extreme Value Modeling for r-Largest Order Statistics evoFE Evolutionary Feature Engineering evoTS Analyses of Evolutionary Time-Series evolMap Dynamic and Interactive Maps evola Evolutionary Algorithm evolqg Evolutionary Quantitative Genetics evolution A Client for 'Evolution Cloud API' evolvability Calculation of Evolvability Parameters evolved Open Software for Teaching Evolutionary Biology at Multiple Scales Through Virtual Inquiries evoper Evolutionary Parameter Estimation for 'Repast Simphony' Models evprof Electric Vehicle Charging Sessions Profiling and Modelling evsim Electric Vehicle Charging Sessions Simulation evt0 Mean of Order P, Peaks over Random Threshold Hill and High Quantile Estimates evtree Evolutionary Learning of Globally Optimal Trees ewens Ewens Distribution ewp An Empirical Model for Underdispersed Count Data exCon Interactive Exploration of Contour Data exact.n Exact Samples Sizes and Inference for Clinical Trials with Binary Endpoint exact2x2 Exact Tests and Confidence Intervals for 2x2 Tables exactLTRE An Exact Method for Life Table Response Experiment (LTRE) Analysis exactRankTests Exact Distributions for Rank and Permutation Tests exactamente Explore the Exact Bootstrap Method exactci Exact P-Values and Matching Confidence Intervals for Simple Discrete Parametric Cases exactextractr Fast Extraction from Raster Datasets using Polygons exametrika Test Theory Analysis and Biclustering examly Statistical Metrics and Reporting Tool exampletestr Help for Writing Unit Tests Based on Function Examples exams Automatic Generation of Exams in R exams.forge Support for Compiling Examination Tasks using the 'exams' Package exams.forge.data Sample and Precomputed Data for Use with 'exams.forge' exams.mylearn Question Generation in the 'MyLearn' XML Format exams2forms Embedding 'exams' Exercises as Forms in 'rmarkdown' or 'quarto' Documents exams2ilias ILIAS Export Interface for R/Exams exams2learnr Interface for 'exams' Exercises in 'learnr' Tutorials exams2sakai Automatic Generation of Exams in R for 'Sakai' excel2eprime Split Sentences by Factors excelR A Wrapper of the 'JavaScript' Library 'jExcel' exceldata Streamline Data Import, Cleaning and Recoding from 'Excel' excerptr Excerpt Structuring Comments from Your Code File and Set a Table of Contents excessmort Excess Mortality excluder Checks for Exclusion Criteria in Online Data excursions Excursion Sets and Contour Credibility Regions for Random Fields exdex Estimation of the Extremal Index exdqlm Extended Dynamic Quantile Linear Models executablePackeR Make 'shiny' App to Executable Program exeval External Evaluation of Population Pharmacokinetic-Pharmacodynamic (popPKPD) Models exhaustiveRasch Item Selection and Exhaustive Search for Rasch Models exif Read EXIF Metadata from JPEGs exifr EXIF Image Data in R exiftoolr ExifTool Functionality from R expDB Database for Experiment Dataset expSBM An Exponential Stochastic Block Model for Interaction Lengths expectreg Expectile and Quantile Regression experDesign Design Experiments for Batches experiences Experience Research experiment R Package for Designing and Analyzing Randomized Experiments experimentr Datasets Used in Social Science Experiments: A Hands-on Introduction expertsurv Incorporate Expert Opinion with Parametric Survival Models expint Exponential Integral and Incomplete Gamma Function expirest Expiry Estimation Procedures explainer Machine Learning Model Explainer explodemap Hierarchical Exploded-View Cartography explor Interactive Interfaces for Results Exploration exploratory A Tool for Large-Scale Exploratory Analyses explore Simplifies Exploratory Data Analysis exploreR Tools for Quickly Exploring Data expm Matrix Exponential, Log, 'etc' export Streamlined Export of Graphs and Data Tables expowo An R Package for Mining Global Plant Diversity and Distribution Data expperm Computing Expectations and Marginal Likelihoods for Permutations expsmooth Data Sets from "Forecasting with Exponential Smoothing" expss Tables, Labels and Some Useful Functions from Spreadsheets and 'SPSS' Statistics expstudy Tools for Actuarial Experience Studies exreport Fast, Reliable and Elegant Reproducible Research extBatchMarking Extended Batch Marking Models extRC Extended RC Models for Contingency Tables extRemes Extreme Value Analysis extendedFamily Additional Families for Generalized Linear Models exteriorMatch Constructs the Exterior Match from Two Matched Control Groups extlasso Maximum Penalized Likelihood Estimation with Extended Lasso Penalty extr Extinction Risk Estimation extraDistr Additional Univariate and Multivariate Distributions extraSuperpower Power Calculation for Two-Way Factorial Designs extractFAERS Extract Data from FAERS Database extrafont Tools for Using Fonts extrafontdb Holding the Database for the 'extrafont' Package extrafrail Estimation and Additional Tools for Alternative Shared Frailty Models extraoperators Extra Binary Relational and Logical Operators extras Helper Functions for Bayesian Analyses extrasteps More Miscellaneous Steps for the 'recipes' Package extraterrestrial Astrobiology Equations Estimating Extraterrestrial Life extremeIndex Forecast Verification for Extreme Events extremeStat Extreme Value Statistics and Quantile Estimation extremefit Estimation of Extreme Conditional Quantiles and Probabilities extrememix Bayesian Estimation of Extreme Value Mixture Models extremevalues Univariate Outlier Detection extremis Statistics of Extremes extremogram Estimation of Extreme Value Dependence for Time Series Data exuber Econometric Analysis of Explosive Time Series exvatools Value Added in Exports and Other Input-Output Table Analysis Tools eye Analysis of Eye Data eyeTrackR Organising and Analysing Eye-Tracking Data eyedata Open Source Ophthalmic Data Sets Curated for R eyelinkReader Import Gaze Data for EyeLink Eye Tracker eyelinker Import ASC Files from EyeLink Eye Trackers eyeris Flexible, Extensible, & Reproducible Pupillometry Preprocessing eyetools Analyse Eye Data eyetrackingR Eye-Tracking Data Analysis ez Easy Analysis and Visualization of Factorial Experiments ez.combat Easy ComBat Harmonization ezCutoffs Fit Measure Cutoffs in SEM ezECM Event Categorization Matrix Classification for Nuclear Detonations ezTrack Tools for Exploring Animal Movement Data ezcox Easily Process a Batch of Cox Models ezec Easy Interface to Effective Concentration Calculations ezknitr Avoid the Typical Working Directory Pain When Using 'knitr' ezplot Functions for Common Chart Types ezr Easy Use of R via Shiny App for Basic Analyses of Experimental Data f1dataR Access Formula 1 Data f1pits F1 Pit Stop Datasets fANCOVA Nonparametric Analysis of Covariance fAssets Rmetrics - Analysing and Modelling Financial Assets fBasics Rmetrics - Markets and Basic Statistics fBonds Rmetrics - Pricing and Evaluating Bonds fChange Functional Change Point Detection and Analysis fCopulae Rmetrics - Bivariate Dependence Structures with Copulae fDMA Dynamic Model Averaging and Dynamic Model Selection for Continuous Outcomes fEGarch SM/LM EGARCH & GARCH, VaR/ES Backtesting & Dual LM Extensions fExtremes Rmetrics - Modelling Extreme Events in Finance fGarch Rmetrics - Autoregressive Conditional Heteroskedastic Modelling fHMM Fitting Hidden Markov Models to Financial Data fICA Classical, Reloaded and Adaptive FastICA Algorithms fImport Rmetrics - Importing Economic and Financial Data fMRIscrub Scrubbing and Other Data Cleaning Routines for fMRI fMRItools Routines for Common fMRI Processing Tasks fMultivar Rmetrics - Modeling of Multivariate Financial Return Distributions fNonlinear Rmetrics - Nonlinear and Chaotic Time Series Modelling fPASS Power and Sample Size for Projection Test under Repeated Measures fPortfolio Rmetrics - Portfolio Selection and Optimization fRLR Fit Repeated Linear Regressions fRegression Rmetrics - Regression Based Decision and Prediction fSRM Social Relations Analyses with Roles ("Family SRM") fTrading Rmetrics - Trading and Rebalancing Financial Instruments fUnitRoots Rmetrics - Modelling Trends and Unit Roots fabCI FAB Confidence Intervals fabMix Overfitting Bayesian Mixtures of Factor Analyzers with Parsimonious Covariance and Unknown Number of Components fabPrediction Compute FAB (Frequentist and Bayes) Conformal Prediction Intervals fabR Wrapper Functions Collection Used in Data Pipelines fabia FABIA: Factor Analysis for Bicluster Acquisition fabisearch Change Point Detection in High-Dimensional Time Series Networks fable Forecasting Models for Tidy Time Series fable.ata 'ATAforecasting' Modelling Interface for 'fable' Framework fable.bayesRecon Bayesian Reconciliation in the 'fable' Framework fable.prophet Prophet Modelling Interface for 'fable' fableCount INGARCH and GLARMA Models for Count Time Series in Fable Framework fabletools Core Tools for Packages in the 'fable' Framework fabricQueryR Query Data in 'Microsoft Fabric' fabricatr Imagine Your Data Before You Collect It fabricerin Create Easily Canvas in 'shiny' and 'RMarkdown' Documents face Fast Covariance Estimation for Sparse Functional Data facebookadsR Access to Facebook Ads via the 'Windsor.ai' API facebookleadsR Get Facebook Leads Ads Data via the 'Windsor.ai' API facebookorganicR Get Data from 'Facebook Organic' via the 'Windsor.ai' API facerec An Interface for Face Recognition facilityepimath Analyze Mathematical Models of Healthcare Facility Transmission facmodCS Cross-Section Factor Models facmodTS Time Series Factor Models for Asset Returns factReg Multi-Environment Genomic Prediction with Penalized Factorial Regression factiv Instrumental Variables Estimation for 2^k Factorial Experiments factoextra Extract and Visualize the Results of Multivariate Data Analyses factoptd Factorial Optimal Designs for Two-Colour cDNA Microarray Experiments factor.switching Post-Processing MCMC Outputs of Bayesian Factor Analytic Models factor256 Use Raw Vectors to Minimize Memory Consumption of Factors factorEx Design and Analysis for Factorial Experiments factorH Multifactor Nonparametric Rank-Based ANOVA with Post Hoc Tests factorana Factor Model Estimation with Latent Variables factormodel Factor Model Estimation Using Proxy Variables factorplot Presenting Pairwise Comparisons factorselect Eigenvalue-Based Estimation of the Number of Factors in Approximate Factor Models factorstochvol Bayesian Estimation of (Sparse) Latent Factor Stochastic Volatility Models factory Build Function Factories factree Factor-Augmented Clustering Tree factset.protobuf.stach.v2 'FactSet' 'STACH V2' Library fad Factor Analysis for Data faersquarterlydata FDA Adverse Event Reporting System Quarterly Data Extracting Tool fahb Design and Analysis of Pilot Trials Assessing Recruitment Feasibility fail File Abstraction Interface Layer (FAIL) fairGATE Fair Gated Algorithm for Targeted Equity fairGNN Fairness-Aware Gated Neural Networks fairadapt Fair Data Adaptation with Quantile Preservation fairmetrics Fairness Evaluation Metrics with Confidence Intervals for Binary Protected Attributes fairml Fair Models in Machine Learning fairmodels Flexible Tool for Bias Detection, Visualization, and Mitigation fairness Algorithmic Fairness Metrics fairsubset Choose Representative Subsets fake Flexible Data Simulation Using the Multivariate Normal Distribution fakemake Mock the Unix Make Utility fakir Generate Fake Datasets for Prototyping and Teaching fakmct Fuzzy Adaptive Resonance Theory K-Means Clustering Technique falcon Finding Allele-Specific Copy Number in Next-Generation Sequencing Data falconx Finding Allele-Specific Copy Number in Whole-Exome Sequencing Data fam.recrisk Familial Recurrence Risk famSKATRC Family Sequence Kernel Association Test for Rare and Common Variants familial Statistical Tests of Familial Hypotheses familiar End-to-End Automated Machine Learning and Model Evaluation famish Flexibly Tune Families of Probability Distributions fanc Penalized Likelihood Factor Analysis via Nonconvex Penalty fancycut A Fancy Version of 'base::cut' fangs Feature Allocation Neighborhood Greedy Search Algorithm fanplot Visualisation of Sequential Probability Distributions Using Fan Charts fansi ANSI Control Sequence Aware String Functions fanyi Translate Words or Sentences via Online Translators faoutlier Influential Case Detection Methods for Factor Analysis and Structural Equation Models faq Create FAQ Page far Modelization for Functional AutoRegressive Processes faraway Datasets and Functions for Books by Julian Faraway farff A Faster 'ARFF' File Reader and Writer farr Data and Code for Empirical Research in Accounting farrell Interactive Interface to Data Envelopment Analysis Modeling farver High Performance Colour Space Manipulation fasano.franceschini.test Fasano-Franceschini Test: A Multivariate Kolmogorov-Smirnov Two-Sample Test fase Functional Adjacency Spectral Embedding fasster Fast Additive Switching of Seasonality, Trend, and Exogenous Regressors fasstr Analyze, Summarize, and Visualize Daily Streamflow Data fastAFT Fast Regression for the Accelerated Failure Time (AFT) Model fastDummies Fast Creation of Dummy (Binary) Columns and Rows from Categorical Variables fastFGEE Fast Functional Generalized Estimating Equations via a One-Step Estimator fastFMM Fast Functional Mixed Models using Fast Univariate Inference fastGHQuad Fast 'Rcpp' Implementation of Gauss-Hermite Quadrature fastGLCM 'GLCM' Texture Features fastGraph Fast Drawing and Shading of Graphs of Statistical Distributions fastICA FastICA Algorithms to Perform ICA and Projection Pursuit fastJT Efficient Jonckheere-Terpstra Test Statistics for Robust Machine Learning and Genome-Wide Association Studies fastLink Fast Probabilistic Record Linkage with Missing Data fastLogisticRegressionWrap Fast Logistic Regression Wrapper fastM Fast Computation of Multivariate M-Estimators fastMatMR High-Performance Matrix Market File Operations fastNaiveBayes Extremely Fast Implementation of a Naive Bayes Classifier fastOnlineCpt Online Multivariate Changepoint Detection fastPLS A Fast Implementation of Partial Least Square fastQR Fast QR Decomposition and Update fastR2 Foundations and Applications of Statistics Using R (2nd Edition) fastRG Sample Generalized Random Dot Product Graphs in Linear Time fastRhockey Functions to Access Premier Hockey Federation and National Hockey League Play by Play Data fastTS Fast Time Series Modeling for Seasonal Series with Exogenous Variables fastText Efficient Learning of Word Representations and Sentence Classification fastTextR An Interface to the 'fastText' Library fastTopics Fast Algorithms for Fitting Topic Models and Non-Negative Matrix Factorizations to Count Data fastVoteR Efficient Voting Methods for Committee Selection fastWavelets Compute Maximal Overlap Discrete Wavelet Transform (MODWT) and À Trous Discrete Wavelet Transform fasta Fast Adaptive Shrinkage/Thresholding Algorithm fastadi Self-Tuning Data Adaptive Matrix Imputation fastai Interface to 'fastai' fastbackward Fast Backward Elimination Based on Information Criterion fastbeta Fast Approximation of Time-Varying Infectious Disease Transmission Rates fastbioclim Scalable and Flexible Derivation of Custom-Time Bioclimatic and Environmental Summary Variables fastcluster Fast Hierarchical Clustering Routines for R and 'Python' fastcox Lasso and Elastic-Net Penalized Cox's Regression in High Dimensions Models using the Cocktail Algorithm fastcpd Fast Change Point Detection via Sequential Gradient Descent fastdid Fast Staggered Difference-in-Difference Estimators fastei Methods for ''A Fast Alternative for the R x C Ecological Inference Case'' fasterRaster Faster Raster and Spatial Vector Processing Using 'GRASS' fasterize Fast Polygon to Raster Conversion fastfocal Fast Multiscale Raster Extraction and Moving Window Analysis with FFT fastgeojson High-Performance 'GeoJSON' and 'JSON' Serialization fastglm Fast and Stable Fitting of Generalized Linear Models using 'RcppEigen' fastglmpca Fast Algorithms for Generalized Principal Component Analysis fastkmedoids Faster K-Medoids Clustering Algorithms: FastPAM, FastCLARA, FastCLARANS fastkqr A Fast Algorithm for Kernel Quantile Regression fastliu Fast Functions for Liu Regression with Regularization Parameter and Statistics fastlogitME Basic Marginal Effects for Logit Models fastlpr Fast Local Polynomial Regression and Kernel Density Estimation fastmap Fast Data Structures fastmatch Fast 'match()' Function fastmatrix Fast Computation of some Matrices Useful in Statistics fastmit Fast Mutual Information Based Independence Test fastml Guarded Resampling Workflows for Safe and Automated Machine Learning in R fastnet Large-Scale Social Network Analysis fastplyr Fast Alternatives to 'tidyverse' Functions fastpng Read and Write PNG Files with Configurable Decoder/Encoder Options fastpolicytree Constructs Policy Trees from Covariate and Reward Data fastpos Finds the Critical Sequential Point of Stability for a Pearson Correlation fastqcr Quality Control of Sequencing Data fastqq Faster Generation of Quantile Quantile Plots with Large Samples fastqrs Fast Algorithms for Quantile Regression with Selection fastrc Fast Reverse Complement of DNA and RNA Sequences fastreg Fast Conversion and Querying of Danish Registers with 'Parquet' fastrep Time-Saving Package for Creating Reports fastrerandomize Hardware-Accelerated Rerandomization for Improved Balance fastrmodels Models for the 'nflfastR' Package fasttime Fast Utility Function for Time Parsing and Conversion fasttreeid Identifies Parameters in a Tree-Shaped SCM fastverse A Suite of High-Performance Packages for Statistics and Data Manipulation fastymd Fast Utilities for Year Month Day Objects fat2Lpoly Two-Locus Family-Based Association Test with Polytomous Outcome faunabr Explore Catálogo Taxônomico da Fauna do Brasil Database faux Simulation for Factorial Designs fauxnaif Convert Values to NA fauxpas HTTP Error Helpers favawesome 'Font Awesome' Icons as 'shiny' 'favicons' faviconPlease Find the URL to the 'Favicon' for a Website favnums A Dataset of Favourite Numbers favr Function Argument Validation fb4package 'Fish Bioenergetics 4.0' Model Implementation with High-Performance 'TMB' Backend fbRads Analyzing and Managing Facebook Ads from R fbardl Fourier Bootstrap ARDL Cointegration Test fbati Gene by Environment Interaction and Conditional Gene Tests for Nuclear Families fbglm Fractional Binomial Regression Model fbnet Forensic Bayesian Networks fbroc Fast Algorithms to Bootstrap Receiver Operating Characteristics Curves fbst The Full Bayesian Evidence Test, Full Bayesian Significance Test and the e-Value fca Floating Catchment Area (FCA) Methods to Calculate Spatial Accessibility fcaR Formal Concept Analysis fcall Parse Farm Credit Administration Call Report Data into Tidy Data Frames fcci Feldman-Cousins Confidence Intervals fcfdr Flexible cFDR fcl A Financial Calculator fclust Fuzzy Clustering fcm Inference of Fuzzy Cognitive Maps (FCMs) fcmfd Fuzzy C-Means for Fuzzy Data fcp Function Composition fcros A Method to Search for Differentially Expressed Genes and to Detect Recurrent Chromosomal Copy Number Aberrations fctutils Advanced Factor Manipulation Utilities fcuk The Ultimate Helper for Clumsy Fingers fdANOVA Analysis of Variance for Univariate and Multivariate Functional Data fdWasserstein Application of Optimal Transport to Functional Data Analysis fda Functional Data Analysis fda.usc Functional Data Analysis and Utilities for Statistical Computing fdaACF Autocorrelation Function for Functional Time Series fdaMixed Functional Data Analysis in a Mixed Model Framework fdaMocca Model-Based Clustering for Functional Data with Covariates fdaPDE Physics-Informed Spatial and Functional Data Analysis fdaPOIFD Partially Observed Integrated Functional Depth fdaSP Sparse Functional Data Analysis Methods fdacluster Joint Clustering and Alignment of Functional Data fdaconcur Concurrent Regression and History Index Models for Functional Data fdadensity Functional Data Analysis for Density Functions by Transformation to a Hilbert Space fdaoutlier Outlier Detection Tools for Functional Data Analysis fdapace Functional Data Analysis and Empirical Dynamics fdapaceShiny A Shiny App for the 'fdapace' Package fdarep Two-Dimensional FPCA, Marginal FPCA, and Product FPCA for Repeated Functional Data fdasrvf Elastic Functional Data Analysis fdatest Interval Testing Procedure for Functional Data fdclassify Supervised Classification for Functional Data via Signed Depth fddm Fast Implementation of the Diffusion Decision Model fdesigns Optimal Experimental Designs for Dynamic/Functional Models fdicdata Accessing FDIC Bank Data fdid Factorial Difference-in-Differences fdm2id Data Mining and R Programming for Beginners fdp f-Differential Privacy and Gaussian Differential Privacy fdq Forest Data Quality fdrDiscreteNull False Discovery Rate Procedures Under Discrete and Heterogeneous Null Distributions fdrci Permutation-Based FDR Point and Confidence Interval Estimation fdrtool Estimation of (Local) False Discovery Rates and Higher Criticism fds Functional Data Sets fdth Frequency Distribution Tables, Histograms and Polygons feasts Feature Extraction and Statistics for Time Series featForge Automated Feature Engineering for Credit Scoring featdelta Incremental Feature Engineering with Database Persistence feather R Bindings to the Feather 'API' feature Local Inferential Feature Significance for Multivariate Kernel Density Estimation featureCorMatrix Measurement Level Independent Feature Correlation Matrix featurefinder Feature Finder featureflag Turn Features On and Off using Feature Flags features Feature Extraction for Discretely-Sampled Functional Data featurizer Some Helper Functions that Help Create Features from Data fec16 Data Package for the 2016 United States Federal Elections fechner Fechnerian Scaling of Discrete Object Sets fect Fixed Effects Counterfactual Estimators federalregister Client Package for the U.S. Federal Register API fedmatch Fast, Flexible, and User-Friendly Record Linkage Methods fedstatAPIr Unofficial API for Fedstat (Rosstat EMISS System) for Automatic and Efficient Data Queries fedz1 An Easier Access to Financial Accounts of the United States(Z.1) fee Estimate the First-Exposure Effect (FEE) using Count Data Models feisr Estimating Fixed Effects Individual Slope Models fejiv Fixed Effect Jackknife Instrumental Variables Estimation felp Functional Help for Functions, Objects, and Packages feltr Access the Felt API fence Using Fence Methods for Model Selection fermicatsR Fermi Large Area Telescope Catalogs ferrn Facilitate Exploration of touRR optimisatioN fertilmodel Fertility Models fetch Fetch Data from Various Data Sources fetchGoogleAnalyticsR Get Data from Google Analytics via the 'Windsor.ai' API fetchSalesforceR Get Data from Salesforce via the 'Windsor.ai' API fetwfe Fused Extended Two-Way Fixed Effects ff Memory-Efficient Storage of Large Data on Disk and Fast Access Functions ffaframework Flood Frequency Analysis Framework ffiec R Interface to 'FFIEC Central Data Repository REST API' Service ffm Download Official Spatial Data from Germany ffmanova Fifty-Fifty MANOVA ffp Fully Flexible Probabilities for Stress Testing and Portfolio Construction ffscrapr API Client for Fantasy Football League Platforms fftab Tidy Manipulation of Fourier Transformed Data fftw Fast FFT and DCT Based on the FFTW Library fftwtools Wrapper for 'FFTW3' Includes: One-Dimensional, Two-Dimensional, Three-Dimensional, and Multivariate Transforms fgdiR Functional Gait Deviation Index fgeo Analyze Forest Diversity and Dynamics fgeo.analyze Analyze ForestGEO Data fgeo.plot Plot ForestGEO Data fgeo.tool Import and Manipulate 'ForestGEO' Data fgeo.x Access Small ForestGEO Datasets For Examples fgitR Using 'FastGit' to Accelerate the Access to 'GitHub' fglsnet A Feasible Generalized Least Squares Estimator for Regression Analysis of Outcomes with Network Dependence fgsea Fast Gene Set Enrichment Analysis fgui Function GUI fhircrackr Handling HL7 FHIR® Resources in R fiber S7 Data Structures for Diffusion MRI Tractography fiberLD Fiber Length Determination fibos Occlusion Surface Using the Occluded Surface and Fibonacci Occluded Surface fic Focused Information Criteria for Model Comparison fidelius Browser-Side Password-Protected HTML Documents fido Bayesian Multinomial Logistic Normal Regression fields Tools for Spatial Data fiery A Lightweight and Flexible Web Framework fig A Config Package with No "Con" figir Check Validity of FIGI, CUSIP, ISIN, SEDOL figma Web Client/Wrapper to the 'Figma API' figpatch Easily Arrange External Figures with Patchwork Alongside 'ggplot2' Figures file2meco Transform Files to 'microtable' Object with 'microeco' Package fileaccess File and Directory Access Validation filearray File-Backed Array for Out-of-Memory Computation filebin Wrapper for the Filebin File Sharing API filecacher File Cacher filehash Simple Key-Value Database filehashSQLite Simple Key-Value Database using SQLite filelock Portable File Locking filematrix File-Backed Matrix Class with Convenient Read and Write Access filenamer Easy Management of File Names files Effective File Navigation from the R Console filesstrings Handy File and String Manipulation filibustr Data Utilities for Congressional Research filling Matrix Completion, Imputation, and Inpainting Methods fillpattern Patterned Fills for 'ggplot2' and 'grid' Graphics fillr Fill Missing Values in Vectors filterNHP Non-Human Primate Search Filters filters A "Snake_case" Filter System for R filtro Feature Selection Using Supervised Filter-Based Methods finalfit Quickly Create Elegant Regression Results Tables and Plots when Modelling finalsize Calculate the Final Size of an Epidemic finbif Interface for the 'Finnish Biodiversity Information Facility' API finch Parse Darwin Core Files findGSEP Estimate Genome Size of Polyploid Species Using k-Mer Frequencies findInFiles Find Pattern in Files findInGit Find Pattern in Files of All Branches of a 'git' Repository findPackage Find 'CRAN' Package by Topic findR Find Code Snippets, R Scripts, R Markdown, PDF and Text Files with Pattern Matching findSVI Calculate Social Vulnerability Index for Communities findn Simulation Based Sample Size Estimation findpython Functions to Find an Acceptable Python Binary findviews A View Generator for Multidimensional Data finetune Additional Functions for Model Tuning fingerPro Unmixing Model Framework fingerprint Functions to Operate on Binary Fingerprint Data finiteruinprob Computation of the Probability of Ruin Within a Finite Time Horizon finity Test for Finiteness of Moments in a Distribution finlabR Portfolio Analytics and Simulation Toolkit finna Access the 'Finna' API finnishgrid 'Fingrid Open Data API' R Client finnsurveytext Analyse Open-Ended Survey Responses in Finnish finnts Microsoft Finance Time Series Forecasting Framework finto Access the 'Finto' API fio Friendly Input-Output Analysis fioRa Mass-Spectra Prediction Using the FIORA Model fiodata Regional and Multi-Regional Input-Output Data fipio Lightweight Federal Information Processing System (FIPS) Code Information Retrieval firebase Integrates 'Google Firebase' Authentication Storage, and 'Analytics' with 'Shiny' firebase.auth.rest R Wrapper for 'Firebase Authentication REST API' fireexposuR Compute and Visualize Wildfire Exposure fireproof Authentication and Authorization for 'fiery' Servers firesafety A Collection of Security Related Plugins for 'fiery' firesale Datastore for 'fiery' Web Servers firestorm Reverse Proxy and Load Balancing for 'fiery' firmmatchr Robust Probabilistic Matching for German Company Names first Factor Importance Ranking and Selection using Total Indices fishMod Fits Poisson-Sum-of-Gammas GLMs, Tweedie GLMs, and Delta Log-Normal Models fishRman The Fisheries Scientist's Toolbox fishbc Fishes of British Columbia fishdata A Small Collection of Fish Population Datasets fisheye Transform Base Maps Using Log-Azimuthal Projection fishgrowth Fit Growth Curves to Fish Data fishkirkko2015 Dataset of Measurements of Fish Species at Kirkkojarvi Lake, Finland fishmechr Computes Kinematic Parameters for Swimming fishmethods Fishery Science Methods and Models fishstat Global Fishery and Aquaculture Statistics fishtree Interface to the Fish Tree of Life API fishualize Color Palettes Based on Fish Species fit.models Compare Fitted Models fitConic Fit Data to Any Conic Section fitHeavyTail Mean and Covariance Matrix Estimation under Heavy Tails fitODBOD Modeling Over Dispersed Binomial Outcome Data Using BMD and ABD fitODBODRshiny 'Shiny' Application for R Package 'fitODBOD' fitPS Fit Zeta Distributions to Forensic Data fitPlotR Plotting Probability Distributions fitPoly Genotype Calling for Bi-Allelic Marker Assays fitVARMxID Fit the Vector Autoregressive Model for Multiple Individuals fitbitScraper Scrapes Data from Fitbit fitbitViz 'Fitbit' Visualizations fitbitr Interface with the 'Fitbit' API fitdistcp Distribution Fitting with Calibrating Priors for Commonly Used Distributions fitdistrplus Help to Fit of a Parametric Distribution to Non-Censored or Censored Data fitlandr Fit Vector Fields and Potential Landscapes from Intensive Longitudinal Data fitmix Finite Mixture Model Fitting of Lifespan Datasets fitnmr Multidimensional Nuclear Magnetic Resonance Peak Fitting and Analysis fitplc Fit Hydraulic Vulnerability Curves fitscape Classes for Fitness Landscapes and Seascapes fitteR Fit Hundreds of Theoretical Distributions to Empirical Data fitur Fit Univariate Distributions fitzRoy Easily Scrape and Process AFL Data fivethirtyeight Data and Code Behind the Stories and Interactives at 'FiveThirtyEight' fixedTimeEvents The Distribution of Distances Between Discrete Events in Fixed Time fixerapi An R Client for the "Fixer.io" Currency API fixes Staggered DiD Tools: Event Studies and ATT Aggregation fixest Fast Fixed-Effects Estimations fixr Fixing Data Made Easy for Statistical Analysis fizzbuzzR Fizz Buzz Implementation fjohansen Johansen Cointegration Test with Fourier-Type Smooth Nonlinear Trends fjoin Data Frame Joins Leveraging 'data.table' fkbma Free Knot-Bayesian Model Averaging fkcentroids Functional K-Centroids Clustering Using Phase and Amplitude Components flagr Implementation of Flag Aggregation flam Fits Piecewise Constant Models with Data-Adaptive Knots flametree Generate Random Tree-Like Images flan FLuctuation ANalysis on Mutation Models flankr Implementing Computational Models of Attentional Selectivity flap Forecast Linear Augmented Projection flare Family of Lasso Regression flashCard Create a Flash Card flashClust Implementation of Fast Hierarchical Clustering flashier Empirical Bayes Matrix Factorization flashlight Shed Light on Black Box Machine Learning Models flashr Create Flashcards of Terms and Definitions flassomsm Penalized Estimation for Multi-State Models with Lasso and Fused Penalties flatr Transforms Contingency Tables to Data Frames, and Analyses Them flattabler Obtaining a Flat Table from Pivot Tables flatxml Tools for Working with XML Files as R Dataframes fledge Smoother Change Tracking and Versioning for R Packages flevr Flexible, Ensemble-Based Variable Selection with Potentially Missing Data flex Fuzzy Linear Squares Estimation with Explicit Formula (FLEX) flexBART A More Flexible BART Model flexBCF Fast & Flexible Implementation of Bayesian Causal Forests flexCWM Flexible Cluster-Weighted Modeling flexCausal Causal Effect Estimation via Doubly Robust One-Step Estimators and TMLE in Graphical Models with Unmeasured Variables flexCountReg Estimation of a Variety of Count Regression Models flexFitR Flexible Non-Linear Least Square Model Fitting flexIC Flexible Rank-Preserving Correlation Engine flexclust Flexible Cluster Algorithms flexdashboard R Markdown Format for Flexible Dashboards flexhaz Dynamic Failure Rate Distributions for Survival Analysis flexiblas 'FlexiBLAS' API Interface flexlsx Exporting 'flextable' to 'xlsx' Files flexmet Flexible Latent Trait Metrics using the Filtered Monotonic Polynomial Item Response Model flexmix Flexible Mixture Modeling flexmsm A General Framework for Flexible Multi-State Survival Modelling flexoki Inky Color Schemes flexord Flexible Clustering of Ordinal and Mixed-with-Ordinal Data flexpolyline Flexible Polyline Encoding flexrsurv Flexible Relative Survival Analysis flexsiteboard Breaks Single Page Applications from 'flexdashboard' in Multiple Files flexsurv Flexible Parametric Survival and Multi-State Models flexsurvcure Flexible Parametric Cure Models flextable Functions for Tabular Reporting flexurba Construct Flexible Urban Delineations flightsbr Download Flight and Airport Data from Brazil flimo Fixed Landscape Inference Method flint Fast Library for Number Theory flintyR Simple and Flexible Tests of Sample Exchangeability flip Multivariate Permutation Tests flipbookr Parses Code, Creates Partial Code Builds, Delivers Code Movie flipdownWidgets A Wrapper of JavaScript Library 'flipdown.js' flipdownr Implement a Countdown in 'RMarkdown' Documents and 'shiny' Applications flippant Dithionite Scramblase Assay Analysis flipr Flexible Inference via Permutations in R flipscores Robust Score Testing in GLMs, by Sign-Flip Contributions flir Find and Fix Lints in R Code float 32-Bit Floats flock Process Synchronization Using File Locks flocker Flexible Occupancy Estimation with Stan flood Statistical Methods for the (Regional) Analysis of Flood Frequency flora Tools for Interacting with the Brazilian Flora 2020 florabr Explore Flora e Funga do Brasil Database flourishcharts 'Flourish' for 'R' and 'Python' flow View and Browse Code Using Flow Diagrams flowTraceR Tracing Information Flow for Inter-Software Comparisons in Mass Spectrometry-Based Bottom-Up Proteomics flowchart Tidy Flowchart Generator flowcluster Cluster Origin-Destination Flow Data flowmapblue Flow Map Rendering flowmapper Draw Flows (Migration, Goods, Money, Information) on 'ggplot2' Plots flownet Transport Modeling: Network Processing, Route Enumeration, and Traffic Assignment flps Fully-Latent Principal Stratification flsa Path Algorithm for the General Fused Lasso Signal Approximator fluffy Schema-Based Validation of 'R' Objects with User-Defined Rules fluidsynth Read and Play Digital Music (MIDI) fluoSurv Estimate Insect Survival from Fluorescence Data fluorojip Analysis of Chlorophyll a Fluorescence Transient Parameters fluspect Fluspect-B fluxfinder Parsing, Computation, and Diagnostics for Greenhouse Gas Measurements fluxfixer Advanced Framework for Sap Flow Data Post-Process fluxible Ecosystem Gas Fluxes Calculations for Closed Loop Chamber Setup fluxtools A 'shiny' App for Reproducible QA/QC of Eddy Covariance Data fluxweb Estimate Energy Fluxes in Food Webs flying Simulation of Bird Flight Range fma Data Sets from "Forecasting: Methods and Applications" by Makridakis, Wheelwright & Hyndman (1998) fmcmc A friendly MCMC framework fmcsR Mismatch Tolerant Maximum Common Substructure Searching fmds Multidimensional Scaling Development Kit fmdu (Restricted) [external] Multidimensional Unfolding fmeffects Model-Agnostic Interpretations with Forward Marginal Effects fmesher Triangle Meshes and Related Geometry Tools fmi Hierarchical Permutation Tests for Functional Measurement Invariance fmpapi Flexible Client for the 'Financial Modeling Prep' API fmpcloudr R Access to the 'FMP Cloud' and 'Financial Modeling Prep' API fmri Analysis of fMRI Experiments fmriAR Fast AR and ARMA Noise Whitening for Functional MRI (fMRI) Design and Data fmrihrf Hemodynamic Response Functions for fMRI Data Analysis fmriqa Functional MRI Quality Assurance Routines fmrs Variable Selection in Finite Mixture of AFT Regression and FMR Models fmsb Functions for Medical Statistics Book with some Demographic Data fmt Variance Estimation of FMT Method (Fully Moderated T-Statistic) fmtr Easily Apply Formats to Data fmx Finite Mixture Parametrization fnets Factor-Adjusted Network Estimation and Forecasting for High-Dimensional Time Series fntl Numerical Tools for 'Rcpp' and Lambda Functions focus Online Changepoint Detection in Univariate and Multivariate Data Streams focusedMDS Focused, Interactive Multidimensional Scaling foghorn Summarize CRAN Check Results in the Terminal folda Forward Stepwise Discriminant Analysis with Pillai's Trace foldedt The Folded t Family of Distributions folders Standardized Folder Names folio Datasets for Teaching Archaeology and Paleontology fomantic.plus Add Extra 'Fomantic UI' Components to 'shiny.semantic' fonctionr Easy Estimation and Vizualisation of Indicators from Data with Complex Design fontBitstreamVera Fonts with 'Bitstream Vera Fonts' License fontLiberation Liberation Fonts fontawesome Easily Work with 'Font Awesome' Icons fontcm Computer Modern Font for Use with Extrafont Package fontquiver Set of Installed Fonts foodquotient Food Quotient and Nutrient Analysis for HSFFQ foodwebWrapper Enhanced Wrapper to Show Which Functions Call What foodwebr Visualise Function Dependencies footBayes Fitting Bayesian and MLE Football Models footballpenaltiesBL Penalties in the German Men's Football Bundesliga footprint Calculate Air Travel Emissions foqat Field Observation Quick Analysis Toolkit forams Foraminifera and Community Ecology Analyses forcats Tools for Working with Categorical Variables (Factors) forceR Force Measurement Analyses forceplate Processing Force-Plate Data forcis Handle the FORCIS Foraminifera Database foreach Provides Foreach Looping Construct forecTheta Forecasting Time Series by Theta Models forecast Forecasting Functions for Time Series and Linear Models forecastADAPT Computation of Adaptive Forecast forecastHybrid Convenient Functions for Ensemble Time Series Forecasts forecastLSW Forecasting Routines for Locally Stationary Wavelet Processes forecasteR Time Series Forecast System forensicolors Forensic Colors forensicpopdata Allele Frequency Data for Human Genetic Markers forensim Interpretation of Forensic DNA Mixtures forestBalance Balancing Confounder Distributions with Forest Energy Balancing forestControl Approximate False Positive Rate Control in Selection Frequency for Random Forest forestError A Unified Framework for Random Forest Prediction Error Estimation forestGYM Forest Growth and Yield Model Based on Clutter Model forestHES Forest Health Evaluation System at the Forest Stand Level forestSAS Forest Spatial Structure Analysis Systems forestat Forest Carbon Sequestration and Potential Productivity Calculation forestecology Fitting and Assessing Neighborhood Models of the Effect of Interspecific Competition on the Growth of Trees forested Forest Attributes in U.S. States forestinventory Design-Based Global and Small-Area Estimations for Multiphase Forest Inventories forestly Interactive Forest Plot forestmangr Forest Mensuration and Management forestmodel Forest Plots from Regression Models forestplot Advanced Forest Plot Using 'grid' Graphics forestploter Create a Flexible Forest Plot forestr Ecosystem and Canopy Structural Complexity Metrics from LiDAR forestry Reshape Data Tree forestsearch Exploratory Subgroup Identification in Clinical Trials with Survival Endpoints foretell Projecting Customer Retention Based on Fader and Hardie Probability Models forge Casting Values into Shape forgts Convert Formatted Spreadsheets to Presentation-Ready Display Tables formatBibtex Format BibTeX Entries and Files formatR Format R Code Automatically formatdown Formatting Numbers in 'rmarkdown' Documents formattable Create 'Formattable' Data Structures formatters ASCII Formatting for Values and Tables formods 'Shiny' Modules for General Tasks formr Companion R Package for the 'formr' Survey Framework formula.tools Programmatic Utilities for Manipulating Formulas, Expressions, Calls, Assignments and Other R Objects formulaic Dynamic Generation and Quality Checks of Formula Objects formulops Mathematical Operations on R Formula forplo Flexible Forest Plots forrel Forensic Pedigree Analysis and Relatedness Inference forrest Publication-Ready Forest Plots forstringr String Manipulation Package for Those Familiar with 'Microsoft Excel' fortniteR Access 'Fortnite Ecosystem' API fortunes R Fortunes forward Robust Analysis using Forward Search forwards Data from Surveys Conducted by Forwards fossil Palaeoecological and Palaeogeographical Analysis Tools fossilbrush Automated Cleaning of Fossil Occurrence Data foto Fourier Transform Textural Ordination foundry 'Palantir Foundry' Software Development Kit fourierin Computes Numeric Fourier Integrals fourinarow Play "Four in a Row" fozziejoin Utilities for Joining Dataframes with Inexact Matching fpCompare Reliable Comparison of Floating Point Numbers fpROC Fast Partial Receiver Operating Characteristic (ROC) Test for Ecological Niche Modeling fpa Spatio-Temporal Fixation Pattern Analysis fpc Flexible Procedures for Clustering fpeek Check Text Files Content at a Glance fpest Estimating Finite Population Total fplot Automatic Distribution Graphs Using Formulas fplyr Apply Functions to Blocks of Files fpod Read and Process 'FPOD' and 'CPOD' Data fpop Segmentation using Optimal Partitioning and Function Pruning fpopw Weighted Segmentation using Functional Pruning and Optimal Partioning fpow Computing the Noncentrality Parameter of the Noncentral F Distribution fpp2 Data for "Forecasting: Principles and Practice" (2nd Edition) fpp3 Data for "Forecasting: Principles and Practice" (3rd Edition) fpsim Compute Measures of Foreign Policy Similarity/Agreement fptdApprox Approximation of First-Passage-Time Densities for Diffusion Processes fqacalc Calculate Floristic Quality Assessment Metrics fqadata Contains Regional Floristic Quality Assessment Databases fqar Floristic Quality Assessment Tools for R fqardl Fourier ARDL Methods: Quantile, Nonlinear, Multi-Threshold & Unit Root Tests fr Frictionless Standards frab How to Add Two R Tables fracARMA Fractionally Integrated ARMA Model fracdiff Fractionally Differenced ARIMA aka ARFIMA(P,d,q) Models fracdist Numerical CDFs for Fractional Unit Root and Cointegration Tests fracprolif Fraction Proliferation via a Quiescent Growth Model fractD Estimation of Fractal Dimension of a Black Area in 2D and 3D (Slices) Images fractaldim Estimation of Fractal Dimensions fractalforest Simulate Fractal Trees and Forests fractional Vulgar Fractions in R fracture Convert Decimals to Fractions fragility Assessing and Visualizing Fragility of Clinical Results with Binary Outcomes frailtyEM Fitting Frailty Models with the EM Algorithm frailtyHL Frailty Models via Hierarchical Likelihood frailtyMMpen Efficient Algorithm for High-Dimensional Frailty Model frailtyROC Time-Dependent ROC Curve Estimation for Correlated Right-Censored Survival Data frailtySurv General Semiparametric Shared Frailty Model frailtypack Shared, Joint (Generalized) Frailty Models; Surrogate Endpoints frair Tools for Functional Response Analysis framecleaner Clean Data Frames framework Structured Data Science Project Scaffolding franc Detect the Language of Text frapplot Automatic Data Processing and Visualization for FRAP frbinom Fractional Binomial Distributions frbs Fuzzy Rule-Based Systems for Classification and Regression Tasks frechet Statistical Analysis for Random Objects and Non-Euclidean Data fred Access 'Federal Reserve Economic Data' fredr An R Client for the 'FRED' API free Flexible Regularized Estimating Equations free1way.docreg Additional Documentation and Regression Tests for 'stats::free1way()' freealg The Free Algebra freebird Estimation and Inference for High Dimensional Mediation and Surrogate Analysis freebsdcontribs 'FreeBSD' Contributor and Commit Statistics freecurrencyapi Client for the 'freecurrencyapi.com' Currency Conversion API freedom Demonstration of Disease Freedom (DDF) freegroup The Free Group freestiler Create Vector Tiles from Spatial Data freesurfer Wrapper Functions for 'Freesurfer' freesurferformats Read and Write 'FreeSurfer' Neuroimaging File Formats freewall A Wrapper of the JavaScript Library 'Freewall' frenchCurve Generate Open or Closed Interpolating Curves frenchdata Download Data Sets from Kenneth's French Finance Data Library Site freqdist Frequency Distribution freqdistributionNogives Automated Cumulative Frequency Plots for Grouped Distribution freqdom Frequency Domain Based Analysis: Dynamic PCA freqparcoord Novel Methods for Parallel Coordinates freqpcr Estimates Allele Frequency on qPCR DeltaDeltaCq from Bulk Samples freqtables Make Quick Descriptive Tables for Categorical Variables frequency Easy Frequency Tables frequencyConnectedness Spectral Decomposition of Connectedness Measures frequentdirections Implementation of Frequent-Directions Algorithm for Efficient Matrix Sketching frequentistSSD Screened Selection Design with Survival Endpoints frequentistSSDBinary Screened Selection Design with Binary Endpoints fresh Create Custom 'Bootstrap' Themes to Use in 'Shiny' freshr Make R Environment Fresh Again frheritage R Interface to Get French Heritage Data frictionless Read and Write Frictionless Data Packages friendlynumber Translate Numbers into Number Words friends The Entire Transcript from Friends in Tidy Format fritools Utilities for the Forest Research Institute of the State Baden-Wuerttemberg fritools2 Utilities for the Forest Research Institute of the State Baden-Wuerttemberg froggeR Project Scaffolding for R and 'Quarto' fromhere File Paths Relative to Project Roots fromo Fast Robust Moments frontier Stochastic Frontier Analysis frontiles Partial Frontier Efficiency Analysis frontmatter Parse Front Matter from Documents frostr R API to MET Norway's 'Frost' API froth Emulate a 'Forth' Programming Environment frscore Calculate the Fit-Robustness of CNA-Solutions fru A Blazing Fast Implementation of Random Forest fruclimadapt Evaluation Tools for Assessing Climate Adaptation of Fruit Tree Species fs Cross-Platform File System Operations Based on 'libuv' fsbrain Managing and Visualizing Brain Surface Data fscache File System Cache fsdaR Robust Data Analysis Through Monitoring and Dynamic Visualization fsemipar Estimation, Variable Selection and Prediction for Functional Semiparametric Models fsia Import and Analysis of OMR Data from FormScanner fslr Wrapper Functions for 'FSL' ('FMRIB' Software Library) from Functional MRI of the Brain ('FMRIB') fsn Rosenthal's Fail Safe Number and Related Functions fso Fuzzy Set Ordination fspe Estimating the Number of Factors in EFA with Out-of-Sample Prediction Errors fsr Handling Fuzzy Spatial Data fssg Parametric Survival Modeling in Bulk fst Lightning Fast Serialization of Data Frames fst4pg Genetic Distance Segmentation for Population Genetics fstcore R Bindings to the 'Fstlib' Library fsthet Fst-Heterozygosity Smoothed Quantiles ftDK A Wrapper for the API of the Danish Parliament ftExtra Extensions for 'Flextable' ftaproxim Fault Tree Analysis Based on Proxel Simulation ftrCOOL Feature Extraction from Biological Sequences ftsa Functional Time Series Analysis fucom Full Consistency Method (FUCOM) fude Utilities for Fude Polygon fuel Framework for Unified Estimation in Lognormal Models fueleconomy EPA Fuel Economy Data fugue Sensitivity Analysis Optimized for Matched Sets of Varied Sizes fuj Functions and Utilities for Jordan fullROC Plot Full ROC Curves using Eyewitness Lineup Data fullRankMatrix Generation of Full Rank Design Matrix fullfact Full Factorial Breeding Analysis fun Use R for Fun funData An S4 Class for Functional Data funFEM Clustering in the Discriminative Functional Subspace funGp Gaussian Process Models for Scalar and Functional Inputs funHDDC Univariate and Multivariate Model-Based Clustering in Group-Specific Functional Subspaces funIHC Functional Iterative Hierarchical Clustering funMoDisco Motif Discovery in Functional Data funModeling Exploratory Data Analysis and Data Preparation Tool-Box funStatTest Statistical Testing for Functional Data funbootband Simultaneous Prediction and Confidence Bands for Time Series Data func2vis Clean and Visualize Over Expression Results from 'ConsensusPathDB' funcMapper Map User-Created Functions funcharts Functional Control Charts funchir Convenience Functions by Michael Chirico funcml Functional Machine Learning Framework functional Curry, Compose, and other higher-order functions functionals Functional Programming with Parallelism and Progress Tracking functiondepends Find Functions and their Dependencies fundiversity Easy Computation of Functional Diversity Indices fungible Psychometric Functions from the Waller Lab funique A Faster Unique Function funkycells Functional Data Analysis for Multiplexed Cell Images funkyheatmap Generating Funky Heatmaps for Data Frames funmediation Functional Mediation for a Distal Outcome funnelR Funnel Plots for Proportion Data funneljoin Time-Based Joins to Analyze Sequences of Events funpca Functional Principal Component Analysis funprog Functional Programming funr Simple Utility Providing Terminal Access to all R Functions funrar Functional Rarity Indices Computation funreg Functional Regression for Irregularly Timed Data funspace Creating and Representing Functional Trait Spaces funspotr Spot R Functions & Packages funtimes Functions for Time Series Analysis funviewR Visualize Function Call Dependencies in R Source Code furniture Furniture for Quantitative Scientists furrr Apply Mapping Functions in Parallel using Futures fuseMLR Fusing Machine Learning in R fusedMGM Implementation of Fused MGM to Infer 2-Class Networks fusedTree Fused Partitioned Regression for Clinical and Omics Data fusen Build a Package from Rmarkdown Files fuser Fused Lasso for High-Dimensional Regression over Groups fusionchartsR Embedding FusionCharts in R fusionclust Clustering and Feature Screening using L1 Fusion Penalty fussclust Fuzzy Unsupervised and Semi-Supervised Clustering futile.logger A Logging Utility for R futile.options Futile Options Management futility Interim Analysis of Operational Futility in Randomized Trials with Time-to-Event Endpoints and Fixed Follow-Up future Unified Parallel and Distributed Processing in R for Everyone future.apply Apply Function to Elements in Parallel using Futures future.batchtools A Future API for Parallel and Distributed Processing using 'batchtools' future.callr A Future API for Parallel Processing using 'callr' future.mirai A 'Future' API for Parallel Processing using 'mirai' future.tests Test Suite for 'Future API' Backends futureverse Install 'Futureverse' in One Go futurize Parallelize Common Functions via One Magic Function fuzzr Fuzz-Test R Functions fuzzyRankTests Fuzzy Rank Tests and Confidence Intervals fuzzySim Fuzzy Similarity in Species Distributions fuzzyforest Fuzzy Forests fuzzyjoin Join Tables Together on Inexact Matching fuzzylink Probabilistic Record Linkage Using Pretrained Text Embeddings fuzzystring Fast Fuzzy String Joins for Data Frames fuzzywuzzyR Fuzzy String Matching fwb Fractional Weighted Bootstrap fwlplot Scatter Plot After Residualizing Using 'fixest' Package fwtraits Extract Species Ecological Parameters from Www.freshwaterecology.info fxTWAPLS An Improved Version of WA-PLS fxl 'fxl' Single Case Design Charting Package fxregime Exchange Rate Regime Analysis fy Utilities for Financial Years g.data Delayed-Data Packages g.ridge Generalized Ridge Regression for Linear Models g6R Graph Visualisation Engine Widget for R and 'shiny' Apps gCat Graph-Based Two-Sample Tests for Categorical Data gFormulaMI G-Formula for Causal Inference via Multiple Imputation gIPFrm Generalized Iterative Proportional Fitting for Relational Models gJLS2 A Generalized Joint Location and Scale Framework for Association Testing gKRLS Generalized Kernel Regularized Least Squares gLRTH Genome-Wide Association and Linkage Analysis under Heterogeneity gMCP Graph Based Multiple Comparison Procedures gMCPLite Lightweight Graph Based Multiple Comparison Procedures gMOIP Tools for 2D and 3D Plots of Single and Multi-Objective Linear/Integer Programming Models gMWT Generalized Mann-Whitney Type Tests gProfileR Interface to the 'g:Profiler' Toolkit gRain Bayesian Networks gRaven Bayes Nets: 'RHugin' Emulation with 'gRain' gRbase A Package for Graphical Modelling in R gRc Inference in Graphical Gaussian Models with Edge and Vertex Symmetries gRim Graphical Interaction Models gSeg Graph-Based Change-Point Detection (g-Segmentation) gStream Graph-Based Sequential Change-Point Detection for Streaming Data gTests Graph-Based Two-Sample Tests gTestsMulti New Graph-Based Multi-Sample Tests gTestsPair New Nonparametric Tests for Multivariate Paired Data and Pair Matching gWQS Generalized Weighted Quantile Sum Regression gWidgets2 Rewrite of gWidgets API for Simplified GUI Construction gWidgets2tcltk Toolkit Implementation of gWidgets2 for tcltk gaawr2 Genetic Association Analysis gadget3 Globally-Applicable Area Disaggregated General Ecosystem Toolbox V3 gadjid Graph Adjustment Identification Distances for Causal Graphs gageRR Calculate Gauge Repeatability and Reproducibility galah Biodiversity Data from the GBIF Node Network galamm Generalized Additive Latent and Mixed Models galaxias Describe, Package, and Share Biodiversity Data galisats Configuration of Jupiter's Four Largest Satellites gallery Generate Test Matrices for Numerical Experiments galts Genetic Algorithms and C-Steps Based LTS (Least Trimmed Squares) Estimation gam Generalized Additive Models gam.hp Hierarchical Partitioning of Adjusted R2 and Explained Deviance for Generalized Additive Models gamCopula Generalized Additive Models for Bivariate Conditional Dependence Structures and Vine Copulas gamRR Calculate the RR for the GAM gamair Data for 'GAMs: An Introduction with R' gambin Fit the Gambin Model to Species Abundance Distributions gamboostLSS Boosting Methods for 'GAMLSS' gamclass Functions and Data for a Course on Modern Regression and Classification gameR Color Palettes Inspired by Video Games gamesGA Genetic Algorithm for Sequential Symmetric Games gamlr Gamma Lasso Regression gamlss Generalized Additive Models for Location Scale and Shape gamlss.add Extra Additive Terms for Generalized Additive Models for Location Scale and Shape gamlss.cens Fitting an Interval Response Variable Using `gamlss.family' Distributions gamlss.data Data for Generalized Additive Models for Location Scale and Shape gamlss.dist Distributions for Generalized Additive Models for Location Scale and Shape gamlss.inf Fitting Mixed (Inflated and Adjusted) Distributions gamlss.lasso Extra Lasso-Type Additive Terms for GAMLSS gamlss.mx Fitting Mixture Distributions with GAMLSS gamlss.tr Generating and Fitting Truncated `gamlss.family' Distributions gamlssbssn Bimodal Skew Symmetric Normal Distribution gamlssx Generalized Additive Extreme Value Models for Location, Scale and Shape gamm4 Generalized Additive Mixed Models using 'mgcv' and 'lme4' gammSlice Generalized Additive Mixed Model Analysis via Slice Sampling gamma Dose Rate Estimation from in-Situ Gamma-Ray Spectrometry Measurements gammaFuncModel Non-Linear Mixed Effects Model Based on the Gamma Function Form gammi Generalized Additive Mixed Model Interface gamsel Fit Regularization Path for Generalized Additive Models gamselBayes Bayesian Generalized Additive Model Selection gamstransfer A Data Interface Between 'GAMS' and R gamutil Utilities to Facilitate Modeling Routines with Generalized Additive Models ganDataModel Build a Metric Subspaces Data Model for a Data Source ganGenerativeData Generate Generative Data for a Data Source gander High Performance, Low Friction Large Language Model Chat ganttify Create Interactive Gantt Charts with Work Breakdown Structure gap Genetic Analysis Package gap.datasets Datasets for 'gap' gapclosing Estimate Gaps Under an Intervention gapmap Drawing Gapped Cluster Heatmaps with 'ggplot2' gapminder Data from Gapminder garchx Flexible and Robust GARCH-X Modelling gargle Utilities for Working with Google APIs gargoyle An Event-Based Mechanism for 'Shiny' garma Fitting and Forecasting Gegenbauer ARMA Time Series Models garray Generalized Array Arithmetic for Ragged Arrays with Named Margins gasanalyzer Import, Recompute and Analyze Data from Portable Gas Analyzers gaselect Genetic Algorithm (GA) for Variable Selection from High-Dimensional Data gasfluxes Greenhouse Gas Flux Calculation from Chamber Measurements gasmodel Generalized Autoregressive Score Models gasper Graph Signal Processing gaston Genetic Data Handling (QC, GRM, LD, PCA) & Linear Mixed Models gateR Flow/Mass Cytometry Gating via Spatial Kernel Density Estimation gatepoints Easily Gate or Select Points on a Scatter Plot gatoRs Geographic and Taxonomic Occurrence R-Based Scrubbing gauseR Lotka-Volterra Models for Gause's 'Struggle for Existence' gaussDiff Difference Measures for Multivariate Gaussian Probability Density Functions gausscov The Gaussian Covariate Method for Variable Selection gaussfacts The Greatest Mathematician Since Antiquity gaussplotR Fit, Predict and Plot 2D Gaussians gaussquad Collection of Functions for Gaussian Quadrature gaussratiovegind Distribution of Gaussian Ratios gawdis Multi-Trait Dissimilarity with more Uniform Contributions gazepath Parse Eye-Tracking Data into Fixations gbRd Utilities for Processing Rd Objects and Files gbeta Generalized Beta and Beta Prime Distributions gbfs Interface with Live Bikeshare Data gbifdb High Performance Interface to 'GBIF' gbm Generalized Boosted Regression Models gbm.auto Automated Boosted Regression Tree Modelling and Mapping Suite gbm2sas Convert GBM Object Trees to SAS Code gbm3 Generalized Boosted Regression Models gbmt Group-Based Multivariate Trajectory Modeling gbts Hyperparameter Search for Gradient Boosted Trees gbutils Utilities for Simulation, Plots, Quantile Functions and Programming gcKrig Analysis of Geostatistical Count Data using Gaussian Copulas gcTensor Generalized Coupled Tensor Factorization gcatest Genotype Conditional Association TEST gcbd 'GPU'/CPU Benchmarking in Debian-Based Systems gcdnet The (Adaptive) LASSO and Elastic Net Penalized Least Squares, Logistic Regression, Hybrid Huberized Support Vector Machines, Squared Hinge Loss Support Vector Machines and Expectile Regression using a Fast Generalized Coordinate Descent Algorithm gcerisk Generalized Competing Event Model gchartsmap Access 'Google Charts' Map Data gcite Google Citation Parser gclink Gene-Cluster Discovery, Annotation and Visualization gclm Graphical Continuous Lyapunov Models gclus Clustering Graphics gcmr Gaussian Copula Marginal Regression gcomputation Causal Inference by using G-Computation gconsensus Consensus Value Constructor gcookbook Data for "R Graphics Cookbook" gcor Generalized Correlation and Related Measures gcpca Generalized Contrastive Principal Component Analysis gcplyr Wrangle and Analyze Growth Curve Data gcrma Background Adjustment Using Sequence Information gctsc Gaussian and Student-t Copula Models for Count Time Series gcxgclab GCxGC Preprocessing and Analysis gdalUtilities Wrappers for 'GDAL' Utilities Executables gdalcubes Earth Observation Data Cubes from Satellite Image Collections gdalraster Bindings to 'GDAL' gdata Various R Programming Tools for Data Manipulation gde GBIF Dataset Explorer gdi Volumetric Analysis using Graphic Double Integration gdiff Graphical Difference Testing gdim Estimate Graph Dimension using Cross-Validated Eigenvalues gdistance Distances and Routes on Geographical Grids gdldata 'Global Data Lab' R API gdm Generalized Dissimilarity Modeling gdpc Generalized Dynamic Principal Components gds Descriptive Statistics of Grouped Data gdsfmt R Interface to CoreArray Genomic Data Structure (GDS) Files gdtools Font Metrics and Font Management Utilities for R Graphics gdverse Analysis of Spatial Stratified Heterogeneity gdxdt IO for GAMS GDX Files using 'data.table' gdxtools Manipulate 'GDX' Files gear Geostatistical Analysis in R geboes.score Evaluate the Geboes Score for Histology in Ulcerative Colitis gecko Geographical Ecology and Conservation Knowledge Online gedi2 Gene Expression Decomposition and Integration gee Generalized Estimation Equation Solver geeCRT Bias-Corrected GEE for Cluster Randomized Trials geeLite Building and Managing Local Databases from 'Google Earth Engine' geeM Solve Generalized Estimating Equations geeVerse A Comprehensive Analysis of High Dimensional Longitudinal Data geeasy Solve Generalized Estimating Equations for Clustered Data geecure Marginal Proportional Hazards Mixture Cure Models with Generalized Estimating Equations geepack Generalized Estimating Equation Package geesmv Modified Variance Estimators for Generalized Estimating Equations geess Modified Generalized Estimating Equations for Small-Sample Data geessbin Modified Generalized Estimating Equations for Binary Outcome geex An API for M-Estimation geigen Calculate Generalized Eigenvalues, the Generalized Schur Decomposition and the Generalized Singular Value Decomposition of a Matrix Pair with Lapack geiger Analysis of Evolutionary Diversification gek Gradient-Enhanced Kriging gellipsoid Generalized Ellipsoids gelnet Generalized Elastic Nets gemR General Effect Modelling gemini.R Interface for 'Google Gemini' API gemma2 GEMMA Multivariate Linear Mixed Model gems Generalized Multistate Simulation Model gemtc Network Meta-Analysis Using Bayesian Methods gen2stage Generalized Two-Stage Designs for Phase II Single-Arm Studies gen3sis General Engine for Eco-Evolutionary Simulations gen5helper Processing 'Gen5' 2.06 Exported Data genBaRcode Analysis and Visualization Tools for Genetic Barcode Data genCountR Interacting with Roberts and Utych's (2019) Gendered Language Dictionary genMCMCDiag Generalized Convergence Diagnostics for Difficult MCMC Algorithms genSEIR Predict Epidemic Curves with Generalized SEIR Modeling genSurv Generating Multi-State Survival Data genTS R Shiny App for Creating Simplified Trial Summary (TS) Domain gena Genetic Algorithm and Particle Swarm Optimization genalg R Based Genetic Algorithm gencor Generate Customized Correlation Matrices gendata Generate and Modify Synthetic Datasets gender Predict Gender from Names Using Historical Data genderBR Predict Gender from Brazilian First Names genderapi Client for 'GenderAPI.io' gendercoder Recodes Sex/Gender Descriptions into a Standard Set genderstat Quantitative Analysis Tools for Gender Studies gendist Generated Probability Distribution Models geneExpressionFromGEO Easily Downloads a Gene Expression Dataset from a GEO Code and Retrieves the Gene Symbols of Its Probesets geneHummus A Pipeline to Define Gene Families in Legumes and Beyond geneNR Automated Gene Identification for Post-GWAS and QTL Analysis genefilter genefilter: methods for filtering genes from high-throughput experiments genefindr Rapid Gene Characterization Using Public Genomic Databases genekitr Gene Analysis Toolkit genemodel Gene Model Plotting in R genepi Genetic Epidemiology Design and Inference genepop Population Genetic Data Analysis Using Genepop generalCorr Generalized Correlations, Causal Paths and Portfolio Selection generalRSS Statistical Tools for Balanced and Unbalanced Ranked Set Sampling generalhoslem Goodness of Fit Tests for Logistic Regression Models generator Generate Data Containing Fake Personally Identifiable Information generics Common S3 Generics not Provided by Base R Methods Related to Model Fitting geneset Get Gene Sets for Gene Enrichment Analysis genesysr Genesys PGR Client genetic.algo.optimizeR Genetic Algorithm Optimization geneticae Statistical Tools for the Analysis of Multi Environment Agronomic Trials genetics Population Genetics geneviewer Gene Cluster Visualizations genfrn Generating Triangular and Trapezoidal Fuzzy Random Numbers via Uniform Distribution genie Fast, Robust, and Outlier Resistant Hierarchical Clustering genieBPC Project GENIE BioPharma Collaborative Data Processing Pipeline genieclust Genie: Fast and Robust Hierarchical Clustering genio Genetics Input/Output Functions geniusr Tools for Working with the 'Genius' API genlasso Path Algorithm for Generalized Lasso Problems genlogis Generalized Logistic Distribution geno2proteo Finding the DNA and Protein Sequences of Any Genomic or Proteomic Loci genoPlotR Plot Publication-Grade Gene and Genome Maps genodds Generalised Odds Ratios genomic.autocorr Models Dealing with Spatial Dependency in Genomic Data genomicper Circular Genomic Permutation using Genome Wide Association p-Values genpathmox Pathmox Approach Segmentation Tree Analysis genproc Robust, Logged and Reproducible Iteration at Organizational Scale genridge Generalized Ridge Trace Plots for Ridge Regression genscore Generalized Score Matching Estimators genset Generates Multiple Data Sets gensphere Generalized Spherical Distributions genstab Resampling Based Yield Stability Analyses gensvm A Generalized Multiclass Support Vector Machine gentransmuted Estimation and Other Tools for Generalized Transmuted Models geoAr Argentina's Spatial Data Toolbox geoBayes Analysis of Geostatistical Data using Bayes and Empirical Bayes Methods geoDeltaAudit Quantifying Variable Change Induced by Administrative Boundary Transformations geoGAM Select Sparse Geoadditive Models for Spatial Prediction geoR Analysis of Geostatistical Data geoSAE Geoadditive Small Area Model geoTS Methods for Handling and Analyzing Time Series of Satellite Images geoarrow Extension Types for Spatial Data for Use with 'Arrow' geoarrowWidget Attach '(Geo)Arrow' and/or '(Geo)Parquet' Data to a Widget geobounds Download Administrative Boundary Data from 'geoBoundaries' geobr Download Official Spatial Data Sets of Brazil geocacheR Tools for Geocaching geocausal Causal Inference with Spatio-Temporal Data geocmeans Implementing Methods for Spatial Fuzzy Unsupervised Classification geocodebr Geolocalização De Endereços Brasileiros (Geocoding Brazilian Addresses) geocomplexity Mitigating Spatial Bias Through Geographical Complexity geodaData Spatial Analysis Datasets for Teaching geodata Access Geographic Data geodetector Stratified Heterogeneity Measure, Dominant Driving Force Detection, Interaction Relationship Investigation geodimension Definition of Geographic Dimensions geodist Fast, Dependency-Free Geodesic Distance Calculations geodiv Methods for Calculating Gradient Surface Metrics geodrawr Making Geospatial Objects geoelectrics 3D-Visualization of Geoelectric Resistivity Measurement Profiles geofacet 'ggplot2' Faceting Utilities for Geographical Data geofi Access Finnish Geospatial Data geoflow Orchestrate Geospatial (Meta)Data Management Workflows and Manage FAIR Services geogenr Generator from American Community Survey Geodatabases geographiclib Access to 'GeographicLib' geogrid Turn Geospatial Polygons into Regular or Hexagonal Grids geohabnet Geographical Risk Analysis Based on Habitat Connectivity geohashTools Tools for Working with Geohashes geoheatmap Create Geospatial Cartogram Heatmaps geojson Classes for 'GeoJSON' geojsonR A GeoJson Processing Toolkit geojsonio Convert Data from and to 'GeoJSON' or 'TopoJSON' geojsonsf GeoJSON to Simple Feature Converter geomander Geographic Tools for Studying Gerrymandering geomapdata Data for Topographic and Geologic Mapping geomaroc Easily Visualize Geographic Data of Morocco geomerge Geospatial Data Integration geometa Tools for Reading and Writing ISO/OGC Geographic Metadata geometries Convert Between R Objects and Geometric Structures geometry Mesh Generation and Surface Tessellation geommc Geometric Markov Chain Sampling geomod A Computer Program for Geotechnical Investigations geomorph Geometric Morphometric Analyses of 2D and 3D Landmark Data geomtextpath Curved Text in 'ggplot2' geomultistar Multidimensional Queries Enriched with Geographic Data geonames Interface to the "Geonames" Spatial Query Web Service geonapi 'GeoNetwork' API R Interface geonetwork Geographic Networks geonode4R Interface to 'GeoNode' REST API geonuts Identification and Visualisation of European NUTS Regions from Geolocations geoperu Download Spatial Datasets of Peru geoprofiler Perpendicular Line Transects for Geosciences geopsych Methods of Applied Psychology and Psychometrics in Geographical Analysis georefdatar Geosciences Reference Datasets georob Robust Geostatistical Analysis of Spatial Data geos Open Source Geometry Engine ('GEOS') R API geosapi GeoServer REST API R Interface geoscale Geological Time Scale Plotting geosimilarity Geographically Optimal Similarity geospark Bring Local Sf to Spark geospatialsuite Comprehensive Geospatiotemporal Analysis and Multimodal Integration Toolkit geosphere Spherical Trigonometry geospt Geostatistical Analysis and Design of Optimal Spatial Sampling Networks geosptdb Spatio-Temporal Radial Basis Functions with Distance-Based Methods (Optimization, Prediction and Cross Validation) geostats An Introduction to Statistics for Geoscientists geostatsp Geostatistical Modelling with Likelihood and Bayes geotargets 'targets' Extensions for Geographic Spatial Formats geotools Geo tools geotoolsR Tools to Improve the Use of Geostatistic geotopbricks An R Plug-in for the Distributed Hydrological Model GEOtop geovol Geopolitical Volatility (GEOVOL) Modelling geozoo Zoo of Geometric Objects gepaf Google Encoded Polyline Algorithm Format geppe Generalised Exponential Poisson and Poisson Exponential Distributions gerbil Generalized Efficient Regression-Based Imputation with Latent Processes gerda German Election Database (GERDA) gerefer Preparer of Main Scientific References for Automatic Insertion in Academic Papers germinationmetrics Seed Germination Indices and Curve Fitting gert Simple Git Client for R gesca Generalized Structured Component Analysis Structural Equation Modeling gesisdata Reproducible Data Retrieval from the GESIS Data Archive geslaR Get and Manipulate the GESLA Dataset gestalt Tools for Making and Combining Functions gestate Generalised Survival Trial Assessment Tool Environment getCRUCLdata 'CRU' 'CL' v. 2.0 Climatology Client getDTeval Translating Coding Statements using get() and eval() for Improved Run-Time Coding Efficiency getLattes Import and Process Data from the 'Lattes' Curriculum Platform getPass Masked User Input getProxy Get Free Proxy IP and Port getRad Download Radar Data for Biological Research getable Fetching Tabular Data "Onload" in Compiled R Markdown HTML Documents getip 'IP' Address 'Lookup' getmstatistic Quantifying Systematic Heterogeneity in Meta-Analysis getopt C-Like 'getopt' Behavior gets General-to-Specific (GETS) Modelling and Indicator Saturation Methods getspanel General-to-Specific Modelling of Panel Data getspres SPRE Statistics for Exploring Heterogeneity in Meta-Analysis gettz Get the Timezone Information getwiki R Wrapper for Wikipedia Data gexp Generator of Experiments geysertimes Geyser Data from GeyserTimes.org gfboost Gradient-Free Gradient Boosting gfer Green Finance and Environmental Risk gfiUltra Generalized Fiducial Inference for Ultrahigh-Dimensional Regression gfoRmula Parametric G-Formula gfoRmulaICE Parametric Iterative Conditional Expectation G-Formula gfonts Offline 'Google' Fonts for 'Markdown' and 'Shiny' gfunctions G-Functions gg.gap Define Segments in y-Axis for 'ggplot2' gg1d Exploratory Data Analysis using Tiled One-Dimensional Graphics ggBubbles Mini Bubble Plots for Comparison of Discrete Data with 'ggplot2' ggChernoff Chernoff Faces for 'ggplot2' ggDNAvis 'ggplot2'-Based Tools for Visualising DNA Sequences and Modifications ggDoE Modern Graphs for Design of Experiments with 'ggplot2' ggDoubleHeat A Heatmap-Like Visualization Tool ggEDA Turnkey Visualisations for Exploratory Data Analysis ggExametrika Visualization of 'exametrika' Output Using 'ggplot2' ggExtra Add Marginal Histograms to 'ggplot2', and More 'ggplot2' Enhancements ggFishPlots Visualise and Calculate Life History Parameters for Fisheries Science using 'ggplot2' ggHoriPlot Horizon Plots for 'ggplot2' ggInterval Visualizing Interval-Valued Data Using 'ggplot2' ggOceanMaps Plot Data on Oceanographic Maps using 'ggplot2' ggPMX 'ggplot2' Based Tool to Facilitate Diagnostic Plots for NLME Models ggQQunif Compare Big Datasets to the Uniform Distribution ggRandomForests Visually Exploring Random Forests ggRtsy Add Some Van Gogh Colors and Overlay Colors on Your 'ggplot()' ggScatRidges Scatter Plot Combined with Ridgelines in 'ggplot2' ggThemeAssist Add-in to Customize 'ggplot2' Themes ggVennDiagram A 'ggplot2' Implement of Venn Diagram ggWebGL Browser-Native 'WebGL' Rendering for R Graphics ggalign A 'ggplot2' Extension for Composable Visualization ggaligner Visualizing Sequence Alignment by Generating Publication-Ready Plots ggalignment Plots 'D&D'-Style Alignment Charts ggallin Grab Bag of 'ggplot2' Functions ggalluvial Alluvial Plots in 'ggplot2' ggamma Generalized Gamma Probability Distribution gganimate A Grammar of Animated Graphics ggarchery Flexible Segment Geoms with Arrows for 'ggplot2' ggarrow Arrows for 'ggplot2' ggauto Automatically Create and Style 'ggplot2' Charts ggautomap Create Maps from a Column of Place Names ggbeeswarm Categorical Scatter (Violin Point) Plots ggbio Visualization tools for genomic data ggbiplot A Grammar of Graphics Implementation of Biplots ggblanket Publication-Quality 'ggplot2' Visualisation ggblend Blending and Compositing Algebra for 'ggplot2' ggborderline Line Plots that Pop ggbrace Curly Braces for 'ggplot2' ggbrain Create Images of Volumetric Brain Data in NIfTI Format Using 'ggplot2' Syntax ggbreak Set Axis Break for 'ggplot2' ggbrick Waffle Style Chart with a Brick Layout in 'ggplot2' ggbuildr Save Incremental Builds of Plots ggchangepoint Combines Changepoint Analysis with 'ggplot2' ggcharts Shorten the Distance from Data Visualization Idea to Actual Plot ggchord Multi-Sequence 'BLAST' Alignment Chord Diagram Visualization Tool ggcircular A 'ggplot2' Extension for Circular and Directional Data ggcleveland Implementation of Plots from Cleveland's Visualizing Data Book ggcompare Mean Comparison in 'ggplot2' ggcorrheatmap Make Flexible 'ggplot2' Correlation Heatmaps ggcorrplot Visualization of a Correlation Matrix using 'ggplot2' ggcube 3D Plotting with 'ggplot2' ggdag Analyze and Create Elegant Directed Acyclic Graphs ggdaynight Add Day/Night Patterns to 'ggplot2' Plots ggdemetra 'ggplot2' Extension for Seasonal and Trading Day Adjustment with 'RJDemetra' ggdendro Create Dendrograms and Tree Diagrams Using 'ggplot2' ggdensity Interpretable Bivariate Density Visualization with 'ggplot2' ggdiagram Object-Oriented Diagram Plots with 'ggplot2' ggdibbler Add Uncertainty to Data Visualisations ggdiceplot DicePlot Visualization for 'ggplot2' ggdist Visualizations of Distributions and Uncertainty ggdmc Cognitive Models ggdmcHeaders 'C++' Headers for 'ggdmc' Package ggdmcLikelihood Likelihood Computation for 'ggdmc' Package ggdmcModel Model Builders for 'ggdmc' Package ggdmcPrior Prior Probability Functions of the Standard and Truncated Distribution gge Genotype Plus Genotype-by-Environment Biplots ggeasy Easy Access to 'ggplot2' Commands ggeffects Create Tidy Data Frames of Marginal Effects for 'ggplot' from Model Outputs ggenealogy Visualization Tools for Genealogical Data ggerror Extended Error Geoms for 'ggplot2' ggetho Visualisation of High-Throughput Behavioural (i.e. Ethomics) Data ggfacto Graphs for Correspondence Analysis ggfields Add Vector Field Layers to Ggplots ggfigdone Manage & Modify 'ggplot' Figures using 'ggfigdone' ggfittext Fit Text Inside a Box in 'ggplot2' ggfixest Dedicated 'ggplot2' Methods for 'fixest' Objects ggflowchart Flowcharts with 'ggplot2' ggfocus Scales that Focus Specific Levels in your ggplot() ggfootball Plotting Football Matches Expected Goals (xG) Stats with 'Understat' Data ggforce Accelerating 'ggplot2' ggforestplotR Publication-Ready Forest Plots with 'ggplot2' ggformula Formula Interface to the Grammar of Graphics ggfortify Data Visualization Tools for Statistical Analysis Results ggfoundry Shape Foundry & Geom for 'ggplot2' ggfun Miscellaneous Functions for 'ggplot2' ggfx Pixel Filters for 'ggplot2' and 'grid' gggap Streamlined Creation of Segments on the Y-Axis of 'ggplot2' Plots gggda A 'ggplot2' Extension for Geometric Data Analysis gggenes Draw Gene Arrow Maps in 'ggplot2' gggenomes A Grammar of Graphics for Comparative Genomics ggghost Capture the Spirit of Your 'ggplot2' Calls gggibbous Moon Charts, a Pie Chart Alternative gggrid Draw with 'grid' in 'ggplot2' ggguides Simplified Legend and Guide Alignment for 'ggplot2' ggh4x Hacks for 'ggplot2' gghalfnorm Create a Half Normal Plot Using 'ggplot2' gghdx HDX Theme, Scales, and Other Conveniences for 'ggplot2' gghexsize Make Hexagonal Heatmaps with Varying Hexagon Sizes gghighlight Highlight Lines and Points in 'ggplot2' gghinton Hinton Diagrams for 'ggplot2' gghist Plot the Histogram of a Numeric Vector gghourglass Plot Records per Time of Day ggimage Use Image in 'ggplot2' ggimg Graphics Layers for Plotting Image Data with 'ggplot2' ggincerta Extend 'ggplot2' with Layers and Scales for Spatial Uncertainty Visualization gginference Visualise the Results of Inferential Statistics using 'ggplot2' gginnards Explore the Innards of 'ggplot2' Objects ggip Data Visualization for IP Addresses and Networks ggiraph Make 'ggplot2' Graphics Interactive ggiraphExtra Make Interactive 'ggplot2'. Extension to 'ggplot2' and 'ggiraph' ggisotonic 'ggplot2' Friendly Isotonic or Monotonic Regression Curves ggkegg Analyzing and visualizing KEGG information using the grammar of graphics gglasso Group Lasso Penalized Learning Using a Unified BMD Algorithm gglgbtq Show Pride on 'ggplot2' Plots gglinedensity Make DenseLines Heatmaps with 'ggplot2' gglm Grammar of Graphics for Linear Model Diagnostic Plots gglogger Track 'ggplot2' Calls gglorenz Plotting Lorenz Curve with the Blessing of 'ggplot2' gglycan Plot Glycans using 'ggplot2' gglyph Network-Style Visualization of Directed Pairwise Relationships ggm Graphical Markov Models with Mixed Graphs ggmRSCU Visualizing Multi-Species Relative Synonymous Codon Usage and Extensible Data Exploration ggmap Spatial Visualization with ggplot2 ggmapcn Customizable China and Global Map Visualizations ggmapinset Add Inset Panels to Maps ggmatplot Plot Columns of Two Matrices Against Each Other Using 'ggplot2' ggmcmc Tools for Analyzing MCMC Simulations from Bayesian Inference ggmemo Add Arrows, Labels, and Change Annotations to 'ggplot2' Charts ggmice Visualizations for 'mice' with 'ggplot2' ggmix Variable Selection in Linear Mixed Models for SNP Data ggmlR 'GGML' Tensor Operations for Machine Learning ggmr Generalized Gauss Markov Regression ggmsa Plot Multiple Sequence Alignment using 'ggplot2' ggmugs Visualization of Multiple Genome-Wide Association Study Summary Statistics ggmuller Create Muller Plots of Evolutionary Dynamics ggmulti High Dimensional Data Visualization ggnetwork Geometries to Plot Networks with 'ggplot2' ggnewscale Multiple Fill and Colour Scales in 'ggplot2' ggnormalviolin A 'ggplot2' Extension to Make Normal Violin Plots ggokabeito 'Okabe-Ito' Scales for 'ggplot2' and 'ggraph' ggordiplots Make 'ggplot2' Versions of Vegan's Ordiplots ggpackets Package Plot Layers for Easier Portability and Modularization ggpage Creates Page Layout Visualizations ggparty 'ggplot' Visualizations for the 'partykit' Package ggpath Robust Image Rendering Support for 'ggplot2' ggpattern 'ggplot2' Pattern Geoms ggpca Publication-Ready PCA, t-SNE, and UMAP Plots ggpcp Parallel Coordinate Plots in the 'ggplot2' Framework ggpedigree Visualizing Pedigrees with 'ggplot2' and 'plotly' ggperiodic Easy Plotting of Periodic Data with 'ggplot2' ggpicrust2 Make 'PICRUSt2' Output Analysis and Visualization Easier ggplate Create Layout Plots of Biological Culture Plates and Microplates ggplayfair Geoms for Playfair-Style Charts ggplot.multistats Multiple Summary Statistics for Binned Stats/Geometries ggplot2 Create Elegant Data Visualisations Using the Grammar of Graphics ggplot2.utils Selected Utilities Extending 'ggplot2' ggplot2movies Movies Data ggplotAssist 'RStudio' Addin for Teaching and Learning 'ggplot2' ggplotgui Create Ggplots via a Graphical User Interface ggplotify Convert Plot to 'grob' or 'ggplot' Object ggplotplus Universal Design-Oriented Enhancements for 'ggplot2' ggpmisc Miscellaneous Extensions to 'ggplot2' ggpointdensity A Cross Between a 2D Density Plot and a Scatter Plot ggpointless Extra Geometries and Stats for 'ggplot2' ggpolar Dots and Their Connections in Polar Coordinate System ggpolypath Polygons with Holes for the Grammar of Graphics ggpop Icon-Based Population Charts and Plots for 'ggplot2' ggpp Grammar Extensions to 'ggplot2' ggprism A 'ggplot2' Extension Inspired by 'GraphPad Prism' ggpubr 'ggplot2' Based Publication Ready Plots ggpval Annotate Statistical Tests for 'ggplot2' ggquickeda Quickly Explore Your Data Using 'ggplot2' and 'table1' Summary Tables ggquiver Quiver Plots for 'ggplot2' ggragged Ragged Grids for 'ggplot2' ggrain A Rainclouds Geom for 'ggplot2' ggraph An Implementation of Grammar of Graphics for Graphs and Networks ggraptR Allows Interactive Visualization of Data Through a Web Browser GUI ggrastr Rasterize Layers for 'ggplot2' ggrcs Draw Histograms and Restricted Cubic Splines (RCS) ggrecipes Recipes for Data Visualization ggredist Scales, Geometries, and Extensions of 'ggplot2' for Election Mapping ggrefine Publication-Quality 'ggplot2' Themes ggrepel Automatically Position Non-Overlapping Text Labels with 'ggplot2' ggreveal Reveal a 'ggplot' Incrementally ggridges Ridgeline Plots in 'ggplot2' ggrisk Risk Score Plot for Cox Regression ggrounded Rounded Bar Plots ggroups Pedigree and Genetic Groups ggsankeyfier Create Sankey and Alluvial Diagrams Using 'ggplot2' ggsced Utilities and Helpers for Single Case Experimental Design (SCED) using 'ggplot2' ggsci Scientific Journal and Sci-Fi Themed Color Palettes for 'ggplot2' ggscidca Plotting Decision Curve Analysis with Coloured Bars ggscribe Publication-Quality 'ggplot2' Annotation ggseg Plotting Tool for Brain Atlases ggseg.formats Brain Atlas Data Structures for the 'ggseg' Ecosystem ggseg.meshes Additional Brain Surface Meshes for the 'ggsegverse' Ecosystem ggseg3d Interactive 3D Brain Atlas Visualization ggsegmentedtotalbar Create a Segmented Total Bar Plot with Custom Annotations and Labels ggsem Interactive Structural Equation Modeling (SEM) and Multi-Group Path Diagrams ggseqlogo A 'ggplot2' Extension for Drawing Publication-Ready Sequence Logos ggseqplot Render Sequence Plots using 'ggplot2' ggshadow Shadow and Glow Geoms for 'ggplot2' ggside Side Grammar Graphics ggsignif Significance Brackets for 'ggplot2' ggskewboxplots Skew Boxplot Geoms for 'ggplot2' ggsky Galactic and Equatorial Coordinate Implementation for 'ggplot2' ggsmc Visualising Output from Sequential Monte Carlo and Ensemble-Based Methods ggsoccer Plot Soccer Event Data ggsolvencyii A 'ggplot2'-Plot of Composition of Solvency II SCR: SF and IM ggsom New Data Visualisations for SOMs Networks ggspark 'ggplot2' Functions to Create Tufte Style Sparklines ggspatial Spatial Data Framework for ggplot2 ggspec Extract and Compare 'ggplot2' Plot Specifications as Tidy Data Frames ggspectra Extensions to 'ggplot2' for Radiation Spectra ggsql Grammar of Graphics for SQL ggstackplot Create Overlapping Stacked Plots ggstance Horizontal 'ggplot2' Components ggstar Multiple Geometric Shape Point Layer for 'ggplot2' ggstats Extension to 'ggplot2' for Plotting Stats ggstatsplot 'ggplot2' Based Plots with Statistical Details ggstudent Continuous Confidence Interval Plots using t-Distribution ggsurveillance Tools for Outbreak Investigation/Infectious Disease Surveillance ggsurvey Simplifying 'ggplot2' for Survey Data ggsurvfit Flexible Time-to-Event Figures ggswissmaps Offers Various Swiss Maps as Data Frames and 'ggplot2' Objects ggtangle Draw Network with Data ggtea Palettes and Themes for 'ggplot2' ggtern An Extension to 'ggplot2', for the Creation of Ternary Diagrams ggtext Improved Text Rendering Support for 'ggplot2' ggthemeUL A 'ggplot' Theme for University of Ljubljana ggthemes Extra Themes, Scales and Geoms for 'ggplot2' ggtibble Create Tibbles and Lists of 'ggplot' Figures for Reporting ggtikz Post-Process 'ggplot2' Plots with 'TikZ' Code Using Plot Coordinates ggtime Grammar of Graphics and Plot Helpers for Time Series Visualization ggtrace Trace and Highlight Groups of Data Points ggtranslate A 'ggplot2' Extension for Translating Plot Text ggtree an R package for visualization of tree and annotation data ggtreeExtra An R Package To Add Geometric Layers On Circular Or Other Layout Tree Of "ggtree" ggtreebar Make Treemap Bar Charts with 'ggplot2' ggtrendline Add Trendline and Confidence Interval to 'ggplot' ggtricks Create Sector and Other Charts Easily Using Grammar of Graphics ggupset Combination Matrix Axis for 'ggplot2' to Create 'UpSet' Plots ggvariant Tidy, 'ggplot2'-Native Visualization for Genomic Variants ggvegan 'ggplot2' Plots for the 'vegan' Package ggvenn Draw Venn Diagram by 'ggplot2' ggversa Conjuntos de Datos para 'Graficas Versatiles con ggplot2' ggvfields Vector Field Visualizations with 'ggplot2' ggview 'ggplot2' Picture Previewer ggvis Interactive Grammar of Graphics ggvolc Create Volcano Plots for Differential Gene Expression Data ggvolcano Publication-Ready Volcano Plots ggwidth Publication-Quality 'ggplot2' Geom Width ggwordcloud A Word Cloud Geom for 'ggplot2' ggx A Natural Language Interface to 'ggplot2' gh 'GitHub' 'API' ghapps Authenticate as a 'GitHub' App ghclass Tools for Managing Classes on GitHub ghcm Functional Conditional Independence Testing with the GHCM ghibli Studio Ghibli Colour Palettes ghql General Purpose 'GraphQL' Client ghyp Generalized Hyperbolic Distribution and Its Special Cases ghypernet Fit and Simulate Generalised Hypergeometric Ensembles of Graphs gibasa An Alternative 'Rcpp' Wrapper of 'MeCab' gibble Geometry Decomposition gicf Penalised Likelihood Estimation of a Covariance Matrix gie API Wrapper for the Natural Gas Transparency Platforms of Gas Infrastructure Europe gif Graphical Independence Filtering gifski Highest Quality GIF Encoder gifti Reads in 'Neuroimaging' 'GIFTI' Files with Geometry Information gigg Group Inverse-Gamma Gamma Shrinkage for Sparse Regression with Grouping Structure gilmour The Interpretation of Adjusted Cp Statistic gim Generalized Integration Model gimap Calculate Genetic Interactions for Paired CRISPR Targets gimme Group Iterative Multiple Model Estimation gimms Download and Process GIMMS NDVI3g Data giniCI Gini-Based Composite Indicators giniVarCI Gini Indices, Variances and Confidence Intervals for Finite and Infinite Populations ginormal Generalized Inverse Normal Distribution Density and Generation gips Gaussian Model Invariant by Permutation Symmetry gipsDA Training DA Models Utilizing 'gips' giscoR Download 'Eurostat' 'GISCO' Spatial Data gistr Work with 'GitHub' 'Gists' git2r Provides Access to Git Repositories git2rdata Store and Retrieve Data.frames in a Git Repository git4r Interactive Git for R gitcreds Query 'git' Credentials from 'R' gitdown Turn Your Git Commit Messages into a HTML Book gitear Client to the 'gitea' API githubr Easier to Use API Wrapper for 'GitHub' gitignore Create Useful .gitignore Files for your Project gitlabr Access to the 'GitLab' API gitr A Lightweight API for 'Git' gittargets Data Version Control for the Targets Package givitiR The GiViTI Calibration Test and Belt gjam Generalized Joint Attribute Modeling gk g-and-k and g-and-h Distribution Functions gkgraphR Accessing the Official 'Google Knowledge Graph' API gkmSVM Gapped-Kmer Support Vector Machine gkrreg Gaussian Kernel Robust Regression (GKRReg) gkwdist Generalized Kumaraswamy Distribution Family gkwreg Generalized Kumaraswamy Regression Models for Bounded Data glam Generalized Additive and Linear Models (GLAM) glarma Generalized Linear Autoregressive Moving Average Models glassdoor Interface to 'Glassdoor' API glasso Graphical Lasso: Estimation of Gaussian Graphical Models glassoFast Fast Graphical LASSO glasstabs Animated Glass-Style Tabs and Multi-Select Filter for 'Shiny' glba General Linear Ballistic Accumulator Models glca An R Package for Multiple-Group Latent Class Analysis glcm Calculate Textures from Grey-Level Co-Occurrence Matrices (GLCMs) gld Estimation and Use of the Generalised (Tukey) Lambda Distribution gldrm Generalized Linear Density Ratio Models gleam Global Livestock Environmental Assessment Model (GLEAM-X) glinternet Learning Interactions via Hierarchical Group-Lasso Regularization glinvci Phylogenetic Comparative Methods with Uncertainty Estimates glioblastomaEHRsData Descriptive Analysis on Three Glioblastoma EHRs Datasets gllm Generalised log-Linear Model gllvm Generalized Linear Latent Variable Models glm.deploy 'C' and 'Java' Source Code Generator for Fitted Glm Objects glm.predict Predicted Values and Discrete Changes for Regression Models glm2 Fitting Generalized Linear Models glm4 Fitting Generalized Linear Models Using Sparse Matrices glmGamPoi Fit a Gamma-Poisson Generalized Linear Model glmMisrep Generalized Linear Models Adjusting for Misrepresentation glmSTARMA (Double) Generalized Linear Models for Spatio-Temporal Data glmSparseNet Network Centrality Metrics for Elastic-Net Regularized Models glmbayes Bayesian Generalized Linear Models (IID Samples) glmbb All Hierarchical or Graphical Models for Generalized Linear Model glmc Fitting Generalized Linear Models Subject to Constraints glme Generalized Linear Mixed Effects Models glmertree Generalized Linear Mixed Model Trees glmfitmiss Fitting GLMs with Missing Data in Both Responses and Covariates glmlep Fit GLM with LEP-Based Penalized Maximum Likelihood glmm Generalized Linear Mixed Models via Monte Carlo Likelihood Approximation glmm.hp Hierarchical Partitioning of Marginal R2 for Generalized Mixed-Effect Models glmmEP Generalized Linear Mixed Model Analysis via Expectation Propagation glmmFEL Generalized Linear Mixed Models via Fully Exponential Laplace in EM glmmLasso Variable Selection for Generalized Linear Mixed Models by L1-Penalized Estimation glmmML Generalized Linear Models with Clustering glmmPen High Dimensional Penalized Generalized Linear Mixed Models (pGLMM) glmmSeq General Linear Mixed Models for Gene-Level Differential Expression glmmTMB Generalized Linear Mixed Models using Template Model Builder glmmrBase Monte Carlo Maximum Likelihood and Analysis of Generalised Linear Mixed Models glmmrOptim Approximate Optimal Experimental Designs Using Generalised Linear Mixed Models glmmsel Generalised Linear Mixed Model Selection glmnet Lasso and Elastic-Net Regularized Generalized Linear Models glmnetSE Add Nonparametric Bootstrap SE to 'glmnet' for Selected Coefficients (No Shrinkage) glmnetUtils Utilities for 'Glmnet' glmnetcr Fit a Penalized Constrained Continuation Ratio Model for Predicting an Ordinal Response glmnetr Nested Cross Validation for the Relaxed Lasso and Other Machine Learning Models glmpath L1 Regularization Path for Generalized Linear Models and Cox Proportional Hazards Model glmpathcr Fit a Penalized Continuation Ratio Model for Predicting an Ordinal Response glmpca Dimension Reduction of Non-Normally Distributed Data glmpermu Permutation-Based Inference for Generalized Linear Models glmtlp Generalized Linear Models with Truncated Lasso Penalty glmtoolbox Set of Tools to Data Analysis using Generalized Linear Models glmtrans Transfer Learning under Regularized Generalized Linear Models glmulti Model Selection and Multimodel Inference Made Easy glmvsd Variable Selection Deviation Measures and Instability Tests for High-Dimensional Generalized Linear Models glmx Generalized Linear Models Extended glmxdiag A Collection of Graphic Tools for GLM Diagnostics and some Extensions gloBFPr Access Global Building Height Datasets globalKinhom Inhomogeneous K- And Pair Correlation Functions Using Global Estimators globalOptTests Objective functions for benchmarking the performance of global optimization algorithms globals Identify Global Objects in R Expressions globaltest Testing Groups of Covariates/Features for Association with a Response Variable, with Applications to Gene Set Testing globaltrends Download and Measure Global Trends Through Google Search Volumes globe Plot 2D and 3D Views of the Earth, Including Major Coastline glober Estimating Functions with Multivariate B-Splines globpso Swarm Intelligence Optimization glogis Fitting and Testing Generalized Logistic Distributions glorenz Transformed and Relative Lorenz Curves for Survey Weighted Data glossa User-Friendly 'shiny' App for Bayesian Species Distribution Models glossary Glossaries for Markdown and Quarto Documents glossr Use Interlinear Glosses in R Markdown glow Make Plots that Glow glscalibrator Automated Calibration and Analysis of 'GLS' (Global Location Sensor) Data glsm Saturated Model Log-Likelihood for Multinomial Outcomes glue Interpreted String Literals glueDo Wrapper Functions for the 'glue' Library gluedown Wrap Vectors in Markdown Formatting gluvarpro Glucose Variability Measures from Continuous Glucose Monitoring Data glvmfit Methods to Assess Generalized Latent Variable Model Fit glyparse Parsing Glycan Structure Text Representations glyrepr Representation for Glycan Compositions and Structures gm Create Music with Ease gmDatabase Accessing a Geometallurgical Database with R gmGeostats Geostatistics for Compositional Analysis gmailr Access the 'Gmail' 'RESTful' API gmapsdistance Distance and Travel Time Between Two Points from Google Maps gmfamm Generalized Multivariate Functional Additive Models gmfd Inference and Clustering of Functional Data gmgm Gaussian Mixture Graphical Model Learning and Inference gmm Generalized Method of Moments and Generalized Empirical Likelihood gmmsslm Semi-Supervised Gaussian Mixture Model with a Missing-Data Mechanism gmnl Multinomial Logit Models with Random Parameters gmoTree Get and Modify 'oTree' Data gmodels Various R Programming Tools for Model Fitting gmp Multiple Precision Arithmetic gmpoly Multivariate Polynomials with Rational Coefficients gmresls Solve Least Squares with GMRES(k) gms 'GAMS' Modularization Support Package gmt Interface Between GMT Map-Making Software and R gmtFD General Multiple Tests for Univariate and Multivariate Functional Data gmvarkit Estimate Gaussian and Student's t Mixture Vector Autoregressive Models gmvjoint Joint Models of Survival and Multivariate Longitudinal Data gmwmx Estimate Functional and Stochastic Parameters of Linear Models with Correlated Residuals gmwmx2 Estimate Functional and Stochastic Parameters of Linear Models with Correlated Residuals and Missing Data gnFit Goodness of Fit Test for Continuous Distribution Functions gnlm Generalized Nonlinear Regression Models gnm Generalized Nonlinear Models gnn Generative Neural Networks gnomonicM Estimate Natural Mortality for Different Life Stages gnonadd Various Non-Additive Models for Genetic Associations gnorm Generalized Normal/Exponential Power Distribution gnrprod Estimates Gross Output Functions gnumeric Read Data from Files Readable by 'gnumeric' go2bigq Convert Large Numbers to Bigq Format goalp Weighted and Lexicographic Goal Programming Interface goat Gene Set Analysis Using the Gene Set Ordinal Association Test godley Stock-Flow-Consistent Model Simulator goeveg Functions for Community Data and Ordinations gofCopula Goodness-of-Fit Tests for Copulae gofIG Goodness-of-Fit Tests for the Inverse Gaussian Distribution gofar Generalized Co-Sparse Factor Regression gofcat Goodness-of-Fit Measures for Categorical Response Models gofedf Goodness of Fit Tests Based on Empirical Distribution Functions goffda Goodness-of-Fit Tests for Functional Data gofgamma Goodness-of-Fit Tests for the Gamma Distribution gofigR Client for 'GoFigr.io' gofreg Bootstrap-Based Goodness-of-Fit Tests for Parametric Regression goft Tests of Fit for some Probability Distributions goftest Classical Goodness-of-Fit Tests for Univariate Distributions gogarch Generalized Orthogonal GARCH (GO-GARCH) Models goldfish Statistical Network Models for Dynamic Network Data goldilocks Goldilocks Adaptive Trial Designs for Time-to-Event Endpoints golem A Framework for Robust Shiny Applications golfastr Efficiently Access Pro Golf Data golfr Group Assignment Tool gomp The gamma-OMP Feature Selection Algorithm gompertztrunc Conducting Maximum Likelihood Estimation with Truncated Mortality Data gontr Dataset for 'GOxploreR' goodpractice Advice on R Package Building googleAnalyticsR Google Analytics API into R googleAuthR Authenticate and Create Google APIs googleCloudStorageR Interface with Google Cloud Storage API googleCloudVisionR Access to the 'Google Cloud Vision' API for Image Recognition, OCR and Labeling googleErrorReportingR Send Error Reports to the Google Error Reporting Service API googleLanguageR Call Google's 'Natural Language', 'Cloud Translation', 'Cloud Speech', and 'Cloud Text-to-Speech' APIs googlePolylines Encoding Coordinates into 'Google' Polylines googlePublicData Working with Google's 'Public Data Explorer' DSPL Metadata Files googlePubsubR R Interface for Google 'Cloud Pub/Sub' REST API googleTagManageR Access the 'Google Tag Manager' API using R googleVis R Interface to Google Charts googleadsR Access to 'Google Ads' via the 'Windsor.ai' API googledrive An Interface to Google Drive googlenlp An Interface to Google's Cloud Natural Language API googler Google from the R Console googlesheets4 Access Google Sheets using the Sheets API V4 googletraffic Google Traffic googleway Accesses Google Maps APIs to Retrieve Data and Plot Maps gooseR R Integration for 'Goose' AI gor Algorithms for the Subject Graphs and Network Optimization goric Generalized Order-Restricted Information Criterion gorica Evaluation of Inequality Constrained Hypotheses Using GORICA gosset Tools for Data Analysis in Experimental Agriculture gotop Scroll Back to Top Icon in Shiny and R Markdown govStatJPN functions to get public survey data in Japan govdown GOV.UK Style Templates for R Markdown governor Speed Limiter to Control Rate of Execution of Loops govinfoR A 'GovInfo' API Wrapper gower Gower's Distance goweragreement Bayesian Gower Agreement for Categorical Data goxygen In-Code Documentation for 'GAMS' gp Maximum Likelihood Estimation of the Generalized Poisson Distribution gpairs The Generalized Pairs Plot gpbStat Comprehensive Statistical Analysis of Plant Breeding Experiments gpboost Combining Tree-Boosting with Gaussian Process and Mixed Effects Models gpcp Genomic Prediction of Cross Performance gpindex Generalized Price and Quantity Indexes gpk 100 Data Sets for Statistics Education gpkg Utilities for the Open Geospatial Consortium 'GeoPackage' Format gplite General Purpose Gaussian Process Modelling gplm Generalized Partial Linear Models (GPLM) gplots Various R Programming Tools for Plotting Data gplsim Spline Estimation for GPLSIM gpmap Analysing and Plotting Genotype-Phenotype Maps gprofiler2 Interface to the 'g:Profiler' Toolset gps General P-Splines gps.track GPS Track Point Information Extractor gpss Gaussian Processes for Social Science gptoolsStan Gaussian Processes on Graphs and Lattices in 'Stan' gptr A Convenient R Interface with the OpenAI 'ChatGPT' API gptstudio Use Large Language Models Directly in your Development Environment gptzeror Identify Text Written by Large Language Models using 'GPTZero' gpyramid Identify Efficient Crossing Schemes for Gene Pyramiding gqlr 'GraphQL' Server in R gquad Prediction of G Quadruplexes and Other Non-B DNA Motifs grImport Importing Vector Graphics grImport2 Importing 'SVG' Graphics graDiEnt Stochastic Quasi-Gradient Differential Evolution Optimization grabsampling Probability of Detection for Grab Sample Selection gradLasso Gradient Descent LASSO with Stability Selection and Bootstrapped Confidence Intervals grade Binary Grading functions for R. gradeR Helps Grade Assignment Submissions in Common R Formats grafify Easy Graphs for Data Visualisation and Linear Models for ANOVA grafzahl Supervised Machine Learning for Textual Data Using Transformers and 'Quanteda' grainscape Landscape Connectivity, Habitat, and Protected Area Networks gramEvol Grammatical Evolution for R grandR Comprehensive Analysis of Nucleotide Conversion Sequencing Data grangers Inference on Granger-Causality in the Frequency Domain grangersearch Granger Causality Testing for Time Series granova Graphical Analysis of Variance granovaGG Graphical Analysis of Variance Using ggplot2 grantham Calculate the Grantham Distance grapes Make Binary Operators grapesAgri1 Collection of Shiny Apps for Agricultural Research Data Analysis graph graph: A package to handle graph data structures graph3d A Wrapper of the JavaScript Library 'vis-graph3d' graph4lg Build Graphs for Landscape Genetics Analysis graphPAF Estimating and Displaying Population Attributable Fractions graphclust Hierarchical Graph Clustering for a Collection of Networks grapherator A Modular Multi-Step Graph Generator graphicalEvidence Graphical Evidence graphicalExtremes Statistical Methodology for Graphical Extreme Value Models graphicalMCP Graphical Multiple Comparison Procedures graphicalVAR Graphical VAR for Experience Sampling Data graphite GRAPH Interaction from pathway Topological Environment graphlayouts Additional Layout Algorithms for Network Visualizations graphon A Collection of Graphon Estimation Methods graphonmix Generates Dense and Sparse Graphs using Graphon Extensions graphpcor Models for Correlation Matrices Based on Graphs graphql A GraphQL Query Parser graphsim Simulate Expression Data from 'igraph' Networks graposas Graphical Approach Optimal Sample Size grasps Groupwise Regularized Adaptive Sparse Precision Solution grateful Facilitate Citation of R Packages grates Grouped Date Classes gratia Graceful 'ggplot'-Based Graphics and Other Functions for GAMs Fitted Using 'mgcv' graticule Meridional and Parallel Lines for Maps gratis Generating Time Series with Diverse and Controllable Characteristics grattan Australian Tax Policy Analysis grattanInflators Inflators for Australian Policy Analysis gravitas Explore Probability Distributions for Bivariate Temporal Granularities gravity Estimation Methods for Gravity Models gravityGE One Sector Armington-CES Gravity Model with General Equilibrium gravmagsubs Gravitational and Magnetic Attraction of 3-D Vertical Rectangular Prisms greatR Gene Registration from Expression and Time-Courses in R grec Gradient-Based Recognition of Spatial Patterns in Environmental Data greed Clustering and Model Selection with the Integrated Classification Likelihood greekLetters Routines for Writing Greek Letters and Mathematical Symbols on the 'RStudio' and 'RGui' greeks Sensitivities of Prices of Financial Options and Implied Volatilities greenR Green Index Quantification, Analysis and Visualization greenbook HM Treasury Green Book Cost-Benefit Analysis Primitives greenclust Combine Categories Using Greenacre's Method greencrab.toolkit Run 'Stan' Models to Interpret Green Crab Monitoring Assessments greenfeedr Process and Report 'GreenFeed' Data gregRy GREGORY Estimation gremlin Mixed-Effects REML Incorporating Generalized Inverses greport Graphical Reporting for Clinical Trials grepreaper Efficient Data Filtering and Aggregation Using Grep gretel Generalized Path Analysis for Social Networks gretlR A Seamless Integration of 'Gretl' and 'R' grex Gene ID Mapping for Genotype-Tissue Expression (GTEx) Data greybox Toolbox for Model Building and Forecasting grf Generalized Random Forests gridBase Integration of base and grid graphics gridBezier Bezier Curves in 'grid' gridDebug Debugging 'grid' Graphics gridExtra Miscellaneous Functions for "Grid" Graphics gridGeometry Polygon Geometry in 'grid' gridGraphics Redraw Base Graphics Using 'grid' Graphics gridGraphviz Drawing Graphs with 'grid' gridOT Approximate Optimal Transport Between Two-Dimensional Grids gridSVG Export 'grid' Graphics as SVG griddy Geospatial Distribution Dynamics for Simple Features gridify Enrich Figures and Tables with Custom Headers and Footers and More gridmicrotex Native 'LaTeX' Math Rendering for Grid Graphics gridpattern 'grid' Pattern Grobs gridsampler A Simulation Tool to Determine the Required Sample Size for Repertory Grid Studies gridstackeR Wrapper for 'gridstack.js' gridtext Improved Text Rendering Support for 'Grid' Graphics grizbayr Bayesian Inference for A|B and Bandit Marketing Tests grmsem Genetic-Relationship-Matrix Structural Equation Modelling (GRMSEM) grmtree Recursive Partitioning for Graded Response Models grnn General regression neural network grobblR Creating Flexible, Reproducible 'PDF' Reports groc Generalized Regression on Orthogonal Components groqR A Coding Assistant using the Fast AI Inference 'Groq' groundhog Version-Control for CRAN, GitHub, and GitLab Packages groupWQS Grouped Weighted Quantile Sum Regression groupcompare Comparing Two Groups Using Various Descriptive Statistics groupdata2 Creating Groups from Data groupedHyperframe Grouped Hyper Data Frame groupedHyperframe.random Simulated Point-Pattern via Vectorized Parameterization groupedSurv Efficient Estimation of Grouped Survival Models Using the Exact Likelihood Function grouper Optimal Assignment of Students to Groups groupr Groups with Inapplicable Values grouprar Group Response Adaptive Randomization for Clinical Trials groupwalk Implement the Group Walk Algorithm grove Wavelet Functional ANOVA Through Markov Groves growR Implementation of the Vegetation Model ModVege growth Multivariate Normal and Elliptically-Contoured Repeated Measurements Models growthDecomp Decomposition of Growth Trends growthPheno Functional Analysis of Phenotypic Growth Data to Smooth and Extract Traits growthTrendR Toolkit for Data Processing, Quality, and Statistical Models growthcleanr Data Cleaner for Anthropometric Measurements growthcurver Simple Metrics to Summarize Growth Curves growthmodels Nonlinear Growth Models growthrate Bayesian reconstruction of growth velocity growthrates Estimate Growth Rates from Experimental Data grpCox Penalized Cox Model for High-Dimensional Data with Grouped Predictors grpSLOPE Group Sorted L1 Penalized Estimation grplasso Fitting User-Specified Models with Group Lasso Penalty grpnet Group Elastic Net Regularized GLMs and GAMs grpreg Regularization Paths for Regression Models with Grouped Covariates grpsel Group Subset Selection grpseq Group Sequential Analysis of Clinical Trials grt General Recognition Theory grumpy Read 'NumPy' '.npy' and '.npz' Files grwat River Hydrograph Separation and Analysis gsClusterDetect Utilities for Geo-Spatial Cluster Detection and Significance Classification gsDesign Group Sequential Design gsDesign2 Group Sequential Design with Non-Constant Effect gsDesignNB Sample Size and Simulation for Negative Binomial Outcomes gsDesignTune Dependency-Aware Scenario Exploration for Group Sequential Designs gsEasy Gene Set Enrichment Analysis in R gsMAMS Group Sequential Designs of Multi-Arm Multi-Stage Trials gsMeanFreq Group Sequential Clinical Trial Designs for Composite Endpoints gsalib Utility Functions for 'GATK' gsaot Compute Global Sensitivity Analysis Indices Using Optimal Transport gsarima Two Functions for Generalized SARIMA Time Series Simulation gsbDesign Group Sequential Bayes Design gsbm Estimate Parameters in the Generalized SBM gscaLCA Generalized Structure Component Analysis- Latent Class Analysis & Latent Class Regression gscounts Group Sequential Designs with Negative Binomial Outcomes gscramble Simulating Admixed Genotypes Without Replacement gsearly Creates Group Sequential Trial Designs when Early Outcomes are Available gseries Improve the Coherence of Your Time Series Data gsheet Download Google Sheets Using Just the URL gsignal Signal Processing gsisdecoder High Efficient Functions to Decode NFL Player IDs gsl Wrapper for the Gnu Scientific Library gslnls GSL Multi-Start Nonlinear Least-Squares Fitting gsloid Global Sea Level and Oxygen Isotope Data gson Base Class and Methods for 'gson' Format gspcr Generalized Supervised Principal Component Regression gsrs A Group-Specific Recommendation System gsrsb Group Sequential Refined Secondary Boundary gss General Smoothing Splines gstar Generalized Space-Time Autoregressive Model gstat Spatial and Spatio-Temporal Geostatistical Modelling, Prediction and Simulation gstsm Generalized Spatial-Time Sequence Miner gsubfn Utilities for Strings and Function Arguments gsw Gibbs Sea Water Functions gsynth Generalized Synthetic Control Method gt Easily Create Presentation-Ready Display Tables gt4ireval Generalizability Theory for Information Retrieval Evaluation gtDesign Convex Optimal Designs for Group Testing Experiments gtExtras Extending 'gt' for Beautiful HTML Tables gtWAS Genome and Transcriptome Wide Association Study gtable Arrange 'Grobs' in Tables gtakeout Extract Data from Google Takeout gte Generalized Turnbull's Estimator gtexr Query the GTEx Portal API gtexture Generalized Application of Co-Occurrence Matrices and Haralick Texture gtfs2emis Estimating Public Transport Emissions from General Transit Feed Specification (GTFS) Data gtfs2gps Converting Transport Data from GTFS Format to GPS-Like Records gtfsio Read and Write General Transit Feed Specification (GTFS) Files gtfsrealtime Read GTFS-Realtime Files into Data Frames gtfsrouter Routing with 'GTFS' (General Transit Feed Specification) Data gtfstools General Transit Feed Specification (GTFS) Editing and Analysing Tools gtheoryr Simple Generalizability Theory for Crossed and Nested Designs gto Insert 'gt' Tables into Word Documents gtools Various R Programming Tools gtranslate Translate Between Different Languages gtreg Regulatory Tables for Clinical Research gtregression Tools for Creating Publication-Ready Regression Tables gtrendsR Perform and Display Google Trends Queries gtrendshealth Query the 'Google Trends for Health' API gtsummary Presentation-Ready Data Summary and Analytic Result Tables guaguas Nombres Inscritos en Chile (1920 - 2021) guardianapi Access 'The Guardian' Newspaper Open Data API guescini Real-Time PCR Data Sets by Guescini et al. (2008) guess Adjust Estimates of Learning for Guessing guideR Miscellaneous Statistical Functions Used in 'guide-R' guidedPLS Supervised Dimensional Reduction by Guided Partial Least Squares guildai Track Machine Learning Experiments guiplot User-Friendly GUI Plotting Tools guix.install Install R Packages with GNU Guix gumbel The Gumbel-Hougaard Copula gumboot Bootstrap Analyses of Sampling Uncertainty in Goodness-of-Fit Statistics gunit Converts Conductance Units gunsales Statistical Analysis of Monthly Background Checks of Gun Purchases gustave A User-Oriented Statistical Toolkit for Analytical Variance Estimation gutenbergr Download and Process Public Domain Works from Project Gutenberg gvc Global Value Chains Tools gvcAnalyzer Global Value Chain Decomposition for Value-Added Trade gvcR Genotypic Variance Components gvlma Global Validation of Linear Models Assumptions gwaRs Manhattan, Q-Q, and PCA Plots using 'ggplot2' gwas2crispr GWAS-to-CRISPR Data Pipeline for High-Throughput SNP Target Extraction gwasforest Make Forest Plot with GWAS Data gwasrapidd 'REST' 'API' Client for the 'NHGRI'-'EBI' 'GWAS' Catalog gwbr Local and Global Beta Regression gwid Genome-Wide Identity-by-Descent gwpcormapper Geographically Weighted Partial Correlation Mapper gwrpvr Genome-Wide Regression P-Value (Gwrpv) gwrr Fits Geographically Weighted Regression Models with Diagnostic Tools gwzinbr Geographically Weighted Zero Inflated Negative Binomial Regression gym Provides Access to the OpenAI Gym API gypsum Interface to the gypsum REST API h0 A Robust Bayesian Meta-Analysis for Estimating the Hubble Constant via Time Delay Cosmography h2o R Interface for the 'H2O' Scalable Machine Learning Platform h2o4gpu Interface to 'H2O4GPU' h2otools Machine Learning Model Evaluation for 'h2o' Package h3jsr Access Uber's H3 Library h3lib Exposes the 'Uber' 'H3' Library to R Packages h3o H3 Geospatial Indexing System h3r Hexagonal Hierarchical Geospatial Indexing System h3sdm Species Distribution Modeling with H3 Grids h5lite Simplified 'HDF5' Interface h5mread A fast HDF5 reader hNMF Hierarchical Non-Negative Matrix Factorization hR Better Data Engineering in Human Resources hSDM Hierarchical Bayesian Species Distribution Models haarfisz Software to Perform Haar Fisz Transforms hablar Non-Astonishing Results in R habtools Tools and Metrics for 3D Surfaces and Objects hackeRnews Wrapper for the 'Official Hacker News' API hagis Analysis of Plant Pathogen Pathotype Complexities, Distributions and Diversity hahmmr Haplotype-Aware Hidden Markov Model for RNA hakaiApi Authenticated HTTP Request Client for the 'Hakai' API hal9001 The Scalable Highly Adaptive Lasso haldensify Highly Adaptive Lasso Conditional Density Estimation halfmoon Techniques to Build Better Balance ham Healthcare Analysis Methods hamlet Hierarchical Optimal Matching and Machine Learning Toolbox handcodeR Text Annotation App handlr Convert Among Citation Formats handwriter Handwriting Analysis in R handwriterApp A 'shiny' Application for Handwriting Analysis handwriterRF Handwriting Analysis with Random Forests handyplots Handy Plots hann Hopfield Artificial Neural Networks hans Haversines are not Slow hanyupinyin Convert Chinese Characters into Hanyu Pinyin hapassoc Inference of Trait Associations with SNP Haplotypes and Other Attributes using the EM Algorithm haplo.stats Statistical Analysis of Haplotypes with Traits and Covariates when Linkage Phase is Ambiguous haplotyper Tool for Clustering Genotypes in Haplotypes haplotypes Manipulating DNA Sequences and Estimating Unambiguous Haplotype Network with Statistical Parsimony happign R Interface to 'IGN' Web Services harbinger A Unified Time Series Event Detection Framework hardhat Construct Modeling Packages harmonicmeanp Harmonic Mean p-Values and Model Averaging by Mean Maximum Likelihood harmonizer Harmonizing CN8 and PC8 Product Codes harmony Fast, Sensitive, and Accurate Integration of Single Cell Data harmonydata R Library for 'Harmony' harness Curated Agentic Harnesses for R Professional Roles harrietr Wrangle Phylogenetic Distance Matrices and Other Utilities harrypotter Palettes Generated from All "Harry Potter" Movies hash Full Featured Implementation of Hash Tables/Associative Arrays/Dictionaries hashids Generate Short Unique YouTube-Like IDs (Hashes) from Integers hashmapR Fast, Vectorized Hashmap hashr Hash R Objects to Integers Fast hassediagrams Hasse Diagram of the Layout Structure and Restricted Layout Structure hatchR Predict Fish Hatch and Emergence Timing hatemicoint Hatemi-J Cointegration Test with Two Unknown Regime Shifts hatsurvey Survey Indicator Estimation for Complex Survey Designs havel Visualize and Tabulate 'R' Package Dependencies haven Import and Export 'SPSS', 'Stata' and 'SAS' Files hawkes Hawkes process simulation and calibration toolkit hawkesbow Estimation of Hawkes Processes from Binned Observations hazer Identifying Foggy and Cloudy Images by Quantifying Haziness hbal Hierarchically Regularized Entropy Balancing hbamr Hierarchical Bayesian Aldrich-McKelvey Scaling via 'Stan' hbbr Hierarchical Bayesian Benefit-Risk Assessment Using Discrete Choice Experiment hbim Hill/Bliss Independence Model for Combination Vaccines hbmem Hierarchical Bayesian Analysis of Recognition Memory hbsae Hierarchical Bayesian Small Area Estimation hbsaems Hierarchical Bayesian Area-Level Small Area Estimation Models hcandersenr H.C. Andersens Fairy Tales hcci Interval Estimation of Linear Models with Heteroskedasticity hce Design and Analysis of Hierarchical Composite Endpoints hchinamap Mapping China and Its Provinces hcidata HCI Datasets hcinfer Heteroskedasticity-Consistent Inference for Linear Models hclust1d Hierarchical Clustering of Univariate (1d) Data hclustTeach Hierarchical Cluster Analysis (Learning Didactically) hclusteasy Determining Hierarchical Clustering Easily hcruR Estimate, Compare, and Visualize Healthcare Resource Utilization for Real-World Evidence hctrial Using Historical Controls for Designing Phase II Clinical Trials hdImpute A Batch Process for High Dimensional Imputation hdMTD Inference for High-Dimensional Mixture Transition Distribution Models hda Heteroscedastic Discriminant Analysis hdar 'REST' API Client for Accessing Data on 'WEkEO HDA V2' hdbayes Bayesian Analysis of Generalized Linear Models with Historical Data hdbcp Bayesian Change Point Detection for High-Dimensional Data hdbinseg Change-Point Analysis of High-Dimensional Time Series via Binary Segmentation hdbma Bayesian Mediation Analysis with High-Dimensional Data hdcate Estimation of Conditional Average Treatment Effects with High-Dimensional Data hdcuremodels High-Dimensional Cure Models hdd Easy Manipulation of Out of Memory Data Sets hdf5lib Headers and Static Libraries for 'HDF5' hdf5r Interface to the 'HDF5' Binary Data Format hdf5r.Extra Extensions for 'HDF5' R Interfaces hdflex High-Dimensional Aggregate Density Forecasts hdfqlr Interface to 'HDFql' API hdftsa High-Dimensional Functional Time Series Analysis hdi High-Dimensional Inference hdiVAR Statistical Inference for Noisy Vector Autoregression hdm High-Dimensional Metrics hdme High-Dimensional Regression with Measurement Error hdnom Benchmarking and Visualization Toolkit for Penalized Cox Models hdpGLM Hierarchical Dirichlet Process Generalized Linear Models hdpca Principal Component Analysis in High-Dimensional Data hdqr Fast Algorithm for Penalized Quantile Regression hdrcde Highest Density Regions and Conditional Density Estimation hds Hazard Discrimination Summary hdsvm Fast Algorithm for Support Vector Machine hdtg Generate Samples from Multivariate Truncated Normal Distributions hdthreshold Inference on Many Jumps in Nonparametric Panel Regression Models headliner Compose Sentences to Describe Comparisons healthatlas Explore and Import 'Metopio' Health Atlas Data and Spatial Layers healthbR Access Brazilian Public Health Data healthcare.antitrust Healthcare Antitrust Analysis healthdb Working with Healthcare Databases healthequal Compute Summary Measures of Health Inequality healthfinance Financial Projections and Planning for Health Care Practices healthiar Quantifying and Monetizing Health Impacts Attributable to Exposure healthmotionR A Comprehensive Collection of Health and Human Motion Datasets healthyAddress Convert Addresses to Standard Inputs healthyR Hospital Data Analysis Workflow Tools healthyR.ai The Machine Learning and AI Modeling Companion to 'healthyR' healthyR.data Data Only Package to 'healthyR' healthyR.ts The Time Series Modeling Companion to 'healthyR' heaping Correction of Heaping on Individual Level heapsofpapers Easily Download Heaps of PDF and CSV Files heartbeatr A Workflow to Process Data Collected with PULSE Systems heatex Heat exchange calculations during physical activity. heatindex Calculating Heat Stress heatmap3 An Improved Heatmap Package heatmapFit Fit Statistic for Binary Dependent Variable Models heatmapFlex Tools to Generate Flexible Heatmaps heatmaply Interactive Cluster Heat Maps Using 'plotly' and 'ggplot2' heattree A Self-Contained Widget for Interactive Phylogenetic Tree Visualization heatwaveR Detect Heatwaves and Cold-Spells heavytails Estimators and Algorithms for Heavy-Tailed Distributions heck Highly Performant String Case Converter heckmanGE Estimation and Inference for Heckman Selection Models with Cluster-Robust Variance heddlr Dynamic R Markdown Document Generation hedgehog Property-Based Testing heemod Markov Models for Health Economic Evaluations heimdall Drift Adaptable Models heims Decode and Validate HEIMS Data from Department of Education, Australia heiscore Score and Plot the Healthy Eating Index from NHANES Data heiscore.data Data Only Package to 'heiscore' helixvis Visualize Alpha-Helical Peptide Sequences hellno Providing 'stringsAsFactors=FALSE' Variants of 'data.frame()' and 'as.data.frame()' helloJavaWorld Hello Java World hellodatascience Datasets from the Hello Data Science Book hellokitty A Hello Kitty Color Palette Generator hellorust Minimal Examples of Using Rust Code in R helsinki R Tools for Helsinki Open Data hemat Hematimetric Indices Calculator hemispheR Processing Hemispherical Canopy Images henna A Versatile Visualization Suite heplots Visualizing Hypothesis Tests in Multivariate Linear Models hera Companion to the 'xeus-r' 'jupyter' Kernel here A Simpler Way to Find Your Files hereR 'sf'-Based Interface to the 'HERE' REST APIs heritability Marker-Based Estimation of Heritability Using Individual Plant or Plot Data heritable Heritability Estimation from Mixed Models hermite Generalized Hermite Distribution hermiter Efficient Sequential and Batch Estimation of Univariate and Bivariate Probability Density Functions and Cumulative Distribution Functions along with Quantiles (Univariate) and Nonparametric Correlation (Bivariate) hero Spatio-Temporal (Hero) Sandwich Smoother hesim Health Economic Simulation Modeling and Decision Analysis hetGP Heteroskedastic Gaussian Process Modeling and Design under Replication hetcorFS Unsupervised Feature Selection using the Heterogeneous Correlation Matrix heterocop Semi-Parametric Estimation with Gaussian Copula heterogen Spatial Functions for Heterogeneity and Climate Variability heterometa Convert Various Meta-Analysis Heterogeneity Measures heteromixgm Copula Graphical Models for Heterogeneous Mixed Data hetsurr Assessing Heterogeneity in the Utility of a Surrogate Marker hetsurrSurv Assessing Heterogeneity in Surrogacy Using Censored Data hett Heteroscedastic t-Regression hettest Testing for a Treatment Effect Using a Heterogeneous Surrogate Marker hettx Fisherian and Neymanian Methods for Detecting and Measuring Treatment Effect Variation hetu Structural Handling of Finnish Personal Identity Codes heumilkr Heuristic Capacitated Vehicle Routing Problem Solver heuristica Heuristics Including Take the Best and Unit-Weight Linear hexDensity Fast Kernel Density Estimation with Hexagonal Grid hexSticker Create Hexagon Sticker in R hexView Viewing Binary Files hexbin Hexagonal Binning Routines hexfont 'GNU Unifont' Hex Fonts hexify Equal-Area Hex Grids on the 'Snyder' 'ISEA' 'Icosahedron' hexsession Create a Tile of Logos for Loaded Packages hextri Hexbin Plots with Triangles hfhub Hugging Face Hub Interface hflights Flights that departed Houston in 2011 hfr Estimate Hierarchical Feature Regression Models hglm Hierarchical Generalized Linear Models hglm.data Data for the 'hglm' Package hgm Holonomic Gradient Method and Gradient Descent hgnc Import Human Gene Nomenclature hgutils Collection of Utility Functions hgwrr Hierarchical and Geographically Weighted Regression hhdynamics Fitting Household Transmission Model to Estimate Household Transmission Dynamics of Influenza hhh4contacts Age-Structured Spatio-Temporal Models for Infectious Disease Counts hhmR Hierarchical Heatmaps hhsmm Hidden Hybrid Markov/Semi-Markov Model Fitting hht The Hilbert-Huang Transform: Tools and Methods hibayes Individual-Level, Summary-Level and Single-Step Bayesian Regression Model hicp Harmonised Index of Consumer Prices hicream HIC diffeREntial Analysis Method hiddenf The All-Configurations, Maximum-Interaction F-Test for Hidden Additivity hidecan Create HIDECAN Plots for Visualising Genome-Wide Association Studies and Differential Expression Results hidradenitis Calculate Clinical Scores for Hidradenitis Suppurativa (HS), a Dermatologic Disease hierBipartite Bipartite Graph-Based Hierarchical Clustering hierNest Penalized Regression with Hierarchical Nested Parameterization Structure hierNet A Lasso for Hierarchical Interactions hierSDR Hierarchical Sufficient Dimension Reduction hierarchicalSets Set Data Visualization Using Hierarchies hierfstat Estimation and Tests of Hierarchical F-Statistics highDmean Testing Two-Sample Mean in High Dimension highMLR Machine Learning Feature Selection for High Dimensional Survival Data highOrderPortfolios Design of High-Order Portfolios Including Skewness and Kurtosis highTtest Simultaneous Critical Values for t-Tests in Very High Dimensions highcharter A Wrapper for the 'Highcharts' Library highd2means High-Dimensional Tests for Two Population Mean Vectors highdir Backend-Agnostic Figure Builder for 'highcharter' and 'ggplot2' highfrequency Tools for Highfrequency Data Analysis highlight Syntax Highlighter highlightHTML Highlight HTML Text and Tables highlighter Code Syntax Highlighting using the 'Prism.js' Library highlightr Highlight Conserved Edits Across Versions of a Document highr Syntax Highlighting for R Source Code highriskzone Determining and Evaluating High-Risk Zones highs 'HiGHS' Optimization Solver hightR HIGHT Algorithm higrad Statistical Inference for Online Learning and Stochastic Approximation via HiGrad hilbertSimilarity Hilbert Similarity Index for High Dimensional Data hildareadR Extract Variables from HILDA hillR Diversity Through Hill Numbers hillshader Create Hillshade Relief Maps Using Ray-Tracing himach Find Routes for Supersonic Aircraft hindexcalculator H-Index Calculator using Data from a Web of Science (WoS) Citation Report hint Tools for Hypothesis Testing Based on Hypergeometric Intersection Distributions hipecR Tools for Analysing HIPEC Patient Data hiphop Parentage Assignment using Bi-Allelic Genetic Markers hippie Hippie Code Completion in 'RStudio' hipread Read Hierarchical Fixed Width Files hirisplexr From 'PLINK' to 'HIrisPlex' hisse Hidden State Speciation and Extinction histmdl A Most Informative Histogram-Like Model histogram Construction of Regular and Irregular Histograms with Different Options for Automatic Choice of Bins historicalborrow Non-Longitudinal Bayesian Historical Borrowing Models historydata Data Sets for Historians histoslider A Histogram Slider Input for 'Shiny' hitandrun "Hit and Run" and "Shake and Bake" for Sampling Uniformly from Convex Shapes hivdata Six-Year Chronological Data of HIV and ART Cases in Pakistan hive Hadoop InteractiVE hkdatasets Datasets Related to Hong Kong hkevp Spatial Extreme Value Analysis with the Hierarchical Model of Reich and Shaby (2012) hlaR Tools for HLA Data hlidacr Access Data from the 'Hlídač Státu' API hlmLab Hierarchical Linear Modeling with Visualization and Decomposition hlrhotrix Algebraic Operations and Visualisation for Hl-Rhotrices hlt Higher-Order Item Response Theory hmcdm Hidden Markov Cognitive Diagnosis Models for Learning hmclearn Fit Statistical Models Using Hamiltonian Monte Carlo hmde Hierarchical Methods for Differential Equations hmer History Matching and Emulation Package hmetad Fit the Meta-D' Model of Confidence Ratings Using 'brms' hmix Hidden Markov Model for Predicting Time Sequences with Mixture Sampling hmm.discnp Hidden Markov Models with Discrete Non-Parametric Observation Distributions hmmTMB Fit Hidden Markov Models using Template Model Builder hmmTensor Hidden Markov Model by Matrix and Tensor Decomposition hmmm Hierarchical Multinomial Marginal Models hmmr Mixture and Hidden Markov Models with R: Datasets and Example Code hmrc Download and Tidy 'HMRC' Statistical Data hms Pretty Time of Day hmsidwR Health Metrics and the Spread of Infectious Diseases hmsr Multipopulation Evolutionary Strategy HMS hmstimer 'hms' Based Timer hnp Half-Normal Plots with Simulation Envelopes hoardr Manage Cached Files hoboR Weather Station Data Summarization and Manipulation for HOBO Data Loggers hockeystick Download and Visualize Essential Climate Change Data holi Higher Order Likelihood Inference Web Applications holideh Working with Canadian Dates holiglm Holistic Generalized Linear Models holland Statistics for Holland's Theory of Vocational Choice hollr Chat Completion and Text Annotation with Local and OpenAI Models holobiont Microbiome Analysis Tools holodeck A Tidy Interface for Simulating Multivariate Data homals Gifi Methods for Optimal Scaling hommel Methods for Closed Testing with Simes Inequality, in Particular Hommel's Method homnormal Tests of Homogeneity of Variances homologene Quick Access to Homologene and Gene Annotation Updates homomorpheR Homomorphic Computations in R hoopR Access Men's Basketball Play by Play Data hopbyhop Transmissions and Receptions in a Hop by Hop Network hopit Hierarchical Ordered Probit Models with Application to Reporting Heterogeneity hopkins Calculate Hopkins Statistic for Clustering hornpa Horn's (1965) Test to Determine the Number of Components/Factors horsey Access to the 'Lichess' API hosm High Order Spatial Matrix hospitals Portuguese 'NHS' Hospitals hot.deck Multiple Hot Deck Imputation hotpatchR Runtime Namespace Patching Utilities for R Packages hotspot Software Hotspot Analysis hotspots Hot Spots houba Manipulation of (Large) Memory-Mapped Objects (Vectors, Matrices and Arrays) hours2lessons Alocă Pe Ore Lecțiile Zilei housingData U.S. Housing Data from 2008 to 2016 hover CSS Animations for 'shiny' Button Elements howManyImputations Calculate How many Imputations are Needed for Multiple Imputation howler 'Shiny' Extension of 'howler.js' howzatR Useful Functions for Cricket Analysis hpa Distributions Hermite Polynomial Approximation hpackedbubble Create Split Packed Bubble Charts hpcwld High Performance Cluster Models Based on Kiefer-Wolfowitz Recursion hpfilter The One- And Two-Sided Hodrick-Prescott Filter hpiR House Price Indexes hqmisc Miscellaneous Convenience Functions and Dataset hqreg Regularization Paths for Lasso or Elastic-Net Penalized Huber Loss Regression and Quantile Regression hrbrthemes Additional Themes, Theme Components and Utilities for 'ggplot2' hrcomprisk Nonparametric Assessment Between Competing Risks Hazard Ratios hrf Hemodynamic Response Function hrqglas Group Variable Selection for Quantile and Robust Mean Regression hrt Heteroskedasticity Robust Testing hrtlFMC Half Replicate of Two Level Factorial Run Order with Minimum Level Changes hscovar Calculation of Covariance Between Markers for Half-Sib Families hse The hse Distribution hsem Hierarchical Structural Equation Model hset Sets of Numbers Implemented with Hash Tables hsphase Phasing, Pedigree Reconstruction, Sire Imputation and Recombination Events Identification of Half-sib Families Using SNP Data hspm Heterogeneous Spatial Models hsrecombi Estimation of Recombination Rate and Maternal LD in Half-Sibs hsstan Hierarchical Shrinkage Stan Models for Biomarker Selection hstats Interaction Statistics htaBIM Budget Impact Modelling for Health Technology Assessment htestClust Reweighted Marginal Hypothesis Tests for Clustered Data htetree Causal Inference with Tree-Based Machine Learning Algorithms htm2txt Convert Html into Text html2R Convert 'HTML' to 'R' with a 'Shiny' App html2pdfR Convert Local 'HTML' and 'XHTML' Files to 'PDF' html5 Creates Valid HTML5 Strings htmlTable Advanced Tables for Markdown/HTML htmlreportR 'HTML' Reporting Made Simple(R) htmltools Tools for HTML htmlwidgets HTML Widgets for R htmxr Build Modern Web Applications with 'htmx' and 'plumber2' htrSPRanalysis Analysis of Surface Plasmon Resonance Data hts Hierarchical and Grouped Time Series htsDegenerateR Degenerate Hierarchical Time Series Reconciliation htsr Hydro-Meteorology Time-Series httk High-Throughput Toxicokinetics httkexamples High-Throughput Toxicokinetics Examples httpcache Query Cache for HTTP Clients httpcode 'HTTP' Status Code Helper httpgd A 'HTTP' Server Graphics Device httping 'Ping' 'URLs' to Time 'Requests' httpproblems Report Errors in Web Applications with 'Problem Details' (RFC 7807) httptest A Test Environment for HTTP Requests httptest2 Test Helpers for 'httr2' httpuv HTTP and WebSocket Server Library httr Tools for Working with URLs and HTTP httr2 Perform HTTP Requests and Process the Responses hubEnsembles Ensemble Methods for Combining Hub Model Outputs hubUtils Core 'hubverse' Utilities hubeau Get Data from the French National Database on Water 'Hub'Eau' hudr Providing Data from the US Department of Housing and Urban Development hues Distinct Colour Palettes Based on 'iwanthue' huge High-Dimensional Undirected Graph Estimation huito Reproducible and Flexible Label Design humanFormat Human-Friendly Formatting Functions humaniformat A Parser for Human Names humanleague Synthetic Population Generator humidity Calculate Water Vapor Measures from Temperature and Dew Point hunspell High-Performance Stemmer, Tokenizer, and Spell Checker hurricaneexposure Explore and Map County-Level Hurricane Exposure in the United States hutils Miscellaneous R Functions and Aliases hutilscpp Miscellaneous Functions in C++ huxtable Easily Create and Style Tables for LaTeX, HTML and Other Formats hwde Models and Tests for Departure from Hardy-Weinberg Equilibrium and Independence Between Loci hwep Hardy-Weinberg Equilibrium in Polyploids hwig Half-Weight Index Gregariousness hwordcloud Rendering Word Clouds hwriter HTML Writer - Outputs R Objects in HTML Format hwsdr Interface to the 'HWSD' Web Services hwwntest Tests of White Noise using Wavelets hySAINT Hybrid Genetic and Simulated Annealing Algorithm for High Dimensional Linear Models with Interaction Effects hySpc.testthat Unit Test Add-on for 'testthat' hybridEHR Synthetic Hybrid Electronic Health Record Generation for SARS-Related Research and CT Views hybridModels An R Package for the Stochastic Simulation of Disease Spreading in Dynamic Networks hybridogram Function that Creates a Heat Map from Hybridization Data hybridts Hybrid Time Series Forecasting Using Error Remodeling Approach hyd1d 1d Water Level Interpolation along the Rivers Elbe and Rhine hydReng Hydraulic Engineering Tools hydflood Flood Extents and Duration along the Rivers Elbe and Rhine hydra Hyperbolic Embedding hydraulics Basic Pipe and Open Channel Hydraulics hydroDCindex Duration Curve Hydrological Model Indexes hydroEvents Extract Event Statistics in Hydrologic Time Series hydroGOF Goodness-of-Fit Functions for Comparison of Simulated and Observed Hydrological Time Series hydroMOPSO Multi-Objective Optimisation with Focus on Environmental Models hydroState Hidden Markov Modelling of Hydrological State Change hydroTSM Time Series Management and Analysis for Hydrological Modelling hydroToolkit Hydrological Tools for Handling Hydro-Meteorological Data from Argentina and Chile hydrocan Unified Access to Canadian Hydrometric Data hydrodownloadR Hydrologic Station Catalogs and Time Series from Public APIs hydroeval Hydrological Evaluation Metrics and Goodness-of-Fit Summaries hydroloom Utilities to Weave Hydrologic Fabrics hydropeak Detect and Characterize Sub-Daily Flow Fluctuations hydroroute Trace Longitudinal Hydropeaking Waves hydrostats Hydrologic Indices for Daily Time Series Data hydrotoolbox Hydrological Tools for Handling Hydro-Meteorological Data Records hyfo Hydrology and Climate Forecasting hyper.fit N-Dimensional Hyperplane Fitting with Errors hyper.gam Generalized Additive Models with Hyper Column hyper2 The Hyperdirichlet Distribution, Mark 2 hyperSpec Work with Hyperspectral Data, i.e. Spectra + Meta Information (Spatial, Time, Concentration, ...) hyperbolicDEA Hyperbolic DEA Estimation hypercube Organizing Data in Hypercubes hypergate Machine Learning of Hyperrectangular Gating Strategies for High-Dimensional Cytometry hypergeo The Gauss Hypergeometric Function hypergeo2 Generalized Hypergeometric Function with Tunable High Precision hyperoverlap Overlap Detection in n-Dimensional Space hypertext 'HTML' Element Construction hypervolume High Dimensional Geometry, Set Operations, Projection, and Inference Using Kernel Density Estimation, Support Vector Machines, and Convex Hulls hypoRF Random Forest Two-Sample Tests hypothesis Wrapper for 'hypothes.is' hypothesisr Wrapper for the 'Hypothes.is' Web Annotation Service hypothesize Consistent API for Hypothesis Testing hypr Hypothesis Matrix Translation hyreg2 Estimate Latent Classes on a Mixture of Continuous and Dichotomous Data hystReet Get Pedestrian Frequency Data from the 'Hystreet' Project hystar Fit the Hysteretic Threshold Autoregressive Model hysteresis Tools for Modeling Rate-Dependent Hysteretic Processes and Ellipses hytest Hypothesis Testing Based on Neyman-Pearson Lemma and Likelihood Ratio Test i18n Internationalization Data from the 'Unicode CLDR' in Tabular Form i3pack Incentives for Inter- And Intra-Party Electoral Competition iAR Irregularly Observed Autoregressive Models iAdapt Two-Stage Adaptive Dose-Finding Clinical Trial Design iBST Improper Bagging Survival Tree iBreakDown Model Agnostic Instance Level Variable Attributions iC10 A Copy Number and Expression-Based Classifier for Breast Tumours iC10TrainingData Training Datasets for iC10 Package iCAMP Infer Community Assembly Mechanisms by Phylogenetic-Bin-Based Null Model Analysis iCellR Analyzing High-Throughput Single Cell Sequencing Data iClick A Button-Based GUI for Financial and Economic Data Analysis iClusterVB Fast Integrative Clustering and Feature Selection for High Dimensional Data iDIFr Intersectional Differential Item Functioning Analysis iDINGO Integrative Differential Network Analysis in Genomics iDOS Integrated Discovery of Oncogenic Signatures iDOVE Durability of Vaccine Efficacy Against SARS-CoV-2 Infection iForecast Machine Learning Time Series Forecasting iGSEA Integrative Gene Set Enrichment Analysis Approaches iGasso Statistical Tests and Utilities for Genetic Association iGraphMatch Tools for Graph Matching iIneq Computing Individual Components of the Gini and the Theil Indices iMRMC Multi-Reader, Multi-Case Analysis Methods (ROC, Agreement, and Other Metrics) iMediate Likelihood Methods for Mediation Analysis iNEXT Interpolation and Extrapolation for Species Diversity iNEXT.3D Interpolation and Extrapolation for Three Dimensions of Biodiversity iNEXT.4steps Four-Step Biodiversity Analysis Based on 'iNEXT' iNEXT.beta3D Interpolation and Extrapolation with Beta Diversity for Three Dimensions of Biodiversity iNZightMR Tools for Exploring Multiple Response Data iNZightPlots Graphical Tools for Exploring Data with 'iNZight' iNZightRegression Tools for Exploring Regression Models with 'iNZight' iNZightTS Time Series for 'iNZight' iNZightTools Tools for 'iNZight' iPRISM Intelligent Predicting Response to Cancer Immunotherapy Through Systematic Modeling iPRSue Individual Polygenic Risk Score Uncertainty Estimation iRegression Regression Methods for Interval-Valued Variables iRepro Reproducibility for Interval-Censored Data iRfcb Tools for Managing Imaging FlowCytobot (IFCB) Data iRoCoDe Incomplete Row-Column Designs iSFun Integrative Dimension Reduction Analysis for Multi-Source Data iSTATS A Graphical Interface to Perform STOCSY Analyses on NMR Data iSTAY Information-Based Stability and Synchrony Measures iSubGen Integrative Subtype Generation iTOP Inferring the Topology of Omics Data iTOS Methods and Examples from Introduction to the Theory of Observational Studies iTensor ICA-Based Matrix/Tensor Decomposition iWeigReg Improved Methods for Causal Inference and Missing Data Problems iZID Identify Zero-Inflated Distributions iadf Analysis of Intra Annual Density Fluctuations iai Interface to 'Interpretable AI' Modules ialiquor Monthly Iowa Liquor Sales Summary iapws Formulations of the International Association for the Properties of Water and Steam iarm Item Analysis in Rasch Models ib Bias Correction via Iterative Bootstrap ibawds Functions and Datasets for the Data Science Course at IBAW ibb R Wrapper for Istanbul Municipality Open Data Portal ibd Incomplete Block Designs ibdfindr HMM Toolkit for Inferring IBD Segments from SNP Genotypes ibdsegments Identity by Descent Probability in Pedigrees ibdsim2 Simulation of Chromosomal Regions Shared by Family Members ibelief Belief Function Implementation ibger Access the 'IBGE' Aggregate Data API from 'R' ibkrcp R Client for the Interactive Brokers Client Portal API ibm Individual Based Models in R ibmAcousticR Connect to Your 'IBM Acoustic' Data ibmcraftr Toolkits to Develop Individual-Based Models in Infectious Disease ibmdbR IBM in-Database Analytics for R ibmsunburst Generate Personality Insights Sunburst Diagrams ibr Iterative Bias Reduction ibs Integral of B-Spline Functions ic.infer Inequality Constrained Inference in Linear Normal Situations ica Independent Component Analysis ical 'iCalendar' Parsing icardaFIGSr Subsetting using Focused Identification of the Germplasm Strategy (FIGS) icarus Calibrates and Reweights Units in Samples iccCompare Comparison of Dependent Intraclass Correlation Coefficients iccCounts Intraclass Correlation Coefficient for Count Data iccTraj Estimates the Intraclass Correlation Coefficient for Trajectory Data iccbeta Multilevel Model Intraclass Correlation for Slope Heterogeneity iccde Computation of the Double-Entry Intraclass Correlation iccmult Intracluster Correlation Coefficient (ICC) in Clustered Categorical Data icd.data International Classifcation of Diseases (ICD) Data icdGLM EM by the Method of Weights for Incomplete Categorical Data in Generlized Linear Models icdcomorbid Mapping ICD Codes to Comorbidity icdhelper Simple 'ICD-10' Code Descriptions icdpicr 'ICD' Programs for Injury Categorization in R icdpicr2 Categorize Injury Diagnosis Codes icecdr Download Sea Ice Concentration Data from the NSIDC Climate Data Record icecream Print Debugging Made Sweeter icenReg Regression Models for Interval Censored Data icensBKL Accompanion to the Book on Interval Censoring by Bogaerts, Komarek, and Lesaffre icensmis Study Design and Data Analysis in the Presence of Error-Prone Diagnostic Tests and Self-Reported Outcomes icertool Calculate and Plot ICER icesAdvice Functions Related to ICES Advice icesConnect Provides User Tokens for Access to ICES Web Services icesDatras DATRAS Trawl Survey Database Web Services icesDatsu Functions to Interact with the ICES Data Submission Utility (DATSU) icesDatsuQC Run Quality Checks on Data Prior to Submission to ICES icesSAG Stock Assessment Graphs Database Web Services icesSD Stock Database Web Services icesTAF Functions to Support the ICES Transparent Assessment Framework icesVocab ICES Vocabularies Database Web Services ichimoku Visualization and Tools for Ichimoku Kinko Hyo Strategies iclogcondist Log-Concave Distribution Estimation with Interval-Censored Data icmm Empirical Bayes Variable Selection via ICM/M Algorithm icmstate Interval Censored Multi-State Models icomb Forecasting Hierarchical Time Series Using Information Combination icosa Global Triangular and Penta-Hexagonal Grids Based on Tessellated Icosahedra icpack Survival Analysis of Interval-Censored Data icpsrdata Reproducible Data Retrieval from the ICPSR Archive icr Compute Krippendorff's Alpha ictools Unified Tools for Classical and Bootstrap Confidence Intervals idar Individual Diversity-Area Relationships idarps Datasets and Functions for the Class "Modelling and Data Analysis for Pharmaceutical Sciences" idbr R Interface to the US Census Bureau International Data Base API idcnrba Interactive Application for Analyzing Representativeness and Nonresponse Bias idealstan Robust Measurement with 'Stan' ideamdb Easy Manipulation of IDEAM's Climatological Data ideanet Integrating Data Exchange and Analysis for Networks ('ideanet') idefix Efficient Designs for Discrete Choice Experiments idendr0 Interactive Dendrograms ider Various Methods for Estimating Intrinsic Dimension idiffomix Integrated Differential Analysis of Multi Omics Data using a Joint Mixture Model idiogramFISH Shiny App. Idiograms with Marks and Karyotype Indices idiolect Forensic Authorship Analysis idionomics Conduct Idionomic Analyses for Time Series Modeling idm Incremental Decomposition Methods idmact Interpreting Differences Between Mean ACT Scores idmc Load and Wrangle IDMC Displacement Data idopNetwork A Network Tool to Dissect Spatial Community Ecology idr Irreproducible Discovery Rate ids Generate Random Identifiers idx2r Convert Files to and from IDX Format to Vectors, Matrices and Arrays ie2misc Irucka Embry's Miscellaneous USGS Functions ie2miscdata Irucka Embry's Miscellaneous USGS Data Collection ieTest Indirect Effects Testing Methods in Mediation Analysis ieeeround Functions to Set and Get the IEEE Rounding Mode ieegio File IO for Intracranial Electroencephalography iemisctext Irucka Embry's Miscellaneous Text Collection ierd Inverted Exponentiated Rayleigh Distribution Tools ieugwasr Interface to the 'OpenGWAS' Database API ifCNVR Isolation-Forest Based 'CNV' Detection from 'NGS' Data ifaTools Toolkit for Item Factor Analysis with 'OpenMx' ifctools Italian Fiscal Code ('Codice Fiscale') Utilities ife Autodiff for Influence Function Based Estimates ifit Simulation-Based Fitting of Parametric Models with Minimum Prior Information ifo Client for the Ifo Institute Time Series ifpd Indonesia Food Prices Data ifs Iterated Function Systems ig.degree.betweenness "Node+Edge Betweenness Community Detection Algorithm for 'igraph' Objects" ig.vancouver.2014.topcolour Instagram 2014 Vancouver Top Colour Dataset igcop Computational Tools for the IG and IGL Copula Families igfetchr Access the 'IG Trading REST API' iglm Regression under Interference in Connected Populations iglu Interpreting Glucose Data from Continuous Glucose Monitors igoR Access the Intergovernmental Organizations Database igr Irish Grid Reference Utilities igraph Network Analysis and Visualization igraphdata A Collection of Network Data Sets for the 'igraph' Package igraphinshiny Use 'shiny' to Demo 'igraph' igraphtosonia Convert iGraph graps to SoNIA .son files igraphwalshdata 'igraph' Datasets from Melanie Walsh igrf International Geomagnetic Reference Field ihclust Iterative Hierarchical Clustering (IHC) iheatmapr Interactive, Complex Heatmaps iheiddown For Writing Geneva Graduate Institute Documents ihpdr Download Data from the International House Price Database ihsMW Clean and Harmonise 'Malawi Integrated Household Survey' Data iimi Identifying Infection with Machine Intelligence ijtiff Comprehensive TIFF I/O with Full Support for 'ImageJ' TIFF Files il.cbs.muni Utility Functions to Work with Israeli Central Bureau of Statistics Municipal Data ilabelled Simple Handling of Labelled Data illuminaio Parsing Illumina Microarray Output Files imabc Incremental Mixture Approximate Bayesian Computation (IMABC) image.CannyEdges Implementation of the Canny Edge Detector for Images image.ContourDetector Implementation of the Unsupervised Smooth Contour Line Detection for Images image.CornerDetectionF9 Find Corners in Digital Images with FAST-9 image.CornerDetectionHarris Implementation of the Harris Corner Detection for Images image.LineSegmentDetector Detect Line Segments in Images image.Otsu Otsu's Image Segmentation Method image.binarization Binarize Images for Enhancing Optical Character Recognition image.libfacedetection Convolutional Neural Network for Face Detection image2data Turn Images into Data Sets imageData Aids in Processing and Plotting Data from a Lemna-Tec Scananalyzer imageRy Modify and Share Images imagefluency Image Statistics Based on Processing Fluency imagefx Extract Features from Images imager Image Processing Library Based on 'CImg' imagerExtra Extra Image Processing Library Based on 'imager' imageseg Deep Learning Models for Image Segmentation imageviewer Simple 'htmlwidgets' Image Viewer with WebGL Brightness/Contrast imaginarycss Tools for Studying Imaginary Cognitive Social Structure imaginator Simulate General Insurance Policies and Losses imagine IMAGing engINEs, Tools for Application of Image Filters to Data Matrices imanr Identify the Racial Complex of Native Corns from Mexico imbalanceDatRel Relocated Data Oversampling for Imbalanced Data Classification imbibe A Pipe-Friendly Image Calculator imcExperiment Mass Cytometry S4 Class Structure Pipeline for Images imdbapi Get Movie, Television Data from the 'imdb' Database imf.data An Interface to IMF (International Monetary Fund) Data JSON API imfapi Econdataverse 'IMF Data API' Client imfweo Seamless Access to IMF World Economic Outlook (WEO) Data imgpalr Create Color Palettes from Images imgrec An Interface for Image Recognition iml Interpretable Machine Learning immer Item Response Models for Multiple Ratings immunarch Multi-Modal Immune Repertoire Analytics for Immunotherapy and Vaccine Design in R immunaut Machine Learning Immunogenicity and Vaccine Response Analysis immundata A Unified Data Layer for Large-Scale Single-Cell, Spatial and Bulk Immunomics immunogenetr A Comprehensive Toolkit for Clinical HLA Informatics imp4p Imputation for Proteomics impARI Improving Permutation-Based All-Resolutions Inference ('impARI') impactflu Quantification of Population-Level Impact of Vaccination impactr Mechanical Loading Prediction Through Accelerometer Data impectR Access Data from the 'Impect' API impermanentlosscalc Calculate Impermanent Loss in Automated Market Maker (AMM) Liquidity Pools impimp Imprecise Imputation for Statistical Matching implicitExpansion Array Operations for Arrays of Mismatching Sizes implied Convert Between Bookmaker Odds and Probabilities implyr R Interface for Apache Impala import An Import Mechanism for R important Supervised Feature Selection importinegi Download and Manage Open Data from INEGI impower133 Reproduce IMpower133 Clinical Trial Results imprecise101 Introduction to Imprecise Probabilities impressionist.colors Impressionism's Color Palettes imprinting Calculate Birth Year-Specific Probabilities of Immune Imprinting to Influenza impute impute: Imputation for microarray data imputeFin Imputation of Financial Time Series with Missing Values and/or Outliers imputeGeneric Ease the Implementation of Imputation Methods imputeLCMD A Collection of Methods for Left-Censored Missing Data Imputation imputeMissings Impute Missing Values in a Predictive Context imputeMulti Imputation Methods for Multivariate Multinomial Data imputeR A General Multivariate Imputation Framework imputeREE Impute Missing Rare Earth Element Data in Zircon imputeTS Time Series Missing Value Imputation imputeTestbench Test Bench for the Comparison of Imputation Methods imsig Immune Cell Gene Signatures for Profiling the Microenvironment of Solid Tumours imt Impact Measurement Toolkit imuf Estimate Orientation of an Inertial Measurement Unit imv Model Comparison via the 'InterModel Vigorish' ('IMV') inDAGO A GUI for Dual and Bulk RNA-Sequencing Analysis inTextSummaryTable Creation of in-Text Summary Table inaparc Initialization Algorithms for Partitioning Cluster Analysis inbreedR Analysing Inbreeding Based on Genetic Markers incR Analysis of Incubation Data inca Integer Calibration incase Pipe-Friendly Vector Replacement with Case Statements incgraph Incremental Graphlet Counting for Network Optimisation incidence Compute, Handle, Plot and Model Incidence of Dated Events incidence2 Compute, Handle and Plot Incidence of Dated Events incidental Implements Empirical Bayes Incidence Curves incidentally Generates Incidence Matrices and Bipartite Graphs inctools Incidence Estimation Tools incubate Parametric Time-to-Event Analysis with Variable Incubation Phases indelmiss Insertion Deletion Analysis While Accounting for Possible Missing Data independenceWeights Estimates Weights for Confounding Control for Continuous-Valued Exposures index0 Zero-Based Indexing in R indexr A Thoughtful Saver of Results indexthis Quick Indexation india Influence Diagnostics in Statistical Models indicspecies Relationship Between Species and Groups of Sites indiedown Individual R Markdown Templates indirect Elicitation of Independent Conditional Means Priors for Generalised Linear Models indonesiaFootballScoutR Tools for Football Player Scouting in Indonesia industRial Data, Functions and Support Materials from the Book "industRial Data Science" ineAtlas Access to Spanish Household Income Distribution Atlas Data ineapir Obtaining Data Published by the National Statistics Institute inecolr Modeling and Plotting for Ecologist ineptr2 Wrapper for Statistics Portugal API ineq Measuring Inequality, Concentration, and Poverty ineq.2d Two-Dimensional Decomposition of the Theil Index and the Squared Coefficient of Variation ineqJD Inequality Joint Decomposition inequality Inequality Measurement, Decomposition, and Poverty Analysis inequantiles Quantile-Based Inequality Indicators for Complex Survey Data inet Performing Inference on Networks with Regularization infectiousR Access Infectious and Epidemiological Data via 'disease.sh API' infer Tidy Statistical Inference inferCSN Inferring Cell-Specific Gene Regulatory Network inferMM Variance-Aware Michaelis-Menten Estimation and Inference infercnv Infer Copy Number Variation from Single-Cell RNA-Seq Data inferference Methods for Causal Inference with Interference inferr Inferential Statistics infiltrodiscR Minidisc Infiltrometer Data Management infix Basic Infix Binary Operators infixit Helpful Additional Infix Functions inflateR Inflation Adjustment for Historical Currency Values inflationkit Inflation Decomposition, Core Measures, and Trend Estimation inflection Finds the Inflection Point of a Curve influence.ME Tools for Detecting Influential Data in Mixed Effects Models influence.SEM Case Influence in Structural Equation Models influenceAUC Identify Influential Observations in Binary Classification influenceR Software Tools to Quantify Structural Importance of Nodes in a Network influential Identification and Classification of the Most Influential Nodes influxdbr R Interface to InfluxDB infocausality Information-Theoretic Measure of Causality infoelectoral Download Spanish Election Results informativeSCI Informative Simultaneous Confidence Intervals infotest Information Matrix Test for Regression Models infotheo Information-Theoretic Measures infoxtr Information-Theoretic Measures for Revealing Variable Interactions ingredients Effects and Importances of Model Ingredients ini Read and Write '.ini' Files injectoR R Dependency Injection injurytools A Toolkit for Sports Injury and Illness Data Analysis inkaR Download and Analyze Spatial Development Data from 'INKAR' inlabru Bayesian Latent Gaussian Modelling using INLA and Extensions inlamemi Missing Data and Measurement Error Modelling in INLA inlcolor Color Schemes for the USGS Idaho National Laboratory Project Office inline Functions to Inline C, C++, Fortran Function Calls from R inlinedocs Convert Inline Comments to Documentation inlpubs USGS INL Project Office Publications innsight Get the Insights of Your Neural Network ino Initialization of Numerical Optimization inops Infix Operators for Detection, Subsetting and Replacement inough Inattention Detection Pipeline for Psychophysical Tasks inpdfr Analyse Text Documents Using Ecological Tools inphr Statistical Inference for Persistence Homology Data inplace In-place Operators for R insane INsulin Secretion ANalysEr insect Informatic Sequence Classification Trees insee Tools to Easily Download Data from INSEE BDM Database insetplot Inset Plots for Spatial Data Visualization inshiny Compact Inline Widgets for 'shiny' Apps insight Easy Access to Model Information for Various Model Objects inspector Validation of Arguments and Objects in User-Defined Functions instaR Access to Instagram API via R instagramadsR Access to Instagram Ads via the 'Windsor.ai' API install.load Check, Install and Load CRAN Packages installr Using R to Install Stuff on Windows OS (Such As: R, 'Rtools', 'RStudio', 'Git', and More!) instantiate Pre-Compiled 'CmdStan' Models in R Packages insulin.secretion Insulin Secretion Rate Deconvolution insuranceData A Collection of Insurance Datasets Useful in Risk Classification in Non-life Insurance. insurancerating Actuarial Tools for Insurance Pricing Models int3ract Plotting Two- and Three-Way Interactions intRegGOF Integrated Regression Goodness of Fit intRinsic Likelihood-Based Intrinsic Dimension Estimators intRvals Analysis of Time-Ordered Event Data with Missed Observations intSDM Reproducible Integrated Species Distribution Models Across Norway using 'INLA' intamap Procedures for Automated Interpolation intamapInteractive Interactive Add-on Functionality for 'intamap' intccr Semiparametric Competing Risks Regression under Interval Censoring integIRTy Integrating Multiple Modalities of High Throughput Assays Using Item Response Theory integr An Implementation of Interaction Graphs of Aleks Jakulin integrity Assessing the Integrity and Trustworthiness of Clinical Trials Data inteli Interval Estimation by Likelihood Method intendo A Group of Fun Datasets of Various Sizes and Differing Levels of Quality intensegRid R Wrapper for the Carbon Intensity API intensitynet Intensity Analysis of Spatial Point Patterns on Complex Networks inteq Numerical Solution of Integral Equations interactionR Full Reporting of Interaction Analyses interactionRCS Calculate Estimates in Models with Interaction interactionTest Calculates Critical Test Statistics to Control False Discovery Rates in Marginal Effects Plots interactions Comprehensive, User-Friendly Toolkit for Probing Interactions interca Multiple Correspondence Analysis Based on Interpretive Coordinates interep Interaction Analysis of Repeated Measure Data interface Runtime Type System interfacer Define and Enforce Contracts for Dataframes as Function Parameters interflex Estimation, Diagnostics and Visualization of Conditional Marginal Effects intergraph Coercion Routines for Network Data Objects interim Scheduling Interim Analyses in Clinical Trials interimApp App for Scheduling Interim Analyses in Clinical Trials interleave Converts Tabular Data to Interleaved Vectors interlineaR Importing Interlinearized Corpora and Dictionaries as Produced by Descriptive Linguistics Software interp Interpolation Methods interplot Plot the Effects of Variables in Interaction Terms interpolators Some Interpolation Methods interpret Fit Interpretable Machine Learning Models interpretCI Estimate the Confidence Interval and Interpret Step by Step interpretR Binary Classifier and Regression Model Interpretation Functions interprocess Mutexes, Semaphores, and Message Queues inters Flexible Tools for Estimating Interactions interval Weighted Logrank Tests and NPMLE for Interval Censored Data intervalaverage Time-Weighted Averaging for Interval Data intervalpsych Analyzing Interval Data in Psychometrics intervals Tools for Working with Points and Intervals intervcomp Hypothesis Testing Using the Overlapping Interval Estimates inti Tools and Statistical Procedures in Plant Science intkrige A Numerical Implementation of Interval-Valued Kriging intmap Ordered Containers with Integer Keys intmed Mediation Analysis using Interventional Effects intradayModel Modeling and Forecasting Financial Intraday Signals intrinsicDimension Intrinsic Dimension Estimation intrinsicFRP An R Package for Factor Model Asset Pricing intrinsicKappa Sample Size Planning Based on Intrinsic Kappa Value intrval Relational Operators for Intervals intsurv Integrative Survival Modeling intsvy International Assessment Data Manager inum Interval and Enum-Type Representation of Vectors invGauss Threshold Regression that Fits the (Randomized Drift) Inverse Gaussian Distribution to Survival Data invacost Analyse Biological Invasion Costs with the 'InvaCost' Database invctr Infix Functions For Vector Operations inventorize Inventory Analytics, Pricing and Markdowns inverseRegex Reverse Engineers Regular Expression Patterns for R Objects invertiforms Invertible Transforms for Matrices investr Inverse Estimation/Calibration Functions invgamma The Inverse Gamma Distribution invgamstochvol Obtains the Log Likelihood for an Inverse Gamma Stochastic Volatility Model invitroTKdata In Vitro Toxicokinetic Data Processed with the 'invitroTKstats' Pipeline invitroTKstats In Vitro Toxicokinetic Data Processing and Analysis Pipeline invivoPKfit Fits Toxicokinetic Models to In Vivo PK Data Sets io A Unified Framework for Input-Output Operations in R ioanalysis Input Output Analysis ioncopy Calling Copy Number Alterations in Amplicon Sequencing Data ionet Network Analysis for Input-Output Tables iotables Reproducible Input–Output Economics Analysis, Economic and Environmental Impact Assessment with Empirical Data iotarelr Iota Inter Coder Reliability for Content Analysis iotools I/O Tools for Streaming ip2location Lookup for IP Address Information ip2location.io Batch IP Data Retrieval and Storage Using 'IP2Location.io' ip2locationio Lookup Geolocation and Proxy Information using 'IP2Location.io' API ip2proxy Lookup for IP Address Proxy Information ip2whois Lookup 'WHOIS' Information for a Particular Domain ipADMIXTURE Iterative Pruning Population Admixture Inference Framework ipa Convert Between Phonetic Alphabets ipaddress Data Analysis for IP Addresses and Networks ipanema Read Data from 'LimeSurvey' ipbase Client for the 'ipbase.com' IP Geolocation API ipc Tools for Message Passing Between Processes ipd Inference on Predicted Data ipdw Spatial Interpolation by Inverse Path Distance Weighting ipeadatar API Wrapper for 'Ipeadata' ipeaplot Add Ipea Editorial Standards to 'ggplot2' Graphics iperform Time Series Performance ipeval Evaluation of Interventional Predictions ipflasso Integrative Lasso with Penalty Factors ipfp Fast Implementation of the Iterative Proportional Fitting Procedure in C ipfr List Balancing for Reweighting and Population Synthesis ipft Indoor Positioning Fingerprinting Toolset ipgeolocation Client for the 'IPGeolocation.io IP Location API' ipkg Install R Packages or Download File from GitHub via the Proxy Site iplookupapi Client for the 'iplookupapi.com' IP Lookup API iplots iPlots - Interactive Graphics for R ipmr Integral Projection Models ipolygrowth Individual Growth Curve Parameter Calculation using Polynomial Functions ipr Iterative Proportional Repartition Algorithm ipred Improved Predictors iprior Regression Modelling using I-Priors ips Interfaces to Phylogenetic Software in R ipsRdbs Introduction to Probability, Statistics and R for Data-Based Sciences ipsecr Spatially Explicit Capture-Recapture by Inverse Prediction ipsfs Intuitionistic, Pythagorean, and Spherical Fuzzy Similarity Measure ipumsr An R Interface for Downloading, Reading, and Handling IPUMS Data ipw Estimate Inverse Probability Weights ipwCoxCSV Inverse Probability Weighted Cox Model with Corrected Sandwich Variance ipwErrorY Inverse Probability Weighted Estimation of Average Treatment Effect with Misclassified Binary Outcome iq Protein Quantification in Mass Spectrometry-Based Proteomics ir Functions to Handle and Preprocess Infrared Spectra irace Iterated Racing for Automatic Algorithm Configuration iraceplot Plots for Visualizing the Data Produced by the 'irace' Package irboost Iteratively Reweighted Boosting for Robust Analysis ircor Correlation Coefficients for Information Retrieval irg Instantaneous Rate of Green Up irlba Fast Truncated Singular Value Decomposition and Principal Components Analysis for Large Dense and Sparse Matrices irls Generalised Linear Models via Iteratively Reweighted Least Squares ironseed Improved Random Number Generator Seeding irpfR Access to the Great Numbers of Brazilian Individual Income Tax (IRPF) irr Various Coefficients of Interrater Reliability and Agreement irrCAC Computing the Extent of Agreement among Raters with Chance-Corrected Agreement Coefficient (CAC) irrICC Intraclass Correlations for Quantifying Inter-Rater Reliability irrNA Coefficients of Interrater Reliability – Generalized for Randomly Incomplete Datasets irt Item Response Theory and Computerized Adaptive Testing Functions irtDemo Item Response Theory Demo Collection irtGUI Item Response Theory Analysis with a Graphic User Interface irtQ Unidimensional Item Response Theory Modeling irtawsi Items Response Theory Analysis with Steps and Interpretation irtbem2pl Marginalized Bayesian Item Parameter Estimation, 2pl Model IRT irtoys A Collection of Functions Related to Item Response Theory (IRT) irtpwr Power Analysis for IRT Models Using the Wald, LR, Score, and Gradient Statistics irtrees Estimation of Tree-Based Item Response Models irtreliability Item Response Theory Reliability irtsim Monte Carlo Simulation-Based Sample-Size Planning for Item Response Theory isa2 The Iterative Signature Algorithm isard Overflow Data for Quantitative Peace Science Research isatabr Implementation for the ISA Abstract Model isdals Datasets for Introduction to Statistical Data Analysis for the Life Sciences isdparser Parse 'NOAA' Integrated Surface Data Files isingLenzMC Monte Carlo for Classical Ising Model island Stochastic Island Biogeography Theory Made Easy islandcodes Reference Data and Helpers for Small Island States and Territories islasso The Induced Smoothed Lasso ismev An Introduction to Statistical Modeling of Extreme Values ismtchile Calculating Socio Material Territorial Index isni Index of Local Sensitivity to Nonignorability isnullptr Check if an 'externalptr' is a Null Pointer iso8601 Working with ISO8601 Dates and Times isoSurv Isotonic Regression on Survival Analysis isoWater Discovery, Retrieval, and Analysis of Water Isotope Data isoband Generate Isolines and Isobands from Regularly Spaced Elevation Grids isoboost Isotonic Boosting Classification Rules isobxr Stable Isotope Box Modelling in R isocalcR Isotope Calculations in R isocat Isotope Origin Clustering and Assignment Tools isocir Isotonic Inference for Circular Data isocountry ISO 3166-1 Country Codes isocubes Voxel Data Visualization with Isometric Cubes isodistrreg Isotonic Distributional Regression (IDR) isogeochem Tools for Stable Isotope Geochemistry isokernel Isolation Kernel isoniche Calculating Density-Independent Niche Breadth Indices from Abundance Data isoorbi Process Orbitrap Isotopocule Data isopam Clustering of Sites with Species Data isopleuros Ternary Plots isotone Active Set and Generalized PAVA for Isotone Optimization isotonic.pen Penalized Isotonic Regression in one and two dimensions isotree Isolation-Based Outlier Detection ispd Incomplete Split-Plot Designs ispdata Access Data from the Public Security Institute of the State of Rio De Janeiro istacr Obtaining Open Data from Instituto Canario De Estadistica (ISTAC) API istat Download and Manipulate Data from Istat istatR Interface to the Italian National Institute of Statistics ('ISTAT') API isva Independent Surrogate Variable Analysis italy The Italian Survey on Household and Wealth, 2008 and 2010 itan Item Analysis for Multiple Choice Tests itcSegment Individual Tree Crowns Segmentation itdr Integral Transformation Methods for SDR in Regression itemanalysis Classical Test Theory Item Analysis iterLap Approximate Probability Densities by Iterated Laplace Approximations iteratoR Print Loop Iterations at Exponentially Disparate Intervals iterators Provides Iterator Construct iterors Fast, Compact Iterators and Tools iterpc Efficient Iterator for Permutations and Combinations itertools Iterator Tools itertools2 itertools2: Functions creating iterators for efficient looping itmsa Information-Theoretic Measures for Spatial Association itol.toolkit Helper Functions for 'Interactive Tree Of Life' itp The Interpolate, Truncate, Project (ITP) Root-Finding Algorithm itraxR Itrax Data Analysis Tools itrimhoch Improved Trimmed Weighted Hochberg Procedures and Sample Size Optimization its.analysis Running Interrupted Time Series Analysis itsadug Interpreting Time Series and Autocorrelated Data Using GAMMs itscalledsoccer American Soccer Analysis API Client itsmr Time Series Analysis Using the Innovations Algorithm iucnr IUCN Red List Data iv.sensemakr Sensitivity Analysis Tools for Instrumental Variable Estimates ivDiag Estimation and Diagnostic Tools for Instrumental Variables Designs ivaBSS Tools for Independent Vector Analysis ivcheck Tests for Instrumental Variable Validity ivd Individual Variance Detection ivdesc Profiling Compliers and Non-Compliers for Instrumental Variable Analysis ivdoctr Ensures Mutually Consistent Beliefs When Using IVs ivgets General to Specific Modeling and Indicator Saturation in 2SLS Models ivmodel Statistical Inference and Sensitivity Analysis for Instrumental Variables Model ivmte Instrumental Variables: Extrapolation by Marginal Treatment Effects ivo.table Nicely Formatted Contingency Tables and Frequency Tables ivolcano Interactive Volcano Plot ivreg Instrumental-Variables Regression by '2SLS', '2SM', or '2SMM', with Diagnostics ivs Interval Vectors ivtools Instrumental Variables ivx Robust Econometric Inference iwaqr Irrigation Water Quality Assessment and Visualizations ixplorer Easy DataOps for R Users ixsurface Interactive 3D Surface Plots for Multi-Factor Interaction Visualization izmir R Wrapper for Izmir Municipality Open Data Portal jSDM Joint Species Distribution Models jScore Calculates the j-Score Between Two Clustering Assignments jaatha Simulation-Based Maximum Likelihood Parameter Estimation jab.adverse.reactions Possible Adverse Events/Reactions from the Vaccinations/Experimental Gene Therapies jaccard Testing Similarity Between Binary Datasets using Jaccard/Tanimoto Coefficients jackalope A Swift, Versatile Phylogenomic and High-Throughput Sequencing Simulator jackknifeR Delete-d Jackknife for Point and Interval Estimation jackstrap Correcting Nonparametric Frontier Measurements for Outliers jackstraw Statistical Inference for Unsupervised Learning jacobi Jacobi Theta Functions and Related Functions jacpop Jaccard Index for Population Structure Identification jadeLizardOptions Trading Jade Lizard Option Strategies jage Estimation of Developmental Age jaggR Supporting Files and Functions for the Book Bayesian Modelling with 'JAGS' jagsUI A Wrapper Around 'rjags' to Streamline 'JAGS' Analyses jagshelper Extracting and Visualizing Output from 'jagsUI' jagstargets Targets for JAGS Pipelines jalcal Convert Between Jalaali (Persian or Solar Hijri) and Gregorian Calendar Dates jamba Just Analysis Methods Base janeaustenr Jane Austen's Complete Novels janitor Simple Tools for Examining and Cleaning Dirty Data janus Optimized Recommending System Based on 'tensorflow' janusplot Asymmetric Smoothed-Association Matrices via GAM Fits japanstat Tools for Easy Use of 'e-Stat' API jarbes Just a Rather Bayesian Evidence Synthesis javateak Javanese Teak Above Ground Biomass Estimation jcalendaR Interconversion Between the Japanese Calendar System and the Western Calendar jcext Extended Classification of Weather Types jcolors Colors Palettes for R and 'ggplot2', Additional Themes for 'ggplot2' jcp Joint Change Point Detection jdenticon A Wrapper for the Node.js 'Jdenticon' Library jds.rmd R Markdown Templates for Journal of Data Science jellyfisher Visualize Spatiotemporal Tumor Evolution with Jellyfish Plots jenga Fast Extrapolation of Time Features using K-Nearest Neighbors jentre Toolkit for the 'Entrez' API jetpack A Friendly Package Manager jetty Execute R in a 'Docker' Context jewel Graphical Models Estimation from Multiple Sources jfa Statistical Methods for Auditing jgd JSON Graphics Device jgsbook Package of the German Book "Statistik mit R und RStudio" by Joerg grosse Schlarmann jinjar Template Engine Inspired by 'Jinja' jipApprox Approximate Inclusion Probabilities for Survey Sampling jjb Balamuta Miscellaneous jlmerclusterperm Cluster-Based Permutation Analysis for Densely Sampled Time Data jlview Zero-Copy Julia to R Array Bridge via ALTREP jmBIG Joint Longitudinal and Survival Model for Big Data jmSurface Semi-Parametric Association Surfaces for Joint Longitudinal-Survival Models jmastats Download Weather Data from Japan Meteorological Agency Website jmatrix Read from/Write to Disk Matrices with any Data Type in a Binary Format jmcm Joint Mean-Covariance Models using 'Armadillo' and S4 jmdem Fitting Joint Mean and Dispersion Effects Models jmetrik Tools for Interacting with 'jMetrik' jmotif Time Series Analysis Toolkit Based on Symbolic Aggregate Discretization, i.e. SAX jmuOutlier Permutation Tests for Nonparametric Statistics jmv The 'jamovi' Analyses jmvReadWrite Read and Write 'jamovi' Files ('.omv') jmvconnect Connect to the 'jamovi' Statistical Spreadsheet jmvcore Dependencies for the 'jamovi' Framework job Run Code as an RStudio Job - Free Your Console jobqueue Run Interruptible Code Asynchronously joinXL Perform Joins or Minus Queries on 'Excel' Files joineR Joint Modelling of Repeated Measurements and Time-to-Event Data joineRML Joint Modelling of Multivariate Longitudinal Data and Time-to-Event Outcomes joinet Penalised Multivariate Regression ('Multi-Target Learning') joinless Exploratory Analysis of Relationships Between Variables joinpointR Tidy Tools for Joinpoint Regression Models joinspy Diagnostic Tools for Data Frame Joins joint.Cox Joint Frailty-Copula Models for Tumour Progression and Death in Meta-Analysis jointCalib A Joint Calibration of Totals and Quantiles jointCompRisk Joint Inference for Competing Risks Data Using Multiple Endpoints jointDiag Joint Approximate Diagonalization of a Set of Square Matrices jointMeanCov Joint Mean and Covariance Estimation for Matrix-Variate Data jointNmix Joint N-Mixture Models for Site-Associated Species jointPm Risk Estimation Using the Joint Probability Method jointVIP Prioritize Variables with Joint Variable Importance Plot in Observational Study Design jointest Multivariate Testing Through Joint Resampling-Based Tests jointseg Joint Segmentation of Multivariate (Copy Number) Signals joker Probability Distributions and Parameter Estimation jollofR Small Area Population Estimation by Demographics jomo Multilevel Joint Modelling Multiple Imputation jordan A Suite of Routines for Working with Jordan Algebras josaplay Add Josa Based on Previous Letter in Korean jose JavaScript Object Signing and Encryption jot Jot Down Values for Later journalR Formatting Tools for Scientific Journal Writing journalabbr Journal Abbreviations for BibTeX Documents joyn Tool for Diagnosis of Tables Joins and Complementary Join Features jpcity Read and Convert Japanese Municipality Codes jpeg Read and write JPEG images jpgrid Functions for the Grid Square Codes in Japan jpinfect Acquiring and Processing Data from Japan Institute for Health Security jpmesh Utilities for Japanese Mesh Code jpstat Tools for Easy Use of 'e-Stat', 'RESAS' API, Etc jqbr 'jQuery QueryBuilder' Input for 'Shiny' jqr Client for 'jq', a 'JSON' Processor jquerylib Obtain 'jQuery' as an HTML Dependency Object jrSiCKLSNMF Multimodal Single-Cell Omics Dimensionality Reduction jrc Exchange Commands Between R and 'JavaScript' jrich Jack-Knife Support for Evolutionary Distinctiveness Indices I and W jrt Item Response Theory Modeling and Scoring for Judgment Data jrvFinance Basic Finance; NPV/IRR/Annuities/Bond-Pricing; Black Scholes js Tools for Working with JavaScript in R jsTree Create Interactive Trees with the 'jQuery' 'jsTree' Plugin jsTreeR A Wrapper of the JavaScript Library 'jsTree' jsdtools Jensen-Shannon Divergence Estimation, Confidence Intervals, and Distribution Plots jshintr Lint 'JavaScript' Files jskm Kaplan-Meier Plot with 'ggplot2' jsmodule 'RStudio' Addins and 'Shiny' Modules for Medical Research json2aRgs Parse Parameters Inside a Docker Container json64 A 'Base64' Encode/Decode Package with Support for JSON Output/Input and UTF-8 jsonNormalize Normalization of 'JSON' Strings jsonify Convert Between 'R' Objects and Javascript Object Notation (JSON) jsonld JSON for Linking Data jsonlite A Simple and Robust JSON Parser and Generator for R jsonstat Interface to 'JSON-stat' jsonvalidate Validate 'JSON' Schema jstable Create Tables from Different Types of Regression jstager Retrieve Information Published on J-STAGE jsutils 'JavaScript' Utilities for 'R' jtdm Joint Modelling of Functional Traits jti Junction Tree Inference jtools Analysis and Presentation of Social Scientific Data jubilee Forecasting Long-Term Growth of the U.S. Stock Market and Business Cycles juicedown 'juice' + 'markdown': Convert 'R Markdown' into 'HTML' with Inline Styles juicr Automated and Manual Extraction of Numerical Data from Scientific Images juicyjuice Inline CSS Properties into HTML Tags Using 'juice' jumble A Discrete Colour Palette jumps Hodrick-Prescott Filter with Jumps junco Create Common Tables and Listings Used in Clinical Trials junctions The Breakdown of Genomic Ancestry Blocks in Hybrid Lineages just.install Very Simple Function to Install Packages without Attaching justifier Human and Machine-Readable Justifications and Justified Decisions Based on 'YAML' jvcoords Principal Component Analysis (PCA) and Whitening k5 Kiernan Nicholls Miscellaneous kDGLM Bayesian Analysis of Dynamic Generalized Linear Models kNNvs k Nearest Neighbors with Grid Search Variable Selection kSamples K-Sample Rank Tests and their Combinations kStatistics Unbiased Estimators for Cumulant Products and Faa Di Bruno's Formula kableExtra Construct Complex Table with 'kable' and Pipe Syntax kader Kernel Adaptive Density Estimation and Regression kaigiroku Programmatic Access to the API for Japanese Diet Proceedings kairos Analysis of Chronological Patterns from Archaeological Count Data kalmanfilter Kalman Filter kamila Methods for Clustering Mixed-Type Data kangar00 Kernel Approaches for Nonlinear Genetic Association Regression kanjistat A Statistical Framework for the Analysis of Japanese Kanji Characters kanova Quasi Analysis of Variance for K-Functions kaos Encoding of Sequences Based on Frequency Matrix Chaos Game Representation kaphom Test the Homogeneity of Kappa Statistics kappaGold Agreement of Nominal Scale Raters (with a Gold Standard) kappaSize Sample Size Estimation Functions for Studies of Interobserver Agreement kappalab Non-Additive Measure and Integral Manipulation Functions karaoke Remove Vocals from a Song kardl Make Symmetric and Asymmetric ARDL Estimations karlen Real-Time PCR Data Sets by Karlen et al. (2007) karyoploteR Plot customizable linear genomes displaying arbitrary data karyotapR DNA Copy Number Analysis for Genome-Wide Tapestri Panels katex Rendering Math to HTML, 'MathML', or R-Documentation Format kayadata Kaya Identity Data for Nations and Regions kazaam Tools for Tall Distributed Matrices kbal Kernel Balancing kcmeans Conditional Expectation Function Estimation with K-Conditional-Means kcpRS Kernel Change Point Detection on the Running Statistics kde1d Univariate Kernel Density Estimation kdecopula Kernel Smoothing for Bivariate Copula Densities kdensity Kernel Density Estimation with Parametric Starts and Asymmetric Kernels kdevine Multivariate Kernel Density Estimation with Vine Copulas kdist K-Distribution and Weibull Paper kdml Kernel Distance Metric Learning for Mixed-Type Data kdps Kinship Decouple and Phenotype Selection (KDPS) kdry K's "Don't Repeat Yourself"-Collection kedd Kernel Estimator and Bandwidth Selection for Density and Its Derivatives keep Arrays with Better Control over Dimension Dropping kehra Collect, Assemble and Model Air Pollution, Weather and Health Data kelvin Calculate Solutions to the Kelvin Differential Equation using Bessel Functions kendallRandomWalks Simulate and Visualize Kendall Random Walks and Related Distributions kendallknight Efficient Implementation of Kendall's Correlation Coefficient Computation kequate The Kernel Method of Test Equating kerDAA New Kernel-Based Test for Differential Association Analysis kerSeg New Kernel-Based Change-Point Detection kerTests Generalized Kernel Two-Sample Tests keras R Interface to 'Keras' keras3 R Interface to 'Keras' kerasnip A Bridge Between 'keras' and 'tidymodels' kerdiest Nonparametric Kernel Estimation of Distribution Function kergp Gaussian Process Laboratory kerndwd Distance Weighted Discrimination (DWD) and Kernel Methods kernelFactory Kernel Factory: An Ensemble of Kernel Machines kernelPhil Kernel Smoothing Tools for Philology and Historical Dialectology kernelboot Smoothed Bootstrap and Random Generation from Kernel Densities kernelshap Kernel SHAP kernhaz Kernel Estimation of Hazard Function in Survival Analysis kernlab Kernel-Based Machine Learning Lab kernopt Estimating Count Data Distributions with Discrete Optimal Symmetric Kernel kernreg Nadaraya-Watson Kernel Regression kernscr Kernel Machine Score Test for Semi-Competing Risks kernstadapt Adaptive Kernel Estimators for Point Process Intensities on Linear Networks kerntools Kernel Functions and Tools for Machine Learning Applications kesernetwork Visualization of the KESER Network keyATM Keyword Assisted Topic Models keyclust A Model for Semi-Supervised Keyword Extraction from Word Embedding Models keyed Explicit Key Assumptions for Flat-File Data keyholder Store Data About Rows keylist Lightweight List Extensions that Enforce Unique Keys keyperm Keyword Analysis Using Permutation Tests keyplayer Locating Key Players in Social Networks keypress Wait for a Key Press in a Terminal keyring Access the System Credential Store from R keyringr Decrypt Passwords from Gnome Keyring, Windows Data Protection API and macOS Keychain keys Keyboard Shortcuts for 'shiny' kfa K-Fold Cross Validation for Factor Analysis kfda Kernel Fisher Discriminant Analysis kfigr Integrated Code Chunk Anchoring and Referencing for R Markdown Documents kfino Kalman Filter for Impulse Noised Outliers kfre Kidney Failure Risk Equation (KFRE) Tools kgc Koeppen-Geiger Climatic Zones kgen A Tool for Calculating Stoichiometric Equilibrium Constants (Ks) for Seawater kgp 1000 Genomes Project Metadata kgrams Classical k-gram Language Models kgraph Knowledge Graphs Constructions and Visualizations kgschart KGS Rank Graph Parser khaos Bayesian Sparse Polynomial Chaos Expansion khroma Colour Schemes for Scientific Data Visualization kidney.epi Kidney-Related Functions for Clinical and Epidemiological Research kidsides Download, Cache, and Connect to KidSIDES kim A Toolkit for Behavioral Scientists kimfilter Kim Filter kimisc Kirill's Miscellaneous Functions kin.cohort Analysis of Kin-Cohort Studies kindisperse Simulate and Estimate Close-Kin Dispersal Kernels kindling Higher-Level Interface of 'torch' Package to Auto-Train Neural Networks kinematics Studying Sampled Trajectories kinesis 'shiny' Applications for the 'tesselle' Packages kinship2 Pedigree Functions kirby21.base Example Data from the Multi-Modal MRI 'Reproducibility' Resource kirby21.fmri Example Functional Imaging Data from the Multi-Modal MRI 'Reproducibility' Resource kirby21.t1 Example T1 Structural Data from the Multi-Modal MRI 'Reproducibility' Resource kisopenapi Korea Investment & Securities (KIS) Open Trading API kissmig a Keep It Simple Species Migration Model kit Data Manipulation Functions Implemented in C kitagawa Spectral Response of Water Wells to Harmonic Strain and Pressure Signals kitesquare Visualize Contingency Tables Using Kite-Square Plots kiwisR A Wrapper for Querying KISTERS 'WISKI' Databases via the 'KiWIS' API kkmeans Fast Implementations of Kernel K-Means kknn Weighted k-Nearest Neighbors kko Kernel Knockoffs Selection for Nonparametric Additive Models klaR Classification and Visualization klassR Classifications for Statistics Norway klausuR Multiple Choice Test Evaluation kldest Sample-Based Estimation of Kullback-Leibler Divergence kldtools Kullback-Leibler Divergence and Other Tools to Analyze Frequencies klineR Candlestick Pattern Detection and Stock Screening klovan Geostatistics Methods and Klovan Data klsh Blocking for Record Linkage klustR D3 Dynamic Cluster Visualizations km.ci Confidence Intervals for the Kaplan-Meier Estimator kmBlock k-Means Like Blockmodeling of One-Mode and Linked Networks kmc Kaplan-Meier Estimator with Constraints for Right Censored Data -- a Recursive Computational Algorithm kmeRtone Multi-Purpose and Flexible k-Meric Enrichment Analysis Software kmed Distance-Based k-Medoids kmer Fast K-Mer Counting and Clustering for Biological Sequence Analysis kmi Kaplan-Meier Multiple Imputation for the Analysis of Cumulative Incidence Functions in the Competing Risks Setting kmodR K-Means with Simultaneous Outlier Detection knfi Analysis of Korean National Forest Inventory Database knitcitations Citations for 'Knitr' Markdown Files knitr A General-Purpose Package for Dynamic Report Generation in R knitrBootstrap 'knitr' Bootstrap Framework knitrProgressBar Provides Progress Bars in 'knitr' knitrdata Data Language Engine for 'knitr' / 'rmarkdown' knitxl Generates a Spreadsheet Report from an 'rmarkdown' File knn.covertree An Accurate kNN Implementation with Multiple Distance Measures knnmi k-Nearest Neighbor Mutual Information Estimator knnp Time Series Prediction using K-Nearest Neighbors Algorithm (Parallel) knnwtsim K Nearest Neighbor Forecasting with a Tailored Similarity Metric knobi Known-Biomass Production Model (KBPM) knockoff The Knockoff Filter for Controlled Variable Selection knotR Knot Diagrams using Bezier Curves kntnr R Client for 'kintone' API koRpus Text Analysis with Emphasis on POS Tagging, Readability, and Lexical Diversity koRpus.lang.en Language Support for 'koRpus' Package: English kofdata Get Data from the 'KOF Datenservice' API kofnGA A Genetic Algorithm for Fixed-Size Subset Selection kohonen Supervised and Unsupervised Self-Organising Maps kokudosuuchi Utilities for 'Kokudo Suuchi' kollaR Event Classification, Visualization and Analysis of Eye Tracking Data komaletter Simply Beautiful PDF Letters from Markdown konfound Quantify the Robustness of Causal Inferences kosel Variable Selection by Revisited Knockoffs Procedures kosis Korean Statistical Information Service (KOSIS) kpcaIG Variables Interpretability with Kernel PCA kpeaks Determination of K Using Peak Counts of Features for Clustering kpiwidget KPI Widgets for Quarto Dashboards with Crosstalk kriens Continuation Passing Style Development krige Geospatial Kriging with Metropolis Sampling kriging Ordinary Kriging krippendorffsalpha Measuring Agreement Using Krippendorff's Alpha Coefficient krm Kernel Based Regression Models kronos Microbiome Oriented Circadian Rhythm Analysis Toolkit kronxNBC Clock of Regimes Naive Bayes Classifier (Student-t) ks Kernel Smoothing ksNN K* Nearest Neighbors Algorithm kselection Selection of K in K-Means Clustering ksformat 'SAS'-Style 'PROC FORMAT' for R ksharp Cluster Sharpening ksm Kernel Density Estimation for Random Symmetric Positive Definite Matrices ksrlive Identify Kinase Substrate Relationships Using Dynamic Data kssa Known Sub-Sequence Algorithm kst Knowledge Space Theory kstIO Knowledge Space Theory Input/Output kstMatrix Basic Functions in Knowledge Space Theory Using Matrix Representation ktaucenters Robust Clustering Procedures ktsolve Configurable Function for Solving Families of Nonlinear Equations ktweedie 'Tweedie' Compound Poisson Model in the Reproducing Kernel Hilbert Space kuenm2 Detailed Development of Ecological Niche Models kuiper.2samp Two-Sample Kuiper Test kutils Project Management Tools kuzco Computer Vision with Large Language Models kuzuR Interface to 'kuzu' Graph Database kvh Read/Write Files in Key-Value-Hierarchy Format kvkapiR Interface to the Dutch Chamber of Commerce (KvK) API kvr2 Calculate and Compare Multiple Definitions of Coefficient of Determination kyotil Utility Functions for Statistical Analysis Report Generation and Monte Carlo Studies kza Kolmogorov-Zurbenko Adaptive Filters kzs Kolmogorov-Zurbenko Spatial Smoothing and Applications l0ara Sparse Generalized Linear Model with L0 Approximation for Feature Selection l1kdeconv Deconvolution for LINCS L1000 Data l1rotation Identify Loading Vectors under Sparsity in Factor Models l1spectral An L1-Version of the Spectral Clustering l2boost Exploring Friedman's Boosting Algorithm for Regularized Linear Regression laGP Local Approximate Gaussian Process Regression laOpenData Convenient Access to Los Angeles Open Data API Endpoints lab2clean Automation and Standardization of Cleaning Clinical Laboratory Data labNorm Normalize Laboratory Measurements by Age and Sex labdsv Ordination and Multivariate Analysis for Ecology label.switching Relabelling MCMC Outputs of Mixture Models labelVector Label Attributes for Atomic Vectors labeleR Automate the Production of Custom Labels, Badges, Certificates, and Other Documents labeling Axis Labeling labelled Manipulating Labelled Data labelmachine Make Labeling of R Data Sets Easy labelr Label Data Frames, Variables, and Values lablaster Laser Ablation Blast Through Endpoint Detection labsimplex Simplex Optimization Algorithms for Laboratory and Manufacturing Processes labstatR Libreria Del Laboratorio Di Statistica Con R labstats Data Sets for the Book "Experimental Design for Laboratory Biologists" lacm Latent Autoregressive Count Models lacrmr Connect to the 'Less Annoying CRM' API lactater Tools for Analyzing Lactate Thresholds lacunarity Standard and Generalized Lacunarity for Binary Time Series lacunaritycovariance Gliding Box Lacunarity and Other Metrics for 2D Random Closed Sets lacunr Fast 3D Lacunarity for Voxel Data ladder Get on to the Slides laeken Estimation of Indicators on Social Exclusion and Poverty lagged Classes and Methods for Lagged Objects lagsarlmtree Spatial Lag Model Trees lakefetch Calculate Fetch and Wave Exposure for Lake Sampling Points lakemorpho Lake Morphometry Metrics lakhesis Consensus Seriation for Binary Data lamW Lambert-W Function lambda.r Modeling Data with Functional Programming lambdaTS Variational Seq2Seq Model with Lambda Transformer for Time Series Analysis lambdr Create a Runtime for Serving Containerised R Functions on 'AWS Lambda' laminr Client for 'LaminDB' lamle Maximum Likelihood Estimation of Latent Variable Models lancor Statistical Inference via Lancaster Correlation landest Landmark Estimation of Survival and Treatment Effect landform Topographic Position Index-Based Landform Classification landmaRk Time-to-Event Landmark Analysis using an Array of Longitudinal and Survival Sub-Models landmix Landmark Prediction for Mixture Data landmulti Landmark Prediction with Multiple Short-Term Events landpred Landmark Prediction of a Survival Outcome landsat Radiometric and Topographic Correction of Satellite Imagery landscapeR Categorical Landscape Simulation Facility landscapemetrics Landscape Metrics for Categorical Map Patterns landsepi Landscape Epidemiology and Evolution lang Translates R Help Documentation using Large Language Models langevitour Langevin Tour languageR Data Sets and Functions with Analyzing Linguistic Data: A Practical Introduction to Statistics languagelayeR Access the 'languagelayer' API languageserver Language Server Protocol languageserversetup Automated Setup and Auto Run for R Language Server lans2r Work with Look at NanoSIMS Data in R lapop Processing, Visualizing, and Labeling Americas Barometer Data lares Lean Analytics and Robust Exploration Sidekick lareshiny Lares 'shiny' Modules lars Least Angle Regression, Lasso and Forward Stagewise lassopv Nonparametric P-Value Estimation for Predictors in Lasso latbias Calculate the Latitudinal Bias Index latcontrol Evaluation of the Role of Control Variables in Structural Equation Models latdiag Draws Diagrams Useful for Checking Latent Scales latenetwork Inference on LATEs under Network Interference of Unknown Form latent2likert Converting Latent Variables into Likert Scale Responses latentFactoR Data Simulation Based on Latent Factors latentcor Fast Computation of Latent Correlations for Mixed Data latentnet Latent Position and Cluster Models for Statistical Networks later Utilities for Scheduling Functions to Execute Later with Event Loops latex2exp Use LaTeX Expressions in Plots latexSymb R Functions for Readable LaTeX Mathematical Expressions latexdiffr Diff TeX, 'rmarkdown' or 'quarto' Files Using the 'latexdiff' Utility latexpdf Convert Tables to PDF or PNG latrend A Framework for Clustering Longitudinal Data latte Interface to 'LattE' and '4ti2' latticeDensity Density Estimation and Nonparametric Regression on Irregular Regions latticeExtra Extra Graphical Utilities Based on Lattice lava Latent Variable Models lavaSearch2 Tools for Model Specification in the Latent Variable Framework lavaan Latent Variable Analysis lavaan.mi Fit Structural Equation Models to Multiply Imputed Data lavaan.printer Helper Functions for Printing 'lavaan' Outputs lavaan.shiny Latent Variable Analysis with Shiny lavaanExtra Convenience Functions for Package 'lavaan' lavaanPlot Path Diagrams for 'Lavaan' Models via 'DiagrammeR' lavaangui Graphical User Interface with Integrated 'Diagrammer' for 'Lavaan' lavacreg Latent Variable Count Regression Models lavinteract Post-Estimation Utilities for 'lavaan' Fitted Models lawstat Tools for Biostatistics, Public Policy, and Law lax Loglikelihood Adjustment for Extreme Value Models lay Simple but Efficient Rowwise Jobs layer Tilt your Maps and Turn Them into 'ggplot' Plots lazyData A LazyData Facility lazyeval Lazy (Non-Standard) Evaluation lazysf Delayed Read for 'GDAL' Vector Data Sources lazysql Lazy SQL Programming lazytrade Learn Computer and Data Science using Algorithmic Trading lba Latent Budget Analysis for Compositional Data lbaModel The Linear Ballistic Accumulation Model lbfgs Limited-memory BFGS Optimization lbfgsb3c Limited Memory BFGS Minimizer with Bounds on Parameters with optim() 'C' Interface lbm Log Binomial Regression Model in Exact Method lboxcox Implementation of Logistic Box-Cox Regression lbreg Log-Binomial Regression with Constrained Optimization lcars LCARS Aesthetic for Shiny lcc Advanced Analysis of Longitudinal Data Using the Concordance Correlation Coefficient lcda Latent Class Discriminant Analysis lchemix A Bayesian Multi-Dimensional Couple-Based Latent Risk Model lcmm Extended Mixed Models Using Latent Classes and Latent Processes lconnect Simple Tools to Compute Landscape Connectivity Metrics lcopula Liouville Copulas lcpm Ordinal Outcomes: Generalized Linear Models with the Log Link lcra Bayesian Joint Latent Class and Regression Models lcsm Univariate and Bivariate Latent Change Score Modelling lcyanalysis Stock Data Analysis Functions lda Collapsed Gibbs Sampling Methods for Topic Models ldaPrototype Prototype of Multiple Latent Dirichlet Allocation Runs ldamatch Selection of Statistically Similar Research Groups ldbod Local Density-Based Outlier Detection ldbounds Lan-DeMets Method for Group Sequential Boundaries lddmm Longitudinal Drift-Diffusion Mixed Models (LDDMM) ldhmm Hidden Markov Model for Financial Time-Series Based on Lambda Distribution ldmppr Estimate and Simulate from Location Dependent Marked Point Processes ldsep Linkage Disequilibrium Shrinkage Estimation for Polyploids ldt Automated Uncertainty Analysis leadeR Profiling Leaders at a Distance leaderCluster Leader Clustering Algorithm leaf Learning Equations for Automated Function Discovery leafSTAR Silhouette to Area Ratio of Tilted Surfaces leafdown Provides Drill Down Functionality for 'leaflet' Choropleths leafem 'leaflet' Extensions for 'mapview' leafgl High-Performance 'WebGl' Rendering for Package 'leaflet' leaflegend Add Custom Legends to 'leaflet' Maps leaflet Create Interactive Web Maps with the JavaScript 'Leaflet' Library leaflet.extras Extra Functionality for 'leaflet' Package leaflet.extras2 Extra Functionality for 'leaflet' Package leaflet.minicharts Mini Charts for Interactive Maps leaflet.providers Leaflet Providers leafpm Leaflet Map Plugin for Drawing and Editing leafpop Include Tables, Images and Graphs in Leaflet Pop-Ups leafsync Small Multiples for Leaflet Web Maps leaftime 'Leaflet-timeline' Plugin for Leaflet leafwax Bayesian Inversion of Leaf Wax Hydrogen Isotopes to Precipitation leakr Data Leakage Detection Tools for Machine Learning leakyIV Leaky Instrumental Variables leapgp Localized Ensemble of Approximate Gaussian Processes leapp Latent Effect Adjustment After Primary Projection leaps Regression Subset Selection learnPopGen Population Genetic Simulations & Numerical Analysis learner Latent Space-Based Transfer Learning learningr Data and Functions to Accompany the Book "Learning R" learningtower OECD PISA Datasets from 2000-2022 in an Easy-to-Use Format learnr Interactive Tutorials for R learnrbook Datasets and Code Examples from P. J. Aphalo's "Learn R" Book leastcostpath Modelling Pathways and Movement Potential Within a Landscape ledger Utilities for Importing Data from Plain Text Accounting Files leem Laboratory of Teaching to Statistics and Mathematics lefko3 Historical and Ahistorical Population Projection Matrix Analysis lefser R implementation of the LEfSE method for microbiome biomarker discovery legendry Extended Legends and Axes for 'ggplot2' legion Forecasting Using Multivariate Models legislatoR Interface to the Comparative Legislators Database legocolors Official Lego Color Palettes lehdr Grab Longitudinal Employer-Household Dynamics (LEHD) Flat Files lehuynh Le-Huynh Truc-Ly's R Code and Templates leiden R Implementation of Leiden Clustering Algorithm leidenAlg Implements the Leiden Algorithm via an R Interface leidenbase R and C/C++ Wrappers to Run the Leiden find_partition() Function leiv Bivariate Linear Errors-In-Variables Estimation lemna Lemna Ecotox Effect Model lemon Freshing Up your 'ggplot2' Plots lenght Allow Misspellings of Length Function lenses Elegant Data Manipulation with Lenses leontief Input-Output Analysis lepidochroma Colour Palettes Inspired by Butterflies leprechaun Create Simple 'Shiny' Applications as Packages leptokurticMixture Implements Parsimonious Finite Mixtures of Multivariate Elliptical Leptokurtic-Normals lero.lero Generate 'Lero Lero' Quotes less Learning with Subset Stacking lessR Less Code with More Comprehensive Results lessSEM Non-Smooth Regularization for Structural Equation Models lest Vectorised Nested if-else Statements Similar to CASE WHEN in 'SQL' lestat A Package for Learning Statistics letsHerp An Interface to the Reptile Database letsR Data Handling and Analysis in Macroecology letsRept An Interface to the Reptile Database lettervalue Computing Letter Values leunbachR Leunbach Test Equating levitate Fuzzy String Comparison lexRankr Extractive Summarization of Text with the LexRank Algorithm lexicon Lexicons for Text Analysis lexiconPT Lexicons for Portuguese Text Analysis lfa Logistic Factor Analysis for Categorical Data lfactors Factors with Levels lfc Log Fold Change Distribution Tools for Working with Ratios of Counts lfda Local Fisher Discriminant Analysis lfe Linear Group Fixed Effects lfebd3 Generation and Analysis of 3-Level and 5-Level Factorial Block Designs lfl Linguistic Fuzzy Logic lfmm Latent Factor Mixed Models lfproQC Quality Control for Label-Free Proteomics Expression Data lfstat Calculation of Low Flow Statistics for Daily Stream Flow Data lg Locally Gaussian Distributions: Estimation and Methods lgarch Simulation and Estimation of Log-GARCH Models lgcp Log-Gaussian Cox Process lglasso Longitudinal Graphical Lasso lgr A Fully Featured Logging Framework lgrExtra Extra Appenders for 'lgr' lgrdata Example Datasets for a Learning Guide to R lgspline Lagrangian Multiplier Smoothing Splines for Smooth Function Estimation lgtdl A Set of Methods for Longitudinal Data Objects lhmixr Fit Sex-Specific Life History Models with Missing Classifications lhs Latin Hypercube Samples libbib Various Utilities for Library Science/Assessment and Cataloging libcoin Linear Test Statistics for Permutation Inference libdeflate DEFLATE Compression and Static Library libgeos Open Source Geometry Engine ('GEOS') C API libimath 'Imath' Computer Graphics Linear Algebra Static Library libipldr R Bindings to the 'Rust' 'IPLD' Library libopenexr Static Library and Headers for 'OpenEXR' Image I/O libr Libraries, Data Dictionaries, and a Data Step for R librarian Install, Update, Load Packages from CRAN, 'GitHub', and 'Bioconductor' in One Step librarysnapshot Library Snapshot for Packages and Dependencies in Use by Current Session libstable4u Stable Distribution Functions...For You licoread Reads Raw Files from Li-COR Gas Analyzers lievens Real-Time PCR Data Sets by Lievens et al. (2012) lifeR Identify Sites for Your Bird List lifecontingencies Financial and Actuarial Mathematics for Life Contingencies lifecourse Quantification of Lifecourse Fluidity lifecycle Manage the Life Cycle of your Package Functions lifepack Insurance Reserve Calculations liftLRD Wavelet Lifting Estimators of the Hurst Exponent for Regularly and Irregularly Sampled Time Series liftr Containerize R Markdown Documents for Continuous Reproducibility lifx Control 'LIFX' Smart Light Bulbs lightAUC Fast AUC Computation lightgbm Light Gradient Boosting Machine lightparser From 'Rmarkdown' and 'Quarto' Files to Tibble and Back lightr Read Spectrometric Data and Metadata lightsf A Curated Collection of Georeferenced and Spatial Datasets lightsout Implementation of the 'Lights Out' Puzzle Game likelihood Methods for Maximum Likelihood Estimation likelihood.contr Likelihood Contribution Models for Heterogeneous Observation Types likelihood.model Likelihood-Based Statistical Inference in the Fisherian Tradition likelihoodAsy Functions for Likelihood Asymptotics likelihoodExplore Likelihood Exploration likelihoodR Likelihood Analyses for Common Statistical Tests likelihoodTools Managing Results from Maximum Likelihood Estimation likert Analysis and Visualization Likert Items lilikoi Metabolomics Personalized Pathway Analysis Tool lillies Estimation of Life Years Lost limSolve Solving Linear Inverse Models lime Local Interpretable Model-Agnostic Explanations limexhub Quantitative Trade Signals limma Linear Models for Microarray and Omics Data limonaid Working with 'LimeSurvey' Surveys and Responses limorhyde Differential Analysis of Rhythmic Transcriptome Data limorhyde2 Quantify Rhythmicity and Differential Rhythmicity in Genomic Data lin.eval Perform Polynomial Evaluation of Linearity linERR Linear Excess Relative Risk Model linbin Binning and Plotting of Linearly Referenced Data lincom Linear Biomarker Combination: Empirical Performance Optimization lindia Automated Linear Regression Diagnostic lineagefreq Lineage Frequency Dynamics from Genomic Surveillance Counts linearModel Linear Model Functions lineartestr Linear Specification Testing linelist Tagging and Validating Epidemiological Data linelistBayes Bayesian Analysis of Epidemic Data Using Line List and Case Count Approaches linemap Line Maps lineup Lining Up Two Sets of Measurements lineup2 Lining Up Two Sets of Measurements lineupjs 'HTMLWidget' Wrapper of 'LineUp' for Visual Analysis of Multi-Attribute Rankings linevis Interactive Time Series Visualizations lingdist Fast Linguistic Distance and Alignment Computation lingglosses Interlinear Glossed Linguistic Examples and Abbreviation Lists Generation lingmatch Linguistic Matching and Accommodation lingtypology Linguistic Typology and Mapping linguisticsdown Easy Linguistics Document Writing with R Markdown link Hyperlink Automatic Detection link2GI Linking Geographic Information Systems, Remote Sensing and Other Command Line Tools linkeR Link Interactive Plots and Tables in 'shiny' Applications linkedInadsR Access to 'LinkedIn' Ads via the 'Windsor.ai' API linkprediction Link Prediction Methods linkspotter Bivariate Correlations Calculation and Visualization linktree Estimate Transmission Assortativity Coefficients linl 'linl' is not 'Letter' linne Convenient 'CSS' linpk Generate Concentration-Time Profiles from Linear PK Systems linprog Linear Programming / Optimization linreg Linear Regression and Model Selection Framework lintools Manipulation of Linear Systems of (in)Equalities lintr A 'Linter' for R Code lionfish Interactive 'tourr' Using 'python' lipidmapsR Lipid Maps Rest Service lipidomeR Integrative Visualizations of the Lipidome liqueueR Implements Queue, PriorityQueue and Stack Classes lisa Color Palettes from Color Lisa lisat Longitudinal Integration Site Analysis Toolkit lisp List-Processing à La 'SRFI-1' lisrelToR Import Output from LISREL into R list Statistical Methods for the Item Count Technique and List Experiment listArray Incomplete Array with Arbitrary R Objects as Indices listWithDefaults List with Defaults listarrays A Toolbox for Working with R Arrays in a Functional Programming Style listcomp List Comprehensions listcompr List Comprehension for R listenv Environments Behaving (Almost) as Lists listr Tools for Lists listviewer 'htmlwidget' for Interactive Views of R Lists lit Latent Interaction Testing for Genome-Wide Studies litRiddle Dataset and Tools to Research the Riddle of Literary Quality lite Likelihood-Based Inference for Time Series Extremes litedown A Lightweight Version of R Markdown liteq Lightweight Portable Message Queue Using 'SQLite' literanger Fast Serializable Random Forests Based on 'ranger' litteR Litter Analysis litterfitter Fits a Collection of Curves to Single-Cohort Decomposition Data liureg Liu Regression with Liu Biasing Parameters and Statistics live Local Interpretable (Model-Agnostic) Visual Explanations liver Toolkit and Datasets for Data Science ljr Logistic Joinpoint Regression llama Leveraging Learning to Automatically Manage Algorithms llamaR Interface for Large Language Models via 'llama.cpp' llm.api Minimal LLM Chat Interface llmclean LLM-Assisted Data Cleaning with Multi-Provider Support llmcoder LLM-Powered Code Generation, Error Fixing, and Chat for 'RStudio' llmflow Reasoning and Acting Workflow for Automated Data Analysis llmhelper Unified Interface for Large Language Model Interactions llmjoin LLM-Powered Fuzzy Join llmjson Repair Malformed JSON Strings llmshieldr Safety Guardrails for Large Language Model Workflows llogistic The L-Logistic Distribution llrem LLM Relational Event Models lm.beta Add Standardized Regression Coefficients to Linear-Model-Objects lm.br Linear Model with Breakpoint lmDiallel Linear Fixed/Mixed Effects Models for Diallel Crosses lmForc Linear Model Forecasting lmPerm Permutation Tests for Linear Models lmQCM An Algorithm for Gene Co-Expression Analysis lmSubsets Exact Variable-Subset Selection in Linear Regression lmap Logistic Mapping lmboot Bootstrap in Linear Models lmds Landmark Multi-Dimensional Scaling lme4 Linear Mixed-Effects Models using 'Eigen' and S4 lme4GS 'lme4' for Genomic Selection lme4breeding Breeding-Related Mixed-Effects Models lmeInfo Information Matrices for 'lmeStruct' and 'glsStruct' Objects lmeSplines Add Smoothing Spline Modelling Capability to `nlme` lmerPerm Perform Permutation Test on General Linear and Mixed Linear Regression lmerTest Tests in Linear Mixed Effects Models lmeresampler Bootstrap Methods for Nested Linear Mixed-Effects Models lmf Functions for Estimation and Inference of Selection in Age-Structured Populations lmfor Functions for Forest Biometrics lmhelprs Helper Functions for Linear Model Analysis lmls Gaussian Location-Scale Regression lmm Linear Mixed Models lmmot Multiple Ordinal Tobit (MOT) Model lmmpar Parallel Linear Mixed Model lmmprobe Sparse High-Dimensional Linear Mixed Modeling with a Partitioned Empirical Bayes ECM Algorithm lmodel2 Model II Regression lmom L-Moments lmomPi (Precipitation) Frequency Analysis and Variability with L-Moments from 'lmom' lmomRFA Regional Frequency Analysis using L-Moments lmomco L-Moments, Censored L-Moments, Trimmed L-Moments, L-Comoments, and Many Distributions lmreg Data and Functions Used in Linear Models and Regression with R: An Integrated Approach lmridge Linear Ridge Regression with Ridge Penalty and Ridge Statistics lmtest Testing Linear Regression Models lmtestrob Outlier Robust Specification Testing lmtp Non-Parametric Causal Effects of Feasible Interventions Based on Modified Treatment Policies lmviz A Package to Visualize Linear Models Features and Play with Them lmw Linear Model Weights lncDIFF Long Non-Coding RNA Differential Expression Analysis lnmCluster Perform Logistic Normal Multinomial Clustering for Microbiome Compositional Data lnmixsurv Bayesian Mixture Log-Normal Survival Model loa Lattice Options and Add-Ins loadeR Load Data for Analysis System loadings Loadings for Principal Component Analysis and Partial Least Squares lobby Interact with the 'US Senate Lobbying Disclosure API' lobbyR Get Federal Lobbying Disclosures lobsteR Access and Process 'LOBSTER' High-Frequency Data lobstr Visualize R Data Structures with Trees locStra Fast Implementation of (Local) Population Stratification Methods locaR A Set of Tools for Sound Localization localFDA Localization Processes for Functional Data Analysis localICE Local Individual Conditional Expectation localIV Estimation of Marginal Treatment Effects using Local Instrumental Variables localLLM Running Local LLMs with 'llama.cpp' Backend localModel LIME-Based Explanations with Interpretable Inputs Based on Ceteris Paribus Profiles localScore Package for Sequence Analysis by Local Score localboot Local Bootstrap Methods for Various Networks localgauss Estimating Local Gaussian Parameters localsp Local Indicator of Stratified Power locateip Locate IP Addresses with 'ip-api' locatexec Detection and Localization of Executable Files locationgamer Identification of Location Game Equilibria in Networks locfdr Computes Local False Discovery Rates locfit Local Regression, Likelihood and Density Estimation locits Test of Stationarity and Localized Autocovariance locpol Kernel Local Polynomial Regression locuszoomr Gene Locus Plot with Gene Annotations lodGWAS Genome-Wide Association Analysis of a Biomarker Accounting for Limit of Detection loder Dependency-Free Access to PNG Image Files loedata Data Sets from "Lectures on Econometrics" by Chirok Han loewesadditivity Loewe's Additivity lofifonts Text Rendering with Bitmap and Vector Fonts log Record Events and Issues log4r A Fast and Lightweight Logging System for R, Based on 'log4j' logKDE Computing Log-Transformed Kernel Density Estimates for Positive Data logNormReg log Normal Linear Regression logOfGamma Natural Logarithms of the Gamma Function for Large Values logStirling2 Fast Stirling Numbers of the Second Kind logbin Relative Risk Regression Using the Log-Binomial Model logconcens Maximum Likelihood Estimation of a Log-Concave Density Based on Censored Data logcondens Estimate a Log-Concave Probability Density from Iid Observations logcondiscr Estimate a Log-Concave Probability Mass Function from Discrete I.i.d. Observations logcumulant Goodness-of-Fit Tests and Diagrams Based on Mellin Log-Cumulants logger A Lightweight, Modern and Flexible Logging Utility logging R Logging Package loggit2 Easy-to-Use, Dependencyless Logger logiBin Binning Variables to Use in Logistic Regression logib Salary Analysis by the Swiss Federal Office for Gender Equality logicDT Identifying Interactions Between Binary Predictors logihist Combined Graphs for Logistic Regression login 'shiny' Login Module logistf Firth's Bias-Reduced Logistic Regression logistic4p Logistic Regression with Misclassification in Dependent Variables logisticPCA Binary Dimensionality Reduction logitFD Functional Principal Components Logistic Regression logitnorm Functions for the Logitnormal Distribution logitr Logit Models w/Preference & WTP Space Utility Parameterizations loglognorm Double Log Normal Distribution Functions logmult Log-Multiplicative Models, Including Association Models lognGPD Estimation of a Lognormal - Generalized Pareto Mixture lognorm Functions for the Lognormal Distribution logolink An Interface for Running 'NetLogo' Simulations logos Access to the Hebrew, Greek, and English Version of the Bible logr Creates Log Files logrx A Logging Utility Focus on Clinical Trial Programming Workflows logrxaddin Addin for the 'logrx' Package logspline Routines for Logspline Density Estimation lokern Kernel Regression Smoothing with Local or Global Plug-in Bandwidth lolR Linear Optimal Low-Rank Projection lolog Latent Order Logistic Graph Models lomb Lomb-Scargle Periodogram long2lstmarray Longitudinal Dataframes into Arrays for Machine Learning Training longROC Time-Dependent Prognostic Accuracy with Multiply Evaluated Bio Markers or Scores longRPart2 Recursive Partitioning of Longitudinal Data longclust Model-Based Clustering and Classification for Longitudinal Data longevity Statistical Methods for the Analysis of Excess Lifetimes longit High Dimensional Longitudinal Data Analysis Using MCMC longitree Decision Tree Analysis for Longitudinal Measurement Data longitudinal Analysis of Multiple Time Course Data longitudinalANAL Longitudinal Data Analysis longitudinalcascade Longitudinal Cascade longke Nonparametric Predictive Model for Sparse and Irregular Longitudinal Data longmemo Statistics for Long-Memory Processes (Book Jan Beran), and Related Functionality longmixr Longitudinal Consensus Clustering with 'flexmix' longpower Sample Size Calculations for Longitudinal Data longreadvqs Viral Quasispecies Comparison from Long-Read Sequencing Data longsurr Longitudinal Surrogate Marker Analysis longurl Expand Short 'URLs' loo Efficient Leave-One-Out Cross-Validation and WAIC for Bayesian Models lookout Leave One Out Kernel Density Estimates for Outlier Detection lookup Functions Similar to VLOOKUP in Excel loon Interactive Statistical Data Visualization loon.data Data Used to Illustrate 'Loon' Functionality loon.ggplot A Grammar of Interactive Graphics loon.shiny Automatically Create a 'Shiny' App Based on Interactive 'Loon' Widgets loon.tourr Tour in 'Loon' loopevd Loop Functions for Extreme Value Distributions lorad Lowest Radial Distance Method of Marginal Likelihood Estimation lorbridge Bridging Log-Odds Ratios and Correspondence Analysis via Closeness-of-Concordance Measures lordif Logistic Ordinal Regression Differential Item Functioning using IRT lorec LOw Rand and sparsE Covariance matrix estimation lorem Generate Lorem Ipsum Text lorentz The Lorentz Transform in Relativistic Physics lori Imputation of High-Dimensional Count Data using Side Information lotri A Simple Way to Specify Symmetric, Block Diagonal Matrices lovecraftr A Collection of Lovecraftian Tales and Texts lowmemtkmeans Low Memory Use Trimmed K-Means lowpassFilter Lowpass Filtering lpSolve Interface to 'Lp_solve' v. 5.5 to Solve Linear/Integer Programs lpSolveAPI R Interface to 'lp_solve' Version 5.5.2.0 lpacf Local Partial Autocorrelation Function Estimation for Locally Stationary Wavelet Processes lpanda Local Political Actor Network Diachronic Analysis Tools lpc Lassoed Principal Components for Testing Significance of Features lpcde Boundary Adaptive Local Polynomial Conditional Density Estimator lpda Linear Programming Discriminant Analysis lpdensity Local Polynomial Density Estimation and Inference lphom Ecological Inference by Linear Programming under Homogeneity lpint Local Polynomial Estimators of the Intensity Function and Its Derivatives lpirfs Local Projections Impulse Response Functions lpl Local Partial Likelihood Estimation and Simultaneous Confidence Band lpmec Measurement Error Analysis and Correction Under Identification Restrictions lpridge Local Polynomial (Ridge) Regression lpsymphony Symphony integer linear programming solver in R lqmix Linear Quantile Mixture Models lqmm Linear Quantile Mixed Models lqr Robust Linear Quantile Regression lrd A Package for Processing Lexical Response Data lrequire Sources an R "Module" with Caching & Encapsulation, Returning Exported Vars lrgs Linear Regression by Gibbs Sampling lrstat Power and Sample Size Calculation for Non-Proportional Hazards and Beyond lsReg Performs Large Scale Regressions lsa Latent Semantic Analysis lsasim Functions to Facilitate the Simulation of Large Scale Assessment Data lsei Solving Least Squares or Quadratic Programming Problems under Equality/Inequality Constraints lsirm12pl Latent Space Item Response Model lsl Latent Structure Learning lslx Semi-Confirmatory Structural Equation Modeling via Penalized Likelihood or Least Squares lsm Estimation of the log Likelihood of the Saturated Model lsmeans Least-Squares Means lsoda 'C++' Header Library for Ordinary Differential Equations lspartition Nonparametric Estimation and Inference Procedures using Partitioning-Based Least Squares Regression lspline Linear Splines with Convenient Parametrisations lspls LS-PLS Models lsr Companion to "Learning Statistics with R" lss2 The Accelerated Failure Time Model to Right Censored Data Based on Least-Squares Principle lssdoc Render Multilingual Questionnaires from 'LimeSurvey' '.lss' Files ltable Easy to Make (Lazy) Tables ltc Collection of Artistic and Nature-Inspired Color Palettes lterdatasampler Educational Dataset Examples from the Long Term Ecological Research Program lterpalettefinder Extract Color Palettes from Photos and Pick Official LTER Palettes ltertools Tools Developed by the Long Term Ecological Research Community ltm Latent Trait Models under IRT ltmix Left-Truncated Mixtures of Gamma, Weibull, and Lognormal Distributions ltmle Longitudinal Targeted Maximum Likelihood Estimation ltsa Linear Time Series Analysis ltsk Local Time Space Kriging ltxsparklines Lightweight Sparklines for a LaTeX Document luajr 'LuaJIT' Scripting lubridate Make Dealing with Dates a Little Easier lubrilog Get Insights on 'lubridate' Operations lucas Package to Download and Create the DB of LUCAS Data Harmonized lucid Printing Floating Point Numbers in a Human-Friendly Format lucidr 'Lucide' Icons for 'R' luckieR Calculations of Luck in Structured Population Models ludic Linkage Using Diagnosis Codes lue Light Use Efficiency Model to Estimate Biomass and YIELD with and Without Vapour Pressure Deficit lulab.utils Supporting Functions Maintained by Zhen Lu lulcc Land Use Change Modelling in R lumberjack Track Changes in Data lumbermark Resistant Clustering via Chopping Up Mutual Reachability Minimum Spanning Trees lumi BeadArray Specific Methods for Illumina Methylation and Expression Microarrays lunar Calculate Lunar Phase & Distance, Seasons and Related Environmental Factors lutz Look Up Time Zones of Point Coordinates luz Higher Level 'API' for 'torch' luzlogr Lightweight Logging for R Scripts lvimp Perform Inference on Summaries of Longitudinal Algorithm-Agnostic Variable Importance lvmisc Veras Miscellaneous lvnet Latent Variable Network Modeling lvplot Letter Value 'Boxplots' lwc2022 Langa-Weir Classification of Cognitive Function for 2022 HRS Data lwgeom Bindings to Selected 'liblwgeom' Functions for Simple Features lzstring Wrapper for 'lz-string' 'C++' Library m2b Movement to Behaviour Inference using Random Forest m2r Interface to 'Macaulay2' m61r Package About Data Manipulation in Pure Base R mAr Multivariate AutoRegressive Analysis mBvs Bayesian Variable Selection Methods for Multivariate Data mDAG Inferring Causal Network from Mixed Observational Data Using a Directed Acyclic Graph mExplorer Identifying Master Gene Regulators from Gene Expression and DNA-Binding Data mFD Compute and Illustrate the Multiple Facets of Functional Diversity mFDP Control of the Median of the FDP mFLICA Leadership-Inference Framework for Multivariate Time Series mFilter Miscellaneous Time Series Filters mGSFPCA Estimate Functional Principal Components from Sparse Data mHG Minimum-Hypergeometric Test mHMMbayes Multilevel Hidden Markov Models Using Bayesian Estimation mKBO Multi-Group Kitagawa-Blinder-Oaxaca Decomposition mLLMCelltype Cell Type Annotation Using Large Language Models mMPA Implementation of Marker-Assisted Mini-Pooling with Algorithm mRMRe Parallelized Minimum Redundancy, Maximum Relevance (mRMR) mRc Multi-Visit Closed Population Mark-Recapture Estimates mRpostman An IMAP Client for R mSTEM Multiple Testing of Local Extrema for Detection of Change Points mSigPlot Plotting Mutational Signatures and Mutational Spectra mSigTools Mutational Signature Analysis Tools mSimCC Micro Simulation Model for Cervical Cancer Prevention mStats Epidemiological Data Analysis maGUI A Graphical User Interface for Microarray Data Analysis and Annotation maSAE Mandallaz' Model-Assisted Small Area Estimators maat Multiple Administrations Adaptive Testing mabacR Assisting Decision Makers mable Maximum Approximate Bernstein/Beta Likelihood Estimation macleish Retrieve Data from MacLeish Field Station maclogp Measures of Uncertainty for Model Selection macro A Macro Language for 'R' Programs macroBiome A Tool for Mapping the Distribution of the Biomes and Bioclimate macrocol Colombian Macro-Financial Time Series Generator macrosyntR Draw Ordered Oxford Grids and Chord Diagrams mactivate Multiplicative Activation maczic Mediation Analysis for Count and Zero-Inflated Count Data mada Meta-Analysis of Diagnostic Accuracy maddison The Maddison Project Database madgrad 'MADGRAD' Method for Stochastic Optimization maditr Fast Data Aggregation, Modification, and Filtering with Pipes and 'data.table' madness Automatic Differentiation of Multivariate Operations madrat May All Data be Reproducible and Transparent (MADRaT) * madshapR Functions to Support Data Management and Processing Using the Maelstrom Research Approach madsim A Flexible Microarray Data Simulation Model maestro Orchestration of Data Pipelines mafR Interface for Masked Autoregressive Flows maftools Summarize, Analyze and Visualize MAF Files magclass Data Class and Tools for Handling Spatial-Temporal Data magentabook HM Treasury Magenta Book Policy Evaluation Primitives magi MAnifold-Constrained Gaussian Process Inference magic Create and Investigate Magic Squares magicLamp 'WeMo Switch' Smart Plug Utilities magicaxis Pretty Scientific Plotting with Minor-Tick and Log Minor-Tick Support magicfor Magic Functions to Obtain Results from for Loops magick Advanced Graphics and Image-Processing in R magickGUI GUI Tools for Interactive Image Processing with 'magick' magmaR R-Client for Interacting with the 'UCSF Data Library' magree Implements the O'Connell-Dobson-Schouten Estimators of Agreement for Multiple Observers magrittr A Forward-Pipe Operator for R maicChecks Exact Matching and Matching-Adjusted Indirect Comparison (MAIC) maicplus Matching Adjusted Indirect Comparison maidr Multimodal Access and Interactive Data Representation mailR A Utility to Send Emails from R mailchimpR Get Mailchimp Data via the 'Windsor.ai' API mailmerge Mail Merge Using R Markdown Documents and 'gmailr' mailtoR Creates a Friendly User Interface for Emails Sending in 'shiny' makeFlow Visualizing Sequential Classifications makePalette Make Palette makedummies Create Dummy Variables from Categorical Data makeit Run R Scripts if Needed makemyprior Intuitive Construction of Joint Priors for Variance Parameters makepipe Pipeline Tools Inspired by 'GNU Make' maketools Exploring and Testing the Toolchain and System Libraries makeunique Make Character Strings Unique makicoint Maki Cointegration Test with Structural Breaks malan MAle Lineage ANalysis malani Machine Learning Assisted Network Inference malariaAtlas An R Interface to Open-Access Malaria Data, Hosted by the 'Malaria Atlas Project' malaytextr Text Mining for Bahasa Malaysia maldipickr Dereplicate and Cherry-Pick Mass Spectrometry Spectra mall Run Multiple Large Language Model Predictions Against a Table, or Vectors mallet An R Wrapper for the Java Mallet Topic Modeling Toolkit malvinas Islas Malvinas, Georgias Del Sur y Sándwich Del Sur mammalcol Access to the List of Mammal Species of Colombia managelocalrepo Manage a CRAN-Style Local Repository mand Multivariate Analysis for Neuroimaging Data mandelbrot Generates Views on the Mandelbrot Set manhplot The Manhattan++ Plot manifesto Create Project Manifest Files manifestoR Access and Process Data and Documents of the Manifesto Project manifold Operations for Riemannian Manifolds manipulate Interactive Plots for RStudio manipulateWidget Add Even More Interactivity to Interactive Charts manta Multivariate Asymptotic Non-Parametric Test of Association mantar Missingness Alleviation for Network Analysis mantis Multiple Time Series Scanner manureshed Spatiotemporal Nutrient Balance Analysis Across Agricultural and Municipal Systems manydata Many Global Governance Datacubes manydist Distance-Based Learning for Mixed-Type Data manymodelr Build and Tune Several Models manymome Mediation, Moderation and Moderated-Mediation After Model Fitting manymome.table Publication-Ready Tables for 'manymome' Results manynet Many Ways to Make, Modify, Mark, and Measure Myriad Networks manystates Many Data on State and State-Like Actors in the International System maotai Tools for Matrix Algebra, Optimization and Inference mapSenegal Administrative Boundaries of Senegal mapSpain Administrative Boundaries and Static Map Tiles for Spain mapStats Geographic Display of Survey Data Statistics mapaccuracy Unbiased Thematic Map Accuracy and Area mapbayr MAP-Bayesian Estimation of PK Parameters mapboxapi R Interface to 'Mapbox' Web Services mapcan Tools for Plotting Canadian Choropleth Maps and Choropleth Alternatives mapchina China Administrative Divisions Geospatial Shapefile Data mapdata Extra Map Databases mapdeck Interactive Maps Using 'Mapbox GL JS' and 'Deck.gl' mapedit Interactive Editing of Spatial Data in R mapgl Interactive Maps with 'Mapbox GL JS' and 'MapLibre GL JS' mapi Mapping Averaged Pairwise Information mapindia Plot Map of the Indian Subcontinent mapindiatools Mapping Data for 'mapindia' Package mapiso Create Contour Polygons from Regular Grids maplamina High-Performance 'WebGL' Mapping Widgets for R maplegend Legends for Maps mapme.biodiversity Efficient Monitoring of Global Biodiversity Portfolios mapmisc Utilities for Producing Maps mapmixture Spatial Visualisation of Admixture on a Projected Map mapnhanespa Map Quantiles for Physical Activity from 'NHANES' mappeR Construct Mapper Graphs for Topological and Exploratory Data Analysis mappestRisk Create Maps Forecasting Risk of Pest Occurrence mappings Functions for Transforming Categorical Variables mapplots Data Visualisation on Maps mappoly Genetic Linkage Maps in Autopolyploids mappp Map in Parallel with Progress mapproj Map Projections maps Draw Geographical Maps mapsPERU Maps of Peru mapsRinteractive Local Adaptation and Evaluation of Raster Maps mapsapi 'sf'-Compatible Interface to 'Google Maps' APIs mapscanner Print Maps, Draw on Them, Scan Them Back in mapsf Thematic Cartography maptiles Download and Display Map Tiles maptpx MAP Estimation of Topic Models maptree Mapping, Pruning, and Graphing Tree Models mapview Interactive Viewing of Spatial Data in R mapycusmaximus Focus-Glue-Context Fisheye Transformations for Spatial Visualization maq Multi-Armed Qini maraca The Maraca Plot: Visualizing Hierarchical Composite Endpoints marble Robust Marginal Bayesian Variable Selection for Gene-Environment Interactions march Markov Chains marcher Migration and Range Change Estimation in R marcox Marginal Hazard Ratio Estimation in Clustered Failure Time Data marelac Tools for Aquatic Sciences marg Approximate Marginal Inference for Regression-Scale Models margaret Scientometric Analysis Minciencias marginaleffects Predictions, Comparisons, Slopes, Marginal Means, and Hypothesis Tests marginalizedRisk Estimating Marginalized Risk marginme Estimation of Relative Risks, Risk Differences, and Marginal Effects from Mixed Models Using Marginal Standardization margins Marginal Effects for Model Objects marimekko Marimekko Plots for 'ggplot2' marinepredator Marine Predators Algorithm mark Miscellaneous, Analytic R Kernels markdown Render Markdown with 'commonmark' markdownInput Shiny Module for a Markdown Input with Result Preview marked Mark-Recapture Analysis for Survival and Abundance Estimation markerpen Marker Gene Detection via Penalized Principal Component Analysis marketr Tidy Calculation of Marketing Metrics Plus Quick Analysis markets Estimation Methods for Markets in Equilibrium and Disequilibrium markmyassignment Automatic Marking of R Assignments markophylo Markov Chain Models for Phylogenetic Trees markovMSM Methods for Checking the Markov Condition in Multi-State Survival Data markovchain Easy Handling Discrete Time Markov Chains markovmix Mixture of Markov Chains with Support of Higher Orders and Multiple Sequences markowitz Markowitz Criterion markstat Mark Correlation Functions for Spatial Point Patterns marlod Marginal Modeling for Exposure Data with Values Below the LOD marmap Import, Plot and Analyze Bathymetric and Topographic Data marqLevAlg A Parallelized General-Purpose Optimization Based on Marquardt-Levenberg Algorithm marquee Markdown Parser and Renderer for R Graphics marradistrees Plots a Tree-Like Representation of a Numerical Variable (Marradi's Tree) marray Exploratory analysis for two-color spotted microarray data mars Meta Analysis and Research Synthesis marsearth Portable Mars Runtime Replay marsrad Mars Solar Radiation marsruntime Portable Mars Runtime Replay mas Multi-Population Association Studies masc Simulate the Multi-Attribute Search and Choice (MASC) Model mascarade Generating Cluster Masks for Single-Cell Dimensional Reduction Plots mase Model-Assisted Survey Estimators mashr Multivariate Adaptive Shrinkage maskRangeR Mask Species Geographic Ranges maskedcauses Likelihood Models for Systems with Masked Component Cause of Failure maskedhaz Masked-Cause Likelihood Models for Series Systems with Arbitrary Hazard Components maskr Visual Class for Vectors with Non-Publishing Requirements massProps Calculate Mass Properties and Uncertainties of Tree Structures masscor Mass Measurement Corrections massiveGST Competitive Gene Sets Test with the Mann-Whitney-Wilcoxon Test mastif Mast Inference and Forecasting matRiks Generates Raven-Like Matrices According to Rules matchFeat One-to-One Feature Matching matchMulti Optimal Multilevel Matching using a Network Algorithm matchedcc 'Stata'-Like Matched Case-Control Analysis matchingMarkets Analysis of Stable Matchings matchingR Matching Algorithms in R and C++ matchmaker Flexible Dictionary-Based Cleaning matchpointR Tidy Access to Women's Tennis Association (WTA) Data matchr Pattern Matching and Enumerated Types in R matconv A Code Converter from the Matlab/Octave Language to R mateable Assess Mating Potential in Space and Time materialmodifier Apply Photo Editing Effects mathjaxr Using 'Mathjax' in Rd Files mathpix Support for the 'Mathpix' API (Image to 'LaTeX') maths.genealogy Mathematics PhD Genealogy Data and Plotting matlab 'MATLAB' Emulation Package matlab2r Translation Layer from MATLAB to R matlabr An Interface for MATLAB using System Calls matlib Matrix Functions for Teaching and Learning Linear Algebra and Multivariate Statistics matman Material Management matpow Matrix Powers matrans Model Averaging-Assisted Optimal Transfer Learning matricks Useful Tricks for Matrix Manipulation matrisk Macroeconomic-at-Risk matrixCorr Collection of Correlation, Agreement, and Reliability Estimators matrixNormal The Matrix Normal Distribution matrixProfile Matrix Profile matrixStats Functions that Apply to Rows and Columns of Matrices (and to Vectors) matrixTests Fast Statistical Hypothesis Tests on Rows and Columns of Matrices matrixcalc Collection of Functions for Matrix Calculations matrixcut Determines Clustering Threshold Based on Similarity Values matrixdist Statistics for Matrix Distributions matrixmodp Working with Matrices over Finite Prime Fields matrixprofiler Matrix Profile for R matrixsampling Simulations of Matrix Variate Distributions matrixset Creating, Manipulating and Annotating Matrix Ensemble matriz Literature Matrix Synthesis Tools for Epidemiology and Health Science Research matsbyname An Implementation of Matrix Mathematics that Respects Row and Column Names matsindf Matrices in Data Frames matuR Athlete Maturation and Biobanding mau Decision Models with Multi Attribute Utility Theory mauricer Work with 'BEAST2' Packages maxLik Maximum Likelihood Estimation and Related Tools maxRgain Maximizing Polyclonal Selection Gains Using Integer Programming maxaltall 'FASTA' ML and ‘altall’ Sequences from IQ-TREE .state Files maxbootR Efficient Bootstrap Methods for Block Maxima maxcombo The Group Sequential Max-Combo Test for Comparing Survival Curves maxent.ot Perform Phonological Analyses using Maximum Entropy Optimality Theory maxentcpp Maximum Entropy Species Distribution Modeling ('C++' Implementation) maximin Space-Filling Design under Maximin Distance maxlike Model Species Distributions by Estimating the Probability of Occurrence Using Presence-Only Data maxmatching Maximum Matching for General Weighted Graph maxnet Fitting 'Maxent' Species Distribution Models with 'glmnet' maxstablePCA Apply a PCA Like Procedure Suited for Multivariate Extreme Value Distributions maxstat Maximally Selected Rank Statistics maybe The Maybe Monad mazealls Generate Recursive Mazes mazeinda Monotonic Association on Zero-Inflated Data mazing Utilities for Making and Plotting Mazes mbRes Exploration of Multiple Biomarker Responses using Effect Size mbX A Comprehensive Microbiome Data Processing Pipeline mbbefd Maxwell Boltzmann Bose Einstein Fermi Dirac Distribution and Destruction Rate Modelling mbend Matrix Bending mbest Moment-Based Estimation for Hierarchical Models mbg Model-Based Geostatistics mbir Magnitude-Based Inferences mblm Median-Based Linear Models mbmixture Microbiome Mixture Analysis mboost Model-Based Boosting mbr Mass Balance Reconstruction mbrdr Model-Based Response Dimension Reduction mbreaks Estimation and Inference for Structural Breaks in Linear Regression Models mbsts Multivariate Bayesian Structural Time Series mc2d Tools for Two-Dimensional Monte-Carlo Simulations mcMST A Toolbox for the Multi-Criteria Minimum Spanning Tree Problem mcODE Monte Carlo Solution of First Order Differential Equations mcStats Visualize Results of Statistical Hypothesis Tests mcanalysis Markov Chain Analysis for Structural Behaviour and Stability mcauchyd Multivariate Cauchy Distribution; Kullback-Leibler Divergence mcb Model Confidence Bounds mcbette Model Comparison Using 'babette' mcbiopi Matrix Computation Based Identification of Prime Implicants mcboost Multi-Calibration Boosting mcca Multi-Category Classification Accuracy mccca Visualizing Class Specific Heterogeneous Tendencies in Categorical Data mcclust Process an MCMC Sample of Clusterings mccount Estimate Recurrent Event Burden with Competing Risks mcdabench Benchmarking for Multi-Criteria Decision Analysis mcemGLM Maximum Likelihood Estimation for Generalized Linear Mixed Models mcen Multivariate Cluster Elastic Net mcga Machine Coded Genetic Algorithms for Real-Valued Optimization Problems mcgf Markov Chain Gaussian Fields Simulation and Parameter Estimation mcgibbsit Warnes and Raftery's 'MCGibbsit' MCMC Run Length and Convergence Diagnostic mcglm Multivariate Covariance Generalized Linear Models mclink Metabolic Pathway Completeness and Abundance Calculation mclm Mastering Corpus Linguistics Methods mclogit Multinomial Logit Models for Categorical Responses and Discrete Choices mclust Gaussian Mixture Modelling for Model-Based Clustering, Classification, and Density Estimation mclustAddons Addons for the 'mclust' Package mclustcomp Measures for Comparing Clusters mcmapper Mapping First Moment and C-Statistic to the Parameters of Distributions for Risk mcmc Markov Chain Monte Carlo mcmcderive Derive MCMC Parameters mcmcensemble Ensemble Sampler for Affine-Invariant MCMC mcmcr Manipulate MCMC Samples mcmcsae Markov Chain Monte Carlo Small Area Estimation mcmcse Monte Carlo Standard Errors for MCMC mcmodule Modular Monte Carlo Risk Analysis mcmsector Estimating Subnational Public and Private Contraceptive Supply Shares Over Time mcmsupply Estimating Public and Private Sector Contraceptive Market Supply Shares mco Multiple Criteria Optimization Algorithms and Related Functions mcompanion Objects and Methods for Multi-Companion Matrices mcount Marginalized Count Regression Models mcp Regression with Multiple Change Points mcparallelDo A Simplified Interface for Running Commands on Parallel Processes mcprofile Testing Generalized Linear Hypotheses for Generalized Linear Model Parameters by Profile Deviance mcprogress Progress Bars and Messages for Parallel Processes mcptools Model Context Protocol Servers and Clients mcqAnalysis Classical Test Theory Item Analysis for Multiple-Choice Tests mcr Method Comparison Regression mcrPioda Method Comparison Regression - Mcr Fork for M- And MM-Deming Regression mcradds Processing and Analyzing of Diagnostics Trials mcreplicate Multi-Core Replicate mcstatsim Monte Carlo Statistical Simulation Tools Using a Functional Approach mctest Multicollinearity Diagnostic Measures mctq Tools to Process the Munich ChronoType Questionnaire (MCTQ) mcvis Multi-Collinearity Visualization mcwr Markov Chains with Rewards md Selecting Bandwidth for Kernel Density Estimator with Minimum Distance Method md.log Produces Markdown Log File with a Built-in Function Call md4r Markdown Parser Implemented using the 'MD4C' Library mda Mixture and Flexible Discriminant Analysis mda.biber Functions for Multi-Dimensional Analysis mdatools Multivariate Data Analysis for Chemometrics mdbplyr A Native Lazy Analytical Backend for MongoDB mdbr Work with Microsoft Access Files mddmaps Download World Mammal Maps mde Missing Data Explorer mded Measuring the Difference Between Two Empirical Distributions mdendro Extended Agglomerative Hierarchical Clustering mdftracks Read and Write 'MTrackJ Data Files' mdgc Missing Data Imputation Using Gaussian Copulas mdir.logrank Multiple-Direction Logrank Test mdmb Model Based Treatment of Missing Data mdpeer Graph-Constrained Regression with Enhanced Regularization Parameters Selection mds Medical Devices Surveillance mdsOpt Searching for Optimal MDS Procedure for Metric and Interval-Valued Data mdscore Improved Score Tests for Generalized Linear Models mdsr Complement to 'Modern Data Science with R' mdw Maximum Diversity Weighting meanShiftR A Computationally Efficient Mean Shift Implementation meanr Sentiment Analysis Scorer meantables Make Quick Descriptive Tables for Continuous Variables measles Measles Epidemiological Models measr Bayesian Psychometric Measurement Using 'Stan' measuRing Detection and Control of Tree-Ring Widths on Scanned Image Sections measureR Tools for Educational and Psychological Measurement measurementProtocol Send Data from R to the Measurement Protocol measurements Tools for Units of Measurement measures Performance Measures for Statistical Learning meboot Maximum Entropy Bootstrap for Time Series meconetcomp Compare Microbial Networks of 'trans_network' Class of 'microeco' Package mecor Measurement Error Correction in Linear Models with a Continuous Outcome mecoturn Decipher Microbial Turnover along a Gradient mectx MEchanistic Clustering - Treatment eXposure Framework medExtractR Extraction of Medication Information from Clinical Text medScan Large Scale Single Mediator Hypothesis Testing meddra.read Load and Use 'MedDRA' Data for Clinical Trials mederrRank Bayesian Methods for Identifying the Most Harmful Medication Errors medfate Mediterranean Forest Simulation medfateland Mediterranean Landscape Simulation medflex Flexible Mediation Analysis Using Natural Effect Models mediateP Mediation Analysis Based on the Product Method mediation Causal Mediation Analysis mediationsens Simulation-Based Sensitivity Analysis for Causal Mediation Studies medicalcoder A Unified and Longitudinally Aware Framework for ICD-Based Comorbidity Assessment medicaldata Data Package for Medical Datasets medicare Tools for Obtaining and Cleaning Medicare Public Use Files meditations Prints a Random Quote from Marcus Aurelius' Book Meditations medparser MedPC Text Parser medrxivr Access and Search MedRxiv and BioRxiv Preprint Data meerva Analysis of Data with Measurement Error Using a Validation Subsample meetupr Access Meetup Data mefa Multivariate Data Handling in Ecology and Biogeography mefa4 Multivariate Data Handling with S4 Classes and Sparse Matrices megatrees Subsets of Randomly Selected Phylogenies from Existing Mega-Phylogenies meifly Interactive Model Exploration using 'GGobi' mekko Variable Width Bar Charts: Bar Mekko melidosData Load Data from the MeLiDos Field Study melt Multiple Empirical Likelihood Tests meltt Matching Event Data by Location, Time and Type mem The Moving Epidemic Method memapp The Moving Epidemic Method Web Application meme Create Meme memery Internet Memes for Data Analysts memgene Spatial Pattern Detection in Genetic Distance Data Using Moran's Eigenvector Maps memify Constructing Functions That Keep State memisc Management of Survey Data and Presentation of Analysis Results memo Hashmaps and Memoization (in-Memory Caching of Repeated Computations) memofunc Function Memoization memoiR R Markdown and Bookdown Templates to Publish Documents memoise 'Memoisation' of Functions memor A 'rmarkdown' Template that Can be Highly Customized memoria Quantifying Ecological Memory in Palaeoecological Datasets and Other Long Time-Series memshare Shared Memory Multithreading memuse Memory Estimation Utilities merDeriv Case-Wise and Cluster-Wise Derivatives for Mixed Effects Models merTools Tools for Analyzing Mixed Effect Regression Models mergedblocks Merged Block Randomization mergen AI-Driven Code Generation, Explanation and Execution for Data Analysis mergenstudio 'Mergen' Studio: An 'RStudio' Addin Wrapper for the 'Mergen' Package mergingTools Tools to Merge Hardware Event Monitors (HEMs) Coming from Separate Subexperiments into One Single Dataframe mermboost Gradient Boosting for Generalized Additive Mixed Models merror Accuracy and Precision of Measurements mesonet Download and Process Oklahoma Mesonet Data messaging Conveniently Issue Messages, Warnings, and Errors messi Mediation with External Summary Statistic Information messy Create Messy Data from Clean Data Frames messy.cats Employs String Distance Tools to Help Clean Categorical Data messydates A Flexible Class for Messy Dates metANN Metaheuristic and Gradient-Based Optimization for Neural Network Training and Continuous Problems metR Tools for Easier Analysis of Meteorological Fields metRology Support for Metrological Applications meta General Package for Meta-Analysis meta.shrinkage Meta-Analyses for Simultaneously Estimating Individual Means meta4diag Meta-Analysis for Diagnostic Test Studies metaBLUE BLUE for Combining Location and Scale Information in a Meta-Analysis metaBMA Bayesian Model Averaging for Random and Fixed Effects Meta-Analysis metaCluster Metagenomic Clustering metaConvert An Automatic Suite for Estimation of Various Effect Size Measures metaDigitise Extract and Summarise Data from Published Figures metaDyn Multivariate Meta-Analysis of Dynamic Model Estimates metaEnsembleR Automated Intuitive Package for Meta-Ensemble Learning metaGE Meta-Analysis for Detecting Genotype x Environment Associations metaHelper Transforms Statistical Measures Commonly Used for Meta-Analysis metaLik Likelihood Inference in Meta-Analysis and Meta-Regression Models metaLong Longitudinal Meta-Analysis with Robust Variance Estimation and Sensitivity Analysis metaMA Meta-Analysis for MicroArrays metaRNASeq Meta-Analysis of RNA-Seq Data metaRange Framework to Build Mechanistic and Metabolic Constrained Species Distribution Models metaSDTreg Regression Models for Meta Signal Detection Theory metaSEM Meta-Analysis using Structural Equation Modeling metaSVR Support Vector Regression with Metaheuristic Algorithms Optimization metaSurvival Meta-Analysis of a Single Survival Curve metabias Meta-Analysis for Within-Study and/or Across-Study Biases metaboData Example Metabolomics Data Sets metabodecon Deconvolution and Alignment of 1d NMR Spectra metabolic Datasets and Functions for Reproducing Meta-Analyses metabook Data Sets and Code for "Meta-Analysis with R" metabup Bayesian Meta-Analysis Using Basic Uncertain Pooling metacart Meta-CART: A Flexible Approach to Identify Moderators in Meta-Analysis metacoder Tools for Parsing, Manipulating, and Graphing Taxonomic Abundance Data metacom Analysis of the 'Elements of Metacommunity Structure' metaconfoundr Visualize 'Confounder' Control in Meta-Analyses metacor Meta-Analytic Effect Size Calculation for Pre-Post Designs with Correlation Imputation metacore A Centralized Metadata Object Focus on Clinical Trial Data Programming Workflows metadat Meta-Analysis Datasets metadeconfoundR Covariate-Sensitive Analysis of Cross-Sectional High-Dimensional Data metadynminer Tools to Read, Analyze and Visualize Metadynamics HILLS Files from 'Plumed' metadynminer3d Tools to Read, Analyze and Visualize Metadynamics 3D HILLS Files from 'Plumed' metafolio Metapopulation Simulations for Conserving Salmon Through Portfolio Optimization metafor Meta-Analysis Package for R metaforest Exploring Heterogeneity in Meta-Analysis using Random Forests metafrontier Analysis of Metafrontier Models for Efficiency and Productivity metafuse Fused Lasso Approach in Regression Coefficient Clustering metagam Meta-Analysis of Generalized Additive Models metagear Comprehensive Research Synthesis Tools for Systematic Reviews and Meta-Analysis metaggR Calculate the Knowledge-Weighted Estimate metagroup Meaningful Grouping of Studies in Meta-Analysis metaheuristicOpt Metaheuristic for Optimization metainc Assessment of Inconsistency in Meta-Analysis using Decision Thresholds metainsight A 'shiny' Application for Network Meta-Analysis metalcor Meta-Analysis of Correlated Genetic Association Studies metalite ADaM Metadata Structure metalite.ae Adverse Events Analysis Using 'metalite' metalite.sl Subject-Level Analysis Using 'metalite' metalite.table1 Interactive Table of Descriptive Statistics in HTML metamedian Meta-Analysis of Medians metamer Create Data with Identical Statistics metamisc Meta-Analysis of Diagnosis and Prognosis Research Studies metamorphr Tidy and Streamlined Metabolomics Data Workflows metan Multi Environment Trials Analysis metanetwork Handling and Representing Trophic Networks in Space and Time metansue Meta-Analysis of Studies with Non-Statistically Significant Unreported Effects metap Meta-Analysis of Significance Values metaphonebr Custom 'MetaphoneBR' Phonetic Encoding for Brazilian Names metaplot Data-Driven Plot Design metaplus Robust Meta-Analysis and Meta-Regression metapod Meta-Analyses on P-Values of Differential Analyses metapost Interface to 'MetaPost' metapower Power Analysis for Meta-Analysis metapro Robust P-Value Combination Methods metaprotr Metaproteomics Post-Processing Analysis metaquant Meta-Analysis of Quantiles and Functions of Quantiles metarep Replicability-Analysis Tools for Meta-Analysis metasens Statistical Methods for Sensitivity Analysis in Meta-Analysis metasnf Meta Clustering with Similarity Network Fusion metasplines Pool Literature-Based and Individual Participant Data Based Spline Estimates metasurvey Reproducible Survey Data Processing with Step Pipelines metatest Fit and Test Metaregression Models metathis HTML Metadata Tags for 'R Markdown' and 'Shiny' metatools Enable the Use of 'metacore' to Help Create and Check Dataset metaumbrella Umbrella Review Package for R metavcov Computing Variances and Covariances, Visualization and Missing Data Solution for Multivariate Meta-Analysis metaviz Forest Plots, Funnel Plots, and Visual Funnel Plot Inference for Meta-Analysis metawho Meta-Analytical Implementation to Identify Who Benefits Most from Treatments meteR Fitting and Plotting Tools for the Maximum Entropy Theory of Ecology (METE) meteo RFSI & STRK Interpolation for Meteo and Environmental Variables meteoEVT Computation and Visualization of Energetic and Vortical Atmospheric Quantities meteoForecast Numerical Weather Predictions meteoland Landscape Meteorology Tools meteor Meteorological Data Manipulation meteospain Access to Spanish Meteorological Stations Services metevalue E-Value in the Omics Data Association Studies methFuse Functional Segmentation of the Methylome methcon5 Identify and Rank CpG DNA Methylation Conservation Along the Human Genome methrix Fast and efficient summarization of generic bedGraph files from Bisufite sequencing methylumi Handle Illumina methylation data metools Macroeconomics Tools metrica Prediction Performance Metrics metricminer Mine Metrics from Common Places on the Web metrix Water Quality Metrics Calculator metro Washington Metropolitan Area Transit Authority API metropolis The Metropolis Algorithm metrosp 'São Paulo' Metro Passenger Demand Data mets Analysis of Multivariate Event Times metsyn Interface with the Meteo France Synop Data API mev Modelling of Extreme Values mevr Fitting the Metastatistical Extreme Value Distribution MEVD mewAvg A Fixed Memeory Moving Expanding Window Average mexhaz Mixed Effect Excess Hazard Models mexicolors Mexican Politics-Inspired Color Palette Generator mfGARCH Mixed-Frequency GARCH Models mfaces Fast Covariance Estimation for Multivariate Sparse Functional Data mfclim Download Archived Meteorological Data from 'Meteo-France' mfcurve Multi-Factor Curve Analysis for Grouped Data in 'R' mfdb MareFrame DB Querying Library mfp Multivariable Fractional Polynomials mfp2 Multivariable Fractional Polynomial Models with Extensions mfpp 'Matrix-Based Flexible Project Planning' mfrmr Estimation and Diagnostics for Many-Facet Measurement Models mfx Marginal Effects, Odds Ratios and Incidence Rate Ratios for GLMs mgarchBEKK Simulating, Estimating and Diagnosing MGARCH (BEKK and mGJR) Processes mgc Multiscale Graph Correlation mgcViz Visualisations for Generalized Additive Models mgee2 Marginal Analysis of Misclassified Longitudinal Ordinal Data mggd Multivariate Generalised Gaussian Distribution; Kullback-Leibler Divergence mgi.report.reader Read Mouse Genome Informatics Reports mglasso Multiscale Graphical Lasso mglmn Model Averaging for Multivariate GLM with Null Models mgm Estimating Time-Varying k-Order Mixed Graphical Models mgpStreamingSDK Interact with the Maxar MGP Streaming API mgsub Safe, Multiple, Simultaneous String Substitution mgwnbr Multiscale Geographically Weighted Negative Binomial Regression mgwrhw Displays GWR (Geographically Weighted Regression) and Mixed GWR Output and Map mgwrsar GWR, Mixed GWR with Spatial Autocorrelation and Multiscale GWR/GTWR (Top-Down Scale Approaches) mhazard Nonparametric and Semiparametric Methods for Multivariate Failure Time Data mhcnuggetsr Call MHCnuggets mhn The Modified Half-Normal Distribution mhpfilter Modified Hodrick-Prescott Filter with Optimal Smoothing Parameter Selection mhsmm Inference for Hidden Markov and Semi-Markov Models mhurdle Multiple Hurdle Tobit Models mi Missing Data Imputation and Model Checking mi4p Multiple Imputation for Proteomics miCoPTCM Promotion Time Cure Model with Mis-Measured Covariates miLAG Calculates Microbial Lag Duration (on the Population Level) from Provided Growth Curve Data miLineage Association Tests for Microbial Lineages on a Taxonomic Tree miRNAss Genome-Wide Discovery of Pre-miRNAs with few Labeled Examples miRecSurv Left-Censored Recurrent Events Survival Models miRtest Combined miRNA- And mRNA-Testing mia Microbiome analysis miapack Marginalization over Incomplete Auxiliaries micEcon Microeconomic Analysis and Modelling micEconAids Demand Analysis with the Almost Ideal Demand System (AIDS) micEconCES Analysis with the Constant Elasticity of Substitution (CES) Function micEconDistRay Econometric Production Analysis with Ray-Based Distance Functions micEconIndex Price and Quantity Indices micEconSNQP Symmetric Normalized Quadratic Profit Function micar 'Mica' Data Web Portal Client micd Multiple Imputation in Causal Graph Discovery mice Multivariate Imputation by Chained Equations miceDRF Imputation with 'mice' and Distributional Random Forests miceFast Fast Imputations Using 'Rcpp' and 'Armadillo' miceRanger Multiple Imputation by Chained Equations with Random Forests miceadds Some Additional Multiple Imputation Functions, Especially for 'mice' miceafter Data and Statistical Analyses after Multiple Imputation micemd Multiple Imputation by Chained Equations with Multilevel Data micer Map Image Classification Efficacy michelRodange The Works (in Luxembourguish) of Michel Rodange miclust Multiple Imputation in Cluster Analysis micompr Multivariate Independent Comparison of Observations microCRAN Hosting an Independent CRAN Repository microPop Process-Based Modelling of Microbial Populations microbats An Implementation of Bat Algorithm in R microbenchmark Accurate Timing Functions microbial Do 16s Data Analysis and Generate Figures microbiome Microbiome Analytics microbiomeMQC Calculate 4 Key Reporting Measures microdiluteR Analysis of Broth Microdilution Assays microeco Microbial Community Ecology Data Analysis microinverterdata Collect your Microinverter Data micromap Linked Micromap Plots micromapST Linked Micromap Plots for U. S. and Other Geographic Areas micromodal Create Simple and Elegant Modal Dialogs in 'shiny' micronutr Determining Vitamin and Mineral Status of Populations micropan Microbial Pan-Genome Analysis microplot Microplots (Sparklines) in 'LaTeX', 'Word', 'HTML', 'Excel' microseq Basic Biological Sequence Handling microsimulation Discrete Event Simulation in R and C++, with Tools for Cost-Effectiveness Analysis microsynth Synthetic Control Methods with Micro- And Meso-Level Data micsr Microeconometrics with R micss Modified Iterative Cumulative Sum of Squares Algorithm micvar Order Selection in Vector Autoregression by Mean Square Information Criteria midas Turn HTML 'Shiny' midas2 Bayesian Platform Design with Subgroup Efficacy Exploration(MIDAS-2) midasml Estimation and Prediction Methods for High-Dimensional Mixed Frequency Time Series Data midasr Mixed Data Sampling Regression midastouch Multiple Imputation by Distance Aided Donor Selection midfieldr Tools and Methods for Working with MIDFIELD Data in 'R' midi Microstructure Information from Diffusion Imaging midnight A 'tidymodels' Engine and Other Extensions for the 'midr' Package midoc A Decision-Making System for Multiple Imputation midr Learning from Black-Box Models by Maximum Interpretation Decomposition midrangeMCP Multiple Comparisons Procedures Based on Studentized Midrange and Range Distributions miebl Performance Criteria Modeler for Discrete Trial Training miesmuschel Mixed Integer Evolution Strategies mifa Multiple Imputation for Exploratory Factor Analysis mig Multivariate Inverse Gaussian Distribution migest Tools for Estimating, Measuring and Working with Migration Data mighty.metadata Manage 'CDISC' 'ADaM' Dataset Specifications in 'YAML' Format migraph Inferential Methods for Multimodal and Other Networks migrate Create Credit State Migration (Transition) Matrices migration.indices Migration Indices migui Graphical User Interface to the 'mi' Package miic Learning Causal or Non-Causal Graphical Models Using Information Theory mikropml User-Friendly R Package for Supervised Machine Learning Pipelines mildsvm Multiple-Instance Learning with Support Vector Machines milorGWAS Mixed Logistic Regression for Genome-Wide Analysis Studies (GWAS) milr Multiple-Instance Logistic Regression with LASSO Penalty mimar Compact Multiple Imputation, Assessment, and Reporting mimdo Multivariate Imputation by Mahalanobis Distance Optimization mime Map Filenames to MIME Types mimiSBM Mixture of Multilayer Integrator Stochastic Block Models mimsy Calculate MIMS Dissolved Gas Concentrations Without Getting a Headache min2HalfFFD Minimally Changed Two-Level Half-Fractional Factorial Designs minFactorial All Possible Minimally Changed Factorial Run Orders minMSE Implementation of the minMSE Treatment Assignment Method for One or Multiple Treatment Groups minSNPs Resolution-Optimised SNPs Searcher minb Multiple-Inflated Negative Binomial Model mind Multivariate Model Based Inference for Domains mindr Generate Mind Maps mineCitrus Extract and Analyze Median Molecule Intensity from 'citrus' Output mineSweepR Mine Sweeper Game minerva Maximal Information-Based Nonparametric Exploration for Variable Analysis minesweeper Play Minesweeper minet Mutual Information NETworks minfi Analyze Illumina Infinium DNA methylation arrays mini007 Lightweight Framework for Orchestrating Multi-Agent Large Language Models miniCRAN Create a Mini Version of CRAN Containing Only Selected Packages miniGUI Tcl/Tk Quick and Simple Function GUI miniLNM Miniature Logistic-Normal Multinomial Models miniMeta Web Application to Run Meta-Analyses miniPCH Survival Distributions with Piece-Wise Constant Hazards miniUI Shiny UI Widgets for Small Screens minic Minimization Methods for Ill-Conditioned Problems minidown Create Simple Yet Powerful HTML Documents with Light Weight CSS Frameworks minimalRSD Minimally Changed CCD and BBD minimalistGODB Build a Minimalist Gene Ontology (GO) Database (GODB) minimap Create Tile Grid Maps minimax The Minimax Distribution Family minimaxALT Generate Optimal Designs of Accelerated Life Test using PSO-Based Algorithm minimaxApprox Implementation of Remez Algorithm for Polynomial and Rational Function Approximation minioclient Interface to the 'MinIO' Client minipdf PDF Document Creator minired R Interface to 'Redatam' Library minorparties Quantitatively Analyze Minor Political Parties minpack.lm R Interface to the Levenberg-Marquardt Nonlinear Least-Squares Algorithm Found in MINPACK, Plus Support for Bounds minqa Derivative-Free Optimization Algorithms by Quadratic Approximation minque Various Linear Mixed Model Analyses minsample1 The Minimum Sample Size minsample2 The Minimum Sample Size minter Effect Sizes for Meta-Analysis of Interactions from Factorial Experiments minty Minimal Type Guesser mintyr Streamlined Data Processing Tools for Genomic Selection mipfp Multidimensional Iterative Proportional Fitting and Alternative Models mipplot An Open-Source Tool for Visualization of Climate Mitigation Scenarios mirai Minimalist Async Evaluation Framework for R mirrorselect Test CRAN/Bioconductor Mirror Speed mirt Multidimensional Item Response Theory mirtCAT Computerized Adaptive Testing with Multidimensional Item Response Theory misPRIME Partial Replacement Imputation Estimation for Missing Covariates misaem Linear Regression and Logistic Regression with Missing Covariates misc Miscellaneous Functions for Data and Geospatial Work misc3d Miscellaneous 3D Plots miscF Miscellaneous Functions miscFuncs Miscellaneous Useful Functions Including LaTeX Tables, Kalman Filtering, QQplots with Simulation-Based Confidence Intervals, Linear Regression Diagnostics and Development Tools miscIC Misclassified Interval Censored Time-to-Event Data miscTools Miscellaneous Tools and Utilities misclassGLM Computation of Generalized Linear Models with Misclassified Covariates Using Side Information miselect Variable Selection for Multiply Imputed Data misha Toolkit for Analysis of Genomic Data misl Multiple Imputation by Super Learning mispitools Missing Person Identification Tools mispr Multiple Imputation with Sequential Penalized Regression missCforest Ensemble Conditional Trees for Missing Data Imputation missCompare Intuitive Missing Data Imputation Framework missDeaths Simulating and Analyzing Time to Event Data in the Presence of Population Mortality missDiag Comparing Observed and Imputed Values under MAR and MCAR missForest Nonparametric Missing Value Imputation using Random Forest missForestPredict Missing Value Imputation using Random Forest for Prediction Settings missMDA Handling Missing Values with Multivariate Data Analysis missMethods Methods for Missing Data missPLS Methods and Reproducible Workflows for Partial Least Squares with Missing Data missRanger Fast Imputation of Missing Values missSBM Handling Missing Data in Stochastic Block Models missalpha Find Range of Cronbach Alpha with a Dataset Including Missing Data missingHE Missing Outcome Data in Health Economic Evaluation missoNet Joint Sparse Regression & Network Learning with Missing Data misspi Missing Value Imputation in Parallel missr Classify Missing Data as MCAR, MAR, or MNAR mistr Mixture and Composite Distributions mistral Methods in Structural Reliability misty Miscellaneous Functions 'T. Yanagida' misuvi Access the Michigan Substance Use Vulnerability Index (MI-SUVI) mitey Serial Interval and Case Reproduction Number Estimation mitml Tools for Multiple Imputation in Multilevel Modeling mitools Tools for Multiple Imputation of Missing Data mitre Cybersecurity MITRE Standards Data and Digraphs mix Estimation/Multiple Imputation for Mixed Categorical and Continuous Data mixAK Multivariate Normal Mixture Models and Mixtures of Generalized Linear Mixed Models Including Model Based Clustering mixAR Mixture Autoregressive Models mixKernel Omics Data Integration Using Kernel Methods mixOmics Omics Data Integration Project mixPHM Mixtures of Proportional Hazard Models mixR Finite Mixture Modeling for Raw and Binned Data mixRaschTools Plotting and Average Theta Functions for Multiple Class Mixed Rasch Models mixSPE Mixtures of Power Exponential and Skew Power Exponential Distributions for Use in Model-Based Clustering and Classification mixSSG Clustering Using Mixtures of Sub Gaussian Stable Distributions mixbox Observed Fisher Information Matrix for Finite Mixture Model mixcat Mixed Effects Cumulative Link and Logistic Regression Models mixchar Mixture Model for the Deconvolution of Thermal Decay Curves mixcure Mixture Cure Models mixdir Cluster High Dimensional Categorical Datasets mixdist Finite Mixture Distribution Models mixedBayes Bayesian Longitudinal Regularized Quantile Mixed Model mixedCCA Sparse Canonical Correlation Analysis for High-Dimensional Mixed Data mixedClust Co-Clustering of Mixed Type Data mixedLSR Mixed, Low-Rank, and Sparse Multivariate Regression on High-Dimensional Data mixedMem Tools for Discrete Multivariate Mixed Membership Models mixedbiastest Bias Diagnostic for Linear Mixed Models mixedfact Generate and Analyze Mixed-Level Blocked Factorial Designs mixediffusion Mixed-Effects Diffusion Models with General Drift mixedsde Estimation Methods for Stochastic Differential Mixed Effects Models mixgb Multiple Imputation Through 'XGBoost' mixhvg Mixture of Multiple Highly Variable Feature Selection Methods mixl Simulated Maximum Likelihood Estimation of Mixed Logit Models for Large Datasets mixlm Mixed Model ANOVA and Statistics for Education mixmeta An Extended Mixed-Effects Framework for Meta-Analysis mixopt Mixed Variable Optimization mixpoissonreg Mixed Poisson Regression for Overdispersed Count Data mixpower Simulation-Based Power Analysis for Mixed-Effects Models mixsmsn Fitting Finite Mixture of Scale Mixture of Skew-Normal Distributions mixsqp Sequential Quadratic Programming for Fast Maximum-Likelihood Estimation of Mixture Proportions mixtime Mixed Temporal Vectors and Operations mixtools Tools for Analyzing Finite Mixture Models mixtox Dose Response Curve Fitting and Mixture Toxicity Assessment mixtree A Statistical Framework for Comparing Sets of Trees mixtur Modelling Continuous Report Visual Short-Term Memory Studies mixture Mixture Models for Clustering and Classification mixvlmc Variable Length Markov Chains with Covariates mize Unconstrained Numerical Optimization Algorithms mizer Dynamic Multi-Species Size Spectrum Modelling mkde 2D and 3D Movement-Based Kernel Density Estimates (MKDEs) mkin Kinetic Evaluation of Chemical Degradation Data mkssd Efficient Multi-Level k-Circulant Supersaturated Designs ml Supervised Learning with Mandatory Splits and Seeds mlS3 Unified S3 Interface to Machine Learning Models mlVAR Multi-Level Vector Autoregression mlapi Abstract Classes for Building 'scikit-learn' Like API mlbench Machine Learning Benchmark Problems mlbplotR Create 'ggplot2' and 'gt' Visuals with Major League Baseball Logos mlbstats Major League Baseball Player Statistics Calculator mldr Exploratory Data Analysis and Manipulation of Multi-Label Data Sets mldr.datasets R Ultimate Multilabel Dataset Repository mldr.resampling Resampling Algorithms for Multi-Label Datasets mlearning Machine Learning Algorithms with Unified Interface and Confusion Matrices mlegp Maximum Likelihood Estimates of Gaussian Processes mlelod MLE for Normally Distributed Data Censored by Limit of Detection mlergm Multilevel Exponential-Family Random Graph Models mlexperiments Machine Learning Experiments mlf Machine Learning Foundations mlfit Iterative Proportional Fitting Algorithms for Nested Structures mlflow Interface to 'MLflow' mlim Single and Multiple Imputation with Automated Machine Learning mllrnrs R6-Based ML Learners for 'mlexperiments' mlmRev Examples from Multilevel Modelling Software Review mlma Multilevel Mediation Analysis mlmc Multi-Level Monte Carlo mlmhelpr Multilevel/Mixed Model Helper Functions mlmi Maximum Likelihood Multiple Imputation mlmoderator Probing, Plotting, and Interpreting Multilevel Interaction Effects mlmpower Power Analysis and Data Simulation for Multilevel Models mlmtools Multi-Level Model Assessment Kit mlogit Multinomial Logit Models mlogitBMA Bayesian Model Averaging for Multinomial Logit Models mlpack 'Rcpp' Integration for the 'mlpack' Library mlpwr A Power Analysis Toolbox to Find Cost-Efficient Study Designs mlquantify Algorithms for Class Distribution Estimation mlr Machine Learning in R mlr3 Machine Learning in R - Next Generation mlr3batchmark Batch Experiments for 'mlr3' mlr3benchmark Analysis and Visualisation of Benchmark Experiments mlr3cluster Cluster Extension for 'mlr3' mlr3data Collection of Machine Learning Data Sets for 'mlr3' mlr3db Data Base Backend for 'mlr3' mlr3fairness Fairness Auditing and Debiasing for 'mlr3' mlr3fda Extending 'mlr3' to Functional Data Analysis mlr3filters Filter Based Feature Selection for 'mlr3' mlr3fselect Feature Selection for 'mlr3' mlr3hyperband Hyperband for 'mlr3' mlr3inferr Inference on the Generalization Error mlr3learners Recommended Learners for 'mlr3' mlr3mbo Flexible Bayesian Optimization mlr3measures Performance Measures for 'mlr3' mlr3misc Helper Functions for 'mlr3' mlr3oml Connector Between 'mlr3' and 'OpenML' mlr3pipelines Preprocessing Operators and Pipelines for 'mlr3' mlr3resampling Resampling Algorithms for 'mlr3' Framework mlr3shiny Machine Learning in 'shiny' with 'mlr3' mlr3spatial Support for Spatial Objects Within the 'mlr3' Ecosystem mlr3spatiotempcv Spatiotemporal Resampling Methods for 'mlr3' mlr3summary Model and Learner Summaries for 'mlr3' mlr3superlearner Super Learner Fitting and Prediction mlr3torch Deep Learning with 'mlr3' mlr3tuning Hyperparameter Optimization for 'mlr3' mlr3tuningspaces Search Spaces for 'mlr3' mlr3verse Easily Install and Load the 'mlr3' Package Family mlr3viz Visualizations for 'mlr3' mlrCPO Composable Preprocessing Operators and Pipelines for Machine Learning mlrMBO Bayesian Optimization and Model-Based Optimization of Expensive Black-Box Functions mlrintermbo Model-Based Optimization for 'mlr3' Through 'mlrMBO' mlrpro Stepwise Regression with Assumptions Checking mlrv Long-Run Variance Estimation in Time Series Regression mlsbm Efficient Estimation of Bayesian SBMs & MLSBMs mlsjunkgen Use the MLS Junk Generator Algorithm to Generate a Stream of Pseudo-Random Numbers mlspatial Machine Learning and Mapping for Spatial Epidemiology mlstm Multilevel Supervised Topic Models with Multiple Outcomes mlstrOpalr Support Compatibility Between 'Maelstrom' R Packages and 'Opal' Environment mlsurvlrnrs R6-Based ML Survival Learners for 'mlexperiments' mlt Most Likely Transformations mlt.docreg Most Likely Transformations: Documentation and Regression Tests mltest Classification Evaluation Metrics mltools Machine Learning Tools mlts Multilevel Latent Time Series Models with 'R' and 'Stan' mlumr Multilevel Unanchored Meta-Regression for Indirect Treatment Comparisons mma Multiple Mediation Analysis mmabig Multiple Mediation Analysis for Big Data Sets mmand Mathematical Morphology in Any Number of Dimensions mmap Map Pages of Memory mmapcharr Memory-Map Character Files mmaqshiny Explore Air-Quality Mobile-Monitoring Data mmb Arbitrary Dependency Mixed Multivariate Bayesian Models mmbcv Multistate Model Bias-Corrected Robust Variance mmc Multivariate Measurement Error Correction mmcards Playing Cards Utility Functions mmcm Modified Maximum Contrast Method mmcmcBayes Multistage MCMC Method for Detecting DMRs mmconvert Mouse Map Converter mme Multinomial Mixed Effects Models mmeln Estimation of Multinormal Mixture Distribution mmequiv Calculate Standardized Morphine Milligram Equivalent Doses mmeta Multivariate Meta-Analysis mmiCATs Cluster Adjusted t Statistic Applications mmibain Bayesian Informative Hypotheses Evaluation Web Applications mmints Workflows for Building Web Applications mmirestriktor Informative Hypothesis Testing Web Applications mmmgee Simultaneous Inference for Multiple Linear Contrasts in GEE Models mmod Modern Measures of Population Differentiation mmodely Modeling Multivariate Origins Determinants - Evolutionary Lineages in Ecology mmpca Integrative Analysis of Several Related Data Matrices mmr Matrix Multiplication on Data.frames mmrm Mixed Models for Repeated Measures mmsample Multivariate Matched Sampling mmstat4 Access to Teaching Materials from a ZIP File or GitHub mmtdiff Moment-Matching Approximation for t-Distribution Differences mmtsne Multiple Maps t-SNE mnda Multiplex Network Differential Analysis (MNDA) mnet Modeling Group Differences and Moderation Effects in Statistical Network Models mnirs Muscle Near-Infrared Spectroscopy Processing and Analysis mniw The Matrix-Normal Inverse-Wishart Distribution mnlfa Moderated Nonlinear Factor Analysis mnonr A Generator of Multivariate Non-Normal Random Numbers mnorm Multivariate Normal Distribution mnormt The Multivariate Normal and t Distributions, and Their Truncated Versions mnpPlasmonR Optical Response of Metallic Nanoparticles (Drude + Rayleigh) mnt Affine Invariant Tests of Multivariate Normality moRphomenses Geometric Morphometric Tools to Align, Scale, and Compare "Shape" of Menstrual Cycle Hormones mob Monotonic Optimal Binning mobsim Spatial Simulation and Scale-Dependent Analysis of Biodiversity Changes moc.gapbk Multi-Objective Clustering Algorithm Guided by a-Priori Biological Knowledge mockery Mocking Library for R mockr Mocking in R mockthat Function Mocking for Unit Testing mod Lightweight and Self-Contained Modules for Code Organization mod09nrt Extraction of Bands from MODIS Surface Reflectance Product MOD09 NRT mod2rm Moderation Analysis for Two-Instance Repeated Measures Designs modACDC Association of Covariance for Detecting Differential Co-Expression modEvA Model Evaluation and Analysis modMax Community Structure Detection via Modularity Maximization modQR Multiple-Output Directional Quantile Regression modTurPoint Estimate ED50 Based on Modified Turning Point Method modeLLtest Compare Models with Cross-Validated Log-Likelihood modeest Mode Estimation modehunt Multiscale Analysis for Density Functions model4you Stratified and Personalised Models Based on Model-Based Trees and Forests modelDown Make Static HTML Website for Predictive Models modelObj A Model Object Framework for Regression Analysis modelSSE Modelling Infectious Disease Superspreading from Contact Tracing Data modelSelection High-Dimensional Model Selection modelStudio Interactive Studio for Explanatory Model Analysis modelbased Estimation of Model-Based Predictions, Contrasts and Means modelbpp Model BIC Posterior Probability modelc A Linear Model to 'SQL' Compiler modeldata Data Sets Useful for Modeling Examples modeldatatoo More Data Sets Useful for Modeling Examples modeldb Fits Models Inside the Database modeldiag Comprehensive Diagnostics for Statistical Models modeldiagramR Generate Model Diagrams for Linear Mixed Effect Models modelenv Provide Tools to Register Models for Use in 'tidymodels' modelfree Model-Free Estimation of a Psychometric Function modelimpact Functions to Assess the Business Impact of Churn Prediction Models modelr Modelling Functions that Work with the Pipe modelscompete4 Compare Nested and Non-Nested Structural Equation Models modelsummary Summary Tables and Plots for Statistical Models and Data: Beautiful, Customizable, and Publication-Ready modeltests Testing Infrastructure for Broom Model Generics modeltime The Tidymodels Extension for Time Series Modeling modeltime.ensemble Ensemble Algorithms for Time Series Forecasting with Modeltime modeltime.resample Resampling Tools for Time Series Forecasting modeltools Tools and Classes for Statistical Models modeltuning Model Selection and Tuning Utilities moder Mode Estimation moderate.mediation Causal Moderated Mediation Analysis modernBoot Modern Resampling Methods: Bootstraps, Wild, Block, Permutation, and Selection Guidance modernVA An Implementation of Two Modern Education-Based Value-Added Models moderndive Tidyverse-Friendly Introductory Linear Regression modest Model-Based Dose-Escalation Trials modesto Modeling and Analysis of Stochastic Systems modgo Mock Data Generation modi Multivariate Outlier Detection and Imputation for Incomplete Survey Data modifiedmk Modified Versions of Mann Kendall and Spearman's Rho Trend Tests modisfast Fast and Efficient Access to MODIS Earth Observation Data modmarg Calculating Marginal Effects and Levels with Errors modnets Modeling Moderated Networks modopt.matlab 'MatLab'-Style Modeling of Optimization Problems modsem Latent Interaction (and Moderation) Analysis in Structural Equation Models (SEM) moduleColor Basic Module Functions modules Self Contained Units of Source Code moewishart Mixture-of-Experts Wishart Models for Covariance Data mogiw The Marshal–Olkin Generalized Inverse Weibull Distribution mojson A Serialization-Style Flattening and Description for JSON mokken Conducts Mokken Scale Analysis molaR Dental Surface Complexity Measurement Tools mombf Model Selection with Bayesian Methods and Information Criteria momentchi2 Moment-Matching Methods for Weighted Sums of Chi-Squared Random Variables momentfit Methods of Moments moments Moments, Cumulants, Skewness, Kurtosis and Related Tests momentuHMM Maximum Likelihood Analysis of Animal Movement Behavior Using Multivariate Hidden Markov Models monaco The 'Monaco' Editor as a HTML Widget monad Operators and Generics for Monads monashtipr An R API Wrapper for the Monash University Probabilistic Footy Tipping Competition mondate Keep Track of Dates in Terms of Months mongolite Fast and Simple 'MongoDB' Client for R mongolstats Mongolian 'NSO' 'PXWeb' Data and Boundaries (Tidy Client) mongopipe Write MongoDB Queries with R monitOS Monitoring Overall Survival in Pivotal Trials in Indolent Cancers monitoR Acoustic Template Detection in R monmlp Multi-Layer Perceptron Neural Network with Optional Monotonicity Constraints monoClust Perform Monothetic Clustering with Extensions to Circular Data monobin Monotonic Binning for Credit Rating Models monobinShiny Shiny User Interface for 'monobin' Package monochromeR Easily Create, View and Use Monochrome Colour Palettes monocle Clustering, differential expression, and trajectory analysis for single- cell RNA-Seq monographaR Taxonomic Monographs Tools monolix2rx Converts 'Monolix' Models to 'rxode2' monomvn Estimation for MVN and Student-t Data with Monotone Missingness monoreg Bayesian Monotonic Regression Using a Marked Point Process Construction monotone Performs Monotone Regression monotonicity Test for Monotonicity in Expected Asset Returns, Sorted by Portfolios monreg Nonparametric Monotone Regression moocore Core Mathematical Functions for Multi-Objective Optimization moodef Defining 'Moodle' Elements from R moodleR Helper Functions to Work with 'Moodle' Data moodlequiz R Markdown format for 'Moodle' XML cloze quizzes moodlequizR Easily Create Fully Randomized 'Moodle' Test Questions moonBook Functions and Datasets for the Book by Keon-Woong Moon moonboot m-Out-of-n Bootstrap Functions moonlit Predicting Moonlight Intensity for a Given Time and Location mooplot Graphical Visualizations for Multi-Objective Optimization moose Mean Squared Out-of-Sample Error Projection mop Mobility Oriented-Parity Metric mopac Collection of Datasets Pertaining to Loop 1 "Mopac" morepls Interpretation Tools for Partial Least Squares Regression morestopwords All Stop Words in One Place mori Shared Memory for R Objects morph 3D Segmentation of Voxels into Morphologic Classes morphemepiece Morpheme Tokenization morphemepiece.data Data for Morpheme Tokenization morpheus Estimate Parameters of Mixtures of Logistic Regressions morphomap Morphometric Maps, Bone Landmarking and Cross Sectional Geometry morrowplots Historical Agricultural Data from the University of Illinois morse Modelling Reproduction and Survival Data in Ecotoxicology morseDR Bayesian Inference of Binary, Count and Continuous Data in Toxicology morseTKTD Bayesian Inference of TKTD Models mort Identifying Potential Mortalities and Expelled Tags in Aquatic Acoustic Telemetry Arrays mortAAR Analysis of Archaeological Mortality Data mortSOA Obtain Data from the Society of Actuaries 'Mortality and Other Rate Tables' Site mortar Standardize Data Science Workflows mos Simulation and Moment Computation for Order Statistics mosaic Project MOSAIC Statistics and Mathematics Teaching Utilities mosaicCalc R-Language Based Calculus Operations for Teaching mosaicCore Common Utilities for Other MOSAIC-Family Packages mosaicData Project MOSAIC Data Sets mosclust Model Order Selection for Clustering mosum Moving Sum Based Procedures for Changes in the Mean motherduck Utilities for Managing a 'Motherduck' Database motif Local Pattern Analysis motifcluster Motif-Based Spectral Clustering of Weighted Directed Networks motifmatchr Fast Motif Matching in R motifr Motif Analysis in Multi-Level Networks motmot Models of Trait Macroevolution on Trees motoRneuron Analyzing Paired Neuron Discharge Times for Time-Domain Synchronization moult Models for Analysing Moult in Birds mountainplot Mountain Plots, Folded Empirical Cumulative Distribution Plots mousetRajectory Mouse Trajectory Analyses for Behavioural Scientists mousetrap Process and Analyze Mouse-Tracking Data movMF Mixtures of von Mises-Fisher Distributions move Visualizing and Analyzing Animal Track Data move2 Processing and Analysing Animal Trajectories moveEZ Animated Biplots moveHMM Animal Movement Modelling using Hidden Markov Models moveWindSpeed Estimate Wind Speeds from Bird Trajectories movecost Calculation of Slope-Dependant Accumulated Cost Surface, Least-Cost Paths, Least-Cost Corridors, Least-Cost Networks Related to Human Movement Across the Landscape movedesign Study Design Toolbox for Movement Ecology Studies movegroup Visualizing and Quantifying Space Use Data for Groups of Animals movementsync Analysis and Visualisation of Musical Audio and Video Movement Synchrony Data movieROC Visualizing the Decision Rules Underlying Binary Classification mp Multidimensional Projection Techniques mpactr Correction of Preprocessed MS Data mpae Metodos Predictivos de Aprendizaje Estadistico (Statistical Learning Predictive Methods) mpath Regularized Linear Models mpathr Easily Handling Data from the ‘m-Path’ Platform mpathsenser Process and Analyse Data from m-Path Sense mpindex Multidimensional Poverty Index (MPI) via the Alkire-Foster Method mpitbR Calculate Alkire-Foster Multidimensional Poverty Measures mplot Graphical Model Stability and Variable Selection Procedures mplusParallel.automation Parallel Processing Automation for 'Mplus' mpm Multivariate Projection Methods mpmaggregate Aggregate Matrix Population Models mpmcorrelogram Multivariate Partial Mantel Correlogram mpmi Mixed-Pair Mutual Information Estimators mpmsim Simulation of Matrix Population Models with Defined Life History Characteristics mpoly Symbolic Computation and More with Multivariate Polynomials mpower Power Analysis via Monte Carlo Simulation for Correlated Data mppR Multi-Parent Population QTL Analysis mpr Multi-Parameter Regression (MPR) mpshock Monetary Policy Shock Series for Empirical Macroeconomics mpspline2 Mass-Preserving Spline Functions for Soil Data mpt Multinomial Processing Tree Models mpwR Standardized Comparison of Workflows in Mass Spectrometry-Based Bottom-Up Proteomics mqqcause Multivariate Quantile-on-Quantile Granger Causality mqqr Multivariate Quantile-on-Quantile Regression mqriskR Actuarial Risk Modeling and Life Contingencies mr.mashr Multiple Regression with Multivariate Adaptive Shrinkage mr.pivw Penalized Inverse-Variance Weighted Estimator for Mendelian Randomization mrIML Multi-Response (Multivariate) Interpretable Machine Learning mrMLM Multi-Locus Random-SNP-Effect Mixed Linear Model Tools for GWAS mrMLM.GUI Multi-Locus Random-SNP-Effect Mixed Linear Model Tools for Genome-Wide Association Study with Graphical User Interface mrPStrata Multiply Robust Estimation in Causal Survival Analysis with Treatment Noncompliance mrangr Mechanistic Metacommunity Simulator mrap Machine-Readable Data Analysis Results with Function Wrappers mratios Ratios of Coefficients in the General Linear Model mrbin Metabolomics Data Analysis Functions mrbsizeR Scale Space Multiresolution Analysis of Random Signals mrct Outlier Detection of Functional Data Based on the Minimum Regularized Covariance Trace Estimator mrddGlobal Global Testing for Multivariate Regression Discontinuity Designs mrds Mark-Recapture Distance Sampling mreg Fits Regression Models When the Outcome is Partially Missing mregions2 Access Data from Marine Regions: Gazetteer & Data Products mrf Multiresolution Forecasting mrf2d Markov Random Field Models for Image Analysis mrfDepth Depth Measures in Multivariate, Regression and Functional Settings mrfse Markov Random Field Structure Estimator mrgsim.parallel Simulate with 'mrgsolve' in Parallel mrgsim.sa Sensitivity Analysis with 'mrgsolve' mrgsolve Simulate from ODE-Based Models mri Modified Rand and Wallace Indices mritc MRI Tissue Classification mro Multiple Correlation mrregression Regression Analysis for Very Large Data Sets via Merge and Reduce mrtsSphere Multi-Resolution Thin-Plate Splines on the Sphere msPCA Sparse Principal Component Analysis with Multiple Principal Components msSPChelpR Helper Functions for Second Primary Cancer Analyses msaR Multiple Sequence Alignment for R Shiny msae Multivariate Fay Herriot Models for Small Area Estimation msaeHB Multivariate Small Area Estimation using Hierarchical Bayesian Method msaenet Multi-Step Adaptive Estimation Methods for Sparse Regressions msamp Estimate Sample Size to Detect Bacterial Contamination in a Product Lot msce Hazard of Multi-Stage Clonal Expansion Models mschart Chart Generation for 'Microsoft Word', 'Microsoft Excel' and 'Microsoft PowerPoint' Documents mscp Multiscale Change Point Detection via Gradual Bandwidth Adjustment in Moving Sum Processes mscstexta4r R Client for the Microsoft Cognitive Services Text Analytics REST API mscstts R Client for the Microsoft Cognitive Services 'Text-to-Speech' REST API mscsweblm4r R Client for the Microsoft Cognitive Services Web Language Model REST API msd Method of Successive Dichotomizations msda Multi-Class Sparse Discriminant Analysis msde Bayesian Inference for Multivariate Stochastic Differential Equations msdrought Seasonal Mid-Summer Drought Characteristics mseapca Metabolite Set Enrichment Analysis for Loadings msentropy Spectral Entropy for Mass Spectrometry Data msgps Degrees of Freedom of Elastic Net, Adaptive Lasso and Generalized Elastic Net msgr Extends Messages, Warnings and Errors by Adding Levels and Log Files msig An R Package for Exploring Molecular Signatures Database msigdbr MSigDB Gene Sets for Multiple Organisms in a Tidy Data Format msir Model-Based Sliced Inverse Regression msm Multi-State Markov and Hidden Markov Models in Continuous Time msma Multiblock Sparse Multivariable Analysis msme Functions and Datasets for "Methods of Statistical Model Estimation" msmtools Building Augmented Data to Run Multi-State Models with 'msm' Package msos Data Sets and Functions Used in Multivariate Statistics: Old School by John Marden mssearchr Library Search Against Electron Ionization Mass Spectral Databases mstATA Automated Test Assembly for Multistage Tests Using Mixed-Integer Linear Programming mstDIF A Collection of DIF Tests for Multistage Tests mstate Data Preparation, Estimation and Prediction in Multi-State Models mstclustering "MST-Based Clustering" mstherm Analyze MS/MS Protein Melting Data mstknnclust MST-kNN Clustering Algorithm mstudentd Multivariate t Distribution msu Multivariate Symmetric Uncertainty and Other Measurements mt Metabolomics Data Analysis Toolbox mt.surv Multi-Threshold Survival Analysis mtaOpenData Convenient Access to MTA Open Data API Endpoints mtanan Single Valued Neutrosophic Kruskal-Wallis and Mann Whitney Tests mtarm Bayesian Estimation of Multivariate Threshold Autoregressive Models mtb My Toolbox for Assisting Document Editing and Data Presenting mtdesign Mander and Thompson Designs mtgjsonsdk 'DuckDB'-Backed Query Client for 'MTGJSON' Card Data mthapower Sample Size and Power for Association Studies Involving Mitochondrial DNA Haplogroups mtlgmm Unsupervised Multi-Task and Transfer Learning on Gaussian Mixture Models mtrank Ranking using Probabilistic Models and Treatment Choice Criteria mtscr Multidimensional Top Scoring for Creativity Research mtsdi Multivariate Time Series Data Imputation mtsta Accessing the Red List of Montane Tree Species of the Tropical Andes mtvc Multiple Counting Process Structure for Survival Analysis muRL Mailmerge using R, LaTeX, and the Web muRty Murty's Algorithm for k-Best Assignments muckrock Data on Freedom of Information Act Requests mudfold Multiple UniDimensional unFOLDing mueRelativeRisk Relative Risk Based on the Ratio of Median Unbiased Estimates muhaz Hazard Function Estimation in Survival Analysis muiMaterial 'Material UI' for 'shiny' Apps and 'Quarto' muiTreeView 'MUI X Tree View' for 'shiny' Apps and 'Quarto' muir Exploring Data with Tree Data Structures mulSEM Some Multivariate Analyses using Structural Equation Modeling mulgar Functions for Pre-Processing Data for Multivariate Data Visualisation using Tours mully Create, Modify and Visualize Multi-Layered Networks mulset Multiset Intersection Generator mult.latent.reg Regression and Clustering in Multivariate Response Scenarios multChernoff Finite-Sample Tail Bound of Likelihood Ratio Test under Multinomial Sampling multDM Multivariate Version of the Diebold-Mariano Test multIntTestFunc Provides Test Functions for Multivariate Integration multbxxc Auxiliary Routines for Influx Software multcomp Simultaneous Inference in General Parametric Models multcompView Visualizations of Paired Comparisons multe Multiple Treatment Effects Regression multfisher Optimal Exact Tests for Multiple Binary Endpoints multgee GEE Solver for Correlated Nominal or Ordinal Multinomial Responses multiActionButton Multi Action Button for 'Shiny' Applications multiApply Apply Functions to Multiple Multidimensional Arrays or Vectors multiAssetOptions Finite Difference Method for Multi-Asset Option Valuation multiCA Multinomial Cochran-Armitage Trend Test multiCCA Multiple Canonical Correlation Analysis (Kernel and Functional) multiColl Collinearity Detection in a Multiple Linear Regression Model multiDEGGs Multi-Omic Differentially Expressed Gene-Gene Pairs multiDimBio Multivariate Analysis and Visualization for Biological Data multiDoE Multi-Criteria Design of Experiments for Optimal Design multiFANOVA Multiple Contrast Tests for Functional Data multiHiCcompare Normalize and detect differences between Hi-C datasets when replicates of each experimental condition are available multiModTest Information Assessment for Individual Modalities in Multimodal Regression Models multiRL Reinforcement Learning Tools for Multi-Armed Bandit multiRec Analysis of Multi-Type Recurrent Events multiSA Multi-Stock Assessment multiScaleR Methods for Optimizing Scales of Effect multiUS Functions for the Courses Multivariate Analysis and Computer Intensive Methods multibias Multiple Bias Analysis in Causal Inference multibiasmeta Sensitivity Analysis for Multiple Biases in Meta-Analyses multibiplotGUI Multibiplot Analysis in R multiblock Multiblock Data Fusion in Statistics and Machine Learning multibreakeR Tests for a Structural Change in Multivariate Time Series multibridge Evaluating Multinomial Order Restrictions with Bridge Sampling multicastR A Companion to the Multi-CAST Collection multichull A Generic Convex-Hull-Based Model Selection Method multiclassPairs Build MultiClass Pair-Based Classifiers using TSPs or RF multicmp Flexible Modeling of Multivariate Count Data via the Multivariate Conway-Maxwell-Poisson Distribution multicool Permutations of Multisets in Cool-Lex Order multid Multivariate Difference Between Two Groups multideploy Deploy File Changes Across Multiple 'GitHub' Repositories multidplyr A Multi-Process 'dplyr' Backend multifamm Multivariate Functional Additive Mixed Models multifear Multiverse Analyses for Conditioning Data multifunc Analysis of Ecological Drivers on Ecosystem Multifunctionality multifwf Read Fixed Width Format Files Containing Lines of Different Type multigraph Plot and Manipulate Multigraphs multigraphr Probability Models and Statistical Analysis of Random Multigraphs multigroup.vaccine Analyze Outbreak Models of Multi-Group Populations with Vaccination multilandr Landscape Analysis at Multiple Spatial Scales multilaterals Transitive Index Numbers for Cross-Sections and Panel Data multilevLCA Estimates and Plots Single-Level and Multilevel Latent Class Models multilevel Multilevel Functions multilevelPSA Multilevel Propensity Score Analysis multilevelTools Multilevel and Mixed Effects Model Diagnostics and Effect Sizes multilevelcoda Estimate Bayesian Multilevel Models for Compositional Data multilevelmediation Utility Functions for Multilevel Mediation Analysis multilevelmod Model Wrappers for Multi-Level Models multilinguer Gentle Language Installer for R User multilink Multifile Record Linkage and Duplicate Detection multimark Capture-Mark-Recapture Analysis using Multiple Non-Invasive Marks multimedia Multimodal Mediation Analysis multimediate Causal Mediation Analysis in Presence of Multiple Mediators Uncausally Related multimix Fit Mixture Models Using the Expectation Maximisation (EM) Algorithm multimode Mode Testing and Exploring multimolang 'multimolang': Multimodal Language Analysis multimorbidity Harmonizing Various Comorbidity, Multimorbidity, and Frailty Measures multiness MULTIplex NEtworks with Shared Structure multinet Analysis and Mining of Multilayer Social Networks multinets Multilevel Networks Analysis multinomialLogitMix Clustering Multinomial Count Data under the Presence of Covariates multinomineq Bayesian Inference for Multinomial Models with Inequality Constraints multiobjectiveMDP Solution Methods for Multi-Objective Markov Decision Processes multiocc Fits Multivariate Spatio-Temporal Occupancy Model multipanelfigure Infrastructure to Assemble Multi-Panel Figures (from Grobs) multipleDL Addressing Detection Limits by Cumulative Probability Models (CPMs) multipleITScontrol Interrupted Time Series with a Control and Multiple Interventions multipleNCC Weighted Cox-Regression for Nested Case-Control Data multipleOutcomes Joint Covariance and Treatment-Effect Tests for Multiple Outcomes multiplestressR Additive and Multiplicative Null Models for Multiple Stressor Data multiplex Algebraic Tools for the Analysis of Multiple Social Networks multipol Multivariate Polynomials multirich Calculate Multivariate Richness via UTC and sUTC multiridge Fast Cross-Validation for Multi-Penalty Ridge Regression multiscape Multi-Objective Spatial Planning multiselect Selecting Combinations of Predictors by Leveraging Multiple AUCs for an Ordered Multilevel Outcome multisensi Multivariate Sensitivity Analysis multisite.accuracy Estimation of Accuracy in Multisite Machine-Learning Models multisom Clustering a Data Set using Multi-SOM Algorithm multispatialCCM Multispatial Convergent Cross Mapping multiswc Multi-Regime Marginal Structural Cox Model for Multi-Way Treatment Switching in Oncology Clinical Trials with Survival Endpoints multitaper Spectral Analysis Tools using the Multitaper Method multitool Run Multiverse Style Analyses multivar Penalized Estimation of Multiple-Subject Vector Autoregressive Models multivariance Measuring Multivariate Dependence Using Distance Multivariance multivarious Extensible Data Structures for Multivariate Analysis multivator A Multivariate Emulator multiverse Create 'multiverse analysis' in R multiview Cooperative Learning for Multi-View Analysis multiwave Estimation of Multivariate Long-Memory Models Parameters multiway Component Models for Multi-Way Data multiwayvcov Multi-Way Standard Error Clustering multpois Analyze Nominal Response Data with the Multinomial-Poisson Trick multtest Resampling-based multiple hypothesis testing multvardiv Multivariate Generalized Gaussian Distribution, Multivariate t Distribution, Multivariate Cauchy Distribution, Statistical Divergence multxpert Common Multiple Testing Procedures and Gatekeeping Procedures mumarinex Computation of the Multivariate Marine Recovery Index mums2 Microbial Ecology by Tandem Mass Spectrometry munch Rich Inline Text for 'grid' Graphics and 'flextable' munfold Metric Unfolding munsell Utilities for Using Munsell Colours munsellinterpol Interpolate Munsell Renotation Data from Hue Value/Chroma to CIE/RGB mupet Multiclass Performance Evaluation Toolkit murphydiagram Murphy Diagrams for Forecast Comparisons muscle Multiple Sequence Alignment with MUSCLE musclesyneRgies Extract Muscle Synergies from Electromyography music Learn and Experiment with Music Theory musicMCT Analyze the Structure of Musical Scales musicNMR Conversion of Nuclear Magnetic Resonance Spectra in Audio Files musicXML Data Sonification using 'musicXML' mutSignatures Decipher Mutational Signatures from Somatic Mutational Catalogs mutationtypes Validate and Convert Mutational Impacts Using Standard Genomic Dictionaries mutoss Unified Multiple Testing Procedures mutossGUI A Graphical User Interface for the MuToss Project muttest Mutation Testing mutualinf Computation and Decomposition of the Mutual Information Index mvBayes Multivariate Bayesian Regression mvDFA Multivariate Detrended Fluctuation Analysis mvGPS Causal Inference using Multivariate Generalized Propensity Score mvLSW Multivariate, Locally Stationary Wavelet Process Estimation mvLSWimpute Imputation Methods for Multivariate Locally Stationary Time Series mvMAPIT Multivariate Genome Wide Marginal Epistasis Test mvMISE A General Framework of Multivariate Mixed-Effects Selection Models mvMORPH Multivariate Comparative Tools for Fitting Evolutionary Models to Morphometric Data mvMonitoring Multi-State Adaptive Dynamic Principal Component Analysis for Multivariate Process Monitoring mvPot Multivariate Peaks-over-Threshold Modelling for Spatial Extreme Events mvProbit Multivariate Probit Models mvQuad Methods for Multivariate Quadrature mvSLOUCH Multivariate Stochastic Linear Ornstein-Uhlenbeck Models for Phylogenetic Comparative Hypotheses mvSUSY Multivariate Surrogate Synchrony mvShapiroTest Generalized Shapiro-Wilk test for multivariate normality mvabund Statistical Methods for Analysing Multivariate Abundance Data mvalpha Krippendorff's Alpha for Multi-Valued Data mvardlurt Multivariate ARDL Unit Root Test mvbutils General utilities, workspace organization, code and doc editing, live package maintenance, etc mvcauchy Multivariate Cauchy Distribution mvcor Correlation Coefficients for Multivariate Data mvctm Multivariate Variance Components Tests for Multilevel Data mvdalab Multivariate Data Analysis Laboratory mverse Tidy Multiverse Analysis Made Simple mvfmr Functional Multivariable Mendelian Randomization mvgam Multivariate (Dynamic) Generalized Additive Models mvgb Multivariate Probabilities of Scale Mixtures of Multivariate Normal Distributions via the Genz and Bretz (2002) QRSVN Method mvglmmRank Multivariate Generalized Linear Mixed Models for Ranking Sports Teams mvhist Multivariate Histograms mvhtests Multivariate Hypothesis Tests mvinfluence Influence Measures and Diagnostic Plots for Multivariate Linear Models mvmesh Multivariate Meshes and Histograms in Arbitrary Dimensions mvmeta Multivariate and Univariate Meta-Analysis and Meta-Regression mvnTest Goodness of Fit Tests for Multivariate Normality mvna Nelson-Aalen Estimator of the Cumulative Hazard in Multistate Models mvnfast Fast Multivariate Normal and Student's t Methods mvngGrAd Moving Grid Adjustment in Plant Breeding Field Trials mvnimpute Simultaneously Impute the Missing and Censored Values mvnma Multivariate Network Meta-Analysis using Bayesian Methods mvnmle ML Estimation for Multivariate Normal Data with Missing Values mvnormalTest Powerful Tests for Multivariate Normality mvnormtest Normality Test for Multivariate Variables mvnpermute Generate New Multivariate Normal Samples from Permutations mvord Multivariate Ordinal Regression Models mvout Robust Multivariate Outlier Detection mvoutlier Multivariate Outlier Detection Based on Robust Methods mvp Fast Symbolic Multivariate Polynomials mvpd Multivariate Product Distributions for Elliptically Contoured Distributions mvrsquared Compute the Coefficient of Determination for Vector or Matrix Outcomes mvs Methods for High-Dimensional Multi-View Learning mvst Bayesian Inference for the Multivariate Skew-t Model mvtmeta Multivariate Meta-Analysis mvtnorm Multivariate Normal and t Distributions mvtsplot Multivariate Time Series Plot mvtweedie Estimate Diet Proportions Using Multivariate Tweedie Model mvvg Matrix-Variate Variance-Gamma Distribution mwTensor Multi-Way Component Analysis mwa Causal Inference in Spatiotemporal Event Data mwcsr Solvers for Maximum Weight Connected Subgraph Problem and Its Variants mwlaxeref Cross-References Lake Identifiers Between Different Data Sets mwmap Create Maps of Malawi Administrative Boundaries mwmapdata Spatial Boundary Data for Malawi Administrative Levels mwshiny 'Shiny' for Multiple Windows mx.api Minimal Matrix Client-Server API mx.crypto Matrix End-to-End Encryption Primitives mxcc Maxwell Control Charts mxfda A Functional Data Analysis Package for Spatial Single Cell Data mxkssd Efficient Mixed-Level k-Circulant Supersaturated Designs mxmmod Measurement Model of Derivatives in 'OpenMx' mxnorm Apply Normalization Methods to Multiplexed Images mxsem Specify 'OpenMx' Models with a 'lavaan'-Style Syntax myCRAN Graph of Daily and Cumulative Downloads of your Packages myClim Microclimatic Data Processing myIO Interactive Data Visualizations Using 'd3.js' myTAI Evolutionary Transcriptomics mycaas My Computerized Adaptive Assessment mycobacrvR Integrative Immunoinformatics for Mycobacterial Diseases in R Platform mycolorsTB Color Palettes for Mycobacterium Tuberculosis Data Visualization mycor Automatic Correlation and Regression Test in a 'data.frame' myownrobs AI Coding Agent for 'RStudio' myrror Compare Two Data Frames and Summarize Differences mzID An mzIdentML parser for R mzR parser for netCDF, mzXML and mzML and mzIdentML files (mass spectrometry data) mzipmed Mediation using MZIP Model n1qn1 Port of the 'Scilab' 'n1qn1' Module for Unconstrained BFGS Optimization nFactors Parallel Analysis and Other Non Graphical Solutions to the Cattell Scree Test nLTT Calculate the NLTT Statistic nRegression Simulation-Based Calculations of Sample Size for Linear and Logistic Regression nTARP Cluster Analysis Using Thresholding After Random Projections (n-TARP) nVennR2 An Interface to 'nVenn2' naaccr Read Cancer Records in the NAACCR Format nabla Exact Derivatives via Automatic Differentiation nabor Wraps 'libnabo', a Fast K Nearest Neighbour Library for Low Dimensions nadaverse Browse Microdata Catalogs Using 'NADA' REST API nadir Super Learning with Flexible Formulas nadiv (Non)Additive Genetic Relatedness Matrices naflex Flexible Options for Handling Missing Values naijR Operations to Ease Data Analyses Specific to Nigeria naive Empirical Extrapolation of Time Feature Patterns naivebayes High Performance Implementation of the Naive Bayes Algorithm naivereg Nonparametric Additive Instrumental Variable Estimator and Related IV Methods nakagami Functions for the Nakagami Distribution name Tools for Working with Names namedropR Create Visual Citations for Presentations and Posters namer Names Your 'R Markdown' Chunks nametagger Named Entity Recognition in Texts using 'NameTag' nandb Number and Brightness Image Analysis naniar Data Structures, Summaries, and Visualisations for Missing Data nanoarrow Interface to the 'nanoarrow' 'C' Library nanonext Lightweight Toolkit for Messaging, Concurrency and the Web nanoparquet Read and Write 'Parquet' Files nanostringr Performs Quality Control, Data Normalization, and Batch Effect Correction for 'NanoString nCounter' Data nanotime Nanosecond-Resolution Time Support for R naptanr Call the 'NaPTAN' API Through R naptime A Flexible and Robust Sys.sleep() Replacement nara Native Raster Image Tools nardl Nonlinear Cointegrating Autoregressive Distributed Lag Model narfima Neural AutoRegressive Fractionally Integrated Moving Average Model narray Subset- And Name-Aware Array Utility Functions naryn Native Access Medical Record Retriever for High Yield Analytics nasa Access National Aeronautics and Space Administration (NASA) APIs nasadata Interface to Various NASA API's nasapower NASA POWER API Client nasaweather Collection of Datasets from the ASA 2006 Data Expo nascaR.data NASCAR Race Data naspaclust Nature-Inspired Spatial Clustering nat NeuroAnatomy Toolbox for Analysis of 3D Image Data nat.nblast NeuroAnatomy Toolbox ('nat') Extension for Assessing Neuron Similarity and Clustering nat.templatebrains NeuroAnatomy Toolbox ('nat') Extension for Handling Template Brains nat.utils File System Utility Functions for 'NeuroAnatomy Toolbox' natcpp Fast C++ Primitives for the 'NeuroAnatomy Toolbox' nativeORT Native R 'ONNX' Runtime natmanager Install the 'Natverse' Packages from Scratch natserv 'NatureServe' Interface natstrat Obtain Unweighted Natural Strata that Balance Many Covariates natural Estimating the Error Variance in a High-Dimensional Linear Model naturalsort Natural Ordering navigatr Navigation Menu for Pipe-Friendly Data Processing nawtilus Navigated Weighting for the Inverse Probability Weighting nbTransmission Naive Bayes Transmission Analysis nbapalettes An NBA Jersey Palette Generator nbc4va Bayes Classifier for Verbal Autopsy Data nbconv Evaluate Arbitrary Negative Binomial Convolutions nbconvertR Vignette Engine Wrapping Jupyter Notebooks nberwp NBER Working Papers nblR Data Extraction of Australian NBL Basketball Statistics nbody Gravitational N-Body Simulation nbpInference Inference on Average Treatment Effects for Continuous Treatments nbpMatching Functions for Optimal Non-Bipartite Matching nc Named Capture to Data Tables ncaavolleyballr Extract Data from NCAA Women's and Men's Volleyball Website ncappc NCA Calculations and Population Model Diagnosis ncbit Retrieve and Build NBCI Taxonomic Data ncdf4 Interface to Unidata netCDF (Version 4 or Earlier) Format Data Files ncdfCF Easy Access to NetCDF Files with CF Metadata Conventions ncdfgeom 'NetCDF' Geometry and Time Series ncf Spatial Covariance Functions ncmR Fit Neutral Community Model to Microbiome or Ecological Data ncmeta Straightforward 'NetCDF' Metadata ncodeR Techniques for Automated Classifiers ncvreg Regularization Paths for SCAD and MCP Penalized Regression Models nda Generalized Network-Based Dimensionality Reduction and Analysis ndi Neighborhood Deprivation Indices ndjson Wicked-Fast Streaming 'JSON' ('ndjson') Reader ndl Naive Discriminative Learning ndtv Network Dynamic Temporal Visualizations nearfar Near-Far Matching neat Efficient Network Enrichment Analysis Test neatR Neat Data for Presentation neatRanges Tidy Up Date/Time Ranges neatmaps Heatmaps for Multiple Network Data nebula Negative Binomial Mixed Models Using Large-Sample Approximation for Differential Expression Analysis of ScRNA-Seq Data necountries Countries of the World needs Attaches and Installs Packages negenes Estimating the Number of Essential Genes in a Genome negligible A Collection of Functions for Negligible Effect/Equivalence Testing neighbours Neighbourhood Functions for Local-Search Algorithms neldermead R Port of the 'Scilab' Neldermead Module nemBM Using Network Evolution Models to Generate Networks with Selected Blockmodel Type nemsqar National Emergency Medical Service Quality Alliance Measure Calculations nemtr Nonparametric Extended Median Test - Cumulative Summation Method neo2R Neo4j to R neo4jshell Querying and Managing 'Neo4J' Databases in 'R' neo4r A 'Neo4J' Driver neodistr Neo-Normal Distribution neojags Neo-Normal Distributions Family for Markov Chain Monte Carlo (MCMC) Models in 'JAGS' neonOS Basic Data Wrangling for NEON Observational Data neonPlantEcology Process NEON Plant Data for Ecological Analysis neonSoilFlux Compute Soil Carbon Fluxes for the National Ecological Observatory Network Sites neonUtilities Utilities for Working with NEON Data neonstore NEON Data Store neotoma2 Working with the Neotoma Paleoecology Database nephro Utilities for Nephrology neptune MLOps Metadata Store - Experiment Tracking and Model Registry for Production Teams nestable Collapsible 'HTML' Tables from Hierarchical Data nestcolor Colors for NEST Graphs nestedLogit Nested Dichotomy Logistic Regression Models nestedpp Performance Profiles and Nested Performance Profiles nestfs Cross-Validated (Nested) Forward Selection nestr Build Nesting or Hierarchical Structures net4pg Handle Ambiguity of Protein Identifications from Shotgun Proteomics netClust Model-Based Clustering of Network Data netCoin Interactive Analytic Networks netSEM Network Structural Equation Modeling netUtils A Collection of Tools for Network Analysis netassoc Inference of Species Associations from Co-Occurrence Data netcom NETwork COMparison Inference netcutter Identification and Analysis of Co-Occurrence Networks netdiffuseR Analysis of Diffusion and Contagion Processes on Networks netdose Dose-Response Network Meta-Analysis in a Frequentist Way netgsa Network-Based Gene Set Analysis netgwas Network-Based Genome Wide Association Studies netie Antigen T Cell Interaction Estimation netknitr Knit Network Map for any Dataset netmap Represent Network Objects on a Map netmediate Micro-Macro Analysis for Social Networks netmem Social Network Measures using Matrices netmeta Network Meta-Analysis using Frequentist Methods netmhc2pan Interface to 'NetMHCIIpan' netplot Beautiful Graph Drawing netrankr Analyzing Partial Rankings in Networks netrics Many Ways to Measure and Classify Membership for Networks, Nodes, and Ties netropy Statistical Entropy Analysis of Network Data netseer Graph Prediction from a Graph Time Series netseg Measures of Network Segregation and Homophily netstat Retrieve Network Statistics Including Available TCP Ports netsubsamp Multivariate Inference of Network Moments by Subsampling nett Network Analysis and Community Detection nettskjemar Connect to the 'nettskjema.no' API of the University of Oslo network Classes for Relational Data networkABC Network Reverse Engineering with Approximate Bayesian Computation networkD3 D3 JavaScript Network Graphs from R networkDynamic Dynamic Extensions for Network Objects networkDynamicData Dynamic (Longitudinal) Network Datasets networkLite An Simplified Implementation of the 'network' Package Functionality networkR Network Analysis and Visualization networksem Network Structural Equation Modeling networktools Tools for Identifying Important Nodes in Networks networktree Recursive Partitioning of Network Models neuRosim Simulate fMRI Data neuralGAM Interpretable Neural Network Based on Generalized Additive Models neuralnet Training of Neural Networks neuroSCC Bridging Simultaneous Confidence Corridors and PET Neuroimaging neuroUp Plan Sample Size for Task fMRI Research using Bayesian Updating neurobase 'Neuroconductor' Base Package with Helper Functions for 'nifti' Objects neuroblastoma Neuroblastoma Copy Number Profiles neurohcp Human 'Connectome' Project Interface neuroim Data Structures and Handling for Neuroimaging Data neuroim2 Data Structures for Brain Imaging Data neuroimaGene Transcriptomic Atlas of Neuroimaging Derived Phenotypes neuromapr Spatial Null Models and Transforms for Brain Map Comparison neuromplex Neural Multiplexing Analysis neutralitytestr Test for a Neutral Evolutionary Model in Cancer Sequencing Data neutroSurvey Neutrosophic Survey Data Analysis neutrostat Neutrosophic Statistics nev Draw Nested Extreme Value Random Variables nevada Network-Valued Data Analysis neverhpfilter An Alternative to the Hodrick-Prescott Filter new.dist Alternative Continuous and Discrete Distributions newFocus True Discovery Guarantee by Combining Partial Closed Testings newIMVC A Robust Integrated Mean Variance Correlation newTestSurvRec Statistical Tests to Compare Curves with Recurrent Events newmark Uncertainty Analysis in Dynamic Site and Slope Response newsanchor Client for the News API newscatcheR Programmatically Collect Normalized News from (Almost) Any Website newsmap Semi-Supervised Model for Geographical Document Classification newsmd Creation of NEWS.md File nextGenShinyApps Craft Exceptional 'R Shiny' Applications and Dashboards with Novel Responsive Tools nexus Sourcing Archaeological Materials by Chemical Composition nfer Event Stream Abstraction using Interval Logic nfl4th Functions to Calculate Optimal Fourth Down Decisions in the National Football League nflfastR Functions to Efficiently Access NFL Play by Play Data nflplotR NFL Logo Plots in 'ggplot2' and 'gt' nflreadr Download 'nflverse' Data nflseedR Functions to Efficiently Simulate and Evaluate NFL Seasons nflverse Easily Install and Load the 'nflverse' nftbart Nonparametric Failure Time Bayesian Additive Regression Trees ngboostForecast Probabilistic Time Series Forecasting ngme2 Linear Latent Non-Gaussian Models with Flexible Distributions ngram Fast n-Gram 'Tokenization' ngramr Retrieve and Plot Google n-Gram Data ngramrr A Simple General Purpose N-Gram Tokenizer ngspatial Fitting the Centered Autologistic and Sparse Spatial Generalized Linear Mixed Models for Areal Data nhanesA NHANES Data Retrieval nhanesdata Harmonized Access to NHANES Survey Data nhanesdiva NHANES Data Search, Preview, and Download Tools nhdR Tools for Working with the National Hydrography Dataset nhdplusTools NHDPlus Tools nhlscraper Scraper for National Hockey League Data nhm Non-Homogeneous Markov and Hidden Markov Multistate Models nhppp Simulating Nonhomogeneous Poisson Point Processes nhs.predict Breast Cancer Survival and Therapy Benefits nhsnumber Tools for Working with NHS Number Checksums nhstplot Plot Null Hypothesis Significance Tests niaidMI Markov Model Multiple Imputation for NIAID OS niarules Numerical Association Rule Mining using Population-Based Nature-Inspired Algorithms nic Nature Inspired Colours nice Get or Set UNIX Niceness nicheR Ellipsoid-Based Virtual Niches and Visualization nicheROVER Niche Region and Niche Overlap Metrics for Multidimensional Ecological Niches nichetools Complementary Package to 'nicheROVER' and 'SIBER' nichevol Tools for Ecological Niche Evolution Assessment Considering Uncertainty nieve Miscellaneous Utilities for Extreme Value Analysis nifti.io Read and Write NIfTI Files nifti.pbcor Parcel-Based Correlation Between NIfTI Images nilde Nonnegative Integer Solutions of Linear Diophantine Equations with Applications nilsier Design-Based Estimators for NILS nima Nima Hejazi's R Toolbox nimble MCMC, Particle Filtering, and Programmable Hierarchical Modeling nimbleAPT Adaptive Parallel Tempering for 'NIMBLE' nimbleCarbon Bayesian Analyses of Radiocarbon Dates with NIMBLE nimbleEcology Distributions for Ecological Models in 'nimble' nimbleHMC Hamiltonian Monte Carlo and Other Gradient-Based MCMC Sampling Algorithms for 'nimble' nimbleMacros Macros Generating 'nimble' Code nimbleNoBounds Transformed Distributions for Improved MCMC Efficiency nimbleQuad Laplace Approximation, Quadrature, and Nested Deterministic Approximation Methods for 'nimble' nimbleSCR Spatial Capture-Recapture (SCR) Methods Using 'nimble' nimbleSMC Sequential Monte Carlo Methods for 'nimble' nimblewomble Bayesian Wombling using 'nimble' nipals Principal Components Analysis using NIPALS or Weighted EMPCA, with Gram-Schmidt Orthogonalization nipnTK National Information Platforms for Nutrition Anthropometric Data Toolkit nivm Noninferiority Tests with Variable Margins nivo.bubblechart Interactive Bubble Charts for 'Shiny' Using 'Nivo' nixmass Snow Water Equivalent Modeling with the 'Delta.snow' and 'HS2SWE' Models and Empirical Regression Models nixtlar A Software Development Kit for 'Nixtla''s 'TimeGPT' nlMS Non-Linear Model Selection nlWaldTest Wald Test of Nonlinear Restrictions and Nonlinear CI nlcv Nested Loop Cross Validation nleqslv Solve Systems of Nonlinear Equations nlfh Nonlinear Fay-Herriot Models for Small Area Estimation nlgeocoder Geocoding for the Netherlands nlgm Non Linear Growth Models nlist Lists of Numeric Atomic Objects nlive Automated Estimation of Sigmoidal and Piecewise Linear Mixed Models nlmeU Functions and Data Supporting 'Linear Mixed-Effects Models: A Step-by-Step Approach' nlmeVPC Visual Model Checking for Nonlinear Mixed Effect Model nlmixr2 Nonlinear Mixed Effects Models in Population PK/PD nlmixr2auto Automated Population Pharmacokinetic Modeling nlmixr2autoinit Automatic Generation of Initial Estimates for Population Pharmacokinetic Modeling nlmixr2data Nonlinear Mixed Effects Models in Population PK/PD, Data nlmixr2est Nonlinear Mixed Effects Models in Population PK/PD, Estimation Routines nlmixr2extra Nonlinear Mixed Effects Models in Population PK/PD, Extra Support Functions nlmixr2lib A Model Library for 'nlmixr2' nlmixr2plot Nonlinear Mixed Effects Models in Population PK/PD, Plot Functions nlmixr2rpt Templated Word and PowerPoint Reporting of 'nlmixr2' Fitting Results nlmixr2save Save 'nlmixr2' Fits in a Format Readable Outside 'nlmixr2' nlmixr2targets Targets for 'nlmixr2' Pipelines nlmm Generalized Laplace Mixed-Effects Models nlmrt Functions for Nonlinear Least Squares Solutions nlnet Nonlinear Network, Clustering, and Variable Selection Based on DCOL nlopt Call Optimization Solvers with .nl Files nloptr R Interface to NLopt nlpembeds Natural Language Processing Embeddings nlpsem Nonlinear Longitudinal Process in Structural Equation Modeling nlraa Nonlinear Regression for Agricultural Applications nlreg Higher Order Inference for Nonlinear Heteroscedastic Models nlrr Non-Linear Relative Risk Estimation and Plotting nlrx Setup, Run and Analyze 'NetLogo' Model Simulations from 'R' via 'XML' nls.multstart Robust Non-Linear Regression using AIC Scores nls2 Non-Linear Regression with Brute Force nlsMicrobio Nonlinear Regression in Predictive Microbiology nlsem Fitting Structural Equation Mixture Models nlshrink Non-Linear Shrinkage Estimation of Population Eigenvalues and Covariance Matrices nlsic Non Linear Least Squares with Inequality Constraints nlsmsn Fitting Nonlinear Models with Scale Mixture of Skew-Normal Distributions nlsr Functions for Nonlinear Least Squares Solutions - Updated 2022 nlstac An R Package for Fitting Separable Nonlinear Models nlstools Tools for Nonlinear Regression Analysis nlt A Nondecimated Lifting Transform for Signal Denoising nltm Non-Linear Transformation Models nlts Nonlinear Time Series Analysis nmaINLA Network Meta-Analysis using Integrated Nested Laplace Approximations nmaplateplot The Plate Plot for Network Meta-Analysis Results nmarank Complex Hierarchy Questions in Network Meta-Analysis nmathresh Thresholds and Invariant Intervals for Network Meta-Analysis nmfbin Non-Negative Matrix Factorization for Binary Data nmfkc Non-Negative Matrix Factorization with Kernel Covariates nmixgof Goodness of Fit Checks for Binomial N-Mixture Models nmrrr Binning and Visualizing NMR Spectra in Environmental Samples nmslibR Non Metric Space (Approximate) Library nmw Understanding Nonlinear Mixed Effects Modeling for Population Pharmacokinetics nn2poly Neural Network Weights Transformation into Polynomial Coefficients nnGarrote Non-Negative Garrote Estimation with Penalized Initial Estimators nnR Neural Networks Made Algebraic nnTensor Non-Negative Tensor Decomposition nna Nearest-Neighbor Analysis nncc Nearest Neighbors Matching of Case-Control Data nndiagram Generator of 'LaTeX' Code for Drawing Neural Network Diagrams with 'TikZ' nnetLM Neural Network with Levenberg-Marquardt Optimization nnfor Time Series Forecasting with Neural Networks nngeo k-Nearest Neighbor Join for Spatial Data nnlasso Non-Negative Lasso and Elastic Net Penalized Generalized Linear Models nnlib2Rcpp A Tool for Creating Custom Neural Networks in C++ and using Them in R nnls The Lawson-Hanson Algorithm for Non-Negative Least Squares (NNLS) nnmf Nonnegative Matrix Factorization nnsolve Fast Non-Negative Least Squares nnspat Nearest Neighbor Methods for Spatial Patterns nnt The Number Needed to Treat (NNT) for Survival Endpoint nntmvn Draw Samples of Truncated Multivariate Normal Distributions noaa Accessing NOAA Climate Data Online noah Create Unique Pseudonymous Animal Names noctua Connect to 'AWS Athena' using R 'AWS SDK' 'paws' ('DBI' Interface) nodbi 'NoSQL' Database Connector node2vec Algorithmic Framework for Representational Learning on Graphs nodeSub Simulate DNA Alignments Using Node Substitutions nofrills Low-Cost Anonymous Functions noia Implementation of the Natural and Orthogonal InterAction (NOIA) Model noise Estimation of Intrinsic and Extrinsic Noise from Single-Cell Data noisemodel Noise Models for Classification Datasets noisyCE2 Cross-Entropy Optimisation of Noisy Functions noisySBM Noisy Stochastic Block Mode: Graph Inference by Multiple Testing noisyr Noise Quantification in High Throughput Sequencing Output nolock Append 'WITH (NOLOCK)' to 'SQL' Queries, Get Packages in Active Script nomads Nomadic Pectoral Sandpiper Movement Data nombre Number Names nomclust Hierarchical Cluster Analysis of Nominal Data nomiShape Visualization and Analysis of Nominal Variable Distributions nominatimlite Interface to the 'Nominatim' API nomine Classify Names by Gender, U.S. Ethnicity, and Leaf Nationality nomisdata Access 'Nomis' UK Labour Market Data and Statistics nomnoml Sassy 'UML' Diagrams nomogramEx Extract Equations from a Nomogram nomogramFormula Calculate Total Points and Probabilities for Nomogram nonLinearDotPlot Non Linear Dot Plots nonParQuantileCausality Nonparametric Causality in Quantiles Test noncompliance Causal Inference in the Presence of Treatment Noncompliance Under the Binary Instrumental Variable Model noncomplyR Bayesian Analysis of Randomized Experiments with Non-Compliance nonlinearTseries Nonlinear Time Series Analysis nonmem2R Loading NONMEM Output Files with Functions for Visual Predictive Checks (VPC) and Goodness of Fit (GOF) Plots nonmem2rx Converts 'NONMEM' Models to 'rxode2' nonmemica Create and Evaluate NONMEM Models in a Project Context nonneg.cg Non-Negative Conjugate-Gradient Minimizer nonnest2 Tests of Non-Nested Models nonpar A Collection of Nonparametric Hypothesis Tests nonparTrendR A Nonparametric Trend Test for Independent and Dependent Samples nonparaeff Nonparametric Methods for Measuring Efficiency and Productivity nonparametric.bayes Project Code - Nonparametric Bayes nonprobsvy Inference Based on Non-Probability Samples nonsmooth Nonparametric Methods for Smoothing Nonsmooth Data nonstat Detecting Nonstationarity in Time Series nopaco Non-Parametric Concordance Coefficient nor1mix Normal aka Gaussian 1-d Mixture Models norMmix Direct MLE for Multivariate Normal Mixture Distributions norSTR Allele Frequencies for 50 Forensic STR Markers nord Arctic Ice Studio's Nord and Group of Seven Inspired Colour Palettes for 'ggplot2' nordklimdata1 Dataset for Climate Analysis with Data from the Nordic Region nordstatExtras Shared 'SQLite' Cache Backend for the 'nordstat' Package Family norm Analysis of Multivariate Normal Datasets with Missing Values normaliseR Re-Scale Vectors and Time-Series Features normality Tests for Departure from Normality normalize Centering and Scaling of Numeric Data normalizeH Normalize Hadamard Matrix normalp Routines for Exponential Power Distribution normfluodbf Cleans and Normalizes FLUOstar DBF and DAT Files from 'Liposome' Flux Assays normref Continuous Norming nortest Tests for Normality nortestARMA Neyman Smooth Tests of Normality for the Errors of ARMA Models nortsTest Assessing Normality of Stationary Process nos Compute Node Overlap and Segregation in Ecological Networks nose Classification of Sparseness in 2-by-2 Categorical Data nosoi A Forward Agent-Based Transmission Chain Simulator not Narrowest-Over-Threshold Change-Point Detection notebookutils Dummy R APIs Used in 'Azure Synapse Analytics' for Local Developments notifyme Send Alerts to your Cellphone and Phillips Hue Lights notionR R Wrapper for 'Notion' API notionapi Client for the 'Notion API' novelforestSG Dataset from the Novel Forests of Singapore novelqualcodes Visualise the Path to a Stopping Point in Qualitative Interviews Based on Novel Codes nowcast Economic Nowcasting with Bridge Equations and Real-Time Evaluation nowcastr Nowcasting with Chain-Ladder Method noweb The 'noweb' System for R np Nonparametric Kernel Smoothing Methods for Mixed Data Types npANCOVA Nonparametric ANCOVA Methods npDoseResponse Nonparametric Estimation and Inference on Dose-Response Curves npExact Exact Nonparametric Hypothesis Tests for the Mean, Variance and Stochastic Inequality npROCRegression Kernel-Based Nonparametric ROC Regression Modelling npRmpi Parallel Nonparametric Kernel Smoothing Methods for Mixed Data Types Using 'MPI' nparACT Non-Parametric Measures of Actigraphy Data nparLD Nonparametric Analysis of Longitudinal Data in Factorial Experiments nparMD Nonparametric Analysis of Multivariate Data in Factorial Designs nparcomp Multiple Comparisons and Simultaneous Confidence Intervals nparsurv Nonparametric Tests for Main Effects, Simple Effects and Interaction Effect in a Factorial Design with Censored Data npboottprm Nonparametric Bootstrap Test with Pooled Resampling npboottprmFBar Informative Nonparametric Bootstrap Test with Pooled Resampling npbr Nonparametric Boundary Regression npclust Nonparametric Tests for Incomplete Clustered Data npcp Some Nonparametric CUSUM Tests for Change-Point Detection in Possibly Multivariate Observations npcs Neyman-Pearson Classification via Cost-Sensitive Learning npcure Nonparametric Estimation in Mixture Cure Models npcurePK Mixture Cure Model Estimation with Cure Status Partially Known npde Normalised Prediction Distribution Errors for Nonlinear Mixed-Effect Models npdsim Simulate Demand and Attributes for New Products npfseir Nested Particle Filter for Stochastic SEIR Epidemic Models nph Planning and Analysing Survival Studies under Non-Proportional Hazards nphPower Sample Size Calculation under Non-Proportional Hazards nphRCT Non-Proportional Hazards in Randomized Controlled Trials npi Access the U.S. National Provider Identifier Registry API npiv Nonparametric Instrumental Variables Estimation and Inference nplplot Plotting Linkage and Association Results nplr N-Parameter Logistic Regression nplyr A Grammar of Nested Data Manipulation npmlda Nonparametric Models for Longitudinal Data npmlreg Nonparametric Maximum Likelihood Estimation for Random Effect Models npmr Nuclear Penalized Multinomial Regression npmv Nonparametric Comparison of Multivariate Samples npphen Vegetation Phenological Cycle and Anomaly Detection using Remote Sensing Data npreg Nonparametric Regression via Smoothing Splines npregderiv Nonparametric Estimation of the Derivatives of a Regression Function npregfast Nonparametric Estimation of Regression Models with Factor-by-Curve Interactions nprobust Kernel Density and Local Polynomial Regression Methods nproc Neyman-Pearson (NP) Classification Algorithms and NP Receiver Operating Characteristic (NP-ROC) Curves nprotreg Nonparametric Rotations for Sphere-Sphere Regression npsf Nonparametric and Stochastic Efficiency and Productivity Analysis npsm Nonparametric Statistical Methods npsp Nonparametric Spatial Statistics npsurv Nonparametric Survival Analysis npsurvSS Sample Size and Power Calculation for Common Non-Parametric Tests in Survival Analysis nptest Nonparametric Bootstrap and Permutation Tests npwbs Nonparametric Multiple Change Point Detection Using Wild Binary Segmentation nrba Methods for Conducting Nonresponse Bias Analysis (NRBA) nricens NRI for Risk Prediction Models with Time to Event and Binary Response Data nrlR Functions to Scrape Rugby Data nsRFA Non-Supervised Regional Frequency Analysis nsROC Non-Standard ROC Curve Analysis nsarfima Methods for Fitting and Simulating Non-Stationary ARFIMA Models nscancor Non-Negative and Sparse CCA nse Numerical Standard Errors Computation in R nseq Count of Sequential Events nsga2R Elitist Non-Dominated Sorting Genetic Algorithm nsga3 An Implementation of Non-Dominated Sorting Genetic Algorithm III for Feature Selection nsm3data Datasets to Accompany Hollander, Wolfe, and Chicken NSM3 nsp Inference for Multiple Change-Points in Linear Models nspmix Nonparametric and Semiparametric Mixture Estimation nsprcomp Non-Negative and Sparse PCA nswgeo Geospatial Data and Maps for New South Wales, Australia nsyllable Count Syllables in Character Vectors ntfy Lightweight Wrapper to the 'ntfy.sh' Service ntranova Two Way Neutrosophic ANOVA ntsDatasets Neutrosophic Data Sets ntsDists Neutrosophic Distributions nucim Nucleome Imaging Toolbox nudibranch Colour Palettes Inspired by Sea Slugs and Nudibranchs of Sydney nuggets Extensible Framework for Data Pattern Exploration nullabor Tools for Graphical Inference nullcat Null Models for Categorical and Continuous Community Matrices numDeriv Accurate Numerical Derivatives numKM Create a Kaplan-Meier Plot with Numbers at Risk numOSL Numeric Routines for Optically Stimulated Luminescence Dating numbat Haplotype-Aware CNV Analysis from scRNA-Seq numberize Convert Words to Numbers in Multiple Languages numberofalleles Compute the Probability Distribution of the Number of Alleles in a DNA Mixture numbers Number-Theoretic Functions numform Tools to Format Numbers for Publication numspellR Detection of Numeric Persistence and Rigidity Patterns nutriNetwork Structure Learning with Copula Graphical Model nutrition Useful Functions for People on a Diet nuts Convert European Regional Data nvctr The n-vector Approach to Geographical Position Calculations using an Ellipsoidal Model of Earth nvmix Multivariate Normal Variance Mixtures nycflights13 Flights that Departed NYC in 2013 nycflights23 Flights and Other Useful Metadata for NYC Outbound Flights in 2023 nzffdr Import, Clean and Update Data from the New Zealand Freshwater Fish Database nzilbb.labbcat Accessing Data Stored in 'LaBB-CAT' Instances nzilbb.vowels Vowel Covariation Tools nzpullover Driving Offences in New Zealand Between 2009 and 2016 o2geosocial Reconstruction of Transmission Chains from Surveillance Data o2ools Tools for 'outbreaker2' o2plsda Multiomics Data Integration oCELLoc Predicts Suitable Cell Types in Spatial Transcriptomics and scRNA-seq Data oHMMed HMMs with Ordered Hidden States and Emission Densities oRaklE Multi-Horizon Electricity Demand Forecasting in High Resolution oaColors OpenAnalytics Colors Package oaPlots OpenAnalytics Plots Package oai General Purpose 'Oai-PMH' Services Client oaii 'OpenAI' API R Interface oaqc Computation of the Orbit-Aware Quad Census oaxaca Blinder-Oaxaca Decomposition obAnalytics Limit Order Book Analytics obcost Obesity Cost Database obfuscatoR Obfuscation Game Designs objectProperties A Factory of Self-Describing Properties objectSignals Observer Pattern for S4 objectremover 'RStudio' Addin for Removing Objects from the Global Environment Based on Patterns and Object Type oblicubes 3D Rendering Using Obliquely Projected Cubes and Cuboids obliqueRSF Oblique Random Forests for Right-Censored Time-to-Event Data obm Interface to 'OpenBioMaps' Data and Services obr Access 'Office for Budget Responsibility' Data obsSens Sensitivity Analysis for Observational Studies observationalBlocks Block Designs for Observational Studies oc Optimal Classification Roll Call Analysis Software occ Estimation of PET Neuroreceptor Occupancies occumb Site Occupancy Modeling for Environmental DNA Metabarcoding occupancy Probability Functions for Occupancy Distributions occupationMeasurement Interactively Measure Occupations in Interviews and Beyond ocd High-Dimensional Multiscale Online Changepoint Detection oce Analysis of Oceanographic Data oceCens Ordered Composite Endpoints with Censoring oceanexplorer Explore Our Planet's Oceans with NOAA oceanic Location Identify Tool oceanmap A Plotting Toolbox for 2D Oceanographic Data oceanwaves Ocean Wave Statistics ocedata Oceanographic Data Sets for 'oce' Package ocf Ordered Correlation Forest ockc Order Constrained Solutions in k-Means Clustering oclust Gaussian Model-Based Clustering with Outliers ocp Bayesian Online Changepoint Detection ocrRBBR Explain Gene Expression with Boolean Rules of Chromatin States ocs4R Interface to Open Collaboration Services (OCS) REST API octopucs Statistical Support for Hierarchical Clusters octopus A Database Management Tool octopusR Interact with the 'Octopus Energy' API od Manipulate and Map Origin-Destination Data oda Pure-R Core Engine for Optimal Data Analysis (ODA / MultiODA) odbc Connect to ODBC Compatible Databases (using the DBI Interface) odbc.resourcer Open Database Connectivity Resource Resolver odbr Download Data from Brazil's Origin Destination Surveys oddnet Anomaly Detection in Temporal Networks odds.converter Betting Odds Conversion odds.n.ends Odds Ratios, Contingency Table, and Model Significance from a Generalized Linear Model Object oddsapiR Access Live Sports Odds from the Odds API oddsratio Odds Ratio Calculation for GAM(M)s & GLM(M)s oddstream Outlier Detection in Data Streams odeGUTS Solve ODE for GUTS-RED-SD and GUTS-RED-IT Using Compiled Code odetector Outlier Detection Using Partitioning Clustering Algorithms odiffr Fast Pixel-by-Pixel Image Comparison Using 'odiff' odin ODE Generation and Integration odk Convert 'ODK' or 'XLSForm' to 'SPSS' Data Frame odr Optimal Design and Statistical Power for Experimental Studies Investigating Main, Mediation, and Moderation Effects odyssey Interface to the HAL Open Archive API oecdoda Seamless Access to OECD Official Development Assistance (ODA) Data oeli Some Utilities for Developing Data Science Software oem Orthogonalizing EM: Penalized Regression for Big Tall Data oenb Tools for the OeNB Data Web Service oews2020 May 2020 Occupational Employment and Wage Statistics oews2021 May 2021 Occupational Employment and Wage Statistics ofGEM A Meta-Analysis Approach with Filtering for Identifying Gene-Level Gene-Environment Interactions with Genetic Association Data officedown Enhanced 'R Markdown' Format for 'Word' and 'PowerPoint' officer Manipulation of Microsoft Word and PowerPoint Documents offlineChange Detect Multiple Change Points from Time Series offsetreg An Extension of 'Tidymodels' Supporting Offset Terms ofhsyn Synthetic Our Future Health Data Generator ofpetrial Design on-Farm Precision Field Agronomic Trials oglcnac Processing and Analysis of 'O-GlcNAcAtlas' Data ogrdbstats Analysis of Adaptive Immune Receptor Repertoire Germ Line Statistics ohenery Modeling of Ordinal Random Variables via Softmax Regression ohoegdm Ordinal Higher-Order Exploratory General Diagnostic Model for Polytomous Data ohsome An 'ohsome API' Client ohun Optimizing Acoustic Signal Detection ohvbd One Health VBD Hub oii Crosstab and Statistical Tests for OII MSc Stats Course okBATHTUB Empirical Reservoir Eutrophication Modelling with Oklahoma Calibration okcolors A Set of Color Palettes Inspired by OK Go Music Videos for 'ggplot2' in R okxAPI An Unofficial Wrapper for 'okx exchange v5' API okxr R Interface to the 'OKX' REST API olctools Open Location Code Handling in R oldr An Implementation of Rapid Assessment Method for Older People oligo Preprocessing tools for oligonucleotide arrays oligoClasses Classes for high-throughput arrays supported by oligo and crlmm ollamar 'Ollama' Language Models ollg Computes some Measures of OLL-G Family of Distributions ollggamma Odd Log-Logistic Generalized Gamma Probability Distribution olr Optimal Linear Regression olsrr Tools for Building OLS Regression Models omicsTools Omics Data Process Toolbox omicwas Cell-Type-Specific Association Testing in Bulk Omics Experiments omnibus Helper Tools for Managing Data, Dates, Missing Values, and Text omock Creation of Mock Observational Medical Outcomes Partnership Common Data Model omopgenerics Methods and Classes for the OMOP Common Data Model omophub R Client for the 'OMOPHub' Medical Vocabulary API ompr Model and Solve Mixed Integer Linear Programs ompr.roi A Solver for 'ompr' that Uses the R Optimization Infrastructure ('ROI') omsvg Build and Transform 'SVG' Objects omu A Metabolomics Analysis Tool for Intuitive Figures and Convenient Metadata Collection onadata Data Sets for Keith McNulty's Handbook of Graphs and Networks in People Analytics onbabynames Names Given to Babies in Ontario Between 1917 and 2018 onbrand Templated Reporting Workflows in Word and PowerPoint once Execute Expensive Operations Only Once oncmap Analyze Data from Electronic Adherence Monitoring Devices ondisc Algorithms and Data Structures for Large Single-Cell Expression Matrices oneclust Maximum Homogeneity Clustering for Univariate Data onehot Fast Onehot Encoding for Data.frames oneinfl Estimates OIPP and OIZTNB Regression Models onelogin Interact with the 'OneLogin' API onemap Construction of Genetic Maps in Experimental Crosses onemapsgapi R Wrapper for the 'OneMap.Sg API' onetime Run Code Only Once onewaytests One-Way Tests in Independent Groups Designs onion Octonions and Quaternions onlineBcp Online Bayesian Methods for Change Point Analysis onlineCOV Online Change Point Detection in High-Dimensional Covariance Structure onlinePCA Online Principal Component Analysis onlineforecast Forecast Modelling for Online Applications onlineretail Online Retail Dataset onls Orthogonal Nonlinear Least-Squares Regression onmaRg Import Public Health Ontario's Ontario Marginalization Index onnx R Interface to 'ONNX' onnxr Bindings to 'ONNX' Runtime onpoint Helper Functions for Point Pattern Analysis ons Download Data from the 'Office for National Statistics' onsr Client for the 'ONS' API onsvplot National Road Safety Observatory (ONSV) Style for 'ggplot2' Graphics onsvtables National Road Safety Observatory (ONSV) Styles for 'gt' Tables ontoFAST Interactive Annotation of Characters with Biological Ontologies ontoProc processing of ontologies of anatomy, cell lines, and so on ontologyIndex Reading Ontologies into R ontologyPlot Visualising Sets of Ontological Terms ontologySimilarity Calculating Ontological Similarities ontophylo Ontology-Informed Phylogenetic Comparative Analyses oolong Create Validation Tests for Automated Content Analysis oompaBase Class Unions, Matrix Operations, and Color Schemes for OOMPA oompaData Data to Illustrate OOMPA Algorithms oosse Out-of-Sample R² with Standard Error Estimation oottest Out-of-Treatment Testing opGMMassessment Optimized Automated Gaussian Mixture Assessment opImputation Optimal Selection of Imputation Methods for Pain-Related Numerical Data opa An Implementation of Ordinal Pattern Analysis opalr 'Opal' Data Repository Client and 'DataSHIELD' Utils opdisDownsampling Optimal Distribution Preserving Down-Sampling of Bio-Medical Data openCR Open Population Capture-Recapture openEBGM EBGM Disproportionality Scores for Adverse Event Data Mining openFDA 'openFDA' API openMSE Easily Install and Load the 'openMSE' Packages openNCAI Calculates a Natural Capital Assets Index openNLP Apache OpenNLP Tools Interface openNLPdata Apache OpenNLP Jars and Basic English Language Models openSkies Retrieval, Analysis and Visualization of Air Traffic Data openVA Automated Method for Verbal Autopsy openai R Wrapper for OpenAI API openaiRtools R Client for the 'OpenAI' API openair Tools for the Analysis of Air Pollution Data openairmaps Create Maps of Air Pollution Data openalexR Getting Bibliographic Records from 'OpenAlex' Database Using 'DSL' API openappr Retrieve App Data from 'OpenAppBuilder' openaq Access Air Quality Data from the 'OpenAQ' API openbankeR R Client for Querying the UK 'Open Banking' ('Open Data') API openblender Request <https://openblender.io> API Services opencage Geocode with the OpenCage API opencesp Generation and Evaluation of Synthetic Tabular Datasets opencis Import Data from Spanish Sociological Research Center (CIS) opencltools 'OpenCL' Tools for R Package Developers opencpu Producing and Reproducing Results opencv Bindings to 'OpenCV' Computer Vision Library opendataformat Reading and Writing Open Data Format Files opendatatoronto Access the City of Toronto Open Data Portal opendotaR Interface for OpenDota API openeo Client Interface for 'openEO' Servers openesm Access the Open Experience Sampling Method Database opengraph Process Metadata from the 'Open Graph Protocol' openholidaysR Provides Access to the 'OpenHolidays' API openintro Datasets and Supplemental Functions from 'OpenIntro' Textbooks and Labs openmetrics A 'Prometheus' Client for R Using the 'OpenMetrics' Format openmpp Programmatic Interface to 'OpenM++' openrouteservice An 'openrouteservice' API Client openscoring 'Open Scoring' API Client opensimplex2 Generate Multi-Dimensional Open Simplex Noise openssl Toolkit for Encryption, Signatures and Certificates Based on OpenSSL opentripplanner Setup and connect to 'OpenTripPlanner' openxlsx Read, Write and Edit xlsx Files openxlsx2 Read, Write and Edit 'xlsx' Files operator.tools Utilities for Working with R's Operators operators Additional Binary Operators opinAr Argentina's Public Opinion Toolbox oppr Optimal Project Prioritization optBiomarker Estimation of Optimal Number of Biomarkers for Two-Group Microarray Based Classifications at a Given Error Tolerance Level for Various Classification Rules optDesignSlopeInt Optimal Designs for Estimating the Slope Divided by the Intercept optR Optimization Toolbox for Solving Linear Systems optRF Optimising Random Forest Stability by Determining the Optimal Number of Trees optband 'surv' Object Confidence Bands Optimized by Area optbdmaeAT Optimal Block Designs for Two-Colour cDNA Microarray Experiments optbin Optimal Binning of Data optbinningR Optimal Binning Methods for Predictive Modeling and Analytics optconerrf Optimal Monotone Conditional Error Functions optedr Calculating Optimal and D-Augmented Designs optextras Tools to Support Optimization Possibly with Bounds and Masks optiSel Optimum Contribution Selection and Population Genetics optiSolve Linear, Quadratic, and Rational Optimization optic Simulation Tool for Causal Inference Using Longitudinal Data optical Optimal Item Calibration opticskxi OPTICS K-Xi Density-Based Clustering opticut Likelihood Based Optimal Partitioning and Indicator Species Analysis optifunset Set Options if Unset optim.functions Standard Benchmark Optimization Functions optimCheck Graphical and Numerical Checks for Mode-Finding Routines optimLanduse Robust Land-Use Optimization optimParallel Parallel Version of the L-BFGS-B Optimization Method optimStrat Choosing the Sample Strategy optimalThreshold Bayesian Methods for Optimal Threshold Estimation optimall Allocate Samples Among Strata optimbase R Port of the 'Scilab' Optimbase Module optimflex Derivative-Based Optimization with User-Defined Convergence Criteria optimg General-Purpose Gradient-Based Optimization optimization Flexible Optimization of Complex Loss Functions with State and Parameter Space Constraints optimizeR Unified Framework for Numerical Optimizers optimizr Further Numerical Optimization Algorithms optimos.prime Optimos Prime Helps Calculate Autoecological Data for Biological Species optimsimplex R Port of the 'Scilab' Optimsimplex Module optimus Model Based Diagnostics for Multivariate Cluster Analysis optimx Expanded Replacement and Extension of the 'optim' Function optional Optional Types and Pattern Matching options Simple, Consistent Package Options optionstrat Utilizes the Black-Scholes Option Pricing Model to Perform Strategic Option Analysis and Plot Option Strategies optiscale Optimal Scaling optistock Determine Optimum Stocking Times Used in Fishery Enhancements optmatch Functions for Optimal Matching optparse Command Line Option Parser optrcdmaeAT Optimal Row-Column Designs for Two-Colour cDNA Microarray Experiments optree Hierarchical Runtime Configuration Management optrefine Optimally Refine Strata optsize Optimal Plot Size Estimation for Field Experiments optweight Optimization-Based Stable Balancing Weights opusminer OPUS Miner Algorithm for Filtered Top-k Association Discovery opusreader2 Read Spectroscopic Data from Bruker OPUS Binary Files orbital Predict with 'tidymodels' Workflows in Databases orbitr A Tidy Physics Engine for Building and Visualizing Orbital Simulations orbweaver Fast and Efficient Graph Data Structures orca Computation of Graphlet Orbit Counts in Sparse Graphs orcamentoBR Download Official Data on Brazil's Federal Budget orcidtr Retrieve Data from the ORCID Public API orclus Subspace Clustering Based on Arbitrarily Oriented Projected Cluster Generation ordDisp Separating Location and Dispersion in Ordinal Regression Models ordPanel Ordered Panel ordbetareg Ordered Beta Regression Models with 'brms' ordcrm Likelihood-Based Continual Reassessment Method (CRM) Dose Finding Designs orderanalyzer Extracting Order Position Tables from PDF-Based Order Documents ordered 'parsnip' Engines and Wrappers for Ordinal Classification Models ordering Test, Check, Verify, Investigate the Monotonic Properties of Vectors orderly Lightweight Reproducible Reporting orders Sampling from k-th Order Statistics of New Families of Distributions orderstats Efficiently Generates Random Order Statistic Variables ordgam Additive Model for Ordinal Data using Laplace P-Splines ordiBreadth Ordinated Diet Breadth ordinal Regression Models for Ordinal Data ordinalClust Ordinal Data Clustering, Co-Clustering and Classification ordinalCont Ordinal Regression Analysis for Continuous Scales ordinalForest Ordinal Forests: Prediction and Variable Ranking with Ordinal Target Variables ordinalGOF Goodness-of-Fit Tests for Ordinal Regression Models ordinalLBM Co-Clustering of Ordinal Data via Latent Continuous Random Variables ordinalNet Penalized Ordinal Regression ordinalRR Analysis of Repeatability and Reproducibility Studies with Ordinal Measurements ordinalTables Fit Models to Two-Way Tables with Correlated Ordered Response Categories ordinalbayes Bayesian Ordinal Regression for High-Dimensional Data ordinalgmifs Ordinal Regression for High-Dimensional Data ordinalpattern Tests Based on Ordinal Patterns ordinalsimr Compare Ordinal Endpoints Using Simulations ordr A 'Tidyverse' Extension for Ordinations and Biplots ore An R Interface to the Onigmo Regular Expression Library oreo Large Amplitude Oscillatory Shear (LAOS) orf Ordered Random Forests org Organising Projects orgR Analyse Text Files Created by Emacs' Org mode organik Multi-Horizon Probabilistic Ensemble with Copulas for Time Series Forecasting organizr Shortcuts for File Creation with Informative Prefixes orgutils Helper Functions for Org Files orientlib Support for Orientation Data origami Generalized Framework for Cross-Validation origin Explicitly Qualifying Namespaces by Automatically Adding 'pkg::' to Functions orisma Occupational Risk Integrated Systematic Mapping and Analysis orloca Operations Research LOCational Analysis Models orloca.es Spanish version of orloca package. Modelos de localizacion en investigacion operativa ormPlot Advanced Plotting of Ordinal Regression Models oro.dicom Rigorous - DICOM Input / Output oro.nifti Rigorous - 'NIfTI' + 'ANALYZE' + 'AFNI' : Input / Output oro.pet Rigorous - Positron Emission Tomography orsifronts Southern Ocean Frontal Distributions (Orsi) orsk Converting Odds Ratio to Relative Risk in Cohort Studies with Partial Data Information ort Create a Data Frame Representation of an Image orthGS Orthology vs Paralogy Relationships among Glutamine Synthetase from Plants orthanc Programmatic Interface to 'Orthanc' DICOM Servers orthoDr Semi-Parametric Dimension Reduction Models Using Orthogonality Constrained Optimization orthogonalsplinebasis Orthogonal B-Spline Basis Functions orthopolynom Collection of Functions for Orthogonal and Orthonormal Polynomials osDesign Design, Planning and Analysis of Observational Studies osbng Geospatial Grid Indexing with the British National Grid oscar Optimal Subset Cardinality Regression (OSCAR) Models Using the L0-Pseudonorm osd Orthogonal Signal Deconvolution for Spectra Deconvolution in GC-MS and GCxGC-MS Data osdatahub Easier Interaction with the Ordnance Survey Data Hub osdc Open Source Diabetes Classifier for Danish Registers osfr Interface to the 'Open Science Framework' ('OSF') oskeyring Raw System Credential Store Access from R osktnorm A Moment-Targeting Normality Transformation Based on Tukey g-h Distribution osmapiR 'OpenStreetMap' API osmclass Classify Open Street Map Features osmdata Import 'OpenStreetMap' Data as Simple Features or Spatial Objects osmextract Download and Import Open Street Map Data Extracts osqp Quadratic Programming Solver using the 'OSQP' Library osrm Interface Between R and the OpenStreetMap-Based Routing Service OSRM osrm.backend Bindings for 'Open Source Routing Machine' osrmr Wrapper for the 'OSRM' API osum Provide Summary Information About R Objects otTensor Optimal Tensor Transport otargen Access Open Target otel OpenTelemetry R API otelsdk R SDK and Exporters for OpenTelemetry otinference Inference for Optimal Transport otp One Time Password Generation and Verification otpr An R Wrapper for the 'OpenTripPlanner' REST API otrKM Optimal Treatment Regimes in Survival Contexts with Kaplan-Meier-Like Estimators otrimle Robust Model-Based Clustering otsfeatures Ordinal Time Series Analysis ottr An R Autograding Extension for Otter-Grader ottrpal Companion Tools for Open-Source Tools for Training Resources (OTTR) otuSummary Summarizing OTU Table Regarding the Composition, Abundance and Beta Diversity of Abundant and Rare Biospheres ouch Ornstein-Uhlenbeck Models for Phylogenetic Comparative Hypotheses ouladFormat Loads and Formats the Open University Learning Analytics Dataset for Data Analysis outForest Multivariate Outlier Detection and Replacement outbreaker2 Bayesian Reconstruction of Disease Outbreaks by Combining Epidemiologic and Genomic Data outbreaks A Collection of Disease Outbreak Data outcomerate AAPOR Survey Outcome Rates outlierMBC Sequential Outlier Identification for Model-Based Clustering outlierensembles A Collection of Outlier Ensemble Algorithms outliers Tests for Outliers outliers.ts.oga Efficient Outlier Detection for Large Time Series Databases outlierspinner Geometric Multivariate Outlier Detection via Random Directional Probing outliertree Explainable Outlier Detection Through Decision Tree Conditioning outlying Outliers Detection outreg Regression Table for Publication outrigger Outrigger Regression outstandR Model-Based Standardisation for Indirect Treatment Comparison with Limited Subject-Level Data ovbsa Sensitivity Analysis of Omitted Variable Bias overdisp Overdispersion in Count Data Multiple Regression Analysis overlap Estimates of Coefficient of Overlapping for Animal Activity Patterns overlapping Estimation of Overlapping in Empirical Distributions overlapptest Test Overlapping of Polygons Against Random Rotation overshiny Interactive Overlays on 'shiny' Plots overtureR Load 'Overture' Datasets as 'dbplyr' and 'sf'-Ready Data Frames overturemapsr Download Overture Maps Data in R overviewR Easily Extracting Information About Your Data owd Open Working Directory owdbr Open Welfare Data Brazil owidR Import Data from Our World in Data owidapi Access the Our World in Data Chart API ows4R Interface to OGC Web-Services (OWS) oxcAAR Interface to 'OxCal' Radiocarbon Calibration oysteR Scans R Projects for Vulnerable Third Party Dependencies oystermapR Predict and Map Oyster Growth Suitability from Environmental Data oz Plot the Australian Coastline and States ozbabynames Australian Popular Baby Names ozmaps Australia Maps p3state.msm Analyzing Survival Data from an Illness-Death Model pARI Permutation-Based All-Resolutions Inference pAnalysis Benchmarking and Rescaling R2 using Noise Percentile Analysis pBrackets Plot Brackets pCODE Estimation of an Ordinary Differential Equation Model by Parameter Cascade Method pCalibrate Bayesian Calibrations of p-Values pECV Entrywise Splitting Cross-Validation for Factor Models pEPA Tests of Equal Predictive Accuracy for Panels of Forecasts pGPx Pseudo-Realizations for Gaussian Process Excursions pGRN Single-Cell RNA Sequencing Pseudo-Time Based Gene Regulatory Network Inference pKSEA Prediction-Based Kinase-Substrate Enrichment Analysis pMEM Predictive Moran's Eigenvector Maps pPCA Partial Principal Component Analysis of Partitioned Large Sparse Matrices pQTLdata A Collection of Proteome Panels and Metadata pRF Permutation Significance for Random Forests pROC Display and Analyze ROC Curves pRSR Test of Periodicity using Response Surface Regression pRecipe Precipitation R Recipes pRepDesigns Partially Replicated (p-Rep) Designs pTITAN2 Permutations of Treatment Labels and TITAN2 Analysis pa Performance Attribution for Equity Portfolios paar Precision Agriculture Data Analysis pacheck Probabilistic Analysis Check Package pack Convert Values to/from Raw Vectors packHV A few Useful Functions for Statisticians packMBPLSDA Multi-Block Partial Least Squares Discriminant Analysis packageDiff Compare R Package Differences packageRank Computation and Visualization of Package Download Counts and Percentile Ranks packagefinder Comfortable Search for R Packages on CRAN, Either Directly from the R Console or with an R Studio Add-in packagepal Guidelines and Checklists for Building CRAN-Worthy Packages packager Create, Build and Maintain Packages packcircles Circle Packing packrat A Dependency Management System for Projects and their R Package Dependencies pacman Package Management Tool pacotest Testing for Partial Copulas and the Simplifying Assumption in Vine Copulas pacs Supplementary Tools for R Packages Developers pacta.loanbook Easily Install and Load PACTA for Banks Packages pacta.multi.loanbook Run 'PACTA' on Multiple Loan Books Easily pacu Precision Agriculture Computational Utilities pacviz Pac-Man Visualization Package paddleR Wrapper for 'Paddle' API (Application Programming Interface) padr Quickly Get Datetime Data Ready for Analysis pafdR Book Companion for Processing and Analyzing Financial Data with R pagedown Paginate the HTML Output of R Markdown with CSS for Print pagemap Create Mini Map for Web Pages pagenum Put Page Numbers on Graphics pagoda2 Single Cell Analysis and Differential Expression painbow Use XKCD's "Painbow" Colormap in ggplot2 painter Creation and Manipulation of Color Palettes paintingr Painting Palettes Generator paintmap Plotting Paintmaps pairsD3 D3 Scatterplot Matrices pairscale Pairwise Rescaling of Numeric Matrices pairwise Rasch Model Parameters by Pairwise Algorithm pairwiseCI Confidence Intervals for Two Sample Comparisons pairwiseLLM Pairwise Comparison Tools for Large Language Model-Based Writing Evaluation paisaje Spatial and Environmental Data Tools for Landscape Ecology pak Another Approach to Package Installation pakret Cite 'R' Packages on the Fly in 'R Markdown' and 'Quarto' palaeoSig Significance Tests for Palaeoenvironmental Reconstructions palaeoverse Prepare and Explore Data for Palaeobiological Analyses palasso Sparse Regression with Paired Covariates pald Partitioned Local Depth for Community Structure in Data paleoAM Simulating Assemblage Models of Abundance for the Fossil Record paleoDiv Extracting and Visualizing Paleobiodiversity paleoTS Analyze Paleontological Time-Series paleobioDB Download and Process Data from the Paleobiology Database paleobuddy Simulating Diversification Dynamics paleomorph Geometric Morphometric Tools for Paleobiology paleopop Pattern-Oriented Modeling Framework for Coupled Niche-Population Paleo-Climatic Models paleotree Paleontological and Phylogenetic Analyses of Evolution palette Color Scheme Helpers paletteer Comprehensive Collection of Color Palettes paletteknife Create Colour Scales and Legend from Continuous or Categorical Vectors palettephines Analytical Color Palettes for Philippine Phenology palettes Methods for Colour Vectors and Colour Palettes palettesForR GPL Palettes Copied from 'Gimp' and 'Inkscape' palettetown Use Pokemon Inspired Colour Palettes palimpsestr Probabilistic Decomposition of Archaeological Palimpsests palinsol Insolation for Palaeoclimate Studies palm Fitting Point Process Models via the Palm Likelihood palmerpenguins Palmer Archipelago (Antarctica) Penguin Data palmtree Partially Additive (Generalized) Linear Model Trees palr Colour Palettes for Data pals Color Palettes, Colormaps, and Tools to Evaluate Them pam Fast and Efficient Processing of PAM Data pamm Power Analysis for Random Effects in Mixed Models pammtools Piece-Wise Exponential Additive Mixed Modeling Tools for Survival Analysis pamr Pam: Prediction Analysis for Microarrays pams Profile Analysis via Multidimensional Scaling pan Multiple Imputation for Multivariate Panel or Clustered Data pandemics Monitoring a Developing Pandemic with Available Data pandemonium High Dimensional Analysis in Linked Spaces pander An R 'Pandoc' Writer pandoc Manage and Run Universal Converter 'Pandoc' from 'R' pandocfilters Pandoc Filters for R panelPomp Inference for Panel Partially Observed Markov Processes panelSUR Two-Way Error Component SUR Systems Estimation on Unbalanced Panel Data panelView Visualizing Panel Data panelWranglR Panel Data Wrangling Tools paneldesc Descriptive Analysis and Visualization for Panel Data panelhetero Panel Data Analysis with Heterogeneous Dynamics panelr Regression Models and Utilities for Repeated Measures and Panel Data panelsummary Create Publication-Ready Regression Tables with Panels paneltests Panel Data Pre-Testing and Diagnostic Suite panelvar Panel Vector Autoregression pangaear Client for the 'Pangaea' Database pangoling Access to Large Language Model Predictions pannotator Visualisation and Annotation of 360 Degree Imagery papaja Prepare American Psychological Association Journal Articles with R Markdown papeR A Toolbox for Writing Pretty Papers and Reports paperplanes Distance Recordings from a Paper Plane Folding/Flying Experiment parSim Parallel Simulator parTimeROC Parametric Time-Dependent Receiver Operating Characteristic parabar Progress Bar for Parallel Tasks parade Pen's Income Parades paradox Define and Work with Parameter Spaces for Complex Algorithms parafac4microbiome Parallel Factor Analysis Modelling of Longitudinal Microbiome Data parallelDist Parallel Distance Matrix Computation using Multiple Threads parallelMCMCcombine Combining Subset MCMC Samples to Estimate a Posterior Density parallelMap Unified Interface to Parallelization Back-Ends parallelPlot `htmlwidget` for a Parallel Coordinates Plot parallelly Enhancing the 'parallel' Package parallelpam Parallel Partitioning-Around-Medoids (PAM) for Big Sets of Data param2moment Raw, Central and Standardized Moments of Parametric Distributions paramDemo Parametric and Non-Parametric Demographic Functions and Applications paramGUI A Shiny GUI for some Parameter Estimation Examples parameters Processing of Model Parameters paramhetero Numeric and Visual Comparisons of Heterogeneity in Parametric Models paramix Aggregate and Disaggregate Continuous Parameters for Compartmental Models paramlink Parametric Linkage and Other Pedigree Analysis in R paramlink2 Parametric Linkage Analysis paramsim Parameterized Simulation paramtest Run a Function Iteratively While Varying Parameters paran Horn's Test of Principal Components/Factors parasiteR A Theorical-Practical Approach to Parasitological Data Analysis parcats Interactive Parallel Categories Diagrams for 'easyalluvial' parcr Construct Parsers for Structured Text Files parfm Parametric Frailty Models pargasite Pollution-Associated Risk Geospatial Analysis Site parglm Parallel GLM parma Portfolio Allocation and Risk Management Applications parmigene Parallel Mutual Information Estimation for Gene Network Reconstruction parmsurvfit Parametric Models for Survival Data parqr Read in Multi-Part Parquet Files parquetize Convert Files to Parquet Format parseLatex Parse 'LaTeX' Code parseRPDR Parse and Manipulate Research Patient Data Registry ('RPDR') Text Queries parsec Partial Orders in Socio-Economics parsedate Recognize and Parse Dates in Various Formats, Including All ISO 8601 Formats parsel Parallel Dynamic Web-Scraping Using 'RSelenium' parsermd Formal Parser and Related Tools for R Markdown Documents parsnip A Common API to Modeling and Analysis Functions partDSA Partitioning Using Deletion, Substitution, and Addition Moves partR2 Partitioning R2 in GLMMs partialised Partialised Functions partialling.out Residuals from Partial Regressions particle.swarm.optimisation Optimisation with Particle Swarm Optimisation particles A Graph Based Particle Simulator Based on D3-Force partition Agglomerative Partitioning Framework for Dimension Reduction partitionBEFsp Methods for Calculating the Loreau & Hector 2001 BEF Partition partitionComparison Implements Measures for the Comparison of Two Partitions partitionMetric Compute a distance metric between two partitions of a set partitions Additive Partitions of Integers partools Tools for the 'Parallel' Package partsm Periodic Autoregressive Time Series Models parttime Partial Datetime Handling parttree Visualize Simple 2-D Decision Tree Partitions party A Laboratory for Recursive Partytioning partycoloR Extract Party Colors and Logos from Wikipedia partykit A Toolkit for Recursive Partytioning parzer Parse Messy Geographic Coordinates pasadr An Implementation of Process-Aware Stealthy Attack Detection(PASAD) pass.lme Power and Sample Size for Linear Mixed Effect Models passt Probability Associator Time (PASS-T) password Create Random Passwords pastaPlot Spaghetti-Plot Fixed and Random Effects of Linear Mixed Models pastboon Simulation of Parameterized Stochastic Boolean Networks pastclim Manipulate Time Series of Climate Reconstructions pasteAsComment 'RStudio' Addin to Paste the Clipboard as a Comment Block or a 'roxygen' Block pastecs Package for Analysis of Space-Time Ecological Series patchDVI Package to Patch '.dvi' or '.synctex' Files patchSynctex Communication Between Editor and Viewer for Literate Programs patchwork The Composer of Plots patentr Access USPTO Bulk Data in Tidy Rectangular Format patentsview An R Client to the 'PatentsView' API pater Turn a URL Pathname into a Regular Expression path.chain Concise Structure for Chainable Paths pathdb Comprehensive Database for Pathway Enrichment Analysis pathfindR Enrichment Analysis Utilizing Active Subnetworks pathfindR.data Data Package for 'pathfindR' pathling A Library for using 'Pathling' pathlit An SDK for the PathLit Engine pathmodelfit Path Component Fit Indices for Latent Structural Equation Models paths An Imputation Approach to Estimating Path-Specific Causal Effects pathview a tool set for pathway based data integration and visualization pathviewr Wrangle, Analyze, and Visualize Animal Movement Data patientProfilesVis Visualization of Patient Profiles patrick Parameterized Unit Testing pattern.checks Identifies Patterned Responses in Scales patternator Feature Extraction from Female Brown Anole Lizard Dorsal Patterns patterncausality Pattern Causality Algorithm patternize Quantification of Color Pattern Variation patternplot Versatile Pie Charts, Ring Charts, Bar Charts and Box Plots using Patterns, Colors and Images pavo Perceptual Analysis, Visualization and Organization of Spectral Colour Data pawacc Physical Activity with Accelerometers paws Amazon Web Services Software Development Kit paws.analytics 'Amazon Web Services' Analytics Services paws.application.integration 'Amazon Web Services' Application Integration Services paws.common Paws Low-Level Amazon Web Services API paws.compute 'Amazon Web Services' Compute Services paws.cost.management 'Amazon Web Services' Cost Management Services paws.customer.engagement 'Amazon Web Services' Customer Engagement Services paws.database 'Amazon Web Services' Database Services paws.developer.tools 'Amazon Web Services' Developer Tools Services paws.end.user.computing 'Amazon Web Services' End User Computing Services paws.machine.learning 'Amazon Web Services' Machine Learning Services paws.management 'Amazon Web Services' Management & Governance Services paws.networking 'Amazon Web Services' Networking & Content Delivery Services paws.security.identity 'Amazon Web Services' Security, Identity, & Compliance Services paws.storage 'Amazon Web Services' Storage Services pawscore Pain Assessment at Withdrawal Speeds (PAWS) pbANOVA Parametric Bootstrap for ANOVA Models pbapply Adding Progress Bar to '*apply' Functions pbatR Pedigree/Family-Based Genetic Association Tests Analysis and Power pbbd Position Balanced and Nearly Position Balanced Block Designs pbcc Percentile-Based Control Chart pbdMPI R Interface to MPI for HPC Clusters (Programming with Big Data Project) pbdSLAP Programming with Big Data -- Scalable Linear Algebra Packages pbdZMQ Programming with Big Data -- Interface to 'ZeroMQ' pbiparams Safe Parameter Extraction for Power BI R Scripts pbivnorm Vectorized Bivariate Normal CDF pbkrtest Parametric Bootstrap, Kenward-Roger and Satterthwaite Based Methods for Test in Mixed Models pblm Bivariate Additive Marginal Regression for Categorical Responses pbm Protein Binding Models pbmcapply Tracking the Progress of Mc*pply with Progress Bar pbo Probability of Backtest Overfitting pboost Profile Boosting Framework for Parametric Models pbr Find a Cold One Near You pbs Periodic B Splines pbv Probabilities for Bivariate Normal Distribution pc Pattern Causality Analysis pcLasso Principal Components Lasso pcSteiner Convenient Tool for Solving the Prize-Collecting Steiner Tree Problem pcaL1 L1-Norm PCA Methods pcaMethods A collection of PCA methods pcaPP Robust PCA by Projection Pursuit pcadapt Fast Principal Component Analysis for Outlier Detection pcal Calibration of P-Values for Point Null Hypothesis Testing pcalg Methods for Graphical Models and Causal Inference pcaone Fast and Accurate Randomized Singular Value Decomposition Algorithms with 'PCAone' pcatsAPIclientR 'PCATS' API Client pccc Pediatric Complex Chronic Conditions pcdid Principal Components Difference-in-Differences pcds Proximity Catch Digraphs and Their Applications pcds.ugraph Underlying Graphs of Proximity Catch Digraphs and Their Applications pcensmix Model Fitting to Progressively Censored Mixture Data pcev Principal Component of Explained Variance pcg Preconditioned Conjugate Gradient Algorithm for solving Ax=b pcgen Reconstruction of Causal Networks for Data with Random Genetic Effects pch Piecewise Constant Hazard Models for Censored and Truncated Data pchc Bayesian Network Learning with the PCHC and Related Algorithms pci A Collection of Process Capability Index Functions pciR Proactive Conservation Index pcmabc Approximate Bayesian Computations for Phylogenetic Comparative Methods pcnetmeta Patient-Centered Network Meta-Analysis pcpr Principal Component Pursuit for Environmental Epidemiology pcreg Advanced Methods for Principal Component Analysis and Principal Component Regression pcse Panel-Corrected Standard Error Estimation in R pcsstools Tools for Regression Using Pre-Computed Summary Statistics pct Propensity to Cycle Tool pctax Professional Comprehensive Omics Data Analysis pcts Periodically Correlated and Periodically Integrated Time Series pcutils Some Useful Functions for Statistics and Visualization pcv Procrustes Cross-Validation pcvr Plant Phenotyping and Bayesian Statistics pdInfoBuilder Platform Design Information Package Builder pdR Threshold Model and Unit Root Tests in Cross-Section and Time Series Data pdSpecEst An Analysis Toolbox for Hermitian Positive Definite Matrices pda Privacy-Preserving Distributed Algorithms pdc Permutation Distribution Clustering pdcor Fast and Light-Weight Partial Distance Correlation pder Panel Data Econometrics with R pdfCluster Cluster Analysis via Nonparametric Density Estimation pdfcombiner Graphical User Interface for Manipulating PDF and Image Files pdfetch Fetch Economic and Financial Time Series Data from Public Sources pdfminer Read Portable Document Format (PDF) Files pdfsearch Search Tools for PDF Files pdftables Programmatic Conversion of PDF Tables pdftools Text Extraction, Rendering and Converting of PDF Documents pdi Phenotypic Index Measures for Oak Decline Severity pdist Partitioned Distance Function pdp Partial Dependence Plots pdqr Work with Custom Distribution Functions pdt Permutation Distancing Test pdxTrees Data Package of Portland, Oregon Trees pdynmc Moment Condition Based Estimation of Linear Dynamic Panel Data Models peRiodiCS Functions for Generating Periodic Curves peacesciencer Tools and Data for Quantitative Peace Science Research peacots Periodogram Peaks in Correlated Time Series peakRAM Monitor the Total and Peak RAM Used by an Expression or Function pearson7 Maximum Likelihood Inference for the Pearson VII Distribution with Shape Parameter 3/2 pec Prediction Error Curves for Risk Prediction Models in Survival Analysis pecan Portfolio for Economic Complexity Analysis and Navigation pecanr Partial Eta-Squared for Crossed, Nested, and Mixed Linear Mixed Models pecora Permutation Conditional Random Tests pedFamilias Import and Export 'Familias' Files pedMermaid Pedigree Mermaid Syntax pedSimulate Pedigree, Genetic Merit, Phenotype, and Genotype Simulation pedalfast.data PEDALFAST Data pedbp Pediatric Blood Pressure pedbuildr Pedigree Reconstruction pedgene Gene-Level Variant Association Tests for Pedigree Data pedigree Pedigree Functions pedigreeTools Versatile Functions for Working with Pedigrees pedigreemm Pedigree-Based Mixed-Effects Models pedmut Mutation Models for Pedigree Likelihood Computations pedometrics Miscellaneous Pedometric Tools pedprobr Probability Computations on Pedigrees pedquant Public Economic Data and Quantitative Analysis pedsuite Easy Installation of the 'pedsuite' Packages for Pedigree Analysis pedtools Creating and Working with Pedigrees and Marker Data pedtricks Visualize, Summarize and Simulate Data from Pedigrees pegas Population and Evolutionary Genetics Analysis System pegs Pseudo-Expectation Gauss-Seidel pell Data About Historic Pell Grant Distribution in the US pema Penalized Meta-Analysis pempi Proportion Estimation with Marginal Proxy Information pems.utils Portable Emissions (and Other Mobile) Measurement System Utilities pemultinom L1-Penalized Multinomial Regression with Statistical Inference penAFT Fit the Semiparametric Accelerated Failure Time Model with Elastic Net and Sparse Group Lasso Penalties penMSM Estimating Regularized Multi-state Models Using L1 Penalties penalized L1 (Lasso and Fused Lasso) and L2 (Ridge) Penalized Estimation in GLMs and in the Cox Model penalizedSVM Feature Selection SVM using Penalty Functions penalizedcdf Estimate a Penalized Linear Model using the CDF Penalty Function penalizedclr Integrative Penalized Conditional Logistic Regression penaltyLearning Penalty Learning pencal Penalized Regression Calibration for the Dynamic Prediction of Survival penetrance Methods for Penetrance Estimation in Family-Based Studies penfa Single- And Multiple-Group Penalized Factor Analysis penppml Penalized Poisson Pseudo Maximum Likelihood Regression pensar LLM Wiki Engine pense Penalized Elastic Net S/MM-Estimator of Regression pensim Simulation of High-Dimensional Data and Parallelized Repeated Penalized Regression pensynth Penalized Synthetic Control Estimation peopleanalytics Data Sets for Craig Starbuck's Book, "The Fundamentals of People Analytics: With Applications in R" peopleanalyticsdata Data Sets for Keith McNulty's Handbook of Regression Modeling in People Analytics pep725 Pan-European Phenological Data Analysis pepdiff Differential Abundance Analysis for Phosphoproteomics Data pepe Data Manipulation peperr Parallelised Estimation of Prediction Error peppm Piecewise Exponential Distribution with Random Time Grids peppwR Power Analysis for Phosphopeptide Abundance Hypothesis Test pepr Reading Portable Encapsulated Projects peptoolkit A Toolkit for Using Peptide Sequences in Machine Learning pequod Colour Palette for Reading and Code, Inspired by Moby-Dick perARMA Periodic Time Series Analysis peramo Permutation Tests for Randomization Model perccalc Estimate Percentiles from an Ordered Categorical Variable percentiles Calculate (Stratified) Percentiles performance Assessment of Regression Models Performance periscope Enterprise Streamlined 'Shiny' Application Framework periscope2 Enterprise Streamlined 'shiny' Application Framework Using 'bs4Dash' perm Exact or Asymptotic Permutation Tests permChacko Chacko Test for Order-Restriction with Permutation permPATH Permutation Based Gene Expression Pathway Analysis permRand Permutation Randomization permimp Conditional Permutation Importance perms Fast Permutation Computation permubiome A Permutation Based Test for Biomarker Discovery in Microbiome Data permuco Permutation Tests for Regression, (Repeated Measures) ANOVA/ANCOVA and Comparison of Signals permutations The Symmetric Group: Permutations of a Finite Set permute Functions for Generating Restricted Permutations of Data permutes Permutation Tests for Time Series Data permutest Run Permutation Tests and Construct Associated Confidence Intervals perplexR A Coding Assistant using Perplexity's Large Language Models perry Resampling-Based Prediction Error Estimation for Regression Models perryExamples Examples for Integrating Prediction Error Estimation into Regression Models persDx Personalized Diagnostics Rules for Subgroup Identification and Personalized Biomarker Discovery persistence Optimal Graph Partition using the Persistence personalized Estimation and Validation Methods for Subgroup Identification and Personalized Medicine personalized2part Two-Part Estimation of Treatment Rules for Semi-Continuous Data personalr Automated Personal Package Setup personnelSelectionUtility Utility Analysis Methods for Personnel Selection personr Test Your Personality perspectev Permutation of Species During Turnover Events perspectiveR Interactive Pivot Tables and Visualizations with 'Perspective' persval Computing Personal Values Scores perturbR Random Perturbation of Count Matrices peruflorads43 Check Threatened Plant Species Status Against Peru's Supreme Decree 043-2006-AG perumammals Taxonomic Backbone and Name Validation Tools for Mammals of Peru peruse A Tidy API for Sequence Iteration and Set Comprehension perutimber Catalogue of the Timber Forest Species of the Peruvian Amazon pervasive Pervasiveness Functions for Correlational Data pesel Automatic Estimation of Number of Principal Components in PCA pestr Interface to Download Data on Pests and Hosts from 'EPPO' petersenlab A Collection of R Functions by the Petersen Lab peticontrast Professional Contrast Coding for OLS Models pewdata Reproducible Retrieval of Pew Research Center Datasets pexm Loading a JAGS Module for the Piecewise Exponential Distribution pez Phylogenetics for the Environmental Sciences pfclust Power Fuzzy Clustering and Cluster-Wise Regression pfica Independent Components Analysis Techniques for Functional Data pfr Interface to the 'C++' Library 'Pf' pfwim Food Web Construction for Paleo Communities pg Polya Gamma Distribution Sampler pgKDEsphere Parametrically Guided Kernel Density Estimator for Spherical Data pgTools Functions for Generating PostgreSQL Statements/Scripts pgam Poisson-Gamma Additive Models pgdraw Generate Random Samples from the Polya-Gamma Distribution pgee.mixed Penalized Generalized Estimating Equations for Bivariate Mixed Outcomes pgenlibr 'PLINK' 2 Binary (.pgen) Reader pgirmess Spatial Analysis and Data Mining for Field Ecologists pglm Panel Generalized Linear Models pgmm Parsimonious Gaussian Mixture Models pgnorm The p-Generalized Normal Distribution pgraph Build Dependency Graphs using Projection pguIMP Visually Guided Preprocessing of Bioanalytical Laboratory Data ph2bayes Bayesian Single-Arm Phase II Designs ph2mult Phase II Clinical Trial Design for Multinomial Endpoints phacking Sensitivity Analysis for p-Hacking in Meta-Analyses phangorn Phylogenetic Reconstruction and Analysis phantSEM Create Phantom Variables in Structural Equation Models for Sensitivity Analyses pharmaRTF Enhanced RTF Wrapper for Use with Existing Table Packages pharmaverse Navigate 'Pharmaverse' pharmaverseadam ADaM Test Data for the 'Pharmaverse' Family of Packages pharmaverseadamjnj J&J Innovative Medicine ADaM Test Data pharmaverseraw Raw Data for 'pharmaversesdtm' Package pharmaversesdtm SDTM Test Data for the 'Pharmaverse' Family of Packages pharmaversesdtmjnj J&J Innovative Medicine SDTM Test Data pharmr Interface to the 'Pharmpy' 'Pharmacometrics' Library phase Analyse Biological Time-Series Data phase12designs Comprehensive Tools for Running Model-Assisted Phase I/II Trial Simulations phase1PRMD Personalized Repeated Measurement Design for Phase I Clinical Trials phase1RMD Repeated Measurement Design for Phase I Clinical Trial phateR PHATE - Potential of Heat-Diffusion for Affinity-Based Transition Embedding phd Permutation Testing in High-Dimensional Linear Models phdcocktail Enhance the Ease of R Experience as an Emerging Researcher pheatmap Pretty Heatmaps phecodemap Visualization for PheCode Mapping with ICD-9 and ICD-10-CM Codes phenModel Insect Phenology Model Evaluation Based on Daily Temperatures phenesse Estimate Phenological Metrics using Presence-Only Data phenex Auxiliary Functions for Phenological Data Analysis phenmod Auxiliary Functions for Phenological Data Processing, Modelling and Result Handling pheno Auxiliary Functions for Phenological Data Analysis phenoCDM Continuous Development Models for Incremental Time-Series Analysis phenocamr Facilitates 'PhenoCam' Data Access and Time Series Post-Processing phenofit Extract Remote Sensing Vegetation Phenology phenolocrop Time-Series Models to the Crop Phenology phenology Tools to Manage a Parametric Function that Describes Phenology and More phenomap Projecting Satellite-Derived Phenology in Space phenopix Process Digital Images of a Vegetation Cover phers Calculate Phenotype Risk Scores phia Post-Hoc Interaction Analysis philentropy Similarity and Distance Quantification Between Probability Functions phinterval Set Operations on Time Intervals phoenics Pathways Longitudinal and Differential Analysis in Metabolomics phoenix The Phoenix Pediatric Sepsis and Septic Shock Criteria phonR Tools for Phoneticians and Phonologists phonTools Tools for Phonetic and Acoustic Analyses phonenumber Convert Letters to Numbers and Back as on a Telephone Keypad phonetisr A Naive IPA Tokeniser phonfieldwork Linguistic Phonetic Fieldwork Tools phonics Phonetic Spelling Algorithms phosphoricons 'Phosphor' Icons for R photobiology Photobiological Calculations photobiologyFilters Spectral Transmittance and Spectral Reflectance Data photobiologyInOut Read Spectral and Logged Data from Foreign Files photobiologyLEDs Spectral Data for Light-Emitting-Diodes photobiologyLamps Spectral Irradiance Data for Lamps photobiologyPlants Plant Photobiology Related Functions and Data photobiologySensors Response Data for Light Sensors photobiologySun Data for Sunlight Spectra photobiologyWavebands Waveband Definitions for UV, VIS, and IR Radiation photon High-Performance Geocoding using 'photon' photosynthesis Tools for Plant Ecophysiology & Modeling photosynthesisLRC Nonlinear Least Squares Models for Photosynthetic Light Response phrases Phrasal Verbs in English Club Website phscs Philippine Statistical Classification Systems phsmethods Standard Methods for Use in Public Health Scotland phsopendata Extract from the Scottish Health and Social Care Open Data Platform phuassess Proportional Habitat Use Assessment phutil Persistence Homology Utilities phyclust Phylogenetic Clustering (Phyloclustering) phyext2 An Extension (for Package 'SigTree') of Some of the Classes in Package 'phylobase' phylepic Combined Visualisation of Phylogenetic and Epidemiological Data phylin Spatial Interpolation of Genetic Data phyloTop Calculating Topological Properties of Phylogenies phyloatlas Access to the 'Phylo-Species Atlas' of Empirical Phylogenies phylobase Base Package for Phylogenetic Structures and Comparative Data phylocanvas Interactive Phylogenetic Trees Using the 'Phylocanvas' JavaScript Library phylocomr Interface to 'Phylocom' phylogram Dendrograms for Evolutionary Analysis phylolm Phylogenetic Linear Regression phylolm.hp Hierarchical Partitioning of R2 for Phylogenetic Linear Regression phylometrics Estimating Statistical Errors of Phylogenetic Metrics phylopairs Comparative Analyses of Lineage-Pair Traits phylopath Perform Phylogenetic Path Analysis phyloraster Evolutionary Diversity Metrics for Raster Data phyloregion Biogeographic Regionalization and Macroecology phylosamp Sample Size Calculations for Molecular and Phylogenetic Studies phylosem Phylogenetic Structural Equation Model phyloseq Handling and analysis of high-throughput microbiome census data phyloseqGraphTest Graph-Based Permutation Tests for Microbiome Data phylosignal Exploring the Phylogenetic Signal in Continuous Traits phylosignalDB Explore Phylogenetic Signals Using Distance-Based Methods phylospatial Spatial Phylogenetic Analysis phylotate Phylogenies with Annotations phylotypr Classifying DNA Sequences to Taxonomic Groupings phylter Detect and Remove Outliers in Phylogenomics Datasets phymapnet Phylogeny-Guided Bayesian Microbial Network Inference phyr Model Based Phylogenetic Analysis phyreg The Phylogenetic Regression of Grafen (1989) phytoclass Estimate Chla Concentrations of Phytoplankton Groups phytools Phylogenetic Tools for Comparative Biology (and Other Things) piar Price Index Aggregation picClip Paste Box Input for 'Shiny' picR Predictive Information Criteria for Model Selection picante Integrating Phylogenies and Ecology picasso Sparse Learning with Convex and Concave Penalties picker Pick Data Points from a Deck.gl Scatterplot pickmax Split and Coalesce Duplicated Records picohdr Read, Write and Manipulate High Dynamic Range Images picreg Variable Selection using the Pivotal Information Criterion pid Process Improvement using Data piecemaker Tools for Preparing Text for Tokenizers piecemeal Wrangle Large Simulation Studies piecenorms Calculate a Piecewise Normalised Score Using Class Intervals piecepackr Board Game Graphics piecewiseSEM Piecewise Structural Equation Modeling piggyback Managing Larger Data on a GitHub Repository piglet Program for Inferring Immunoglobulin Allele Similarity Clusters and Genotypes pii Search Data Frames for Personally Identifiable Information piiR Predictive Information Index ('PII') pikchr R Wrapper for 'pikchr' (PIC) Diagram Language pillar Coloured Formatting for Columns pim Fit Probabilistic Index Models pimeta Prediction Intervals for Random-Effects Meta-Analysis pinfsc50 Sequence ('FASTA'), Annotation ('GFF') and Variants ('VCF') for 17 Samples of 'P. Infestans" and 1 'P. Mirabilis' pingers Identify, Ping, and Log Internet Provider Connection Data pingr Check if a Remote Computer is Up pinnacle.data Market Odds Data from Pinnacle pinochet Data About the Victims of the Pinochet Regime, 1973-1990 pinp 'pinp' is not 'PNAS' pins Pin, Discover, and Share Resources pinterestadsR Access to Pinterest Ads via the 'Windsor.ai' API pintervals Model Agnostic Prediction Intervals pioneeR Productivity and Efficiency Analysis using DEA pipeR Multi-Paradigm Pipeline Implementation pipebind Flexible Binding for Complex Function Evaluation with the Base R |> Pipe pipefittr Convert Nested Functions to Pipes pipeflow Fast Interactive Data Analysis Pipelines pipeliner Machine Learning Pipelines for R pipetime Tools to Time Pipe Operations pipr Client for the Poverty and Inequality Platform ('PIP') API piqp R Interface to Proximal Interior Point Quadratic Programming Solver piratings Calculate Pi Ratings for Teams Competing in Sport Matches pisaRT Small Example Response and Response Time Data from PISA 2018 piton Parsing Expression Grammars in Rcpp pivmet Pivotal Methods for Bayesian Relabelling and k-Means Clustering pivotaltrackR A Client for the 'Pivotal Tracker' API pivotea Create Pivot Table Easily pivottabler Create Pivot Tables piwikproR Access 'Piwik Pro' Website Statistics pixarfilms Pixar Films and Achievements pixelclasser Classifies Image Pixels by Colour pixelpuzzle Puzzle Game for the R Console pixels Tools for Working with Image Pixels pixiedust Tables so Beautifully Fine-Tuned You Will Believe It's Magic pixieweb Access PX-Web Statistical Data from R pixmap Bitmap Images / Pixel Maps pixr Access Brazilian Central Bank 'PIX' Open Data 'API' pizzarr Slice into 'Zarr' Arrays pk.unit.trans Achieve Numerical Conversion Between Units Commonly Used in Pharmacokinetics pk4adi PK for Anesthetic Depth Indicators pkdata Creates Pharmacokinetic/Pharmacodynamic (PK/PD) Data pkgGraphR Graph the Relationship Between Functions in an R Package pkgKitten Create Simple Packages Which Do not Upset R Package Checks pkgbuild Find Tools Needed to Build R Packages pkgcache Cache 'CRAN'-Like Metadata and R Packages pkgcond Classed Error and Warning Conditions pkgconfig Private Configuration for 'R' Packages pkgdepR Statically Determine Function Dependencies Between Packages pkgdepends Package Dependency Resolution and Downloads pkgdiff Identifies Package Differences pkgdown Make Static HTML Documentation for a Package pkgdown.offline Build 'pkgdown' Websites Offline pkgfilecache Download and Manage Optional Package Data pkggraph Explore the R Package Dependencies on the Comprehensive R Archive Network (CRAN) Like Repositories pkglite Compact Package Representations pkgload Simulate Package Installation and Attach pkgmatch Find R Packages Matching Either Descriptions or Other R Packages pkgndep Analyze Dependency Heaviness of R Packages pkgnet Get Network Representation of an R Package pkgnews Retrieve R Package News Files pkgsearch Search and Query CRAN R Packages pkgsite Convert the Reference Pages into 'Quarto' Files pkgstats Metrics of R Packages pkgverse Build a Meta-Package Universe pkmapr Pakistan Spatial Data Toolkit pkmon Least-Squares Estimator under k-Monotony Constraint for Discrete Functions pkpd.Release Model Fitting and Simulation for Drug Release Kinetics and PK/PD pks Probabilistic Knowledge Structures pksensi Global Sensitivity Analysis in Physiologically Based Kinetic Modeling plac A Pairwise Likelihood Augmented Cox Estimator for Left-Truncated Data placematchr Normalize and Match City Names to NUTS Regions plainview Plot Raster Images Interactively on a Plain HTML Canvas plan Tools for Project Planning planets Simple and Accessible Data from all Known Planets planr Tools for Supply Chain Management, Demand and Supply Planning planscorer Score Redistricting Plans with 'PlanScore' plantTracker Extract Demographic and Competition Data from Fine-Scale Maps plantecophys Modelling and Analysis of Leaf Gas Exchange Data plantmix Genetic Study of Plant Mixtures plantphysioR Fundamental Formulas for Plant Physiology plasma Partial LeAst Squares for Multiomic Analysis plasso Cross-Validated Post-Lasso plater Read, Tidy, and Display Data from Microtiter Plates platetools Tools and Plots for Multi-Well Plates platowork Data from a Test of the PlatoWork tDCS Headset plattice Lattice Plot for Panel Data plausibounds Plausible Bounds for Treatment Path Estimates plavaan Penalized Estimation for Latent Variable Models with 'lavaan' player Play Games in the Console pldamixture Post-Linkage Data Analysis Based on Mixture Modelling pleLMA Pseudo-Likelihood Estimation of Log-Multiplicative Association Models pleio Pleiotropy Test for Multiple Traits on a Genetic Marker pleioh2g Estimation of Pleiotropic Heritability from Genome-Wide Association Studies (GWAS) Summary Statistics plfMA A GUI to View, Design and Export Various Graphs of Data plfm Probabilistic Latent Feature Analysis plgp Particle Learning of Gaussian Processes plgraphics User Oriented Plotting Functions pliman Tools for Plant Image Analysis plink IRT Separate Calibration Linking Methods plinkFile 'PLINK' (and 'GCTA') File Helpers plinkQC Genotype Quality Control with 'PLINK' plm Linear Models for Panel Data plmmr Penalized Linear Mixed Models for Correlated Data pln Polytomous Logit-Normit (Graded Logistic) Model Estimation plnr A Framework for Planning and Executing Analyses plot.matrix Visualizes a Matrix as Heatmap plot3D Plotting Multi-Dimensional Data plot3Drgl Plotting Multi-Dimensional Data - Using 'rgl' plot3logit Ternary Plots for Trinomial Regression Models plot4fun Just Plot for Fun plotGMM Tools for Visualizing Gaussian Mixture Models plotHMM Plot Hidden Markov Models plotMCMC MCMC Diagnostic Plots plotMElm Plot Marginal Effects from Linear Models plotROC Generate Useful ROC Curve Charts for Print and Interactive Use plotSEMM Graphing Nonlinear Relations Among Latent Variables from Structural Equation Mixture Models plotannotate Annotate Plots plotbb Grammar of Graphics for 'base' Plot plotcli Command Line Interface Plotting plotdap Easily Visualize Data from 'ERDDAP™' Servers via the 'rerddap' Package plotfunctions Various Functions to Facilitate Visualization of Data and Analysis plotlsirm Plot Toolkit for Latent Space Item Response Models plotluck 'ggplot2' Version of "I'm Feeling Lucky!" plotly Create Interactive Web Graphics via 'plotly.js' plotlyGeoAssets Render 'Plotly' Maps without an Internet Connection plotmm Tidy Tools for Visualizing Mixture Models plotmo Plot a Model's Residuals, Response, and Partial Dependence Plots plotor Odds Ratio Tools for Logistic Regression plotpc Plot Principal Component Histograms Around a Scatter Plot plotprotein Development of Visualization Tools for Protein Sequence plotrix Various Plotting Functions plotrr Making Visual Exploratory Data Analysis with Nested Data Easier plotscale Scale Graphics Devices Using Plot Dimensions plotscaper Explore Your Data with Interactive Figures plotthis High-Level Plotting Built Upon 'ggplot2' and Other Plotting Packages plotwidgets Spider Plots, ROC Curves, Pie Charts and More for Use in Other Plots plpoisson Prediction Limits for Poisson Distribution pls Partial Least Squares and Principal Component Regression plsRbeta Partial Least Squares Regression for Beta Regression Models plsRcox Partial Least Squares Regression for Cox Models and Related Techniques plsRglm Partial Least Squares Regression for Generalized Linear Models plsVarSel Variable Selection in Partial Least Squares plsdepot Partial Least Squares (PLS) Data Analysis Methods plsdof Degrees of Freedom and Statistical Inference for Partial Least Squares Regression plsgenomics PLS Analyses for Genomics plsmmLasso Variable Selection and Inference for Partial Semiparametric Linear Mixed-Effects Model plsmod Model Wrappers for Projection Methods plsmselect Linear and Smooth Predictor Modelling with Penalisation and Variable Selection plspm Partial Least Squares Path Modeling (PLS-PM) plssem Complex Partial Least Squares Structural Equation Modeling plu Dynamically Pluralize Phrases plug Secure and Intuitive Access to 'Plug' Interface plugdensity Plug-in Kernel Density Estimation plumber An API Generator for R plumber2 Easy and Powerful Web Servers plumberDeploy Plumber Deployment plumbertableau Turn 'Plumber' APIs into 'Tableau' Extensions plumbr Mutable and Dynamic Data Models plume A Simple Author Handler for Scientific Writing plusCode2 Coordinates to 'Plus Code' Conversion Tool pluscode Encoder for Google 'Pluscodes' plutor Useful Functions for Visualization ply Bitboard Chess Engine plyr Tools for Splitting, Applying and Combining Data pm3 Propensity Score Matching for Unordered 3-Group Data pmartR Panomics Marketplace - Quality Control and Statistical Analysis for Panomics Data pmc Phylogenetic Monte Carlo pmcalibration Calibration Curves for Clinical Prediction Models pmclust Parallel Model-Based Clustering using Expectation-Gathering-Maximization Algorithm for Finite Mixture Gaussian Model pmd Paired Mass Distance Analysis for GC/LC-MS Based Non-Targeted Analysis and Reactomics Analysis pmetar Processing METAR Weather Reports pmev Calculates Earned Value for a Project Schedule pminternal Internal Validation of Clinical Prediction Models pmlbr Interface to the Penn Machine Learning Benchmarks Data Repository pmledecon Deconvolution Density Estimation using Penalized MLE pmlsp Partial Maximum Likelihood Estimation of Spatial Probit Models pmml Generate PMML for Various Models pmparser Create and Maintain a Relational Database of Data from PubMed/MEDLINE pmr Probability Models for Ranking Data pmrm Progression Models for Repeated Measures pmsampsize Sample Size for Development of a Prediction Model pmsesampling Sample Size Determination for Accurate Predictive Linear Regression pmultinom One-Sided Multinomial Probabilities pmvalsampsize Sample Size for External Validation of a Prediction Model pmwg Particle Metropolis Within Gibbs pmxNODE Application of NODEs in 'Monolix', 'NONMEM', and 'nlmixr2' pmxTools Pharmacometric and Pharmacokinetic Toolkit pmxcode Create Pharmacometric Models pmxcv Integration-Based Coefficients of Variation pmxpartab Parameter Tables for PMx Analyses pnd Parallel Numerical Derivatives, Gradients, Jacobians, and Hessians of Arbitrary Accuracy Order png Read and write PNG images poLCA Polytomous Variable Latent Class Analysis poLCAParallel Polytomous Variable Latent Class Analysis Parallel pocrm Dose Finding in Drug Combination Phase I Trials Using PO-CRM poems Pattern-Oriented Ensemble Modeling System pogit Bayesian Variable Selection for a Poisson-Logistic Model poibin The Poisson Binomial Distribution poilog Poisson Lognormal and Bivariate Poisson Lognormal Distribution pointRes Analyzing Pointer Years and Components of Resilience pointblank Data Validation and Organization of Metadata for Local and Remote Tables pointdensityP Point Density for Geospatial Data pointr Working Comfortably with Pointers and Shortcuts to R Objects poisDoubleSamp Confidence Intervals with Poisson Double Sampling poisFErobust Poisson Fixed Effects Robust poisbinom A Faster Implementation of the Poisson-Binomial Distribution poismf Factorization of Sparse Counts Matrices Through Poisson Likelihood poisonfrogs Color Palettes Inspired by Neotropical Poison Frogs poisson.glm.mix Fit High Dimensional Mixtures of Poisson GLMs poissoned Poisson Disk Sampling in 2D and 3D poissonreg Model Wrappers for Poisson Regression poissonsuperlearner Poisson Super Learner poistweedie Poisson-Tweedie Exponential Family Models pokemon Pokemon Data in English and Brazilian Portuguese polarisR Non-Linear Dimensionality Reduction Visualization Tool polaroid Create Hex Stickers with 'shiny' polarzonoid Compute Maps and Properties of Polar Zonoids poldis Analyse Political Texts policytree Policy Learning via Doubly Robust Empirical Welfare Maximization over Trees polimetrics R Tools for Political Measures poliscidata Datasets and Functions Featured in Pollock and Edwards, an R Companion to Essentials of Political Analysis, Second Edition polish Polishing Content for 'Word' and 'PowerPoint' polished Authentication and Hosting for 'shiny' Apps polite Be Nice on the Web politeness Detecting Politeness Features in Text politicsR Calculating Political System Metrics polle Policy Learning pollen Analysis of Aerobiological Data pollster Calculate Crosstab and Topline Tables of Weighted Survey Data polmineR Verbs and Nouns for Corpus Analysis polspline Polynomial Spline Routines polyCub Cubature over Polygonal Domains polyMatrix Infrastructure for Manipulation Polynomial Matrices polyRAD Genotype Calling with Uncertainty from Sequencing Data in Polyploids and Diploids polySegratio Simulate and Test Marker Dosage for Dominant Markers in Autopolyploids polySegratioMM Bayesian Mixture Models for Marker Dosage in Autopolyploids polyaAeppli Implementation of the Polya-Aeppli Distribution polyapost Simulating from the Polya Posterior polyclip Polygon Clipping polycor Polychoric and Polyserial Correlations polyglotr Translate Text polykde Polyspherical Kernel Density Estimation polylabelr Find the Pole of Inaccessibility (Visual Center) of a Polygon polymapR Linkage Analysis in Outcrossing Polyploids polymatching A Matching Algorithm for Designs with Multiple Groups polynom A Collection of Functions to Implement a Class for Univariate Polynomial Manipulations polypharmacy Calculate Several Polypharmacy Indicators polypoly Helper Functions for Orthogonal Polynomials polyqtlR QTL Analysis in Autopolyploid Bi-Parental F1 Populations polyreg Polynomial Regression polysat Tools for Polyploid Microsatellite Analysis polywog Bootstrapped Basis Regression with Oracle Model Selection pomcheckr Graphical Check for Proportional Odds Assumption pomdp Infrastructure for Partially Observable Markov Decision Processes (POMDP) pomdpSolve Interface to 'pomdp-solve' for Partially Observable Markov Decision Processes pomodoro Predictive Power of Linear and Tree Modeling pomp Statistical Inference for Partially Observed Markov Processes pompom Person-Oriented Method and Perturbation on the Model pompp Presence-Only for Marked Point Process poobly Poolability Tests in Panel Data pooh Partial Orders and Relations pool Object Pooling poolHelper Simulates Pooled Sequencing Genetic Data poolVIM Gene-Based Association Tests using the Actual Impurity Reduction (AIR) Variable Importance pooledpeaks Genetic Analysis of Pooled Samples poolfstat Computing f-Statistics and Building Admixture Graphs Based on Allele Count or Pool-Seq Read Count Data poolr Methods for Pooling P-Values from (Dependent) Tests poorman A Poor Man's Dependency Free Recreation of 'dplyr' pop A Flexible Syntax for Population Dynamic Modelling pop.lion Models for Simulating Lion Populations pop.wolf Models for Simulating Wolf Populations popEpi Functions for Epidemiological Analysis using Population Data popPCR Classify Digital PCR Droplets by Fitting Fluorescence Populations popPyramid Population Pyramids popReconstruct Reconstruct Human Populations of the Recent Past popbayes Bayesian Model to Estimate Population Trends from Counts Series popbio Construction and Analysis of Matrix Population Models popdemo Demographic Modelling Using Projection Matrices popgenr Accompaniment to Population Genetics with R: An Introduction for Life Scientists popkin Estimate Kinship and FST under Arbitrary Population Structure poppr Genetic Analysis of Populations with Mixed Reproduction popsom7 A Fast, User-Friendly Implementation of Self-Organizing Maps (SOMs) popstudy Applied Techniques to Demographic and Time Series Analysis poptrend Estimate Smooth and Linear Trends from Population Count Survey Data populR Population Downscaling Using Areal Interpolation population Models for Simulating Populations populationPDXdesign Designing Population PDX Studies poputils Demographic Analysis and Data Manipulation porridge Ridge-Type Penalized Estimation of a Potpourri of Models port4me Get the Same, Personal, Free 'TCP' Port over and over portalr Create Useful Summaries of the Portal Data portes Portmanteau Tests for Time Series Models portfolio Analysing Equity Portfolios portfolioBacktest Automated Backtesting of Portfolios over Multiple Datasets portion Extracting a Data Portion portn Portfolio Analysis for Nature portvine Vine Based (Un)Conditional Portfolio Risk Measure Estimation poset Analysis of Partially Ordered Data poseticDataAnalysis Posetic Data Analysis positron.tutorials Tutorials for Learning 'Positron' and for Using AI posologyr Individual Dose Optimization using Population Pharmacokinetics postHoc Tools for Post-Hoc Analysis postcard Estimating Marginal Effects with Prognostic Covariate Adjustment postcards Create Beautiful, Simple Personal Websites postdoc Minimal and Uncluttered Package Documentation posterior Tools for Working with Posterior Distributions postinfectious Estimating the Incubation Period Distribution of Post-Infectious Syndrome postlightmercury Parses Web Pages using Postlight Mercury postlink Post-Linkage Data Analysis postlogic Infix and Postfix Logic Operators postpack Utilities for Processing Posterior Samples Stored in 'mcmc.lists' potential Implementation of the Potential Model potentiomap Build Potentiometric Surfaces and Flow Arrows poth Precision of Treatment Hierarchy (POTH) potions Easy Options Management potools Tools for Internationalization and Portability in R Packages potts Markov Chain Monte Carlo for Potts Models pould Phased or Unphased Linkage Disequilibrium pow.int Binary Exponentiation powRICLPM Perform Power Analysis for the RI-CLPM and STARTS Model powdist Power and Reversal Power Distributions poweRbal Phylogenetic Tree Models and the Power of Tree Shape Statistics poweRlaw Analysis of Heavy Tailed Distributions power.nb Power and Sample Size Calculation for Differential Abundance Microbiome Studies power.transform Location and Scale Invariant Power Transformations power4mome Power Analysis for Moderation and Mediation powerCompRisk Power Analysis Tool for Joint Testing Hazards with Competing Risks Data powerEQTL Power and Sample Size Calculation for Bulk Tissue and Single-Cell eQTL Analysis powerGWASinteraction Power Calculations for GxE and GxG Interactions for GWAS powerHE Power and Sample Size Calculations with Hierarchical Endpoints powerLATE Generalized Power Analysis for LATE powerMediation Power/Sample Size Calculation for Mediation Analysis powerNLSEM Simulation-Based Power Estimation (MSPE) for Nonlinear SEM powerPLS Power Analysis for PLS Classification powerSurvEpi Power and Sample Size Calculation for Survival Analysis of Epidemiological Studies powerbiR An Interface to the 'Power BI REST APIs' powerbrmsINLA Bayesian Power Analysis Using 'brms' and 'INLA' powerbydesign Power Estimates for ANOVA Designs powergrid Power Analysis Across a Grid of Assumptions powerindexR Measuring the Power in Voting Systems powerjoin Extensions of 'dplyr' and 'fuzzyjoin' Join Functions powerly Sample Size Analysis for Psychological Networks and More powerpkg Power Analyses for the Affected Sib Pair and the TDT Design powerprior Conjugate Power Priors for Bayesian Analysis of Normal Data powertools Power and Sample Size Tools ppRank Classification of Algorithms ppRep Analysis of Replication Studies using Power Priors ppcSpatial Spatial Analysis of Pakistan Population Census ppcc Probability Plot Correlation Coefficient Test ppclust Probabilistic and Possibilistic Cluster Analysis ppcor Partial and Semi-Partial (Part) Correlation ppdiag Diagnosis and Visualizations Tools for Temporal Point Processes ppendemic A Glimpse at the Diversity of Peru's Endemic Plants ppgam Generalised Additive Point Process Models ppgm PaleoPhyloGeographic Modeling of Climate Niches and Species Distributions ppgmmga Projection Pursuit Based on Gaussian Mixtures and Evolutionary Algorithms ppitables Lookup Tables to Generate Poverty Likelihoods and Rates using the Poverty Probability Index (PPI) ppks Permutation Based Paired Kolmogorov-Smirnov Test pplot Chronological and Ordered p-Plots for Empirical Data ppls Penalized Partial Least Squares ppmHR Privacy-Protecting Hazard Ratio Estimation in Distributed Data Networks ppmSuite A Collection of Models that Employ Product Partition Distributions as a Prior on Partitions ppmf Read Census Privacy Protected Microdata Files ppmlasso Point Process Models with LASSO-Type Penalties pprof Modeling, Standardization and Testing for Provider Profiling pps PPS Sampling ppsbm Clustering in Longitudinal Networks ppseq Design Clinical Trials using Sequential Predictive Probability Monitoring ppsr Predictive Power Score ppwdeming Precision Profile Weighted Deming Regression ppweibull Piecewise Lifetime Models pql A Partitioned Quasi-Likelihood for Distributed Statistical Inference pqrBayes Bayesian Penalized Quantile Regression pqrfe Penalized Quantile Regression with Fixed Effects prWarp Warping Landmark Configurations praatpicture 'Praat Picture' Style Plots of Acoustic Data prabclus Functions for Clustering and Testing of Presence-Absence, Abundance and Multilocus Genetic Data pracma Practical Numerical Math Functions pracpac Practical 'R' Packaging in 'Docker' practicalSigni Practical Significance Ranking of Regressors and Exact t Density prais Prais-Winsten Estimator for AR(1) Serial Correlation praise Praise Users prakriti Color Palettes Inspired by India's Natural Landscapes praznik Tools for Information-Based Feature Selection and Scoring prcbench Testing Workbench for Precision-Recall Curves prcr Person-Centered Analysis pre Prediction Rule Ensembles precisePlacement Suite of Functions to Help Get Plot Elements Exactly Where You Want Them precisely Estimate Sample Size Based on Precision Rather than Power precmed Precision Medicine precommit Pre-Commit Hooks precrec Calculate Accurate Precision-Recall and ROC (Receiver Operator Characteristics) Curves precviasBR Spatial Data of Road Precariousness in Brazil predReliability Estimates Reliability of Individual Supervised Learning Predictions predRupdate Prediction Model Validation and Updating predfairness Discrimination Mitigation for Machine Learning Models predhy Genomic Prediction of Hybrid Performance predhy.GUI Genomic Prediction of Hybrid Performance with Graphical User Interface predict3d Draw Three Dimensional Predict Plot Using Package 'rgl' predictMe Visualize Individual Prediction Performance predictNMB Evaluate Clinical Prediction Models by Net Monetary Benefit prediction Tidy, Type-Safe 'prediction()' Methods predictionInterval Prediction Interval Functions for Assessing Replication Study Results predictmeans Predicted Means for Linear and Semiparametric Models predictoR Predictive Data Analysis System predictrace Predict the Race and Gender of a Given Name Using Census and Social Security Administration Data predicts Spatial Prediction Tools predictset Conformal Prediction and Uncertainty Quantification predictsr Access the 'PREDICTS' Biodiversity Database predieval Assessing Performance of Prediction Models for Predicting Patient-Level Treatment Benefit predint Prediction Intervals predtools Prediction Model Tools predtoolsTS Time Series Prediction Tools pref Preference Voting with Explanatory Graphics prefeR R Package for Pairwise Preference Elicitation preference 2-Stage Preference Trial Design and Analysis prefio Structures for Preference Data prefmod Utilities to Fit Paired Comparison Models for Preferences prefviz Visualizes Preferential Data in One and More Contests pregnancy Calculate and Track Dates and Medications During Pregnancy prenoms Names Given to Babies in Quebec Between 1980 and 2020 prepdat Preparing Experimental Data for Statistical Analysis prepkit Data Normalization and Transformation prepost Non-Parametric Bounds and Gibbs Sampler for Assessing Priming and Post-Treatment Bias prepplot Prepare Figure Region for Base Graphics preprocessCore A collection of pre-processing functions preputils Utilities for Preparation of Data Analysis prereg R Markdown Templates to Preregister Scientific Studies preregr Specify (Pre)Registrations and Export Them Human- And Machine-Readably presens Interface for PreSens Fiber Optic Data presenter Present Data with Style presentes Registry of Victims of State Terrorism in Argentina presize Precision Based Sample Size Calculation presmTP Methods for Transition Probabilities presmoothedTP Presmoothed Landmark Aalen-Johansen Estimator of Transition Probabilities for Complex Multi-State Models pressuRe Imports, Processes, and Visualizes Biomechanical Pressure Data pretest A Novel Approach to Predictive Accuracy Testing in Nested Environments pretestcad Pretest Probability for Coronary Artery Disease prettyB Pretty Base Graphics prettyGraphs Publication-Quality Graphics prettyPanelMatch 'ggplot2'-Based Visualization for 'PanelMatch' (Imai, Kim, Wang 2023) Results prettycode Pretty Print R Code in the Terminal prettydoc Creating Pretty Documents from R Markdown prettymapr Scale Bar, North Arrow, and Pretty Margins in R prettyunits Pretty, Human Readable Formatting of Quantities prevR Estimating Regional Trends of a Prevalence from a DHS and Similar Surveys prevalence Tools for Prevalence Assessment Studies preventr An Implementation of the PREVENT and Pooled Cohort Equations previsionio 'Prevision.io' R SDK prevtoinc Prevalence to Incidence Calculations for Point-Prevalence Studies in a Nosocomial Setting priceR Economics and Pricing Tools pricelevels Spatial Price Level Comparisons pricesensitivitymeter Van Westendorp Price Sensitivity Meter Analysis prider Multiplexed Primer Design by Linear Set Coverage Approximation pridit Composite Scoring via Principal Component Analysis of Ridit Scores prim Patient Rule Induction Method (PRIM) primarycensored Primary Event Censored Distributions primate Tools and Methods for Primatological Data Science primePCA Projected Refinement for Imputation of Missing Entries in PCA primefactr Use Prime Factorization for Computations primer Functions and Data for the Book, a Primer of Ecology with R primerTree Visually Assessing the Specificity and Informativeness of Primer Pairs primes Fast Functions for Prime Numbers princurve Fit a Principal Curve in Arbitrary Dimension prinsurf Constructs Principal Surfaces printify Custom Formatted Console Messages with Timing Support printr Automatically Print R Objects to Appropriate Formats According to the 'knitr' Output Format printtree Print Directory Trees for R Projects and Folders prinvars Principal Variables prior3D 3D Prioritization Algorithm priorCON Graph Community Detection Methods into Systematic Conservation Planning prioriactions Multi-Action Conservation Planning prioritizr Systematic Conservation Prioritization in R prioritizrdata Conservation Planning Datasets priorityelasticnet Comprehensive Analysis of Multi-Omics Data Using an Offset-Based Method prioritylasso Analyzing Multiple Omics Data with an Offset Approach priorsense Prior Diagnostics and Sensitivity Analysis prism Access Data from the Oregon State Prism Climate Project prismadiagramR Creates a Prisma Diagram using 'DiagrammeR' prismatic Color Manipulation Tools prismjs Server-Side Syntax Highlighting prithulib Perform Random Experiments privacyR Privacy-Preserving Data Anonymization prmisc Miscellaneous Printing of Numeric and Statistical Output in R Markdown and Quarto Documents prnsamplr Permanent Random Number Sampling pro Point-Process Response Model for Optogenetics proPubBills 'ProPublica' U.S. Congress Bills API Wrapper probably Tools for Post-Processing Predicted Values probaverse Install and Load the 'probaverse' Packages probe Sparse High-Dimensional Linear Regression with PROBE probout Unsupervised Multivariate Outlier Probabilities for Large Datasets probs Elementary Probability on Finite Sample Spaces probstats4econ Companion Package to Probability and Statistics for Economics and Business proccalibrad Extraction of Bands from MODIS Calibrated Radiances MOD02 NRT proceduralnames Several Methods for Procedural Name Generation processcheckR Rule-Based Conformance Checking of Business Process Event Data processmapR Construct Process Maps Using Event Data processmonitR Building Process Monitoring Dashboards processpredictR Process Prediction processx Execute and Control System Processes proclhmm Latent Hidden Markov Models for Response Process Data procmaps Portable Address Space Mapping procs Recreates Some 'SAS®' Procedures in 'R' prodest Production Function Estimation prodigenr Research Project Directory Generator prodlim Product-Limit Estimation for Censored Event History Analysis productivity Indices of Productivity Using Data Envelopment Analysis (DEA) productplots Product Plots for R profExtrema Compute and Visualize Profile Extrema Functions proffer Profile R Code and Visualize with 'Pprof' profile Read, Manipulate, and Write Profiler Data profileCI Profiling a Log-Likelihood to Calculate Confidence Intervals profileModel Profiling Inference Functions for Various Model Classes profileR Profile Analysis of Multivariate Data in R profmem Simple Memory Profiling for R profoc Probabilistic Forecast Combination Using CRPS Learning profr An Alternative Display for Profiling Information profrep Profile Repeatability proftools Profile Output Processing Tools for R profvis Interactive Visualizations for Profiling R Code progress Terminal Progress Bars progressify Progress Reporting of Common Functions via One Magic Function progressr An Inclusive, Unifying API for Progress Updates proj4 A simple interface to the PROJ.4 cartographic projections library projectLSA Shiny Application for Latent Structure Analysis with a Graphical User Interface projections Project Future Case Incidence projects A Project Infrastructure for Researchers projmgr Task Tracking and Project Management with GitHub projoint Conjoint Analysis with Reliability Correction and Visualization projpred Projection Predictive Feature Selection prolific.api A User-Friendly Interface for Accessing the Prolific API prolsirm Procrustes Matching for Latent Space Item Response Model promethee123 PROMETHEE I, II, and III Methods promises Abstractions for Promise-Based Asynchronous Programming promor Proteomics Data Analysis and Modeling Tools promote Client for the 'Alteryx Promote' API promotionImpact Analysis & Measurement of Promotion Effectiveness prompt Dynamic 'R' Prompt prompter Add Tooltips in 'Shiny' Apps with 'Hint.css' promptr Format and Complete Few-Shot LLM Prompts promr Prometheus 'PromQL' Query Client for 'R' prop.comb.RR Analyzing Combination of Proportions and Relative Risk propOverlap Feature (gene) selection based on the Proportional Overlapping Scores propagate Propagation of Uncertainty propensity A Toolkit for Calculating and Working with Propensity Scores propertee Standardization-Based Effect Estimation with Optional Prior Covariance Adjustment properties Parse 'Java' Properties Files for 'R Service Bus' Applications prophet Automatic Forecasting Procedure proporz Proportional Apportionment prospectr Miscellaneous Functions for Processing and Sample Selection of Spectroscopic Data protHMM Protein Feature Extraction from Profile Hidden Markov Models protViz Visualizing and Analyzing Mass Spectrometry Related Data in Proteomics protag Search Tagged Peptides & Draw Highlighted Mass Spectra protein8k Perform Analysis and Create Visualizations of Proteins proteomicsCV Calculates the Percentage CV for Mass Spectrometry-Based Proteomics Data proteus Multiform Seq2Seq Model for Time-Feature Analysis proto Prototype Object-Based Programming protoclust Hierarchical Clustering with Prototypes protolite Highly Optimized Protocol Buffer Serializers proton The Proton Game protoshiny Interactive Dendrograms for Visualizing Hierarchical Clusters with Prototypes prototest Inference on Prototypes from Clusters of Features protr Generating Various Numerical Representation Schemes for Protein Sequences protti Bottom-Up Proteomics and LiP-MS Quality Control and Data Analysis Tools proustr Tools for Natural Language Processing in French provDebugR A Time-Travelling Debugger provExplainR Compare Provenance Collections to Explain Changed Script Outputs provGraphR Creates Adjacency Matrices for Lineage Searches provParseR Pulls Information from Prov.Json Files provSummarizeR Summarizes Provenance Related to Inputs and Outputs of a Script or Console Commands provTraceR Uses Provenance to Trace File Lineage for One or more R Scripts provViz Provenance Visualizer provenance Statistical Toolbox for Sedimentary Provenance Analysis proverbs Print a Daily Bible Proverb to Console provolleyballr Extract Data from US Women's Professional Volleyball Websites proxirr Alpha, Beta and Gamma Proximity to Irreplaceability proxy Distance and Similarity Measures proxyC Computes Proximity in Large Sparse Matrices prozor Minimal Protein Set Explaining Peptide Spectrum Matches prqlr R Bindings for the 'prqlc' Rust Library prrd Parallel Runs of Reverse Depends prt Tabular Data Backed by Partitioned 'fst' Files ps List, Query, Manipulate System Processes psBayesborrow Bayesian Information Borrowing with Propensity Score Matching psHarmonize Creates a Harmonized Dataset Based on a Set of Instructions psSubpathway Flexible Identification of Phenotype-Specific Subpathways psbcGroup Penalized Parametric and Semiparametric Bayesian Survival Models with Shrinkage and Grouping Priors psbcSpeedUp Penalized Semiparametric Bayesian Cox Models psborrow Bayesian Dynamic Borrowing with Propensity Score psborrow2 Bayesian Dynamic Borrowing Analysis and Simulation psc Personalised Synthetic Controls pscDesign Study Design for Personalised Synthetic Controls pscl Political Science Computational Laboratory pscore Standardizing Physiological Composite Risk Endpoints psd Adaptive, Sine-Multitaper Power Spectral Density and Cross Spectrum Estimation psdr Use Time Series to Generate and Compare Power Spectral Density pseudo Computes Pseudo-Observations for Modeling pseudoCure A Pseudo-Observations Approach for Analyzing Survival Data with a Cure Fraction pseudobibeR Aggregate Counts of Linguistic Features pseudohouseholds Generate Pseudohouseholds on Road Networks in Regions pseudorank Pseudo-Ranks pseval Methods for Evaluating Principal Surrogates of Treatment Response psfmi Prediction Model Pooling, Selection and Performance Evaluation Across Multiply Imputed Datasets psgc Philippine Standard Geographic Code psgp Projected Spatial Gaussian Process Methods psica Decision Tree Analysis for Probabilistic Subgroup Identification with Multiple Treatments psidR Build Panel Data Sets from PSID Raw Data psidread Streamline Building Panel Data from Panel Study of Income Dynamics ('PSID') Raw Files psm3mkv Evaluate Partitioned Survival and State Transition Models psme Penalized Splines Mixed-Effects Models psmineR Performance Spectrum Miner for Event Data pso Particle Swarm Optimization psoptim Particle Swarm Optimization psp Parameter Space Partitioning MCMC for Global Model Evaluation pspatreg Spatial and Spatio-Temporal Semiparametric Regression Models with Spatial Lags pspearman Spearman's Rank Correlation Test pspline Penalized Smoothing Splines psqn Partially Separable Quasi-Newton psre Presenting Statistical Results Effectively psrwe PS-Integrated Methods for Incorporating Real-World Evidence in Clinical Studies pssmooth Flexible and Efficient Evaluation of Principal Surrogates/Treatment Effect Modifiers psvd Eigendecomposition, Singular-Values and the Power Method psvmSDR Unified Principal Sufficient Dimension Reduction Package psy Various Procedures Used in Psychometrics psycCleaning Data Cleaning for Psychological Analyses psych Procedures for Psychological, Psychometric, and Personality Research psychReport Reproducible Reports in Psychology psychTools Tools to Accompany the 'psych' Package for Psychological Research psychmeta Psychometric Meta-Analysis Toolkit psycho Efficient and Publishing-Oriented Workflow for Psychological Science psychometric Applied Psychometric Theory psychomix Psychometric Mixture Models psychonetrics Structural Equation Modeling and Confirmatory Network Analysis psychotools Psychometric Modeling Infrastructure psychotree Recursive Partitioning Based on Psychometric Models psychrolib Psychrometric Properties of Moist and Dry Air psymetadata Open Datasets from Meta-Analyses in Psychology Research psyntur Helper Tools for Teaching Statistical Data Analysis psyphy Functions for Analyzing Psychophysical Data in R psyverse Decentralized Unequivocality in Psychological Science ptable Generation of Perturbation Tables for the Cell-Key Method ptetools Panel Treatment Effects Tools ptinpoly Point-in-Polyhedron Test (2D and 3D) ptm Analyses of Protein Post-Translational Modifications ptmixed Poisson-Tweedie Generalized Linear Mixed Model ptools Tools for Poisson Data pttstability Particle-Takens Stability ptvalue Working with Precision Teaching Values ptvapi Access the 'Public Transport Victoria' Timetable API ptw Parametric Time Warping ptwikiwords Words Used in Portuguese Wikipedia ptycho Bayesian Variable Selection with Hierarchical Priors pubchem.bio Biologically Informed Metabolomic Libraries from 'PubChem' pubh A Toolbox for Public Health and Epidemiology public.ctn0094data De-Identified Data from CTN-0094 public.ctn0094extra Helper Files for the CTN-0094 Relational Database pubmed.mineR Text Mining of PubMed Abstracts pubmedR Gathering Metadata About Publications, Grants, Clinical Trials from 'PubMed' Database pubmedtk 'Pubmed' Toolkit pubrplot Publication-Ready Plots and Statistical Visualizations pudu C++ Tools for Cleaning Strings puff Simulate and Visualize the Gaussian Puff Forward Atmospheric Model pullword R Interface to Pullword Service puls Partitioning Using Local Subregions pulsar Parallel Utilities for Lambda Selection along a Regularization Path pulso Load Microdata from Colombia's 'GEIH' ('DANE') pumBayes Bayesian Estimation of Probit Unfolding Models for Binary Preference Data pumilioR Pumilio in R puniform Meta-Analysis Methods Correcting for Publication Bias punycoder Unicode and Punycode Domain Name Processing puremoe Pubmed Unified REtrieval for Multi-Output Exploration pureseqtmr Predict Transmembrane Protein Topology purge Purge Training Data from Models purgeR Inbreeding-Purging Estimation in Pedigreed Populations purging Simple Method for Purging Mediation Effects among Independent Variables purrr Functional Programming Tools purrrlyr Tools at the Intersection of 'purrr' and 'dplyr' pushbar Create Sliders for 'Shiny' pushoverr Send Push Notifications using 'Pushover' putior "Register In- and Outputs for Workflow Visualization" puzzle Assembling Data Sets for Non-Linear Mixed Effects Modeling pvEBayes Empirical Bayes Methods for Pharmacovigilance pvLRT Likelihood Ratio Test-Based Approaches to Pharmacovigilance pvaluefunctions Creates and Plots P-Value Functions, S-Value Functions, Confidence Distributions and Confidence Densities pvar Calculation and Application of p-Variation pvarife Panel VAR Models with Interactive Fixed Effects pvars VAR Modeling for Heterogeneous Panels pvca Principal Variance Component Analysis (PVCA) pvclass P-Values for Classification pvclust Hierarchical Clustering with P-Values via Multiscale Bootstrap Resampling pvcurveanalysis Analysis of Pressure Volume Curves pvda Disproportionality Functions for Pharmacovigilance pvldcurve Simplifies the Analysis of Pressure Volume and Leaf Drying Curves pwSEM Piecewise Structural Equation Modelling pwalign Perform pairwise sequence alignments pwlapprox2d Approximates Univariate Continuous Functions Through Piecewise Linear Regression pwlmm PWIGLS for Two-Level Multivariate and Multilevel Linear Models pwr Basic Functions for Power Analysis pwr2ppl Power Analyses for Common Designs (Power to the People) pwr4exp Power Analysis for Research Experiments pwrAB Power Analysis for AB Testing pwrFDR FDR Power pwrRasch Statistical Power Simulation for Testing the Rasch Model pwranova Power Analysis of Flexible ANOVA Designs and Related Tests pwrss Statistical Power and Sample Size Calculation Tools pwt Penn World Table (Versions 5.6, 6.x, 7.x) pwt10 Penn World Table (Version 10.x) pwt8 Penn World Table (Version 8.x) pwt9 Penn World Table (Version 9.x) pxR PC-Axis with R pxmake Make PX-Files in R pxweb R Interface to PXWEB APIs pyMTurkR A Client for the 'MTurk' Requester API pycno Pycnophylactic Interpolation pye Penalized Youden Index Estimator pyinit Pena-Yohai Initial Estimator for Robust S-Regression pylintR Lint 'Python' Files with a R Command or a 'RStudio' Addin pyramid Draw Population Pyramid pysd2r API to 'Python' Library 'pysd' pysparklyr Provides a 'PySpark' Back-End for the 'sparklyr' Package pzfx Read and Write 'GraphPad Prism' Files qCBA Postprocessing of Rule Classification Models Learnt on Quantized Data qDEA Quantile Data Envelopment Analysis qGaussian The q-Gaussian Distribution qMRI Methods for Quantitative Magnetic Resonance Imaging ('qMRI') qPCRhelper qPCR Ct Values to Expression Values qPCRtools Tools for qPCR qPRAentry Quantitative Pest Risk Assessment at the Entry Step qVarSel Select Variables for Optimal Clustering qad Quantification of Asymmetric Dependence qadf Quantile Autoregressive Distributed Lag Unit Root Test qap Heuristics for the Quadratic Assignment Problem (QAP) qape Quantile of Absolute Prediction Errors qarPI Prediction Intervals for Quantile Autoregression qardlr Quantile Autoregressive Distributed Lag Model qatarcars Data on Cars in Qatar qbinplots Quantile Binned Plots qbld Quantile Regression for Binary Longitudinal Data qboxplot Quantile-Based Boxplot qbr Access the 'Quickbase' JSON API qbrms Quick Bayesian Regression Models Using 'INLA' with 'brms' Syntax qcQpcr Histone ChIP-Seq qPCR Analyzer qcaERT Enhanced Robustness Tests for Qualitative Comparative Analysis qcapower Estimate Power and Required Sample Size in QCA qcauchyreg Quantile Regression Quasi-Cauchy qcc Quality Control Charts qccrs Quality Control Charts under Repetitive Sampling qch Query Composite Hypotheses qcluster Clustering via Quadratic Scoring qcpm Quantile Composite Path Modeling qcr Quality Control Review qcrlscR Quality Control–based Robust LOESS Signal Correction qcv Quantifying Construct Validity qdap Bridging the Gap Between Qualitative Data and Quantitative Analysis qdapDictionaries Dictionaries and Word Lists for the 'qdap' Package qdapRegex Regular Expression Removal, Extraction, and Replacement Tools qdapTools Tools for the 'qdap' Package qdm Fitting a Quadrilateral Dissimilarity Model to Same-Different Judgments qeML Quick and Easy Machine Learning Tools qfa Quantile-Frequency Analysis (QFA) of Time Series and Spline Quantile Regression (SQR) qfratio Moments and Distributions of Ratios of Quadratic Forms Using Recursion qgam Smooth Additive Quantile Regression Models qgarch Quadratic GARCH-in-Mean Models for Volatility Feedback qgcomp Quantile G-Computation qgcompint Quantile G-Computation Extensions for Effect Measure Modification qgg Statistical Tools for Quantitative Genetic Analyses qgisprocess Use 'QGIS' Processing Algorithms qgraph Graph Plotting Methods, Psychometric Data Visualization and Graphical Model Estimation qgshiny A 'shiny' Application for Active Learning Instruction in Introductory Quantitative Genetics qicharts Quality Improvement Charts qicharts2 Quality Improvement Charts qif Quadratic Inference Function qiitr R Interface to Qiita API qkiosk 'QUANTkiosk' API Client qlcData Processing Data for Quantitative Language Comparison qlcMatrix Utility Sparse Matrix Functions for Quantitative Language Comparison qlcal R Bindings to the Calendaring Functionality of 'QuantLib' qlifetable Managing and Building of Quarterly Life Tables qmap Statistical Transformations for Post-Processing Climate Model Output qmd Quantification of Multivariate Dependence qmethod Analysis of Subjective Perspectives Using Q Methodology qmj Quality Scores for the Russell 3000 qmrparser Parser Combinator in R qmvs Queueing Model of Visual Search qoi Read and Write QOI Images qol Powerful 'SAS' Inspired Concepts for more Efficient Bigger Outputs qountstat Statistical Analysis of Count Data and Quantal Data qpNCA Noncompartmental Pharmacokinetic Analysis by qPharmetra qpcR Modelling and Analysis of Real-Time PCR Data qpdf Split, Combine and Compress PDF Files qpgraph Estimation of Genetic and Molecular Regulatory Networks from High-Throughput Genomics Data qqconf Creates Simultaneous Testing Bands for QQ-Plots qqkrls Quantile-on-Quantile Kernel Regularized Least Squares qqman Q-Q and Manhattan Plots for GWAS Data qqplotr Quantile-Quantile Plot Extensions for 'ggplot2' qqtest Self Calibrating Quantile-Quantile Plots for Visual Testing qqvases Animated Normal Quantile-Quantile Plots qrLMM Quantile Regression for Linear Mixed-Effects Models qrNLMM Quantile Regression for Nonlinear Mixed-Effects Models qra Quantal Response Analysis for Dose-Mortality Data qrcm Quantile Regression Coefficients Modeling qrcmNP Nonlinear and Penalized Quantile Regression Coefficients Modeling qrcode Generate QRcodes with R qrencoder Quick Response Code (QR Code) / Matrix Barcode Creator qreport Statistical Reporting with 'Quarto' qrjoint Joint Estimation in Linear Quantile Regression qrlabelr Generate Machine- And Human-Readable Plot Labels for Experiments qrmdata Data Sets for Quantitative Risk Management Practice qrmtools Tools for Quantitative Risk Management qrng (Randomized) Quasi-Random Number Generators qrnn Quantile Regression Neural Network qryflow Execute Multi-Step 'SQL' Workflows qs2 Efficient Serialization of R Objects qshap Fast Calculation of Feature Contributions in Boosting Trees qsimulatR A Quantum Computer Simulator qslice Implementations of Various Slice Samplers qsmooth Smooth quantile normalization qsplines Quaternions Splines qst Store Tables in SQL Database qsub Running Commands Remotely on 'Gridengine' Clusters qtbi Quantum Toxic Burden Index qte Quantile Treatment Effects qtkit Quantitative Text Kit qtl Tools for Analyzing QTL Experiments qtl2 Quantitative Trait Locus Mapping in Experimental Crosses qtl2convert Convert Data among QTL Mapping Packages qtl2fst Database Storage of Genotype Probabilities for QTL Mapping qtl2ggplot Data Visualization for QTL Experiments qtl2pattern Pattern Support for 'qtl2' Package qtl2pleio Testing Pleiotropy in Multiparental Populations qtlDesign Design of QTL (Quantitative Trait Locus) Experiments qtlbook Datasets for the R/qtl Book qtlc Densitometric Analysis of Thin-Layer Chromatography Plates qtlcharts Interactive Graphics for QTL Experiments qtlhot Inference for QTL Hotspots qtlnet Causal Inference of QTL Networks qtwAcademic 'Quarto' Website Templates for Academics quRan Complete Text of the Qur'an quadVAR Quadratic Vector Autoregression quadcleanR Cleanup and Visualization of Quadrat Data quadform Efficient Evaluation of Quadratic Forms quadkeyr Generate Raster Images from QuadKey-Identified Datasets quadmatrix Solving Quadratic Matrix Equations quadmesh Quadrangle Mesh quadprog Functions to Solve Quadratic Programming Problems quadprogXT Quadratic Programming with Absolute Value Constraints quadraticSD Visualizing the SD using a Quadratic Curve quadrupen Sparse and Group Sparse Linear Models quak Query 'Azure Data Lake Storage Gen2' with 'DuckDB' qualV Qualitative Validation Methods qualitycontrol Unified Framework for Data Quality Control quallmer Qualitative Analysis with Large Language Models quallmer.app Interactive Validation App for 'quallmer' qualmap Opinionated Approach for Digitizing Semi-Structured Qualitative GIS Data qualpalr Automatic Generation of Qualitative Color Palettes qualtRics Download 'Qualtrics' Survey Data qualvar Implements Indices of Qualitative Variation Proposed by Wilcox (1973) quantCurves Estimate Quantiles Curves quantbayes Bayesian Quantification of Evidence Sufficiency quantdates Manipulate Dates for Finance quantdr Dimension Reduction Techniques for Conditional Quantiles quanteda Quantitative Analysis of Textual Data quanteda.textmodels Scaling Models and Classifiers for Textual Data quanteda.textplots Plots for the Quantitative Analysis of Textual Data quanteda.textstats Textual Statistics for the Quantitative Analysis of Textual Data quanteda.tidy 'tidyverse' Extensions for 'quanteda' quantification Quantification of Qualitative Survey Data quantileDA Quantile Classifier quantilogram Cross-Quantilogram quantities Quantity Calculus for R Vectors quantkriging Quantile Kriging for Stochastic Simulations with Replication quantmod Quantitative Financial Modelling Framework quantreg Quantile Regression quantreg.nonpar Nonparametric Series Quantile Regression quantregForest Quantile Regression Forests quantregGrowth Non-Crossing Additive Regression Quantiles and Non-Parametric Growth Charts quantregRanger Quantile Regression Forests for 'ranger' quantsig Sigmoidal Quantile Function Estimator quantsmooth Quantile smoothing and genomic visualization of array data quantspec Quantile-Based Spectral Analysis of Time Series quaqcr Quick ATAC-Seq QC quarks Simple Methods for Calculating and Backtesting Value at Risk and Expected Shortfall quarrint Interaction Prediction Between Groundwater and Quarry Extension Using Discrete Choice Models and Artificial Neural Networks quartabs Dynamically Generate Tabset Panels in 'Quarto' HTML Documents quartets Datasets to Help Teach Statistics quartify Convert R Scripts to 'Quarto' Markdown Documents quarto R Interface to 'Quarto' Markdown Publishing System quartose Dynamically Generate Quarto Syntax quasar Valid Inference on Multiple Quantile Regressions quaxnat Estimation of Natural Regeneration Potential queryBuilder Programmatic Way to Construct Complex Filtering Queries querychat Filter and Query Data Frames in 'shiny' Using an LLM Chat Interface queryparser Translate 'SQL' Queries into 'R' Expressions queryup Query the 'UniProtKB' REST API quest Prepare Questionnaire Data for Analysis questionr Functions to Make Surveys Processing Easier queuecomputer Computationally Efficient Queue Simulation queueing Analysis of Queueing Networks and Models quickNmix Asymptotic N-Mixture Model Fitting quickOutlier Detect and Treat Outliers in Data Mining quickPWCR Quickly Construct and Rate Large Binary Pairwised Comparisons quickPlot A System of Plotting Optimized for Speed and Modularity quickSentiment A Fast and Flexible Pipeline for Text Classification quickblock Quick Threshold Blocking quickcheck Property Based Testing quickcode Quick and Essential 'R' Tricks for Better Scripts quickmatch Quick Generalized Full Matching quickpsy Fits Psychometric Functions for Multiple Groups quickr Compiler for R quickregression Quick Linear Regression quid Bayesian Mixed Models for Qualitative Individual Differences quiddich QUick IDentification of DIagnostic CHaracters quietR Simplify Output Verbosity quiltr Qualtrics for Labelling Text using R quincunx REST API Client for the 'PGS' Catalog quint Qualitative Interaction Trees quitefastmst Euclidean and Mutual Reachability Minimum Spanning Trees quollr Visualising How Nonlinear Dimension Reduction Warps Your Data quoradsR Get 'Quora' Ads Data via the 'Windsor.ai' API qusage qusage: Quantitative Set Analysis for Gene Expression qvalue Q-value estimation for false discovery rate control qvcalc Quasi Variances for Factor Effects in Statistical Models qvirus Quantum Computing for Analyzing CD4 Lymphocytes and Antiretroviral Therapy qwalkr Handle Continuous-Time Quantum Walks with R qwraps2 Quick Wraps 2 r.jive Perform JIVE Decomposition for Multi-Source Data r.proxy Set Proxy in R Console r02pro R Programming: Zero to Pro r2country Country Data with Names, Capitals, Currencies, Populations, Time, Languages and so on r2d2 Bivariate (Two-Dimensional) Confidence Region and Frequency Distribution r2d3 Interface to 'D3' Visualizations r2dictionary A Mini-Dictionary for 'R', 'shiny' and 'rmarkdown' Documents r2dii.analysis Measure Climate Scenario Alignment of Corporate Loans r2dii.data Datasets to Measure the Alignment of Corporate Loan Books with Climate Goals r2dii.match Tools to Match Corporate Lending Portfolios with Climate Data r2dii.plot Visualize the Climate Scenario Alignment of a Financial Portfolio r2fireworks Enhance Your 'Rmarkdown' and 'shiny' Apps with Dazzling Fireworks Celebrations r2glmm Computes R Squared for Mixed (Multilevel) Models r2mlm R-Squared Measures for Multilevel Models r2pmml Convert R Models to 'PMML' r2pptx Object Oriented R -> PowerPoint r2r R-Object to R-Object Hash Maps r2redux R2 Statistic r2resize In-Text Resize for Images, Tables and Fancy Resize Containers in 'shiny', 'rmarkdown' and 'quarto' Documents r2rtf Easily Create Production-Ready Rich Text Format (RTF) Tables and Figures r2shortcode Shorten Function Names of Functions in Another Package and Create an Index to Make Them Accessible r2social Seamless Integration of Sharing and Connect Buttons in Markdown and Apps r2spss Format R Output to Look Like SPSS r2stl Visualizing Data using a 3D Printer r2sundials Wrapper for 'SUNDIALS' Solving ODE and Sensitivity Problem r2symbols Symbols for 'Markdown' and 'Shiny' Application r311 Interface to the 'open311' Standard r3PG Simulating Forest Growth using the 3-PG Model r3dmol Create Interactive 3D Visualizations of Molecular Data r3js 'WebGL'-Based 3D Plotting using the 'three.js' Library r4ds.tutorials Tutorials for "R for Data Science" r4googleads 'Google Ads API' Interface r4lineups Statistical Inference on Lineup Fairness r4pde Companion to R for Plant Disease Epidemiology Book r4ss R Code for Stock Synthesis r4sub Easily Install and Load the R4SUB Ecosystem r4subcore Core Data Contracts, Parsers, and Scoring Primitives for Clinical Submission Readiness r4subdata Example Datasets for Clinical Submission Readiness r4subprofile Regulatory Submission Profiles for Clinical Submission Readiness r4subrisk Risk Quantification Engine for Clinical Submission Readiness r4subscore Submission Confidence Index Engine r4subtrace Traceability Engine for Clinical Submission Readiness r5r Rapid Realistic Routing with 'R5' r5rgui Graphical User Interface for 'r5r' Router r6methods Make Methods for R6 Classes r6qualitytools R6-Based Statistical Methods for Quality Science rACMEMEEV Multi-Variate Measurement Error Adjustment rADA Statistical Analysis and Cut-Point Determination of Immunoassays rARPACK Solvers for Large Scale Eigenvalue and SVD Problems rATTAINS Access EPA 'ATTAINS' Data rAccess Access Control Module for 'shiny' Applications rAmCharts JavaScript Charts Tool rAmCharts4 Interface to the JavaScript Library 'amCharts 4' rAverage Parameter Estimation for the Averaging Model of Information Integration Theory rBDAT Implementation of BDAT Tree Taper Fortran Functions rBMF Boolean Matrix Factorization rBahadur Assortative Mating Simulation and Multivariate Bernoulli Variates rBayesianOptimization Bayesian Optimization of Hyperparameters rBeta2009 The Beta Random Number and Dirichlet Random Vector Generating Functions rBiasCorrection Correct Bias in DNA Methylation Analyses rCBA CBA Classifier rCISSVAE Clustering-Informed Shared-Structure VAE for Imputation rCNV Detect Copy Number Variants from SNPs Data rCausalMGM Scalable Causal Discovery and Model Selection on Mixed Datasets with 'rCausalMGM' rChEA3 R Client for the 'ChEA3' Transcription Factor Enrichment API rChoiceDialogs 'rChoiceDialogs' Collection rCoinbase 'Coinbase Advance Trade API Interface' rCoreGage Data Quality Check Framework for Clinical and Analytical Data rD3plot Interactive Networks, Timelines, Barplots, Galleries with 'D3.js' rDEA Robust Data Envelopment Analysis (DEA) for R rDataPipeline Functions to Interact with the 'FAIR Data Pipeline' rDeckgl R Bindings to 'Deck.gl' rDecode Descent-Based Calibrated Optimal Direct Estimation rEDM Empirical Dynamic Modeling ('EDM') rEMM Extensible Markov Model for Modelling Temporal Relationships Between Clusters rENA Epistemic Network Analysis rFAMS Fisheries Analysis and Modeling Simulator rFDP Resampling-Based False Discovery Proportion Control rFIA Estimation of Forest Variables using the FIA Database rFSA Feasible Solution Algorithm for Finding Best Subsets and Interactions rFerns Random Ferns Classifier rFocal Run 'FOCAL' Language Source Code rGV Analysis of Continuous Glucose Monitor Data rGroovy Groovy Language Integration rIACI Iberian Actuarial Climate Index Calculations rIsing High-Dimensional Ising Model Selection rJava Low-Level R to Java Interface rJavaEnv 'Java' Environments for R Projects rKIN (Kernel) Isotope Niche Estimation rKOMICS Minicircle Sequence Classes (MSC) Analyses rKenyaForex Historical Data for Kenya Foreign Exchange Prices rKolada Access Data from the 'Kolada' Database rLDCP Text Generation from Data rLFT Processing Linear Features rLTP R Interface to the 'LTP'-Cloud Service rLakeAnalyzer Lake Physics Tools rLakeHabitat Interpolate Bathymetry and Quantify Physical Aquatic Habitat rLifting High-Performance Wavelet Lifting Transforms rMEA Synchrony in Motion Energy Analysis (MEA) Time-Series rMIDAS Multiple Imputation with Denoising Autoencoders rMIDAS2 Multiple Imputation with 'MIDAS2' Denoising Autoencoders rMOST Estimates Pareto-Optimal Solution for Hiring with 3 Objectives rMVP Memory-Efficient, Visualize-Enhanced, Parallel-Accelerated GWAS Tool rMultiNet Multi-Layer Networks Analysis rNeighborGWAS Testing Neighbor Effects in Marker-Based Regressions rNeighborQTL Interval Mapping for Quantitative Trait Loci Underlying Neighbor Effects rOCEAN Two-Way Feature Set Testing for Multi-Omics rODE Ordinary Differential Equation (ODE) Solvers Written in R Using S4 Classes rPACI Placido Analysis of Corneal Irregularity rPAex Automatic Detection of Experimental Unit in Precision Agriculture rPBK Inference and Prediction of Generic Physiologically-Based Kinetic Models rPDBapi A Comprehensive Interface for Accessing the Protein Data Bank rPackedBar Packed Bar Charts with 'plotly' rPandas Translating from R to Python's Pandas Package rPanglaoDB Download and Merge Single-Cell RNA-Seq Data from the PanglaoDB Database rPowerSampleSize Sample Size Computations Controlling the Type-II Generalized Family-Wise Error Rate rPraat Interface to Praat rPref Database Preferences and Skyline Computation rPublic 'Public Trading API' rQCC Robust Quality Control Chart rQSAR QSAR Modeling with Multiple Algorithms: MLR, PLS, and Random Forest rSAFE Surrogate-Assisted Feature Extraction rSCA An R Package for Stepwise Cluster Analysis rSDI Spatial Dispersion Index (SDI) Family of Metrics for Spatial/Geographic Networks rSDR Robust Sufficient Dimension Reduction rSEA Simultaneous Enrichment Analysis rSFA Slow Feature Analysis rSPARCS Sites, Population, and Records Cleaning Skills rSPDE Rational Approximations of Fractional Stochastic Partial Differential Equations rSRD Sum of Ranking Differences Statistical Test rSpectral Spectral Modularity Clustering rStrava Access the 'Strava' API rTCRBCRr Repertoire Analysis of the Detected Clonotype rTG Methods to Analyse Seasonal Radial Tree Growth Data rTLS Tools to Process Point Clouds Derived from Terrestrial Laser Scanning rTPC Fitting and Analysing Thermal Performance Curves rTRIPLEXCWFlux Carbon-Water Coupled Model rTRNG Advanced and Parallel Random Number Generation via 'TRNG' rTableICC Random Generation of Contingency Tables rTensor Tools for Tensor Analysis and Decomposition rTephra Tephra Transport Modeling rTwig Realistic Quantitative Structure Models rUM R Templates from the University of Miami rWishart Random Wishart Matrix Generation rYWAASB Simultaneous Selection by Trait and WAASB Index rYoutheria Access to the YouTheria Mammal Trait Database ra4bayesmeta Reference Analysis for Bayesian Meta-Analysis racademyocean Client for 'AcademyOcean API' raceland Pattern-Based Zoneless Method for Analysis and Visualization of Racial Topography racir Rapid A/Ci Response (RACiR) Data Analysis ractivecampaign Loading Data from 'ActiveCampaign API v3' radEmu Using Relative Abundance Data to Estimate of Multiplicative Differences in Mean Absolute Abundance radar Fundamental Formulas for Radar radarBoxplot Implementation of the Radar-Boxplot radiant Business Analytics using R and Shiny radiant.basics Basics Menu for Radiant: Business Analytics using R and Shiny radiant.data Data Menu for Radiant: Business Analytics using R and Shiny radiant.design Design Menu for Radiant: Business Analytics using R and Shiny radiant.model Model Menu for Radiant: Business Analytics using R and Shiny radiant.multivariate Multivariate Menu for Radiant: Business Analytics using R and Shiny radir Inverse-Regression Estimation of Radioactive Doses radlibs Build Your Own Madlibs! radous Query Random User Data from the Random User Generator API radsafer Radiation Safety radviz3d 3D Radial Visualization raem Analytic Element Modeling of Steady Single-Layer Groundwater Flow rafalib Convenience Functions for Routine Data Exploration rafsi Ranking of Alternatives with the RAFSI Method ragg Graphic Devices Based on AGG ragnar Retrieval-Augmented Generation (RAG) Workflows rags2ridges Ridge Estimation of Precision Matrices from High-Dimensional Data ragtop Pricing Equity Derivatives with Extensions of Black-Scholes rai Revisiting-Alpha-Investing for Polynomial Regression rainbow Bagplots, Boxplots and Rainbow Plots for Functional Data rainerosr Calculate Rainfall Intensity and Erosivity Indices rainette The Reinert Method for Textual Data Clustering rainfarmr Stochastic Precipitation Downscaling with the RainFARM Method rairtable Efficient Wrapper for the 'Airtable' API rakeR Easy Spatial Microsimulation (Raking) in R ralger Easy Web Scraping ramchoice Revealed Preference and Attention Analysis in Random Limited Attention Models ramcmc Robust Adaptive Metropolis Algorithm rameritrade 'TD Ameritrade' API Interface for R ramify Additional Matrix Functionality rampage Calibrated Color Ramps ramps Bayesian Geostatistical Modeling with RAMPS ramsvm Reinforced Angle-Based Multicategory Support Vector Machines randChecks Covariate Balance Checks: Randomization Tests and Graphical Diagnostics randPedPCA Fast PCA for Large Pedigrees randcorr Generate a Random p x p Correlation Matrix randgeo Generate Random 'WKT' or 'GeoJSON' randnet Random Network Model Estimation, Selection and Parameter Tuning rando Context Aware Random Numbers random True Random Numbers using RANDOM.ORG random.cdisc.data Create Random ADaM Datasets random.polychor.pa A Parallel Analysis with Polychoric Correlation Matrices randomForest Breiman and Cutlers Random Forests for Classification and Regression randomForestExplainer Explaining and Visualizing Random Forests in Terms of Variable Importance randomForestRHF Random Hazard Forests randomForestSGT Random Forest Super Greedy Trees randomForestSRC Fast Unified Random Forests for Survival, Regression, and Classification (RF-SRC) randomForestVIP Tune Random Forests Based on Variable Importance & Plot Results randomGLM Random General Linear Model Prediction randomGODB Random GO Database randomLCA Random Effects Latent Class Analysis randomMachines An Ensemble Modeling using Random Machines randomNames Generate Random Given and Surnames randomUniformForest Random Uniform Forests for Classification, Regression and Unsupervised Learning randomcoloR Generate Attractive Random Colors randomizationInference Flexible Randomization-Based Inference randomizeBE Create a Random List for Crossover Studies randomizeR Randomization for Clinical Trials randomizr Easy-to-Use Tools for Common Forms of Random Assignment and Sampling randompack Fast Random Number Generation with Multiple Engines and Distributions randotools Create Randomization Lists randtests Testing Randomness in R randtoolbox Toolbox for Pseudo and Quasi Random Number Generation and Random Generator Tests rang Reconstructing Reproducible R Computational Environments rangeBuilder Occurrence Filtering, Geographic Standardization and Generation of Species Range Polygons rangeMapper A Platform for the Study of Macro-Ecology of Life History Traits rangeModelMetadata Provides Templates for Metadata Files Associated with Species Range Models rangecondprob Tools for Conditional Probability rangemodelR Mid-Domain Effect and Species Richness rangen Random Number Generators and Utilities ranger A Fast Implementation of Random Forests rangr Mechanistic Simulation of Species Range Dynamics rank Customisable Ranking of Numerical and Categorical Data rankCorr Total, Between-, and Within-Cluster Spearman Rank Correlations for Clustered Data rankFD Rank-Based Tests for General Factorial Designs rankICC Rank Intraclass Correlation for Clustered Data rankPlayedInference Conditional Probability Distributions in Hearts Card Game rankdifferencetest Kornbrot's Rank Difference Test rankdist Distance Based Ranking Models rankhazard Rank-Hazard Plots rankinPlot Convenient Plotting for the Modified Rankin Scale and Other Ordinal Outcome Data rankinma Rank in Network Meta-Analysis rankrate Joint Statistical Models for Preference Learning with Rankings and Ratings ranktreeEnsemble Ensemble Models of Rank-Based Trees with Extracted Decision Rules rapiclient Dynamic OpenAPI/Swagger Client rapidcodeR Optimized Data Analysis System for AI-Based Text Processing rapidjsonr 'Rapidjson' C++ Header Files rapidoc Generates 'RapiDoc' Documentation from an 'OpenAPI' Specification rapidphylo Rapidly Estimates Phylogeny from Large Allele Frequency Data Using Root Distances Method rapidraker Rapid Automatic Keyword Extraction (RAKE) Algorithm rapidsplithalf A Fast Permutation-Based Split-Half Reliability Algorithm rapidxmlr 'Rapidxml' C++ Header Files rappdirs Application Directories: Determine Where to Save Data, Caches, and Logs rappleads Get Data from 'Apple Ads Campaign Management API' rapport A Report Templating System rapportools Miscellaneous (Stats) Helper Functions with Sane Defaults for Reporting rappsflyer Work with AppsFlyer API rapr Interface to 'Rangeland Analysis Platform' (RAP) Products rapsimng APSIM Next Generation raptools Risk Assessment Plot and Reclassification Metrics raptr Representative and Adequate Prioritization Toolkit in R raqs Interface to the US EPA Air Quality System (AQS) API rar Risk-Adjusted Regression rare Linear Model with Tree-Based Lasso Regularization for Rare Features rareNMtests Ecological and Biogeographical Null Model Tests for Comparing Rarefaction Curves rareflow Variational Flow-Based Inference for Rare Events and Large Deviations rarefun Functions for Rare Events Analysis rarestR Rarefaction-Based Species Richness Estimator raretrans Bayesian Priors for Matrix Population Models rarms Access Data from the USDA ARMS Data API rasciidoc Create Reports Using R and 'asciidoc' rashnu Balanced Sample Size and Power Calculation Tools rassta Raster-Based Spatial Stratification Algorithms raster Geographic Data Analysis and Modeling rasterDT Fast Raster Summary and Manipulation rasterImage An Improved Wrapper of image() rasterKernelEstimates Kernel Based Estimates on in-Memory Raster Images rasterList A Raster Where Cells are Generic Objects rasterVis Visualization Methods for Raster Data rasterbc Access Forest Ecology Layers for British Columbia in 2001-2018 rasterdiv Diversity Indices for Numerical Matrices rasterize Rasterize Graphical Output rasterpdf Plot Raster Graphics in PDF Files rasterpic Convert Digital Images into 'SpatRaster' Objects ratdat Portal Project Teaching Database ratelimitr Rate Limiting for R ratematrix Bayesian Estimation of the Evolutionary Rate Matrix rateratio.test Exact Rate Ratio Test raters A Modification of Fleiss' Kappa in Case of Nominal and Ordinal Variables ratesci Confidence Intervals and Tests for Comparisons of Binomial Proportions or Poisson Rates rationalfun Manipulation of Rational Functions ratios Calculating Ratios Between Two Data Sets and Correction for Adhering Particles on Plants rattle R Data Science Supporting Rattle ravecore Core File Structures and Workflows for 'RAVE' ravel AI Copilot for R Analysis Workflows in 'RStudio' ravelRy An Interface to the 'Ravelry' API raven.rdf An R Interface for Raven DataFrames (Beta0) ravepipeline Reproducible Pipeline Infrastructure for Neuroscience ravetools Signal and Image Processing Toolbox for Analyzing Intracranial Electroencephalography Data raw R Actuarial Workshops rawKS Easily Get True-Positive Rate and False-Positive Rate and KS Statistic raws.profile Managing Profiles on Amazon Web Service raybevel Generates Polygon Straight Skeletons and 3D Bevels rayimage Image Processing for Simulated Cameras raymolecule Parse and Render Molecular Structures in 3D rayrender Build and Raytrace 3D Scenes rayshader Create Maps and Visualize Data in 2D and 3D raytracing Rossby Wave Ray Tracing rayvertex 3D Software Rasterizer rb3 Download and Parse Public Data Released by B3 Exchange rbacon Age-Depth Modelling using Bayesian Statistics rbbnp A Bias Bound Approach to Non-Parametric Inference rbc Regression by Composition rbcb R Interface to Brazilian Central Bank Web Services rbcc Risk-Based Control Charts rbch Extraction and Analysis of Data from the Bitcoin Cash (BCH) Blockchain rbedrock Analysis and Manipulation of Data from Minecraft Bedrock Edition rbenchmark Benchmarking Routine for R rbfmvar Residual-Based Fully Modified Vector Autoregression rbgm Tools for 'Box Geometry Model' (BGM) Files and Topology for the Atlantis Ecosystem Model rbi Interface to 'LibBi' rbi.helpers 'rbi' Helper Functions rbibutils Read 'Bibtex' Files and Convert Between Bibliography Formats rbin Tools for Binning Data rbioacc Inference and Prediction of Toxicokinetic Models rbioapi User-Friendly R Interface to Biologic Web Services' API rbiodatacr R Client for the BIODATACR Biodiversity Data Platform of Costa Rica rbiom Integrated Analysis and Visualization of Microbiome Data rbiouml Interact with BioUML Server rbit Binary Indexed Tree rblimp Integration of 'Blimp' Software into R rblt Bio-Logging Toolbox rbm25 A Light Wrapper Around the 'BM25' 'Rust' Crate for Okapi BM25 Text Search rbmi Reference Based Multiple Imputation rbmiUtils Utility Functions to Support and Extend the 'rbmi' Package rbmn Handling Linear Gaussian Bayesian Networks rbounds Perform Rosenbaum Bounds Sensitivity Tests for Matched and Unmatched Data rbranding Manage Branding and Accessibility of R Projects rbreak Restricted Structural Change Models rbscCI Blyth-Still-Casella Confidence Interval rbtc Bitcoin API rbtt Alternative Bootstrap-Based t-Test Aiming to Reduce Type-I Error for Non-Negative, Zero-Inflated Data rbw Residual Balancing Weights for Marginal Structural Models rcDEA Robust and Conditional Data Envelopment Analysis (DEA) rcarbon Calibration and Analysis of Radiocarbon Dates rcartocolor 'CARTOColors' Palettes rcatfish An R Interface to the California Academy of Sciences Eschmeyer's Catalog of Fishes rcausim Generate Causally-Simulated Data rcbalance Large, Sparse Optimal Matching with Refined Covariate Balance rcbsubset Optimal Subset Matching with Refined Covariate Balance rcccd Class Cover Catch Digraph Classification rccola Safely Manage API Keys and Load Data from a REDCap or Other Source rcd3 Efficient Row-Column Designs for 3 Level Factorial Experiments in 3 Rows rcdd Computational Geometry rcdf A Comprehensive Toolkit for Working with Encrypted Parquet Files rcdk Interface to the 'CDK' Libraries rcdklibs The CDK Libraries Packaged for R rcdo Wrapper of 'CDO' Operators rcens Generate Sample Censoring rchallenge A Simple Data Science Challenge System rchemo Dimension Reduction, Regression and Discrimination for Chemometrics rcheology Data on Base and Recommended Packages for Current and Previous Versions of R rchroma A Client for 'ChromaDB' rciplot Plot Jacobson-Truax Reliable Change Indices rcites R Interface to the Species+ Database rclipboard Shiny/R Wrapper for 'clipboard.js' rcloner Interface to 'rclone' Cloud Storage Utility rclsp A Modular Two-Step Convex Optimization Estimator for Ill-Posed Problems rcmdcheck Run 'R CMD check' from 'R' and Capture Results rco The R Code Optimizer rcoder Lightweight Data Structure for Recoding Categorical Data without Factors rcoins Identify Naturally Continuous Lines in a Spatial Network rcollectadhd Collection of Data Sets Containing ADHD Related Data rcolors 270 'NCL' Color Tables in R Language rcompanion Functions to Support Extension Education Program Evaluation rcompendium Create a Package or Research Compendium Structure rconf Minimal and Lightweight Configuration Tool rconfig Manage R Configuration at the Command Line rconvertu From/to Classification Converter rcorpora A Collection of Small Text Corpora of Interesting Data rcppmlpackexamples Example Use of 'mlpack' from C++ via R rcpptimer 'Rcpp' Tic-Toc Timer with 'OpenMP' Support rcprd Extraction and Management of Clinical Practice Research Datalink Data rcrimeanalysis An Implementation of Crime Analysis Methods rcrisp Automate the Delineation of Urban River Spaces rcrossref Client for Various 'CrossRef' 'APIs' rcssci Visualization of Restricted Cubic Splines rct3 Predict Fish Year-Class Strength from Survey Data rd2d Estimation and Inference for Boundary Discontinuity Designs rda Shrunken Centroids Regularized Discriminant Analysis rdacca.hp Hierarchical and Variation Partitioning for Canonical Analysis rdaisi R Client for the Daisi Microservice Platform rdatacite Client for the 'DataCite' API rdataretriever R Interface to the Data Retriever rdav Simple 'WebDAV' Client rdbnomics Download DBnomics Data rdcmchecks Common Argument Checks for 'r-dcm' Packages rdcor Rank Distance Correlation Coefficient rddapp Regression Discontinuity Design Application rddensity Manipulation Testing Based on Density Discontinuity rddi R Interface to DDI Codebook 2.5 rddtools Toolbox for Regression Discontinuity Design ('RDD') rde Reproducible Data Embedding rdecision Decision Analytic Modelling in Health Economics rdeps Identify External Packages Used in a Project rdflib Tools to Manipulate and Query Semantic Data rdhs API Client and Dataset Management for the Demographic and Health Survey (DHS) Data rdhte Heterogeneous Treatment Effects in Regression Discontinuity Designs rdi Repertoire Dissimilarity Index rdian Client Library for The Guardian rdist Calculate Pairwise Distances rdiversity Measurement and Partitioning of Similarity-Sensitive Biodiversity rdkitpyr Task-Oriented Cheminformatics in R Using 'RDKit' via 'Python' rdlearn Safe Policy Learning under Regression Discontinuity Design with Multiple Cutoffs rdlocrand Local Randomization Methods for RD Designs rdmulti Robust Local Polynomial Methods for RD Designs with Multiple Cutoffs or Multiple Scores rdnb R Interface to the 'Deutsche Nationalbibliothek (German National Library) API' rdocdump Dump 'R' Package Source, Documentation, and Vignettes into One File rdomains Get the Category of Content Hosted by a Domain rdoxygen Create Doxygen Documentation for Source Code rdpower Power, Sample Size, and Minimum Detectable Effect Calculations for RD Designs rdracor Access to the 'DraCor' API rdrobust Robust Data-Driven Statistical Inference in Regression-Discontinuity Designs rdryad Access for Dryad Web Services rdss Companion Datasets and Functions for Research Design in the Social Sciences rdstagger Staggered Regression Discontinuity with Network Interference rdtLite Provenance Collector rdwd Select and Download Climate Data from 'DWD' (German Weather Service) rdwplus Inverse Distance Weighted Percent Land Use for Streams re 'Python' Style Regular Expression Functions re2 R Interface to Google RE2 (C++) Regular Expression Library reReg Recurrent Event Regression react Reactivity Helper for 'shiny' reactCheckbox Checkbox Group Input for 'Shiny' reactR React Helpers reactRouter 'React Router' for 'shiny' Apps and 'Quarto' reactable Interactive Data Tables for R reactable.extras Extra Features for 'reactable' Package reactlog Reactivity Visualizer for 'shiny' read.abares Read Australian Agricultural Data from Government Agencies read.gb Open GenBank Files read.gt3x Parse 'ActiGraph' 'GT3X'/'GT3X+' 'Accelerometer' Data readABF Loads Axon Binary Files readBrukerFlexData Reads Mass Spectrometry Data in Bruker *flex Format readHAC Read Acoustic HAC Format readJDX Import Data in the JCAMP-DX Format readMDTable Read Markdown Tables into Tibbles readMLData Reading Machine Learning Benchmark Data Sets in Different Formats readMzXmlData Reads Mass Spectrometry Data in mzXML Format readNSx Read 'Blackrock-Microsystems' Files ('NEV', 'NSx') readODS Read and Write ODS Files readSX Read 'SurveyXact' Data readabs Download and Tidy Time Series Data from the Australian Bureau of Statistics readaec Access Australian Electoral Commission Data readapra Download and Tidy Data from the Australian Prudential Regulation Authority readbitmap Simple Unified Interface to Read Bitmap Images (BMP,JPEG,PNG,TIFF) readbulk Read and Combine Multiple Data Files readecb Access 'European Central Bank' Data readelan Read 'ELAN' Files readepi Read Data from Relational Database Management Systems and Health Information Systems reader Suite of Functions to Flexibly Read Data from Files readimf Access International Monetary Fund Data via the 'SDMX' 3.0 API readme2vignette Convert README to Vignette During Package Installation readmet Read some less Popular Formats Used in Meteorology readmission Hospital Readmission Data for Patients with Diabetes readmit Tools for Working with Hospital Readmissions Data readmoRe Utilities for Importing and Manipulating Biomedical Data Files readnoaa Access 'NOAA' Climate and Weather Data readobj Fast Reader for 'Wavefront' OBJ 3D Scene Files readoecd Download and Tidy Data from the 'OECD' readosense Imports Log and Data Files from Eosense Flux Chambers readr Read Rectangular Text Data readrba Download and Tidy Data from the Reserve Bank of Australia readroper Simply Read ASCII Single and Multicard Polling Datasets readsdmx Read SDMX-XML Data readsdr Translate Models from System Dynamics Software into 'R' readsparse Read and Write Sparse Matrices in 'SVMLight' and 'LibSVM' Formats readstata13 Import 'Stata' Data Files readtext Import and Handling for Plain and Formatted Text Files readtextgrid Read in a 'Praat' 'TextGrid' File readxl Read Excel Files ready4 Develop and Use Modular Health Economic Models readyomics Ready-to-Use Omics Formatting, Analysis, and Visualization Pipeline realTimeloads Analyte Flux and Load from Estimates of Concentration and Discharge realestatebr Import Brazilian Real Estate Data into R realtest Where Expectations Meet Reality: Realistic Unit Testing ream Density, Distribution, and Sampling Functions for Evidence Accumulation Models reappraised Statistical Tools for Assessing Publication Integrity of Groups of Trials rearrr Rearranging Data reasonabletools Clean Water Quality Data for NPDES Reasonable Potential Analyses rebib Convert and Aggregate Bibliographies rebird R Client for the eBird Database of Bird Observations rebmix Finite Mixture Modeling, Clustering & Classification rebus Build Regular Expressions in a Human Readable Way rebus.base Core Functionality for the 'rebus' Package rebus.datetimes Date and Time Extensions for the 'rebus' Package rebus.numbers Numeric Extensions for the 'rebus' Package rebus.unicode Unicode Extensions for the 'rebus' Package recalibratiNN Quantile Recalibration for Regression Models recapr Two Event Mark-Recapture Experiment recastlessons Explore and Interactively Adjust a Daily Distribution of Lessons receptiviti Text Analysis Through the 'Receptiviti' API recexcavAAR 3D Reconstruction of Archaeological Excavations recforest Random Survival Forest for Recurrent Events rechaRge HydroBudget – Groundwater Recharge Model rechonest R Interface to Echo Nest API recipes Preprocessing and Feature Engineering Steps for Modeling reclin2 Record Linkage Toolkit recluster Ordination Methods for the Analysis of Beta-Diversity Indices recmap Compute the Rectangular Statistical Cartogram recmetrics Psychometric Evaluation Using Relative Excess Correlations recodeflow Interface Functions for PMML Creation, and Data Recoding recoder A Simple and Flexible Recoder recogito Interactive Annotation of Text and Images recolorize Color-Based Image Segmentation recombinator Recombinate Nested Lists to Dataframes recometrics Evaluation Metrics for Implicit-Feedback Recommender Systems recommenderlab Lab for Developing and Testing Recommender Algorithms recommenderlabBX Book-Crossing Dataset (BX) for 'recommenderlab' recommenderlabJester Jester Dataset for 'recommenderlab' reconstructKM Reconstruct Individual-Level Data from Published KM Plots reconstructr Session Reconstruction and Analysis recor Rearrangement Correlation Coefficient recorder Toolkit to Validate New Data for a Predictive Model recosystem Recommender System using Matrix Factorization recount3 Explore and download data from the recount3 project rectpacker Rectangle Packing recurrentpseudo Creates Pseudo-Observations and Analysis for Recurrent Event Data recurse Computes Revisitation Metrics for Trajectory Data red IUCN Redlisting Tools reda Recurrent Event Data Analysis redatam Import 'REDATAM' Files redatamx R Interface to 'Redatam' Library redbookperu Access and Analyze Data from the Red Book of Endemic Plants of Peru redcapAPI Interface to 'REDCap' redcas An Interface to the Computer Algebra System 'REDUCE' reddPrec Reconstruction of Daily Data - Precipitation redditadsR Get Reddit Ads Data via the 'Windsor.ai' API redist Simulation Methods for Legislative Redistricting redistmetrics Redistricting Metrics redistverse Easily Install and Load Redistricting Software redland RDF Library Bindings in R redlist Interface to the IUCN Red List Data redlistr Tools for the IUCN Red List of Ecosystems and Species redoc Generates 'Redoc' Documentation from an 'OpenAPI' Specification redquack Transfer 'REDCap' Data to Database redux R Bindings to 'hiredis' reems Estimating Effective Migration Surfaces from Single Nucleotide Polymorphism Data ref.ICAR Objective Bayes Intrinsic Conditional Autoregressive Model for Areal Data refdb A DNA Reference Library Manager refer Create Object References referenceIntervals Reference Intervals refineR Reference Interval Estimation using Real-World Data refinr Cluster and Merge Similar Values Within a Character Vector refitME Measurement Error Modelling using MCEM refitgaps Reduce the Number of Holes in the School Timetable reflectR Automatic Scoring of the Cognitive Reflection Test reflimR Reference Limit Estimation Using Routine Laboratory Data reformulas Machinery for Processing Random Effect Formulas refreg Conditional Multivariate Reference Regions refreshr Work with Refreshable Datasets that Update their Data Automatically refseqR Common Computational Operations Working with RefSeq Entries (GenBank) refset Subsets with Reference Semantics refuge Locate Trans and Intersex-Friendly Toilets refugees UNHCR Refugee Population Statistics Database refund Regression with Functional Data refund.shiny Interactive Plotting for Functional Data Analyses refundBayes Bayesian Regression with Functional Data regDIF Regularized Differential Item Functioning regMMD Robust Regression and Estimation Through Maximum Mean Discrepancy Minimization regRSM Random Subspace Method (RSM) for Linear Regression regclass Tools for an Introductory Class in Regression and Modeling regcorr Regression Models of Pearson Correlation Coefficient regda Regularised Discriminant Analysis regexSelect Regular Expressions in 'shiny' Select Lists regextable Pattern-Based Text Extraction and Standardization with Lookup Tables reghelper Helper Functions for Regression Analysis regional Intra- and Inter-Regional Similarity regioncode Convert Region Names and Division Codes of China Over Years regioneR Association analysis of genomic regions based on permutation tests regions Processing Regional Statistics registr Curve Registration for Exponential Family Functional Data registry Infrastructure for R Package Registries reglogit Simulation-Based Regularized Logistic Regression regmed Regularized Mediation Analysis regmedint Regression-Based Causal Mediation Analysis with Interaction and Effect Modification Terms regmhmm 'regmhmm' Fits Hidden Markov Models with Regularization regnet Network-Based Regularization for Generalized Linear Models regport Regression Model Processing Port regr.easy Easy Linear, Quadratic and Cubic Regression Models regrap Reverse Graphical Approaches regreplaceR Match and Replace Strings Based on Named Groups in Regular Expressions regress Gaussian Linear Models with Linear Covariance Structure regress3d Create 3D Regression Surfaces regressinator Simulate and Diagnose (Generalized) Linear Models regressoR Regression Data Analysis System regrrr Toolkit for Compiling, (Post-Hoc) Testing, and Plotting Regression Results regsem Regularized Structural Equation Modeling regspec Non-Parametric Bayesian Spectrum Estimation for Multirate Data regsubseq Detect and Test Regular Sequences and Subsequences regtomean Regression Toward the Mean regtools Regression and Classification Tools rehh Searching for Footprints of Selection using 'Extended Haplotype Homozygosity' Based Tests rehh.data Data Only: Searching for Footprints of Selection using Haplotype Homozygosity Based Tests reinstallr Search and Install Missing Packages relMix Relationship Inference for DNA Mixtures relSim Relative Simulator relaimpo Relative Importance of Regressors in Linear Models relatable Functions for Mapping Key-Value Pairs, Many-to-Many, One-to-Many, and Many-to-One Relations relations Data Structures and Algorithms for Relations relcircle Draw Regulatory Relationships Between Genes reldist Relative Distribution Methods releaser Help with Preparing a New Version of an R Package relevance Calculate Relevance and Significance Measures relevent Relational Event Models reliaR Comprehensive Tools for some Probability Distributions reliabilitydiag Reliability Diagrams Using Isotonic Regression reliacoef Unidimensional and Multidimensional Reliability Coefficients relimp Relative Contribution of Effects in a Regression Model relliptical The Truncated Elliptical Family of Distributions relsurv Relative Survival rema Rare Event Meta Analysis remaCor Random Effects Meta-Analysis for Correlated Test Statistics remap Regional Spatial Modeling with Continuous Borders rematch Match Regular Expressions with a Nicer 'API' rematch2 Tidy Output from Regular Expression Matching remdata A Collection of Empirical and Simulated Relational Event Data Sequences remedy 'RStudio' Addins to Simplify 'Markdown' Writing remify Processing and Transforming Relational Event History Data remindR Insert and Extract "Reminders" from Function Comments remiod Reference-Based Multiple Imputation for Ordinal/Binary Response remmy API Client for 'Lemmy' remode Recursive Mode Detection for Distributions of Ordinal Data remote Empirical Orthogonal Teleconnections in R remotePARTS Spatiotemporal Autoregression Analyses for Large Data Sets remotes R Package Installation from Remote Repositories, Including 'GitHub' rempsyc Convenience Functions for Psychology remss Refining Evaluation Methodology on Stage System remstats Computes Statistics for Relational Event History Data remstimate Optimization Frameworks for Tie-Oriented and Actor-Oriented Relational Event Models remulate Simulate Dynamic Networks from Relational Event Models remverse A Meta-Package for Relational Event History Analysis rencher Datasets from the Book "Methods of Multivariate Analysis (3rd)" renpow Renewable Power Systems and the Environment rentrez 'Entrez' in R renv Project Environments renz R-Enzymology repairData Open Repair Alliance Datasets 2021 repana Repeatable Analysis in R repeated Non-Normal Repeated Measurements Models repec Access RePEc Data Through API repello Reports from Trello in R repfdr Replicability Analysis for Multiple Studies of High Dimension repfun Create Tables, Listings and Figures using Functions Styled after SAS™ Macros replacer A Value Replacement Utility replicateBE Average Bioequivalence with Expanding Limits (ABEL) replicatedpp2w Two-Way ANOVA-Like Method to Analyze Replicated Point Patterns repmis Miscellaneous Tools for Reproducible Research repmod Create Report Table from Different Objects repoRter.nih R Interface to the 'NIH RePORTER Project' API repolr Repeated Measures Proportional Odds Logistic Regression report Automated Reporting of Results and Statistical Models reportROC An Easy Way to Report ROC Analysis reportReg An Easy Way to Report Regression Analysis reportRmd Tidy Presentation of Clinical Reporting reporter Creates Statistical Reports reportfactory Lightweight Infrastructure for Handling Multiple R Markdown Documents reportr A General Message and Error Reporting System reporttools Generate "LaTeX"" Tables of Descriptive Statistics repr Serializable Representations represent Determine How Representative Two Multidimensional Data Sets are representr Create Representative Records After Entity Resolution represtools Reproducible Research Tools reprex Prepare Reproducible Example Code via the Clipboard reproducer Reproduce Statistical Analyses and Meta-Analyses reproducible Enhance Reproducibility of R Code reproducibleRchunks Automated Reproducibility Checks for R Markdown Documents reproj Coordinate System Transformations for Generic Map Data reproresearchR Companion Package for 'Reproducible Research Using R' repsd Root Expected Proportion Squared Difference for Detecting DIF repsim Measures of Representational Similarity Across Models reptiledb.data Reptile Database Data repurrrsive Examples of Recursive Lists and Nested or Split Data Frames reqres Powerful Classes for HTTP Requests and Responses request High Level 'HTTP' Client requiRements Helper Package to Install Packages for R requireR R Source Code Modularizer rerandPower Power and Sample Size Calculations for Completely Randomized and Rerandomized Experiments rerddap General Purpose Client for 'ERDDAP™' Servers rerddapUtils Miscellaneous Utilities for 'rerddap' rerddapXtracto Extracts Environmental Data from 'ERDDAP™' Web Services resLIK Representation-Level Control Surfaces for Reliability Sensing resample Resampling Functions resampledata Data Sets for Mathematical Statistics with Resampling in R resampledata3 Data Sets for "Mathematical Statistics with Resampling and R" (3rd Ed) rescomp Efficient Modelling of Resource Competition resde Estimation in Reducible Stochastic Differential Equations resemble Similarity Retrieval and Local Learning for Spectral Chemometrics reservoir Tools for Analysis, Design, and Operation of Water Supply Storages reservoirnet Reservoir Computing and Echo State Networks reservr Fit Distributions and Neural Networks to Censored and Truncated Data resevol Simulate Agricultural Production and Evolution of Pesticide Resistance reshape Flexibly Reshape Data reshape2 Flexibly Reshape Data: A Reboot of the Reshape Package resilience Predictors of Resilience to a Stressor in a Single-Arm Study resizableSplitLayout Resizable Split Layout Module for 'shiny' reslife Calculate Mean Residual Life (MRL) and Related Values for Different Distributions reslr Modelling Relative Sea Level Data resmush Optimize and Compress Image Files with 'reSmush.it' resourcecode Access to the 'RESOURCECODE' Hindcast Database resourcecodedata Resourcecode Database Configuration Data resourcer Resource Resolver respR Import, Process, Analyse, and Calculate Rates from Respirometry Data respirometry Tools for Conducting and Analyzing Respirometry Experiments responsePatterns Screening for Careless Responding Patterns resquin Response Quality Indicators for Survey Research restatapi Search and Retrieve Data from Eurostat Database restatis R Wrapper to Access a Wide Range of Germany's Federal Statistical System Databases Based on the GENESIS Web Service RESTful API of the German Federal Statistical Office (Statistisches Bundesamt/Destatis) restaurant Restaurant Data for Entity Resolution restez Create and Query a Local Copy of 'GenBank' in R restfulr R Interface to RESTful Web Services restimizeapi Functions for Working with the 'www.estimize.com' Web Services restrictR Composable Runtime Contracts for R restriktor Restricted Statistical Estimation and Inference for Linear Models result Result Type for Safely Handling Operations that can Succeed or Fail resultcheck Result Stability Checks for Empirical R Projects resumer Build Resumes with R resumiR Medidas Resumen y Tablas de Frecuencia para Datos Numéricos / Summary Measures and Frequency Tables for Numerical Data retel Regularized Exponentially Tilted Empirical Likelihood rethinker 'RethinkDB' Client rethnicity Predicting Ethnic Group from Names reticulate Interface to 'Python' retimer Retime and Analyse Speech Signals retistruct Retinal Reconstruction Program retmort Estimate User-Based Tagging Mortality and Tag Loss in Mark-Recapture Studies retriever Generate Disease-Specific Response Signatures from the LINCS-L1000 Data retrodesign Tools for Type S (Sign) and Type M (Magnitude) Errors retroharmonize Ex Post Survey Data Harmonization retrosheet Import Professional Baseball Data from 'Retrosheet' retry Repeated Evaluation reval Argument Table Generation for Sensitivity Analysis revdbayes Ratio-of-Uniforms Sampling for Bayesian Extreme Value Analysis revealedPrefs Revealed Preferences and Microeconomic Rationality revealjs R Markdown Format for 'reveal.js' Presentations reveneraR Connect to Your 'Revenera' (Formerly 'Revulytics') Data reverseR Linear Regression Stability to Significance Reversal revert Reversion Mutation Detector for DNA Sequencing Data revise Dynamic Revision Letters for 'Rmarkdown' Manuscripts reviser Analyzing Revisions in Real-Time Time Series Vintages revpref Tools for Computational Revealed Preference Analysis revss Robust Estimation in Very Small Samples revtools Tools to Support Evidence Synthesis rewie Data Preparation and Diagnostics for Random Effects Within Estimator rex Friendly Regular Expressions rexer Random Exercises and Exams Generator rexpokit R Wrappers for EXPOKIT; Other Matrix Functions rextendr Build 'Rust' Powered 'R' Packages rextor Prepare 'WEXTOR' Data rfPermute Estimate Permutation p-Values for Random Forest Importance Metrics rfVarImpOOB Unbiased Variable Importance for Random Forests rfacebookstat Load Data from Facebook API Marketing rfacts R Interface to 'FACTS' on Unix-Like Systems rfars Download and Analyze Crash Data rfieldclimate Client for the 'FieldClimate' API rfinterval Predictive Inference for Random Forests rfishbase R Interface to 'FishBase' rfisheries 'Programmatic Interface to the 'openfisheries.org' API' rflexscan The Flexible Spatial Scan Statistic rflsgen Neutral Landscape Generator with Targets on Landscape Indices rfm Recency, Frequency and Monetary Value Analysis rfoaas R Interface to 'FOAAS' rfold Working with many R Folders Within an R Package rfordummies Code Examples to Accompany the Book "R for Dummies" rformat Base R Code Formatter rfriend Provides Batch Functions and Visualisation for Basic Statistical Procedures rfvimptest Sequential Permutation Testing of Random Forest Variable Importance Measures rfviz Interactive Visualization Tool for Random Forests rgTest Robust Graph-Based Two-Sample Test rgabriel Gabriel Multiple Comparison Test and Plot the Confidence Interval on Barplot rgbIndices RGB Visible Indices for Image Analysis rgbif Interface to the Global Biodiversity Information Facility API rgee R Bindings for Calling the 'Earth Engine' API rgeedim Search, Composite, and Download 'Google Earth Engine' Imagery with the 'Python' Module 'geedim' rgen Random Sampling Distribution C++ Routines for Armadillo rgenius Get 'Genius' API Lyrics rgenoud R Version of GENetic Optimization Using Derivatives rgeoda R Library for Spatial Data Analysis rgeomorphon A Lightweight Implementation of the 'Geomorphon' Algorithm rgeomstats Interface to 'Geomstats' rgeopat2 Additional Functions for 'GeoPAT' 2 rgl 3D Visualization Using OpenGL rgl.cry 'cry' and 'rgl' — Applications in Crystallography rgl2gltf Read and Write '.gltf' and '.glb' Files rglobi Interface to Global Biotic Interactions rglplus Extension of the 'rgl' 3D Visualization Package rgm Advanced Inference with Random Graphical Models rgml0 Random Graphical Model Estimation under L0 Penalty rgnoisefilt Elimination of Noisy Samples in Regression Datasets using Noise Filters rgnparser Parse Scientific Names rgoogleads Loading Data from 'Google Ads API' rgoogleclassroom API Wrapper for Google Classroom and Google Forms rgph Pair Critical Points and Compute Persistent Homology of Reeb Graphs rgplates R Interface for the GPlates Web Service and Desktop Application rgraph6 Representing Graphs as 'graph6', 'digraph6' or 'sparse6' Strings rgrass Interface Between 'GRASS' Geographical Information System and 'R' rgsp Repetitive Group Sampling Plan Based on Cpk rgsrs Query the FDA Global Substance Registration System (GSRS) API rgtmx Manage GTmetrix Tests in R rgugik Search and Retrieve Spatial Data from 'GUGiK' rgw Goodman-Weare Affine-Invariant Sampling rhandsontable Interface to the 'Handsontable.js' Library rhcoclust Robust Hierarchical Co-Clustering to Identify Significant Co-Cluster rhdf5 R Interface to HDF5 rhdf5filters HDF5 Compression Filters rheroicons A Zero Dependency 'SVG' Icon Library for 'Shiny' rhierbaps Clustering Genetic Sequence Data Using the HierBAPS Algorithm rhino A Framework for Enterprise Shiny Applications rhmc Hamiltonian Monte Carlo rhnerm Random Heteroscedastic Nested Error Regression rhoR Rho for Inter Rater Reliability rhoneycomb Analysis of Honeycomb Selection Designs rhosa Higher-Order Spectral Analysis rhub Tools for R Package Developers rhymer Wrapper for the 'Datamuse' API to Find Rhyming and Associated Words rhype Work with Hypergraphs in R ri2 Randomization Inference for Randomized Experiments riAFTBART A Flexible Approach for Causal Inference with Multiple Treatments and Clustered Survival Outcomes rib An Implementation of 'Interactive Brokers' API ribd Pedigree-based Relatedness Coefficients ribiosArg Argument Handling for Command-Line, Stand-Alone R Scripts ribiosGraph Manipulate and Visualize Graphs in the 'ribios' Software Suite ribiosIO Input/Output Utilities of the 'ribios' Suite ribiosMath Mathematical and Statistical Tools in 'ribios' ribiosPlot Plotting Module of the 'ribios' Software Suite ribiosUtils Utilities from and Interface to the 'Bioinfo-C' ('BIOS') Library ricci Ricci Calculus rice Radiocarbon Equations ricegeneann Gene Annotation of Rice (Oryza Sativa L.spp.japonica) riceidconverter Convert Biological ID from RAP or MSU to SYMBOL for Oryza Sativa riceware A Diceware Passphrase Implementation richCluster Fast, Robust Clustering Algorithms for Gene Enrichment Data rict Redistricting in Clean Tables ricu Intensive Care Unit Data with R rid Multiple Change-Point Detection in Multivariate Time Series ridge Ridge Regression with Automatic Selection of the Penalty Parameter ridgeBART Bayesian Additive Regression Trees with Ridge Function Outputs ridgetorus PCA on the Torus via Density Ridges ridgregextra Ridge Regression Parameter Estimation ridigbio Interface to the iDigBio Data API riem Accesses Weather Data from the Iowa Environment Mesonet riemtan Riemannian Metrics for Symmetric Positive Definite Matrices rifreg Estimate Recentered Influence Function Regression rifttable Results Tables to Bridge the Rift Between Epidemiologists and Their Data rigr Regression, Inference, and General Data Analysis Tools in R riingo An R Interface to the 'Tiingo' Stock Price API rim Interface to 'Maxima', Enabling Symbolic Computation rimu Responses in Multiplex rinat Access 'iNaturalist' Data Through APIs rineq Concentration Index and Decomposition for Health Inequalities rinet Clinical Reference Interval Estimation with Reference Interval Network (RINet) ring Circular / Ring Buffers ringbp Simulate and Evaluate Targeted Interventions in Infectious Disease Outbreaks ringostat Load Data from 'Ringostat API' rintcal Radiocarbon Calibration Curves rintimg View Images on Full Screen in 'RMarkdown' Documents and 'shiny' Applications rintrojs Wrapper for the 'Intro.js' Library rio A Swiss-Army Knife for Data I/O rioja Analysis of Quaternary Science Data rioplot Turn a Regression Model Inside Out rip.opencv Interface to 'OpenCV' Image Processing Routines ripc Download and Tidy IPC and CH Data ripserr Calculate Persistent Homology with Ripser-Based Engines rirods R Client for 'iRODS' rise Conduct RISE Analysis risk.assessr Assessing Package Risk Metrics riskCommunicator G-Computation to Estimate Interpretable Epidemiological Effects riskParityPortfolio Design of Risk Parity Portfolios riskPredictClustData Assessing Risk Predictions for Clustered Data riskRegression Risk Regression Models and Prediction Scores for Survival Analysis with Competing Risks riskSimul Risk Quantification for Stock Portfolios under the T-Copula Model riskclustr Functions to Study Etiologic Heterogeneity riskdiff Risk Difference Estimation with Multiple Link Functions and Inverse Probability of Treatment Weighting riskmetric Risk Metrics to Evaluating R Packages risks Estimate Risk Ratios and Risk Differences using Regression riskscores Optimized Integer Risk Score Models risksetROC Riskset ROC Curve Estimation from Censored Survival Data riskyr Rendering Risk Literacy more Transparent ritalic Interface to the ITALIC Database of Lichen Biodiversity ritis Integrated Taxonomic Information System Client riv Robust Instrumental Variables Estimator riverconn Fragmentation and Connectivity Indices for Riverscapes riverdist River Network Distance Computation and Applications rivernet Read, Analyze and Plot River Networks rivnet Extract and Analyze Rivers from Elevation Data rivr Steady and Unsteady Open-Channel Flow Computation rix Reproducible Data Science Environments with 'Nix' rixpress Build Reproducible Analytical Pipelines with 'Nix' rjade A Clean, Whitespace-Sensitive Template Language for Writing HTML rjaf Regularized Joint Assignment Forest with Treatment Arm Clustering rjags Bayesian Graphical Models using MCMC rjd3bench Temporal Disaggregation and Benchmarking in 'JDemetra+' 3.x rjd3jars External jars for 'rjdverse' R Packages rjd3production Prepare for Production of Seasonal Adjustment with 'JDemetra+' rjd3providers Interface to 'JDemetra+' 3.x Time Series Analysis Software rjd3toolkit Utility Functions Around 'JDemetra+ 3.0' rjd3tramoseats Seasonal Adjustment with TRAMO-SEATS in 'JDemetra+' 3.x rjd3workspace Wrangling 'JDemetra+ 3.x' Workspace rjd3x13 Seasonal Adjustment with 'X-13' in 'JDemetra+' 3.x rjd3xjars R Interface to 'JDemetra+ 3.x' Time Series Analysis Software rjdmarkdown 'rmarkdown' Extension for Formatted 'RJDemetra' Outputs rjdqa Quality Assessment for Seasonal Adjustment rjdworkspace Manipulate 'JDemetra+' Workspaces rje Miscellaneous Useful Functions for Statistics rjqpd The Johnson Quantile-Parameterised Distribution rjson JSON for R rjsoncons Query, Pivot, Patch, and Validate 'JSON' and 'NDJSON' rjstat Handle 'JSON-stat' Format in R rjtools Preparing, Checking, and Submitting Articles to the 'R Journal' rjuliabugs Interface to 'JuliaBUGS.jl' from R rjwsacruncher Interface to the 'JWSACruncher' of 'JDemetra+' rkaf Kolmogorov-Arnold Fourier Networks in R rkafkajars External Jars Required for Package 'rkafka' rkriging Kriging Modeling rkt Mann-Kendall Test, Seasonal and Regional Kendall Tests rkvo Read Key/Value Pair Observations rlandfire Interface to 'LANDFIRE Product Service' API rlang Functions for Base Types and Core R and 'Tidyverse' Features rlcv Robust Likelihood Cross Validation Bandwidth Selection rle Common Functions for Run-Length Encoded Vectors rleafmap Interactive Maps with R and Leaflet rlecuyer R Interface to RNG with Multiple Streams rlemon R Access to LEMON Graph Algorithms rless Leaner Style Sheets rlfsm Simulations and Statistical Inference for Linear Fractional Stable Motions rlibkriging Kriging Models using the 'libKriging' Library rliger Linked Inference of Genomic Experimental Relationships rlinkedinads Load Data from 'Linkedin Advertising API' rlist A Toolbox for Non-Tabular Data Manipulation rlistings Clinical Trial Style Data Readout Listings rlmstudio Access and Control LM Studio rlog A Simple, Opinionated Logging Utility rlowdb Lightweight JSON-Based Database rlppinv Linear Programming via Regularized Least Squares rly Tools to Create Formal Language Parser rmacrostrat Fetch Geologic Data from the 'Macrostrat' Platform rmake Makefile Generator for R Analytical Projects rmangal 'Mangal' Client rmapshaper Client for 'mapshaper' for 'Geospatial' Operations rmapzen Client for 'Mapzen' and Related Map APIs rmarchingcubes Calculate 3D Contour Meshes Using the Marching Cubes Algorithm rmargint Robust Marginal Integration Procedures rmarkdown Dynamic Documents for R rmass2 Repeated Measures with Attrition: Sample Sizes and Power Levels for 2 Groups rmatio Read and Write 'Matlab' Files rmcfs The MCFS-ID Algorithm for Feature Selection and Interdependency Discovery rmcmc Robust Markov Chain Monte Carlo Methods rmcorr Repeated Measures Correlation rmdHelpers Helper Functions for Rmd Documents rmdd Resolve Mammal Names with the Mammal Diversity Database rmdfiltr 'Lua'-Filters for R Markdown rmdformats HTML Output Formats and Templates for 'rmarkdown' Documents rmdpartials Partial 'rmarkdown' Documents to Prettify your Reports rmdplugr Plugins for R Markdown Formats rmdwc Count Words and Characters in R Markdown and Jupyter Notebooks rmedsem Statistical Mediation Analysis for SEMs rmerec MEREC - Method Based on the Removal Effects of Criteria rmet Download and Read Brazilian Meteorological Data from INMET rmeta Meta-Analysis rmetalog The Metalog Distribution rmfanova Repeated Measures Functional Analysis of Variance rmgarch Multivariate GARCH Models rminer Machine Learning Classification and Regression Methods rminqa Derivative-Free Optimization in R using C++ rmio Provides 'mio' C++11 Header Files rmlnomogram Construct Explainable Nomogram for a Machine Learning Model rmon Monitor Changes in Source Code and Auto-Restart Your Server rmonocypher Easy Encryption of R Objects using Strong Modern Cryptography rmoo Multi-Objective Optimization in R rmp Rounded Mixture Package rmpw Causal Mediation Analysis Using Weighting Approach rms Regression Modeling Strategies rmsBMA Reduced Model Space Bayesian Model Averaging rmsMD Output Results from 'rms' Models for Medical Journals rmsb Bayesian Regression Modeling Strategies rmsfact Amazing Random Facts About the World's Greatest Hacker rmsfuns Quickly View Data Frames in 'Excel', Build Folder Paths and Create Date Vectors rmstBayespara Bayesian Restricted Mean Survival Time for Cluster Effect rmstcompsens Comparing Restricted Mean Survival Time as Sensitivity Analysis rmt Restricted Mean Time in Favor of Treatment rmumps Wrapper for MUMPS Library rmutil Utilities for Nonlinear Regression and Repeated Measurements Models rmweather Tools to Conduct Meteorological Normalisation and Counterfactual Modelling for Air Quality Data rmzqc Creation, Reading and Validation of 'mzqc' Files rnaCrosslinkOO Analysis of RNA Crosslinking Data rnames Recursive Display of Items in Nested Lists rnassqs Access Data from the NASS 'Quick Stats' API rnaturalearth World Map Data from Natural Earth rnaturalearthdata World Vector Map Data from Natural Earth Used in 'rnaturalearth' rnbp Wrapper for the National Bank of Poland API rncl An Interface to the Nexus Class Library rneos XML-RPC Interface to NEOS rnetcarto Fast Network Modularity and Roles Computation by Simulated Annealing (Rgraph C Library Wrapper for R) rngWELL Toolbox for WELL Random Number Generators rngtools Utility Functions for Working with Random Number Generators rnmamod Bayesian Network Meta-Analysis with Missing Participants rnn Recurrent Neural Network rnndescent Nearest Neighbor Descent Method for Approximate Nearest Neighbors rnnmf Regularized Non-Negative Matrix Factorization rnpn Interface to the USA National 'Phenology' Network 'API' rnr Rosenbaum and Rubin Sensitivity rnrfa UK National River Flow Archive Data from R roadDB Access Data from the ROCEEH Out of Africa Database (ROAD) roadoi Find Free Versions of Scholarly Publications via Unpaywall roads Road Network Projection roahd Robust Analysis of High Dimensional Data roam Remote Objects with Active-Binding Magic rob Run Orders with Assignment-Expansion Method robCompositions Compositional Data Analysis robRatio M-Estimators for Generalized Ratio and Linear Regression Models robStepSplitReg Robust Stepwise Split Regularized Regression robber Using Block Model to Estimate the Robustness of Ecological Network robcat Robust Categorical Data Analysis robcor Robust Correlations robcp Robust Change-Point Tests roben Robust Bayesian Variable Selection for Gene-Environment Interactions robfilter Robust Time Series Filters robflreg Robust Functional Linear Regression robin ROBustness in Network robis Ocean Biodiversity Information System (OBIS) Client robmed (Robust) Mediation Analysis robmedExtra Extra Functionality for (Robust) Mediation Analysis robmixglm Robust Generalized Linear Models (GLM) using Mixtures robnptests Robust Nonparametric Two-Sample Tests for Location/Scale roboBayes Robust Online Bayesian Monitoring robomit Robustness Checks for Omitted Variable Bias robotoolbox Client for the 'KoboToolbox' API robotstxt A 'robots.txt' Parser and 'Webbot'/'Spider'/'Crawler' Permissions Checker robqda Robust Quadratic Discriminant Analysis robreg3S Three-Step Regression and Inference for Cellwise and Casewise Contamination robregcc Robust Regression with Compositional Covariates robscale Accelerated Estimation of Robust Location and Scale robsel Robust Selection Algorithm robservable Import an Observable Notebook as HTML Widget robslopes Fast Algorithms for Robust Slopes robsurvey Robust Survey Statistics Estimation robumeta Robust Variance Meta-Regression robusTest Calibrated Correlation and Two-Sample Tests robust Port of the S+ "Robust Library" robust.prioritizr Robust Systematic Conservation Prioritization robust2sls Outlier Robust Two-Stage Least Squares Inference and Testing robustDA Robust Mixture Discriminant Analysis robustDIF Differential Item Functioning Using Robust Scaling robustETM Robust Methods using Exponential Tilt Model robustGarch Robust Garch(1,1) Model robustHD Robust Methods for High-Dimensional Data robustSFA Robust Estimation of Stochastic Frontier Models with MDPDE robustT2 Robust Hotelling-Type T² Control Chart Based on the Dual STATIS Approach robustX 'eXtra' / 'eXperimental' Functionality for Robust Statistics robustarima Robust ARIMA Modeling robustbase Basic Robust Statistics robustbetareg Robust Beta Regression robustfa Object Oriented Solution for Robust Factor Analysis robustlm Robust Variable Selection with Exponential Squared Loss robustlmm Robust Linear Mixed Effects Models robustmatrix Robust Matrix-Variate Parameter Estimation robustmeta Robust Inference for Meta-Analysis with Influential Outlying Studies robustrank Robust Rank-Based Tests robustrao An Extended Rao-Stirling Diversity Index to Handle Missing Data robustreg Robust Regression Functions robustsur Robust Estimation for Seemingly Unrelated Regression Models robusttseq Robust Statistical Methods with Huber Estimators robustvarComp Robust Estimation of Variance Component Models robvis Visualize the Results of Risk-of-Bias (ROB) Assessments rocNIT Non-Inferiority Test for Paired ROC Curves rocTools Tools for Distribution-Based ROC Smoothing Using 'pROC' rocbc Statistical Inference for Box-Cox Based Receiver Operating Characteristic Curves rocc ROC Based Classification roccv ROC for Cross Validation Results rock Reproducible Open Coding Kit rockchalk Regression Estimation and Presentation rocker Database Interface Class rockr 'Rock' R Server Client rockx Easily Import Data from Your 'ODK-X Sync Endpoint' roclab ROC-Optimizing Binary Classifiers roclang Functions for Diffusing Function Documentations into 'Roxygen' Comments rocnp Work with Romanian Personal Numeric Codes PNC / CNP rococo Robust Rank Correlation Coefficient and Test rocrateR Tools for Creating and Manipulating RO-Crates rocsvm.path The Entire Solution Paths for ROC-SVM rocvb ROC-Based Inference for Diagnostic Accuracy Under Verification Bias rodd Optimal Discriminating Designs rodeo A Code Generator for ODE-Based Models rofanova Robust Functional Analysis of Variance roger Automated Grading of R Scripts rolap Obtaining Star Databases from Flat Tables roll Rolling and Expanding Statistics rollama Communicate with 'Ollama' to Run Large Language Models Locally rollbar Error Tracking and Logging rolldown R Markdown Output Formats for Storytelling rollinglda Construct Consistent Time Series from Textual Data rollout Tools for Designing, Simulating, and Analyzing Implementation Rollout Trials rollshap Rolling Shapley Values rollup A Tidy Grouping Set Aggregation rollupTree Perform Recursive Computations roloc Convert Colour Specification to Colour Name rolocISCCNBS A Colour List and Colour Metric Based on the ISCC-NBS System of Color Designation rolr Finding Optimal Three-Group Splits Based on a Survival Outcome romic R for High-Dimensional Molecular Data ronfig Load Configuration Values rootSolve Nonlinear Root Finding, Equilibrium and Steady-State Analysis of Ordinary Differential Equations rope Model Selection with FDR Control of Selected Variables ropenblas Download, Compile and Link 'OpenBLAS' Library with R ropensecretsapi R Package for the OpenSecrets.org API roperators Additional Operators to Help You Write Cleaner R Code ropercenter Reproducible Data Retrieval from the Roper Center Data Archive ropls PCA, PLS(-DA) and OPLS(-DA) for multivariate analysis and feature selection of omics data roptim General Purpose Optimization in R using C++ roptions Option Strategies and Valuation rorcid Interface to the 'Orcid.org' API roroph Philippine Roll-on/Roll-Off (RoRo) Connectivity and Transport Data rorqual.morpho Morphological Allometry of Rorquals rosario A Null Model Algorithm to Analyze Cyclical Data in Ecology roseRF ROSE Random Forests for Robust Semiparametric Efficient Estimation rosm Plot Raster Map Tiles from Open Street Map and Other Sources rosmium Bindings for 'Osmium Tool' rospca Robust Sparse PCA using the ROSPCA Algorithm rosv Client to Access and Operate on the 'Open Source Vulnerability' API rotasym Tests for Rotational Symmetry on the Hypersphere rotationForest Fit and Deploy Rotation Forest Models rotations Working with Rotation Data rotatogram A Non-Axis-Dominant Association Plotting Tool rotl Interface to the 'Open Tree of Life' API rotor Log Rotation and Conditional Backups rotulador Useful Functions for Programming and Generating Documents roughnet Visualize Networks using 'roughjs' roughsf Visualize Spatial Data using 'roughjs' round Rounding to Decimal Digits roundRobinR Manipulate and Analyze Round Robin Dyadic Data roundhouse Random Chuck Norris Facts roundr Incorporate Rounding for Discrete Data Modeling roundwork Rounding Infrastructure roundyh Round Dataframe routing 'Express.js' Like Routing for R Web Frameworks routr A Simple Router for HTTP and WebSocket Requests roxigraph 'RDF' and 'SPARQL' for R using 'Oxigraph' roxut Document Unit Tests Roxygen-Style roxy.shinylive A 'roxygen2' Extension for 'Shinylive' roxygen2 In-Line Documentation for R roxygen2md 'Roxygen' to 'Markdown' roxyglobals 'Roxygen2' Global Variable Declarations roxylint Lint 'roxygen2'-Generated Documentation roxytest Various Tests with 'roxygen2' roxytypes Typed Parameter Tags for Integration with 'roxygen2' rpact Confirmatory Adaptive Clinical Trial Design and Analysis rpaleoclim Download Paleoclimate Data from 'PaleoClim' rpanel Simple Interactive Controls for R using the 'tcltk' Package rpart Recursive Partitioning and Regression Trees rpart.LAD Least Absolute Deviation Regression Trees rpart.plot Plot 'rpart' Models: An Enhanced Version of 'plot.rpart' rpartScore Classification Trees for Ordinal Responses rpc Ridge Partial Correlation rpca RobustPCA: Decompose a Matrix into Low-Rank and Sparse Components rpcss Constitution of Core Collections by Principal Component Scoring Strategy rpf Response Probability Functions rpgconn User-Friendly PostgreSQL Connection Management rphylopic Get Silhouettes of Organisms from PhyloPic rpinterest Access Pinterest API rplanes Plausibility Analysis of Epidemiological Signals rplec Placental Epigenetic Clock to Estimate Aging by DNA Methylation rplotengine R as a Plotting Engine rpls Robust Partial Least Squares rplum Bayesian Age-Depth Modelling of Cores Dated by Pb-210 rpm Modeling of Revealed Preferences Matchings rpmodel P-Model rpms Recursive Partitioning for Modeling Survey Data rpnf Point and Figure Package rportfolio Portfolio Theory rpostgis R Interface to a 'PostGIS' Database rpql Regularized PQL for Joint Selection in GLMMs rprime Functions for Working with 'Eprime' Text Files rprintf Adaptive Builder for Formatted Strings rprofile Load Both User-Global and Project-Specific R Profile Configurations rprojroot Finding Files in Project Subdirectories rprojtree Create Folders and Files Structure for Data Science Projects rpsftm Rank Preserving Structural Failure Time Models rptR Repeatability Estimation for Gaussian and Non-Gaussian Data rpyANTs An Alternative Advanced Normalization Tools ('ANTs') rpymat Easy to Configure an Isolated 'Python' Environment rqPen Penalized Quantile Regression rqcanon Canonical Quantile Regression rqdatatable 'rquery' for 'data.table' rqlm Modified Poisson Regression for Binary Outcome and Related Methods rqti Create Tests According to QTI 2.1 Standard rqualify Qualification of R Software Installations rquery Relational Query Generator for Data Manipulation at Scale rquest Hypothesis Tests for Quantiles and Quantile-Based Measures rquiz Interactive Quizzes as HTML Widgets rr Statistical Methods for the Randomized Response Technique rr2 R2s for Regression Models rrBLUP Ridge Regression and Other Kernels for Genomic Selection rrMixture Reduced-Rank Mixture Models rrandvec Generate Random Vectors Whose Components Sum Up to One rrapply Revisiting Base Rapply rrat Robust Regression with Asymmetric Heavy-Tail Noise Distributions rrcov Scalable Robust Estimators with High Breakdown Point rrcov3way Robust Methods for Multiway Data Analysis, Applicable also for Compositional Data rrcovHD Robust Multivariate Methods for High Dimensional Data rrcovNA Scalable Robust Estimators with High Breakdown Point for Incomplete Data rrda Ridge Redundancy Analysis for High-Dimensional Omics Data rredlist 'IUCN' Red List Client rrefine r Client for OpenRefine API rreg Visualization for Norwegian Health Quality Registries rregm Reparameterized Regression Models rrepast Invoke 'Repast Simphony' Simulation Models rres Realized Relatedness Estimation and Simulation rriskDistributions Fitting Distributions to Given Data or Known Quantiles rrnni Manipulate with RNNI Tree Space rroad Road Condition Analysis rrobot Robust Outlier Detection for Diverse Distributions rrpack Reduced-Rank Regression rrr Reduced-Rank Regression rrscale Robust Re-Scaling to Better Recover Latent Effects in Data rrstools Analyzing RoboCupRescue Simulation Data rrtable Reproducible Research with a Table of R Codes rrum Bayesian Estimation of the Reduced Reparameterized Unified Model with Gibbs Sampling rrvgo Reduce + Visualize GO rsae Robust Small Area Estimation rsahmi Single-Cell Analysis of Host-Microbiome Interactions rsample General Resampling Infrastructure rsamplr Sampling Algorithms and Spatially Balanced Sampling rsatscan Tools for Running the External 'SaTScan' Software using R Classes and Methods rscc R Source Code Similarity Evaluation by Variable/Function Names rsconnect Deploy Docs, Apps, and APIs to 'Posit Connect', 'shinyapps.io', and 'RPubs' rscontract Generic implementation of the 'RStudio' connections contract rscopus Scopus Database 'API' Interface rscorecard A Method to Download Department of Education College Scorecard Data rsdNE Response Surface Designs with Neighbour Effects (rsdNE) rsdepth Ray Shooting Depth (i.e. RS Depth) Functions for Bivariate Analysis rsdmx Tools for Reading SDMX Data and Metadata rsdv Synthetic Tabular Data Generation with Gaussian Copulas rseedcalc Estimating the Proportion of Genetically Modified Seeds in Seedlots via Multinomial Group Testing rsem Robust Structural Equation Modeling with Missing Data and Auxiliary Variables rsf Report of Statistical Findings in 'bookdown' rsgl An Implementation of the 'SGL' Graphics Language rshift Paleoecology Functions for Regime Shift Analysis rsi Efficiently Retrieve and Process Satellite Imagery rsides SIDES-Based Subgroup Search Algorithms rsimsum Analysis of Simulation Studies Including Monte Carlo Error rsinaica Download Data from Mexico's Air Quality Information System rsixel Encoding and Decoding Sixel Images rskey Create Custom 'Rstudio' Keyboard Shortcuts rslp A Stemming Algorithm for the Portuguese Language rslurm Submit R Calculations to a 'Slurm' Cluster rsm Response-Surface Analysis rsmatch Matching Methods for Time-Varying Observational Studies rsmatrix Matrices for Repeat-Sales Price Indexes rsnell Snell Scoring rsocialwatcher 'Facebook Marketing API' Social Watcher rsocsim SOCSIM rsofun The P-Model and BiomeE Modelling Framework rsoi Import Various Northern and Southern Hemisphere Climate Indices rspa Adapt Numerical Records to Fit (in)Equality Restrictions rspacer 'RSpace' API Wrapper rsparkling R Interface for H2O Sparkling Water rsparse Statistical Learning on Sparse Matrices rspdlite R and C++ Interfaces to 'spdlite' C++ Header Library for Logging rspiro Implementation of Spirometry Equations rspm 'RStudio' Package Manager rsppfp R's Shortest Path Problem with Forbidden Subpaths rsprite2 Identify Distributions that Match Reported Sample Parameters (SPRITE) rsq R-Squared and Related Measures rstac Client Library for SpatioTemporal Asset Catalog rstack Stack Data Type as an 'R6' Class rstackdeque Persistent Fast Amortized Stack and Queue Data Structures rstan R Interface to Stan rstanarm Bayesian Applied Regression Modeling via Stan rstanbdp Bayesian Deming Regression for Method Comparison rstanemax Emax Model Analysis with 'Stan' rstantools Tools for Developing R Packages Interfacing with 'Stan' rstatix Pipe-Friendly Framework for Basic Statistical Tests rstiefel Random Orthonormal Matrix Generation and Optimization on the Stiefel Manifold rstpm2 Smooth Survival Models, Including Generalized Survival Models rstream Streams of Random Numbers rstudio.prefs Set 'RStudio' Preferences rstudioapi Safely Access the RStudio API rstudiothemes Create 'RStudio' Themes from Visual Studio Code, Positron and 'TextMate' Themes rsubgroup Subgroup Discovery and Analytics rsurface Design of Rotatable Central Composite Experiments and Response Surface Analysis rsurv Random Generation of Survival Data rsurveycto Interact with Data on 'SurveyCTO' rsurvstat Download Infectious Disease Data from 'SurvStat' (Robert Koch Institute) rsvd Randomized Singular Value Decomposition rsvddpd Robust Singular Value Decomposition using Density Power Divergence rsvg Render SVG Images into PDF, PNG, (Encapsulated) PostScript, or Bitmap Arrays rswipl Embed 'SWI'-'Prolog' rsyncrosim The R Interface to 'SyncroSim' rsyntax Extract Semantic Relations from Text by Querying and Reshaping Syntax rsynthbio Synthesize Bio API Wrapper rsyslog Interface to the 'syslog' System Logger rt Interface to the 'Request Tracker' API rt.test Robustified t-Test rt3 Tic-Tac-Toe Package for R rtForecastEval Evaluate the Discrepancy Between Two Real-Time Updated Probabilistic Forecasts rtables Reporting Tables rtables.officer Exporting Tools for 'rtables' rtabulator R Bindings for 'Tabulator JS' rtdists Response Time Distributions rtemis Machine Learning and Visualization rtemis.a3 Amino Acid Annotation (A3) Format rtemis.core Core Utilities for the 'rtemis' Ecosystem rtemis.llm Large Language Models and Agentic AI rtemps R Templates for Reproducible Data Analyses rtern A Ternary Conditional Operator for R rtestim Estimate the Effective Reproductive Number with Trend Filtering rtgstat Client for 'TGStat API' rticles Article Formats for R Markdown rticulate Articulatory Data Processing in R rtiddlywiki R Interface for 'TiddlyWiki' rtide Tide Heights rtika R Interface to 'Apache Tika' rtiktokads Load Data from 'tiktok Marketing API' rtiktoken A Byte-Pair-Encoding (BPE) Tokenizer for OpenAI's Large Language Models rtip Inequality, Welfare and Poverty Indices and Curves using the EU-SILC Data rtist A Color Palette Generator rtk Rarefaction Tool Kit rtlr Print Right-to-Left Languages Correctly rtmpinv Tabular Matrix Problems via Pseudoinverse Estimation rtmpinvi Interactive Tabular Matrix Problems via Pseudoinverse Estimation rtmpt Fitting (Exponential/Diffusion) RT-MPT Models rtms R Toolkit for Mass Spectrometry rtmsEcho Extract and Analyze EchoMS Data from Sciex Wiff Files rtodoist Create and Manage Todolist using 'Todoist.com' API rtoot Collecting and Analyzing Mastodon Data rtop Interpolation of Data with Variable Spatial Support rtpcr qPCR Data Analysis rtracklayer R interface to genome annotation files and the UCSC genome browser rtrees Deriving Phylogenies from Synthesis Trees rtrek Data Analysis Relating to Star Trek rtrend Trend Estimating Tools rtrends Analyze Download Logs from the CRAN RStudio Mirror rtrim Trends and Indices for Monitoring Data rtry Preprocessing Plant Trait Data rts Raster Time Series Analysis rtson Typed JSON rtype A strong type system for R rtypeform Interface to 'typeform' Results rucrdtw R Bindings for the UCR Suite rugarch Univariate GARCH Models ruijter Technical Data Sets by Ruijter et al. (2013) ruler Tidy Data Validation Reports rules Model Wrappers for Rule-Based Models rumidas Univariate GARCH-MIDAS, Double-Asymmetric GARCH-MIDAS and MEM-MIDAS ruminate A Pharmacometrics Data Transformation and Analysis Tool runDRT Run Doubly Ranked Tests runExamplesWrapper Wrapper for 'run_examples()' runMCMCbtadjust Runs Monte Carlo Markov Chain - With Either 'JAGS', 'nimble' or 'greta' - While Adjusting Burn-in and Thinning Parameters runcharter Automatically Plot, Analyse and Revises Limits of Multiple Run Charts runes Convert Strings to Elder Futhark Runes runexp Softball Run Expectancy using Markov Chains and Simulation runjags Interface Utilities, Model Templates, Parallel Computing Methods and Additional Distributions for MCMC Models in JAGS runner Running Operations for Vectors runonce Run Once and Save Result runstats Fast Computation of Running Statistics for Time Series rupturesRcpp Object-Oriented Interface for Offline Change-Point Detection rurality Classification and Scoring of U.S. County and ZIP Code Rurality rush Rapid Asynchronous and Distributed Computing rusk Beautiful Graphical Representation of Multiplication Tables on a Modular Circle rust Ratio-of-Uniforms Simulation with Transformation rutifier Chilean Rol Unico Tributario rutledge Real-Time PCR Data Sets by Rutledge et al. (2004) ruv Detect and Remove Unwanted Variation using Negative Controls rvHPDT Calling Haplotype-Based and Variant-Based Pedigree Disequilibrium Test for Rare Variants in Pedigrees rvMF Fast Generation of von Mises-Fisher Distributed Pseudo-Random Vectors rvalues R-Values for Ranking in High-Dimensional Settings rvcheck R/Package Version Check rvec Vectors Representing Random Variables rversions Query 'R' Versions, Including 'r-release' and 'r-oldrel' rvertnet Search 'Vertnet', a 'Database' of Vertebrate Specimen Records rvest Easily Harvest (Scrape) Web Pages rvg R Graphics Devices for 'Office' Vector Graphics Output rviewgraph Animated Graph Layout Viewer rvif Collinearity Detection using Redefined Variance Inflation Factor and Graphical Methods rvinecopulib High Performance Algorithms for Vine Copula Modeling rvisidata Wrapper for 'Visidata', an Interactive Multitool for Tabular Data rvkstat R Interface to API 'vk.com' rvolleydata Extract Data from Professional Volleyball Leagues in North America rvtk Bindings for the Visualization Toolkit ('VTK') rwa Perform a Relative Weights Analysis rwalkr API to Melbourne Pedestrian Data rwarrior R Warrior - An AI Programming Game rwavelet Wavelet Analysis rwc Random Walk Covariance Models rwetools Estimating Propensity Scores (PS), PS-Based Weights, and Effects rwfec R Wireless, Forward Error Correction rwhatsapp Import and Handling for 'WhatsApp' Chat Logs rwicc Regression with Interval-Censored Covariates rwig Wasserstein Index Generation (WIG) Model rwisp WISP Multiple Criteria Sorting Method rwlifetable Estimation of Life Tables Using Rolling Windows rworkflows Test, Document, Containerise, and Deploy R Packages rworldmap Mapping Global Data rworldxtra Country boundaries at high resolution. rwstats Chinese Character Frequency in Real World rwty R We There Yet? Visualizing MCMC Convergence in Phylogenetics rwunderground R Interface to Weather Underground API rxSeq Combined Total and Allele Specific Reads Sequencing Study rxode2 Facilities for Simulating from ODE-Based Models rxode2ll Log-Likelihood Functions for 'rxode2' rxode2mrgsolvebridge Convert Models Between 'rxode2' and 'mrgsolve' rxref Tidy Utilities for RxNorm and NDC Resolution rxylib Import XY-Data into R ryandexdirect Load Data From 'Yandex Direct' rym R Interface to Yandex Metrica API rytstat Work with 'YouTube API' rzentra Client for the 'ZENTRA Cloud' API rzmq R Bindings for 'ZeroMQ' s2 Spherical Geometry Operators Using the S2 Geometry Library s20x Functions for University of Auckland Course STATS 201/208 Data Analysis s2dv Seasonal to Decadal Verification s2net The Generalized Semi-Supervised Elastic-Net s3 Download Files from 'AWS S3' s3.resourcer S3 Resource Resolver s3fs 'Amazon Web Service S3' File System s7contract 'Go'-Like Interfaces and 'Rust'-Like Traits with 'S7' sAIC Akaike Information Criterion for Sparse Estimation sBIC Computing the Singular BIC for Multiple Models sClust R Toolbox for Unsupervised Spectral Clustering sEparaTe Maximum Likelihood Estimation and Likelihood Ratio Test Functions for Separable Variance-Covariance Structures sFFLHD Sequential Full Factorial-Based Latin Hypercube Design sGBJ Survival Extension of the Generalized Berk-Jones Test sGMRFmix Sparse Gaussian Markov Random Field Mixtures for Anomaly Detection sMSROC Assessment of Diagnostic and Prognostic Markers sMTL Sparse Multi-Task Learning sNPLS NPLS Regression with L1 Penalization sRDA Sparse Redundancy Analysis sRNAGenetic Analysis of Small RNA Expression Changes in Hybrid Plants sRdpData Strategies of Resistance Data Project sSDR Tools Developed for Structured Sufficient Dimension Reduction (sSDR) sSeq Shrinkage estimation of dispersion in Negative Binomial models for RNA-seq experiments with small sample size sTSD Simulate Time Series Diagnostics sValues Measures of Sturdiness of Regression Coefficients saCI Stochastic Approximation Confidence Interval for Correlation saber Context Engineering for Large Language Model Agents sabre Spatial Association Between Regionalizations sacRebleu Metrics for Assessing the Quality of Generated Text saccadr Extract Saccades via an Ensemble of Methods Approach sad Verify the Scale, Anisotropy and Direction of Weather Forecasts sadists Some Additional Distributions sads Maximum Likelihood Models for Species Abundance Distributions sae Small Area Estimation sae.projection Small Area Estimation Using Model-Assisted Projection Method sae.prop Small Area Estimation using Fay-Herriot Models with Additive Logistic Transformation sae2 Small Area Estimation: Time-Series Models sae4health Small Area Estimation for Key Health and Demographic Indicators from Household Surveys saeBest Selecting Auxiliary Variables in Small Area Estimation (SAE) Model saeHB Small Area Estimation using Hierarchical Bayesian Method saeHB.ME Small Area Estimation with Measurement Error using Hierarchical Bayesian Method saeHB.ME.beta SAE with Measurement Error using HB under Beta Distribution saeHB.TF.beta SAE using HB Twofold Subarea Model under Beta Distribution saeHB.ZIB Small Area Estimation using Hierarchical Bayesian under Zero Inflated Binomial Distribution saeHB.panel Small Area Estimation using Hierarchical Bayesian Method for Rao Yu Model saeHB.panel.beta Small Area Estimation using HB for Rao Yu Model under Beta Distribution saeHB.spatial Small Area Estimation Hierarchical Bayes For Spatial Model saeHB.twofold Hierarchical Bayes Twofold Subarea Level Model SAE saeHB.unit Basic Unit Level Model using Hierarchical Bayesian Approach saeME Small Area Estimation with Measurement Error saePseudo Small Area Estimation using Averaging Pseudo Area Level Model saeRobust Robust Small Area Estimation saeSim Simulation Tools for Small Area Estimation saeTrafo Transformations for Unit-Level Small Area Models saebnocov Small Area Estimation using Empirical Bayes without Auxiliary Variable saeczi Small Area Estimation for Continuous Zero Inflated Data saeeb Small Area Estimation for Count Data saekernel Small Area Estimation Non-Parametric Based Nadaraya-Watson Kernel saemix Stochastic Approximation Expectation Maximization (SAEM) Algorithm saens Small Area Estimation with Cluster Information for Estimation of Non-Sampled Areas saery Small Area Estimation for Rao and Yu Model safe Significance Analysis of Function and Expression safeframe Generic Data Tagging and Validation Tool safejoin Perform "Safe" Table Joins safer Encrypt and Decrypt Strings, R Objects and Files saferDev Function and Pipeline Development safestats Safe Anytime-Valid Inference safetensors Safetensors File Format safetyData Clinical Trial Data sageR Applied Statistics for Economics and Management with R sakura Extension to R Serialization salad Simple Automatic Differentiation salem Provides Access to Salem Witchcraft Data salesforcer An Implementation of 'Salesforce' APIs Using Tidy Principles salmonMSE Management Strategy Evaluation for Salmon Species salso Search Algorithms and Loss Functions for Bayesian Clustering salty Turn Clean Data into Messy Data samadb South Africa Macroeconomic Database API samc Spatial Absorbing Markov Chains sameplot Consistent Plot Rendering and Saving Across Interactive Sessions and Reports samon Sensitivity Analysis for Missing Data sampbias Evaluating Geographic Sampling Bias in Biological Collections sampcompR Comparing and Visualizing Differences Between Surveys sampleSelection Sample Selection Models sampleVADIR Draw Stratified Samples from the VADIR Database sampledatasets A Collection of Sample Datasets sampler Sample Design, Drawing & Data Analysis Using Data Frames samplesize Sample Size Calculation for Various t-Tests and Wilcoxon-Test samplesize4surveys Sample Size Calculations for Complex Surveys samplesizeCMH Power and Sample Size Calculation for the Cochran-Mantel-Haenszel Test samplesizeestimator Calculate Sample Size for Various Scenarios samplesizelogisticcasecontrol Sample Size and Power Calculations for Case-Control Studies samplex Shiny Tool for Sample Size Calculation samplezoo Generate Samples with a Variety of Probability Distributions sampling Survey Sampling samplingR Sampling and Estimation Methods samplingVarEst Sampling Variance Estimation samplingbook Survey Sampling Procedures samplingin Dynamic Survey Sampling Solutions samplr Compare Human Performance to Sampling Algorithms samplrData Datasets from the SAMPLING Project sampsizeval Sample Size for Validation of Risk Models with Binary Outcomes samr SAM: Significance Analysis of Microarrays sams Merge-Split Samplers for Conjugate Bayesian Nonparametric Models sanba Fitting Shared Atoms Nested Models via MCMC or Variational Bayes sand Statistical Analysis of Network Data with R, 2nd Edition sandbox Probabilistic Numerical Modelling of Sediment Properties sandwich Robust Covariance Matrix Estimators sanic Solving Ax = b Nimbly in C++ sanitizers C/C++ Source Code to Trigger Address and Undefined Behaviour Sanitizers sanityTracker Keeps Track of all Performed Sanity Checks sanketphonetictranslator Phonetic Transliteration Between Hindi and English sankey Illustrate the Flow of Information or Material sankeywheel Create Dependency Wheels and Sankey Diagrams sanon Stratified Analysis with Nonparametric Covariable Adjustment sansa Synthetic Data Generation for Imbalanced Learning in 'R' santaR Short Asynchronous Time-Series Analysis sanzo Color Palettes Based on the Works of Sanzo Wada sapevom Group Ordinal Method for Multiple Criteria Decision-Making sapfluxnetr Working with 'Sapfluxnet' Project Data sapo Spatial Association of Different Types of Polygon saqgetr Import Air Quality Monitoring Data in a Fast and Easy Way sara4r An R-GUI for Spatial Analysis of Surface Runoff using the NRCS-CN Method sarima Simulation and Prediction with Seasonal ARIMA Models saros Semi-Automatic Reporting of Ordinary Surveys saros.base Base Tools for Semi-Automatic Reporting of Ordinary Surveys sarp.snowprofile Snow Profile Analysis for Snowpack and Avalanche Research sarp.snowprofile.pyface 'python' Modules from Snowpack and Avalanche Research sars Fit and Compare Species-Area Relationship Models Using Multimodel Inference sarsop Approximate POMDP Planning Software sas7bdat sas7bdat Reverse Engineering Documentation sasLM 'SAS' Linear Model sasif 'SAS' IF Style Data Step Logic for Data Tables sasquatch Use 'SAS', R, and 'quarto' Together sasr 'SAS' Interface sass Syntactically Awesome Style Sheets ('Sass') sassy Makes 'R' Easier for Everyone satdad Sensitivity Analysis Tools for Dependence and Asymptotic Dependence sate Scientific Analysis of Trial Errors (SATE) satellite Handling and Manipulating Remote Sensing Data satin Visualisation and Analysis of Ocean Data Derived from Satellites satres Grouping Satellite Bands by Spectral and Spatial Resolution savonliquide Accessibility Toolbox for 'R' Users savvyGLM Generalized Linear Models with Slab and Shrinkage Estimators savvyPR Savvy Parity Regression Model Estimation with 'savvyPR' savvySh Slab and Shrinkage Linear Regression Estimation savvyr Survival Analysis for AdVerse Events with VarYing Follow-Up Times sawnuti Comparing Sequences with Non-Uniform Time Intervals saws Small-Sample Adjustments for Wald Tests Using Sandwich Estimators sazedR Parameter-Free Domain-Agnostic Season Length Detection in Time Series sbd Size Biased Distributions sbde Semiparametric Bayesian Density Estimation sbfc Selective Bayesian Forest Classifier sbgcop Semiparametric Bayesian Gaussian Copula Estimation and Imputation sbim Simulation-Based Inference using a Metamodel for Log-Likelihood Estimator sbl Sparse Bayesian Learning for QTL Mapping and Genome-Wide Association Studies sbm Stochastic Blockmodels sbmSDP Semidefinite Programming for Fitting Block Models of Equal Block Sizes sboost Machine Learning with AdaBoost on Decision Stumps sbrl Scalable Bayesian Rule Lists Model sbtools USGS ScienceBase Tools sbw Stable Balancing Weights for Causal Inference and Missing Data sc2sc Spatial Transfer of Statistics among Spanish Census Sections scBSP A Fast Tool for Single-Cell Spatially Variable Genes Identifications on Large-Scale Data scBio Single Cell Genomics for Enhancing Cell Composition Inference from Bulk Genomics Data scCATCH Single Cell Cluster-Based Annotation Toolkit for Cellular Heterogeneity scCustomize Custom Visualizations & Functions for Streamlined Analyses of Single Cell Sequencing scDECO Estimating Dynamic Correlation scDHA Single-Cell Decomposition using Hierarchical Autoencoder scDIFtest Item-Wise Score-Based DIF Detection scDiffCom Differential Analysis of Intercellular Communication from scRNA-Seq Data scGOclust Measuring Cell Type Similarity with Gene Ontology in Single-Cell RNA-Seq scGate Marker-Based Cell Type Purification for Single-Cell Sequencing Data scINSIGHT Interpretation of Heterogeneous Single-Cell Gene Expression Data scISR Single-Cell Imputation using Subspace Regression scITD Single-Cell Interpretable Tensor Decomposition scMappR Single Cell Mapper scMetaTraj Metabolic State Space and Trajectory Analysis for Single-Cell Data scModels Fitting Discrete Distribution Models to Count Data scOntoMatch Aligning Ontology Annotation Across Single Cell Datasets with 'scOntoMatch' scPOEM Single-Cell Meta-Path Based Omic Embedding scPairs Identifying Synergistic Gene Pairs in Single-Cell and Spatial Transcriptomics scPloidy Infer Ploidy of Single Cells scR Estimate Vapnik-Chervonenkis Dimension and Sample Complexity scRNAstat A Pipeline to Process Single Cell RNAseq Data scROSHI Robust Supervised Hierarchical Identification of Single Cells scSpatialSIM A Point Pattern Simulator for Spatial Cellular Data scTenifoldKnk In-Silico Knockout Experiments from Single-Cell Gene Regulatory Networks scTenifoldNet Construct and Compare scGRN from Single-Cell Transcriptomic Data sca Simple Component Analysis scaRabee Optimization Toolkit for Pharmacokinetic-Pharmacodynamic Models scagnostics Compute scagnostics - scatterplot diagnostics scalablebayesm Distributed Markov Chain Monte Carlo for Bayesian Inference in Marketing scaleAlign Scale Alignment for Between-Items Multidimensional Rasch Family Models scaledescr Descriptive, Reliability, and Inferential Tables for Psychometric Scales and Demographic Data scales Scale Functions for Visualization scalreg Scaled Sparse Linear Regression scam Shape Constrained Additive Models scan Single-Case Data Analyses for Single and Multiple Baseline Designs scanCP Deep Learning–Based Changepoint Detection with Local Neural Models scanstatistics Space-Time Anomaly Detection using Scan Statistics scapGNN Graph Neural Network-Based Framework for Single Cell Active Pathways and Gene Modules Analysis scape Statistical Catch-at-Age Plotting Environment scaper Single Cell Transcriptomics-Level Cytokine Activity Prediction and Estimation scapesClassification User-Defined Classification of Raster Surfaces scar Shape-Constrained Additive Regression: a Maximum Likelihood Approach scater Single-Cell Analysis Toolkit for Gene Expression Data in R scatr Create Scatter Plots with Marginal Density or Box Plots scatterD3 D3 JavaScript Scatterplot from R scatterPlotMatrix `htmlwidget` for a Scatter Plot Matrix scatterbar Scattered Stacked Bar Chart Plots scattermore Scatterplots with More Points scatterpie Scatter Pie Plot scatterplot3d 3D Scatter Plot scbursts Single Channel Bursts Analysis sccca Single-Cell Correlation Based Cell Type Annotation sccic Synthetic Control Changes-in-Changes Estimator scclust Size-Constrained Clustering sccore Core Utilities for Single-Cell RNA-Seq sccr The Self-Consistent, Competing Risks (SC-CR) Algorithms scdensity Shape-Constrained Kernel Density Estimation scdhlm Estimating Hierarchical Linear Models for Single-Case Designs scdtb Single Case Design Tools scellpam Applying Partitioning Around Medoids to Single Cell Data with High Number of Cells scenes Switch Between Alternative 'shiny' UIs scenfire Post-Processing Algorithm for Integrating Wildfire Simulations scf Analyzing the Survey of Consumer Finances scgwr Scalable Geographically Weighted Regression sched Request Scheduler schemate Schema Inference, Editing, and Validation with 'checkmate' schematic Tidy Schema Validation for Data Frames schemr Convert Images to Usable Color Schemes schmear Build Structured Data Frame Subtypes schoRsch Tools for Analyzing Factorial Experiments schoenberg Tools for 12-Tone Musical Composition scholar Analyse Citation Data from Google Scholar scholid Scholarly and Academic Identifier Utilities scholidonline Resolution, Conversion, Linking and Metadata for Scholarly Identifiers schoolmath Functions and Datasets for Math Used in School schrute The Entire Transcript from the Office in Tidy Format schumaker Schumaker Shape-Preserving Spline schwabr 'Schwab API' Interface sciRmdTheme Upgraded 'Rmarkdown' Themes for Scientific Writing scico Colour Palettes Based on the Scientific Colour-Maps scicomptools Tools Developed by the NCEAS Scientific Computing Support Team scidesignR Data Sets from Design and Analysis of Experiments and Observational Studies using R scientific Two Highly Customizable 'rmarkdown' Themes for Scientific Reports scientoText Text & Scientometric Analytics scifigure Visualize 'Reproducibility' and 'Replicability' in a Comparison of Scientific Studies scilintr Scientific Code Lint for R Analyses scimetr Analysis of Scientific Publication Data with R scimo Extra Recipes Steps for Dealing with Omics Data scindex Strategic Convergence Index for Inter-Rater Reliability scip Interface to the SCIP Optimization Suite sciplot Scientific Graphing Functions for Factorial Designs scipub Summarize Data for Scientific Publication scistreer Maximum-Likelihood Perfect Phylogeny Inference at Scale scitb Provides Some Useful Functions for Making Statistical Tables scmSpillover Synthetic Control Method with Spillover Effects scoper Spectral Clustering-Based Method for Identifying B Cell Clones scopr Read Ethoscope Data score A Package to Score Behavioral Questionnaires scorecard Credit Risk Scorecard scorecardModelUtils Credit Scorecard Modelling Utils scoredec S-Core Graph Decomposition scorematchingad Score Matching Estimation by Automatic Differentiation scorepeak Peak Functions for Peak Detection in Univariate Time Series scoring Proper Scoring Rules scoringRules Scoring Rules for Parametric and Simulated Distribution Forecasts scoringfunctions A Collection of Loss Functions for Assessing Point Forecasts scoringutils Utilities for Scoring and Assessing Predictions scout Implements the Scout Method for Covariance-Regularized Regression scoutbaR A Spotlight 'React' Widget for 'shiny' Apps scov Structured Covariances Estimators for Pairwise and Spatial Covariates scperturbR E-Statistics for Seurat Objects scpi Synthetic Control Methods scplot Plot Function for Single-Case Data Frames scpoisson Single Cell Poisson Probability Paradigm scpropreg Simplicially Constrained Regression Models for Proportions scqe Stability Controlled Quasi-Experimentation scquantum Estimate Ploidy and Absolute Copy Number from Single Cell Sequencing scraEP Scrape the Web with Extra Power scran Methods for Single-Cell RNA-Seq Data Analysis scrapeR These Functions Fetch and Extract Text Content from Specified Web Pages scrapper Bindings to C++ Libraries for Single-Cell Analysis scrappy A Simple Web Scraper screenshot Take Screenshots (Screen Capture) from R Command screenshotbase Client for the 'Screenshotbase' API scregclust Reconstructing the Regulatory Programs of Target Genes in scRNA-Seq Data scribe Command Argument Parsing scrime Analysis of High-Dimensional Categorical Data Such as SNP Data script Identify Script Name scriptName Determine a Script's Filename from Within the Script Itself scriptexec Execute Native Scripts scriptloc Get the Location of the R Script that is Being Sourced/Executed scriptuRs Complete Text of the LDS Scriptures scrm Simulating the Evolution of Biological Sequences scrobbler Download 'Scrobbles' from 'Last.fm' scrollrevealR Animate 'shiny' Elements when They Scroll into View using the 'scrollrevealjs' Library scrutiny Error Detection in Science scrutr Scrutinizing Collections of Structured Datasets scrypt Key Derivation Functions for R Based on Scrypt scryr An Interface to the 'Scryfall' API scs Splitting Conic Solver sctransform Variance Stabilizing Transformations for Single Cell UMI Data scuba Diving Calculations and Decompression Models scutr Balancing Multiclass Datasets for Classification Tasks scuttle Legacy Utilities for Single-Cell RNA-Seq Analysis sd2R Stable Diffusion Image Generation sdPrior Scale-Dependent Hyperpriors in Structured Additive Distributional Regression sda Shrinkage Discriminant Analysis and CAT Score Variable Selection sdafilter Symmetrized Data Aggregation sdam Social Dynamics and Complexity in the Ancient Mediterranean sdamr Statistics: Data Analysis and Modelling sdbuildR Easily Build, Simulate, and Explore Stock-and-Flow Models sdcHierarchies Create and (Interactively) Modify Nested Hierarchies sdcLog Tools for Statistical Disclosure Control in Research Data Centers sdcMicro Statistical Disclosure Control Methods for Anonymization of Data and Risk Estimation sdcSpatial Statistical Disclosure Control for Spatial Data sdcTable Methods for Statistical Disclosure Control in Tabular Data sde Simulation and Inference for Stochastic Differential Equations sdetorus Statistical Tools for Toroidal Diffusions sdf.test Nonparametric Two Sample Test for Equality of Spectral Densities sdlrm Modified Skew Discrete Laplace Regression for Integer-Valued and Paired Discrete Data sdm Species Distribution Modelling sdmTMB Spatial and Spatiotemporal SPDE-Based GLMMs with 'TMB' sdmpredictors Species Distribution Modelling Predictor Datasets sdmvspecies Create Virtual Species for Species Distribution Modelling sdprisk Measures of Risk for the Compound Poisson Risk Process with Diffusion sdrt Estimating the Sufficient Dimension Reduction Subspaces in Time Series sdsfun Spatial Data Science Complementary Features sdstudio Companion Application for the 'surveydown' Survey Platform sdtm.oak SDTM Data Transformation Engine sdtm.terminology CDISC SDTM Controlled Terminology sdtmchecks Data Quality Checks for Study Data Tabulation Model (SDTM) Datasets sdtmval Validate SDTM Domains sdwd Sparse Distance Weighted Discrimination seacarb Seawater Carbonate Chemistry seairmobility Mobility-Based SEAIR Epidemic Models sealasso Standard Error Adjusted Adaptive Lasso searchAnalyzeR Advanced Analytics and Testing Framework for Systematic Review Search Strategies searcher Query Search Interfaces seas Seasonal Analysis and Graphics, Especially for Climatology season Seasonal Analysis of Health Data seasonal R Interface to X-13-ARIMA-SEATS seasonalityPlot Seasonality Variation Plots of Stock Prices and Cryptocurrencies seasonalview Graphical User Interface for Seasonal Adjustment seasonalytics Compute Seasonality Index, Seasonalized and Deseaonalised the Time Series Data seastests Seasonality Tests secr Spatially Explicit Capture-Recapture secrdesign Sampling Design for Spatially Explicit Capture-Recapture secret Share Sensitive Information in R Packages secretbase Cryptographic Hash Functions and Data Encoding secrettext Encrypt Text Using a Shifting Substitution Cipher secrfunc Helper Functions for Package 'secr' secrlinear Spatially Explicit Capture-Recapture for Linear Habitats secsse Several Examined and Concealed States-Dependent Speciation and Extinction sectorgap Consistent Economic Trend Cycle Decomposition secuTrialR Handling of Data from the Clinical Data Management System 'secuTrial' sedproxy Simulation of Sediment Archived Climate Proxy Records see Model Visualisation Toolbox for 'easystats' and 'ggplot2' seeclickfixr Access Data from the SeeClickFix Web API seecolor View Colors Used in R Objects in the Console seedCCA Seeded Canonical Correlation Analysis seededlda Seeded Sequential LDA for Topic Modeling seedr Hydro and Thermal Time Seed Germination Models in R seekr Extract Matching Lines from Matching Files seer Feature-Based Forecast Model Selection seewave Sound Analysis and Synthesis segMGarch Multiple Change-Point Detection for High-Dimensional GARCH Processes segRDA Modeling Non-Continuous Linear Responses of Ecological Data segclust2d Bivariate Segmentation/Clustering Methods and Tools segen Sequence Generalization Through Similarity Network segmag Determine Event Boundaries in Event Segmentation Experiments segmenTier Similarity-Based Segmentation of Multidimensional Signals segmented Regression Models with Break-Points / Change-Points Estimation (with Possibly Random Effects) segmentr Segment Data With Maximum Likelihood segmetric Metrics for Assessing Segmentation Accuracy for Geospatial Data segregation Entropy-Based Segregation Indices segregatr Segregation Analysis for Variant Interpretation segtest Tests for Segregation Distortion in Polyploids seguid Sequence Globally Unique Identifier (SEGUID) Checksums sehrnett A Very Nice Interface to 'WordNet' seine Semiparametric Ecological Inference seinfitR Modeling the Relationship Between Nematode Densities and Plant Growth seirMFG Mean-Field Game Equilibrium for SEIR Epidemics on Networks seismic Predict Information Cascade by Self-Exciting Point Process seismicRoll Fast Rolling Functions for Seismology using 'Rcpp' sejmRP An Information About Deputies and Votings in Polish Diet from Seventh to Eighth Term of Office selcorr Post-Selection Inference for Generalized Linear Models selectMeta Estimation of Weight Functions in Meta Analysis selectTWFE Model Selection Between TWFE and ETWFE selectapref Analysis of Field and Laboratory Foraging selection.index Analysis of Selection Index in Plant Breeding selectiongain A Tool for Calculation and Optimization of the Expected Gain from Multi-Stage Selection selectiveInference Tools for Post-Selection Inference selectr Translate CSS Selectors to XPath Expressions selectspm Select Point Pattern Models Based on Minimum Contrast, AIC and Goodness of Fit selenider Concise, Lazy and Reliable Wrapper for 'chromote' and 'selenium' selenium Low-Level Browser Automation Interface selfingTree Genotype Probabilities in Intermediate Generations of Inbreeding Through Selfing seliNDRIx Construction of Selection Index sem Structural Equation Models semEff Automatic Calculation of Effects for Piecewise Structural Equation Models semEffect Structural Equation Model Effect Analysis and Visualization semPlot Path Diagrams and Visual Analysis of Various SEM Packages' Output semPower Power Analyses for SEM semTests Robust Test Statistics for Structural Equation Models semTools Useful Tools for Structural Equation Modeling semantic.assets Assets for 'shiny.semantic' semantic.dashboard Dashboard with Fomantic UI Support for Shiny semanticfa Semantic Factor Analysis of Language Model Embeddings semaphore Shared Memory Atomic Operations semboottools Bootstrapping Helpers for Structural Equation Modelling semdrw 'SEM Shiny' semds Structural Equation Multidimensional Scaling semfindr Influential Cases in Structural Equation Modeling semgram Extracting Semantic Motifs from Textual Data semhelpinghands Helper Functions for Structural Equation Modeling semiArtificial Generator of Semi-Artificial Data semicmprskcoxmsm Use Inverse Probability Weighting to Estimate Treatment Effect for Semi Competing Risks Data semicontMANOVA Multivariate ANalysis of VAriance with Ridge Regularization for Semicontinuous High-Dimensional Data semidist Measure Dependence Between Categorical and Continuous Variables seminr Building and Estimating Structural Equation Models seminrExtras Conduct Additional Modeling and Analysis for 'seminr' semlbci Likelihood-Based Confidence Interval in Structural Equation Models semlrtp Likelihood Ratio Test P-Values for Structural Equation Models semmcci Monte Carlo Confidence Intervals in Structural Equation Modeling semnar Constructing and Interacting with Databases of Presentations semnova Latent Repeated Measures ANOVA semptools Customizing Structural Equation Modelling Plots semsfa Semiparametric Estimation of Stochastic Frontier Models semtree Recursive Partitioning for Structural Equation Models semver 'Semantic Versioning V2.0.0' Parser senatebR Collect Data from the Brazilian Federal Senate Open Data API sendgridr Mail Sender Using 'Sendgrid' Service sendigR Enable Cross-Study Analysis of 'CDISC' 'SEND' Datasets sendmailR Send Email Using R sensR Thurstonian Models for Sensory Discrimination sense Automatic Stacked Ensemble for Regression Tasks senseR Proxy Indicator Diagnostic Tool for Analytical and Policy Use sensemakr Sensitivity Analysis Tools for Regression Models senseweight Sensitivity Analysis for Weighted Estimators sensiPhy Sensitivity Analysis for Comparative Methods sensibo.sky Access to 'Sensibo Sky' API V2 for Air Conditioners Remote Control sensitivity Global Sensitivity Analysis of Model Outputs and Importance Measures sensitivity2x2xk Sensitivity Analysis for 2x2xk Tables in Observational Studies sensitivityIxJ Exact Nonparametric Sensitivity Analysis for I by J Contingency Tables sensitivityfull Sensitivity Analysis for Full Matching in Observational Studies sensitivitymult Sensitivity Analysis for Observational Studies with Multiple Outcomes sensitivitymv Sensitivity Analysis in Observational Studies sensitivitymw Sensitivity Analysis for Observational Studies Using Weighted M-Statistics sensmediation Parametric Estimation and Sensitivity Analysis of Direct and Indirect Effects sensobol Computation of Variance-Based Sensitivity Indices sensortowerR Interface to 'Sensor Tower' Mobile App Intelligence API sensory Simultaneous Model-Based Clustering and Imputation via a Progressive Expectation-Maximization Algorithm senstrat Sensitivity Analysis for Stratified Observational Studies sentencepiece Text Tokenization using Byte Pair Encoding and Unigram Modelling sentiment.ai Simple Sentiment Analysis Using Deep Learning sentimentr Calculate Text Polarity Sentiment sentometrics An Integrated Framework for Textual Sentiment Time Series Aggregation and Prediction sentopics Tools for Joint Sentiment and Topic Analysis of Textual Data sentryR Send Errors and Messages to Sentry separationplot Separation Plots sepkoski Sepkoski's Fossil Marine Animal Genera Compendium seq2R Simple Method to Detect Compositional Changes in Genomic Sequences seqDesign Simulation and Group Sequential Monitoring of Randomized Two-Stage Treatment Efficacy Trials with Time-to-Event Endpoints seqHMM Mixture Hidden Markov Models for Social Sequence Data and Other Multivariate, Multichannel Categorical Time Series seqLogo Sequence logos for DNA sequence alignments seqSHP Building Sequences from SHP Waves seqgendiff RNA-Seq Generation/Modification for Simulation seqhandbook Miscellaneous Tools for Sequence Analysis seqimpute Imputation of Missing Data in Sequence Analysis seqinr Biological Sequences Retrieval and Analysis seqmagick Sequence Manipulation Utilities seqminer Efficiently Read Sequence Data (VCF Format, BCF Format, METAL Format and BGEN Format) into R seqmon Group Sequential Design Class for Clinical Trials seqtest Sequential Triangular Test seqtrie Radix Tree and Trie-Based String Distances sequenceR A Simple Sequencer for Data Sonification sequential.pops Sequential Analysis of Biological Population Sizes sequoia Pedigree Inference from SNPs seqwrap Item-by-Item Iterative Model Fitting serad Standardized Economic Reporting and Automated Dynamic Writing / Synthèse d'Écrits Avec des Règles Automatisées et Dynamiques sergeant Tools to Transform and Query Data with Apache Drill serial The Serial Interface Package seriation Infrastructure for Ordering Objects Using Seriation serieshaz Series System Distributions from Dynamic Failure Rate Components serieslcb Lower Confidence Bounds for Binomial Series System serocalculator Estimating Infection Rates from Serological Data serodynamics Modeling Longitudinal Antibody Responses to Infection serofoi Bayesian Estimation of the Force of Infection from Serological Data seroreconstruct Reconstructing Antibody Dynamics to Estimate the Risk of Influenza Virus Infection serosv Model Infectious Disease Parameters from Serosurveys serp Smooth Effects on Response Penalty for CLM serpstatr 'Serpstat' API Wrapper serrsBayes Bayesian Modelling of Raman Spectroscopy servr A Simple HTTP Server to Serve Static Files or Dynamic Documents sessioncheck Checks Session Status sessioninfo R Session Information set Set Operation setRNG Set (Normal) Random Number Generator and Seed setariaviridis Field-Collected Data of Green Foxtail setartree SETAR-Tree - A Novel and Accurate Tree Algorithm for Global Time Series Forecasting sets Sets, Generalized Sets, Customizable Sets and Intervals settings Software Option Settings Manager for R settingsSync 'Rstudio' Addin to Sync Settings and Keymaps setweaver Building Sets of Variables in a Probabilistic Framework setwidth Automatically Set the Width Option on Terminal Emulators sevenbridges2 The 'Seven Bridges Platform' API Client sever Customise 'Shiny' Disconnected Screens and Error Messages sewage A Light-Weight Data Pipelining Tool sf Simple Features for R sfReapportion Reapportion Data from One Geography to Another sfa Stochastic Frontier Analysis sfaR Stochastic Frontier Analysis Routines sfadv Advanced Methods for Stochastic Frontier Analysis sfarrow Read/Write Simple Feature Objects ('sf') with 'Apache' 'Arrow' sfc Substance Flow Computation sfcentral Spatial Centrality and Dispersion Statistics sfclust Bayesian Spatial Functional Clustering sfcr Simulate Stock-Flow Consistent Models sfcurve 2x2, 3x3 and Nxn Space-Filling Curves sfd Space-Filling Design Library sfdct Constrained Triangulation for Simple Features sfdep Spatial Dependence for Simple Features sffdr Surrogate Functional False Discovery Rates for Genome-Wide Association Studies sfheaders Converts Between R Objects and Simple Feature Objects sfhelper Repair Functions for 'sf' Package Objects sfhotspot Hot-Spot Analysis with Simple Features sfinx Straightforward Filtering Index for AP-MS Data Analysis (SFINX) sfislands Streamlines the Process of Fitting Areal Spatial Models sfnetworks Tidy Geospatial Networks sfsmisc Utilities from 'Seminar fuer Statistik' ETH Zurich sft Functions for Systems Factorial Technology Analysis of Data sftime Classes and Methods for Simple Feature Objects that Have a Time Column sftpR Robust SFTP Interface Using 'curl' sftrack Modern Classes for Tracking and Movement Data sg 'SendGrid' Email API Client sgPLS Sparse Group Partial Least Square Methods sgapi Aid Querying 'nomis' and 'Office for National Statistics Open Geography' APIs sgboost Sparse-Group Boosting sgd Stochastic Gradient Descent for Scalable Estimation sgdGMF Estimation of Generalized Matrix Factorization Models via Stochastic Gradient Descent sgee Stagewise Generalized Estimating Equations sgeostat An Object-Oriented Framework for Geostatistical Modeling in S+ sglasso Lasso Method for RCON(V,E) Models sglg Fitting Semi-Parametric Generalized log-Gamma Regression Models sglr Sequential Generalized Likelihood Ratio Decision Boundaries Proposed by Shih, Lai, Heyse and Chen (2010, <doi:10.1002/Sim.4036>) sgmean Trimmed Mean Compatible with 'Statgraphics' Method sgmodel Solves a Generic Stochastic Growth Model with a Representative Agent sgo Simple Geographical Operations (with OSGB36) sgof Multiple Hypothesis Testing sgolay Efficient Savitzky-Golay Filtering sgplot Graphic Styles and Colours for Scottish Government Plots sgpv Calculate Second-Generation p-Values and Associated Measures sgr Sample Generation by Replacement sgraph Network Visualization Using 'sigma.js' sgs Sparse-Group SLOPE: Adaptive Bi-Level Selection with FDR Control sgsR Structurally Guided Sampling sgstar Seasonal Generalized Space Time Autoregressive (S-GSTAR) Model sgt Skewed Generalized T Distribution Tree shades Simple Colour Manipulation shadowVIMP Covariate Selection Based on VIMP Permutation-Like Testing shadowr Selenium Plugin to Manage Multi Level Shadow Elements on Web Page shadowtext Shadow Text Grob and Layer shannon Computation of Entropy Measures and Relative Loss shape Functions for Plotting Graphical Shapes, Colors shapeNA M-Estimation of Shape for Data with Missing Values shapeR Collection and Analysis of Otolith Shape Data shapefiles Read and Write ESRI Shapefiles shapes Statistical Shape Analysis shapley Weighted Mean SHAP and CI for Robust Feature Assessment in ML Grid shapper Wrapper of Python Library 'shap' shapr Prediction Explanation with Dependence-Aware Shapley Values shapviz SHAP Visualizations shar Species-Habitat Associations shard Deterministic, Zero-Copy Parallel Execution for R sharp Stability-enHanced Approaches using Resampling Procedures sharpData Data Sharpening sharpPen Penalized Data Sharpening for Local Polynomial Regression sharpeRratio Moment-Free Estimation of Sharpe Ratios sharpshootR A Soil Survey Toolkit sharx Models and Data Sets for the Study of Species-Area Relationships shattering Estimate the Shattering Coefficient for a Particular Dataset shazam Immunoglobulin Somatic Hypermutation Analysis shellgame The Shell Game - Audit Geographic Data Transformations shelltrace Bivalve Growth and Trace Element Accumulation Model shelter Support for Secure API Key Management sherlock Graphical Displays for Structured Problem Solving and Diagnosis shewhartr Statistical Process Control with Tidyverse-Native Workflows shidashi A Shiny Dashboard Template Modular System with Chat Bot Support shide Date/Time Classes Based on Jalali Calendar shiftR Fast Enrichment Analysis via Circular Permutations shinipsum Lorem-Ipsum-Like Helpers for Fast Shiny Prototyping shiny Web Application Framework for R shiny.blueprint Palantir's 'Blueprint' for 'Shiny' Apps shiny.destroy Create Destroyable Modules in 'Shiny' shiny.emptystate Empty State Components for 'Shiny' shiny.exe Launch a Shiny Application without Opening R or RStudio shiny.i18n Shiny Applications Internationalization shiny.ollama R 'shiny' Interface for Chatting with Large Language Models Offline on Local with 'ollama' shiny.react Tools for Using React in Shiny shiny.router Basic Routing for Shiny Web Applications shiny.semantic Semantic UI Support for Shiny shiny.tailwind 'TailwindCSS' for Shiny Apps shiny.telemetry 'Shiny' App Usage Telemetry shiny.webawesome 'shiny' Bindings for 'Web Awesome' Components shiny2docker Generate Dockerfiles for 'Shiny' Applications shinyAce Ace Editor Bindings for Shiny shinyBS Extra Twitter Bootstrap Components for Shiny shinyCLT Central Limit Theorem 'shiny' Application shinyChakraSlider Combined Slider and Numeric Input for 'Shiny' shinyChakraUI A Wrapper of the 'React' Library 'Chakra UI' for 'Shiny' shinyChatR R Shiny Chat Module shinyCohortBuilder Modular Cohort-Building Framework for Analytical Dashboards shinyCox Create 'shiny' Applications for Cox Proportional Hazards Models shinyCyJS Create Interactive Network Visualizations in R and 'shiny' shinyDND Shiny Drag-n-Drop shinyDTC Simple Dynamic Timer Control shinyDatetimePickers Some Datetime Pickers for 'Shiny' shinyEditor 'Ace' and 'Monaco' Editors Bindings for 'shiny' Application shinyEffects Customize Your Web Apps with Fancy Effects shinyExprPortal A Configurable 'shiny' Portal for Sharing Analysis of Molecular Expression Data shinyFeedback Display User Feedback in Shiny Apps shinyFiles A Server-Side File System Viewer for Shiny shinyGizmo Custom Components for Shiny Applications shinyGovstyle Custom Gov Style Inputs for Shiny shinyHeatmaply Deploy 'heatmaply' using 'shiny' shinyHugePlot Efficient Plotting of Large-Sized Data shinyIRT Item Response Theory Analysis with a 'shiny' Application shinyInvoice Shiny App - Generate a Pdf Invoice with 'Rmarkdown' shinyKGode An Interactive Application for ODE Parameter Inference Using Gradient Matching shinyKnobs A Collection of Knob Inputs for 'shiny' shinyLP Bootstrap Landing Home Pages for Shiny Applications shinyLottie Seamlessly Integrate 'Lottie' Animations into 'shiny' Applications shinyML Compare Supervised Machine Learning Models Using Shiny App shinyMatrix Shiny Matrix Input Field shinyMergely Compare and Merge Two Files with a 'Shiny' App shinyMixR Interactive 'shiny' Dashboard for 'nlmixr2' shinyMobile Mobile Ready 'shiny' Apps with Standalone Capabilities shinyMonacoEditor The 'Monaco' Editor in 'Shiny' shinyNORRRM The Ultimate Igneous Norm shinyNextUI 'HeroUI' 'React' Template for 'shiny' Apps shinyNotes Shiny Module for Taking Free-Form Notes shinyOAuth Provider-Agnostic OAuth Authentication for 'shiny' Applications shinyPredict Predictions using Shiny shinyQueryBuilder Construct Complex Filtering Queries in 'Shiny' shinyRGL Shiny Wrappers for RGL shinyRadioMatrix Create a Matrix with Radio Buttons shinyRatings An Intuitive Way of Providing Star Rating in a 'shiny' App shinySbm 'shiny' Application to Use the Stochastic Block Model shinySearchbar Shiny Searchbar - An Input Widget for Highlighting Text and More shinySelect A Wrapper of the 'react-select' Library shinyStep User-Editable R Functions in 'Shiny' Apps with a Step Debugger shinyStorePlus Secure in-Browser and Database Storage for 'shiny' Inputs, Outputs, Views and User Likes shinyTempSignal Explore Temporal and Other Phylogenetic Signals shinyTime A Time Input Widget for Shiny shinyTimer Customizable Timer for 'shiny' Applications shinyToastify Pretty Notifications for 'Shiny' shinyTree jsTree Bindings for Shiny shinyWGD 'Shiny' Application for Whole Genome Duplication Analysis shinyWidgets Custom Inputs Widgets for Shiny shinyXYpad XY Controller for 'Shiny' shinyaframe 'WebVR' Data Visualizations with 'RStudio Shiny' and 'Mozilla A-Frame' shinyalert Easily Create Pretty Popup Messages (Modals) in 'Shiny' shinyanimate Animation for 'shiny' Elements shinyauthr 'Shiny' Authentication Modules shinybody An Interactive Anatomography Widget for 'shiny' shinybrms Graphical User Interface ('shiny' App) for 'brms' shinybrowser Find Out Information About a User's Web Browser in 'Shiny' shinybusy Busy Indicators and Notifications for 'Shiny' Applications shinychat Chat UI Component for 'shiny' shinycroneditor 'shiny' Cron Expression Input Widget shinycssloaders Add Loading Animations to a 'shiny' Output While It's Recalculating shinycustomloader Custom Loader for Shiny Outputs shinydashboard Create Dashboards with 'Shiny' shinydashboardPlus Add More 'AdminLTE2' Components to 'shinydashboard' shinydataviewer Reusable Data Viewer Module for 'shiny' shinydbauth Simple Authentification for 'shiny' Applications shinydisconnect Show a Nice Message When a 'Shiny' App Disconnects or Errors shinydrive File Sharing Shiny Module shinyds 'Shiny' Bindings for Designsystemet Components shinyfa Analyze the File Contents of 'shiny' Directories shinyfilter Use Interdependent Filters on Table Columns in Shiny Apps shinyfilters Create 'shiny' Inputs from Vectors, 'data.frames', or any R Object shinyfullscreen Display 'HTML' Elements on Full Screen in 'Shiny' Apps shinyglide Glide Component for Shiny Applications shinyhelper Easily Add Markdown Help Files to 'shiny' App Elements shinyjqui 'jQuery UI' Interactions and Effects for Shiny shinyjs Easily Improve the User Experience of Your Shiny Apps in Seconds shinykanban Create Kanban Board in Shiny Applications shinylight Web Interface to 'R' Functions shinylive Run 'shiny' Applications in the Browser shinyloadtest Load Test Shiny Applications shinylogs Record Everything that Happens in a 'Shiny' Application shinymanager Authentication Management for 'Shiny' Applications shinymaterial Implement Material Design in Shiny Applications shinymeta Export Domain Logic from Shiny using Meta-Programming shinymgr A Framework for Building, Managing, and Stitching 'shiny' Modules into Reproducible Workflows shinymodels Interactive Assessments of Models shinymrp Interface for Multilevel Regression and Poststratification shinyobjects Access Reactive Data Interactively shinypanel Shiny Control Panel shinypayload Accept POST Data and URL Parameters in 'shiny' (Same-Port Integration) shinyphaser An Interface to the 'Phaser.js' Game Framework shinypivottabler Shiny Module to Create Pivot Tables shinyproxyLogs Tools for Analyzing 'ShinyProxy' Containers Logs shinyquiz Create Interactive Quizzes in 'shiny' shinyr Data Insights Through Inbuilt R Shiny App shinyrecipes Gadget to Use the Data Preprocessing 'recipes' Package Interactively shinyreprex Reproducible Code for 'Shiny' Objects shinyscholar A Template for Creating Reproducible 'shiny' Applications shinyscreenshot Capture Screenshots of Entire Pages or Parts of Pages in 'Shiny' shinyseo Search Engine Optimization, Social Metadata, and Site Verification Helpers for 'Shiny' Apps shinystan Interactive Visual and Numerical Diagnostics and Posterior Analysis for Bayesian Models shinystate Customization of Shiny Bookmarkable State shinytest Test Shiny Apps shinytest2 Testing for Shiny Applications shinytesters Update 'Shiny' Inputs when using testServer() shinythemes Themes for Shiny shinytitle Update Browser Window Title in 'shiny' Session shinytoastr Notifications from 'Shiny' shinyvalidate Input Validation for Shiny Apps shopifyadsR Get 'Shopify' Ads Data via the 'Windsor.ai' API shoppingwords Text Processing Tools for Turkish E-Commerce Data shoredate Shoreline Dating Coastal Stone Age Sites shorm Detect the Shape of Dose-Response Curves shortIRT Procedures Based on Item Response Theory Models for the Development of Short Test Forms shortcuts Useful Shortcuts to Interact with 'RStudio' Scripts shortr Develop Concise but Comprehensive Shortened Versions of Psychometric Instruments shorts Short Sprints shortuuid Generate and Translate Standard UUIDs shotGroups Analyze Shot Group Data showimage Show an Image on an 'R' Graphics Device showtext Using Fonts More Easily in R Graphs showtextdb Font Files for the 'showtext' Package shp2graph Convert a 'SpatialLinesDataFrame' -Class Object to an 'igraph'-Class Object shrink Global, Parameterwise and Joint Shrinkage Factor Estimation shrinkDSM Efficient Bayesian Inference for Dynamic Survival Models with Shrinkage shrinkGPR Scalable Gaussian Process Regression with Hierarchical Shrinkage Priors shrinkTVP Efficient Bayesian Inference for Time-Varying Parameter Models with Shrinkage shrinkTVPVAR Efficient Bayesian Inference for TVP-VAR-SV Models with Shrinkage shrinkem Approximate Bayesian Regularization for Parsimonious Estimates shroomDK Accessing the Flipside Crypto ShroomDK API shuffle The Shuffle Estimator for Explainable Variance shuffleCI Confidence Intervals Compared via Shuffling shutterplot The R Shutter Plot Package sicegar Analysis of Single-Cell Viral Growth Curves sicher Runtime Type Checking siconvr Fetch Data from Plataforma +Brasil (SICONV) sicure Single-Index Mixture Cure Models sidier Substitution and Indel Distances to Infer Evolutionary Relationships sidrar An Interface to IBGE's SIDRA API siebanxicor Query Data Series from Bank of Mexico siera Generate Analysis Results Programmes Using ARS Metadata sievePH Sieve Analysis Methods for Proportional Hazards Models sievetest Laboratory Sieve Test Reporting Functions sig Print Function Signatures sigInt Estimate the Parameters of a Discrete Crisis-Bargaining Game sigclust Statistical Significance of Clustering siggenes Multiple Testing using SAM and Efron's Empirical Bayes Approaches sigmajs Interface to 'Sigma.js' Graph Visualization Library sigminer Extract, Analyze and Visualize Mutational Signatures for Genomic Variations sigmoid Sigmoid Functions for Machine Learning signal Signal Processing signalHsmm Predict Presence of Signal Peptides signatureSearch Environment for Gene Expression Searching Combined with Functional Enrichment Analysis signed.backbones Extract the Signed Backbones of Weighted Networks signibox Statistical Significance Marks on Boxplots signnet Methods to Analyse Signed Networks signs Insert Proper Minus Signs sigora Signature Overrepresentation Analysis sigr Succinct and Correct Statistical Summaries for Reports sigugr Workflow for Geographic Data siie Superior Identification Index and Its Extensions siland Spatial Influence of Landscape silicate Common Forms for Complex Hierarchical and Relational Data Structures silp Conditional Process Analysis (CPA) via SEM Approach silviculture Utility Functions for Forest Inventory and Silviculture sim.BA Simulation-Based Bias Analysis for Observational Studies sim2Dpredictr Simulate Outcomes Using Spatially Dependent Design Matrices simBKMRdata Helper Functions for Bayesian Kernel Machine Regression simCAT Implements Computerized Adaptive Testing Simulations simDAG Simulate Data from a (Time-Dependent) Causal DAG simDNAmixtures Simulate Forensic DNA Mixtures simET Tools for Simulation of Evapotranspiration of Field Crops and Soil Water Balance simEd Simulation Education simExam Generate Simulated Data for IRT-Enabled Exams simFastBOIN Fast Bayesian Optimal Interval Design for Phase I Dose-Finding Trials simFrame Simulation Framework simIC Simulate and Analyze Interval- and Mixed-Censored Survival Data simIDM Simulating Oncology Trials using an Illness-Death Model simIReff Stochastic Simulation for Information Retrieval Evaluation: Effectiveness Scores simITS Analysis via Simulation of Interrupted Time Series (ITS) Data simMSM Simulation of Event Histories for Multi-State Models simMetric Metrics (with Uncertainty) for Simulation Studies that Evaluate Statistical Methods simPH Simulate and Plot Estimates from Cox Proportional Hazards Models simPop Simulation of Complex Synthetic Data Information simRestore Simulate the Effect of Management Policies on Restoration Efforts simStateSpace Simulate Data from State Space Models simTargetCov Data Transformation or Simulation with Empirical Covariance Matrix simTool Conduct Simulation Studies with a Minimal Amount of Source Code simaerep Detect Clinical Trial Sites Over- or Under-Reporting Clinical Events simboot Simultaneous Inference for Diversity Indices simcausal Simulating Longitudinal Data with Causal Inference Applications simcdm Simulate Cognitive Diagnostic Model ('CDM') Data simcross Simulate Experimental Crosses simctest Safe Implementation of Monte Carlo Tests simdata Generate Simulated Datasets simdd Simulation of Fisher Bingham and Related Directional Distributions simdistr Assessment of Data Trial Distributions According to the Carlisle-Stouffer Method simecol Simulation of Ecological (and Other) Dynamic Systems simer Data Simulation for Life Science and Breeding simest Constrained Single Index Model Estimation simevent Simulation and Analysis of Event History Data simex SIMEX- And MCSIMEX-Algorithm for Measurement Error Models simfam Simulate and Model Family Pedigrees with Structured Founders simfinapi Accessing 'SimFin' Data simfit Test Model Fit with Simulation simglm Simulate Models Based on the Generalized Linear Model simgof Simultaneous Goodness-of-Fits Tests simhelpers Helper Functions for Simulation Studies simitation Simplified Simulations simlandr Simulation-Based Landscape Construction for Dynamical Systems simmer Discrete-Event Simulation for R simmer.bricks Helper Methods for 'simmer' Trajectories simmer.plot Plotting Methods for 'simmer' simml Single-Index Models with Multiple-Links simmr A Stable Isotope Mixing Model simode Statistical Inference for Systems of Ordinary Differential Equations using Separable Integral-Matching simodels Flexible Framework for Developing Spatial Interaction Models simona Semantic Similarity on Bio-Ontologies simphony Simulating Large-Scale, Rhythmic Data simplace Interface to Use the Modelling Framework 'SIMPLACE' simplanonym Consistent Anonymisation Across Datasets simpleCache Simply Caching R Objects simpleFDR Simple False Discovery Rate Calculation simpleMH Simple Metropolis-Hastings MCMC Algorithm simpleNeural An Easy to Use Multilayer Perceptron simplePHENOTYPES Simulation of Pleiotropic, Linked and Epistatic Phenotypes simpleRCache Simple R Cache simpleSetup Set Up R Source Code Files for Use on Multiple Machines simpleboot Simple Bootstrap Routines simplecolors Access Color Names Using a Standardized Nomenclature simplegraph Simple Graph Data Types and Basic Algorithms simplegraphdb A Simple Graph Database simplermarkdown Simple Engine for Generating Reports using R simpletex Mathematical Formulas and Character Recognition simplifyEnrichment Simplify Functional Enrichment Results simplifyNet Network Sparsification simpowa Power Analysis and Sample Size Calculation for Semi-Field Vector Control Trials simpr.interaction Calculating Parameters for Simulation-Based Regression Interaction Power Analysis simputation Simple Imputation simqi Simulate Quantities of Interest from Regression Models simr Power Analysis for Generalised Linear Mixed Models by Simulation simrec Simulation of Recurrent Event Data for Non-Constant Baseline Hazard simrel Simulation of Multivariate Linear Model Data sims Simulate Data from R or 'JAGS' Code simsalapar Tools for Simulation Studies in Parallel simsem SIMulated Structural Equation Modeling simsl Single-Index Models with a Surface-Link simstandard Generate Standardized Data simstudy Simulation of Study Data simsurv Simulate Survival Data simtrait Simulate Complex Traits from Genotypes simtrial Clinical Trial Simulation simts Time Series Analysis Tools simuclustfactor Simultaneous Clustering and Factorial Decomposition of Three-Way Datasets simukde Simulation with Kernel Density Estimation simulMGF Simulate SNP Matrix, Phenotype and Genotypic Effects simulariatools Simularia Tools for the Analysis of Air Pollution Data simulateDCE Simulate Data for Discrete Choice Experiments simulator An Engine for Running Simulations simulist Simulate Disease Outbreak Line List and Contacts Data sinaplot An Enhanced Chart for Simple and Truthful Representation of Single Observations over Multiple Classes sinar Conditional Least Squared (CLS) Method for the Model SINAR(1,1) sindyr Sparse Identification of Nonlinear Dynamics sinew Package Development Documentation and Namespace Management singR Simultaneous Non-Gaussian Component Analysis singcar Comparing Single Cases to Small Samples singleCellHaystack A Universal Differential Expression Prediction Tool for Single-Cell and Spatial Genomics Data singleRcapture Single-Source Capture-Recapture Models singscore Rank-based single-sample gene set scoring method sinib Sum of Independent Non-Identical Binomial Random Variables siplab Spatial Individual-Plant Modelling sirad Functions for Calculating Daily Solar Radiation and Evapotranspiration siren Hybrid FA-CFA for Controlling Acquiescence in Restricted Factorial Solutions sirt Supplementary Item Response Theory Models sisVIVE Some Invalid Some Valid Instrumental Variables Estimator sisal Sequential Input Selection Algorithm sisireg Sign-Simplicity-Regression-Solver sistec Tools to Analyze 'Sistec' Datasets sisti Real-Time PCR Data Sets by Sisti et al. (2010) sistmr A Collection of Utility Function from the Inserm/Inria SISTM Team sitar Super Imposition by Translation and Rotation Growth Curve Analysis sitepickR Two-Level Sample Selection with Optimal Site Replacement siteymlgen Automatically Generate _site.yml File for 'R Markdown' sitmo Parallel Pseudo Random Number Generator (PPRNG) 'sitmo' Header Files sitools Format a number to a string with SI prefix sitree Single Tree Simulator sitreeE Sitree Extensions sitrep Report Templates and Helper Functions for Applied Epidemiology sits Satellite Image Time Series Analysis for Earth Observation Data Cubes sivs Stable Iterative Variable Selection sixtyfour Humane Interface to Amazon Web Services sizeMat Estimate Size at Sexual Maturity sjPlot Data Visualization for Statistics in Social Science sjSDM Scalable Joint Species Distribution Modeling sjdbc JDBC Driver Interface sjlabelled Labelled Data Utility Functions sjmisc Data and Variable Transformation Functions sjstats Collection of Convenient Functions for Common Statistical Computations sjtable2df Convert 'sjPlot' HTML-Tables to R 'data.frame' skater Utilities for SNP-Based Kinship Analysis skedastic Handling Heteroskedasticity in the Linear Regression Model skeletor An R Package Skeleton Generator skellam Densities and Sampling for the Skellam Distribution sketch Interactive Sketches sketcher Pencil Sketch Effect sketching Sketching of Data via Random Subspace Embeddings sketchy Create Custom Research Compendiums skewMLRM Estimation for Scale-Shape Mixtures of Skew-Normal Distributions skewlmm Scale Mixture of Skew-Normal Linear Mixed Models skewsamp Estimate Sample Sizes for Group Comparisons with Skewed Distributions skewt The Skewed Student-t Distribution skewunit Estimation and Other Tools for Skew-Unit Models skiftiTools Tools and Operations for Reading, Writing, Viewing, and Manipulating SKIFTI Files skilljaR Connect to Your 'Skilljar' Data skimr Compact and Flexible Summaries of Data skipTrack A Bayesian Hierarchical Model that Controls for Non-Adherence in Mobile Menstrual Cycle Tracking sklarsomega Measuring Agreement Using Sklar's Omega Coefficient skmeans Spherical k-Means Clustering skpr Design of Experiments Suite: Generate and Evaluate Optimal Designs skylight A Simple Sky Illuminance Model skytrackr A Sky Illuminance Location Tracker slackr Send Messages, Images, R Objects and Files to 'Slack' Channels/Users slam Sparse Lightweight Arrays and Matrices slanter Slanted Matrices and Ordered Clustering slap Simplified Error Handling slash Path-Based Access and Manipulation of Nested Lists slasso S-LASSO Estimator for the Function-on-Function Linear Regression slca Structural Modeling for Multiple Latent Class Variables slcm Sparse Latent Class Model for Cognitive Diagnosis sld Estimation and Use of the Quantile-Based Skew Logistic Distribution sleacr Simplified Lot Quality Assurance Sampling Evaluation of Access and Coverage (SLEAC) Tools sleekts 4253H, Twice Smoothing sleepr Analyse Activity and Sleep Behaviour sleepwalk Interactively Explore Dimension-Reduced Embeddings sleev Semiparametric Likelihood Estimation with Errors in Variables slendr A Simulation Framework for Spatiotemporal Population Genetics slfm Fitting a Bayesian Sparse Latent Factor Model in Gene Expression Analysis slgf Bayesian Model Selection with Suspected Latent Grouping Factors slideimp Numeric Matrices K-NN and PCA Imputation slider Sliding Window Functions slideview Compare Raster Images Side by Side with a Slider slim Singular Linear Models for Longitudinal Data slingshot Tools for ordering single-cell sequencing slippymath Slippy Map Tile Tools slm Stationary Linear Models sloop Helpers for 'OOP' in R slopes Calculate Slopes of Roads, Rivers and Trajectories slouch Stochastic Linear Ornstein-Uhlenbeck Comparative Hypotheses slowraker A Slow Version of the Rapid Automatic Keyword Extraction (RAKE) Algorithm slr Semi-Latin Rectangles slurm Running and Parsing Slurm Commands slurmR A Lightweight Wrapper for 'Slurm' slxr Spatial-X (SLX) Models for Applied Researchers sm Smoothing Methods for Nonparametric Regression and Density Estimation smaa Stochastic Multi-Criteria Acceptability Analysis smacof Multidimensional Scaling smacofx Flexible Multidimensional Scaling and 'smacof' Extensions smacpod Statistical Methods for the Analysis of Case-Control Point Data smallsets Visual Documentation for Data Preprocessing smallstuff Dr. Small's Functions smam Statistical Modeling of Animal Movements smartDesign Sequential Multiple Assignment Randomized Trial Design smarter A Collection of Modified R Functions to Make Basic Coding More Convenient smartmap Smartly Create Maps from R Objects smartsheetr Access and Write 'Smartsheet' Data using the 'Smartsheet' API 2.0 smartsizer Power Analysis for a SMART Design smartsnp Fast Multivariate Analyses of Big Genomic Data smashr Smoothing by Adaptive Shrinkage smatr (Standardised) Major Axis Estimation and Testing Routines smbdata Data from "Statistical Methods in Biology" smbinning Scoring Modeling and Optimal Binning smcfcs Multiple Imputation of Covariates by Substantive Model Compatible Fully Conditional Specification smcure Fit Semiparametric Mixture Cure Models smd Compute Standardized Mean Differences smdata Data to Accompany Smithson & Merkle, 2013 smdi Perform Structural Missing Data Investigations smdocker Build 'Docker Images' in 'Amazon SageMaker Studio' using 'Amazon Web Service CodeBuild' smer Sparse Marginal Epistasis Test smerc Statistical Methods for Regional Counts smetlite Read and Write SMET Files smfa Stochastic Metafrontier Analysis smfishHmrf Hidden Markov Random Field for Spatial Transcriptomic Data smfsb Stochastic Modelling for Systems Biology smicd Statistical Methods for Interval-Censored Data smidm Statistical Modelling for Infectious Disease Management smile Spatial Misalignment: Interpolation, Linkage, and Estimation smimodel Sparse Multiple Index Models for Nonparametric Forecasting smirnov Provides two taxonomic coefficients from E. S. Smirnov "Taxonomic analysis" (1969) book smlePH Sieve Maximum Full Likelihood Estimation for the Right-Censored Proportional Hazards Model smlmkalman Generation and Tracking of Super-Resolution Filamentous Datasets smmR Simulation, Estimation and Reliability of Semi-Markov Models smof Scoring Methodology for Ordered Factors smoke Small Molecule Octet/BLI Kinetics Experiment smoof Single and Multi-Objective Optimization Test Functions smooth Forecasting Using State Space Models smoothHR Smooth Hazard Ratio Curves Taking a Reference Value smoothROCtime Smooth Time-Dependent ROC Curve Estimation smoothSurv Survival Regression with Smoothed Error Distribution smoothedIPW Time-Smoothed Inverse Probability Weighting for Repeatedly Measured Outcomes smoothedLasso A Framework to Smooth L1 Penalized Regression Operators using Nesterov Smoothing smoothemplik Smoothed Empirical Likelihood smoothic Variable Selection Using a Smooth Information Criterion smoothie Two-Dimensional Field Smoothing smoothmest Smoothed M-Estimators for 1-Dimensional Location smoothr Smooth and Tidy Spatial Features smoothtail Smooth Estimation of GPD Shape Parameter smoothy Automatic Estimation of the Most Likely Drug Combination using Smooth Algorithm smoots Nonparametric Estimation of the Trend and Its Derivatives in TS smosr Acquire and Explore BEC-SMOS L4 Soil Moisture Data in R smotefamily A Collection of Oversampling Techniques for Class Imbalance Problem Based on SMOTE smovie Some Movies to Illustrate Concepts in Statistics smplot2 Create Standalone and Composite Plots in 'ggplot2' for Publications smqf Statistical Methods in Quantitative Finance smriti Automated Routing Engine for Longitudinal Missing Data sms Spatial Microsimulation smsets Simple Multivariate Statistical Estimation and Tests smsncut Optimal Diagnostic Cutoff Selection under Scale Mixtures of Skew-Normal Distributions smss Datasets for Agresti and Finlay's "Statistical Methods for the Social Sciences" smurf Sparse Multi-Type Regularized Feature Modeling smvgraph Various Multivariate Graphics with Variable Choice in Shiny Apps smvr Simple Implementation of Semantic Versioning (SemVer) sn The Skew-Normal and Related Distributions Such as the Skew-t and the SUN snQTL Spectral Network Quantitative Trait Loci (snQTL) Analysis snSMART Small N Sequential Multiple Assignment Randomized Trial Methods sna Tools for Social Network Analysis snahelper 'RStudio' Addin for Network Analysis and Visualization snakecase Convert Strings into any Case snakeplot Serpentine Plots for Long Timeline, Sequential and Survey Data snap Simple Neural Application snapKrig Fast Kriging and Geostatistics on Grids with Kronecker Covariance snapchatadsR Get Snapchat Ads Data via the 'Windsor.ai' API snapr Convenient Snapshot Testing Functions for Packages snapshot Gadget N-body cosmological simulation code snapshot I/O utilities snazzieR Chic and Sleek Functions for Beautiful Statisticians snc Strongest Neighbor Coherence snem EM Algorithm for Multivariate Skew-Normal Distribution with Overparametrization snfa Smooth Non-Parametric Frontier Analysis snha Creating Correlation Networks using St. Nicolas House Analysis snic Superpixel Segmentation with the Simple Non-Iterative Clustering Algorithm snirh.lab Convert Laboratory Water-Quality Data to 'SNIRH' Import Format snn Stabilized Nearest Neighbor Classifier snotelr Calculate and Visualize 'SNOTEL' Snow Data and Seasonality snow Simple Network of Workstations snowFT Fault Tolerant Simple Network of Workstations snowboot Bootstrap Methods for Network Inference snowfall Easier Cluster Computing (Based on 'snow') snowflakeauth Authentication Helpers for 'Snowflake' snowflakes Random Snowflake Generator snowquery SQL Interface to 'Snowflake', 'Redshift', 'Postgres', 'SQLite', and 'DuckDB' snpAIMeR Assess the Diagnostic Power of Genomic Marker Combinations snpStats SnpMatrix and XSnpMatrix classes and methods snplinkage Single Nucleotide Polymorphisms Linkage Disequilibrium Visualizations snplist Tools to Create Gene Sets snpsettest A Set-Based Association Test using GWAS Summary Statistics snreg Regression with Skew-Normally Distributed Error Term sns Stochastic Newton Sampler (SNS) sobol Quasi-Monte Carlo Sobol Sequence Generator sobolnp Nonparametric Sobol Estimator with Bootstrap Bandwidth socceR Evaluating Sport Tournament Predictions social Social Autocorrelation socialSim Simulate and Analyse Social Interaction Data socialdrift Temporal Auditing of Social Interaction Networks socialh Rank and Social Hierarchy for Gregarious Animals socialmixr Social Mixing Matrices for Infectious Disease Modelling socialranking Social Ranking Solutions for Power Relations on Coalitions socialrisk Identifying Patient Social Risk from Administrative Health Care Data sociome Operationalizing Social Determinants of Health Data for Researchers socratadata Explore Socrata Data with Ease socviz Utility Functions and Data Sets for Data Visualization sodavis SODA: Main and Interaction Effects Selection for Logistic Regression, Quadratic Discriminant and General Index Models sodium A Modern and Easy-to-Use Crypto Library sofa Connector to 'CouchDB' softImpute Matrix Completion via Iterative Soft-Thresholded SVD softbib Software Bibliographies for R Projects softwareRisk Computation of Node and Path-Level Risk Scores in Scientific Models soilDB Soil Database Interface soilFlux Physics-Informed Neural Networks for Soil Water Retention Curves soilKey Automated Soil Profile Classification per 'WRB' 2022, 'SiBCS' 5 and 'USDA' Soil Taxonomy 13 soilVAE Supervised Variational Autoencoder Regression via 'reticulate' soilassessment Soil Health Assessment Models for Assessing Soil Conditions and Suitability soilchemistry Computation of Properties Related to Soil Chemical Environment and Nutrient Availability soilfoodwebs Soil Food Web Analysis soilhypfit Modelling of Soil Water Retention and Hydraulic Conductivity Data soilphysics Soil Physical Analysis soiltestcorr Soil Test Correlation and Calibration soiltexture Functions for Soil Texture Plot, Classification and Transformation soiltillr Analyse Soil Tillage Depth and Erosion Over Time soilwater Implementation of Parametric Formulas for Soil Water Retention or Conductivity Curve sokoban Sokoban Game solaR Radiation and Photovoltaic Systems solarPos Solar Position Algorithm for Solar Radiation Applications solartime Utilities Dealing with Solar Time Such as Sun Position and Time of Sunrise solidauthr Solid OIDC Client Credentials Authentication solitude An Implementation of Isolation Forest solrad Calculating Solar Radiation and Related Variables Based on Location, Time and Topographical Conditions solrium General Purpose R Interface to 'Solr' solvebio The Official SolveBio API Client solvency2rfr 'EIOPA' Risk-Free Interest Rate Term Structures for Solvency II som Self-Organizing Map som.nn Topological k-NN Classifier Based on Self-Organising Maps soma General-Purpose Optimisation with the Self-Organising Migrating Algorithm somaticflags Database of Somatic Flags someMTP Some Multiple Testing Procedures somhca Self-Organising Maps Coupled with Hierarchical Cluster Analysis sommer Solving Mixed Model Equations in R sonar Fundamental Formulas for Sonar sonicLength Estimating Abundance of Clones from DNA Fragmentation Data sonify Data Sonification - Turning Data into Sound sooty Data Source Catalogues Online for Southern Ocean Ecosystem Research soptdmaeA Sequential Optimal Designs for Two-Colour cDNA Microarray Experiments soql Helps Make Socrata Open Data API Calls sorcering Soil Organic Carbon and CN Ratio Driven Nitrogen Modelling Framework sorocs A Bayesian Semiparametric Approach to Correlated ROC Surfaces sortable Drag-and-Drop in 'shiny' Apps with 'SortableJS' sorvi Functions for Finnish Open Data sos Search Contributed R Packages, Sort by Package sotkanet Sotkanet Open Data Access and Analysis sotu United States Presidential State of the Union Addresses sound A Sound Interface for R soundClass Sound Classification Using Convolutional Neural Networks soundecology Soundscape Ecology soundgen Sound Synthesis and Acoustic Analysis sourcetools Tools for Reading, Tokenizing and Parsing R Code sourcoise Source a Script and Cache sov Calculate vs-SOVs and SOVs for Assemblies with D-Dimensional Voting sox Structured Learning in Time-Dependent Cox Models sp Classes and Methods for Spatial Data sp23design Design and Simulation of Seamless Phase II-III Clinical Trials spANOVA Analysis of Field Trials with Geostatistics & Spatial AR Models spAbundance Univariate and Multivariate Spatial Modeling of Species Abundance spAddins A Set of RStudio Addins spBPS Bayesian Predictive Stacking for Scalable Geospatial Transfer Learning spBayes Univariate and Multivariate Spatial-Temporal Modeling spBayesSurv Bayesian Modeling and Analysis of Spatially Correlated Survival Data spCF Coarse-to-Fine Spatial Modeling spCP Spatially Varying Change Points spDBL Dynamic Bayesian Learning for Spatiotemporal Mechanistic Models spData Datasets for Spatial Analysis spDates Analysis of Spatial Gradients in Radiocarbon Dates spEDM Spatial Empirical Dynamic Modeling spFFBS Spatiotemporal Propagation for Multivariate Bayesian Dynamic Learning spFSR Feature Selection and Ranking via Simultaneous Perturbation Stochastic Approximation spGARCH Spatial ARCH and GARCH Models (spGARCH) spINAR (Semi)Parametric Estimation and Bootstrapping of INAR Models spMC Continuous-Lag Spatial Markov Chains spMaps Europe SpatialPolygonsDataFrame Builder spNNGP Spatial Regression Models for Large Datasets using Nearest Neighbor Gaussian Processes spNetwork Spatial Analysis on Network spOccupancy Single-Species, Multi-Species, and Integrated Spatial Occupancy Models spRingsteen All Things Data and Springsteen spStack Bayesian Geostatistics Using Predictive Stacking spTDyn Spatially Varying and Spatio-Temporal Dynamic Linear Models spThin Functions for Spatial Thinning of Species Occurrence Records for Use in Ecological Models spTimer Spatio-Temporal Bayesian Modelling spaAlign Stratigraphic Plug Alignment for Integrating Plug-Based and XRF Data spaMM Mixed-Effect Models, with or without Spatial Random Effects spaa SPecies Association Analysis spacefillr Space-Filling Random and Quasi-Random Sequences spacemodR Workflow for Environmental Risk Assessment: Habitat, Food Web, Dispersal, Exposure and Risk spacesRGB Standard and User-Defined RGB Color Spaces, with Conversion Between RGB and CIE XYZ and Lab spacesXYZ CIE XYZ and some of Its Derived Color Spaces spacetime Classes and Methods for Spatio-Temporal Data spacyr Wrapper to the 'spaCy' 'NLP' Library spada A 'shiny' Package for Data Analysis spagmix Artificial Spatial and Spatio-Temporal Densities on Bounded Windows spam SPArse Matrix spam64 64-Bit Extension of the SPArse Matrix R Package 'spam' spanish Translate Quantities from Strings to Integer and Back. Misc Functions on Spanish Data spanishoddata Get Spanish Origin-Destination Data spant MR Spectroscopy Analysis Tools spantest Mean-Variance Spanning Tests sparcl Perform Sparse Hierarchical Clustering and Sparse K-Means Clustering spareg Sparse Projected Averaged Regression spark.sas7bdat Read in 'SAS' Data ('.sas7bdat' Files) into 'Apache Spark' sparkavro Load Avro file into 'Apache Spark' sparkbq Google 'BigQuery' Support for 'sparklyr' sparkhail A 'Sparklyr' Extension for 'Hail' sparkline 'jQuery' Sparkline 'htmlwidget' sparklyr R Interface to Apache Spark sparklyr.flint Sparklyr Extension for 'Flint' sparklyr.nested A 'sparklyr' Extension for Nested Data sparktex Generate LaTeX sparklines in R sparkxgb Interface for 'XGBoost' on 'Apache Spark' sparqlr A SPARQL Client for R sparr Spatial and Spatiotemporal Relative Risk sparrpowR Power Analysis to Detect Spatial Relative Risk Clusters sparseCov Sparse Covariance Estimation Based on Thresholding sparseDFM Estimate Dynamic Factor Models with Sparse Loadings sparseEigen Computation of Sparse Eigenvectors of a Matrix sparseFLMM Functional Linear Mixed Models for Irregularly or Sparsely Sampled Data sparseGFM Sparse Generalized Factor Models with Multiple Penalty Functions sparseIndexTracking Design of Portfolio of Stocks to Track an Index sparseLDA Sparse Discriminant Analysis sparseLM Interface to the 'sparseLM' Levenberg-Marquardt Library sparseLRMatrix Represent and Use Sparse + Low Rank Matrices sparseLTSEigen RcppEigen back end for sparse least trimmed squares regression sparseMVN Multivariate Normal Functions for Sparse Covariance and Precision Matrices sparseMatEst Sparse Matrix Estimation and Inference sparseMatrixStats Summary Statistics for Rows and Columns of Sparse Matrices sparseR Variable Selection under Ranked Sparsity Principles for Interactions and Polynomials sparseSEM Elastic Net Penalized Maximum Likelihood for Structural Equation Models with Network GPT Framework sparseSVM Solution Paths of Sparse High-Dimensional Support Vector Machine with Lasso or Elastic-Net Regularization sparseVCBART Sparse Varying Coefficient BART with Global-Local Priors" sparsecommunity Spectral Community Detection for Sparse Networks sparsediff R Interface to the 'SparseDiffEngine' Sparse Differentiation Backend sparsediscrim Sparse and Regularized Discriminant Analysis sparsegl Sparse Group Lasso sparseinv Computation of the Sparse Inverse Subset sparselink Sparse Regression for Related Problems sparselu Sparse LU Decomposition via SuiteSparse sparsenet Fit Sparse Linear Regression Models via Nonconvex Optimization sparsepca Sparse Principal Component Analysis (SPCA) sparsepp 'Rcpp' Interface to 'sparsepp' sparsestep SparseStep Regression sparsesurv Forecasting and Early Outbreak Detection for Sparse Count Data sparsesvd Sparse Truncated Singular Value Decomposition (from 'SVDLIBC') sparsevar Sparse VAR (Vector Autoregression) / VECM (Vector Error Correction Model) Estimation sparsevb Spike-and-Slab Variational Bayes for Linear and Logistic Regression sparsevctrs Sparse Vectors for Use in Data Frames sparsio I/O Operations with Sparse Matrices sparta Sparse Tables sparvaride Variance Identification in Sparse Factor Analysis spass Study Planning and Adaptation of Sample Size spatPomp Inference for Spatiotemporal Partially Observed Markov Processes spate Spatio-Temporal Modeling of Large Data Using a Spectral SPDE Approach spatemR Generalized Spatial Autoregresive Models for Mean and Variance spatgeom Geometric Spatial Point Analysis spatgraphs Graph Edge Computations for Spatial Point Patterns spaths Shortest Paths Between Points in Grids spatialAtomizeR Spatial Analysis with Misaligned Data Using Atom-Based Regression Models spatialCatalogueViewer A 'Shiny' Tool to Create Interactive Catalogues for Geospatial Data spatialCovariance Computation of Spatial Covariance Matrices for Data on Rectangles spatialData Spatial Datasets for Ecological Modeling spatialEco Spatial Analysis and Modelling Utilities spatialGE Visualization and Analysis of Spatial Heterogeneity in Spatially-Resolved Gene Expression spatialRF Easy Spatial Modeling with Random Forest spatialRegroup Iterative Spatial Regrouping of Administrative Units by Attributive Affinity spatialTIME Spatial Analysis of Vectra Immunoflourescent Data spatialising Ising Model for Spatial Data spatialprobit Spatial Probit Models spatialreg Spatial Regression Analysis spatialreg.hp Hierarchical Partitioning of R2 for Spatial Simultaneous Autoregressive Model spatialsample Spatial Resampling Infrastructure spatialwarnings Spatial Early Warning Signals of Ecosystem Degradation spatialwidget Formats Spatial Data for Use in Htmlwidgets spatsoc Group Animal Relocation Data by Spatial and Temporal Relationship and Measure Intragroup Social Dynamics spatstat Spatial Point Pattern Analysis, Model-Fitting, Simulation, Tests spatstat.Knet Extension to 'spatstat' for Large Datasets on a Linear Network spatstat.data Datasets for 'spatstat' Family spatstat.explore Exploratory Data Analysis for the 'spatstat' Family spatstat.geom Geometrical Functionality of the 'spatstat' Family spatstat.gui Interactive Graphics Functions for the 'spatstat' Package spatstat.linnet Linear Networks Functionality of the 'spatstat' Family spatstat.local Extension to 'spatstat' for Local Composite Likelihood spatstat.model Parametric Statistical Modelling and Inference for the 'spatstat' Family spatstat.random Random Generation Functionality for the 'spatstat' Family spatstat.sparse Sparse Three-Dimensional Arrays and Linear Algebra Utilities spatstat.univar One-Dimensional Probability Distribution Support for the 'spatstat' Family spatstat.utils Utility Functions for 'spatstat' spatsurv Bayesian Spatial Survival Analysis with Parametric Proportional Hazards Models spbabel Convert Spatial Data Using Tidy Tables spbal Spatially Balanced Sampling Algorithms spboost Gradient Boosting for Nonlinear Spatial Autoregressive Models spc Statistical Process Control -- Calculation of ARL and Other Control Chart Performance Measures spc4sts Statistical Process Control for Stochastic Textured Surfaces spcadjust Functions for Calibrating Control Charts spconf Computing Scales of Spatial Smoothing for Confounding Adjustment spcosa Spatial Coverage Sampling and Random Sampling from Compact Geographical Strata spcov Sparse Estimation of a Covariance Matrix spcr Sparse Principal Component Regression spd Semi Parametric Distribution spdep Spatial Dependence: Weighting Schemes, Statistics spdesign Designing Stated Preference Experiments spdgp Simulate Spatial Data Generation Processes spdl Easier Use of 'RcppSpdlog' Functions via Wrapper spduration Split-Population Duration (Cure) Regression spdynmod Spatio-Dynamic Wetland Plant Communities Model speakeasyR Fast and Robust Multi-Scale Graph Clustering speakr A Wrapper for the Phonetic Software 'Praat' speaq Tools for Nuclear Magnetic Resonance (NMR) Spectra Alignment, Peak Based Processing, Quantitative Analysis and Visualizations spearmanCI Jackknife Euclidean / Empirical Likelihood Inference for Spearman's Rho spec A Data Specification Format and Interface speccurvieR Easy, Fast, and Pretty Specification Curve Analysis specieschrom The Species Chromatogram specr Conducting and Visualizing Specification Curve Analyses specs Single-Equation Penalized Error-Correction Selector (SPECS) spect Survival Prediction Ensemble Classification Tool spectacles Storing, Manipulating and Analysis Spectroscopy and Associated Data spectator Interface to the 'Spectator Earth' API spectr Calculate the Periodogram of a Time-Course spectrakit Spectral Data Handling and Visualization spectral Common Methods of Spectral Data Analysis spectralAnomaly Detect Anomalies Using the Spectral Residual Algorithm spectralGP Approximate Gaussian Processes Using the Fourier Basis spectralR Obtain and Visualize Spectral Reflectance Data for Earth Surface Polygons spectrolab Class and Methods for Spectral Data sped Multi-Gene Descent Probabilities spedecon Smoothness-Penalized Deconvolution for Density Estimation Under Measurement Error speech Legislative Speeches speechbr Access the Speechs and Speaker's Informations of House of Representatives of Brazil speechmatics Client for the 'Speechmatics' Speech-to-Text API speedglm Fitting Linear and Generalized Linear Models to Large Data Sets speedyBBT Efficient Bayesian Inference for the Bradley--Terry Model speedycode Automate Code for Adding Labels, Recoding and Renaming Variables, and Converting ASCII Files speedytax Rapidly Import Classifier Results into 'phyloseq' spefa Spatial Stochastic Frontier with Fixed Effects and Endogeneity speff2trial Semiparametric Efficient Estimation for a Two-Sample Treatment Effect spell.replacer Probabilistic Spelling Correction in a Character Vector spellcheckr Correct the Spelling of a Given Word in the English Language spelling Tools for Spell Checking in R sperich Auxiliary Functions to Estimate Centers of Biodiversity sperrorest Perform Spatial Error Estimation and Variable Importance Assessment spex Spatial Extent Tools spexvb Parameter Expanded Variational Bayes for High-Dimensional Linear Regression spfa Semi-Parametric Factor Analysis spfda Function-on-Scalar Regression with Group-Bridge Penalty spfilteR Semiparametric Spatial Filtering with Eigenvectors in (Generalized) Linear Models spgs Statistical Patterns in Genomic Sequences spgwr Geographically Weighted Regression sphereML Analyzing Students' Performance Dataset in Physics Education Research (SPHERE) using Machine Learning (ML) sphereclust Model Based Clustering for Spherical Data Using Elliptically Symmetric Distributions spheredata Students' Performance Dataset in Physics Education Research (SPHERE) spherepc Spherical Principal Curves sphereplot Spherical Plotting spheresmooth Piecewise Geodesic Smoothing for Spherical Data sphet Estimation of Spatial Autoregressive Models with and without Heteroskedastic Innovations sphunif Uniformity Tests on the Circle, Sphere, and Hypersphere spicy Descriptive Statistics, Summary Tables, and Data Management Tools spidR Spider Knowledge Online spider Species Identity and Evolution in R spiderbar Parse and Test Robots Exclusion Protocol Files and Rules spikeSlabGAM Bayesian Variable Selection and Model Choice for Generalized Additive Mixed Models spikes Detecting Election Fraud from Irregularities in Vote-Share Distributions spikeslab Prediction and Variable Selection Using Spike and Slab Regression spima Simulated Pseudo-Individual Data Meta-Analysis with ABC-SMC spinBayes Semi-Parametric Gene-Environment Interaction via Bayesian Variable Selection spind Spatial Methods and Indices spinebil Investigating New Projection Pursuit Index Functions spinifex Manual Tours, Manual Control of Dynamic Projections of Numeric Multivariate Data spinner An Implementation of Graph Net Architecture Based on 'torch' spinyReg Sparse Generative Model and Its EM Algorithm spiralize Visualize Data on Spirals spiritR Template for Clinical Trial Protocol spiro Manage Data from Cardiopulmonary Exercise Testing splancs Spatial and Space-Time Point Pattern Analysis splash Simple Process-Led Algorithms for Simulating Habitats splatter Simple Simulation of Single-cell RNA Sequencing Data spldv Spatial Models for Limited Dependent Variables splikit Analysing RNA Splicing in Single-Cell RNA Sequencing Data splineCox A Two-Stage Estimation Approach to Cox Regression Using M-Spline Function splinemixmeta Additive Mixed Meta-Analysis with Spline Meta-Regression splineplot Visualization of Spline Effects in GAM and GLM Models splines2 Regression Spline Functions and Classes splinetree Longitudinal Regression Trees and Forests splinetrials Facilitate Clinical Trials Analysis Using Natural Cubic Splines splitGraph Dataset Dependency Graphs for Leakage-Aware Evaluation splitSelect Best Split Selection Modeling for Low-Dimensional Data splitTools Tools for Data Splitting splitfngr Combined Evaluation and Split Access of Functions splithalf Calculate Task Split Half Reliability Estimates splithalfr Estimate Split-Half Reliabilities splitr Fast Utilities for Splitting Excel Sheets splitstackshape Stack and Reshape Datasets After Splitting Concatenated Values splm Econometric Models for Spatial Panel Data splmm Simultaneous Penalized Linear Mixed Effects Models splot Simplified Plotting for Data Exploration spls Sparse Partial Least Squares (SPLS) Regression and Classification splus2R Supplemental S-PLUS Functionality in R splusTimeDate Times and Dates from 'S-PLUS' splusTimeSeries Time Series from 'S-PLUS' splutil Utility Functions for Common Base-R Problems Relating to Lists spm Spatial Predictive Modeling spm2 Spatial Predictive Modeling spmixW Bayesian Spatial Panel Data Models with Convex Combinations of Weight Matrices spmodel Spatial Statistical Modeling and Prediction spmoran Fast Spatial and Spatio-Temporal Regression using Moran Eigenvectors spnaf Spatial Network Autocorrelation for Flow Data spnn Scale Invariant Probabilistic Neural Networks spocc Interface to Species Occurrence Data Sources spoiler Blur 'HTML' Elements in 'Shiny' Applications Using 'Spoiler-Alert.js' spongebob SpongeBob-Case Converter : spOngEboB-CASe CoNVertER spongecake Transform a Movie into a Synthetic Picture spooky Time Feature Extrapolation Using Spectral Analysis and Jack-Knife Resampling spopt Spatial Optimization for Regionalization, Facility Location, and Market Analysis spork Generalized Label Formatting sport Sequential Pairwise Online Rating Techniques sportyR Plot Scaled 'ggplot' Representations of Sports Playing Surfaces spotidy Providing Convenience Functions to Connect R with the Spotify API spotifyr R Wrapper for the 'Spotify' Web API spotoroo Spatiotemporal Clustering of Satellite Hot Spot Data spotr Estimate Spatial Population Indices from Ecological Abundance Data spphpr Spring Phenological Prediction spqdep Testing for Spatial Independence of Cross-Sectional Qualitative Data spqrp Sample Provenance Quality Resolver in Proteomics spray Sparse Arrays and Multivariate Polynomials spreadr Simulating Spreading Activation in a Network spreval Evaluation of Sprinkler Irrigation Uniformity and Efficiency sprex Species Richness and Extrapolation springer Sparse Group Variable Selection for Gene-Environment Interactions in the Longitudinal Study springpheno Spring Phenological Indices sprtt Sequential Probability Ratio Tests Toolbox sps Sequential Poisson Sampling spsComps 'systemPipeShiny' UI and Server Components spsUtil 'systemPipeShiny' Utility Functions spselect Selecting Spatial Scale of Covariates in Regression Models spsur Spatial Seemingly Unrelated Regression Models spsurvey Spatial Sampling Design and Analysis sptotal Predicting Totals and Weighted Sums from Spatial Data spuRs Functions and Datasets for "Introduction to Scientific Programming and Simulation Using R" spup Spatial Uncertainty Propagation Analysis spuriouscorrelations Datasets with Strong and Spurious Correlations sqlHelpers Collection of 'SQL' Utilities for 'T-SQL' and 'Postgresql' sqlcaser 'SQL' Case Statement Generator sqldf Manipulate R Data Frames Using SQL sqlfluffr Wrapper to the 'SQL' Linter and Formatter 'sqlfluff' sqlhelper Easier 'SQL' Integration sqliter Connection wrapper to SQLite databases sqliteutils Utility Functions for 'SQLite' sqlm SQL-Backed Linear Regression sqlparseR Wrapper for 'Python' Module 'sqlparse': Parse, Split, and Format 'SQL' sqlq 'SQL' Query Builder sqlstrings Map 'SQL' Code to R Lists sqltargets 'Targets' Extension for 'SQL' Queries squant Subgroup Identification Based on Quantitative Objectives squash Color-Based Plots for Multivariate Visualization squat Statistics for Quaternion Temporal Data squid Statistical Quantification of Individual Differences squids Short Quasi-Unique Identifiers (SQUIDs) sr Smooth Regression - The Gamma Test and Tools sra Selection Response Analysis srcpkgs R Source Packages Manager srcr Simplify Connections to Database Sources sreg Stratified Randomized Experiments sregsurvey Semiparametric Model-Assisted Estimation in Finite Populations srlars Fast and Scalable Cellwise-Robust Ensemble srm Structural Equation Modeling for the Social Relations Model srpi Standardized Ranking Performance Index for Model Selection srppp Read the Swiss Register of Plant Protection Products srt Read Subtitle Files as Tabular Data srvyr 'dplyr'-Like Syntax for Summary Statistics of Survey Data ss3sim Fisheries Stock Assessment Simulation Testing with Stock Synthesis ssMRCD Robust Estimators for Multi-Group and Spatial Data ssMutPA Single-Sample Mutation-Based Pathway Analysis ssaBSS Stationary Subspace Analysis ssanv Sample Size Adjusted for Nonadherence or Variability of Input Parameters ssc Semi-Supervised Classification Methods sscor Robust Correlation Estimation and Testing Based on Spatial Signs ssd4mosaic Web Application for the SSD Module of the MOSAIC Platform ssddata Species Sensitivity Distribution Data ssdtools Species Sensitivity Distributions ssebiEF Calculation of SSEBI and Evaporative Fraction from Raster Data ssev Sample Size Computation for Fixed N with Optimal Reward ssfa Spatial Stochastic Frontier Analysis ssfit Fitting of Parametric Models using Summary Statistics ssgraph Bayesian Graph Structure Learning using Spike-and-Slab Priors ssh Secure Shell (SSH) Client for R sshicm Information Consistency-Based Measures for Spatial Stratified Heterogeneity sship Tool for Secure Shipment of Content sshist Optimal Histogram Binning Using Shimazaki-Shinomoto Method ssifs Stochastic Search Inconsistency Factor Selection ssimparser Standard Schedules Information Parser ssize Estimate Microarray Sample Size ssize.fdr Sample Size Calculations for Microarray Experiments ssizeRNA Sample Size Calculation for RNA-Seq Experimental Design ssmn Skew Scale Mixtures of Normal Distributions ssmodels Sample Selection Models ssmooth Smooth Raster Time Series ssmrob Robust Estimation and Inference in Sample Selection Models ssmsn Scale-Shape Mixtures of Skew-Normal Distributions sspm Spatial Surplus Production Model Framework for Northern Shrimp Populations sspse Estimating Hidden Population Size using Respondent Driven Sampling Data ssr Semi-Supervised Regression Methods ssrn Scan Statistics for Railway Network sss Import Files in the Triple-s (Standard Survey Structure) Format sssvcqr Sparse-Smooth Spatially Varying Coefficient Quantile Regression sstn Self-Similarity Test for Normality sstvars Toolkit for Reduced Form and Structural Smooth Transition Vector Autoregressive Models ssutil Sample Size Calculation Tools ssw Striped Smith-Waterman Algorithm for Sequence Alignment using SIMD ssym Fitting Semi-Parametric log-Symmetric Regression Models st Shrinkage t Statistic and Correlation-Adjusted t-Score stCEG Fully Customizable Chain Event Graphs over Spatial Areas stIHC Spatial Transcriptomics Iterative Hierarchical Clustering stR Seasonal Trend Decomposition Using Regression stRoke Clinical Stroke Research sta Seasonal Trend Analysis for Time Series Imagery in R staRdom PARAFAC Analysis of EEMs from DOM staat1cho Study Indicators Based on Dutch Higher Education Data (1CHO) stabiliser Stabilising Variable Selection stability Stability Analysis of Genotype by Environment Interaction (GEI) stabilo Stabilometric Signal Quantification stable Probability Functions and Generalized Regression Models for Stable Distributions stableGR A Stable Gelman-Rubin Diagnostic for Markov Chain Monte Carlo stabledist Stable Distribution Functions stablelearner Stability Assessment of Statistical Learning Methods stabm Stability Measures for Feature Selection stabs Stability Selection with Error Control staccuracy Standardized Accuracy and Other Model Performance Metrics stackgbm Stacked Gradient Boosting Machines stacking Building Predictive Models with Stacking stacks Tidy Model Stacking stacomirtools Connection Class for Package stacomiR stacr Tidy 'STAC' Workflows for R stagePop Modelling the Population Dynamics of a Stage-Structured Species in Continuous Time stagedtrees Staged Event Trees staggR Fit Difference-in-Differences Models with Staggered Interventions staggered Efficient Estimation Under Staggered Treatment Timing stagsynth Staggered Synthetic Control Estimation and Inference stampr Spatial Temporal Analysis of Moving Polygons stan4bart Bayesian Additive Regression Trees with Stan-Sampled Parametric Extensions standardize Tools for Standardizing Variables for Regression in R standardlastprofile BDEW Standard Load Profiles for Electricity and Gas standartox Ecotoxicological Information from the Standartox Database standby Alerts, Notifications and Loading Screen in 'Shiny' standrecon Reconstruct Historical Forest Stand Conditions staninside Facilitating the Use of 'Stan' Within Packages stanza 'Stanza' - A 'R' NLP Package for Many Human Languages stapler Simultaneous Truth and Performance Level Estimation staplr A Toolkit for PDF Files starburst Seamless AWS Cloud Bursting for Parallel R Workloads stargazer Well-Formatted Regression and Summary Statistics Tables starling Link Infectious Disease Cases to Vaccination and Hospitalization Records starm Spatio-Temporal Autologistic Regression Model starma Modelling Space Time AutoRegressive Moving Average (STARMA) Processes starnet Stacked Elastic Net starry Explore Data with Plots and Tables stars Spatiotemporal Arrays, Raster and Vector Data Cubes starsExtra Miscellaneous Functions for Working with 'stars' Rasters starsTileServer A Dynamic Tile Server for R starschemar Obtaining Stars from Flat Tables startR Automatically Retrieve Multidimensional Distributed Data Sets starter Starter Kit for New Projects startup Friendly R Startup Configuration startupmsg Utilities for Start-Up Messages starvars Vector Logistic Smooth Transition Models Estimation and Prediction starvz R-Based Visualization Techniques for Task-Based Applications starwarsdb Relational Data from the 'Star Wars' API for Learning and Teaching statAPA APA 7th Edition Statistical Tables, Plots, and Multilevel Model Reports statAfrikR Statistical Tools for African National Statistics Institutes statBasics Basic Functions to Statistical Methods Course statConfR Models of Decision Confidence and Measures of Metacognition statGraph Statistical Methods for Graphs statMatchLCM Statistical Matching Using Latent Class Models statar Tools Inspired by 'Stata' to Manipulate Tabular Data statcheck Extract Statistics from Articles and Recompute P-Values statcodelists Use Standardized Statistical Codelists statcomp Statistical Complexity and Information Measures for Time Series Analysis statdecideR Automated Statistical Analysis and Plotting with CLD statease Simplified Statistical Analysis with Plain-English Interpretation statebins Create United States Uniform Cartogram Heatmaps states Create Panels of Independent States statespacer State Space Modelling in 'R' statforbiology Data Analyses in Agriculture and Biology statgen Statistical Genetics Data Objects and Loaders statgenGWAS Genome Wide Association Studies statgenGxE Genotype by Environment (GxE) Analysis statgenHTP High Throughput Phenotyping (HTP) Data Analysis statgenIBD Calculation of IBD Probabilities statgenMPP QTL Mapping for Multi Parent Populations statgenQTLxT Multi-Trait and Multi-Trial Genome Wide Association Studies statgenSTA Single Trial Analysis (STA) of Field Trials staticryptR Encrypt HTML Files Using 'staticrypt' statioVAR Trend Removal for Vector Autoregressive Workflows stationaRy Detailed Meteorological Data from Stations All Over the World statip Statistical Functions for Probability Distributions and Regression statisR STATIS and STATIS DUAL Multivariate Methods statisfactory Statistical and Geometrical Tools statlingua Explain Statistical Output with Large Language Models statmod Statistical Modeling statnet Software Tools for the Statistical Analysis of Network Data statnet.common Common R Scripts and Utilities Used by the Statnet Project Software statnetWeb A Shiny App for Network Modeling with 'statnet' statnipokladna Use Data from the Czech Public Finance Database statprograms Graduate Statistics Program Datasets statpsych Statistical Methods for Psychologists statquotes Quotes on Statistics, Data Visualization and Science stats19 Work with Open Road Traffic Casualty Data from Great Britain stats4teaching Simulate Pedagogical Statistical Data statsExpressions Tidy Dataframes and Expressions with Statistical Details statsearchanalyticsr An Interface for the 'STAT Search Analytics' 'API' statsr Companion Software for the Coursera Statistics with R Specialization statswalesr Easily Extract Data from 'StatsWales' statuser Statistical Tools Designed for End Users stbimageheaders 'stb' Image C/C++ Header Files stbl Stabilize Function Arguments stcos Space-Time Change of Support stcov Stein's Covariance Estimator stcpR6 Sequential Test and Change-Point Detection Algorithms Based on E-Values / E-Detectors stdReg Regression Standardization stdReg2 Regression Standardization for Causal Inference stdbscan Spatio-Temporal DBSCAN Clustering stddiff Calculate the Standardized Difference for Numeric, Binary and Category Variables stddiff.spark Calculate the Standardized Difference for Numeric, Binary and Category Variables in Apache Spark stdmod Standardized Moderation Effect and Its Confidence Interval stdvectors C++ Standard Library Vectors in R steadyICA ICA and Tests of Independence via Multivariate Distance Covariance steepness Testing Steepness of Dominance Hierarchies stelfi Hawkes and Log-Gaussian Cox Point Processes Using Template Model Builder stellaR Evolutionary Tracks and Isochrones from Pisa Stellar Evolution Database stemmatology Stemmatological Analysis of Textual Traditions stenR Standardization of Raw Discrete Questionnaire Scores stencilaschema Bindings for Stencila Schema stenographer Flexible and Customisable Logging System stepPenal Stepwise Forward Variable Selection in Penalized Regression stepPlr L2 Penalized Logistic Regression with Stepwise Variable Selection stepR Multiscale Change-Point Inference stepSplitReg Stepwise Split Regularized Regression stepcount Estimate Step Counts from 'Accelerometry' Data stepdownfdp A Step-Down Procedure to Control the False Discovery Proportion stepgbm Stepwise Variable Selection for Generalized Boosted Regression Modeling stepjglm Variable Selection for Joint Modeling of Mean and Dispersion stepmetrics Calculate Step and Cadence Metrics from Wearable Data stepmixr Interface to 'Python' Package 'StepMix' stepp Subpopulation Treatment Effect Pattern Plot (STEPP) steppedwedge Analyze Data from Stepped Wedge Cluster Randomized Trials steprf Stepwise Predictive Variable Selection for Random Forest stepssurvey Analyse WHO STEPS Survey Data stevedata Steve's Toy Data for Teaching About a Variety of Methodological, Social, and Political Topics stevedore Docker Client stevemisc Steve's Miscellaneous Functions stevetemplates Steve's R Markdown Templates stevethemes Steve's 'ggplot2' Themes and Related Theme Elements stfit Spatio-Temporal Functional Imputation Tool stgam Spatially and Temporally Varying Coefficient Models Using Generalized Additive Models sticky Persist Attributes Across Data Operations stickyr Data Frames with Persistent Columns and Attributes stilt Separable Gaussian Process Interpolation (Emulation) stim Incorporating Stability Information into Cross-Sectional Estimates stima Simultaneous Threshold Interaction Modeling Algorithm stinepack Stineman, a Consistently Well Behaved Method of Interpolation stlARIMA STL Decomposition and ARIMA Hybrid Forecasting Model stlELM Hybrid Forecasting Model Based on STL Decomposition and ELM stlTDNN STL Decomposition and TDNN Hybrid Time Series Forecasting stlnpp Spatio-Temporal Analysis of Point Patterns on Linear Networks stlplus Enhanced Seasonal Decomposition of Time Series by Loess stm Estimation of the Structural Topic Model stmgp Rapid and Accurate Genetic Prediction Modeling for Genome-Wide Association or Whole-Genome Sequencing Study Data stmgui Shiny Application for Creating STM Models stocc Fit a Spatial Occupancy Model via Gibbs Sampling stochLAB Stochastic Collision Risk Model stochQN Stochastic Limited Memory Quasi-Newton Optimizers stochcorr Stochastic Correlation Modelling via Circular Diffusion stochtree Stochastic Tree Ensembles (XBART and BART) for Supervised Learning and Causal Inference stochvol Efficient Bayesian Inference for Stochastic Volatility (SV) Models stochvolTMB Likelihood Estimation of Stochastic Volatility Models stockAnalyst Equity Valuation using Methods of Fundamental Analysis stockR Identifying Stocks in Genetic Data stodom Estimating Consistent Tests for Stochastic Dominance stoichUtilities User Tools for Accessing the STOICH Project Database stoichcalc R Functions for Solving Stoichiometric Equations stokes The Exterior Calculus stopmotion Build Stop Motion Animations from Image Sequences stopp Spatio-Temporal Point Pattern Methods, Model Fitting, Diagnostics, Simulation, Local Tests stoppingrule Create and Evaluate Stopping Rules for Safety Monitoring stops Structure Optimized Proximity Scaling stopwords Multilingual Stopword Lists storr Simple Key Value Stores stors Step Optimised Rejection Sampling stortingscrape Access Data from the Norwegian Parliament API storywranglr Explore Twitter Trends with the 'Storywrangler' API stosim Stochastic Simulator for Reliability Modeling of Repairable Systems stplanr Sustainable Transport Planning stpp Space-Time Point Pattern Simulation, Visualisation and Analysis stppSim Spatiotemporal Point Patterns Simulation stpphawkes Missing Data for Marked Hawkes Process str2str Convert R Objects from One Structure to Another strand A Framework for Investment Strategy Simulation stranslate Simple Translation Between Different Languages strap Stratigraphic Tree Analysis for Palaeontology strat An Implementation of the Stratification Index stratEst Strategy Estimation strata Simple Framework for Simple Automation strata.MaxCombo Stratified Max-Combo Test stratallo Optimum Sample Allocation in Stratified Sampling stratamatch Stratification and Matching for Large Observational Data Sets stratastats Stratified Analysis of 2x2 Contingency Tables stratbr Optimal Stratification in Stratified Sampling stratcols Stratigraphic Columns and Order Metrics strategicplayers Strategic Players stratification Univariate Stratification of Survey Populations stratifiedyh Stratified Sampling and Labeling of Data in R straweib Stratified Weibull Regression Model strawr Fast Implementation of Reading/Dump for .hic Files stray Anomaly Detection in High Dimensional and Temporal Data stream Infrastructure for Data Stream Mining streamDAG Analytical Methods for Stream DAGs streamDepletr Estimate Streamflow Depletion Due to Groundwater Pumping streamMOA Interface for MOA Stream Clustering Algorithms streamR Access to Twitter Streaming API via R streambugs Parametric Ordinary Differential Equations Model of Growth, Death, and Respiration of Macroinvertebrate and Algae Taxa streamsampler Characterize and Subsample Stream Data streamy Inline Asynchronous Generator Results into Documents streetscape Collect and Investigate Street Views for Urban Science strength Operations Designed for Tidy Strength Data stressaddition Modelling Tri-Phasic Concentration-Response Relationships stressor Algorithms for Testing Models under Stress stressr Fetch and plot financial stress index and component data. strex Extra String Manipulation Functions stringArt Tools for Generating String Art Figures stringdist Approximate String Matching, Fuzzy Text Search, and String Distance Functions stringfish Alt String Implementation stringformattr Dynamic String Formatting stringi Fast and Portable Character String Processing Facilities stringmagic Character String Operations and Interpolation, Magic Edition stringr Simple, Consistent Wrappers for Common String Operations stringstatic Dependency-Free String Operations stringx Replacements for Base String Functions Powered by 'stringi' strip Lighten your R Model Outputs stripless Structured Trellis Displays Without Strips for Lattice Graphics striprtf Extract Text from RTF File strs 'Python' Style String Functions strucchange Testing, Monitoring, and Dating Structural Changes strucchangeRcpp Testing, Monitoring, and Dating Structural Changes: C++ Version structSSI Multiple Testing for Hypotheses with Hierarchical or Group Structure structenforcement Struct-Like Data Type Checking and Enforcement structree Tree-Structured Clustering strvalidator Process Control and Validation of Forensic STR Kits sts Estimation of the Structural Topic and Sentiment-Discourse Model for Text Analysis stt.api 'OpenAI' Compatible Speech-to-Text API Client stuart Subtests Using Algorithmic Rummaging Techniques studentlife Tidy Handling and Navigation of the Student-Life Dataset studyStrap Study Strap and Multi-Study Learning Algorithms stxplore Exploration of Spatio-Temporal Data styler Non-Invasive Pretty Printing of R Code stylest2 Estimating Speakers of Texts stylo Stylometric Multivariate Analyses suRface.analytics Statistical Analysis and Visualization of Surface-Engineered Material Properties subdetect Detect Subgroup with an Enhanced Treatment Effect subgroup Methods for exploring treatment effect heterogeneity in subgroup analysis of clinical trials subincomeR Access to Global Sub-National Income Data submax Effect Modification in Observational Studies Using the Submax Method submitr Scaffold and Submit Computational Jobs to HTC Schedulers subniche Within Outlying Mean Indexes: Refining the 'OMI' Analysis subplex Unconstrained Optimization using the Subplex Algorithm subrank Computes Copula using Ranks and Subsampling subsampling Optimal Subsampling Methods for Statistical Models subscore Computing Subscores in Classical Test Theory and Item Response Theory subscreen Systematic Screening of Study Data for Subgroup Effects subselect Selecting Variable Subsets subsemble An Ensemble Method for Combining Subset-Specific Algorithm Fits substackR Access Substack Data via API subtools Read and Manipulate Video Subtitles success Survival Control Charts Estimation Software sudachir R Interface to 'Sudachi' sudoku Sudoku Puzzle Generator and Solver sudokuAlt Tools for Making and Spoiling Sudoku Games sufficientForecasting Sufficient Forecasting using Factor Models sugarbag Create Tessellated Hexagon Maps sugarglider Create Glyph-Maps of Spatiotemporal Data suggests Declare when Suggested Packages are Needed sugrrants Supporting Graphs for Analysing Time Series sulcimap Mapping Cortical Folding Patterns sumExtras Extra Functions for 'gtsummary' Table Styling sumSome Permutation True Discovery Guarantee by Sum-Based Tests sumer Sumerian Cuneiform Text Analysis summariser Easy Calculation and Visualisation of Confidence Intervals summarySCI Produces Publication-Ready Summary Tables summarytabl Generate Summary Tables for Categorical, Ordinal, and Continuous Data summarytools Tools to Quickly and Neatly Summarize Data summata Publication-Ready Summary Tables and Forest Plots sumup Utilizing Automated Text Analysis to Support Interpretation of Narrative Feedback sumvar Summarise and Explore Continuous, Categorical and Date Variables sunburstR Sunburst 'Htmlwidget' sunburstShinyWidget Sunburst 'HTML' Widget Based on 'd3.js' suncalc Compute Sun Position, Sunlight Phases, Moon Position and Lunar Phase suntools Calculate Sun Position, Sunrise, Sunset, Solar Noon and Twilight supabaseR 'CRUD' Utils in 'R' for 'Supabase' supclust Supervised Clustering of Predictor Variables Such as Genes super Interpreted String Literals superb Summary Plots with Adjusted Error Bars supercells Superpixels of Spatial Data supercompress Supervised Compression of Big Data superdiag A Comprehensive Test Suite for Testing Markov Chain Nonconvergence supernova Judd, McClelland, & Ryan Formatting for ANOVA Output superpc Supervised Principal Components superspreading Understand Individual-Level Variation in Infectious Disease Transmission supervisedPRIM Supervised Classification Learning and Prediction using Patient Rule Induction Method (PRIM) support.BWS Tools for Case 1 Best-Worst Scaling support.BWS2 Tools for Case 2 Best-Worst Scaling support.BWS3 Tools for Case 3 Best-Worst Scaling support.CEs Basic Functions for Supporting an Implementation of Choice Experiments supportR Support Functions for Wrangling and Visualization sur Companion to "Statistics Using R: An Integrative Approach" sure Surrogate Residuals for Ordinal and General Regression Models sureLDA A Novel Multi-Disease Automated Phenotyping Method for the EHR surface Fitting Hansen Models to Investigate Convergent Evolution surreal Create Datasets with Hidden Images in Residual Plots surrosurv Evaluation of Failure Time Surrogate Endpoints in Individual Patient Data Meta-Analyses surrosurvROC Surrogate Survival ROC surtvep Cox Non-Proportional Hazards Model with Time-Varying Coefficients surv2sampleComp Inference for Model-Free Between-Group Parameters for Censored Survival Data survAH Survival Data Analysis using Average Hazard survAUC Estimators of Prediction Accuracy for Time-to-Event Data survAWKMT2 Two-Sample Tests Based on Differences of Kaplan-Meier Curves survBootOutliers Concordance Based Bootstrap Methods for Outlier Detection in Survival Analysis survC Survival Model Validation Utilities survC1 C-Statistics for Risk Prediction Models with Censored Survival Data survCurve Plots Survival Curves Element by Element survELtest Comparing Multiple Survival Functions with Crossing Hazards survHE Survival Analysis in Health Economic Evaluation survIDINRI IDI and NRI for Comparing Competing Risk Prediction Models with Censored Survival Data survML Tools for Flexible Survival Analysis Using Machine Learning survNMA Network Meta-Analysis Combining Survival and Count Outcomes survParamSim Parametric Survival Simulation with Parameter Uncertainty survPen Multidimensional Penalized Splines for (Excess) Hazard Models, Relative Mortality Ratio Models and Marginal Intensity Models survPresmooth Presmoothed Estimation in Survival Analysis survRM2 Comparing Restricted Mean Survival Time survRM2adapt Flexible and Coherent Test/Estimation Procedure Based on Restricted Mean Survival Times survRM2perm Permutation Test for Comparing Restricted Mean Survival Time survSAKK Create Publication Ready Kaplan-Meier Plots survSNP Power Calculations for SNP Studies with Censored Outcomes survSens Sensitivity Analysis with Time-to-Event Outcomes survSpearman Nonparametric Spearman's Correlation for Survival Data survalis Interpretable Survival Machine Learning Framework survcomp Performance Assessment and Comparison for Survival Analysis survcompare Nested Cross-Validation to Compare Cox-PH, Cox-Lasso, Survival Random Forests survdistr Survival Distribution Container with Flexible Interpolation Methods survdnn Deep Neural Networks for Survival Analysis with R 'torch' survdt Improved Methods for Survival Analysis under Double Truncation surveil Time Series Models for Disease Surveillance surveillance Temporal and Spatio-Temporal Modeling and Monitoring of Epidemic Phenomena survex Explainable Machine Learning in Survival Analysis survexp.fr Relative Survival, AER and SMR Based on French Death Rates survextrap Bayesian Flexible Parametric Survival Modelling and Extrapolation survey Analysis of Complex Survey Samples surveyCV Cross Validation Based on Survey Design surveyPrev Mapping the Prevalence of Binary Indicators using Survey Data in Small Areas surveySimR Estimation of Population Total under Complex Sampling Design surveybootstrap Bootstrap with Survey Data surveycore Core Survey Analysis Infrastructure surveydata Tools to Work with Survey Data surveydown Markdown-Based Programmable Surveys Using 'Quarto' and 'shiny' surveyexplorer Quickly Explore Complex Survey Data surveyframe Survey Instrument Workflows surveygraph Network Representations of Attitudes surveyplanning Survey Planning Tools surveysd Survey Standard Error Estimation for Cumulated Estimates and their Differences in Complex Panel Designs surveysearch Search and Examine Variables Across Survey Datasets surveytable Streamlining Complex Survey Estimation and Reliability Assessment in R surveytidy Tidy 'dplyr'/'tidyr' Verbs for Survey Design Objects surveyvoi Survey Value of Information survidm Inference and Prediction in an Illness-Death Model survinger Design-Adjusted Inference for Pathogen Lineage Surveillance surviv Flexible Instrumental Variable Methods for Survival Analysis survivalMPL Penalised Maximum Likelihood for Survival Analysis Models survivalPLANN Neural Networks to Predict Survival survivalREC Nonparametric Estimation of the Distribution of Gap Times for Recurrent Events survivalROC Time-Dependent ROC Curve Estimation from Censored Survival Data survivalSL Super Learner for Survival Prediction from Censored Data survivalVignettes Survival Analysis Vignettes and Optional Datasets survivalmodels Models for Survival Analysis survivalsurrogate Evaluate a Longitudinal Surrogate with a Censored Outcome survivalsvm Survival Support Vector Analysis survivoR Data from all Seasons of Survivor (US) TV Series in Tidy Format survkl Estimate Survival Data with Data Integration survlab Survival Model-Based Imputation for Laboratory Non-Detect Data survminer Drawing Survival Curves using 'ggplot2' survmixer Design of Clinical Trials with Survival Endpoints Based on Binary Responses survobj Objects to Simulate Survival Times survout Excel Conversion of R Surival Analysis Output survregVB Variational Bayesian Analysis of Survival Data survsim Simulation of Simple and Complex Survival Data survstan Fitting Survival Regression Models via 'Stan' susieR Sum of Single Effects Linear Regression susographql Comprehensive Interface to the Survey Solutions 'GraphQL' API suwo Access Nature Media Repositories svDialogs 'SciViews::R' - Standard Dialog Boxes for Windows, MacOS and Linuxes svDialogstcltk 'SciViews::R' - Standard Dialog Boxes using Tcl/Tk svGUI 'SciViews::R' - Manage GUIs in R svHttp 'SciViews::R' - HTTP Server svIDE Functions to Ease Interactions Between R and IDE or Code Editors svKomodo 'SciViews' - Functions to Interface with Komodo IDE svMisc Miscellaneous Functions for 'SciViews::R' svSocket 'SciViews' - Socket Server svSweave 'SciViews' - 'Sweave', 'Knitr' and R Markdown Companion Functions svTools Wrappers for Tools in Other Packages for IDE Friendliness svUnit 'SciViews::R' - Unit, Integration and System Testing svWidgets Management of GUI Widgets, Windows, and Other GUI Resources sva Surrogate Variable Analysis svars Data-Driven Identification of SVAR Models svd Interfaces to Various State-of-Art SVD and Eigensolvers svenssonm Svensson's Method svgPanZoom R 'Htmlwidget' to Add Pan and Zoom to Almost any R Graphic svgViewR 3D Animated Interactive Visualizations Using SVG and WebGL svgedit Insert Graphs, Images and Text in SVG Files svglite An 'SVG' Graphics Device svgtools Manipulate SVG (Template) Files of Charts svines Stationary Vine Copula Models svmpath The SVM Path Algorithm svplots Sample Variance Plots (Sv-Plots) svrep Tools for Creating, Updating, and Analyzing Survey Replicate Weights svrpath The SVR Path Algorithm svs Tools for Semantic Vector Spaces svyCausalGLM Survey-Weighted Modeling Utilities svyROC Estimation of the ROC Curve and the AUC for Complex Survey Data svyVGAM Design-Based Inference in Vector Generalised Linear Models svyVarSel Variable Selection for Complex Survey Data svycdiff Controlled Difference Estimation for Complex Surveys svycoxme Mixed-Effects Cox Models for Complex Samples svydiags Regression Model Diagnostics for Survey Data svylme Linear Mixed Models for Complex Survey Data svytest Survey Weight Diagnostic Tests svyweight Quick and Flexible Survey Weighting swCRTdesign Stepped Wedge Cluster Randomized Trial (SW CRT) Design swa Subsampling Winner Algorithm for Classification swaRm Processing Collective Movement Data swaRmverse Swarm Space Creation swag Sparse Wrapper Algorithm swagger Dynamically Generates Documentation from a 'Swagger' Compliant API swaglm Fast Sparse Wrapper Algorithm for Generalized Linear Models and Testing Procedures for Network of Highly Predictive Variables swamp Visualization, Analysis and Adjustment of High-Dimensional Data in Respect to Sample Annotations swaprinc Swap Principal Components into Regression Models swash Health Geography Toolbox for Model-Based Analysis of Infections Panel Data swatches Read, Inspect, and Manipulate Color Swatch Files swcEcon Economic Analysis of Soil and Water Conservation Measures in Watersheds swdft Sliding Window Discrete Fourier Transform (SWDFT) swdpwr Power Calculation for Stepped Wedge Cluster Randomized Trials sweater Speedy Word Embedding Association Test and Extras Using R sweep Tidy Tools for Forecasting sweidnumbr Handling of Swedish Identity Numbers swephR High Precision Swiss Ephemeris swfscDAS Processing DAS Data Files swfscMisc Miscellaneous Functions for Southwest Fisheries Science Center swgee Simulation Extrapolation Inverse Probability Weighted Generalized Estimating Equations swimplot Tools for Creating Swimmers Plots using 'ggplot2' swipeR Carousels using the 'JavaScript' Library 'Swiper' swirl Learn R, in R swirlify A Toolbox for Writing 'swirl' Courses swissparl Interface to Swiss Parliament Web Services and the 'OpenParlData' API switchBox Utilities to train and validate classifiers based on pair switching using the K-Top-Scoring-Pair (KTSP) algorithm switchSelection Endogenous Switching and Sample Selection Regression Models switchcase A Simple and Flexible Switch-Case Construct for the 'R' Language switchr Installing, Managing, and Switching Between Distinct Sets of Installed Packages swjm Stagewise Variable Selection for Joint Models of Semi-Competing Risks sylcount Syllable Counting and Readability Measurements syllabifyr Syllabifier for CMU Dictionary Transcriptions syllogi Collection of Data Sets for Teaching Purposes sylly Hyphenation and Syllable Counting for Text Analysis sylly.en Language Support for 'sylly' Package: English sym.arma Autoregressive and Moving Average Symmetric Models symDMatrix Partitioned Symmetric Matrices symMCD Symmetrized MCD symSEM Symbolic Computation for Structural Equation Models symTensor Symmetric Matrix and Tensor Decomposition symbol.equation.gpt Simple User Interface to Build Equations and Add Symbols symbolicDA Analysis of Symbolic Data symbolicr Symbolic Regression Framework symengine Interface to the 'SymEngine' Library symmetry Testing for Symmetry of Data and Model Residuals symmoments Symbolic Central and Noncentral Moments of the Multivariate Normal Distribution symptomcheckR Analyzing and Visualizing Symptom Checker Performance syn Creates Synonyms From Target Words synMicrodata Synthetic Microdata Generator syncdr Facilitate File Handling, Directory Comparison & Synchronization synchronicity Boost Mutex Functionality in R synchrony Methods for Computing Spatial, Temporal, and Spatiotemporal Statistics synopR Fast Decoding of SYNOP (Surface Synoptic Observations) Meteorological Messages synr Explore and Process Synesthesia Consistency Test Data syntaxr An 'SPSS' Syntax Generator for Multi-Variable Manipulation syntenet Inference And Analysis Of Synteny Networks syntenyPlotteR Genome Synteny Visualization synthReturn Synthetic Matching Method for Returns synthesis Generate Synthetic Data from Statistical Models synthesisr Import, Assemble, and Deduplicate Bibliographic Datasets synthesizer Fast, Robust, and High-Quality Synthetic Data Generation with a Tuneable Privacy-Utility Trade-Off syntheticdata Synthetic Clinical Data Generation and Privacy-Preserving Validation synthpop Generating Synthetic Versions of Sensitive Microdata for Statistical Disclosure Control syrup Measure Memory and CPU Usage for Parallel R Code sys Powerful and Reliable Tools for Running System Commands in R sysAgNPs Systematic Quantification of AgNPs to Unleash their Potential for Applicability sysfonts Loading Fonts into R sysid System Identification in R syslognet Send Log Messages to Remote 'syslog' Server sysreqr Preflight Checks for 'R' Package System Requirements systemfit Estimating Systems of Simultaneous Equations systemfonts System Native Font Finding systemicrisk Systemic Risk and Network Reconstruction syt Young Tableaux syuzhet Extracts Sentiment and Sentiment-Derived Plot Arcs from Text tAI The tRNA Adaptation Index tEDM Temporal Empirical Dynamic Modeling tLagInterim Interim Monitoring of Clinical Trials with Time-Lagged Outcome tLagPropOdds Proportional Odds Model with Censored, Time-Lagged Categorical Outcome tRigon Toolbox for Integrative Pathomics Analysis tRnslate Translate R Code in Source Files tTOlr Likelihood Ratio Statistics for One or Two Sample T-Tests tab Create Summary Tables for Statistical Reports tab2xml XML Generation from Tables tabbitR Weighted Cross-Tabulations Exported to 'Excel' tabbycat Tabulate and Summarise Categorical Data taber Split and Recombine Your Data tabit Simple Tabulation Made Simple tablaxlsx Write Formatted Tables in Excel Workbooks table.express Build 'data.table' Expressions with Data Manipulation Verbs table.glue Make and Apply Customized Rounding Specifications for Tables table1 Tables of Descriptive Statistics in HTML tableHTML A Tool to Create HTML Tables tableMatrix Combines 'data.table' and 'matrix' Classes tableParser Parse Tabled Content to Text Vector and Extract Statistical Standard Results tablecompare Compare Data Frames tabledown Create Publication Quality Tables and Plots tableeasy Tables of Clinical Study tableone Create 'Table 1' to Describe Baseline Characteristics with or without Propensity Score Weights tabler Create Dashboards with 'Tabler' and 'Shiny' tablerDash 'Tabler' API for 'Shiny' tables Formula-Driven Table Generation tablesgg Presentation-Quality Tables, Displayed Using 'ggplot2' tablespan Create Satisficing 'Excel', 'HTML', 'LaTeX', and 'RTF' Tables using a Simple Formula tablet Tabulate Descriptive Statistics in Multiple Formats tablexlsx Export Data Frames to Excel Workbook tabnet Fit 'TabNet' Models for Classification and Regression taboolaR Get Data from 'Taboola' via the 'Windsor.ai' API tabpfn Prior-Data Fitted Network Foundational Model for Tabular Data tabr Music Notation Syntax, Manipulation, Analysis and Transcription in R tabs Temporal Altitudinal Biogeographic Shifts tabshiftr Reshape Disorganised Messy Data tabstats A Lightweight Toolkit for Displaying Customizable Tables tabtibble Simplify Reporting Many Tables tabuSearch Tabu Search Algorithm for Binary Configurations tabula Analysis and Visualization of Archaeological Count Data tabulapdf Extract Tables from PDF Documents tabular Render Tables and Listings for Clinical Submissions tabularMLC Tabular Maximum Likelihood Classifier tabularaster Tidy Tools for 'Raster' Data tabularmaps Create Tile-Grid Geographical Maps tabulator Efficient Tabulation with Stata-Like Output tabulog Parsing Semi-Structured Log Files into Tabular Format tabxplor User-Friendly Tables with Color Helpers for Data Exploration tacmagic Positron Emission Tomography Time-Activity Curve Analysis tactile New and Extended Plots, Methods, and Panel Functions for 'lattice' tada Supporting Tools for Tada Science tagcloud Tag Clouds tagr Tagging and Organizing Objects in R tagtools Work with Data from High-Resolution Biologging Tags tailDepFun Minimum Distance Estimation of Tail Dependence Models tailTransform Symmetric Transformation of Tails for Plotting Differences tailloss Estimate the Probability in the Upper Tail of the Aggregate Loss Distribution tailor Iterative Steps for Postprocessing Model Predictions tailplots Estimators and Plots for Gamma and Pareto Tail Detection taipan Tool for Annotating Images in Preparation for Analysis talib Interface to 'TA-Lib' for Technical Analysis and Candlestick Patterns talkr Plotting Conversation Data tall Text Analysis for All tamd Transcendental Algorithm for Mixtures of Distributions tame Timing, Anatomical, Therapeutic and Chemical Based Medication Clustering tanaka Design Shaded Contour Lines (or Tanaka) Maps tangram The Grammar of Tables tangram.pipe Row-by-Row Table Building tapLock Seamless Single Sign-on for 'shiny' tapkee Wrapper for 'tapkee' Dimension Reduction Library tapnet Trait Matching and Abundance for Predicting Bipartite Networks tarchetypes Archetypes for Targets tardis Text Analysis with Rules and Dictionaries for Inferring Sentiment targeted Targeted Inference targets Dynamic Function-Oriented 'Make'-Like Declarative Pipelines tashu Analysis and Prediction of Bicycle Rental Amount taskqueue Task Queue for Parallel Computing Based on PostgreSQL tastyR Recipe Data from 'Allrecipes.com' tastypie Easy Pie Charts tatest Two-Group Ta-Test tatoo Combine and Export Data Frames tatooheene Technology Appraisal Toolbox for Health Economic Evaluations in the Netherlands tau Text Analysis Utilities tauProcess Tau Measure with Right-Censored Data tauturri Get Data Out of 'Tautulli' (Formerly 'PlexPy') taxa Classes for Storing and Manipulating Taxonomic Data taxadb A High-Performance Local Taxonomic Database Interface taxalight A Lightweight and Lightning-Fast Taxonomic Naming Interface taxdiv Taxonomic Diversity Indices Using Deng Entropy taxize Taxonomic Information from Around the Web taxizedb Offline Access to Taxonomic Databases taxlist Handling Taxonomic Lists taxnames Formatting Taxonomic Names in Markdown taxodist Taxonomic Distance and Phylogenetic Lineage Computation taxonomizr Functions to Work with NCBI Accessions and Taxonomy tayloRswift Color Palettes Generated by Taylor Swift Albums taylor Lyrics and Song Data for Taylor Swift's Discography tbd Estimation of Causal Effects with Outcomes Truncated by Death tbea Pre- And Post-Processing in Bayesian Evolutionary Analyses tbl2xts Convert Tibbles or Data Frames to Xts Easily tbm Transformation Boosting Machines tboot Tilted Bootstrap tbrf Time-Based Rolling Functions tceper Access the 'Open Data API' of Pernambuco Court of Accounts tcftt Two-Sample Tests for Skewed Data tcgaViz Visualization Tool for the Cancer Genome Atlas Program (TCGA) tci Target Controlled Infusion (TCI) tcl Testing in Conditional Likelihood Context tcltk2 Tcl/Tk Additions tclust Robust Trimmed Clustering tcpl ToxCast Data Analysis Pipeline tcplfit2 A Concentration-Response Modeling Utility tcv Determining the Number of Factors in Poisson Factor Models via Thinning Cross-Validation tcxr Parse and Analyze TCX Files td Access to the 'twelvedata' Financial Data API tdPRC Time-Dependent Precision-Recall Curve Estimation for Right-Censored Data tdROC Nonparametric Estimation of Time-Dependent ROC, Brier Score, and Survival Difference from Right Censored Time-to-Event Data with or without Competing Risks tdarec A 'recipes' Extension for Persistent Homology and Its Vectorizations tdata Prepare Your Time-Series Data for Further Analysis tdaunif Uniform Manifold Samplers for Topological Data Analysis tdcmStan Automating the Creation of Stan Code for TDCMs tdigest Wicked Fast, Accurate Quantiles Using t-Digests tdr Target Diagram tdsa Time-Dependent Sensitivity Analysis tdsc Time Domain Signal Coding tdthap TDT Tests for Extended Haplotypes tea Threshold Estimation Approaches teal Exploratory Web Apps for Analyzing Clinical Trials Data teal.code Code Storage and Execution Class for 'teal' Applications teal.data Data Model for 'teal' Applications teal.logger Logging Setup for the 'teal' Family of Packages teal.modules.clinical 'teal' Modules for Standard Clinical Outputs teal.modules.general General Modules for 'teal' Applications teal.picks Dataset and Variable Picker and Merge Module for 'teal' Applications teal.reporter Reporting Tools for 'shiny' Modules teal.slice Filter Module for 'teal' Applications teal.transform Functions for Extracting and Merging Data in the 'teal' Framework teal.widgets 'shiny' Widgets for 'teal' Applications tealeaves Solve for Leaf Temperature Using Energy Balance teamcolors Color Palettes for Pro Sports Teams tectonicr Analyzing the Orientation of Maximum Horizontal Stress teems Trade and Environment Equilibrium Modeling System tehtuner Fit and Tune Models to Detect Treatment Effect Heterogeneity teigen Model-Based Clustering and Classification with the Multivariate t Distribution telegram R Wrapper Around the Telegram Bot API telegram.bot Develop a 'Telegram Bot' with R telegramR Interact with the 'Telegram' 'MTProto' API telemetR Filter and Analyze Generalised Telemetry Data from Organisms telescope Bayesian Mixtures with an Unknown Number of Components telraamStats Retrieval and Visualization of Mobility Data from 'Telraam' Sensors tempR Temporal Sensory Data Analysis tempdisagg Methods for Temporal Disaggregation and Interpolation of Time Series temperatureresponse Temperature Response templateICAr Estimate Brain Networks and Connectivity with ICA and Empirical Priors templates A System for Working with Templates templr MASCOTNUM / RT-UQ Algorithms Template Tools tempodisco Temporal Discounting Models tempted Temporal Tensor Decomposition, a Dimensionality Reduction Tool for Longitudinal Multivariate Data tenispolaR Provides ZENIT-POLAR Substitution Cipher Method of Encryption tenm Temporal Ecological Niche Models tensor Tensor Product of Arrays tensorA Advanced Tensor Arithmetic with Named Indices tensorBF Bayesian Tensor Factorization tensorBSS Blind Source Separation Methods for Tensor-Valued Observations tensorMiss Handle Missing Tensor Data with C++ Integration tensorTS Factor and Autoregressive Models for Tensor Time Series tensorflow R Interface to 'TensorFlow' tensorregress Supervised Tensor Decomposition with Side Information tensorsparse Multiway Clustering via Tensor Block Models tensr Covariance Inference and Decompositions for Tensor Datasets tepr Transcription Elongation Profiling tergm Fit, Simulate and Diagnose Models for Network Evolution Based on Exponential-Family Random Graph Models tergmLite Fast Simulation of Simple Temporal Exponential Random Graph Models tergo Style Your Code Fast term Create, Manipulate and Query Parameter Terms terminaldigits Tests of Uniformity and Independence for Terminal Digits terminalgraphics Graphical Output in Terminals tern Create Common TLGs Used in Clinical Trials tern.gee Tables and Graphs for Generalized Estimating Equations (GEE) Model Fits tern.mmrm Tables and Graphs for Mixed Models for Repeated Measures (MMRM) ternvis Visualisation, Verification and Calibration of Ternary Probabilistic Forecasts terra Spatial Data Analysis terrainmeshr Triangulate and Simplify 3D Terrain Meshes terrainr Landscape Visualizations in R and 'Unity' terralink Connectivity Corridor Optimization for Raster and Vector Data tesouror Access Brazilian National Treasury Open Data APIs tesselle Easily Install and Load 'tesselle' Packages tesseract Open Source OCR Engine test.assessr Assessing Package Test Reliability and Quality test2norm Normative Standards for Cognitive Tests testCompareR Comparing Two Diagnostic Tests with Dichotomous Results using Paired Data testDriveR Teaching Data for Statistics and Data Science testarguments Test (Multiple) Arguments of a User-Defined Prediction Algorithm testassay A Hypothesis Testing Framework for Validating an Assay for Precision testcorr Testing Zero Correlation testdat Data Unit Testing for R testequavar Bootstrap Tests for Equality of 2, 3, or 4 Population Variances tester Tests and Checks Characteristics of R Objects testex Add Tests to Examples testforDEP Dependence Tests for Two Variables testit A Simple Package for Testing R Packages testthat Unit Testing for R testthatdocs Automated and Idempotent Unit Tests Documentation for Reproducible Quality Assurance testthatmulti Testing for R Packages with Multiple Attempts for Noisy Tests testthis Utils and 'RStudio' Addins to Make Testing Even More Fun testtwice Testing One Hypothesis Twice in Observational Studies tetRys Game of 'tetRys' tetraclasse Satisfaction Analysis using Tetraclasse Model and Llosa Matrix tetragon Automatic Sequence Prediction by Expansion of the Distance Matrix tetrascatt Acoustic Scattering for Complex Shapes by Using the DWBA texPreview Compile and Preview Snippets of 'LaTeX' texanshootR Reproducible Audit Trails for Indefensible Research texmex Statistical Modelling of Extreme Values texor Converting 'LaTeX' 'R Journal' Articles into 'RJ-web-articles' texreg Conversion of R Regression Output to LaTeX or HTML Tables text Analyses of Text using Transformers Models from HuggingFace, Natural Language Processing and Machine Learning text.alignment Text Alignment with Smith-Waterman text2emotion Emotion Analysis and Emoji Mapping for Text text2map R Tools for Text Matrices, Embeddings, and Networks text2sdg Detecting UN Sustainable Development Goals in Text text2sdgData Contains the Trained 'text2sdg' Ensemble Model Data text2vec Modern Text Mining Framework for R textAnnotatoR Interactive Text Annotation Tool with 'shiny' GUI textBoxPlacement Compute a Non-Overlapping Layout of Text Boxes to Label Multiple Overlain Plots textTinyR Text Processing for Small or Big Data Files textTools Functions for Text Cleansing and Text Analysis textab Create Highly-Customized 'LaTeX' Tables textanalyzer 'textanalyzer', an R Package to Analyze Text textcat N-Gram Based Text Categorization textclean Text Cleaning Tools textdata Download and Load Various Text Datasets texter An Easy Text and Sentiment Analysis Library textir Inverse Regression for Text Analysis textmineR Functions for Text Mining and Topic Modeling textometry Textual Data Analysis Package Used by the TXM Software textplot Text Plots textpress A Lightweight and Versatile NLP Toolkit textrank Summarize Text by Ranking Sentences and Finding Keywords textrar Interface to 'TexTra' from R textrecipes Extra 'Recipes' for Text Processing textreg n-Gram Text Regression, aka Concise Comparative Summarization textreuse Detect Text Reuse and Document Similarity textshape Tools for Reshaping Text textshaping Bindings to the 'HarfBuzz' and 'Fribidi' Libraries for Text Shaping textstem Tools for Stemming and Lemmatizing Text textutils Utilities for Handling Strings and Text tf S3 Classes and Methods for Tidy Functional Data tfCox Fits Piecewise Polynomial with Data-Adaptive Knots in Cox Model tfNeuralODE Create Neural Ordinary Differential Equations with 'tensorflow' tfaddons Interface to 'TensorFlow SIG Addons' tfarima Transfer Function and ARIMA Models tfautograph Autograph R for 'Tensorflow' tfdatasets Interface to 'TensorFlow' Datasets tfdeploy Deploy 'TensorFlow' Models tfer Forensic Glass Transfer Probabilities tfestimators Interface to 'TensorFlow' Estimators tfevents Write Events for 'TensorBoard' tfhub Interface to 'TensorFlow' Hub tfio Interface to 'TensorFlow IO' tflmetaR Manage Annotation Metadata in Statistical Outputs tfprobability Interface to 'TensorFlow Probability' tframe Time Frame Coding Kernel tfrmt Applies Display Metadata to Analysis Results Datasets tfrmtbuilder 'shiny' App Companion to the 'tfrmt' Package tfruns Training Run Tools for 'TensorFlow' tgamtheme Globe and Mail Graphics Theme for 'ggplot2' tgcd Thermoluminescence Glow Curve Deconvolution tggd The Standard Distribution Functions for the Truncated Generalised Gamma Distribution tglkmeans Efficient Implementation of K-Means++ Algorithm tgml Tree Guided Machine Learning for Personalized Predictions and Precision Diagnostics tgp Bayesian Treed Gaussian Process Models tgram Compute and Plot Tracheidograms tgstat Amos Tanay's Group High Performance Statistical Utilities thames Truncated Harmonic Mean Estimator of the Marginal Likelihood thamesmix Truncated Harmonic Mean Estimator of the Marginal Likelihood for Mixtures thankr Find Out Who Maintains the Packages you Use theRefdate Simple and Fast Date Manipulation on Character Strings in Format 'DD.MM.YYYY' theft Tools for Handling Extraction of Features from Time Series theftdlc Analyse and Interpret Time Series Features theiaR Download and Manage Data from Theia thematic Unified and Automatic 'Theming' of 'ggplot2', 'lattice', and 'base' R Graphics themis Extra Recipes Steps for Dealing with Unbalanced Data theorytools FAIR Theory Construction thermocouple Temperature Measurement with Thermocouples, RTD and IC Sensors thestats R Package for Exploring Turkish Higher Education Statistics thgenetics Genetic Rare Variants Tests thief Temporal Hierarchical Forecasting thinkr Tools for Cleaning Up Messy Files thinr Binary Image Thinning Algorithms this.path Get Executing Script's Path thisplot Utility Functions for Plotting thisutils Collection of Utility Functions for Data Analysis and Computing thor Interface to 'LMDB' thorn 'HTMLwidgets' Displaying Some 'WebGL' Shaders thredds Crawler for Navigating THREDDS Catalogs threeBrain Your Advanced 3D Brain Visualization threejs Interactive 3D Scatter Plots, Networks and Globes threesixtygiving Download Charitable Grants from the '360Giving' Platform threewords Represent Precise Coordinates in Three Words threg Threshold Regression thregI Threshold Regression for Interval-Censored Data with a Cure Rate Option threshr Threshold Selection and Uncertainty for Extreme Value Analysis thriftr Apache Thrift Client Server thunder Computation and Visualisation of Atmospheric Convective Parameters thurstonianIRT Thurstonian IRT Models tibble Simple Data Frames tibbletime Time Aware Tibbles tibblify Rectangle Nested Lists tican Plot and Analyse Time-Intensity Data tickr Consistent Axis Tick Marks tictactoe Tic-Tac-Toe Game tictoc Functions for Timing R Scripts, as Well as Implementations of "Stack" and "StackList" Structures tidier Enhanced 'mutate' tidyAML Automatic Machine Learning with 'tidymodels' tidyBdE Retrieve Data from 'Banco de España' tidyCDISC Quick Table Generation & Exploratory Analyses on ADaM-Ish Datasets tidyCpp Tidy C++ Header-Only Definitions for Parts of the C API of R tidyDenovix Cleans Spectrophotometry Data Obtained from the Denovix DS-11 Instrument tidyEdSurvey Integration of 'dplyr' and 'ggplot2' with 'EdSurvey' tidyEmoji Discover, Count and Score Emoji in Text tidyGenR Tidy Multilocus Amplicon Genotypes tidyHeatmap A Tidy Implementation of Heatmap tidyILD Tidy Intensive Longitudinal Data Analysis tidyLPA Easily Carry Out Latent Profile Analysis (LPA) Using Open-Source or Commercial Software tidyMC Monte Carlo Simulations Made Easy and Tidy tidyOhdsiSolutions Tidy Utilities for Observational Medical Outcomes Partnership Common Data Model Workflows tidyREDCap Helper Functions for Working with 'REDCap' Data tidyRSS Tidy RSS for R tidySEM Tidy Structural Equation Modeling tidySummaries Tidy Statistical Summaries for Exploratory Data Analysis tidyactuarial Tidy Tools for Actuarial Mathematics and Life Contingencies tidyaudit Pipeline Audit Trails and Data Diagnostics for 'tidyverse' Workflows tidybayes Tidy Data and 'Geoms' for Bayesian Models tidybins Make Tidy Bins tidyboot Tidyverse-Compatible Bootstrapping tidycat Expand Tidy Output for Categorical Parameter Estimates tidycensus Load US Census Boundary and Attribute Data as 'tidyverse' and 'sf'-Ready Data Frames tidycensuskr Easy Access for South Korea Census Data and Boundaries tidychangepoint A Tidy Framework for Changepoint Detection Analysis tidycharts Generate Tidy Charts Inspired by 'IBCS' tidyclust A Common API to Clustering tidycmprsk Competing Risks Estimation tidycomm Data Modification and Analysis for Communication Research tidycorrgram Tidy Correlation Matrices and 'ggplot2' Correlograms tidycountries Access and Manipulate Comprehensive Country Level Data in Tidy Format tidycwl Tidy Common Workflow Language Tools and Workflows tidydann Add the 'dann' Model and the 'sub_dann' Model to the Tidymodels Ecosystem tidydatatutor Send Your R Code to 'Tidy Data Tutor' tidydelta Estimation of Standard Errors using Delta Method tidydfidx Indexed 'tibble' and Methods for 'dplyr' tidydice Simulates Dice Rolls and Coin Flips tidydp Tidy Differential Privacy tidydr Unify Dimensionality Reduction Results tidyedgar Tidy Fundamental Financial Data from 'SEC's 'EDGAR' 'API' tidyestimate A Tidy Implementation of 'ESTIMATE' tidyextreme A Tidy Toolbox for Climate Extreme Indices tidyfast Fast Tidying of Data tidyfinance Tidy Finance Helper Functions tidyfit Regularized Linear Modeling with Tidy Data tidyfst Tidy Verbs for Fast Data Manipulation tidyft Fast and Memory Efficient Data Operations in Tidy Syntax tidyfun Tidy Functional Data Wrangling and Visualization tidygam Tidy Prediction and Plotting of Generalised Additive Models tidygapminder Easily Tidy Gapminder Datasets tidygate Interactively Gate Points tidygeoRSS Tidy GeoRSS tidygeocoder Geocoding Made Easy tidygraph A Tidy API for Graph Manipulation tidyheatmaps Heatmaps from Tidy Data tidyhte Tidy Estimation of Heterogeneous Treatment Effects tidyhydat Extract and Tidy Canadian 'Hydrometric' Data tidyjson Tidy Complex 'JSON' tidyklips Load Korea Labor & Income Panel Study (KLIPS) Data as Data Frames tidylaslog Tidy Import, Indexing, and Export of LAS Well Log Data tidylda Latent Dirichlet Allocation Using 'tidyverse' Conventions tidylearn A Unified Tidy Interface to R's Machine Learning Ecosystem tidyllm Tidy Integration of Large Language Models tidylo Weighted Tidy Log Odds Ratio tidylog Logging for 'dplyr' and 'tidyr' Functions tidymodels Easily Install and Load the 'Tidymodels' Packages tidymodlr An R6 Class to Perform Analysis on Long Tidy Data tidyna NA-Aware Defaults for Common R Functions tidync A Tidy Approach to 'NetCDF' Data Exploration and Extraction tidynorm Tools for Tidy Vowel Normalization tidypaleo Tidy Tools for Paleoenvironmental Archives tidyplate Transform Microplate Data into Tibbles tidyplots Tidy Plots for Scientific Papers tidyplus Additional 'tidyverse' Functions tidypmc Parse Full Text XML Documents from PubMed Central tidypopgen Tidy Population Genetics tidyposterior Bayesian Analysis to Compare Models using Resampling Statistics tidypredict Run Predictions Inside the Database tidyprompt Prompt Large Language Models and Enhance Their Functionality tidyquant Tidy Quantitative Financial Analysis tidyquery Query 'R' Data Frames with 'SQL' tidyr Tidy Messy Data tidyrates Tidy Epidemiological Rates tidyrgee 'tidyverse' Methods for 'Earth Engine' tidyrhrv Read, Iteratively Filter, and Analyze Multiple ECG Datasets tidyrstats Tidy Common R Statistical Functions tidyrules Utilities to Retrieve Rulelists from Model Fits, Filter, Prune, Reorder and Predict on Unseen Data tidysdm Species Distribution Models with Tidymodels tidyselect Select from a Set of Strings tidyseurat Brings Seurat to the Tidyverse tidysmd Tidy Standardized Mean Differences tidyspec Spectroscopy Analysis Using the Tidy Data Philosophy tidysq Tidy Processing and Analysis of Biological Sequences tidystats Save Output of Statistical Tests tidystopwords Customisable Stop-Words in 110 Languages tidystringdist String Distance Calculation with Tidy Data Principles tidysummary An Elegant Approach to Summarizing Clinical Data tidysynth A Tidy Implementation of the Synthetic Control Method tidysynthesis A Common API for Synthesizing Data tidytable Tidy Interface to 'data.table' tidyterra 'tidyverse' Methods and 'ggplot2' Helpers for 'terra' Objects tidytext Text Mining using 'dplyr', 'ggplot2', and Other Tidy Tools tidytitanic Dataframes Based on Titanic Passengers and Crew tidytlg Create TLGs using the 'tidyverse' tidytransit Read, Validate, Analyze, and Map GTFS Feeds tidytreatment Tidy Methods for Bayesian Treatment Effect Models tidytree A Tidy Tool for Phylogenetic Tree Data Manipulation tidyttmoment Functional Trait Moment Calculation tidytuesdayR Access the Weekly 'TidyTuesday' Project Dataset tidyusmacro Downloading and Cleaning U.S. Macroeconomic Data tidyverse Easily Install and Load the 'Tidyverse' tidyvpc VPC Percentiles and Prediction Intervals tidywater Water Quality Models for Drinking Water Treatment Processes tidyweather Analysis the Weather Data for Agriculture tidywikidatar Explore 'Wikidata' Through Tidy Data Frames tidyxl Read Untidy Excel Files tiff Read and Write TIFF Images tigerhitteR Pre-Process of Time Series Data Set in R tigers Integration of Geography, Environment, and Remote Sensing tigger Infers Novel Immunoglobulin Alleles from Sequencing Data tightClust Tight Clustering tightenBlock Tightens an Observational Block Design by Balanced Subset Matching tigreBrowserWriter 'tigreBrowser' Database Writer tigris Load Census TIGER/Line Shapefiles tikatuwq Water Quality Assessment and Environmental Compliance in Brazil tiktokadsR Access to TikTok Ads via the 'Windsor.ai' API tikzDevice R Graphics Output in LaTeX Format tiledb Modern Database Engine for Complex Data Based on Multi-Dimensional Arrays tilegramsR R Spatial Data for Tilegrams tilemaps Generate Tile Maps tiler Create Geographic and Non-Geographic Map Tiles tilting Variable Selection via Tilted Correlation Screening Algorithm timbeR Calculate Wood Volumes from Taper Functions timbr Forest/Tree Data Frames timeDF Subset and Flag Data Frames with Times by the Use of Periods timeDate Rmetrics - Chronological and Calendar Objects timeEL Time to Event Analysis via Empirical Likelihood Inference timeLineGraphics HTML with Horizontal Strips Symbolizing Events in a Person's Life timeROC Time-Dependent ROC Curve and AUC for Censored Survival Data timeSeries Financial Time Series Objects (Rmetrics) timeSeriesDataSets Time Series Data Sets timechange Efficient Manipulation of Date-Times timechecker Visualization of Processing Time with Standard Output timedelay Time Delay Estimation for Stochastic Time Series of Gravitationally Lensed Quasars timedeppar Infer Constant and Stochastic, Time-Dependent Model Parameters timefully Time-Series Management Made Easy timeordered Time-Ordered and Time-Aggregated Network Analyses timeperiodsR Simple Definition Of Time Intervals timeplyr Fast Tidy Tools for Date and Date-Time Manipulation timereg Flexible Regression Models for Survival Data timetk A Tool Kit for Working with Time Series timetools Seasonal/Sequential (Instants/Durations, Even or not) Time Series timevarcorr Time Varying Correlation timevis Create Interactive Timeline Visualizations in R timsac Time Series Analysis and Control Package tind A Common Representation of Time Indices of Different Types tinkr Cast '(R)Markdown' Files to 'XML' and Back Again tinsel Transform Functions using Decorators tint 'tint' is not 'Tufte' tinter Generate a Monochromatic Palette tintin Tintin Palette Generator tinyVAST Multivariate Spatio-Temporal Models using Structural Equations tinyarray Expression Data Analysis and Visualization tinycodet Functions to Help in your Coding Etiquette tinydng 'TinyDNG' C++ Header Files tinyimg Optimize and Compress Images tinylabels Lightweight Variable Labels tinylens Minimal Implementation of Functional Lenses tinyoauth Minimal OAuth 2.0 Client tinypkgr Minimal R Package Development Utilities tinyplot Lightweight Extension of the Base R Graphics System tinyrox Minimal R Documentation Generator tinyscholar Get and Show Personal 'Google Scholar' Profile tinyshinyserver Tiny 'shiny' Server - Lightweight Multi-App 'shiny' Proxy tinysnapshot Snapshots for Unit Tests using the 'tinytest' Framework tinyspotifyr Tinyverse R Wrapper for the 'Spotify' Web API tinytable Simple and Configurable Tables in 'HTML', 'LaTeX', 'Markdown', 'Word', 'PNG', 'PDF', and 'Typst' Formats tinytest Lightweight and Feature Complete Unit Testing Framework tinytest2JUnit Convert 'tinytest' Output to JUnit XML tinytex Helper Functions to Install and Maintain TeX Live, and Compile LaTeX Documents tinythemes Lightweight Repackaging of 'Themes' for 'ggplot2' tinytiger Lightweight Interface to TIGER/Line Shapefiles tip Bayesian Clustering Using the Table Invitation Prior (TIP) tipa Tau-Independent Phase Analysis for Circadian Time-Course Data tipitaka Data and Tools for Analyzing the Pali Canon tipitaka.critical Lemmatized Critical Edition of the Pali Canon tipmap Tipping Point Analysis for Bayesian Dynamic Borrowing tippy Add Tooltips to 'R markdown' Documents or 'Shiny' Apps tipr Tipping Point Analyses tipse Tipping Point Analysis for Survival Endpoints tirt Testlet Item Response Theory tis Time Indexes and Time Indexed Series tissot Tissot Indicatrix for Map Projection Distortion titanic Titanic Passenger Survival Data Set titeIR Isotonic Designs for Phase 1 Trials with Late-Onset Toxicities titrationCurves Acid/Base, Complexation, Redox, and Precipitation Titration Curves tkImgR Simple Image Viewer for R Using the 'tcltk' Package tkRplotR Display Resizable Plots tkWidgets R based tk widgets tkrplot TK Rplot tlars The T-LARS Algorithm: Early-Terminated Forward Variable Selection tlda Tools for Language Data Analysis tldr T Loux Doing R: Functions to Simplify Data Analysis and Reporting tldrDocs Provide 'tldrPages' Documentation for Base R Functions tlgarima The Topp–Leone Garima Distribution tlm Effects under Linear, Logistic and Poisson Regression Models with Transformed Variables tlrmvnmvt Low-Rank Methods for MVN and MVT Probabilities tls Tools of Total Least Squares in Error-in-Variables Models tlsR Detection and Spatial Analysis of Tertiary Lymphoid Structures tm Text Mining Package tm.plugin.alceste Import Texts from Files in the 'Alceste' Format Using the 'tm' Text Mining Framework tm.plugin.dc Text Mining Distributed Corpus Plug-in tm.plugin.europresse Import Articles from 'Europresse' Using the 'tm' Text Mining Framework tm.plugin.factiva Import Articles from 'Factiva' Using the 'tm' Text Mining Framework tm.plugin.koRpus Full Corpus Support for the 'koRpus' Package tm.plugin.lexisnexis Import Articles from 'LexisNexis' Using the 'tm' Text Mining Framework tm.plugin.mail Text Mining E-Mail Plug-in tm1r The Integration Between 'IBM COGNOS TM1' and R tma Transmodal Analysis (TMA) tmap Thematic Maps tmap.cartogram Extension to 'tmap' for Creating Cartograms tmap.glyphs Extension to 'tmap' for Creating Glyphs tmap.mapgl Extensions to 'tmap' with Two New Modes: 'mapbox' and 'maplibre' tmap.networks Extension to 'tmap' for Creating Network Visualizations tmap.sources Data Sources for 'tmap' tmaptools Thematic Map Tools tmapverse Meta-Package for Thematic Mapping with 'tmap' tmbstan MCMC Sampling from 'TMB' Model Object using 'Stan' tmcn A Text Mining Toolkit for Chinese tmfast Fast Topic Models Using Varimax tmle Targeted Maximum Likelihood Estimation tmod Feature Set Enrichment Analysis for Metabolomics and Transcriptomics tmplate Code Generation Based on Templates tmpm Trauma Mortality Prediction Model tmsens Sensitivity Analysis Using the Trimmed Means Estimator tmt Estimation of the Rasch Model for Multistage Tests tmvmixnorm Sampling from Truncated Multivariate Normal and t Distributions tmvnsim Truncated Multivariate Normal Simulation tmvtnorm Truncated Multivariate Normal and Student t Distribution tmvtnsim Truncated Multivariate Normal and t Distribution Simulation tna Transition Network Analysis (TNA) tndata Fetch Datasets from the Official Tunisian Data Catalog tnet Weighted, Two-Mode, and Longitudinal Networks Analysis toOrdinal Cardinal to Ordinal Number & Date Conversion toastui Interactive Tables, Calendars and Charts for the Web todor Find All TODO Comments and More togglr 'Toggl.com' Api for 'Rstudio' tokenbrowser Create Full Text Browsers from Annotated Token Lists tokenizers Fast, Consistent Tokenization of Natural Language Text tokenizers.bpe Byte Pair Encoding Text Tokenization tolerance Statistical Tolerance Intervals and Regions tomba Official R Library for Tomba Email Finder toml Read, Write, and Modify TOML Files tomledit Parse, Read, and Edit 'TOML' tongfen Make Data Based on Different Geographies Comparable toolStability Tool for Stability Indices Calculation toolbox List, String, and Meta Programming Utility Functions toolero A Toolkit for Research Workflows toolmaRk Tests for Same-Source of Toolmarks tools4uplift Tools for Uplift Modeling toon Token-Oriented Object Notation (TOON) toonlite Read, Write, Validate, Stream, and Convert TOON Data topChef Top Chef Data topcc Topological Correlation Coefficient topdowntimeratio Top-Down Time Ratio Segmentation for Coordinate Trajectories topicdoc Topic-Specific Diagnostics for LDA and CTM Topic Models topiclabels Automated Topic Labeling with Language Models topicmodels Topic Models topicmodels.etm Topic Modelling in Embedding Spaces topics Creating and Significance Testing Language Features for Visualisation topoDistance Calculating Topographic Paths and Distances topologyGSA Gene Set Analysis Exploiting Pathway Topology topologyR Topological Connectivity Analysis for Numeric Data topolow Force-Directed Euclidean Embedding of Dissimilarity Data toponym Analyze and Visualize Toponyms toporanga Topological Sort-Based Hierarchy Inference toposort Topological Sorting Algorithms topr Create Custom Plots for Viewing Genetic Association Results toprdata Gene and Exon Data from Ensembl topsis TOPSIS method for multiple-criteria decision making (MCDM) tor Import Multiple Files From a Single Directory at Once torch Tensors and Neural Networks with 'GPU' Acceleration torchMAUM Multi-Class Area Under the Minimum in Torch torchdatasets Ready to Use Extra Datasets for Torch torchopt Advanced Optimizers for Torch torchvision Models, Datasets and Transformations for Images torchvisionlib Additional Operators for Image Models tornado Plots for Model Sensitivity and Variable Importance toro Interactive & Customisable Maps using the 'MapLibre GL JS' Library tosca Tools for Statistical Content Analysis toscca Thresholded Ordered Sparse CCA toscmask Improved Versions of Base Functions toscutil Utility Functions tost.suite Two One-Sided Tests for Equivalence totalcensus Extract Decennial Census and American Community Survey Data touRnamentofchampions Tournament of Champions Data touch Tools of Utilization and Cost in Healthcare tourr Tour Methods for Multivariate Data Visualisation tout Optimal Sample Size and Progression Criteria for Three-Outcome Trials tower Easy Middle Ware Library for 'shiny' toweranNA A Method for Handling Missing Values in Prediction Applications toxEval Exploring Biological Relevance of Environmental Chemistry Observations toxSummary Visualize and Summarize Repeat-Dose Toxicology Study Results toxdrc Pipeline for Dose-Response Curve Analysis toxpiR Create ToxPi Prioritization Models tpc Tiered PC Algorithm tpfp Counts the Number of True Positives and False Positives tpglp Three-Parameter Generalized Lindley-Poisson Distribution Functions tpm FHWA TPM Score Calculation Functions tpn Truncated Positive Normal Model and Extensions tpr Temporal Process Regression tptest Universal Turning Point and Inflection Point Tests tpwb The Three Parameter Weibull Distribution tqk Get Financial Data in Korea tr.iatgen Translate 'iatgen' Generated QSF Files trace Tandem Repeat Analysis by Capillary Electrophoresis tracee Easily Save Output and Trace it Back to Code tracenma Database for Developing Transitivity Methodology in Network Meta-Analysis tracer Slick Call Stacks tracerer Tracer from R tracheideR Standardize Tracheidograms track2KBA Identifying Important Areas from Animal Tracking Data trackdem Particle Tracking and Demography trackdf Data Frame Class for Tracking Data trackdown Collaborative Editing of Rmd (or Rnw) Documents in Google Drive trackeR Infrastructure for Running, Cycling and Swimming Data from GPS-Enabled Tracking Devices trackeRapp Interface for the Analysis of Running, Cycling and Swimming Data from GPS-Enabled Tracking Devices trackopt Track Numerical Optimization tractor.base Read, Manipulate and Visualise Magnetic Resonance Images trade Tools for Trade Practitioners tradeoffaucdim Plotting Trade-Off AUC-Dimensionality tradepolicy Replication of 'An Advanced Guide To Trade Policy Analysis' tradestatistics Open Trade Statistics API Wrapper and Utility Program trafficCAR Bayesian CAR Models for Road-Segment Traffic trainR An Interface to the National Rail Enquiries Systems traineR Predictive (Classification and Regression) Models Homologator trainsplit Split a Dataframe, Tibble, or Data.table into Training and Test Sets traipse Shared Tools for Tracking Data traits Species Trait Data from Around the Web traitstrap Bootstrap Trait Values to Calculate Moments traj Feature-Based Clustering of Longitudinal Trajectories trajeR Group Based Modeling Trajectory trajectories Classes and Methods for Trajectory Data trajmsm Marginal Structural Models with Latent Class Growth Analysis of Treatment Trajectories trajr Animal Trajectory Analysis traktok Collecting 'TikTok' Data tram Transformation Models tramME Transformation Models with Mixed Effects tramicp Model-Based Causal Feature Selection for General Response Types tramnet Penalized Transformation Models tramvs Optimal Subset Selection for Transformation Models tranSurv Transformation-Based Regression under Dependent Truncation transDA Transformation Discriminant Analysis transGFM Transfer Learning for Generalized Factor Models transPlotR Visualize Transcript Structures in Elegant Way transfR Transfer of Hydrograph from Gauged to Ungauged Catchments transforEmotion Sentiment Analysis for Text, Image and Video using Transformer Models transform.hazards Transforms Cumulative Hazards to Parameter Specified by ODE System transformer Implementation of Transformer Deep Neural Network with Vignettes transformerForecasting Transformer Deep Learning Model for Time Series Forecasting transformmos Transform MOS Values to be Robust for using Rank Based Statistics transformr Polygon and Path Transformations translate.logit Translation of Logit Regression Coefficients into Percentages translit.uk Ukrainian to Latin Transliteration transltr Support Many Languages in R transmdl Semiparametric Transformation Models transmem Treatment of Membrane-Transport Data transplantr Audit and Research Functions for Transplantation transport Computation of Optimal Transport Plans and Wasserstein Distances transportr Transporting Intervention Effects from One Population to Another transreg Penalised Regression with Multiple Sets of Prior Effects ('Transfer Learning') transx Transform Univariate Time Series trapezoid The Trapezoidal Distribution traudem Use TauDEM traumar Calculate Metrics for Trauma System Performance traveltimeR Interface to 'Travel Time' API trawl Estimation and Simulation of Trawl Processes trc Truncated Rank Correlation trdist Univariate Proability Distributions with Truncation treasury Client for US Treasury XML Feed and Published Data treats Trees and Traits Simulations tree Classification and Regression Trees tree.interpreter Random Forest Prediction Decomposition and Feature Importance Measure tree3d 3D Tree Models treeClust Cluster Distances Through Trees treeDA Tree-Based Discriminant Analysis treeDbalance Computation of 3D Tree Imbalance treePlotArea Correction Factors for Tree Plot Areas Intersected by Stand Boundaries treeSS Tree-Spatial Scan Statistic for Cluster Detection treebalance Computation of Tree (Im)Balance Indices treebase Discovery, Access and Manipulation of 'TreeBASE' Phylogenies treeclim Numerical Calibration of Proxy-Climate Relationships treedata.table Manipulation of Matched Phylogenies and Data using 'data.table' treedater Fast Molecular Clock Dating of Phylogenetic Trees with Rate Variation treediff Testing Differences Between Families of Trees treefit The First Software for Quantitative Trajectory Inference treeheatr Heatmap-Integrated Decision Tree Visualizations treeio Base Classes and Functions for Phylogenetic Tree Input and Output treemap Treemap Visualization treemapify Draw Treemaps in 'ggplot2' treeshap Compute SHAP Values for Your Tree-Based Models Using the 'TreeSHAP' Algorithm treesitter Bindings to 'Tree-Sitter' treesitter.c 'R' Bindings to the 'C' Grammar for Tree-Sitter treesitter.r 'R' Grammar for 'Tree-Sitter' treesliceR To Slice Phylogenetic Trees and Infer Evolutionary Patterns Over Time treespace Statistical Exploration of Landscapes of Phylogenetic Trees treestartr Generate Starting Trees for Combined Molecular, Morphological and Stratigraphic Data treestats Phylogenetic Tree Statistics treestructure Detect Population Structure Within Phylogenetic Trees trekcolors Star Trek Color Palettes trekfont Star Trek Fonts Collection trelliscopejs Create Interactive Trelliscope Displays trend Non-Parametric Trend Tests and Change-Point Detection trendchange Innovative Trend Analysis and Time-Series Change Point Analysis trendeval Evaluate Trending Models trending Model Temporal Trends trendsegmentR Linear Trend Segmentation trendseries Extract Trends from Time Series trendtestR Exploratory Trend Analysis and Visualization for Time-Series and Grouped Data trendyy A Tidy Wrapper Around 'gtrendsR' triact Analyzing the Lying Behavior of Cows from Accelerometer Data trialr Clinical Trial Designs in 'rstan' triangle Distribution Functions and Parameter Estimates for the Triangle Distribution triangulation Determine Position of Observer tricolore A Flexible Color Scale for Ternary Compositions triebeard 'Radix' Trees in 'Rcpp' triggerstrategy Trigger Strategy in Clinical Trials trigpoints Data Set of Trig Points in Great Britain in British National Grid Coordinates trimcluster Cluster Analysis with Trimming trimetStops Information on all of the TriMet Stops in the Portland Metro Area trimr An Implementation of Common Response Time Trimming Methods trinROC Statistical Tests for Assessing Trinormal ROC Data trip Tracking Data tripEstimation Metropolis Sampler and Supporting Functions for Estimating Animal Movement from Archival Tags and Satellite Fixes tripack Triangulation of Irregularly Spaced Data triplediff Triple-Difference Estimators triplesmatch Match Triples Consisting of Two Controls and a Treated Unit or Vice Versa tripsAndDipR Identification of 2n and 3n Samples from Amplicon Sequencing Data triptych Diagnostic Graphics to Evaluate Forecast Performance troopdata Tools for Analyzing Cross-National Military Deployment and Basing Data tropAlgebra Tropical Algebraic Functions trotter Pseudo-Vectors Containing All Permutations, Combinations and Subsets of Objects Taken from a Vector. trouBBlme4SolveR Troubles Solver for 'lme4' trps Bayesian Trophic Position Models using 'stan' trtf Transformation Trees and Forests trtswitch Treatment Switching trud Query the 'NHS TRUD API' truelies Bayesian Methods to Estimate the Proportion of Liars in Coin Flip Experiments truh Two-Sample Nonparametric Testing Under Heterogeneity truncAIPW Doubly Robust Estimation under Covariate-Induced Dependent Left Truncation truncProxy Proximal Weighting Estimation for Dependent Left Truncation truncSP Semi-Parametric Estimators of Truncated Regression Models truncdist Truncated Random Variables truncnorm Truncated Normal Distribution truncnormbayes Estimates Moments for a Truncated Normal Distribution using 'Stan' truncreg Truncated Gaussian Regression Models trunmnt Moments of Truncated Multivariate Normal Distribution trust Trust Region Optimization trustOptim Trust Region Optimization for Nonlinear Functions with Sparse Hessians trustedtimestamping Create Trusted Timestamps of Datasets and Files trustmebro Inspect and Clean Subject-Generated ID Codes and Related Data tryCatchLog Advanced 'tryCatch()' and 'try()' Functions tryr Client/Server Error Handling for HTTP API Frameworks tsBSS Blind Source Separation and Supervised Dimension Reduction for Time Series tsDyn Nonlinear Time Series Models with Regime Switching tsLSTMx Predict Time Series Using LSTM Model Including Exogenous Variable to Denote Zero Values tsModel Time Series Modeling for Air Pollution and Health tsPI Improved Prediction Intervals for ARIMA Processes and Structural Time Series tsSelect Execution of Time Series Models tsallisqexp Tsallis q-Exp Distribution tsapp Time Series, Analysis and Application tsaux Time Series Forecasting Auxiliary Functions tsbox Class-Agnostic Time Series tscopula Time Series Copula Models tscount Analysis of Count Time Series tscv Functions and Utilities for Tidy Time Series Forecasting and Time Series Cross-Validation tsdataleaks Exploit Data Leakages in Time Series Forecasting Competitions tsdb Terribly-Simple Data Base for Time Series tsdecomp Decomposition of Time Series Data tsdf Two-/Three-Stage Designs for Phase 1&2 Clinical Trials tsdisagg2 Time Series Disaggregation tsdistributions Location Scale Standardized Distributions tseffects Dynamic Inferences from Time Series (with Interactions) tsensembler Dynamic Ensembles for Time Series Forecasting tsentiment Fetching Tweet Data for Sentiment Analysis tseries Time Series Analysis and Computational Finance tseriesChaos Analysis of Nonlinear Time Series tseriesEntropy Entropy Based Analysis and Tests for Time Series tseriesTARMA Analysis of Nonlinear Time Series Through Threshold Autoregressive Moving Average Models (TARMA) Models tsfeatures Time Series Feature Extraction tsfgrnn Time Series Forecasting Using GRNN tsfknn Time Series Forecasting Using Nearest Neighbors tsfngm Time Series Forecasting using Nonlinear Growth Models tsforecast Time Series Forecasting Functions tsg Generate Publication-Ready Statistical Tables tsgarch Univariate GARCH Models tsgc Time Series Methods Based on Growth Curves tsiR An Implementation of the TSIR Model tsibble Tidy Temporal Data Frames and Tools tsibbledata Diverse Datasets for 'tsibble' tsibbletalk Interactive Graphics for Tsibble Objects tsintermittent Intermittent Time Series Forecasting tsissm Linear Innovations State Space Unobserved Components Model tsitter Tree-Sitter Parsing Tools tsmarch Multivariate ARCH Models tsmethods Time Series Methods tsmp Time Series with Matrix Profile tsna Tools for Temporal Social Network Analysis tsne T-Distributed Stochastic Neighbor Embedding for R (t-SNE) tsnet Fitting, Comparing, and Visualizing Networks Based on Time Series Data tsoutliers Detection of Outliers in Time Series tspmeta Instance Feature Calculation and Evolutionary Instance Generation for the Traveling Salesman Problem tspredit Time Series Prediction with Integrated Tuning tsqn Applications of the Qn Estimator to Time Series (Univariate and Multivariate) tsriadditive Two Stage Residual Inclusion Additive Hazards Estimator tsrobprep Robust Preprocessing of Time Series Data tssim Simulation of Daily and Monthly Time Series tstests Time Series Goodness of Fit and Forecast Evaluation Tests tstools A Time Series Toolbox for Official Statistics tsutils Time Series Exploration, Modelling and Forecasting tsvio Simple Utilities for Tab-Separated-Value (TSV) Files tsviz Easy and Interactive Time Series Visualization tsvr Timescale-Specific Variance Ratio for Use in Community Ecology tswge Time Series for Data Science tsxtreme Bayesian Modelling of Extremal Dependence in Time Series ttScreening Genome-Wide DNA Methylation Sites Screening by Use of Training and Testing Samples ttTensor Tensor-Train Decomposition ttbary Barycenter Methods for Spatial Point Patterns ttbbeer US Beer Statistics from TTB ttcg Three-Term Conjugate Gradient for Unconstrained Optimization ttdo Extend 'tinytest' with 'diffobj' and 'tinysnapshot' tteICE Treatment Effect Estimation for Time-to-Event Data with Intercurrent Events tth TeX-to-HTML/MathML Translators TtH/TtM ttservice A Service for Tidy Transcriptomics Software Suite ttt The Table Tool tttplot Time to Target Plot ttutils Utility Functions tuber Client for the YouTube API tubern R Client for the YouTube Analytics and Reporting API tuckerR.mmgg Three-Mode Principal Components Analysis tufte Tufte's Styles for R Markdown Documents tufterhandout Tufte-style html document format for rmarkdown tugboat Build a Docker Image from a Directory or Project tukeytrend Tukeys Trend Test via Multiple Marginal Models tulpaMesh Constrained Delaunay Triangulation Meshes for Spatial 'SPDE' Models tumgr Tumor Growth Rate Analysis tune Tidy Tuning Tools tuneR Analysis of Music and Speech tuneRanger Tune Random Forest of the 'ranger' Package turboEM A Suite of Convergence Acceleration Schemes for EM, MM and Other Fixed-Point Algorithms turkeyelections The Most Comprehensive R Package for Turkish Election Results turner Turn Vectors and Lists of Vectors into Indexed Structures tutorial.helpers Helper Functions for Creating Tutorials tutorizeR Convert R Markdown or Quarto Content into Interactive Tutorials tv Tools for Creating Time-Varying Datasets tvGarchKF Time-Varying Garch Models Through a State-Space Representation tvR Total Variation Regularization tvReg Time-Varying Coefficient for Single and Multi-Equation Regressions tvcure Additive Cure Survival Model with Time-Varying Covariates tvdenoising Univariate Total Variation Denoising tvem Time-Varying Effect Models tvgarch Time Varying GARCH Modelling tvm Time Value of Money Functions tvmComp Discounting and Compounding Calculations for Various Scenarios tvmediation Time Varying Mediation Analysis tvrmst Time-Varying Restricted Mean Survival Time from Survival Matrices tvtools Comprehensive Tools for Panel Data Analysis - 'tvtools' twang Toolkit for Weighting and Analysis of Nonequivalent Groups twangContinuous Toolkit for Weighting and Analysis of Nonequivalent Groups - Continuous Exposures twangMediation Twang Causal Mediation Modeling via Weighting twbparser Parse 'Tableau' Workbooks into Functional Data twc Terrestrial Water Cycle twdtw Time-Weighted Dynamic Time Warping tweeDEseq RNA-seq data analysis using the Poisson-Tweedie family of distributions tweedie Evaluation of Tweedie Exponential Family Models tweenr Interpolate Data for Smooth Animations tweetcheck Parse and Validate Tweet Text twenty48 Play a Game of 2048 in the Console twig For Streamlining Decision and Economic Evaluation Models using Grammar of Modeling twilio An Interface to the Twilio API for R twingp A Fast Global-Local Gaussian Process Approximation twinning Data Twinning twinsvm Twin Support Vector Machines twitteradsR Get Twitter Ads Data via the 'Windsor.ai' API twitterwidget Render a Twitter Status in R Markdown Pages twl Two-Way Latent Structure Clustering Model twn Taxa Waterbeheer Nederland voor R twoCoprimary Sample Size and Power Calculation for Two Co-Primary Endpoints twoPhaseGAS Two-Phase Genetic Association Study Design and Analysis with Missing Covariates by Design twoStageDesignTMLE Targeted Maximum Likelihood Estimation for Two-Stage Study Design twomodeclusteringGA Genetic Algorithm Based Two-Mode Clustering twopartm Two-Part Model with Marginal Effects twopexp The Two Parameter Exponential Distribution twosamples Fast Permutation Based Two Sample Tests twosigma DE Analysis for Single-Cell RNA-Sequencing Data twotrials Compatible Point Estimates, Confidence Intervals, and P-Values for Two Trials twoway Analysis of Two-Way Tables twowaytests Two-Way Tests in Independent Groups Designs twoxtwo Work with Two-by-Two Tables twscrapeR Twitter/X Scraping via Python's 'twscrape' Library tximport Import and summarize transcript-level estimates for transcript- and gene-level analysis txshift Efficient Estimation of the Causal Effects of Stochastic Interventions txtplot Text Based Plots txtq A Small Message Queue for Parallel Processes typeR Simulate Typing Script typed Support Types for Variables, Arguments, and Return Values typehint Auto-Check Types, Dimensions, and Values of Function Arguments types Type Annotations typetracer Trace Function Parameter Types typr Write and Render 'Typst' Documents typstable Better 'Typst' Tables tzdb Time Zone Database Information tzupdater Time Zone Database Updater uGMAR Estimate Univariate Gaussian and Student's t Mixture Autoregressive Models uaparserjs Parse 'User-Agent' Strings uavRmp UAV Mission Planner ubair Effects of External Conditions on Air Quality ubiquity PKPD, PBPK, and Systems Pharmacology Modeling Tools ubms Bayesian Models for Data from Unmarked Animals using 'Stan' uci Urban Centrality Index ucie Mapping 3D Data into CIELab Color Space ucimlrepo Explore UCI ML Repository Datasets uclust Clustering and Classification Inference with U-Statistics ucminf General-Purpose Unconstrained Non-Linear Optimization ucminfcpp 'C++' Reimplementation of the 'ucminf' Unconstrained Nonlinear Optimizer udpipe Tokenization, Parts of Speech Tagging, Lemmatization and Dependency Parsing with the 'UDPipe' 'NLP' Toolkit udunits2 Udunits-2 Bindings for R ufRisk Risk Measure Calculation in Financial TS ufs A Collection of Utilities ugatsdb Uganda Time Series Database API ugomquantreg Quantile Regression Modeling for Unit-Gompertz Responses ui Uncertainty Intervals and Sensitivity Analysis for Missing Data uisapi Access the UNESCO Institute for Statistics API uiucthemes 'R' 'Markdown' Themes for 'UIUC' Documents and Presentations uk2us Convert Words Between UK and US English ukbabynames UK Baby Names Data ukbflow Streamlined Workflow for UK Biobank Data Extraction, Analysis, and Visualization ukbnmr Removal of Unwanted Technical Variation from UK Biobank NMR Metabolomics Biomarker Data ukc19 Datasets from the UK COVID-19 Outbreak ukgasapi API for UK Energy Market Information ukhousing Access UK Housing Data from Land Registry, EPC, and Planning ukhsadatR R Interface to Access UKHSA Dashboard Data ukpolice Download Data on UK Police and Crime ulex Unique Location Extractor ulid Generate Universally Unique 'Lexicographically' 'Sortable' Identifiers ulrb Unsupervised Learning Based Definition of Microbial Rare Biosphere ultrapolaRplot Plotting Ultrasound Tongue Traces umap Uniform Manifold Approximation and Projection umbridge Integration for the UM-Bridge Protocol ume Ultrahigh-Resolution Mass Spectrometry Data Evaluation for Complex Organic Matter umiAnalyzer Tools for Analyzing Sequencing Data with Unique Molecular Identifiers ump Uniformly Most Powerful Tests umweltapir Access Umwelt.Info API umx Structural Equation Modeling and Twin Modeling in R unbalhaar Function Estimation via Unbalanced Haar Wavelets uncertainUCDP Parametric Mixture Models for Uncertainty Estimation of Fatalities in UCDP Conflict Data uncertainty Uncertainty Estimation and Contribution Analysis uncmbb UNC Men's Basketball Match Results Since 1949-1950 Season uncorbets Uncorrelated Bets via Minimum Torsion Algorithm undidR Difference-in-Differences with Unpoolable Data unexcel Revert Excel Serial Dates Back to Intended Day.Month Numerics unfold Mapping Hidden Geometry into Future Sequences unglue Extract Matched Substrings Using a Pattern ungroup Penalized Composite Link Model for Efficient Estimation of Smooth Distributions from Coarsely Binned Data unhcrdown UNHCR Branded Templates for R Markdown Documents unhcrthemes UNHCR 'ggplot2' Theme and Colour Palettes unheadr Handle Data with Messy Header Rows and Broken Values uni.shrinkage Shrinkage Estimation for Univariate Normal Mean uni.survival.tree A Survival Tree Based on Stabilized Score Tests for High-dimensional Covariates uniLasso Univariate-Guided Sparse Regression uniReg Unimodal Penalized Spline Regression using B-Splines uniah Unimodal Additive Hazards Model unicefData Download Indicators from UNICEF Data Warehouse unicol The Colors of your University unifDAG Uniform Sampling of Directed Acyclic Graphs unifed The Unifed Distribution unifiedml Unified Interface for Machine Learning Models unifir A Unifying API for Calling the 'Unity' '3D' Video Game Engine uniformly Uniform Sampling unifyR Unified Scores, Reliabilities and Validities from Multiple Tests unigd Universal Graphics Device unikn Graphical Elements of the University of Konstanz's Corporate Design uniqtag Abbreviate Strings to Short, Unique Identifiers unisensR Read 'Unisens' Data unitcm Client for the 'UniTCM' Traditional Chinese Medicine Platform unitedR Assessment and Evaluation of Formations in United unitizer Interactive R Unit Tests unitquantreg Parametric Quantile Regression Models for Bounded Data unitrootests Comprehensive Unit Root and Stationarity Tests units Measurement Units for R Vectors unittest TAP-Compliant Unit Testing unityForest Improving Interaction Modelling and Interpretability in Random Forests univOutl Detection of Univariate Outliers unival Assessing Essential Unidimensionality Using External Validity Information univariateML Maximum Likelihood Estimation for Univariate Densities universals S3 Generics for Bayesian Analyses unix POSIX System Utilities unjoin Separate a Data Frame by Normalization unmarked Models for Data from Unmarked Animals unmconf Modeling with Unmeasured Confounding unnest Unnest Hierarchical Data Structures unpivotr Unpivot Complex and Irregular Data Layouts unrepx Analysis and Graphics for Unreplicated Experiments unrtf Extract Text from Rich Text Format (RTF) Documents unstruwwel Detect and Parse Historic Dates unsum Reconstruct Raw Data from Summary Statistics unsurv Unsupervised Clustering of Individualized Survival Curves unsystation Stationarity Test Based on Unsystematic Sub-Sampling untb Ecological Drift under the UNTB unusualprofile Calculates Conditional Mahalanobis Distances unvotes United Nations General Assembly Voting Data unvs.med A Universal Approach for Causal Mediation Analysis uotm Uncertainty of Time Series Model Selection Methods updateme Informative Messages About Outdated Packages updater Utilities for Updating R updog Flexible Genotyping for Polyploids upndown Utilities and Design Aids for Up-and-Down Dose-Finding Studies upset.hp Generate UpSet Plots of VP and HP Based on the ASV Concept upsetjs 'HTMLWidget' Wrapper of 'UpSet.js' for Exploring Large Set Intersections upstartr Utilities Powering the Globe and Mail's Data Journalism Template uptasticsearch Get Data Frame Representations of 'Elasticsearch' Results uptimeRobot Access the UptimeRobot Ping API ura Monitoring Rater Reliability urbin Unifying Estimation Results with Binary Dependent Variables urca Unit Root and Cointegration Tests for Time Series Data urlchecker Run CRAN URL Checks from Older R Versions urlexplorer Structural Analysis and Pattern Discovery in URL Datasets urlparse Fast Simple URL Parser urlshorteneR R Wrapper for the 'Bit.ly' and 'Is.gd'/'v.gd' URL Shortening Services urltools Vectorised Tools for URL Handling and Parsing uroot Unit Root Tests for Seasonal Time Series ursa Non-Interactive Spatial Tools for Raster Processing and Visualization us.census.geoheader US 2010 Census SF2 Geographic Header Summary Levels 010-050 usa Updated US State Facts and Figures uscoauditlog United States Copyright Office Product Management Division SR Audit Data Dataset Cleaning Algorithms uscongress Fetch United States Congressional Records (1995-Present) usdampr Request USDA MPR Historical Data via the 'LMR' API usdarnass USDA NASS Quick Stats API usdata Data on the States and Counties of the United States usdatasets A Comprehensive Collection of U.S. Datasets usdm Uncertainty Analysis for Species Distribution Models usdoj For Accessing U.S. Department of Justice (DOJ) Open Data usedist Distance Matrix Utilities usedthese Summarises Package & Function Usage useful A Collection of Handy, Useful Functions usefun A Collection of Useful Functions by John usemodels Boilerplate Code for 'Tidymodels' Analyses usethis Automate Package and Project Setup usincometaxes Calculate Federal and State Income Taxes in the United States uskewFactors Model-Based Clustering via Mixtures of Unrestricted Skew-t Sactor Analyzer Models usl Analyze System Scalability with the Universal Scalability Law usmap US Maps Including Alaska and Hawaii usmapdata Mapping Data for 'usmap' Package usportsR Access U SPORTS Data ussherR Ussher Data Set Drawn from 1658 Chronology ustfd API Client for US Treasury Fiscal Data ustyc Fetch US Treasury yield curve data. utc Coordinated Universal Time Transformations uteals Shared Utilities to Extend the 'teal' Modules utest Lind/Mehlum Utest utf8 Unicode Text Processing utf8ify Format Text Using Unicode utile.tables Build Tables for Publication utile.tools Summarize Data for Publication utile.visuals Create Visuals for Publication utility Construct, Evaluate and Plot Value and Utility Functions utilityFunctionTools P-Spline Regression for Utility Functions and Derived Measures utilsIPEA IPEA Common Functions utsf Univariate Time Series Forecasting uuid Tools for Generating and Handling of UUIDs uuidx Modern UUIDs for R with a Rust Backend uwedragon Data Research, Access, Governance Network : Statistical Disclosure Control uwot The Uniform Manifold Approximation and Projection (UMAP) Method for Dimensionality Reduction uxr User Experience Research vDiveR Visualization of Viral Protein Sequence Diversity Dynamics vMF Sampling from the von Mises-Fisher Distribution vaRiskScore VA CVD Risk Score vacalibration Calibration of Computer-Coded Verbal Autopsy Algorithm vaccinationimpact Impact Study of Vaccination Campaigns vaccine Statistical Tools for Immune Correlates Analysis of Vaccine Clinical Trial Data vaccineff Estimate Vaccine Effectiveness Based on Different Study Designs vachette A Method for Visualization of Pharmacometric Models vacuum Tukey's Vacuum Cleaner vaersNDvax Non-Domestic Vaccine Adverse Event Reporting System (VAERS) Vaccine Data for Present vaersvax US Vaccine Adverse Event Reporting System (VAERS) Vaccine Data for Present vagalumeR Access to the 'Vagalume' API valaddin Functional Input Validation vald.extractor Robust Pipeline for 'VALD' 'ForceDecks' Data Extraction and Analysis valdr Access and Analyse 'VALD' Data via Our External 'APIs' valdrViz Visualise and Report 'VALD ForceDecks' Test Results valentine Spread the Love for R Packages with Poetry valet Provide R Client to the Bank of Canada's Valet API valh Interface Between R and the OpenStreetMap-Based Routing Service 'Valhalla' valhallr A Tidy Interface to the 'Valhalla' Routing Engine validata Validate Data Frames validate Data Validation Infrastructure validateIt Validating Topic Coherence and Topic Labels validatesuggest Generate Suggestions for Validation Rules validatetools Checking and Simplifying Validation Rule Sets validmind Interface to the 'ValidMind' Platform valmetrics Metrics and Plots for Model Evaluation valorate Velocity and Accuracy of the LOg-RAnk TEst valottery Results from the Virginia Lottery Draw Games valr Genome Interval Arithmetic valueEQ5D Scoring EQ-5d Descriptive System valuemap Making Choropleth Map valueprhr Value-Price Analysis with Bayesian and Panel Data Methods valytics Statistical Methods for Analytical Method Comparison and Validation vamc A Monte Carlo Valuation Framework for Variable Annuities vandalico Evaluation of Presence-Absence Models vangogh Vincent van Gogh Colour Palette Generator vannstats Simplified Statistical Procedures for Social Sciences vapour Access to the 'Geospatial Data Abstraction Library' ('GDAL') varEst Variance Estimation varGuid Variance-Guided Regression for Heteroscedastic Linear Models varGuidTS Variance-Guided Time-Series Modeling for Temporal Risk Detection varImp RF Variable Importance for Arbitrary Measures varPro Model-Independent Variable Selection via the Rule-Based Variable Priority varSel Sequential Forward Floating Selection using Jeffries-Matusita Distance varSelRF Variable Selection using Random Forests varTestnlme Variance Components Testing for Linear and Nonlinear Mixed Effects Models varband Variable Banding of Large Precision Matrices varbin Optimal Binning of Continuous and Categorical Variables varbvs Large-Scale Bayesian Variable Selection Using Variational Methods varclust Variables Clustering vardiag Variogram Diagnostics vardpoor Variance Estimation for Sample Surveys by the Ultimate Cluster Method varhandle Functions for Robust Variable Handling variability Genetic Variability Analysis for Plant Breeding Research variables Variable Descriptions variancePartition Quantify and interpret drivers of variation in multilevel gene expression experiments variantspark A 'Sparklyr' Extension for 'VariantSpark' variationalDCM Variational Bayesian Estimation for Diagnostic Classification Models varitas Variant Calling in Targeted Analysis Sequencing Data varoc Value Added Receiver Operating Characteristics Curve vars VAR Modelling vartest Tests for Variance Homogeneity varycoef Modeling Spatially Varying Coefficients vasicek Miscellaneous Functions for Vasicek Distribution vasicekfit Extended Vasicek Credit Loss Model with Macroeconomic Factors vasicekreg Regression Modeling Using Vasicek Distribution vaster Tools for Raster Grid Logic vatcheckapi Client for the 'vatcheckapi.com' VAT Validation API vaultr Vault Client for Secrets and Sensitive Data vaxineR Vaccine Coverage and Outbreak Risk Analysis vaxpmx Vaccines Pharmacometrics vayr Extensions for 'ggplot2' to Visualize as You Randomize vazul Analysis Blinding Tools vbracket Custom Legends with Statistical Comparison Brackets vcPB Longitudinal PB Varying-Coefficient Groupwise Disparity Model vccp Vine Copula Change Point Detection in Multivariate Time Series vcd Visualizing Categorical Data vcd2df Value Change Dump to Data Frame vcdExtra 'vcd' Extensions and Additions vcfR Manipulate and Visualize VCF Data vcfheader Fast Genetic Variant Call Format File Header Intelligence and Audit vcfppR Rapid Manipulation of the Variant Call Format (VCF) vchartr Interactive Charts with the 'JavaScript' 'VChart' Library vcmeta Varying Coefficient Meta-Analysis vcov Variance-Covariance Matrices and Standard Errors vcpen Penalized Variance Components Analysis vcr Record 'HTTP' Calls to Disk vcrpart Tree-Based Varying Coefficient Regression for Generalized Linear and Ordinal Mixed Models vctrs Vector Helpers vctsfr Visualizing Collections of Time Series Forecasts vcvComp Comparison of Variance - Covariance Patterns vdar Discriminant Analysis Incorporating Individual Uncertainties vdiffr Visual Regression Testing and Graphical Diffing vec2dtransf 2D Cartesian Coordinate Transformation vecmatch Generalized Propensity Score Estimation and Matching for Multiple Groups vecsets Like Set Tools in 'Base' Package but Keeps Duplicate Elements vectorbitops Vector Bitwise Operations vectorialcalculus Vector Calculus Tools for Visualization and Analysis vectorsurvR Data Access and Analytical Tools for 'VectorSurv' Users vectorwavelet Vector Wavelet Coherence for Multiple Time Series vectra Columnar Query Engine for Larger-than-RAM Data vecvec Construct Mixed Type Data Structures with Vectors of Vectors veesa Pipeline for Explainable Machine Learning with Functional Data vegIndexCalc Vegetation Indices (VIs) Calculation for Remote Sensing Analysis vegalite Tools to Encode Visualizations with the 'Grammar of Graphics'-Like 'Vega-Lite' 'Spec' vegan Community Ecology Package vegan3d Static and Dynamic 3D and Editable Interactive Plots for the 'vegan' Package vegawidget 'Htmlwidget' for 'Vega' and 'Vega-Lite' vegclust Fuzzy Clustering of Vegetation Data vegetablesSriLanka Daily Vegetable Prices of Sri Lanka vegperiod Determine Thermal Vegetation Periods vein Vehicular Emissions Inventories vek Predicate Helper Functions for Testing Simple Atomic Vectors velociraptr Fossil Analysis vembedr Embed Video in HTML venn Draw Venn Diagrams vennDiagramLab Headless Venn Diagram Analysis and Rendering venneuler Venn and Euler Diagrams vennplot Venn Diagrams in 2D and 3D venny Venn Diagram verbaliseR Make your Text Mighty Fine verbalisr Describe Pedigree Relationships in Words verdadecu Data from the Ecuador Truth Commission verdata Analyze Data from the Truth Commission in Colombia verhoeff Implementation of the 'Verhoeff' Check Digit Algorithm verification Weather Forecast Verification verifyr2 Compare and Verify File Contents vermeulen Biomarker Data Set by Vermeulen et al. (2009) versioning Settings and File I/O using a Configuration YAML File versions Query and Install Specific Versions of Packages on CRAN versionsort Sort and Order Version Codes versus Compare Data Frames vetiver Version, Share, Deploy, and Monitor Models vetr Trust, but Verify vfinputs Visual Filter Inputs for Shiny vfprogression Visual Field (VF) Progression Analysis and Plotting Methods vfunc Manipulate Virtual Functions vglmer Variational Inference for Hierarchical Generalized Linear Models vhcub Virus-Host Codon Usage Co-Adaptation Analysis vhica Vertical and Horizontal Inheritance Consistence Analysis via Virtual Arrays viafoundry R Client for 'Via Foundry' API vibass Materials for Introductory Course on Bayesian Learning vici Vaccine Induced Cellular Immunogenicity with Bivariate Modeling video 'Shiny' Extension of 'video.js' videogameinsightsR Interface to 'Video Game Insights' API for Gaming Market Analytics vietnamcode Convert Vietnam Provincial Codes vietnameseConverter Convert Vietnamese Encodings viewpoly A Shiny App to Visualize Genetic Maps and QTL Analysis in Polyploid Species viewscape Viewscape Analysis vigicaen 'VigiBase' Pharmacovigilance Database Toolbox viking State-Space Models Inference by Kalman or Viking villager A Framework for Designing and Running Agent Based Models vimixr Collapsed Variational Inference for Dirichlet Process (DP) Mixture Model vimp Perform Inference on Algorithm-Agnostic Variable Importance vimpclust Variable Importance in Clustering vindecodr Provides an Interface to the Department of Transportation VIN Decoder vinereg D-Vine Quantile Regression violinplotter Plotting and Comparing Means with Violin Plots vioplot Violin Plot vip Variable Importance Plots vipor Plot Categorical Data Using Quasirandom Noise and Density Estimates viralx Explainers for Regression Models in HIV Research viridis Colorblind-Friendly Color Maps for R viridisLite Colorblind-Friendly Color Maps (Lite Version) virtualPollen Simulating Pollen Curves from Virtual Taxa with Different Life and Niche Traits virtualspecies Generation of Virtual Species Distributions virtuoso Interface to 'Virtuoso' using 'ODBC' virustotal R Client for the 'VirusTotal' API visNetwork Network Visualization using 'vis.js' Library visOmopResults Graphs and Tables for OMOP Results visPedigree Tidying, Analysis, and Fast Visualization of Animal and Plant Pedigrees visStatistics Automated Selection and Visualisation of Statistical Hypothesis Tests visTree Visualization of Subgroups for Decision Trees visa Vegetation Imaging Spectroscopy Analyzer visachartR Wrapper for 'Visa Chart Components' visae Visualization of Adverse Events viscomp Visualize Multi-Component Interventions in Network Meta-Analysis viscomplexr Phase Portraits of Functions in the Complex Number Plane visdat Preliminary Visualisation of Data vismeteor Analysis of Visual Meteor Data vismi Visual Diagnostics for Multiple Imputation visor Geospatial Tools for Visibility Analysis visreg Visualization of Regression Models vistime Pretty Timelines in R vistla Detecting Influence Paths with Information Theory vistributions Visualize Probability Distributions visualFields Statistical Methods for Visual Fields visualize Graph Probability Distributions with User Supplied Parameters and Statistics visualpred Visualization 2D of Binary Classification Models visvaR Shiny-Based Statistical Solutions for Agricultural Research visvow Visible Vowels: Visualization of Vowel Variation visxhclust A Shiny App for Visual Exploration of Hierarchical Clustering vita Variable Importance Testing Approaches vitae Curriculum Vitae for R Markdown vital Tidy Analysis Tools for Mortality, Fertility, Migration and Population Data vitality Fitting Routines for the Vitality Family of Mortality Models vitals Large Language Model Evaluation vitopack Actuarial Helpers for Triangles, Exposures and Czech Birth Numbers vivaglint Analysis Tools for 'Viva Glint' Survey Data vivainsights Analyze and Visualize Data from 'Microsoft Viva Insights' vivaldi Viral Variant Location and Diversity vivid Variable Importance and Variable Interaction Displays vivo Variable Importance via Oscillations vizClust Visualization and Exploration of Cluster Transitions vizdraws Visualize Draws from the Prior and Posterior Distributions vkR Access to VK API via R vmTools Version Management Tools on the File System vmdTDNN VMD Based Time Delay Neural Network Model vmeasur Quantify the Contractile Nature of Vessels Monitored under an Operating Microscope vmr Virtual Machines for R vmsae Variational Multivariate Spatial Small Area Estimation vntrs Variable Neighborhood Trust Region Search vocaldia Create and Manipulate Vocalisation Diagrams voi Expected Value of Information voice Speaker Recognition, Voice Analysis and Mood Inference via Music Theory voigt The Voigt Distribution vol2birdR Vertical Profiles of Biological Signals in Weather Radar Data volatilityTrader High Volatility Environment Option Trading Strategies Graphs volcano3D 3D Volcano Plots and Polar Plots for Three-Class Data volcanoPlot Volcano Plot for Clinical Trial Adverse Events volesti Volume Approximation and Sampling of Convex Polytopes volker High-Level Functions for Tabulating, Charting and Reporting Survey Data volrisk Simulation of Life Reinsurance with Profit Commission voluModel Modeling Species Distributions in Three Dimensions voronoiTreemap Voronoi Treemaps with Added Interactivity by Shiny voronoifortune Voronoi Tessellation by Fortune Algorithm voson.tcn Twitter Conversation Networks and Analysis vosonSML Collecting Social Media Data and Generating Networks for Analysis vote Election Vote Counting voteogram United States House and Senate Voting Cartogram Generators votesmart Wrapper for the Project 'VoteSmart' API votesys Voting Systems, Instant-Runoff Voting, Borda Method, Various Condorcet Methods vottrans Voter Transition Analysis voucher 'Trustdown' Interface for R vov CSS Animations for 'shiny' Elements vowels Vowel Manipulation, Normalization, and Plotting vpc Create Visual Predictive Checks vprint More Flexible Form of Boolean Verbose vrnmf Volume-Regularized Structured Matrix Factorization vroom Read and Write Rectangular Text Data Quickly vrtest Variance Ratio Tests and Other Tests for Martingale Difference Hypothesis vscc Variable Selection for Clustering and Classification vse4ts Identify Memory Patterns in Time Series Using Variance Scale Exponent vsgoftest Goodness-of-Fit Tests Based on Kullback-Leibler Divergence vsmi Variable Selection for Multiple Imputed Data vsn Variance stabilization and calibration for microarray data vsp Vintage Sparse PCA for Semi-Parametric Factor Analysis vstdct Nonparametric Estimation of Toeplitz Covariance Matrices vstsr Access to 'Azure DevOps' API via R vtable Variable Table for Variable Documentation vtreat A Statistically Sound 'data.frame' Processor/Conditioner vtree Display Information About Nested Subsets of a Data Frame vtype Estimates the Variable Type in Error Afflicted Data vudc Visualization of Univariate Data for Comparison vueR 'Vuejs' Helpers and 'Htmlwidget' vvauditor Creates Assertion Tests vvbitwarden Interacts with 'Bitwarden Secrets Manager' vvcanvas 'Canvas' LMS API Integration vvconverter Apply Transformations to Data vvdoctor Statistical Test App with R 'shiny' vvfiller Fill Data Points vvmover Read and Write Data vvsculptor Apply Manipulations to Data Frames vvtableau R Interface for 'Tableau' Services vvtermtime Interface for 'Semestry TermTime' Services vwline Draw Variable-Width Lines vws Vertical Weighted Strips wARMASVp Winsorized ARMA Estimation for Higher-Order Stochastic Volatility Models wCorr Weighted Correlations wINEQ Inequality Measures for Weighted Data wISAM Weighted Inbred Strain Association Mapping wNNSel Weighted Nearest Neighbor Imputation of Missing Values using Selected Variables wTO Computing Weighted Topological Overlaps (wTO) & Consensus wTO Network wacolors Colorblind-Friendly Palettes from Washington State wactor Word Factor Vectors waetr 'WebAIM' 'WAVE' Accessibility Evaluation Tool waiter Loading Screen for 'Shiny' wakefield Generate Random Data Sets wal Read and Write 'wal' Bitmap Image Files and Other 'Quake' Assets waldo Find Differences Between R Objects walkboutr Generate Walk Bouts from GPS and Accelerometry Data walkscore A Tidy Interface to the 'Walk Score' API walkscoreAPI Walk Score and Transit Score API wallace A Modular Platform for Reproducible Modeling of Species Niches and Distributions wally The Wally Calibration Plot for Risk Prediction Models walmartAPI Walmart Open API Wrapper walrus Robust Statistical Methods wand Retrieve 'Magic' Attributes from Files and Directories waou Weighting All of Us warabandi Roster Generation of Turn for Weekdays:'warabandi' warbleR Streamline Bioacoustic Analysis warehouseTools Heuristics for Solving the Traveling Salesman Problem in Warehouse Layouts warmthcompetence Warmth and Competence Detectors warp Group Dates washdata Urban Water and Sanitation Survey Dataset washeR Time Series Outlier Detection washi Washington Soil Health Initiative Branding washr Publication Toolkit for Water, Sanitation and Hygiene (WASH) Data waspasR Tool Kit to Implement a W.A.S.P.A.S. Based Multi-Criteria Decision Analysis Solution waspr Wasserstein Barycenters of Subset Posteriors watcher Watch the File System for Changes waterYearType Sacramento and San Joaquin Valley Water Year Types waterfalls Create Waterfall Charts using 'ggplot2' Simply watson Fitting and Simulating Mixtures of Watson Distributions wav Read and Write WAV Files wavScalogram Wavelet Scalogram Tools for Time Series Analysis waveband Computes Credible Intervals for Bayesian Wavelet Shrinkage waved Wavelet Deconvolution wavelets Functions for Computing Wavelet Filters, Wavelet Transforms and Multiresolution Analyses wavemulcor Wavelet Routines for Global and Local Multiple Regression and Correlation waver Calculate Fetch and Wave Energy waves Vis-NIR Spectral Analysis Wrapper waveslim Basic Wavelet Routines for One-, Two-, and Three-Dimensional Signal Processing wavethresh Wavelets Statistics and Transforms waydown Computation of Approximate Potentials for Weakly Non-Gradient Fields waysign Multi-Purpose and High-Performance Routing waywiser Ergonomic Methods for Assessing Spatial Models wbCorr Bivariate Within- and Between-Cluster Correlations wbacon Weighted BACON Algorithms wbids Seamless Access to World Bank International Debt Statistics (IDS) wbs Wild Binary Segmentation for Multiple Change-Point Detection wbsd Wild Bootstrap Size Diagnostics wbstats Programmatic Access to Data and Statistics from the World Bank API wbsts Multiple Change-Point Detection for Nonstationary Time Series wbwdi Seamless Access to World Bank World Development Indicators (WDI) wcc Windowed Cross Correlation wcde Download Data from the Wittgenstein Centre Human Capital Data Explorer wcep Survival Analysis for Weighted Composite Endpoints wconf Weighted Confusion Matrix wcox Weights to Correct for Outcome Dependent Sampling in Time to Event Data wcvpmatch Taxonomic Name Reconciliation Against the 'WCVP' Backbone wdiEF Calculation of the Water Deficit Index (WDI) and the Evaporative Fraction (EF) on Rasters wdiexplorer Explore World Development Indicators Data wdm Weighted Dependence Measures wdman 'Webdriver'/'Selenium' Binary Manager wdnet Weighted and Directed Networks wdnr.gis Pull Spatial Layers from 'WDNR ArcGIS REST API' wdpar Interface to the World Database on Protected Areas wdsmatch Weighted Double Score Matching for Survey-Weighted Causal Inference weaana Analysis the Weather Data weakARMA Tools for the Analysis of Weak ARMA Models weathR Interact with the U.S. National Weather Service API weatherOz An API Client for Australian Weather and Climate Data Resources weatherStats Airport Weather Station Statistics weatherindices Calculate Weather Indices weatherjoin Join Gridded Weather Data to Event Tables weathermetrics Functions to Convert Between Weather Metrics webSDM Including Known Interactions in Species Distribution Models webchem Chemical Information from the Web webdav A Simple Interface for Interacting with 'WebDAV' Servers webdeveloper Functions for Web Development webdriver 'WebDriver' Client for 'PhantomJS' webexercises Create Interactive Web Exercises in 'R Markdown' (Formerly 'webex') webfakes Fake Web Apps for HTTP Testing webglobe 3D Interactive Globes webmap Create Interactive Web Maps Using 'The National Map' Services webmockr Stubbing and Setting Expectations on 'HTTP' Requests webp A New Format for Lossless and Lossy Image Compression webr Data and Functions for Web-Based Analysis webreadr Tools for Reading Formatted Access Log Files websearchr Access Domains and Search Popular Websites webshot Take Screenshots of Web Pages webshot2 Take Screenshots of Web Pages websocket 'WebSocket' Client Library webtrackR Preprocessing and Analyzing Web Tracking Data webuse Import Stata 'webuse' Datasets webutils Utility Functions for Developing Web Applications wec Weighted Effect Coding weed Wrangler for Emergency Events Database wefnexus Water-Energy-Food-Nutrient-Carbon Nexus Analysis for Agronomic Systems wehoop Access Women's Basketball Play by Play Data weibullness Goodness-of-Fit Test for Weibull Distribution (Weibullness) weibulltools Statistical Methods for Life Data Analysis weightQuant Weights for Incomplete Longitudinal Data and Quantile Regression weightedCL Efficient and Feasible Inference for High-Dimensional Normal Copula Regression Models weightedGCM Weighted Generalised Covariance Measure Conditional Independence Test weightedRank Sensitivity Analysis Using Weighted Rank Statistics weightedScores Weighted Scores Method for Regression Models with Dependent Data weightedVoronoi Weighted Spatial Tessellations in Constrained Polygon Domains weightederm Weighted Empirical Risk Minimization for Changepoint Regression weightedsurv Survival Analysis with Subject-Specific (Case Weights) and Time-Dependent Weighting weightr Estimating Weight-Function Models for Publication Bias weights Weighting and Weighted Statistics weird Functions and Data Sets for "That's Weird: Anomaly Detection Using R" by Rob J Hyndman weirs A Hydraulics Package to Compute Open-Channel Flow over Weirs welo Weighted and Standard Elo Rates wesanderson A Wes Anderson Palette Generator wevid Weight of Evidence for Quantifying Performance of a Binary Classifier wex Exact Observation Weights for the Kalman Filter and Smoother weyl The Weyl Algebra wf Artificial Intelligence Workflow Tools wfe Weighted Linear Fixed Effects Regression Models for Causal Inference wfg Weighted Fast Greedy Algorithm wfindr Crossword, Scrabble and Anagram Solver wflo Data Set and Helper Functions for Wind Farm Layout Optimization Problems wgaim Whole Genome Average Interval Mapping for QTL Detection and Estimation using ASReml-R wget Setting Download Method to 'wget' whalestrike Simulate Whale Ship Strikes whapi R Client for 'whapi.cloud' whatifbandit Analyzing Randomized Experiments as Multi-Arm Bandits whatthreewords Work with the 'what3words' API for Easy Location Referencing wheatmap Incrementally Build Complex Plots using Natural Semantics when Definition of Date and Time Dimension Tables whep Processing Agro-Environmental Data where Vectorised Substitution and Evaluation whereami Reliably Return the Source and Call Location of a Command whereport Geolocalization of IATA Codes whippr Tools for Manipulating Gas Exchange Data whirl Log Execution of Scripts whisker {{mustache}} for R, Logicless Templating whisper Native R 'torch' Implementation of 'OpenAI' 'Whisper' whitebox 'WhiteboxTools' R Frontend whitening Whitening and High-Dimensional Canonical Correlation Analysis whitestrap White Test and Bootstrapped White Test for Heteroskedasticity whitewater Parallel Processing Options for Package 'dataRetrieval' whoa Evaluation of Genotyping Error in Genotype-by-Sequencing Data whoami Username, Full Name, Email Address, 'GitHub' Username of the Current User whomds Calculate Results from WHO Model Disability Survey Data wid Download Data from the World Inequality Database widals Weighting by Inverse Distance with Adaptive Least Squares wideRhino High-Dimensional Methods via Generalised Singular Decomposition widgetTools Creates an interactive tcltk widget widgetframe 'Htmlwidgets' in Responsive 'iframes' widr Interface to the World Inequality Database (WID) widyr Widen, Process, then Re-Tidy Data wig Import WIG Data into R in Long Format wikiTools Tools for Wikidata and Wikipedia wikibooks Functions and Datasets of the German WikiBook "GNU R" wikifacts Get Facts and Data from Wikipedia and Wikidata wikilake Scrape Lake Metadata Tables from Wikipedia wikiprofiler 'WikiPathway' Based Data Integration and Visualization wikitaxa Taxonomic Information from 'Wikipedia' wikkitidy Tidy Analysis of Wikipedia wilcoxmed Computes Values for the 1-Sample Wilcoxon Sign Rank Test for Medians wildcard Templates for Data Frames wildlifeDI Calculate Indices of Dynamic Interaction for Wildlife Tracking Data wildmeta Cluster Wild Bootstrapping for Meta-Analysis wildpoker Best Hand Analysis for Poker Variants Including Wildcards wilson Web-Based Interactive Omics Visualization winch Portable Native and Joint Stack Traces windAC Area Correction Methods windex Analysing Convergent Evolution using the Wheatsheaf Index windows.pls Segmentation Approaches in Chemometrics windsoraiR Access the 'Windsor.ai' API winfapReader Interact with Peak Flow Data in the United Kingdom wingen Continuous Mapping of Genetic Diversity winputall Variable Input Allocation Among Crops winr Randomization-Based Covariance Adjustment of Win Statistics wintime Win Time Methods for Time-to-Event Data in Clinical Trials wired Weighted Adaptive Prediction with Structured Dependence wishmom Compute Moments Related to Beta-Wishart and Inverse Beta-Wishart Distributions withdots Put ... in a Function's Argument List wither Temporarily Change Project Root withr Run Code 'With' Temporarily Modified Global State wizaRdry A Magical Framework for Collaborative & Reproducible Data Analysis wjake Personal Themes and Formatting Preferences wk Lightweight Well-Known Geometry Parsing wkb Convert Between Spatial Objects and Well-Known Binary Geometry wkpool Vertex Pool Topology for Well-Known Geometry wktmo Converting Weekly Data to Monthly Data wlsd Wrangling Longitudinal Survival Data wmm World Magnetic Model wmwAUC Wilcoxon-Mann-Whitney Test of No Group Discrimination wmwm Performs Wilcoxon-Mann-Whitney Test with Missing Data wmwpow Precise and Accurate Power of the Wilcoxon-Mann-Whitney Rank-Sum Test for a Continuous Variable wnl Minimization Tool for Pharmacokinetic-Pharmacodynamic Data Analysis wnominate Roll Call Analysis Software wodds Calculates Whisker Odds woe Computes Weight of Evidence and Information Values woeBinning Supervised Weight of Evidence Binning of Numeric Variables and Factors womblR Spatiotemporal Boundary Detection Model for Areal Unit Data woodValuationDE Wood Valuation Germany wooldridge 115 Data Sets from "Introductory Econometrics: A Modern Approach, 7e" by Jeffrey M. Wooldridge worcs Workflow for Open Reproducible Code in Science word2vec Distributed Representations of Words wordPuzzleR Word Puzzle Game wordcloud Word Clouds wordcloud2 Create Word Cloud by 'htmlwidget' wordler The 'WORDLE' Game wordmap Feature Extraction and Document Classification with Noisy Labels wordnet WordNet Interface wordpiece R Implementation of Wordpiece Tokenization wordpiece.data Data for Wordpiece-Style Tokenization words List of English Words from the Scrabble Dictionary wordsalad Provide Tools to Extract and Analyze Word Vectors wordspace Distributional Semantic Models in R wordvector Word and Document Vector Models workflowr A Framework for Reproducible and Collaborative Data Science workflows Modeling Workflows workflowsets Create a Collection of 'tidymodels' Workflows workloopR Analysis of Work Loops and Other Data from Muscle Physiology Experiments workspace Manage Collections of Datasets and Objects worldbank Client for the 'World Bank' APIs worldfootballR Extract and Clean World Football (Soccer) Data worldmet Import Surface Meteorological Data from NOAA worrms World Register of Marine Species (WoRMS) Client worrrd Generate Wordsearch and Crossword Puzzles wosr Clients to the 'Web of Science' and 'InCites' APIs woylier Alternative Tour Frame Interpolation Method wpa Tools for Analysing and Visualising Viva Insights Data wpeR Streamlined Analysis of Wild Pedigree Data wpp2008 World Population Prospects 2008 wpp2010 World Population Prospects 2010 wpp2012 World Population Prospects 2012 wpp2015 World Population Prospects 2015 wpp2017 World Population Prospects 2017 wpp2019 World Population Prospects 2019 wppExplorer Explorer of World Population Prospects wqc Wavelet Quantile Correlation Analysis wql Exploring Water Quality Monitoring Data wqrr Wavelet Quantile Regression Toolbox wqspt Permutation Test for Weighted Quantile Sum Regression wqtrends Assess Water Quality Trends with Generalized Additive Models wrGraph Graphics in the Context of Analyzing High-Throughput Data wrMisc Analyze Experimental High-Throughput (Omics) Data wrProteo Proteomics Data Analysis Functions wrTopDownFrag Internal Fragment Identification from Top-Down Mass Spectrometry wrangle A Systematic Data Wrangling Idiom wrappedtools Useful Wrappers Around Commonly Used Functions wrappr A Collection of Helper and Wrapper Functions wrapr Wrap R Tools for Debugging and Parametric Programming wrassp Interface to the 'ASSP' Library wrds Access 'Wharton Research Data Services' ('WRDS') wrictools Analyze Whole Room Indirect Calorimetry (WRIC) Data writeAlizer Generate Predicted Writing Quality Scores writer Write from Multiple Sources to a Database Table writexl Export Data Frames to Excel 'xlsx' Format wrswoR Weighted Random Sampling without Replacement wru Who are You? Bayesian Prediction of Racial Category Using Surname, First Name, Middle Name, and Geolocation wsMed Within-Subject Mediation Analysis Using Structural Equation Modeling wsbackfit Weighted Smooth Backfitting for Structured Models wsjplot Style Time Series Plots Like the Wall Street Journal wskm Weighted k-Means Clustering wsprv Weighted Selection Probability for Rare Variant Analysis wsrf Weighted Subspace Random Forest for Classification wstats Weighted Descriptive Statistics wstdiff Welch-Satterthwaite Approximation for t-Distribution Differences wsyn Wavelet Approaches to Studies of Synchrony in Ecology and Other Fields wtest The W-Test for Genetic Interactions Testing wv Wavelet Variance wwntests Hypothesis Tests for Functional Time Series wxgenR A Stochastic Weather Generator with Seasonality wyz.code.metaTesting Wizardry Code Meta Testing wyz.code.offensiveProgramming Wizardry Code Offensive Programming wyz.code.rdoc Wizardry Code Offensive Programming R Documentation wyz.code.testthat Wizardry Code Offensive Programming Test Generation x12 Interface to 'X12-ARIMA'/'X13-ARIMA-SEATS' and Structure for Batch Processing of Seasonal Adjustment x13binary Provide the 'x13ashtml' Seasonal Adjustment Binary x3ptools Tools for Working with 3D Surface Measurements xLLiM High Dimensional Locally-Linear Mapping xRing Identify and Measure Tree Rings on X-Ray Micro-Density Profiles xSub Cross-National Data on Sub-National Violence xVA Credit Risk Valuation Adjustments xactonomial Inference for Functions of Multinomial Parameters xadmix Subsetting and Plotting Optimized for Admixture Data xaringan Presentation Ninja xaringanExtra Extras and Extensions for 'xaringan' Slides xaringanthemer Custom 'xaringan' CSS Themes xcms LC-MS and GC-MS Data Analysis xdcclarge Estimating a (c)DCC-GARCH Model in Large Dimensions xdvir Render 'LaTeX' in Plots xefun X-Engineering or Supporting Functions xega Extended Evolutionary and Genetic Algorithms xegaBNF Compile a Backus-Naur Form Specification into an R Grammar Object xegaDerivationTrees Generating and Manipulating Derivation Trees xegaDfGene Gene Operations for Real-Coded Genes xegaGaGene Binary Gene Operations for Genetic Algorithms xegaGeGene Grammatical Evolution xegaGpGene Genetic Operations for Grammar-Based Genetic Programming xegaPermGene Operations on Permutation Genes xegaPopulation Genetic Population Level Functions xegaSelectGene Selection of Genes and Gene Representation Independent Functions xergm.common Common Infrastructure for Extensions of Exponential Random Graph Models xesreadR Read and Write XES Files xfun Supporting Functions for Packages Maintained by 'Yihui Xie' xgb2sql Convert Trained 'XGBoost' Model to SQL Query xgboost Extreme Gradient Boosting xgrove Explanation Groves xgxr Exploratory Graphics for Pharmacometrics xhaz Excess Hazard Modelling Considering Inappropriate Mortality Rates xiacf Nonlinear Dependence and Lead-Lag Analysis via Chatterjee's Xi xkcd Plotting 'ggplot2' Graphics in an 'XKCD' Style xkcdcolors Color Names from the XKCD Color Survey xlcharts Create Native 'Excel' Charts and Work with Microsoft 'Excel' Files xlcutter Parse Batches of 'xlsx' Files Based on a Template xlr Create Table Summaries and Export Neat Tables to 'Excel' xlsform2word Convert 'XLSForm' to Structured 'Word' Document xlsx Read, Write, Format Excel 2007 and Excel 97/2000/XP/2003 Files xlsx2dfs Read and Write 'Excel' Sheets into and from List of Data Frames xlsxjars Package Required POI Jars for the xlsx Package xmap Transforming Data Between Statistical Classifications xmeta A Toolbox for Multivariate Meta-Analysis xml2 Parse XML xml2relational Converting XML Documents into Relational Data Models xmlconvert Comfortably Converting XML Documents to Dataframes and Vice Versa xmlparsedata Parse Data of 'R' Code as an 'XML' Tree xmlr Read, Write and Work with 'XML' Data xmlrpc2 Implementation of the Remote Procedure Call Protocol ('XML-RPC') xmlwriter Fast and Elegant XML Generation xmpdf Edit 'XMP' Metadata and 'PDF' Bookmarks and Documentation Info xmrr Generate XMR Control Chart Data from Time-Series Data xnet Two-Step Kernel Ridge Regression for Network Predictions xoi Tools for Analyzing Crossover Interference xopen Open System Files, 'URLs', Anything xpect Probabilistic Time Series Forecasting with XGBoost and Conformal Inference xpectr Generates Expectations for 'testthat' Unit Testing xplain Providing Interactive Interpretations and Explanations of Statistical Results xplainfi Feature Importance Methods for Global Explanations xplorerr Tools for Interactive Data Exploration xportr Utilities to Output CDISC SDTM/ADaM XPT Files xpose Diagnostics for Pharmacometric Models xpose.nlmixr2 Graphical Diagnostics for Pharmacometric Models: Extension to 'nlmixr2' xpose.xtras Extra Functionality for the 'xpose' Package xpose4 Diagnostics for Nonlinear Mixed-Effect Models xptr Manipulating External Pointers xray X Ray Vision on your Datasets xreg2 Flexible Maximum Likelihood Regression with Gradient-Based Optimisation xrf eXtreme RuleFit xrnet Hierarchical Regularized Regression xslt Extensible Style-Sheet Language Transformations xtable Export Tables to LaTeX or HTML xtbhst Bootstrap Slope Heterogeneity Test for Panel Data xtbreakcoint Panel Cointegration Tests with Structural Breaks xtcspqardl Cross-Sectionally Augmented Panel Quantile ARDL xtdhcoint Durbin-Hausman Panel Cointegration Tests xtdml Double Machine Learning for Static Panel Models with Fixed Effects xtfifevd Panel Fixed Effects Filtered and Variance Decomposition Estimation xtife Interactive Fixed Effects Estimator for Balanced Panel Data xtpqardl Panel Quantile Autoregressive Distributed Lag Model xtranat Network Metrics Based on Random Walks xtrec Panel Unit Root Test Based on Recursive Detrending xts eXtensible Time Series xtsum Summary Statistics for Panel Data xtvfreg Variance Function Panel Regression xutils Utility Functions of Fangzhou Xie xvm Read, Parse and Visualize 'XVG'/'XPM' Files from Molecular Dynamics xwf Extrema-Weighted Feature Extraction xxdi An R Package for Evaluating Expertise Indices for Research Strength Assessment xxhashlite Extremely Fast Hashing of R Objects, Raw Data and Files using 'xxHash' Algorithms yaConsensus Consensus Clustering of Omic Data yaImpute Nearest Neighbor Observation Imputation and Evaluation Tools yaap A Toolkit for Archetypal Analysis Methods yacca Yet Another Canonical Correlation Analysis Package yager Yet Another General Regression Neural Network yahoofinancer Fetch Data from Yahoo Finance API yaml Methods to Convert R Data to YAML and Back yaml12 Fast 'YAML' 1.2 Parser and Formatter yamlet Versatile Curation of Table Metadata yamlme Writing 'YAML' Headers for 'R-Markdown' Documents yardstick Tidy Characterizations of Model Performance yarrr A Companion to the e-Book "YaRrr!: The Pirate's Guide to R" yasp String Functions for Compact R Code yatah Yet Another TAxonomy Handler ycevo Nonparametric Estimation of the Yield Curve Evolution yesno Ask Yes-No Questions yfR Downloads and Organizes Financial Data from Yahoo Finance yfhist Yahoo Finance 'history' API yfinancer 'Yahoo Finance' API Wrapper yfscreen Yahoo Finance 'screener' API yhat Interpreting Regression Effects yieldcurves Yield Curve Fitting, Analysis, and Decomposition yll Compute Expected Years of Life Lost (YLL) and Average YLL ymd Parse 'YMD' Format Number or String to Date ymlthis Write 'YAML' for 'R Markdown', 'bookdown', 'blogdown', and More ympes Collection of Helper Functions yodel A General Bayesian Model Averaging Helper yorkr Analyze Cricket Performances Based on Data from Cricsheet youngSwimmers Young Swimmers Dataset ypr Yield Per Recruit yrnd Extracts Risk Neutral Densities of Prices, Money Market Rates and Government Bond Yields from Interest Rates Futures Options Prices yuima The YUIMA Project Package for SDEs yuimaGUI A Graphical User Interface for the 'yuima' Package yulab.utils Supporting Functions for Packages Maintained by 'YuLab-SMU' yum Utilities to Extract and Process 'YAML' Fragments yyjsonr Fast 'JSON', 'NDJSON' and 'GeoJSON' Parser and Generator z22 Official Gridded Data from the German Census 2022 zCompositions Treatment of Zeros, Left-Censored and Missing Values in Compositional Data Sets zFPKM A suite of functions to facilitate zFPKM transformations zTree Functions to Import Data from 'z-Tree' into R zalpha Run a Suite of Selection Statistics zarr Native and Extensible R Driver for 'Zarr' zctaCrosswalk Crosswalk Between 2020 Census ZIP Code Tabulation Areas (ZCTAs), States and Counties zcurve An Implementation of Z-Curves zdeskR Connect to Your 'Zendesk' Data zeallot Multiple, Unpacking, and Destructuring Assignment zebu Local Association Measures zeitgebr Analysis of Circadian Behaviours zen4R Interface to 'Zenodo' REST API zendeskR Zendesk API Wrapper zendown Access Files from 'Zenodo' Deposits zenplots Zigzag Expanded Navigation Plots zenstats Statistics from 'Zenodo' Deposits zephyr Structured Messages and Options zeroEQpart Zero Order vs (Semi) Partial Correlation Test and CI zetadiv Functions to Compute Compositional Turnover Using Zeta Diversity zfa Zoom-Focus Algorithm zfit Fit Models in a Pipe zigg Lightweight Interfaces to the 'Ziggurat' Pseudo Random Number Generator zip Cross-Platform 'zip' Compression zipR Pythonic Zip() for R zipcodeR Data & Functions for Working with US ZIP Codes zipfR Statistical Models for Word Frequency Distributions zipfextR Zipf Extended Distributions zippeR Working with United States ZIP Code and ZIP Code Tabulation Area Data zipsae Small Area Estimation with Zero-Inflated Model zlib Compression and Decompression zlog Z(log) Transformation for Laboratory Measurements zmctp Zero-Modified Complex 'Tri-Parametric' Pearson Distribution for Overdispersed Count Data zmisc Vector Look-Ups and Safer Sampling zoeppritz Seismic Reflection and Scattering Coefficients zoib Bayesian Inference for Beta Regression and Zero-or-One Inflated Beta Regression zoid Bayesian Zero-and-One Inflated Dirichlet Regression Modelling zoltr Interface to the 'Zoltar' Forecast Repository API zonebuilder Create and Explore Geographic Zoning Systems zonohedra Compute and Plot Zonohedra from Vector Generators zoo S3 Infrastructure for Regular and Irregular Time Series (Z's Ordered Observations) zooimage Analysis of Numerical Plankton Images zoolog Zooarchaeological Analysis with Log-Ratios zoom A Spatial Data Visualization Tool zoomGroupStats Analyze Text, Audio, and Video from 'Zoom' Meetings zoomerjoin Superlatively Fast Fuzzy Joins zoomgrid Grid Search Algorithm with a Zoom zoomr Connect to Your 'Zoom' Data zoteR R Interface to 'Zotero' via Better BibTeX zscorer Child Anthropometry z-Score Calculator ztable Zebra-Striped Tables in LaTeX and HTML Formats ztils Various Common Statistical Utilities ztpln Zero-Truncated Poisson Lognormal Distribution ztype Run a Ztype Game Loaded with R Functions zyp Zhang + Yue-Pilon Trends Package zzlite Lite Wrapper for the 'Zamzar File Conversion' API Packages in library '/data/gannet/ripley/R/test-BioCdata': ALL A data package AffymetrixDataTestFiles Affymetrix Data Files (CEL, CDF, CHP, EXP, PGF, PSI) for Testing BSgenome.Celegans.UCSC.ce11 Full genome sequences for Caenorhabditis elegans (UCSC version ce11) BSgenome.Celegans.UCSC.ce2 Full genome sequences for Caenorhabditis elegans (UCSC version ce2) BSgenome.Dmelanogaster.UCSC.dm3 Full genome sequences for Drosophila melanogaster (UCSC version dm3) BSgenome.Dmelanogaster.UCSC.dm6 Full genome sequences for Drosophila melanogaster (UCSC version dm6) BSgenome.Drerio.UCSC.danRer10 Full genome sequences for Danio rerio (UCSC version danRer10) BSgenome.Ggallus.UCSC.galGal3 Full genome sequences for Gallus gallus (UCSC version galGal3) BSgenome.Hsapiens.1000genomes.hs37d5 1000genomes Reference Genome Sequence (hs37d5) BSgenome.Hsapiens.NCBI.GRCh38 Full genome sequences for Homo sapiens (GRCh38) BSgenome.Hsapiens.UCSC.hg18 Full genome sequences for Homo sapiens (UCSC version hg18) BSgenome.Hsapiens.UCSC.hg18.masked Full masked genome sequences for Homo sapiens (UCSC version hg18) BSgenome.Hsapiens.UCSC.hg19 Full genome sequences for Homo sapiens (UCSC version hg19, based on GRCh37.p13) BSgenome.Hsapiens.UCSC.hg19.masked Full masked genome sequences for Homo sapiens (UCSC version hg19, based on GRCh37.p13) BSgenome.Hsapiens.UCSC.hg38 Full genomic sequences for Homo sapiens (UCSC genome hg38) BSgenome.Mmusculus.UCSC.mm10 Full genome sequences for Mus musculus (UCSC version mm10, based on GRCm38.p6) BSgenome.Mmusculus.UCSC.mm9 Full genome sequences for Mus musculus (UCSC version mm9) BSgenome.Rnorvegicus.UCSC.rn5 Full genome sequences for Rattus norvegicus (UCSC version rn5) BSgenome.Scerevisiae.UCSC.sacCer1 Saccharomyces cerevisiae (Yeast) full genome (UCSC version sacCer1) BSgenome.Scerevisiae.UCSC.sacCer2 Saccharomyces cerevisiae (Yeast) full genome (UCSC version sacCer2) BSgenome.Scerevisiae.UCSC.sacCer3 Saccharomyces cerevisiae (Yeast) full genome (UCSC version sacCer3) ChAMPdata Data Packages for ChAMP package ChemmineDrugs DrugBank data set DAPARdata Data accompanying the DAPAR and Prostar packages DLBCL Diffuse large B-cell lymphoma expression data DO.db A set of annotation maps describing the entire Disease Ontology DropletTestFiles Test Files for Single-Cell Droplet Utilities EnsDb.Hsapiens.v75 Ensembl based annotation package EnsDb.Hsapiens.v79 Ensembl based annotation package EnsDb.Hsapiens.v86 Ensembl based annotation package FDb.InfiniumMethylation.hg18 Annotation package for Illumina Infinium DNA methylation probes FDb.InfiniumMethylation.hg19 Annotation package for Illumina Infinium DNA methylation probes FDb.UCSC.tRNAs Annotation package for FeatureDb object(s) FIs Human Functional Interactions (FIs) for splineTimeR package Fletcher2013a Gene expression data from breast cancer cells under FGFR2 signalling perturbation Fletcher2013b Master regulators of FGFR2 signalling and breast cancer risk GO.db A set of annotation maps describing the entire Gene Ontology GWASdata Data used in the examples and vignettes of the GWASTools package GenomeInfoDbData Species and taxonomy ID look up tables used by GenomeInfoDb GenomicScores Infrastructure to work with genomewide position-specific scores HDO.db A set of annotation maps describing the entire Human Disease Ontology HSMMSingleCell Single-cell RNA-Seq for differentiating human skeletal muscle myoblasts (HSMM) HelloRangesData Data for the HelloRanges tutorial vignette HiCDataHumanIMR90 Human IMR90 Fibroblast HiC data from Dixon et al. 2012 Homo.sapiens Annotation package for the Homo.sapiens object Illumina450ProbeVariants.db Annotation Package combining variant data from 1000 Genomes Project for Illumina HumanMethylation450 Bead Chip probes IlluminaDataTestFiles Illumina microarray files (IDAT) for testing IlluminaHumanMethylation450kanno.ilmn12.hg19 Annotation for Illumina's 450k methylation arrays IlluminaHumanMethylation450kmanifest Annotation for Illumina's 450k methylation arrays IlluminaHumanMethylationEPICanno.ilm10b2.hg19 Annotation for Illumina's EPIC methylation arrays IlluminaHumanMethylationEPICanno.ilm10b4.hg19 Annotation for Illumina's EPIC methylation arrays IlluminaHumanMethylationEPICmanifest Manifest for Illumina's EPIC methylation arrays IlluminaHumanMethylationEPICv2anno.20a1.hg38 Annotation for Illumina's EPIC v2.0 methylation arrays IlluminaHumanMethylationEPICv2manifest Manifest for Illumina's EPIC v2.0 methylation arrays Iyer517 exprSets for Iyer, Eisen et all 1999 Science paper JASPAR2014 Data package for JASPAR JASPAR2016 Data package for JASPAR 2016 JASPAR2018 Data package for JASPAR 2018 JASPAR2020 Data package for JASPAR database (version 2020) KEGGdzPathwaysGEO KEGG Disease Datasets from GEO MM2Sdata Gene Expression Datasets for the 'MM2S' Package MOFAdata Data package for Multi-Omics Factor Analysis (MOFA) MPO.db A set of annotation maps describing the Mouse Phenotype Ontology MafDb.1Kgenomes.phase1.hs37d5 Minor allele frequency data from 1000 Genomes Phase 1 for hs37d5 MafDb.1Kgenomes.phase3.GRCh38 Minor allele frequency data from 1000 Genomes Phase 3 for GRCh38 PFAM.db A set of protein ID mappings for PFAM PolyPhen.Hsapiens.dbSNP131 PolyPhen Predictions for Homo sapiens dbSNP build 131 ProData SELDI-TOF data of Breast cancer samples RNAseqData.HNRNPC.bam.chr14 Aligned reads from RNAseq experiment: Transcription profiling by high throughput sequencing of HNRNPC knockdown and control HeLa cells RTCGA The Cancer Genome Atlas Data Integration RTCGA.CNV CNV (Copy-number variation) datasets from The Cancer Genome Atlas Project RTCGA.PANCAN12 PanCan 12 from Genome Cancer Browser RTCGA.RPPA RPPA datasets from The Cancer Genome Atlas Project RTCGA.clinical Clinical datasets from The Cancer Genome Atlas Project RTCGA.mRNA mRNA datasets from The Cancer Genome Atlas Project RTCGA.methylation Methylation datasets from The Cancer Genome Atlas Project RTCGA.miRNASeq miRNASeq datasets from The Cancer Genome Atlas Project RTCGA.mutations Mutations datasets from The Cancer Genome Atlas Project RTCGA.rnaseq Rna-seq datasets from The Cancer Genome Atlas Project RTN RTN: Reconstruction of Transcriptional regulatory Networks and analysis of regulons Rattus.norvegicus Annotation package for the Rattus.norvegicus object SIFT.Hsapiens.dbSNP132 SIFT Predictions for Homo sapiens dbSNP build 132 SIFT.Hsapiens.dbSNP137 PROVEAN/SIFT Predictions for Homo sapiens dbSNP build 137 SNPlocs.Hsapiens.dbSNP144.GRCh37 SNP locations for Homo sapiens (dbSNP Build 144) SNPlocs.Hsapiens.dbSNP144.GRCh38 SNP locations for Homo sapiens (dbSNP Build 144) TCGAMethylation450k The Cancer Genome Atlas Illumina 450k methylation example data TCGAbiolinksGUI.data Data for the TCGAbiolinksGUI package TargetScoreData TargetScoreData TxDb.Athaliana.BioMart.plantsmart22 Annotation package for TxDb object(s) TxDb.Celegans.UCSC.ce11.ensGene Annotation package for TxDb object(s) TxDb.Dmelanogaster.UCSC.dm3.ensGene Annotation package for TxDb object(s) TxDb.Drerio.UCSC.danRer10.refGene Annotation package for TxDb object(s) TxDb.Hsapiens.UCSC.hg18.knownGene Annotation package for TxDb object(s) TxDb.Hsapiens.UCSC.hg19.knownGene Annotation package for TxDb object(s) TxDb.Hsapiens.UCSC.hg19.lincRNAsTranscripts Annotation package for TxDb object(s) TxDb.Hsapiens.UCSC.hg38.knownGene Annotation package for TxDb object(s) TxDb.Hsapiens.UCSC.hg38.refGene Annotation package for TxDb object(s) TxDb.Mmusculus.UCSC.mm10.knownGene Annotation package for TxDb object(s) TxDb.Mmusculus.UCSC.mm9.knownGene Annotation package for TxDb object(s) TxDb.Rnorvegicus.UCSC.rn5.refGene Annotation package for TxDb object(s) XtraSNPlocs.Hsapiens.dbSNP144.GRCh38 Extra SNP locations for Homo sapiens (dbSNP Build 144) affydata Affymetrix Data for Demonstration Purpose airway RangedSummarizedExperiment for RNA-Seq in airway smooth muscle cells, by Himes et al PLoS One 2014 alakazam Immunoglobulin Clonal Lineage and Diversity Analysis aracne.networks ARACNe-inferred gene networks from TCGA tumor datasets bcellViper Human B-cell transcriptional interactome and normal human B-cell expression data bladderbatch Bladder gene expression data illustrating batch effects breastCancerMAINZ Gene expression dataset published by Schmidt et al. [2008] (MAINZ). breastCancerNKI Genexpression dataset published by van't Veer et al. [2002] and van de Vijver et al. [2002] (NKI). breastCancerTRANSBIG Gene expression dataset published by Desmedt et al. [2007] (TRANSBIG). breastCancerUNT Gene expression dataset published by Sotiriou et al. [2007] (UNT). breastCancerUPP Gene expression dataset published by Miller et al. [2005] (UPP). breastCancerVDX Gene expression datasets published by Wang et al. [2005] and Minn et al. [2007] (VDX). bsseq Analyze, manage and store whole-genome methylation data bsseqData Example whole genome bisulfite data for the bsseq package ccdata Data for Combination Connectivity Mapping (ccmap) Package drosophila2probe Probe sequence data for microarrays of type drosophila2 ensembldb Utilities to create and use Ensembl-based annotation databases fibroEset exprSet for Karaman et al. (2003) fibroblasts data flowWorkspaceData A data package containing two flowJo, one diva xml workspace and the associated fcs files as well as three GatingSets for testing the flowWorkspace, openCyto and CytoML packages. gageData Auxillary data for gage package gcspikelite Spike-in data for GC/MS data and methods within flagme geneplast Evolutionary and plasticity analysis of orthologous groups geneplast.data Input data for the geneplast package via AnnotationHub geneplast.data.string.v91 Input data for the geneplast package genomewidesnp5Crlmm Metadata for fast genotyping with the 'crlmm' package genomewidesnp6Crlmm Metadata for fast genotyping with the 'crlmm' package golubEsets exprSets for golub leukemia data grasp2db grasp2db, sqlite wrap of GRASP 2.0 h5vcData Example data for the h5vc package hapmap100kxba Sample data - Hapmap 100K XBA Affymetrix hapmapsnp5 Sample data - Hapmap SNP 5.0 Affymetrix hapmapsnp6 Sample data - Hapmap SNP 6.0 Affymetrix hgu133a.db Affymetrix Affymetrix HG-U133A Array annotation data (chip hgu133a) hgu133acdf hgu133acdf hgu133aprobe Probe sequence data for microarrays of type hgu133a hgu133plus2.db Affymetrix Affymetrix HG-U133_Plus_2 Array annotation data (chip hgu133plus2) hgu95a.db Affymetrix Affymetrix HG_U95A Array annotation data (chip hgu95a) hgu95av2 Affymetrix Human Genome U95 Set Annotation Data (hgu95av2) hgu95av2.db Affymetrix Affymetrix HG_U95Av2 Array annotation data (chip hgu95av2) hgu95av2cdf hgu95av2cdf hgu95av2probe Probe sequence data for microarrays of type hgu95av2 hu6800.db Affymetrix Affymetrix Hu6800 Array annotation data (chip hu6800) human.db0 Base Level Annotation databases for human human370v1cCrlmm Metadata for fast genotyping with the 'crlmm' package human610quadv1bCrlmm Metadata for fast genotyping with the 'crlmm' package humanCHRLOC A data package containing annotation data for humanCHRLOC humanStemCell Human Stem Cells time course experiment illuminaHumanv3.db Illumina HumanHT12v3 annotation data (chip illuminaHumanv3) leukemiasEset Leukemia's microarray gene expression data (expressionSet). lumiHumanAll.db Illumina Human Illumina expression annotation data (chip lumiHumanAll) lumiHumanIDMapping Illumina Identifier mapping for Human lungExpression ExpressionSets for Parmigiani et al., 2004 Clinical Cancer Research paper macrophage Human macrophage immune response maqcExpression4plex Sample Expression Data - MAQC / HG18 - NimbleGen metaboliteIDmapping Mapping of Metabolite IDs from Different Sources mia Microbiome analysis moe430a.db Affymetrix Affymetrix MOE430A Array annotation data (chip moe430a) mogene10sttranscriptcluster.db Affymetrix mogene10 annotation data (chip mogene10sttranscriptcluster) msdata Various Mass Spectrometry raw data example files mulea Enrichment Analysis Using Multiple Ontologies and False Discovery Rate org.Ag.eg.db Genome wide annotation for Anopheles org.At.tair.db Genome wide annotation for Arabidopsis org.Bt.eg.db Genome wide annotation for Bovine org.Ce.eg.db Genome wide annotation for Worm org.Cf.eg.db Genome wide annotation for Canine org.Dm.eg.db Genome wide annotation for Fly org.Dr.eg.db Genome wide annotation for Zebrafish org.EcK12.eg.db Genome wide annotation for E coli strain K12 org.EcSakai.eg.db Genome wide annotation for E coli strain Sakai org.Gg.eg.db Genome wide annotation for Chicken org.Hs.eg.db Genome wide annotation for Human org.Mm.eg.db Genome wide annotation for Mouse org.Mmu.eg.db Genome wide annotation for Rhesus org.Pt.eg.db Genome wide annotation for Chimp org.Rn.eg.db Genome wide annotation for Rat org.Sc.sgd.db Genome wide annotation for Yeast org.Ss.eg.db Genome wide annotation for Pig org.Xl.eg.db Genome wide annotation for Xenopus pasillaBamSubset Subset of BAM files from "Pasilla" experiment pd.hg.u133.plus.2 Platform Design Info for The Manufacturer's Name HG-U133_Plus_2 phastCons100way.UCSC.hg19 UCSC phastCons conservation scores for hg19 rae230a.db Affymetrix Affymetrix RAE230A Array annotation data (chip rae230a) rae230aprobe Probe sequence data for microarrays of type rae230a reactome.db A set of annotation maps for reactome scRNAseq Collection of Public Single-Cell RNA-Seq Datasets sesameData Supporting Data for SeSAMe Package signatureSearchData Datasets for signatureSearch package systemPipeRdata systemPipeRdata: Workflow templates and sample data tissueTreg TWGBS and RNA-seq data from tissue T regulatory cells from mice tweeDEseqCountData RNA-seq count data employed in the vignette of the tweeDEseq package tximportData tximportData viper Virtual Inference of Protein-activity by Enriched Regulon analysis yeast2.db Affymetrix Affymetrix Yeast_2 Array annotation data (chip yeast2) yeastNagalakshmi Yeast genome RNA sequencing data based on Nagalakshmi et. al. yeastRNASeq Yeast RNA-Seq Experimental Data from Lee et al. 2008 zebrafishRNASeq Zebrafish RNA-Seq Experimental Data from Ferreira et al. (2014) Packages in library '/data/gannet/ripley/R/R-devel/library': KernSmooth Functions for Kernel Smoothing Supporting Wand & Jones (1995) MASS Support Functions and Datasets for Venables and Ripley's MASS Matrix Sparse and Dense Matrix Classes and Methods base The R Base Package boot Bootstrap Functions class Functions for Classification cluster "Finding Groups in Data": Cluster Analysis Extended Rousseeuw et al. codetools Code Analysis Tools for R compiler The R Compiler Package datasets The R Datasets Package foreign Read Data Stored by 'Minitab', 'S', 'SAS', 'SPSS', 'Stata', 'Systat', 'Weka', 'dBase', ... grDevices The R Graphics Devices and Support for Colours and Fonts graphics The R Graphics Package grid The Grid Graphics Package lattice Trellis Graphics for R methods Formal Methods and Classes mgcv Mixed GAM Computation Vehicle with Automatic Smoothness Estimation nlme Linear and Nonlinear Mixed Effects Models nnet Feed-Forward Neural Networks and Multinomial Log-Linear Models parallel Support for Parallel Computation in R rpart Recursive Partitioning and Regression Trees spatial Functions for Kriging and Point Pattern Analysis splines Regression Spline Functions and Classes stats The R Stats Package stats4 Statistical Functions using S4 Classes survival Survival Analysis tcltk Tcl/Tk Interface tools Tools for Package Development utils The R Utils Package > require("GPArotation") Loading required package: GPArotation > require("GPArotateDF") Loading required package: GPArotateDF > search() [1] ".GlobalEnv" "package:GPArotateDF" "package:GPArotation" [4] "package:stats" "package:graphics" "package:grDevices" [7] "package:utils" "package:datasets" "package:methods" [10] "Autoloads" "package:base" > Sys.info() sysname "Linux" release "6.18.13-100.fc42.x86_64" version "#1 SMP PREEMPT_DYNAMIC Thu Feb 19 20:58:08 UTC 2026" nodename "gannet.stats.ox.ac.uk" machine "x86_64" login "ripley" user "ripley" effective_user "ripley" > > require("stats") > > fuzz <- 1e-6 > all.ok <- TRUE > > > data(ability.cov) > L <- loadings(factanal(factors = 2, covmat=ability.cov)) > > # quartimax > > LG <- quartimax(L, normalize = FALSE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "quartimax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.071172e-10 2.57213e-10 > LG <- quartimax(L, normalize = TRUE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "quartimax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 3.59409e-11 3.001116e-11 > > > > # quartimin > > LG <- quartimin(L, normalize = FALSE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "quartimin") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.399083e-11 2.122768e-12 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Factor1 Factor2 Factor1 0.00000000000000000e+00 -2.40939112794436028e-06 Factor2 -2.40939112794436028e-06 -4.44089209850062616e-16 > > LG <- quartimin(L, normalize = TRUE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "quartimin") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 1.159026e-12 1.261096e-11 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Factor1 Factor2 Factor1 3.33066907387546962e-16 -1.61240321056022040e-06 Factor2 -1.61240321056022040e-06 -2.22044604925031308e-16 > > # oblimax commented out as it is gives problem quite consistently > > #LG <- oblimax(L, normalize = FALSE, eps=1e-5) > #LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "oblimax") > # Oblimax fails for fuzz = 1e-6. But succeeds for 0.01 > # if( 0.01 < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { > # cat("Calculated value is not the same as test value in test rotations 1. Value:\n") > # cat("difference:\n") > # print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) > # all.ok <- FALSE > # } > # if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { > # cat("Calculated value is not the same as test value in test rotations 1. Value:\n") > # cat("difference:\n") > # print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) > # all.ok <- FALSE > # } > > #LG <- oblimax(L, normalize = TRUE, eps=1e-5) > #LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "oblimax") > # if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { > # cat("Calculated value is not the same as test value in test rotations 1. Value:\n") > # cat("difference:\n") > # print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) > # all.ok <- FALSE > # } > # if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { > # cat("Calculated value is not the same as test value in test rotations 1. Value:\n") > # cat("difference:\n") > # print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) > # all.ok <- FALSE > # } > > > # entropy > > LG <- entropy(L, normalize = FALSE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "entropy") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.380919e-10 2.879861e-10 > LG <- entropy(L, normalize = TRUE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "entropy") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.954305e-12 2.090064e-12 > > > > # simplimax > > LG <- simplimax(L, normalize = FALSE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "simplimax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > LG <- simplimax(L, normalize = TRUE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "simplimax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > > # bentlerQ > > LG <- bentlerQ(L, normalize = FALSE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "bentler") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 5.007946e-09 1.588763e-10 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Factor1 Factor2 Factor1 0.00000000000000000e+00 -3.94838463022573194e-05 Factor2 -3.94838463022573194e-05 0.00000000000000000e+00 > > LG <- bentlerQ(L, normalize = TRUE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "bentler") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 7.240895e-09 6.148903e-08 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Factor1 Factor2 Factor1 -3.33066907387546962e-16 -1.01274244345361808e-04 Factor2 -1.01274244345361808e-04 3.33066907387546962e-16 > > > # bentlerT > > LG <- bentlerT(L, normalize = FALSE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "bentler") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 1.091501e-10 1.295172e-10 > LG <- bentlerT(L, normalize = TRUE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "bentler") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.900089e-09 2.613755e-09 > > > # geominQ > > LG <- geominQ(L, normalize = FALSE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "geomin") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > LG <- geominQ(L, normalize = TRUE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "geomin") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > > # geominT > > LG <- geominT(L, normalize = FALSE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "geomin") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.031329e-12 2.95992e-12 > LG <- geominT(L, normalize = TRUE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "geomin") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > > > # infomaxQ > > LG <- infomaxQ(L, normalize = FALSE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "infomax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 8.975e-15 5.708274e-12 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Factor1 Factor2 Factor1 2.22044604925031308e-16 1.70503956775647225e-06 Factor2 1.70503956775647225e-06 -5.55111512312578270e-16 > > # changed to eps 1e-6 in order to pass the test. > LG <- infomaxQ(L, normalize = TRUE, eps=1e-6) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-6, method = "infomax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > > # infomaxT > > LG <- infomaxT(L, normalize = FALSE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "infomax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 4.178376e-12 4.43328e-12 > LG <- infomaxT(L, normalize = TRUE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "infomax") > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 2.276024e-11 2.200358e-11 > > > # CF Equamax Q > > LG <- GPFoblq(L, normalize = FALSE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 5.955028e-12 3.25221e-13 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: [,1] [,2] [1,] -5.55111512312578270e-16 1.40617321436886655e-06 [2,] 1.40617321436886655e-06 -1.11022302462515654e-16 > > LG <- GPFoblq(L, normalize = TRUE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 7.097005e-12 2.832944e-11 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: [,1] [,2] [1,] 3.33066907387546962e-16 -1.64903804228400119e-06 [2,] -1.64903804228400119e-06 2.22044604925031308e-16 > > > # CF equamax T > > LG <- GPForth(L, normalize = FALSE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 4.167408e-11 4.793769e-11 > LG <- GPForth(L, normalize = TRUE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "cf", methodArgs=list(kappa=2/12)) > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > > > # targetQ > LG <- targetQ(L, Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2), normalize=FALSE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = FALSE, eps=1e-5, method = "target", + methodArgs=list(Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2))) > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 3.94618e-11 3.993705e-11 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > LG <- targetQ(L, Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2), normalize=TRUE, eps=1e-5) > LGDF <- GPFoblq.df(L, normalize = TRUE, eps=1e-5, method = "target", + methodArgs=list(Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2))) > > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 3.719851e-12 5.003924e-12 > if( fuzz < max(abs(unclass(LGDF)$Phi - unclass(LG)$Phi))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$Phi - unclass(LG)$Phi), digits=18) + all.ok <- FALSE + } > > # targetT > > LG <- targetT(L, Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2), normalize=FALSE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = FALSE, eps=1e-5, method = "target", + methodArgs=list(Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2))) > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: Factor1 Factor2 general picture blocks maze reading vocab Factor1 Factor2 SS loadings 1.885373e-11 2.512168e-11 > > LG <- targetT(L, Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2), normalize=TRUE, eps=1e-5) > LGDF <- GPForth.df(L, normalize = TRUE, eps=1e-5, method = "target", + methodArgs=list(Target=matrix(c(rep(1,3),rep(0,6),rep(1,3)), 6,2))) > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } > > > A <- matrix(c(0.664, 0.688, 0.492, 0.837, 0.705, 0.82, 0.661, 0.457, 0.765, + 0.322, 0.248, 0.304, -0.291, -0.314, -0.377, 0.397, 0.294, 0.428, + -0.075, 0.192, 0.224, 0.037, 0.155, -0.104, 0.077, 0-.488, 0.009), + ncol = 3) > T0 <- matrix(NA, ncol = 3, nrow = 9) > T0[1, 1] <- T0[2, 1] <- T0[1, 2] <- 0 > LG <- targetT(A, Target = T0) > LGDF <- GPForth.df(A, method="target", methodArgs=list(Target = T0)) > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: [,1] [,2] [,3] [1,] [2,] [3,] [4,] [5,] [6,] [7,] [8,] [9,] [,1] [,2] [,3] SS loadings 4.298329e-09 1.12457e-08 5.386704e-10 > > fuzz <- 1e-2 # Because loadings to zero, lower the bar to same results > LG <- targetQ(A, Target = T0) > LGDF <- GPFoblq.df(A, method="target", methodArgs=list(Target = T0)) > if( fuzz < max(abs(unclass(LGDF)$loadings - unclass(LG)$loadings))) { + cat("Calculated value is not the same as test value in test rotations 1. Value:\n") + cat("difference:\n") + print((unclass(LGDF)$loadings - unclass(LG)$loadings), digits=18) + all.ok <- FALSE + } Calculated value is not the same as test value in test rotations 1. Value: difference: Loadings: [,1] [,2] [,3] [1,] [2,] [3,] -4.737575e-01 4.441155e-01 [4,] 2.013065e+00 -1.875580e+00 -2.990878e-01 [5,] 1.786464e+00 -1.663424e+00 -2.666271e-01 [6,] 2.391433e+00 -2.229573e+00 -3.535882e-01 [7,] -3.829006e-01 3.582927e-01 [8,] 2.033391e-01 -1.933861e-01 [9,] -2.683019e-01 2.509629e-01 [,1] [,2] [,3] SS loadings 1.28826 2.348151 0.6468996 > > # pstT > # This won't converge properly > # No further investigations performed. > > > > cat("tests completed.\n") tests completed. > > > > if (! all.ok) stop("some tests FAILED") Error: some tests FAILED Execution halted Flavor: r-devel-linux-x86_64-fedora-gcc