From e19ef36dab2476890d5308998f5f41c2e699183c Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Tue, 7 Jul 2020 22:02:30 -0400 Subject: [PATCH 01/62] Increase RoxygenNote version. --- DESCRIPTION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/DESCRIPTION b/DESCRIPTION index 7512831..f9ab789 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -41,6 +41,6 @@ Suggests: xml2, modeldata Roxygen: list(markdown = TRUE) -RoxygenNote: 7.1.0 +RoxygenNote: 7.1.1 VignetteBuilder: knitr Language: en-US From 0a3278a83e719559774d6a3c2022cdea499cbec2 Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Fri, 10 Jul 2020 21:41:33 -0400 Subject: [PATCH 02/62] Load ames_new directly from applicable. --- vignettes/continuous-data.Rmd | 3 +++ 1 file changed, 3 insertions(+) diff --git a/vignettes/continuous-data.Rmd b/vignettes/continuous-data.Rmd index 7360559..62c8fb0 100644 --- a/vignettes/continuous-data.Rmd +++ b/vignettes/continuous-data.Rmd @@ -69,6 +69,9 @@ the statistics estimated from the training set. library(recipes) library(dplyr) +# Load custom houses from applicable. +data(ames_new, package = "applicable") + ames_cols <- names(ames_new) training_data <- From db44c079d1544cbf93711f8540a291cad7963f1f Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Fri, 10 Jul 2020 22:02:19 -0400 Subject: [PATCH 03/62] Increase plot size. --- vignettes/continuous-data.Rmd | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/vignettes/continuous-data.Rmd b/vignettes/continuous-data.Rmd index 62c8fb0..3b32168 100644 --- a/vignettes/continuous-data.Rmd +++ b/vignettes/continuous-data.Rmd @@ -136,8 +136,7 @@ ames_pca Plotting the distribution function for the PCA scores is also helpful: -```{r autoplot, fig.align='center'} - +```{r autoplot, fig.align='center', fig.width=6} library(ggplot2) autoplot(ames_pca) ``` From b73568015c1744f7534e9a2220060e2ed9f48d98 Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Fri, 10 Jul 2020 22:20:00 -0400 Subject: [PATCH 04/62] Increase package version in preparation for submission to CRAN. --- DESCRIPTION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/DESCRIPTION b/DESCRIPTION index 7512831..5e9cdcb 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: applicable Title: A Compilation of Applicability Domain Methods -Version: 0.0.1.1 +Version: 0.0.1.2 Authors@R: c( person(given = "Marly", family = "Gotti", email = "marlygotti@gmail.com", role = c("aut", "cre")), person(given = "Max", family = "Kuhn", email = "max@rstudio.com", role = c("aut")), From bcf13e2214226a57c5b95abbded8af661304682f Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Fri, 10 Jul 2020 22:20:20 -0400 Subject: [PATCH 05/62] Increase RoxygenNote version. --- DESCRIPTION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/DESCRIPTION b/DESCRIPTION index 5e9cdcb..df9551f 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -41,6 +41,6 @@ Suggests: xml2, modeldata Roxygen: list(markdown = TRUE) -RoxygenNote: 7.1.0 +RoxygenNote: 7.1.1 VignetteBuilder: knitr Language: en-US From 6cb661c98c0514d524f7a85180ff1c75cbfc3206 Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Sat, 11 Jul 2020 19:01:38 -0400 Subject: [PATCH 06/62] Update list of words to ignore. --- inst/WORDLIST | 2 ++ 1 file changed, 2 insertions(+) diff --git a/inst/WORDLIST b/inst/WORDLIST index 5133162..fa3b318 100644 --- a/inst/WORDLIST +++ b/inst/WORDLIST @@ -20,3 +20,5 @@ tibble X'X intercal CMD +reprex +tidymodels From 5cc4542107e536bb7cfdbbc19d626b6746d60211 Mon Sep 17 00:00:00 2001 From: mpadge Date: Thu, 22 Oct 2020 12:51:51 +0200 Subject: [PATCH 07/62] add explicit line breaks to default print methods --- R/print.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/R/print.R b/R/print.R index 2414b19..ce21416 100644 --- a/R/print.R +++ b/R/print.R @@ -30,7 +30,7 @@ print.apd_pca <- function(x, ...) { total variation in the predictors." ) - cat(print_output) + cat(print_output, "\n") invisible(x) } @@ -56,7 +56,7 @@ print.apd_hat_values <- function(x, ...) { "# Predictors: {predictors_count}" ) - cat(print_output) + cat(print_output, "\n") invisible(x) } From 628457e8b7e91fc3dd1af5a2781a145b6bfb9cde Mon Sep 17 00:00:00 2001 From: Max Kuhn Date: Fri, 18 Mar 2022 15:02:55 -0400 Subject: [PATCH 08/62] changes to pca plot method --- R/plot.R | 22 +++++++++++++++++----- inst/WORDLIST | 1 + man/autoplot.apd_pca.Rd | 4 ++-- tests/testthat/test-plot.R | 2 +- 4 files changed, 21 insertions(+), 8 deletions(-) diff --git a/R/plot.R b/R/plot.R index 4733d45..eb9660e 100644 --- a/R/plot.R +++ b/R/plot.R @@ -1,4 +1,4 @@ -#' Plot the distribution function for pcas +#' Plot the distribution function for principal components #' #' @param object An object produced by `apd_pca`. #' @@ -33,12 +33,24 @@ autoplot.apd_pca <- function(object, ...) { pctl_data <- pctl_data %>% dplyr::select(!!terms, percentile) } - pctl_data %>% + p <- + pctl_data %>% tidyr::gather(component, value, -percentile) %>% ggplot2::ggplot(aes(x = value, y = percentile)) + - ggplot2::geom_step(direction = "hv") + - ggplot2::facet_wrap(~component) + - xlab("abs(value)") + ggplot2::geom_step(direction = "hv") + + plot_cols <- names(pctl_data)[names(pctl_data) != "percentile"] + if (length(plot_cols) > 1) { + p <- p + ggplot2::facet_wrap(~ component, scales = "free_x") + } + + if (all(plot_cols == "distance")) { + p <- p + xlab("distance to center") + } else { + p <- p + xlab("abs(value)") + } + + p } #' Plot the cumulative distribution function for similarity metrics diff --git a/inst/WORDLIST b/inst/WORDLIST index fa3b318..d7f0fd5 100644 --- a/inst/WORDLIST +++ b/inst/WORDLIST @@ -22,3 +22,4 @@ intercal CMD reprex tidymodels +Codecov diff --git a/man/autoplot.apd_pca.Rd b/man/autoplot.apd_pca.Rd index d46c8e7..59acabd 100644 --- a/man/autoplot.apd_pca.Rd +++ b/man/autoplot.apd_pca.Rd @@ -2,7 +2,7 @@ % Please edit documentation in R/plot.R \name{autoplot.apd_pca} \alias{autoplot.apd_pca} -\title{Plot the distribution function for pcas} +\title{Plot the distribution function for principal components} \usage{ \method{autoplot}{apd_pca}(object, ...) } @@ -18,7 +18,7 @@ A \code{ggplot} object that shows the distribution function for each principal component. } \description{ -Plot the distribution function for pcas +Plot the distribution function for principal components } \examples{ library(ggplot2) diff --git a/tests/testthat/test-plot.R b/tests/testthat/test-plot.R index f0d94e0..44ae260 100644 --- a/tests/testthat/test-plot.R +++ b/tests/testthat/test-plot.R @@ -32,6 +32,6 @@ test_that("output of autoplot.apd_pca is correct when options=distance are provi tidyr::gather(component, value, -percentile) expect_equal(ad_plot$data, pctls) - expect_equal(ad_plot$labels$x, "abs(value)") + expect_equal(ad_plot$labels$x, "distance to center") expect_equal(ad_plot$labels$y, "percentile") }) From bcdfaee9233999b828f967129d945015ad0801e1 Mon Sep 17 00:00:00 2001 From: Max Kuhn Date: Fri, 18 Mar 2022 16:00:03 -0400 Subject: [PATCH 09/62] initial work on isolation forests for #19 --- DESCRIPTION | 1 + NAMESPACE | 7 ++ R/isolation-fit.R | 157 +++++++++++++++++++++++++++++++++++++ R/isolation-score.R | 79 +++++++++++++++++++ man/apd_isolation.Rd | 67 ++++++++++++++++ man/score.apd_isolation.Rd | 41 ++++++++++ 6 files changed, 352 insertions(+) create mode 100644 R/isolation-fit.R create mode 100644 R/isolation-score.R create mode 100644 man/apd_isolation.Rd create mode 100644 man/score.apd_isolation.Rd diff --git a/DESCRIPTION b/DESCRIPTION index f6d0c07..d6696e0 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -33,6 +33,7 @@ Imports: utils Suggests: covr, + isotree, knitr, modeldata, recipes (>= 0.1.7), diff --git a/NAMESPACE b/NAMESPACE index 391f9ad..92310e0 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -5,6 +5,11 @@ S3method(apd_hat_values,default) S3method(apd_hat_values,formula) S3method(apd_hat_values,matrix) S3method(apd_hat_values,recipe) +S3method(apd_isolation,data.frame) +S3method(apd_isolation,default) +S3method(apd_isolation,formula) +S3method(apd_isolation,matrix) +S3method(apd_isolation,recipe) S3method(apd_pca,data.frame) S3method(apd_pca,default) S3method(apd_pca,formula) @@ -21,10 +26,12 @@ S3method(print,apd_hat_values) S3method(print,apd_pca) S3method(print,apd_similarity) S3method(score,apd_hat_values) +S3method(score,apd_isolation) S3method(score,apd_pca) S3method(score,apd_similarity) S3method(score,default) export(apd_hat_values) +export(apd_isolation) export(apd_pca) export(apd_similarity) export(autoplot.apd_pca) diff --git a/R/isolation-fit.R b/R/isolation-fit.R new file mode 100644 index 0000000..08e3112 --- /dev/null +++ b/R/isolation-fit.R @@ -0,0 +1,157 @@ +# ----------------------------------------------------------------------------- +# ---------------------- Model Constructor ------------------------------------ +# ----------------------------------------------------------------------------- + +new_apd_isolation <- function(model, pctls, blueprint) { + # TODO add checks here + hardhat::new_model( + model = model, + pctls = pctls, + blueprint = blueprint, + class = "apd_isolation" + ) +} + +# ----------------------------------------------------------------------------- +# ---------------------- Model function implementation ------------------------ +# ----------------------------------------------------------------------------- + +apd_isolation_impl <- function(predictors, options) { + if (!rlang::is_installed("isotree")) { + rlang::abort("The 'isotree' package is required for apd_isolation().") + } + cl <- rlang::call2("isolation.forest", .ns = "isotree", df = quote(predictors)) + cl <- rlang::call_modify(cl, !!!options) + model_fit <- rlang::eval_tidy(cl) + + # Get reference distribution + tr_pred <- predict(model_fit, predictors, type = "score") + + # Calculate percentile for scores + pctls <- + tibble::tibble(score = get_ref_percentile(tr_pred)) %>% + mutate(percentile = seq(0, 100, length = 101)) + + res <- list( + model = model_fit, + pctls = pctls + ) + res +} + +# ----------------------------------------------------------------------------- +# ------------------------ Model function bridge ------------------------------ +# ----------------------------------------------------------------------------- + +apd_isolation_bridge <- function(processed, ...) { + predictors <- processed$predictors + options <- list(...) + + fit <- apd_isolation_impl(predictors, options) + + new_apd_isolation( + model = fit$model, + pctls = fit$pctls, + blueprint = processed$blueprint + ) +} + +# ----------------------------------------------------------------------------- +# ----------------------- Model function interface ---------------------------- +# ----------------------------------------------------------------------------- + +#' Fit an isolation forest to estimate an applicability domain. +#' +#' `apd_isolation()` fits an isolation forest model. +#' +#' @param x Depending on the context: +#' +#' * A __data frame__ of predictors. +#' * A __matrix__ of predictors. +#' * A __recipe__ specifying a set of preprocessing steps +#' created from [recipes::recipe()]. +#' +#' @param data When a __recipe__ or __formula__ is used, `data` is specified as: +#' +#' * A __data frame__ containing the predictors. +#' +#' @param formula A formula specifying the predictor terms on the right-hand +#' side. No outcome should be specified. +#' +#' @param ... Options to pass to [isotree::isolation.forest()]. Options should +#' not include `df`. +#' +#' @details background on isolation forests +#' +#' @return +#' +#' A `apd_isolation` object. +#' +#' @examples +#' predictors <- mtcars[, -1] +#' +#' # Data frame interface +#' mod <- apd_isolation(predictors) +#' +#' # Formula interface +#' mod2 <- apd_isolation(mpg ~ ., mtcars) +#' +#' # Recipes interface +#' library(recipes) +#' rec <- recipe(mpg ~ ., mtcars) +#' rec <- step_log(rec, disp) +#' mod3 <- apd_isolation(rec, mtcars) +#' @export +apd_isolation <- function(x, ...) { + UseMethod("apd_isolation") +} + +# Default method + +#' @export +#' @rdname apd_isolation +apd_isolation.default <- function(x, ...) { + cls <- class(x)[1] + message <- + "`x` is not of a recognized type. + Only data.frame, matrix, recipe, and formula objects are allowed. + A {cls} was specified." + message <- glue::glue(message) + rlang::abort(message = message) +} + +# Data frame method + +#' @export +#' @rdname apd_isolation +apd_isolation.data.frame <- function(x, ...) { + processed <- hardhat::mold(x, NA_real_) + apd_isolation_bridge(processed, ...) +} + +# Matrix method + +#' @export +#' @rdname apd_isolation +apd_isolation.matrix <- function(x, ...) { + processed <- hardhat::mold(x, NA_real_) + apd_isolation_bridge(processed, ...) +} + +# Formula method + +#' @export +#' @rdname apd_isolation +apd_isolation.formula <- function(formula, data, ...) { + processed <- hardhat::mold(formula, data) + apd_isolation_bridge(processed, ...) +} + +# Recipe method + +#' @export +#' @rdname apd_isolation +apd_isolation.recipe <- function(x, data, ...) { + processed <- hardhat::mold(x, data) + apd_isolation_bridge(processed, ...) +} diff --git a/R/isolation-score.R b/R/isolation-score.R new file mode 100644 index 0000000..184081a --- /dev/null +++ b/R/isolation-score.R @@ -0,0 +1,79 @@ +# ----------------------------------------------------------------------------- +# ---------------------- Model function implementation ------------------------ +# ----------------------------------------------------------------------------- + +score_apd_isolation <- function(model, predictors) { + + predicted_output <- stats::predict(model$model, predictors) + predicted_output <- tibble::tibble(score = predicted_output) + + # Compute percentile of new isotree scores + new_pctls <- get_new_percentile( + model$pctls$score, + predicted_output$score, + grid = model$pctls$percentile + ) + predicted_output$score_pctl <- new_pctls + predicted_output +} + +# ----------------------------------------------------------------------------- +# ------------------------ Model function bridge ------------------------------ +# ----------------------------------------------------------------------------- + +score_apd_isolation_bridge <- function(type, model, predictors) { + + predictions <- score_apd_isolation(model, predictors) + + hardhat::validate_prediction_size(predictions, predictors) + + predictions +} + +# ----------------------------------------------------------------------------- +# ----------------------- Model function interface ---------------------------- +# ----------------------------------------------------------------------------- + +#' Predict from a `apd_isolation` +#' +#' @param object A `apd_isolation` object. +#' +#' @param new_data A data frame or matrix of new samples. +#' +#' @param type A single character. The type of predictions to generate. +#' Valid options are: +#' +#' - `"numeric"` for numeric predictions. +#' +#' @param ... Not used, but required for extensibility. +#' +#' @details About the score +#' +#' @return +#' +#' A tibble of predictions. The number of rows in the tibble is guaranteed +#' to be the same as the number of rows in `new_data`. +#' +#' @examples +#' train <- mtcars[1:20, ] +#' test <- mtcars[21:32, -1] +#' +#' # Fit +#' mod <- apd_isolation(mpg ~ cyl + log(drat), train) +#' +#' # Predict, with preprocessing +#' score(mod, test) +#' @export +score.apd_isolation <- function(object, new_data, type = "numeric", ...) { + forged <- hardhat::forge(new_data, object$blueprint) + rlang::arg_match(type, valid_isolation_predict_types()) + score_apd_isolation_bridge(type, object, forged$predictors) +} + +# ----------------------------------------------------------------------------- +# ----------------------- Helper functions ------------------------------------ +# ----------------------------------------------------------------------------- + +valid_isolation_predict_types <- function() { + c("numeric") +} diff --git a/man/apd_isolation.Rd b/man/apd_isolation.Rd new file mode 100644 index 0000000..729d324 --- /dev/null +++ b/man/apd_isolation.Rd @@ -0,0 +1,67 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/isolation-fit.R +\name{apd_isolation} +\alias{apd_isolation} +\alias{apd_isolation.default} +\alias{apd_isolation.data.frame} +\alias{apd_isolation.matrix} +\alias{apd_isolation.formula} +\alias{apd_isolation.recipe} +\title{Fit an isolation forest to estimate an applicability domain.} +\usage{ +apd_isolation(x, ...) + +\method{apd_isolation}{default}(x, ...) + +\method{apd_isolation}{data.frame}(x, ...) + +\method{apd_isolation}{matrix}(x, ...) + +\method{apd_isolation}{formula}(formula, data, ...) + +\method{apd_isolation}{recipe}(x, data, ...) +} +\arguments{ +\item{x}{Depending on the context: +\itemize{ +\item A \strong{data frame} of predictors. +\item A \strong{matrix} of predictors. +\item A \strong{recipe} specifying a set of preprocessing steps +created from \code{\link[recipes:recipe]{recipes::recipe()}}. +}} + +\item{...}{Options to pass to \code{\link[isotree:isolation.forest]{isotree::isolation.forest()}}. Options should +not include \code{df}.} + +\item{formula}{A formula specifying the predictor terms on the right-hand +side. No outcome should be specified.} + +\item{data}{When a \strong{recipe} or \strong{formula} is used, \code{data} is specified as: +\itemize{ +\item A \strong{data frame} containing the predictors. +}} +} +\value{ +A \code{apd_isolation} object. +} +\description{ +\code{apd_isolation()} fits an isolation forest model. +} +\details{ +background on isolation forests +} +\examples{ +predictors <- mtcars[, -1] + +# Data frame interface +mod <- apd_isolation(predictors) + +# Formula interface +mod2 <- apd_isolation(mpg ~ ., mtcars) + +# Recipes interface +library(recipes) +rec <- recipe(mpg ~ ., mtcars) +rec <- step_log(rec, disp) +mod3 <- apd_isolation(rec, mtcars) +} diff --git a/man/score.apd_isolation.Rd b/man/score.apd_isolation.Rd new file mode 100644 index 0000000..f150a06 --- /dev/null +++ b/man/score.apd_isolation.Rd @@ -0,0 +1,41 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/isolation-score.R +\name{score.apd_isolation} +\alias{score.apd_isolation} +\title{Predict from a \code{apd_isolation}} +\usage{ +\method{score}{apd_isolation}(object, new_data, type = "numeric", ...) +} +\arguments{ +\item{object}{A \code{apd_isolation} object.} + +\item{new_data}{A data frame or matrix of new samples.} + +\item{type}{A single character. The type of predictions to generate. +Valid options are: +\itemize{ +\item \code{"numeric"} for numeric predictions. +}} + +\item{...}{Not used, but required for extensibility.} +} +\value{ +A tibble of predictions. The number of rows in the tibble is guaranteed +to be the same as the number of rows in \code{new_data}. +} +\description{ +Predict from a \code{apd_isolation} +} +\details{ +About the score +} +\examples{ +train <- mtcars[1:20, ] +test <- mtcars[21:32, -1] + +# Fit +mod <- apd_isolation(mpg ~ cyl + log(drat), train) + +# Predict, with preprocessing +score(mod, test) +} From dd6f0bdbc8fcec48df54ad8e172601b88343289e Mon Sep 17 00:00:00 2001 From: Max Kuhn Date: Sat, 19 Mar 2022 13:00:18 -0400 Subject: [PATCH 10/62] update documentation --- NAMESPACE | 1 + R/isolation-fit.R | 65 +++++++++++++++++++++++++++----------- R/isolation-score.R | 26 +++++++++------ inst/WORDLIST | 29 +++++++++++------ man/apd_isolation.Rd | 42 ++++++++++++++++-------- man/score.apd_isolation.Rd | 24 ++++++++++---- 6 files changed, 130 insertions(+), 57 deletions(-) diff --git a/NAMESPACE b/NAMESPACE index 92310e0..df820fb 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -23,6 +23,7 @@ S3method(apd_similarity,recipe) S3method(autoplot,apd_pca) S3method(autoplot,apd_similarity) S3method(print,apd_hat_values) +S3method(print,apd_isolation) S3method(print,apd_pca) S3method(print,apd_similarity) S3method(score,apd_hat_values) diff --git a/R/isolation-fit.R b/R/isolation-fit.R index 08e3112..0405ce0 100644 --- a/R/isolation-fit.R +++ b/R/isolation-fit.R @@ -3,7 +3,6 @@ # ----------------------------------------------------------------------------- new_apd_isolation <- function(model, pctls, blueprint) { - # TODO add checks here hardhat::new_model( model = model, pctls = pctls, @@ -17,10 +16,8 @@ new_apd_isolation <- function(model, pctls, blueprint) { # ----------------------------------------------------------------------------- apd_isolation_impl <- function(predictors, options) { - if (!rlang::is_installed("isotree")) { - rlang::abort("The 'isotree' package is required for apd_isolation().") - } - cl <- rlang::call2("isolation.forest", .ns = "isotree", df = quote(predictors)) + check_isotree() + cl <- rlang::call2("isolation.forest", .ns = "isotree", data = quote(predictors)) cl <- rlang::call_modify(cl, !!!options) model_fit <- rlang::eval_tidy(cl) @@ -67,7 +64,8 @@ apd_isolation_bridge <- function(processed, ...) { #' @param x Depending on the context: #' #' * A __data frame__ of predictors. -#' * A __matrix__ of predictors. +#' * A __matrix__ of predictors (see the `categ_cols` argument of +#' [isotree::isolation.forest()]). #' * A __recipe__ specifying a set of preprocessing steps #' created from [recipes::recipe()]. #' @@ -79,28 +77,43 @@ apd_isolation_bridge <- function(processed, ...) { #' side. No outcome should be specified. #' #' @param ... Options to pass to [isotree::isolation.forest()]. Options should -#' not include `df`. +#' not include `data`. #' -#' @details background on isolation forests +#' @details +#' In an isolation forest, splits are designed to isolate individual data points. +#' The tree construction process takes random split locations on randomly +#' selected predictors. As splits are made in the tree, the algorithm tracks +#' when data points are isolated as more splits are made. The first points that +#' are isolated are thought to be outliers or anomalous From these results, an +#' anomaly score can be constructed. +#' +#' This function creates an isolation forest on the training set and measures +#' the reference distribution of the scores when re-predicting the training set. +#' When scoring new data, the raw anomaly score is produced along with the +#' sample's corresponding percentile of the reference distribution. +#' @references +#' Liu, Fei Tony, Kai Ming Ting, and Zhi-Hua Zhou. "Isolation forest." +#' 2008 _Eighth IEEE International Conference on Data Mining. IEEE_, 2008. +#' Liu, Fei Tony, Kai Ming Ting, and Zhi-Hua Zhou. "Isolation-based anomaly +#' detection." _ACM Transactions on Knowledge Discovery from Data (TKDD)_ 6.1 +#' (2012): 3. #' #' @return #' #' A `apd_isolation` object. #' #' @examples -#' predictors <- mtcars[, -1] +#' if (rlang::is_installed(c("isotree", "modeldata"))) { +#' library(dplyr) #' -#' # Data frame interface -#' mod <- apd_isolation(predictors) +#' data(cells, package = "modeldata") #' -#' # Formula interface -#' mod2 <- apd_isolation(mpg ~ ., mtcars) +#' cells_tr <- cells %>% filter(case == "Train") %>% select(-case, -class) +#' cells_te <- cells %>% filter(case != "Train") %>% select(-case, -class) #' -#' # Recipes interface -#' library(recipes) -#' rec <- recipe(mpg ~ ., mtcars) -#' rec <- step_log(rec, disp) -#' mod3 <- apd_isolation(rec, mtcars) +#' if_mod <- apd_isolation(cells_tr) +#' if_mod +#' } #' @export apd_isolation <- function(x, ...) { UseMethod("apd_isolation") @@ -155,3 +168,19 @@ apd_isolation.recipe <- function(x, data, ...) { processed <- hardhat::mold(x, data) apd_isolation_bridge(processed, ...) } + +#' @export +print.apd_isolation <- function(x, ...) { + check_isotree() + cat("Applicability domain via isolation forests\n\n") + print(x$model) + invisible(x) +} + +check_isotree <- function() { + if (!rlang::is_installed("isotree")) { + rlang::abort("The 'isotree' package is required for apd_isolation().") + } + loadNamespace("isotree") + invisible(NULL) +} diff --git a/R/isolation-score.R b/R/isolation-score.R index 184081a..cb954cf 100644 --- a/R/isolation-score.R +++ b/R/isolation-score.R @@ -3,9 +3,9 @@ # ----------------------------------------------------------------------------- score_apd_isolation <- function(model, predictors) { - + check_isotree() predicted_output <- stats::predict(model$model, predictors) - predicted_output <- tibble::tibble(score = predicted_output) + predicted_output <- tibble::tibble(score = unname(predicted_output)) # Compute percentile of new isotree scores new_pctls <- get_new_percentile( @@ -52,17 +52,25 @@ score_apd_isolation_bridge <- function(type, model, predictors) { #' @return #' #' A tibble of predictions. The number of rows in the tibble is guaranteed -#' to be the same as the number of rows in `new_data`. +#' to be the same as the number of rows in `new_data`. The `score` column is the +#' raw prediction from [isotree::predict.isolation_forest()] while `score_pctl` +#' compares this value to the reference distribution of the score created by +#' predicting the training set. A value of _X_ means that _X_ percent of the +#' training data have scores less than the predicted value. #' +#' @seealso [apd_isolation()] #' @examples -#' train <- mtcars[1:20, ] -#' test <- mtcars[21:32, -1] +#' if (rlang::is_installed(c("isotree", "modeldata"))) { +#' library(dplyr) +#' +#' data(cells, package = "modeldata") #' -#' # Fit -#' mod <- apd_isolation(mpg ~ cyl + log(drat), train) +#' cells_tr <- cells %>% filter(case == "Train") %>% select(-case, -class) +#' cells_te <- cells %>% filter(case != "Train") %>% select(-case, -class) #' -#' # Predict, with preprocessing -#' score(mod, test) +#' if_mod <- apd_isolation(cells_tr) +#' score(if_mod, cells_te) +#' } #' @export score.apd_isolation <- function(object, new_data, type = "numeric", ...) { forged <- hardhat::forge(new_data, object$blueprint) diff --git a/inst/WORDLIST b/inst/WORDLIST index fa3b318..0fd2502 100644 --- a/inst/WORDLIST +++ b/inst/WORDLIST @@ -1,24 +1,33 @@ -al +ACM Ames -Chemoinformatics +CMD CRC +Chemoinformatics +Codecov De -doi -et -extensibility +Fei Gillet +Hua Jaccard +Kai Lifecycle +Liu Netzeva OkCupid -pca -pcas -pre QSAR Springer -tibble +TKDD X'X +Zhi +Zhou +al +doi +et +extensibility intercal -CMD +pca +pcas +pre reprex +tibble tidymodels diff --git a/man/apd_isolation.Rd b/man/apd_isolation.Rd index 729d324..dd74a39 100644 --- a/man/apd_isolation.Rd +++ b/man/apd_isolation.Rd @@ -25,13 +25,14 @@ apd_isolation(x, ...) \item{x}{Depending on the context: \itemize{ \item A \strong{data frame} of predictors. -\item A \strong{matrix} of predictors. +\item A \strong{matrix} of predictors (see the \code{categ_cols} argument of +\code{\link[isotree:isolation.forest]{isotree::isolation.forest()}}). \item A \strong{recipe} specifying a set of preprocessing steps created from \code{\link[recipes:recipe]{recipes::recipe()}}. }} \item{...}{Options to pass to \code{\link[isotree:isolation.forest]{isotree::isolation.forest()}}. Options should -not include \code{df}.} +not include \code{data}.} \item{formula}{A formula specifying the predictor terms on the right-hand side. No outcome should be specified.} @@ -48,20 +49,35 @@ A \code{apd_isolation} object. \code{apd_isolation()} fits an isolation forest model. } \details{ -background on isolation forests +In an isolation forest, splits are designed to isolate individual data points. +The tree construction process takes random split locations on randomly +selected predictors. As splits are made in the tree, the algorithm tracks +when data points are isolated as more splits are made. The first points that +are isolated are thought to be outliers or anamolous. From these results, an +anomaly score can be constructed. + +This function creates an isolation forest on the training set and measures +the reference distribution of the scores when re-predicting the training set. +When scoring new data, the raw anomaly score is produced along with the +sample's corresponding percentile of the reference distribution. } \examples{ -predictors <- mtcars[, -1] +if (rlang::is_installed(c("isotree", "modeldata"))) { + library(dplyr) -# Data frame interface -mod <- apd_isolation(predictors) + data(cells, package = "modeldata") -# Formula interface -mod2 <- apd_isolation(mpg ~ ., mtcars) + cells_tr <- cells \%>\% filter(case == "Train") \%>\% select(-case, -class) + cells_te <- cells \%>\% filter(case != "Train") \%>\% select(-case, -class) -# Recipes interface -library(recipes) -rec <- recipe(mpg ~ ., mtcars) -rec <- step_log(rec, disp) -mod3 <- apd_isolation(rec, mtcars) + if_mod <- apd_isolation(cells_tr) + if_mod +} +} +\references{ +Liu, Fei Tony, Kai Ming Ting, and Zhi-Hua Zhou. "Isolation forest." +2008 \emph{Eighth IEEE International Conference on Data Mining. IEEE}, 2008. +Liu, Fei Tony, Kai Ming Ting, and Zhi-Hua Zhou. "Isolation-based anomaly +detection." \emph{ACM Transactions on Knowledge Discovery from Data (TKDD)} 6.1 +(2012): 3. } diff --git a/man/score.apd_isolation.Rd b/man/score.apd_isolation.Rd index f150a06..8ff7517 100644 --- a/man/score.apd_isolation.Rd +++ b/man/score.apd_isolation.Rd @@ -21,7 +21,11 @@ Valid options are: } \value{ A tibble of predictions. The number of rows in the tibble is guaranteed -to be the same as the number of rows in \code{new_data}. +to be the same as the number of rows in \code{new_data}. The \code{score} column is the +raw prediction from \code{\link[isotree:predict.isolation_forest]{isotree::predict.isolation_forest()}} while \code{score_pctl} +compares this value to the reference distribution of the score created by +predicting the training set. A value of \emph{X} means that \emph{X} percent of the +training data have scores less than the predicted value. } \description{ Predict from a \code{apd_isolation} @@ -30,12 +34,18 @@ Predict from a \code{apd_isolation} About the score } \examples{ -train <- mtcars[1:20, ] -test <- mtcars[21:32, -1] +if (rlang::is_installed(c("isotree", "modeldata"))) { + library(dplyr) -# Fit -mod <- apd_isolation(mpg ~ cyl + log(drat), train) + data(cells, package = "modeldata") -# Predict, with preprocessing -score(mod, test) + cells_tr <- cells \%>\% filter(case == "Train") \%>\% select(-case, -class) + cells_te <- cells \%>\% filter(case != "Train") \%>\% select(-case, -class) + + if_mod <- apd_isolation(cells_tr) + score(if_mod, cells_te) +} +} +\seealso{ +\code{\link[=apd_isolation]{apd_isolation()}} } From 1208d23e3bca7022e645adc3a3403ec542677d2a Mon Sep 17 00:00:00 2001 From: Max Kuhn Date: Sat, 19 Mar 2022 13:00:23 -0400 Subject: [PATCH 11/62] unit tests --- tests/testthat/_snaps/isolation-fit.md | 13 +++++++++ tests/testthat/test-isolation-fit.R | 39 ++++++++++++++++++++++++++ tests/testthat/test-isolation-score.R | 21 ++++++++++++++ 3 files changed, 73 insertions(+) create mode 100644 tests/testthat/_snaps/isolation-fit.md create mode 100644 tests/testthat/test-isolation-fit.R create mode 100644 tests/testthat/test-isolation-score.R diff --git a/tests/testthat/_snaps/isolation-fit.md b/tests/testthat/_snaps/isolation-fit.md new file mode 100644 index 0000000..d955cff --- /dev/null +++ b/tests/testthat/_snaps/isolation-fit.md @@ -0,0 +1,13 @@ +# model fitting for isolation forests + + Code + print(res_df) + Output + Applicability domain via isolation forests + + Extended Isolation Forest model + Splitting by 3 variables at a time + Consisting of 10 trees + Numeric columns: 56 + Size: 304.24 KiB + diff --git a/tests/testthat/test-isolation-fit.R b/tests/testthat/test-isolation-fit.R new file mode 100644 index 0000000..a265011 --- /dev/null +++ b/tests/testthat/test-isolation-fit.R @@ -0,0 +1,39 @@ +library(recipes) + +test_that("model fitting for isolation forests", { + skip_if_not_installed("isotree") + + data(cells, package = "modeldata") + + cells_tr <- cells %>% filter(case == "Train") %>% select(-case, -class) + cells_te <- cells %>% filter(case != "Train") %>% select(-case, -class) + + rec <- + recipe(~ ., data = cells_tr) %>% + step_pca(all_predictors(), num_comp = 2) + + expect_error( + res_df <- apd_isolation(cells_tr, ntrees = 10, nthreads = 1), + regexp = NA + ) + expect_error( + res_1d <- apd_isolation(cells_tr %>% dplyr::select(1), + ntrees = 10, nthreads = 1), + regexp = NA + ) + expect_equal(res_1d$model$params$ndim, 1) + expect_error( + res_rec <- apd_isolation(rec, cells_tr, ntrees = 10, nthreads = 1), + regexp = NA + ) + expect_equal(res_rec$model$params$ndim, 2) + expect_error( + apd_isolation(as.matrix(cells_tr), ntrees = 10, nthreads = 1), + regexp = NA + ) + expect_error( + apd_isolation(print), + regexp = "is not of a recognized type" + ) + expect_snapshot(print(res_df)) +}) diff --git a/tests/testthat/test-isolation-score.R b/tests/testthat/test-isolation-score.R new file mode 100644 index 0000000..d9f9524 --- /dev/null +++ b/tests/testthat/test-isolation-score.R @@ -0,0 +1,21 @@ +library(recipes) + +test_that("scoring isolation forests", { + skip_if_not_installed("isotree") + data(cells, package = "modeldata") + + cells_tr <- cells %>% filter(case == "Train") %>% select(-case, -class) + cells_te <- cells %>% filter(case != "Train") %>% select(-case, -class) + + res_df <- apd_isolation(cells_tr, ntrees = 10, nthreads = 1) + expect_error( + score_te <- score(res_df, cells_te), + regexp = NA + ) + + expect_true(identical(names(score_te), c("score", "score_pctl"))) + expect_true(inherits(score_te, "tbl_df")) + expect_equal(nrow(score_te), nrow(cells_te)) + raw_res <- unname(predict(res_df$model, cells_te)) + expect_equal(raw_res, score_te$score) +}) From 4a4c2df660d6c8023f085c80d99c3a98c2c25b44 Mon Sep 17 00:00:00 2001 From: Max Kuhn Date: Sat, 19 Mar 2022 13:01:39 -0400 Subject: [PATCH 12/62] update news --- NEWS.md | 5 +++++ 1 file changed, 5 insertions(+) diff --git a/NEWS.md b/NEWS.md index c8512e7..b19b038 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,3 +1,8 @@ +applicable (development version) +================== + +Added isolation forest methods via the isotree package in the function `apd_isolation()`. + applicable 0.0.1.1 ================== From f6e28e282a3316a76b0e6096e0211f70f7add550 Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Mon, 28 Mar 2022 12:30:17 -0400 Subject: [PATCH 13/62] Remove line at the end of DESCRIPTION. --- DESCRIPTION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/DESCRIPTION b/DESCRIPTION index 79e8cbf..047425c 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -48,4 +48,4 @@ LazyData: true Roxygen: list(markdown = TRUE) RoxygenNote: 7.1.2 Config/Needs/website: tidyverse/tidytemplate -Config/testthat/edition: 3 \ No newline at end of file +Config/testthat/edition: 3 From 9701c229148f303fdf0d6a70a4889c38d73a0343 Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Mon, 28 Mar 2022 12:30:33 -0400 Subject: [PATCH 14/62] Remove newline on print. --- R/print.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/R/print.R b/R/print.R index 6cced91..259eaf4 100644 --- a/R/print.R +++ b/R/print.R @@ -30,7 +30,7 @@ print.apd_pca <- function(x, ...) { total variation in the predictors." ) - cat(print_output, "\n") + cat(print_output) invisible(x) } @@ -55,7 +55,7 @@ print.apd_hat_values <- function(x, ...) { "# Predictors: {predictors_count}" ) - cat(print_output, "\n") + cat(print_output) invisible(x) } From f7128f6468ce4bea9ffca6316d1fd3208e204c40 Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Sun, 3 Apr 2022 15:48:57 -0400 Subject: [PATCH 15/62] Remove merge leftovers. --- vignettes/continuous-data.Rmd | 4 ---- 1 file changed, 4 deletions(-) diff --git a/vignettes/continuous-data.Rmd b/vignettes/continuous-data.Rmd index dbb3f35..8516e5d 100644 --- a/vignettes/continuous-data.Rmd +++ b/vignettes/continuous-data.Rmd @@ -69,14 +69,10 @@ the statistics estimated from the training set. library(recipes) library(dplyr) -<<<<<<< HEAD # Load custom houses from applicable. data(ames_new, package = "applicable") -ames_cols <- names(ames_new) -======= ames_cols <- intersect(names(ames), names(ames_new)) ->>>>>>> main training_data <- ames %>% From e06c7fa9cf9e8d66656ec49fcf1acd82ad06ad84 Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Fri, 29 Apr 2022 08:12:17 -0400 Subject: [PATCH 16/62] Fix typo. --- R/isolation-fit.R | 2 +- man/apd_isolation.Rd | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/R/isolation-fit.R b/R/isolation-fit.R index 0405ce0..727b3b4 100644 --- a/R/isolation-fit.R +++ b/R/isolation-fit.R @@ -84,7 +84,7 @@ apd_isolation_bridge <- function(processed, ...) { #' The tree construction process takes random split locations on randomly #' selected predictors. As splits are made in the tree, the algorithm tracks #' when data points are isolated as more splits are made. The first points that -#' are isolated are thought to be outliers or anomalous From these results, an +#' are isolated are thought to be outliers or anomalous. From these results, an #' anomaly score can be constructed. #' #' This function creates an isolation forest on the training set and measures diff --git a/man/apd_isolation.Rd b/man/apd_isolation.Rd index dd74a39..6a8ba61 100644 --- a/man/apd_isolation.Rd +++ b/man/apd_isolation.Rd @@ -53,7 +53,7 @@ In an isolation forest, splits are designed to isolate individual data points. The tree construction process takes random split locations on randomly selected predictors. As splits are made in the tree, the algorithm tracks when data points are isolated as more splits are made. The first points that -are isolated are thought to be outliers or anamolous. From these results, an +are isolated are thought to be outliers or anomalous. From these results, an anomaly score can be constructed. This function creates an isolation forest on the training set and measures From 218c59632d285aa7aa5c6b45ccd876bf4ee80f51 Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Sat, 14 May 2022 17:01:35 -0400 Subject: [PATCH 17/62] Remove extra space. --- DESCRIPTION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/DESCRIPTION b/DESCRIPTION index 9afef06..bf32a27 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -7,7 +7,7 @@ Authors@R: c( person("RStudio", role = "cph") ) Description: A modeling package compiling applicability domain methods in - R. It combines different methods to measure the amount of + R. It combines different methods to measure the amount of extrapolation new samples can have from the training set. See Netzeva et al (2005) for an overview of applicability domains. From 0d4036af963359f30c582c36081a560d333554ff Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Sat, 14 May 2022 17:03:31 -0400 Subject: [PATCH 18/62] Add isotree to the WORDLIST. --- inst/WORDLIST | 1 + 1 file changed, 1 insertion(+) diff --git a/inst/WORDLIST b/inst/WORDLIST index 72310cd..4243735 100644 --- a/inst/WORDLIST +++ b/inst/WORDLIST @@ -25,6 +25,7 @@ doi et extensibility intercal +isotree pca pcas pre From f1cf45a6b56281349137a4d0816aa73beb4bc80b Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Sat, 14 May 2022 17:31:43 -0400 Subject: [PATCH 19/62] Increase package version to 0.0.2 in preparation for new release. --- NEWS.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/NEWS.md b/NEWS.md index b19b038..60fe24a 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,4 +1,4 @@ -applicable (development version) +applicable 0.0.2 ================== Added isolation forest methods via the isotree package in the function `apd_isolation()`. From 1e0a6113c9a961eda2a6f06c5525ce74c651eb0d Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Sat, 14 May 2022 18:09:14 -0400 Subject: [PATCH 20/62] Increase package version to 0.0.2 in preparation for new release. --- DESCRIPTION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/DESCRIPTION b/DESCRIPTION index bf32a27..1fd9792 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: applicable Title: A Compilation of Applicability Domain Methods -Version: 0.0.1.2 +Version: 0.0.2 Authors@R: c( person("Marly", "Gotti", , "marlygotti@gmail.com", role = c("aut", "cre")), person("Max", "Kuhn", , "max@rstudio.com", role = "aut"), From 180aeb913459fee6300ca64a8df488c7897fb41e Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Wed, 18 May 2022 02:30:49 -0400 Subject: [PATCH 21/62] Replace patch by minor version. --- DESCRIPTION | 2 +- NEWS.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 1fd9792..5a3db1b 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: applicable Title: A Compilation of Applicability Domain Methods -Version: 0.0.2 +Version: 0.1.0 Authors@R: c( person("Marly", "Gotti", , "marlygotti@gmail.com", role = c("aut", "cre")), person("Max", "Kuhn", , "max@rstudio.com", role = "aut"), diff --git a/NEWS.md b/NEWS.md index 60fe24a..54d6ca2 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,4 +1,4 @@ -applicable 0.0.2 +applicable 0.1.0 ================== Added isolation forest methods via the isotree package in the function `apd_isolation()`. From ec4739f941a8af8caeca1f7804d1e83312193f01 Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Wed, 18 May 2022 02:34:36 -0400 Subject: [PATCH 22/62] Replace patch by minor version. --- DESCRIPTION | 2 +- NEWS.md | 2 +- 2 files changed, 2 insertions(+), 2 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 5a3db1b..42c7f60 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: applicable Title: A Compilation of Applicability Domain Methods -Version: 0.1.0 +Version: 0.2.0 Authors@R: c( person("Marly", "Gotti", , "marlygotti@gmail.com", role = c("aut", "cre")), person("Max", "Kuhn", , "max@rstudio.com", role = "aut"), diff --git a/NEWS.md b/NEWS.md index 54d6ca2..61f31b0 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,4 +1,4 @@ -applicable 0.1.0 +applicable 0.2.0 ================== Added isolation forest methods via the isotree package in the function `apd_isolation()`. From cecf807b07e26f63d2fc9aa90967f0c092eecb81 Mon Sep 17 00:00:00 2001 From: Max Kuhn Date: Wed, 25 May 2022 12:46:41 -0400 Subject: [PATCH 23/62] add an argument for single threads --- R/isolation-fit.R | 2 +- man/apd_isolation.Rd | 2 +- man/applicable-package.Rd | 4 ++-- 3 files changed, 4 insertions(+), 4 deletions(-) diff --git a/R/isolation-fit.R b/R/isolation-fit.R index 727b3b4..fb71639 100644 --- a/R/isolation-fit.R +++ b/R/isolation-fit.R @@ -111,7 +111,7 @@ apd_isolation_bridge <- function(processed, ...) { #' cells_tr <- cells %>% filter(case == "Train") %>% select(-case, -class) #' cells_te <- cells %>% filter(case != "Train") %>% select(-case, -class) #' -#' if_mod <- apd_isolation(cells_tr) +#' if_mod <- apd_isolation(cells_tr, nthreads = 1) #' if_mod #' } #' @export diff --git a/man/apd_isolation.Rd b/man/apd_isolation.Rd index 6a8ba61..bdb0328 100644 --- a/man/apd_isolation.Rd +++ b/man/apd_isolation.Rd @@ -70,7 +70,7 @@ if (rlang::is_installed(c("isotree", "modeldata"))) { cells_tr <- cells \%>\% filter(case == "Train") \%>\% select(-case, -class) cells_te <- cells \%>\% filter(case != "Train") \%>\% select(-case, -class) - if_mod <- apd_isolation(cells_tr) + if_mod <- apd_isolation(cells_tr, nthreads = 1) if_mod } } diff --git a/man/applicable-package.Rd b/man/applicable-package.Rd index c8f140b..2c711f2 100644 --- a/man/applicable-package.Rd +++ b/man/applicable-package.Rd @@ -6,9 +6,9 @@ \alias{applicable-package} \title{applicable: A Compilation of Applicability Domain Methods} \description{ -\if{html}{\figure{logo.png}{options: align='right' alt='logo' width='120'}} +\if{html}{\figure{logo.png}{options: style='float: right' alt='logo' width='120'}} -A modeling package compiling applicability domain methods in R. It combines different methods to measure the amount of extrapolation new samples can have from the training set. See Netzeva et al (2005) for an overview of applicability domains. +A modeling package compiling applicability domain methods in R. It combines different methods to measure the amount of extrapolation new samples can have from the training set. See Netzeva et al (2005) \doi{10.1177/026119290503300209} for an overview of applicability domains. } \seealso{ Useful links: From 3bfeb251fc4dc3d53a0a7e1f7f1e537ab6b028e2 Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Thu, 16 Jun 2022 11:20:35 -0400 Subject: [PATCH 24/62] Ignore file CRAN-SUBMISSION. --- .Rbuildignore | 1 + 1 file changed, 1 insertion(+) diff --git a/.Rbuildignore b/.Rbuildignore index 14a6d3c..e795953 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -12,3 +12,4 @@ ^CODE_OF_CONDUCT\.md$ ^\.github$ ^codecov\.yml$ +^CRAN-SUBMISSION$ From 2a20e3b90ddc8b76bc42d7722c553df2d3a28596 Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Thu, 16 Jun 2022 11:22:58 -0400 Subject: [PATCH 25/62] Increase minor version by 1 and not 2. --- NEWS.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/NEWS.md b/NEWS.md index 61f31b0..54d6ca2 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,4 +1,4 @@ -applicable 0.2.0 +applicable 0.1.0 ================== Added isolation forest methods via the isotree package in the function `apd_isolation()`. From d4a8380655d0f1a2331fa306f292455f093eaadc Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Thu, 16 Jun 2022 11:40:01 -0400 Subject: [PATCH 26/62] Fix package version. --- DESCRIPTION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/DESCRIPTION b/DESCRIPTION index 42c7f60..5a3db1b 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: applicable Title: A Compilation of Applicability Domain Methods -Version: 0.2.0 +Version: 0.1.0 Authors@R: c( person("Marly", "Gotti", , "marlygotti@gmail.com", role = c("aut", "cre")), person("Max", "Kuhn", , "max@rstudio.com", role = "aut"), From f8d2bde9ffda79600a8bed6425a95d1f02229ca5 Mon Sep 17 00:00:00 2001 From: Marly Gotti Date: Thu, 16 Jun 2022 11:40:12 -0400 Subject: [PATCH 27/62] Increase roxygen version. --- DESCRIPTION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/DESCRIPTION b/DESCRIPTION index 5a3db1b..db10a92 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -47,6 +47,6 @@ Encoding: UTF-8 Language: en-US LazyData: true Roxygen: list(markdown = TRUE) -RoxygenNote: 7.1.2 +RoxygenNote: 7.2.0 Config/Needs/website: tidyverse/tidytemplate Config/testthat/edition: 3 From 05b234db56d1171482ba37594117c9d84d09e037 Mon Sep 17 00:00:00 2001 From: Max Kuhn Date: Mon, 27 Jun 2022 12:37:07 -0400 Subject: [PATCH 28/62] use different reference doi to get around CRAN redirect phobia --- DESCRIPTION | 4 ++-- applicable.Rproj | 1 + 2 files changed, 3 insertions(+), 2 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index db10a92..0f85098 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -8,8 +8,8 @@ Authors@R: c( ) Description: A modeling package compiling applicability domain methods in R. It combines different methods to measure the amount of - extrapolation new samples can have from the training set. See Netzeva - et al (2005) for an overview of + extrapolation new samples can have from the training set. See Gadaleta et + al (2016) for an overview of applicability domains. License: MIT + file LICENSE URL: https://github.com/tidymodels/applicable, diff --git a/applicable.Rproj b/applicable.Rproj index cba1b6b..edce964 100644 --- a/applicable.Rproj +++ b/applicable.Rproj @@ -17,5 +17,6 @@ StripTrailingWhitespace: Yes BuildType: Package PackageUseDevtools: Yes +PackageCleanBeforeInstall: Yes PackageInstallArgs: --no-multiarch --with-keep.source PackageRoxygenize: rd,collate,namespace From c2ff197eaf27d5e6348dbe02cc306b6d2558f6b6 Mon Sep 17 00:00:00 2001 From: topepo Date: Thu, 30 Jun 2022 13:00:30 -0400 Subject: [PATCH 29/62] avoid CRAN issues with link --- R/data.R | 2 +- inst/WORDLIST | 1 + man/ames_new.Rd | 2 +- 3 files changed, 3 insertions(+), 2 deletions(-) diff --git a/R/data.R b/R/data.R index 0c5bcee..aa3f505 100644 --- a/R/data.R +++ b/R/data.R @@ -60,7 +60,7 @@ NULL #' Data as an End of Semester Regression Project," \emph{Journal of Statistics #' Education}, Volume 19, Number 3. #' -#' \url{https://www.cityofames.org/government/departments-divisions-a-h/city-assessor} +#' \url{https://www.cityofames.org} (see Assessor's department site) #' #' \url{http://jse.amstat.org/v19n3/decock/DataDocumentation.txt} #' diff --git a/inst/WORDLIST b/inst/WORDLIST index 4243735..8d45276 100644 --- a/inst/WORDLIST +++ b/inst/WORDLIST @@ -33,3 +33,4 @@ reprex tibble tidymodels Codecov +Gadaleta diff --git a/man/ames_new.Rd b/man/ames_new.Rd index bf239a1..67ec6a9 100644 --- a/man/ames_new.Rd +++ b/man/ames_new.Rd @@ -9,7 +9,7 @@ De Cock, D. (2011). "Ames, Iowa: Alternative to the Boston Housing Data as an End of Semester Regression Project," \emph{Journal of Statistics Education}, Volume 19, Number 3. -\url{https://www.cityofames.org/government/departments-divisions-a-h/city-assessor} +\url{https://www.cityofames.org} (see Assessor's department site) \url{http://jse.amstat.org/v19n3/decock/DataDocumentation.txt} From f970716974e6e435569c3fd021f7926ee09d0ac2 Mon Sep 17 00:00:00 2001 From: topepo Date: Wed, 17 Aug 2022 19:05:23 -0400 Subject: [PATCH 30/62] more updates for cran --- DESCRIPTION | 2 +- README.Rmd | 2 +- README.md | 2 +- man/applicable-package.Rd | 2 +- vignettes/continuous-data.Rmd | 14 ++++++++------ 5 files changed, 12 insertions(+), 10 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 0f85098..6fabb5f 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -47,6 +47,6 @@ Encoding: UTF-8 Language: en-US LazyData: true Roxygen: list(markdown = TRUE) -RoxygenNote: 7.2.0 +RoxygenNote: 7.2.1.9000 Config/Needs/website: tidyverse/tidytemplate Config/testthat/edition: 3 diff --git a/README.Rmd b/README.Rmd index d5aa8f1..98fbd3d 100644 --- a/README.Rmd +++ b/README.Rmd @@ -18,7 +18,7 @@ options(rlang__backtrace_on_error = "reminder") ``` -# applicable +# applicable [![R-CMD-check](https://github.com/tidymodels/applicable/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/tidymodels/applicable/actions/workflows/R-CMD-check.yaml) diff --git a/README.md b/README.md index 8b506d1..2f309ad 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ -# applicable +# applicable diff --git a/man/applicable-package.Rd b/man/applicable-package.Rd index 2c711f2..4ab980e 100644 --- a/man/applicable-package.Rd +++ b/man/applicable-package.Rd @@ -8,7 +8,7 @@ \description{ \if{html}{\figure{logo.png}{options: style='float: right' alt='logo' width='120'}} -A modeling package compiling applicability domain methods in R. It combines different methods to measure the amount of extrapolation new samples can have from the training set. See Netzeva et al (2005) \doi{10.1177/026119290503300209} for an overview of applicability domains. +A modeling package compiling applicability domain methods in R. It combines different methods to measure the amount of extrapolation new samples can have from the training set. See Gadaleta et al (2016) \doi{10.4018/IJQSPR.2016010102} for an overview of applicability domains. } \seealso{ Useful links: diff --git a/vignettes/continuous-data.Rmd b/vignettes/continuous-data.Rmd index 8516e5d..5a1c6c4 100644 --- a/vignettes/continuous-data.Rmd +++ b/vignettes/continuous-data.Rmd @@ -72,7 +72,9 @@ library(dplyr) # Load custom houses from applicable. data(ames_new, package = "applicable") -ames_cols <- intersect(names(ames), names(ames_new)) +ames_cols <- c('MS_SubClass', 'Lot_Frontage', 'Lot_Area', 'Lot_Shape', + 'Neighborhood', 'Bldg_Type', 'Year_Built', 'Central_Air', + 'Gr_Liv_Area', 'Full_Bath', 'Half_Bath', 'Longitude', 'Latitude') training_data <- ames %>% @@ -164,9 +166,9 @@ set in the first component: ```{r, echo = FALSE} training_scores <- score(ames_pca, training_data) -ggplot(training_scores, aes(x = PC001)) + +ggplot(training_scores, aes(x = PC01)) + geom_histogram(col = "white", binwidth = .5) + - geom_vline(xintercept = pca_score$PC001, col = "red") + geom_vline(xintercept = pca_score$PC01, col = "red") ``` What is driving the first component? We can look at which predictors have the @@ -180,12 +182,12 @@ comp_one[order(abs(comp_one), decreasing = TRUE)] %>% head(5) ``` These three houses are extreme in the most influential variable (year built) since -they were new homes. The also tend to have fairly large garages: +they were new homes. The also tend to have fairly large gross living areas: ```{r, echo = FALSE} -ggplot(training_data, aes(x = Garage_Area )) + +ggplot(training_data, aes(x = Gr_Liv_Area )) + geom_histogram(col = "white", binwidth = 50) + - geom_vline(xintercept = ames_new$Garage_Area, col = "red") + geom_vline(xintercept = ames_new$Gr_Liv_Area, col = "red") ``` This may be what is driving the first component. From 423a539dfbe635bdb2234ceb6efb1f57d7b2cce2 Mon Sep 17 00:00:00 2001 From: topepo Date: Wed, 17 Aug 2022 19:31:33 -0400 Subject: [PATCH 31/62] rename VignetteIndexEntry --- vignettes/binary-data.Rmd | 2 +- vignettes/continuous-data.Rmd | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/vignettes/binary-data.Rmd b/vignettes/binary-data.Rmd index 27b3fc1..e13e935 100644 --- a/vignettes/binary-data.Rmd +++ b/vignettes/binary-data.Rmd @@ -2,7 +2,7 @@ title: "Applicability domain methods for binary data" output: rmarkdown::html_vignette vignette: > - %\VignetteIndexEntry{binary-data} + %\VignetteIndexEntry{Applicability domain methods for binary data} %\VignetteEngine{knitr::rmarkdown} %\VignetteEncoding{UTF-8} --- diff --git a/vignettes/continuous-data.Rmd b/vignettes/continuous-data.Rmd index 5a1c6c4..34363fc 100644 --- a/vignettes/continuous-data.Rmd +++ b/vignettes/continuous-data.Rmd @@ -2,7 +2,7 @@ title: "Applicability domain methods for continuous data" output: rmarkdown::html_vignette vignette: > - %\VignetteIndexEntry{continuous-data} + %\VignetteIndexEntry{Applicability domain methods for continuous data} %\VignetteEngine{knitr::rmarkdown} %\VignetteEncoding{UTF-8} --- @@ -146,7 +146,7 @@ autoplot(ames_pca) You can use regular expressions to plot a smaller subset of the pca statistics: ```{r, echo = FALSE, results = "hold"} -autoplot(ames_pca, matches("PC0[1-5]")) +autoplot(ames_pca, matches("PC[1-5]")) autoplot(ames_pca, distance) + scale_x_log10() ``` From 1de0a187c4acd823ce8d4b3c6a7026af0500b00e Mon Sep 17 00:00:00 2001 From: topepo Date: Sat, 27 Aug 2022 11:49:58 -0400 Subject: [PATCH 32/62] changes for cran requirements --- R/data.R | 2 +- R/isolation-fit.R | 4 ++-- R/isolation-score.R | 4 ++-- inst/WORDLIST | 2 ++ man/ames_new.Rd | 2 +- man/apd_isolation.Rd | 4 +++- man/score.apd_isolation.Rd | 4 +++- 7 files changed, 14 insertions(+), 8 deletions(-) diff --git a/R/data.R b/R/data.R index aa3f505..7149631 100644 --- a/R/data.R +++ b/R/data.R @@ -60,7 +60,7 @@ NULL #' Data as an End of Semester Regression Project," \emph{Journal of Statistics #' Education}, Volume 19, Number 3. #' -#' \url{https://www.cityofames.org} (see Assessor's department site) +#' `https://www.cityofames.org` (see Assessor's department site) #' #' \url{http://jse.amstat.org/v19n3/decock/DataDocumentation.txt} #' diff --git a/R/isolation-fit.R b/R/isolation-fit.R index fb71639..3f984ae 100644 --- a/R/isolation-fit.R +++ b/R/isolation-fit.R @@ -102,7 +102,7 @@ apd_isolation_bridge <- function(processed, ...) { #' #' A `apd_isolation` object. #' -#' @examples +#' @examplesIf interactive() #' if (rlang::is_installed(c("isotree", "modeldata"))) { #' library(dplyr) #' @@ -111,7 +111,7 @@ apd_isolation_bridge <- function(processed, ...) { #' cells_tr <- cells %>% filter(case == "Train") %>% select(-case, -class) #' cells_te <- cells %>% filter(case != "Train") %>% select(-case, -class) #' -#' if_mod <- apd_isolation(cells_tr, nthreads = 1) +#' if_mod <- apd_isolation(cells_tr, ntrees = 10, nthreads = 1) #' if_mod #' } #' @export diff --git a/R/isolation-score.R b/R/isolation-score.R index cb954cf..d0c1605 100644 --- a/R/isolation-score.R +++ b/R/isolation-score.R @@ -59,7 +59,7 @@ score_apd_isolation_bridge <- function(type, model, predictors) { #' training data have scores less than the predicted value. #' #' @seealso [apd_isolation()] -#' @examples +#' @examplesIf interactive() #' if (rlang::is_installed(c("isotree", "modeldata"))) { #' library(dplyr) #' @@ -68,7 +68,7 @@ score_apd_isolation_bridge <- function(type, model, predictors) { #' cells_tr <- cells %>% filter(case == "Train") %>% select(-case, -class) #' cells_te <- cells %>% filter(case != "Train") %>% select(-case, -class) #' -#' if_mod <- apd_isolation(cells_tr) +#' if_mod <- apd_isolation(cells_tr, ntrees = 10, nthreads = 1) #' score(if_mod, cells_te) #' } #' @export diff --git a/inst/WORDLIST b/inst/WORDLIST index 8d45276..a62a461 100644 --- a/inst/WORDLIST +++ b/inst/WORDLIST @@ -34,3 +34,5 @@ tibble tidymodels Codecov Gadaleta +IJQSPR + diff --git a/man/ames_new.Rd b/man/ames_new.Rd index 67ec6a9..2cedc12 100644 --- a/man/ames_new.Rd +++ b/man/ames_new.Rd @@ -9,7 +9,7 @@ De Cock, D. (2011). "Ames, Iowa: Alternative to the Boston Housing Data as an End of Semester Regression Project," \emph{Journal of Statistics Education}, Volume 19, Number 3. -\url{https://www.cityofames.org} (see Assessor's department site) +\verb{https://www.cityofames.org} (see Assessor's department site) \url{http://jse.amstat.org/v19n3/decock/DataDocumentation.txt} diff --git a/man/apd_isolation.Rd b/man/apd_isolation.Rd index bdb0328..4b34ce4 100644 --- a/man/apd_isolation.Rd +++ b/man/apd_isolation.Rd @@ -62,6 +62,7 @@ When scoring new data, the raw anomaly score is produced along with the sample's corresponding percentile of the reference distribution. } \examples{ +\dontshow{if (interactive()) (if (getRversion() >= "3.4") withAutoprint else force)(\{ # examplesIf} if (rlang::is_installed(c("isotree", "modeldata"))) { library(dplyr) @@ -70,9 +71,10 @@ if (rlang::is_installed(c("isotree", "modeldata"))) { cells_tr <- cells \%>\% filter(case == "Train") \%>\% select(-case, -class) cells_te <- cells \%>\% filter(case != "Train") \%>\% select(-case, -class) - if_mod <- apd_isolation(cells_tr, nthreads = 1) + if_mod <- apd_isolation(cells_tr, ntrees = 10, nthreads = 1) if_mod } +\dontshow{\}) # examplesIf} } \references{ Liu, Fei Tony, Kai Ming Ting, and Zhi-Hua Zhou. "Isolation forest." diff --git a/man/score.apd_isolation.Rd b/man/score.apd_isolation.Rd index 8ff7517..d618201 100644 --- a/man/score.apd_isolation.Rd +++ b/man/score.apd_isolation.Rd @@ -34,6 +34,7 @@ Predict from a \code{apd_isolation} About the score } \examples{ +\dontshow{if (interactive()) (if (getRversion() >= "3.4") withAutoprint else force)(\{ # examplesIf} if (rlang::is_installed(c("isotree", "modeldata"))) { library(dplyr) @@ -42,9 +43,10 @@ if (rlang::is_installed(c("isotree", "modeldata"))) { cells_tr <- cells \%>\% filter(case == "Train") \%>\% select(-case, -class) cells_te <- cells \%>\% filter(case != "Train") \%>\% select(-case, -class) - if_mod <- apd_isolation(cells_tr) + if_mod <- apd_isolation(cells_tr, ntrees = 10, nthreads = 1) score(if_mod, cells_te) } +\dontshow{\}) # examplesIf} } \seealso{ \code{\link[=apd_isolation]{apd_isolation()}} From c971aaee672ce83974592e2e0446de48fd590f13 Mon Sep 17 00:00:00 2001 From: Max Kuhn Date: Tue, 23 Apr 2024 19:34:25 -0400 Subject: [PATCH 33/62] add develop branch to GHA --- .github/workflows/R-CMD-check.yaml | 17 +++++++++-------- .github/workflows/pkgdown.yaml | 6 ++++-- .github/workflows/pr-commands.yaml | 4 ++-- .github/workflows/test-coverage.yaml | 27 +++++++++++++++++++++++---- 4 files changed, 38 insertions(+), 16 deletions(-) diff --git a/.github/workflows/R-CMD-check.yaml b/.github/workflows/R-CMD-check.yaml index 9e72d78..e6d0cd9 100644 --- a/.github/workflows/R-CMD-check.yaml +++ b/.github/workflows/R-CMD-check.yaml @@ -6,9 +6,9 @@ # usethis::use_github_action("check-standard") will install it. on: push: - branches: [main, master] + branches: [main, develop, master] pull_request: - branches: [main, master] + branches: [main, develop, master] name: R-CMD-check @@ -22,23 +22,23 @@ jobs: fail-fast: false matrix: config: - - {os: macOS-latest, r: 'release'} + - {os: macos-latest, r: 'release'} - {os: windows-latest, r: 'release'} # Use 3.6 to trigger usage of RTools35 - {os: windows-latest, r: '3.6'} + # use 4.1 to check with rtools40's older compiler + - {os: windows-latest, r: '4.1'} - # Use older ubuntu to maximise backward compatibility - - {os: ubuntu-18.04, r: 'devel', http-user-agent: 'release'} - - {os: ubuntu-18.04, r: 'release'} - - {os: ubuntu-18.04, r: 'oldrel-1'} + - {os: ubuntu-latest, r: 'devel', http-user-agent: 'release'} + - {os: ubuntu-latest, r: 'release'} env: GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} R_KEEP_PKG_SOURCE: yes steps: - - uses: actions/checkout@v2 + - uses: actions/checkout@v4 - uses: r-lib/actions/setup-pandoc@v2 @@ -56,3 +56,4 @@ jobs: - uses: r-lib/actions/check-r-package@v2 with: upload-snapshots: true + build_args: 'c("--no-manual","--compact-vignettes=gs+qpdf")' diff --git a/.github/workflows/pkgdown.yaml b/.github/workflows/pkgdown.yaml index 0b26021..a7276e8 100644 --- a/.github/workflows/pkgdown.yaml +++ b/.github/workflows/pkgdown.yaml @@ -19,8 +19,10 @@ jobs: group: pkgdown-${{ github.event_name != 'pull_request' || github.run_id }} env: GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} + permissions: + contents: write steps: - - uses: actions/checkout@v2 + - uses: actions/checkout@v4 - uses: r-lib/actions/setup-pandoc@v2 @@ -39,7 +41,7 @@ jobs: - name: Deploy to GitHub pages 🚀 if: github.event_name != 'pull_request' - uses: JamesIves/github-pages-deploy-action@4.1.4 + uses: JamesIves/github-pages-deploy-action@v4.5.0 with: clean: false branch: gh-pages diff --git a/.github/workflows/pr-commands.yaml b/.github/workflows/pr-commands.yaml index 97271eb..eea58c5 100644 --- a/.github/workflows/pr-commands.yaml +++ b/.github/workflows/pr-commands.yaml @@ -14,7 +14,7 @@ jobs: env: GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} steps: - - uses: actions/checkout@v2 + - uses: actions/checkout@v4 - uses: r-lib/actions/pr-fetch@v2 with: @@ -51,7 +51,7 @@ jobs: env: GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} steps: - - uses: actions/checkout@v2 + - uses: actions/checkout@v4 - uses: r-lib/actions/pr-fetch@v2 with: diff --git a/.github/workflows/test-coverage.yaml b/.github/workflows/test-coverage.yaml index 4b65418..7f758da 100644 --- a/.github/workflows/test-coverage.yaml +++ b/.github/workflows/test-coverage.yaml @@ -2,9 +2,9 @@ # Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help on: push: - branches: [main, master] + branches: [main, develop, master] pull_request: - branches: [main, master] + branches: [main, develop, master] name: test-coverage @@ -15,7 +15,7 @@ jobs: GITHUB_PAT: ${{ secrets.GITHUB_TOKEN }} steps: - - uses: actions/checkout@v2 + - uses: actions/checkout@v4 - uses: r-lib/actions/setup-r@v2 with: @@ -27,5 +27,24 @@ jobs: needs: coverage - name: Test coverage - run: covr::codecov(quiet = FALSE) + run: | + covr::codecov( + quiet = FALSE, + clean = FALSE, + install_path = file.path(normalizePath(Sys.getenv("RUNNER_TEMP"), winslash = "/"), "package") + ) shell: Rscript {0} + + - name: Show testthat output + if: always() + run: | + ## -------------------------------------------------------------------- + find '${{ runner.temp }}/package' -name 'testthat.Rout*' -exec cat '{}' \; || true + shell: bash + + - name: Upload test results + if: failure() + uses: actions/upload-artifact@v4 + with: + name: coverage-test-failures + path: ${{ runner.temp }}/package From 202a16855344ba2b2a1242e7b58babb929a5ef43 Mon Sep 17 00:00:00 2001 From: Max Kuhn Date: Wed, 24 Apr 2024 07:47:59 -0400 Subject: [PATCH 34/62] try different syntax --- .github/workflows/R-CMD-check.yaml | 8 ++++++-- .github/workflows/pkgdown.yaml | 11 ++++++++--- .github/workflows/test-coverage.yaml | 8 ++++++-- 3 files changed, 20 insertions(+), 7 deletions(-) diff --git a/.github/workflows/R-CMD-check.yaml b/.github/workflows/R-CMD-check.yaml index e6d0cd9..c73d5a7 100644 --- a/.github/workflows/R-CMD-check.yaml +++ b/.github/workflows/R-CMD-check.yaml @@ -6,9 +6,13 @@ # usethis::use_github_action("check-standard") will install it. on: push: - branches: [main, develop, master] + branches: + - develop + - main pull_request: - branches: [main, develop, master] + branches: + - develop + - main name: R-CMD-check diff --git a/.github/workflows/pkgdown.yaml b/.github/workflows/pkgdown.yaml index a7276e8..bbf3d75 100644 --- a/.github/workflows/pkgdown.yaml +++ b/.github/workflows/pkgdown.yaml @@ -2,11 +2,16 @@ # Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help on: push: - branches: [main, master] + branches: + - develop + - main pull_request: - branches: [main, master] + branches: + - develop + - main release: - types: [published] + types: + - published workflow_dispatch: name: pkgdown diff --git a/.github/workflows/test-coverage.yaml b/.github/workflows/test-coverage.yaml index 7f758da..d1d22b1 100644 --- a/.github/workflows/test-coverage.yaml +++ b/.github/workflows/test-coverage.yaml @@ -2,9 +2,13 @@ # Need help debugging build failures? Start at https://github.com/r-lib/actions#where-to-find-help on: push: - branches: [main, develop, master] + branches: + - develop + - main pull_request: - branches: [main, develop, master] + branches: + - develop + - main name: test-coverage From a4d7b306b076f0822925917ac1f40a5f65256523 Mon Sep 17 00:00:00 2001 From: Max Kuhn Date: Wed, 24 Apr 2024 10:18:31 -0400 Subject: [PATCH 35/62] isotree: Needs R >= 4.3.0 --- .github/workflows/R-CMD-check.yaml | 2 -- 1 file changed, 2 deletions(-) diff --git a/.github/workflows/R-CMD-check.yaml b/.github/workflows/R-CMD-check.yaml index c73d5a7..c85cbbb 100644 --- a/.github/workflows/R-CMD-check.yaml +++ b/.github/workflows/R-CMD-check.yaml @@ -29,8 +29,6 @@ jobs: - {os: macos-latest, r: 'release'} - {os: windows-latest, r: 'release'} - # Use 3.6 to trigger usage of RTools35 - - {os: windows-latest, r: '3.6'} # use 4.1 to check with rtools40's older compiler - {os: windows-latest, r: '4.1'} From e3a807c84475e68fc6a6b5819428c9a103c023c2 Mon Sep 17 00:00:00 2001 From: Max Kuhn Date: Wed, 24 Apr 2024 13:25:53 -0400 Subject: [PATCH 36/62] Isotree changes (#37) MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit * changes due to isotree package changing defaults * other isotree-related changes * snapshot changes from rlang * fix a few urls * differences in tracebacks between R versions * tidy descr file * update GHA * isotree: Needs R >= 4.3.0 🤬 * remove another older R version * another snapshot update * undo last commit * remove extra snapshot file --------- Co-authored-by: ‘topepo’ <‘mxkuhn@gmail.com’> --- .github/workflows/R-CMD-check.yaml | 4 --- DESCRIPTION | 18 +++++------ NEWS.md | 7 +++++ R/data.R | 2 +- README.Rmd | 2 +- README.md | 2 +- applicable.Rproj | 1 - man/okc_binary.Rd | 2 +- tests/testthat/_snaps/hat_values-fit.md | 20 +++++++----- tests/testthat/_snaps/hat_values-score.md | 15 +++++---- tests/testthat/_snaps/isolation-fit.md | 4 +-- tests/testthat/_snaps/misc.md | 5 +-- tests/testthat/_snaps/pca-fit.md | 10 +++--- tests/testthat/_snaps/pca-score.md | 15 +++++---- tests/testthat/_snaps/similarity.md | 38 ++++++++++++++--------- tests/testthat/test-hat_values-fit.R | 1 + tests/testthat/test-isolation-fit.R | 4 +-- tests/testthat/test-pca-fit.R | 1 + 18 files changed, 87 insertions(+), 64 deletions(-) diff --git a/.github/workflows/R-CMD-check.yaml b/.github/workflows/R-CMD-check.yaml index c85cbbb..d574dac 100644 --- a/.github/workflows/R-CMD-check.yaml +++ b/.github/workflows/R-CMD-check.yaml @@ -27,11 +27,7 @@ jobs: matrix: config: - {os: macos-latest, r: 'release'} - - {os: windows-latest, r: 'release'} - # use 4.1 to check with rtools40's older compiler - - {os: windows-latest, r: '4.1'} - - {os: ubuntu-latest, r: 'devel', http-user-agent: 'release'} - {os: ubuntu-latest, r: 'release'} diff --git a/DESCRIPTION b/DESCRIPTION index 6fabb5f..17a0be1 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -8,8 +8,8 @@ Authors@R: c( ) Description: A modeling package compiling applicability domain methods in R. It combines different methods to measure the amount of - extrapolation new samples can have from the training set. See Gadaleta et - al (2016) for an overview of + extrapolation new samples can have from the training set. See Gadaleta + et al (2016) for an overview of applicability domains. License: MIT + file LICENSE URL: https://github.com/tidymodels/applicable, @@ -17,11 +17,11 @@ URL: https://github.com/tidymodels/applicable, BugReports: https://github.com/tidymodels/applicable/issues Depends: ggplot2, - R (>= 3.4) + R (>= 3.6) Imports: dplyr, glue, - hardhat (>= 0.1.2), + hardhat (>= 1.3.1), Matrix, proxyC, purrr, @@ -33,20 +33,20 @@ Imports: utils Suggests: covr, - isotree, + isotree (>= 0.6.1-1), knitr, modeldata, - recipes (>= 0.1.7), + recipes (>= 1.0.10), rmarkdown, spelling, testthat (>= 3.0.0), xml2 VignetteBuilder: knitr +Config/Needs/website: tidyverse/tidytemplate +Config/testthat/edition: 3 Encoding: UTF-8 Language: en-US LazyData: true Roxygen: list(markdown = TRUE) -RoxygenNote: 7.2.1.9000 -Config/Needs/website: tidyverse/tidytemplate -Config/testthat/edition: 3 +RoxygenNote: 7.3.1 diff --git a/NEWS.md b/NEWS.md index 54d6ca2..b8841ce 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,3 +1,10 @@ +applicable 0.1.1 +================== + +- Changes in [apd_isolation()] because [isotree::isolation.forest()] changed their default for the number of dimensions to 1. + +- Updated snapshot unit tests that changed from rlang's changes related to the call/traceback. + applicable 0.1.0 ================== diff --git a/R/data.R b/R/data.R index 7149631..9d7e48c 100644 --- a/R/data.R +++ b/R/data.R @@ -30,7 +30,7 @@ NULL #' @return \item{okc_binary_train,okc_binary_test}{data frame frames with 61 columns} #' #' @source -#' Kim (2015), "OkCupid Data for Introductory Statistics and Data Science Courses", _Journal of Statistics Education_, Volume 23, Number 2. \url{https://www.tandfonline.com/doi/abs/10.1080/10691898.2015.11889737} +#' Kim (2015), "OkCupid Data for Introductory Statistics and Data Science Courses", _Journal of Statistics Education_, Volume 23, Number 2. #' #' Kuhn and Johnson (2020), _Feature Engineering and Selection_, Chapman and Hall/CRC . \url{https://bookdown.org/max/FES/} and \url{https://github.com/topepo/FES} #' diff --git a/README.Rmd b/README.Rmd index 98fbd3d..f5b5bde 100644 --- a/README.Rmd +++ b/README.Rmd @@ -58,7 +58,7 @@ To learn about how to use applicable, check out the vignettes: This project is released with a [Contributor Code of Conduct](https://contributor-covenant.org/version/2/0/CODE_OF_CONDUCT.html). By contributing to this project, you agree to abide by its terms. -- For questions and discussions about tidymodels packages, modeling, and machine learning, please [post on RStudio Community](https://community.rstudio.com/new-topic?category_id=15&tags=tidymodels,question). +- For questions and discussions about tidymodels packages, modeling, and machine learning, please [post on RStudio Community](https://forum.posit.co/new-topic?category_id=15&tags=tidymodels,question). - If you think you have encountered a bug, please [submit an issue](https://github.com/tidymodels/applicable/issues). diff --git a/README.md b/README.md index 2f309ad..ba392a0 100644 --- a/README.md +++ b/README.md @@ -58,7 +58,7 @@ By contributing to this project, you agree to abide by its terms. - For questions and discussions about tidymodels packages, modeling, and machine learning, please [post on RStudio - Community](https://community.rstudio.com/new-topic?category_id=15&tags=tidymodels,question). + Community](https://forum.posit.co/new-topic?category_id=15&tags=tidymodels,question). - If you think you have encountered a bug, please [submit an issue](https://github.com/tidymodels/applicable/issues). diff --git a/applicable.Rproj b/applicable.Rproj index edce964..cba1b6b 100644 --- a/applicable.Rproj +++ b/applicable.Rproj @@ -17,6 +17,5 @@ StripTrailingWhitespace: Yes BuildType: Package PackageUseDevtools: Yes -PackageCleanBeforeInstall: Yes PackageInstallArgs: --no-multiarch --with-keep.source PackageRoxygenize: rd,collate,namespace diff --git a/man/okc_binary.Rd b/man/okc_binary.Rd index dce9dce..2aa525b 100644 --- a/man/okc_binary.Rd +++ b/man/okc_binary.Rd @@ -7,7 +7,7 @@ \alias{okc_binary_test} \title{OkCupid Binary Predictors} \source{ -Kim (2015), "OkCupid Data for Introductory Statistics and Data Science Courses", \emph{Journal of Statistics Education}, Volume 23, Number 2. \url{https://www.tandfonline.com/doi/abs/10.1080/10691898.2015.11889737} +Kim (2015), "OkCupid Data for Introductory Statistics and Data Science Courses", \emph{Journal of Statistics Education}, Volume 23, Number 2. Kuhn and Johnson (2020), \emph{Feature Engineering and Selection}, Chapman and Hall/CRC . \url{https://bookdown.org/max/FES/} and \url{https://github.com/topepo/FES} } diff --git a/tests/testthat/_snaps/hat_values-fit.md b/tests/testthat/_snaps/hat_values-fit.md index 779501b..5cd8d25 100644 --- a/tests/testthat/_snaps/hat_values-fit.md +++ b/tests/testthat/_snaps/hat_values-fit.md @@ -2,29 +2,33 @@ Code new_apd_hat_values(blueprint = hardhat::default_xy_blueprint()) - Error - argument "XtX_inv" is missing, with no default + Condition + Error in `new_apd_hat_values()`: + ! argument "XtX_inv" is missing, with no default # `new_apd_hat_values` fails when blueprint is numeric Code new_apd_hat_values(XtX_inv = 1, blueprint = 1) - Error - blueprint should be a blueprint, not a numeric. + Condition + Error in `hardhat::new_model()`: + ! `blueprint` must be a , not the number 1. # `apd_hat_values` fails when matrix has more predictors than samples Code apd_hat_values(bad_data) - Error - The number of columns must be less than the number of rows. + Condition + Error in `apd_hat_values_bridge()`: + ! The number of columns must be less than the number of rows. # `apd_hat_values` fails when the matrix X^tX is singular Code apd_hat_values(bad_data) - Error - Unable to compute the hat values of the matrix X of + Condition + Error in `get_inv()`: + ! Unable to compute the hat values of the matrix X of predictors because the matrix resulting from multiplying the transpose of X by X is singular. diff --git a/tests/testthat/_snaps/hat_values-score.md b/tests/testthat/_snaps/hat_values-score.md index b3cbc4d..1c8e939 100644 --- a/tests/testthat/_snaps/hat_values-score.md +++ b/tests/testthat/_snaps/hat_values-score.md @@ -2,22 +2,25 @@ Code score_apd_hat_values_numeric(mtcars, mtcars) - Error - The model must contain an XtX_inv argument. + Condition + Error in `score_apd_hat_values_numeric()`: + ! The model must contain an XtX_inv argument. # `score` fails when predictors only contain factors Code score(model, iris$Species) - Error - The class of `new_data`, 'factor', is not recognized. + Condition + Error in `hardhat::forge()`: + ! The class of `new_data`, 'factor', is not recognized. # `score` fails when predictors are vectors Code score(object) - Error - `object` is not of a recognized type. + Condition + Error in `score()`: + ! `object` is not of a recognized type. Only data.frame, matrix, recipe, and formula objects are allowed. A data.frame was specified. diff --git a/tests/testthat/_snaps/isolation-fit.md b/tests/testthat/_snaps/isolation-fit.md index d955cff..d4fe6e9 100644 --- a/tests/testthat/_snaps/isolation-fit.md +++ b/tests/testthat/_snaps/isolation-fit.md @@ -5,9 +5,7 @@ Output Applicability domain via isolation forests - Extended Isolation Forest model - Splitting by 3 variables at a time + Isolation Forest model Consisting of 10 trees Numeric columns: 56 - Size: 304.24 KiB diff --git a/tests/testthat/_snaps/misc.md b/tests/testthat/_snaps/misc.md index 68860d0..247bf44 100644 --- a/tests/testthat/_snaps/misc.md +++ b/tests/testthat/_snaps/misc.md @@ -2,6 +2,7 @@ Code names0(num) - Error - `num` should be > 0 + Condition + Error in `names0()`: + ! `num` should be > 0 diff --git a/tests/testthat/_snaps/pca-fit.md b/tests/testthat/_snaps/pca-fit.md index d66228e..2ef90b2 100644 --- a/tests/testthat/_snaps/pca-fit.md +++ b/tests/testthat/_snaps/pca-fit.md @@ -2,13 +2,15 @@ Code new_apd_pca(blueprint = hardhat::default_xy_blueprint()) - Error - argument "pcs" is missing, with no default + Condition + Error in `new_apd_pca()`: + ! argument "pcs" is missing, with no default # `new_apd_pca` fails when blueprint is numeric Code new_apd_pca(pcs = 1, blueprint = 1) - Error - blueprint should be a blueprint, not a numeric. + Condition + Error in `hardhat::new_model()`: + ! `blueprint` must be a , not the number 1. diff --git a/tests/testthat/_snaps/pca-score.md b/tests/testthat/_snaps/pca-score.md index 30ac29f..75b58b7 100644 --- a/tests/testthat/_snaps/pca-score.md +++ b/tests/testthat/_snaps/pca-score.md @@ -2,22 +2,25 @@ Code score_apd_pca_numeric(mtcars, mtcars) - Error - The model must contain a pcs argument. + Condition + Error in `score_apd_pca_numeric()`: + ! The model must contain a pcs argument. # `score` fails when predictors only contain factors Code score(model, iris$Species) - Error - The class of `new_data`, 'factor', is not recognized. + Condition + Error in `hardhat::forge()`: + ! The class of `new_data`, 'factor', is not recognized. # `score` fails when predictors are vectors Code score(object) - Error - `object` is not of a recognized type. + Condition + Error in `score()`: + ! `object` is not of a recognized type. Only data.frame, matrix, recipe, and formula objects are allowed. A data.frame was specified. diff --git a/tests/testthat/_snaps/similarity.md b/tests/testthat/_snaps/similarity.md index abb0705..afde47b 100644 --- a/tests/testthat/_snaps/similarity.md +++ b/tests/testthat/_snaps/similarity.md @@ -2,15 +2,17 @@ Code apd_similarity(tr_x, quantile = 2) - Error - The `quantile` argument should be NA or a single numeric value in [0, 1]. + Condition + Error in `apd_similarity_bridge()`: + ! The `quantile` argument should be NA or a single numeric value in [0, 1]. --- Code apd_similarity(tr_x_sp) - Error - `x` is not of a recognized type. + Condition + Error in `apd_similarity()`: + ! `x` is not of a recognized type. Only data.frame, matrix, recipe, and formula objects are allowed. A dgCMatrix was specified. @@ -54,28 +56,32 @@ Code apd_similarity(tr_x, quantile = -1) - Error - The `quantile` argument should be NA or a single numeric value in [0, 1]. + Condition + Error in `apd_similarity_bridge()`: + ! The `quantile` argument should be NA or a single numeric value in [0, 1]. --- Code apd_similarity(tr_x, quantile = 3) - Error - The `quantile` argument should be NA or a single numeric value in [0, 1]. + Condition + Error in `apd_similarity_bridge()`: + ! The `quantile` argument should be NA or a single numeric value in [0, 1]. --- Code apd_similarity(tr_x, quantile = "la") - Error - The `quantile` argument should be NA or a single numeric value in [0, 1]. + Condition + Error in `apd_similarity_bridge()`: + ! The `quantile` argument should be NA or a single numeric value in [0, 1]. # apd_similarity outputs warning with zero variance variables Code apd_similarity(bad_data) - Warning + Condition + Warning: The following variables had zero variance and were removed: a, b, and d Output Applicability domain via similarity @@ -86,13 +92,15 @@ Code apd_similarity(bad_data) - Error - All variables have a single unique value. + Condition + Error in `apd_similarity_bridge()`: + ! All variables have a single unique value. # apd_similarity fails data is not binary Code apd_similarity(bad_data) - Error - The following variables are not binary: b, and d + Condition + Error in `apd_similarity_bridge()`: + ! The following variables are not binary: b, and d diff --git a/tests/testthat/test-hat_values-fit.R b/tests/testthat/test-hat_values-fit.R index 5837809..0a9e6bc 100644 --- a/tests/testthat/test-hat_values-fit.R +++ b/tests/testthat/test-hat_values-fit.R @@ -12,6 +12,7 @@ test_that("`new_apd_hat_values` arguments are assigned correctly", { }) test_that("XtX_inv is provided", { + skip_if(packageVersion("base") < "4.3.3") expect_snapshot(error = TRUE, new_apd_hat_values(blueprint = hardhat::default_xy_blueprint()) ) diff --git a/tests/testthat/test-isolation-fit.R b/tests/testthat/test-isolation-fit.R index a265011..3d8f06c 100644 --- a/tests/testthat/test-isolation-fit.R +++ b/tests/testthat/test-isolation-fit.R @@ -18,12 +18,12 @@ test_that("model fitting for isolation forests", { ) expect_error( res_1d <- apd_isolation(cells_tr %>% dplyr::select(1), - ntrees = 10, nthreads = 1), + ntrees = 10, nthreads = 1, ndim = 1), regexp = NA ) expect_equal(res_1d$model$params$ndim, 1) expect_error( - res_rec <- apd_isolation(rec, cells_tr, ntrees = 10, nthreads = 1), + res_rec <- apd_isolation(rec, cells_tr, ntrees = 10, nthreads = 1, ndim = 2), regexp = NA ) expect_equal(res_rec$model$params$ndim, 2) diff --git a/tests/testthat/test-pca-fit.R b/tests/testthat/test-pca-fit.R index ace00bf..3443fd7 100644 --- a/tests/testthat/test-pca-fit.R +++ b/tests/testthat/test-pca-fit.R @@ -18,6 +18,7 @@ test_that("`new_apd_pca` arguments are assigned correctly", { }) test_that("pcs is provided", { + skip_if(packageVersion("base") < "4.3.3") expect_snapshot(error = TRUE, new_apd_pca(blueprint = hardhat::default_xy_blueprint()) ) From 5cbf5c32e5c4952f885418173bca54fad4a5de84 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=98topepo=E2=80=99?= <‘mxkuhn@gmail.com’> Date: Wed, 24 Apr 2024 13:26:35 -0400 Subject: [PATCH 37/62] version bump --- DESCRIPTION | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/DESCRIPTION b/DESCRIPTION index 17a0be1..95fe3fd 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,6 +1,6 @@ Package: applicable Title: A Compilation of Applicability Domain Methods -Version: 0.1.0 +Version: 0.1.1 Authors@R: c( person("Marly", "Gotti", , "marlygotti@gmail.com", role = c("aut", "cre")), person("Max", "Kuhn", , "max@rstudio.com", role = "aut"), From 713aa0eda3cec89bcddf73022b549414c874e935 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=98topepo=E2=80=99?= <‘mxkuhn@gmail.com’> Date: Thu, 25 Apr 2024 06:44:21 -0400 Subject: [PATCH 38/62] changes for 0.1.1 --- DESCRIPTION | 4 +- NEWS.md | 16 +-- README.Rmd | 8 -- README.md | 34 ++--- vignettes/.gitignore | 2 - vignettes/binary-data.Rmd | 88 ------------- vignettes/continuous-data.Rmd | 239 ---------------------------------- 7 files changed, 21 insertions(+), 370 deletions(-) delete mode 100644 vignettes/.gitignore delete mode 100644 vignettes/binary-data.Rmd delete mode 100644 vignettes/continuous-data.Rmd diff --git a/DESCRIPTION b/DESCRIPTION index 95fe3fd..e14b3cc 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -3,7 +3,7 @@ Title: A Compilation of Applicability Domain Methods Version: 0.1.1 Authors@R: c( person("Marly", "Gotti", , "marlygotti@gmail.com", role = c("aut", "cre")), - person("Max", "Kuhn", , "max@rstudio.com", role = "aut"), + person("Max", "Kuhn", , "max@posit.co", role = "aut"), person("RStudio", role = "cph") ) Description: A modeling package compiling applicability domain methods in @@ -41,8 +41,6 @@ Suggests: spelling, testthat (>= 3.0.0), xml2 -VignetteBuilder: - knitr Config/Needs/website: tidyverse/tidytemplate Config/testthat/edition: 3 Encoding: UTF-8 diff --git a/NEWS.md b/NEWS.md index b8841ce..6971204 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,21 +1,21 @@ -applicable 0.1.1 -================== +# applicable 0.1.1 + - Changes in [apd_isolation()] because [isotree::isolation.forest()] changed their default for the number of dimensions to 1. - Updated snapshot unit tests that changed from rlang's changes related to the call/traceback. -applicable 0.1.0 -================== +# applicable 0.1.0 + Added isolation forest methods via the isotree package in the function `apd_isolation()`. -applicable 0.0.1.1 -================== +# applicable 0.0.1.1 + Minor patch release: fixed failing units tests due to recent package updates. -applicable 0.0.1 -================== +# applicable 0.0.1 + * First CRAN version. diff --git a/README.Rmd b/README.Rmd index f5b5bde..dbd9c33 100644 --- a/README.Rmd +++ b/README.Rmd @@ -46,14 +46,6 @@ Install the development version of applicable from [GitHub](https://github.com/) devtools::install_github("tidymodels/applicable") ``` -## Vignettes - -To learn about how to use applicable, check out the vignettes: - -- `vignette("binary-data", "applicable")`: Learn different methods to analyze binary data. - -- `vignette("continuous-data", "applicable")`: Learn different methods to analyze continuous data. - ## Contributing This project is released with a [Contributor Code of Conduct](https://contributor-covenant.org/version/2/0/CODE_OF_CONDUCT.html). By contributing to this project, you agree to abide by its terms. diff --git a/README.md b/README.md index ba392a0..7705f84 100644 --- a/README.md +++ b/README.md @@ -40,34 +40,24 @@ Install the development version of applicable from devtools::install_github("tidymodels/applicable") ``` -## Vignettes - -To learn about how to use applicable, check out the vignettes: - -- `vignette("binary-data", "applicable")`: Learn different methods to - analyze binary data. - -- `vignette("continuous-data", "applicable")`: Learn different methods - to analyze continuous data. - ## Contributing This project is released with a [Contributor Code of Conduct](https://contributor-covenant.org/version/2/0/CODE_OF_CONDUCT.html). By contributing to this project, you agree to abide by its terms. -- For questions and discussions about tidymodels packages, modeling, - and machine learning, please [post on RStudio - Community](https://forum.posit.co/new-topic?category_id=15&tags=tidymodels,question). +- For questions and discussions about tidymodels packages, modeling, and + machine learning, please [post on RStudio + Community](https://forum.posit.co/new-topic?category_id=15&tags=tidymodels,question). -- If you think you have encountered a bug, please [submit an - issue](https://github.com/tidymodels/applicable/issues). +- If you think you have encountered a bug, please [submit an + issue](https://github.com/tidymodels/applicable/issues). -- Either way, learn how to create and share a - [reprex](https://reprex.tidyverse.org/articles/articles/learn-reprex.html) - (a minimal, reproducible example), to clearly communicate about your - code. +- Either way, learn how to create and share a + [reprex](https://reprex.tidyverse.org/articles/articles/learn-reprex.html) + (a minimal, reproducible example), to clearly communicate about your + code. -- Check out further details on [contributing guidelines for tidymodels - packages](https://www.tidymodels.org/contribute/) and [how to get - help](https://www.tidymodels.org/help/). +- Check out further details on [contributing guidelines for tidymodels + packages](https://www.tidymodels.org/contribute/) and [how to get + help](https://www.tidymodels.org/help/). diff --git a/vignettes/.gitignore b/vignettes/.gitignore deleted file mode 100644 index 097b241..0000000 --- a/vignettes/.gitignore +++ /dev/null @@ -1,2 +0,0 @@ -*.html -*.R diff --git a/vignettes/binary-data.Rmd b/vignettes/binary-data.Rmd deleted file mode 100644 index e13e935..0000000 --- a/vignettes/binary-data.Rmd +++ /dev/null @@ -1,88 +0,0 @@ ---- -title: "Applicability domain methods for binary data" -output: rmarkdown::html_vignette -vignette: > - %\VignetteIndexEntry{Applicability domain methods for binary data} - %\VignetteEngine{knitr::rmarkdown} - %\VignetteEncoding{UTF-8} ---- - -```{r, include = FALSE} -knitr::opts_chunk$set( - collapse = TRUE, - comment = "#>" -) -library(ggplot2) -theme_set(theme_bw()) -``` - -```{r, echo = FALSE} -# TODO -#- Mention different input data types: data.frame, recipes, matrix, etc. -#- Maybe make a (better) conclusion? -#- Explain the reason why the training set is diverse. -``` - -## Introduction - -```{r} -library(applicable) -``` - -Similarity statistics can be used to compare data sets where all of the -predictors are binary. One of the most common measures is the Jaccard index. - -For a training set of size `n`, there are `n` similarity statistics for each -new sample. These can be summarized via the mean statistic or a quantile. In -general, we want similarity to be low within the training set (i.e., a diverse -training set) and high for new samples to be predicted. - -To analyze the Jaccard metric, `applicable` provides the following methods: - -* `apd_similarity`: analyzes samples in terms of similarity scores. For a -training set of _n_ samples, a new sample is compared to each, resulting in _n_ -similarity scores. These can be summarized into the median similarity. - -* `autoplot`: shows the cumulative probability versus the unique similarity -values in the training set. - -* `score`: scores new samples using similarity methods. In particular, it -calculates the similarity scores and if `add_percentile = TRUE`, it also -estimates the percentile of the similarity scores. - -## Example - -The example data is from two QSAR data sets where binary fingerprints are used -as predictors. - -```{r} -data(qsar_binary) -``` - -Let us construct the model: - -```{r} -jacc_sim <- apd_similarity(binary_tr) -jacc_sim -``` - -As we can see below, this is a fairly diverse training set: - -```{r jac-plot, fig.width=5, fig.height=5.2, out.width = '50%', fig.align='center'} -library(ggplot2) - -# Plot the empirical cumulative distribution function for the training set -autoplot(jacc_sim) -``` - -We can compare the similarity between new samples and the training set: - -```{r} -# Summarize across all training set similarities -mean_sim <- score(jacc_sim, new_data = binary_unk) -mean_sim -``` - -Samples 3 and 5 are definitely extrapolations based on these predictors. -In other words, the new samples are not similar to the training set and so -predictions on them may not be very reliable. diff --git a/vignettes/continuous-data.Rmd b/vignettes/continuous-data.Rmd deleted file mode 100644 index 34363fc..0000000 --- a/vignettes/continuous-data.Rmd +++ /dev/null @@ -1,239 +0,0 @@ ---- -title: "Applicability domain methods for continuous data" -output: rmarkdown::html_vignette -vignette: > - %\VignetteIndexEntry{Applicability domain methods for continuous data} - %\VignetteEngine{knitr::rmarkdown} - %\VignetteEncoding{UTF-8} ---- - -```{r, include = FALSE} -knitr::opts_chunk$set( - collapse = TRUE, - comment = "#>" -) - -prev_options <- options(width = 100) - -library(ggplot2) -theme_set(theme_bw()) -``` - -## Introduction - -```{r} -library(applicable) -``` - -`applicable` provides the following methods to analyze the applicability domain of your model: - -* Principal component analysis -* Hat values statistics - -## Example - -We will use the Ames IA housing data for our example. - -```{r ames_data, message=FALSE} -library(modeldata) -data(ames) -``` - -There are `r format(nrow(ames), big.mark = ",")` properties in the data. - -The Sale Price was recorded along with `r ncol(ames)` predictors, including: - -* Location (e.g. neighborhood) and lot information. -* House components (garage, fireplace, pool, porch, etc.). -* General assessments such as overall quality and condition. -* Number of bedrooms, baths, and so on. - -More details can be found in [De Cock (2011, Journal of Statistics Education)](http://jse.amstat.org/v19n3/decock.pdf). - -The raw data are at [`http://jse.amstat.org/v19n3/decock/AmesHousing.txt`](http://jse.amstat.org/v19n3/decock/AmesHousing.txt) but we -will use a processed version found in the -[`AmesHousing`](https://github.com/topepo/AmesHousing) package. `applicable` -also contains an update for these data for three new properties (although fewer -fields were collected on these). - -To pre-process the training set, we will use the _recipes_ package. We first -tell the recipes that there is an additional value for the neighborhood in these -data, then direct it to create dummy variables for all categorical predictors. In -cases where there are no levels observed for a factor, we eliminate predictors -with a single unique value, then estimate a transformation that will make the -predictor distributions more symmetric. After these, the data are centered and -scaled. These same transformations will be applied to the new data points using -the statistics estimated from the training set. - -```{r prep_data, message=FALSE} -library(recipes) -library(dplyr) - -# Load custom houses from applicable. -data(ames_new, package = "applicable") - -ames_cols <- c('MS_SubClass', 'Lot_Frontage', 'Lot_Area', 'Lot_Shape', - 'Neighborhood', 'Bldg_Type', 'Year_Built', 'Central_Air', - 'Gr_Liv_Area', 'Full_Bath', 'Half_Bath', 'Longitude', 'Latitude') - -training_data <- - ames %>% - # For consistency, only analyze the data on new properties - dplyr::select(one_of(ames_cols)) %>% - mutate( - # There is a new neighborhood in ames_new - Neighborhood = as.character(Neighborhood), - Neighborhood = factor(Neighborhood, levels = levels(ames_new$Neighborhood)) - ) - - -training_recipe <- - recipe( ~ ., data = training_data) %>% - step_dummy(all_nominal()) %>% - # Remove variables that have the same value for every data point. - step_zv(all_predictors()) %>% - # Transform variables to be distributed as Gaussian-like as possible. - step_YeoJohnson(all_numeric()) %>% - # Normalize numeric data to have a mean of zero and - # standard deviation of one. - step_normalize(all_numeric()) -``` - - -### Principal Component Analysis - -The following functions in `applicable` are used for principal component -analysis: - -* `apd_pca`: computes the principal components that account for up -to either 95% or the provided `threshold` of variability. It also computes the -percentiles of the principal components and the mean of each principal -component. -* `autoplot`: plots the distribution function for pcas. You can also provide an -optional set of `dplyr` selectors, such as `dplyr::matches()` or -`dplyr::starts_with()`, for selecting which variables should be shown in the -plot. -* `score`: calculates the principal components of the new data and their -percentiles as compared to the training data. The number of principal -components computed depends on the `threshold` given at fit time. It also -computes the multivariate distance between each principal component and its -mean. - -Let us apply `apd_pca` modeling function to our data: - -```{r} -ames_pca <- apd_pca(training_recipe, training_data) -ames_pca -``` - -Since no `threshold` was provided, the function computed the number of -principal components that accounted for at most 95% of the total variance. - -For illustration, setting `threshold = 0.25` or 25%, we now need only 10 principal components: - -```{r} -ames_pca <- apd_pca(training_recipe, training_data, threshold = 0.25) -ames_pca -``` - -Plotting the distribution function for the PCA scores is also helpful: - -```{r autoplot, fig.align='center', fig.width=6} -library(ggplot2) -autoplot(ames_pca) -``` - -You can use regular expressions to plot a smaller subset of the pca statistics: - -```{r, echo = FALSE, results = "hold"} -autoplot(ames_pca, matches("PC[1-5]")) -autoplot(ames_pca, distance) + scale_x_log10() -``` - -The `score` function compares the training data to new samples. Let's go back to -the case where we capture 95% of the variation in the predictors and score the -new samples. Since we used the recipe interface, we can give the score function -the original data: - -```{r new_sample} -ames_pca <- apd_pca(training_recipe, training_data) -pca_score <- score(ames_pca, ames_new) -pca_score %>% select(matches("PC00[1-3]"), contains("distance")) -``` - -Notice how the samples, displayed in red, are fairly dissimilar to the training -set in the first component: - -```{r, echo = FALSE} -training_scores <- score(ames_pca, training_data) -ggplot(training_scores, aes(x = PC01)) + - geom_histogram(col = "white", binwidth = .5) + - geom_vline(xintercept = pca_score$PC01, col = "red") -``` - -What is driving the first component? We can look at which predictors have the -largest values in the rotation matrix (i.e. the values that define the linear -combinations in the PC scores). The top five are: - -```{r} -# `ames_pca$pcs` is the output of `prcomp()` -comp_one <- ames_pca$pcs$rotation[, 1] -comp_one[order(abs(comp_one), decreasing = TRUE)] %>% head(5) -``` - -These three houses are extreme in the most influential variable (year built) since -they were new homes. The also tend to have fairly large gross living areas: - -```{r, echo = FALSE} -ggplot(training_data, aes(x = Gr_Liv_Area )) + - geom_histogram(col = "white", binwidth = 50) + - geom_vline(xintercept = ames_new$Gr_Liv_Area, col = "red") -``` - -This may be what is driving the first component. - -However, the overall distance values are relatively small, which indicates that, -overall, these new houses are not outside the mainstream of the data. - - - -### Hat Values - -The [Hat or leverage values](https://en.wikipedia.org/wiki/Leverage_(statistics)) are based on the numerics of linear regression. The measure the distance of a data point to the center of the training set distribution. For example, if the numeric training set matrix was $X_{n \times p}$, the _hat matrix_ for the training set would be computed using - -$$H = X'(X'X)^{-1}X$$ - -The corresponding hat values for the training would be the diagonals of $H$. These values can be computed using `stats::hatvalues(lm_model)` but only for an `lm` model object. Also, it cannot compute the values for new samples. - -Suppose that we had a new, unknown sample (as a $p \times 1$ data vector $u$). The hat value for this sample would be - -$$h = u^\intercal(X^\intercal X)^{-1}u$$. - -The following functions in `applicable` are used to compute the hat values of your model: - -* `apd_hat_values`: computes the matrix $(X^\intercal X)^{-1}$. -* `score`: calculates the hat values of new samples and their percentiles. - -Two caveats for using the hat values: - - 1. The numerical methods are less tolerant than PCA. For example, extremely correlated predictors will degrade the ability of the hat values to be effectively used. Also, since an inverse is used, there cannot be an linear dependencies within $X$. To resolve this the former example, the recipe step `recipes::step_corr()` can be used to reduce correlation. For the latter issue, `recipes::step_lincomp()` will identify and remove linear dependencies in the data (as shown below). - - 1. When using a linear or logistic model, the model adds an intercept columns of ones to $X$. For equivalent computations, you should add a vector or ones to the data or use `recipes::step_intercept()`. - -Let us apply `apd_hat_values` modeling function to our data (while ensuring that there are no linear dependencies): - -```{r} -non_singular_recipe <- - training_recipe %>% - step_lincomb(all_predictors()) - -# Recipe interface -ames_hat <- apd_hat_values(non_singular_recipe, training_data) -``` - - -```{r reset_options} - -options(prev_options) - -``` From ae9d3872ca1e1e7a4550c176989847582e834323 Mon Sep 17 00:00:00 2001 From: Emil Hvitfeldt Date: Fri, 7 Nov 2025 19:30:04 -0800 Subject: [PATCH 39/62] fix logo.png --- README.Rmd | 2 +- README.md | 2 +- man/figures/logo.png | Bin 34005 -> 33891 bytes 3 files changed, 2 insertions(+), 2 deletions(-) diff --git a/README.Rmd b/README.Rmd index 709b57a..b6e8d36 100644 --- a/README.Rmd +++ b/README.Rmd @@ -18,7 +18,7 @@ options(rlang__backtrace_on_error = "reminder") ``` -# applicable +# applicable applicable website [![R-CMD-check](https://github.com/tidymodels/applicable/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/tidymodels/applicable/actions/workflows/R-CMD-check.yaml) diff --git a/README.md b/README.md index 5fbc494..883ca79 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ -# applicable +# applicable applicable website diff --git a/man/figures/logo.png b/man/figures/logo.png index 06f7657a994c93fa9734161659f24b630833bb96..838197675da61546d475d1775d5752d9985bc5fd 100644 GIT binary patch delta 30 mcmccG$@I8`X@bf`6Bn+R+#Jj@2ED>sdp0&5Zl1inMGpY6Wedvy delta 140 zcmaFd!F08gX@UwbOS+@4BLl<6e(pbstP>U8xt=p~Gq9Klz486EvFLDfylRPSL`h0w zNvc(HQ7VvPFfuSQ)-^EJH8cz{Ft9Q(u`)H%1~CjWU#$4Yz`%gekei>9nO2EggTz(= Jr^!Ywh5%>ODn9@K From f36b8ba5cfc0bfc61645ec595aa39b475db52ad2 Mon Sep 17 00:00:00 2001 From: Jeroen Janssens Date: Wed, 12 Nov 2025 13:46:57 +0100 Subject: [PATCH 40/62] Include supported-by-posit script --- _pkgdown.yml | 5 +++-- 1 file changed, 3 insertions(+), 2 deletions(-) diff 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mode 100644 docs/tocBullet.svg create mode 100644 vignettes/binary-data.qmd create mode 100644 vignettes/continuous-data.qmd diff --git a/DESCRIPTION b/DESCRIPTION index e14b3cc..ca6b575 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -4,7 +4,7 @@ Version: 0.1.1 Authors@R: c( person("Marly", "Gotti", , "marlygotti@gmail.com", role = c("aut", "cre")), person("Max", "Kuhn", , "max@posit.co", role = "aut"), - person("RStudio", role = "cph") + person("Posit", role = "cph") ) Description: A modeling package compiling applicability domain methods in R. It combines different methods to measure the amount of diff --git a/LICENSE b/LICENSE index 770d208..be0e1b9 100644 --- a/LICENSE +++ b/LICENSE @@ -1,2 +1,2 @@ -YEAR: 2020 -COPYRIGHT HOLDER: RStudio PBC +YEAR: 2024 +COPYRIGHT HOLDER: applicable authors diff --git a/LICENSE.md b/LICENSE.md index 2135807..2b2bb6c 100644 --- a/LICENSE.md +++ b/LICENSE.md @@ -1,6 +1,6 @@ # MIT License -Copyright (c) 2020 RStudio PBC +Copyright (c) 2024 applicable authors Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the "Software"), to deal diff --git a/README.Rmd b/README.Rmd index dbd9c33..f1c7f5f 100644 --- a/README.Rmd +++ b/README.Rmd @@ -1,7 +1,5 @@ --- output: github_document -editor_options: - chunk_output_type: console --- @@ -10,15 +8,14 @@ editor_options: knitr::opts_chunk$set( collapse = TRUE, comment = "#>", - fig.path = "man/figures/README-", - out.width = "100%" + fig.path = "man/figures/README-" ) options(rlang__backtrace_on_error = "reminder") ``` -# applicable +# applicable [![R-CMD-check](https://github.com/tidymodels/applicable/actions/workflows/R-CMD-check.yaml/badge.svg)](https://github.com/tidymodels/applicable/actions/workflows/R-CMD-check.yaml) @@ -50,7 +47,7 @@ devtools::install_github("tidymodels/applicable") This project is released with a [Contributor Code of Conduct](https://contributor-covenant.org/version/2/0/CODE_OF_CONDUCT.html). By contributing to this project, you agree to abide by its terms. -- For questions and discussions about tidymodels packages, modeling, and machine learning, please [post on RStudio Community](https://forum.posit.co/new-topic?category_id=15&tags=tidymodels,question). +- For questions and discussions about tidymodels packages, modeling, and machine learning, please [post on Posit Community](https://forum.posit.co/new-topic?category_id=15&tags=tidymodels,question). - If you think you have encountered a bug, please [submit an issue](https://github.com/tidymodels/applicable/issues). diff --git a/README.md b/README.md index 7705f84..1db55df 100644 --- a/README.md +++ b/README.md @@ -1,7 +1,7 @@ -# applicable +# applicable @@ -40,6 +40,16 @@ Install the development version of applicable from devtools::install_github("tidymodels/applicable") ``` +## Vignettes + +To learn about how to use applicable, check out the vignettes: + +- `vignette("binary-data", "applicable")`: Learn different methods to + analyze binary data. + +- `vignette("continuous-data", "applicable")`: Learn different methods + to analyze continuous data. + ## Contributing This project is released with a [Contributor Code of @@ -47,7 +57,7 @@ Conduct](https://contributor-covenant.org/version/2/0/CODE_OF_CONDUCT.html). By contributing to this project, you agree to abide by its terms. - For questions and discussions about tidymodels packages, modeling, and - machine learning, please [post on RStudio + machine learning, please [post on Posit Community](https://forum.posit.co/new-topic?category_id=15&tags=tidymodels,question). - If you think you have encountered a bug, please [submit an diff --git a/_pkgdown.yml b/_pkgdown.yml index 0028876..a18ea7b 100644 --- a/_pkgdown.yml +++ b/_pkgdown.yml @@ -2,16 +2,16 @@ url: https://applicable.tidymodels.org template: package: tidytemplate - params: - part_of: tidymodels - footer: applicable is a part of the tidymodels ecosystem, a collection of modeling packages designed with common APIs and a shared philosophy. - -# https://github.com/tidyverse/tidytemplate for css + bootstrap: 5 + bslib: + primary: "#CA225E" + includes: + in_header: | + development: mode: auto - figures: fig.width: 8 fig.height: 5.75 diff --git a/docs/404.html b/docs/404.html index 89b69a2..041f5b6 100644 --- a/docs/404.html +++ b/docs/404.html @@ -1,168 +1,100 @@ - - - - + + + + - - + Page not found (404) • applicable - - - + - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - + + + + - - - - - - -
-
-
+
+ + +
-
-
-

Page not found (404)

+
+

Page not found (404)

+
Content not found. Please use links in the navbar. -
- - - +
- -
-
-

applicable is a part of the tidymodels ecosystem, a collection of modeling packages designed with common APIs and a shared philosophy.

+
+
+
+

Developed by Marly Gotti, Max Kuhn.

-
-

- Developed by Marly Gotti, Max Kuhn. - Site built by pkgdown. -

+
+

Site built with pkgdown 2.0.9.

-
-
- - - - - +
+ - - diff --git a/docs/CNAME b/docs/CNAME deleted file mode 100644 index 944fc48..0000000 --- a/docs/CNAME +++ /dev/null @@ -1 +0,0 @@ -applicable.tidymodels.org \ No newline at end of file diff --git a/docs/CODE_OF_CONDUCT.html b/docs/CODE_OF_CONDUCT.html new file mode 100644 index 0000000..e4684f4 --- /dev/null +++ b/docs/CODE_OF_CONDUCT.html @@ -0,0 +1,137 @@ + +Contributor Covenant Code of Conduct • applicable + Skip to content + + +
+
+
+

Contributor Covenant Code of Conduct

+ Source: CODE_OF_CONDUCT.md +
+ +
+ +
+

Our Pledge

+

We as members, contributors, and leaders pledge to make participation in our community a harassment-free experience for everyone, regardless of age, body size, visible or invisible disability, ethnicity, sex characteristics, gender identity and expression, level of experience, education, socio-economic status, nationality, personal appearance, race, religion, or sexual identity and orientation.

+

We pledge to act and interact in ways that contribute to an open, welcoming, diverse, inclusive, and healthy community.

+
+
+

Our Standards

+

Examples of behavior that contributes to a positive environment for our community include:

+
  • Demonstrating empathy and kindness toward other people
    • +
  • Being respectful of differing opinions, viewpoints, and experiences
    • +
  • Giving and gracefully accepting constructive feedback
    • +
  • Accepting responsibility and apologizing to those affected by our mistakes, and learning from the experience
    • +
  • Focusing on what is best not just for us as individuals, but for the overall community
    • +

Examples of unacceptable behavior include:

+
  • The use of sexualized language or imagery, and sexual attention or advances of any kind
    • +
  • Trolling, insulting or derogatory comments, and personal or political attacks
    • +
  • Public or private harassment
    • +
  • Publishing others’ private information, such as a physical or email address, without their explicit permission
    • +
  • Other conduct which could reasonably be considered inappropriate in a professional setting
    • +
+
+

Enforcement Responsibilities

+

Community leaders are responsible for clarifying and enforcing our standards of acceptable behavior and will take appropriate and fair corrective action in response to any behavior that they deem inappropriate, threatening, offensive, or harmful.

+

Community leaders have the right and responsibility to remove, edit, or reject comments, commits, code, wiki edits, issues, and other contributions that are not aligned to this Code of Conduct, and will communicate reasons for moderation decisions when appropriate.

+
+
+

Scope

+

This Code of Conduct applies within all community spaces, and also applies when an individual is officially representing the community in public spaces. Examples of representing our community include using an official e-mail address, posting via an official social media account, or acting as an appointed representative at an online or offline event.

+
+
+

Enforcement

+

Instances of abusive, harassing, or otherwise unacceptable behavior may be reported to the community leaders responsible for enforcement at [INSERT CONTACT METHOD]. All complaints will be reviewed and investigated promptly and fairly.

+

All community leaders are obligated to respect the privacy and security of the reporter of any incident.

+
+
+

Enforcement Guidelines

+

Community leaders will follow these Community Impact Guidelines in determining the consequences for any action they deem in violation of this Code of Conduct:

+
+

1. Correction

+

Community Impact: Use of inappropriate language or other behavior deemed unprofessional or unwelcome in the community.

+

Consequence: A private, written warning from community leaders, providing clarity around the nature of the violation and an explanation of why the behavior was inappropriate. A public apology may be requested.

+
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2. Warning

+

Community Impact: A violation through a single incident or series of actions.

+

Consequence: A warning with consequences for continued behavior. No interaction with the people involved, including unsolicited interaction with those enforcing the Code of Conduct, for a specified period of time. This includes avoiding interactions in community spaces as well as external channels like social media. Violating these terms may lead to a temporary or permanent ban.

+
+
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3. Temporary Ban

+

Community Impact: A serious violation of community standards, including sustained inappropriate behavior.

+

Consequence: A temporary ban from any sort of interaction or public communication with the community for a specified period of time. No public or private interaction with the people involved, including unsolicited interaction with those enforcing the Code of Conduct, is allowed during this period. Violating these terms may lead to a permanent ban.

+
+
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4. Permanent Ban

+

Community Impact: Demonstrating a pattern of violation of community standards, including sustained inappropriate behavior, harassment of an individual, or aggression toward or disparagement of classes of individuals.

+

Consequence: A permanent ban from any sort of public interaction within the community.

+
+
+
+

Attribution

+

This Code of Conduct is adapted from the Contributor Covenant, version 2.0, available at https://www.contributor-covenant.org/version/2/0/ code_of_conduct.html.

+

Community Impact Guidelines were inspired by Mozilla’s code of conduct enforcement ladder.

+

For answers to common questions about this code of conduct, see the FAQ at https://www.contributor-covenant.org/faq. Translations are available at https:// www.contributor-covenant.org/translations.

+
+
+ +
+ + +
+
+
+

Developed by Marly Gotti, Max Kuhn.

+
+ +
+

Site built with pkgdown 2.0.9.

+
+ +
+ diff --git a/docs/LICENSE-text.html b/docs/LICENSE-text.html index cfe91ec..262ada0 100644 --- a/docs/LICENSE-text.html +++ b/docs/LICENSE-text.html @@ -1,170 +1,72 @@ - - - - - - - -License • applicable - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -License • applicable + + Skip to content + +
-
-
-

License

+
+

License

+
-
YEAR: 2020
-COPYRIGHT HOLDER: RStudio PBC
+
YEAR: 2024
+COPYRIGHT HOLDER: applicable authors
 

 
-
+
- +
+
+
+

Developed by Marly Gotti, Max Kuhn.

- - -
-
-

applicable is a part of the tidymodels ecosystem, a collection of modeling packages designed with common APIs and a shared philosophy.

-
- -
-

- Developed by Marly Gotti, Max Kuhn. - Site built by pkgdown. -

+
+

Site built with pkgdown 2.0.9.

-
-
- - - - - - - +
diff --git a/docs/LICENSE.html b/docs/LICENSE.html index d671fa2..52199c8 100644 --- a/docs/LICENSE.html +++ b/docs/LICENSE.html @@ -1,174 +1,76 @@ - - - - - - - -MIT License • applicable - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - - -MIT License • applicable - + + Skip to content + +
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-

MIT License

+
+

MIT License

+ Source: LICENSE.md
-

Copyright (c) 2020 RStudio PBC

+

Copyright (c) 2024 applicable authors

Permission is hereby granted, free of charge, to any person obtaining a copy of this software and associated documentation files (the “Software”), to deal in the Software without restriction, including without limitation the rights to use, copy, modify, merge, publish, distribute, sublicense, and/or sell copies of the Software, and to permit persons to whom the Software is furnished to do so, subject to the following conditions:

The above copyright notice and this permission notice shall be included in all copies or substantial portions of the Software.

THE SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE SOFTWARE.

-
+
- +
+
+
+

Developed by Marly Gotti, Max Kuhn.

- - -
-
-

applicable is a part of the tidymodels ecosystem, a collection of modeling packages designed with common APIs and a shared philosophy.

-
- -
-

- Developed by Marly Gotti, Max Kuhn. - Site built by pkgdown. -

+
+

Site built with pkgdown 2.0.9.

-
-
- - - - - - - +
diff --git a/docs/articles/binary-data.html b/docs/articles/binary-data.html index 0bbf075..4f78501 100644 --- a/docs/articles/binary-data.html +++ b/docs/articles/binary-data.html @@ -4,7 +4,8 @@ - + + Applicability domain methods for binary data • applicable @@ -12,167 +13,166 @@ - - - - - - + + + + + + + - + - -
-
-
-
-

Applicability domain methods for binary data

+
+
+

Applicability domain methods for binary data

- Source: vignettes/binary-data.Rmd - - + Source: vignettes/binary-data.qmd +
binary-data.qmd
-
-

-Introduction

-
library(applicable)
-

Similarity statistics can be used to compare data sets where all of the predictors are binary. One of the most common measures is the Jaccard index.

-

For a training set of size n, there are n similarity statistics for each new sample. These can be summarized via the mean statistic or a quantile. In general, we want similarity to be low within the training set (i.e., a diverse training set) and high for new samples to be predicted.

-

To analyze the Jaccard metric, applicable provides the following methods:

+
+

Introduction +

+ +

Similarity statistics can be used to compare data sets where all of +the predictors are binary. One of the most common measures is the +Jaccard index.

+

For a training set of size n, there are n +similarity statistics for each new sample. These can be summarized via +the mean statistic or a quantile. In general, we want similarity to be +low within the training set (i.e., a diverse training set) and high for +new samples to be predicted.

+

To analyze the Jaccard metric, applicable provides the +following methods:

    -

  • apd_similarity: analyzes samples in terms of similarity scores. For a training set of n samples, a new sample is compared to each, resulting in n similarity scores. These can be summarized into the median similarity.

    • -

  • autoplot: shows the cumulative probability versus the unique similarity values in the training set.

    • -

  • score: scores new samples using similarity methods. In particular, it calculates the similarity scores and if add_percentile = TRUE, it also estimates the percentile of the similarity scores.

    • +

  • apd_similarity: analyzes samples in terms of +similarity scores. For a training set of n samples, a new +sample is compared to each, resulting in n similarity scores. +These can be summarized into the median similarity.

    • +

  • autoplot: shows the cumulative probability versus +the unique similarity values in the training set.

    • +

  • score: scores new samples using similarity methods. +In particular, it calculates the similarity scores and if +add_percentile = TRUE, it also estimates the percentile of +the similarity scores.

-
-

-Example

-

The example data is from two QSAR data sets where binary fingerprints are used as predictors.

-
data(qsar_binary)
+
+

Example +

+

The example data is from two QSAR data sets where binary fingerprints +are used as predictors.

+
+data(qsar_binary)

Let us construct the model:

-
jacc_sim <- apd_similarity(binary_tr)
-jacc_sim
-#> Applicability domain via similarity
-#> Reference data were 67 variables collected on 4330 data points.
-#> New data summarized using the mean.
+
+jacc_sim <- apd_similarity(binary_tr)
+jacc_sim
+#> Applicability domain via similarity
+#> Reference data were 67 variables collected on 4330 data points.
+#> New data summarized using the mean.

As we can see below, this is a fairly diverse training set:

-
library(ggplot2)
-
-# Plot the empirical cumulative distribution function for the training set
-autoplot(jacc_sim)
+
+library(ggplot2)
+
+# Plot the empirical cumulative distribution function for the training set
+autoplot(jacc_sim)

-

We can compare the similarity between new samples and the training set:

-
# Summarize across all training set similarities
-mean_sim <- score(jacc_sim, new_data = binary_unk)
-mean_sim
-#> # A tibble: 5 x 2
-#>   similarity similarity_pctl
-#>        <dbl>           <dbl>
-#> 1     0.376            49.8 
-#> 2     0.284            13.5 
-#> 3     0.218             6.46
-#> 4     0.452           100   
-#> 5     0.0971            5.59
-

Samples 3 and 5 are definitely extrapolations based on these predictors. In other words, the new samples are not similar to the training set and so predictions on them may not be very reliable.

+

We can compare the similarity between new samples and the training +set:

+
+# Summarize across all training set similarities
+mean_sim <- score(jacc_sim, new_data = binary_unk)
+mean_sim
+#> # A tibble: 5 × 2
+#>   similarity similarity_pctl
+#>        <dbl>           <dbl>
+#> 1     0.376            49.8 
+#> 2     0.284            13.5 
+#> 3     0.218             6.46
+#> 4     0.452           100   
+#> 5     0.0971            5.59
+

Samples 3 and 5 are definitely extrapolations based on these +predictors. In other words, the new samples are not similar to the +training set and so predictions on them may not be very reliable.

-
- - - +
-
-

applicable is a part of the tidymodels ecosystem, a collection of modeling packages designed with common APIs and a shared philosophy.

+
+
+
+

Developed by Marly Gotti, Max Kuhn.

-
-

- Developed by Marly Gotti, Max Kuhn. - Site built by pkgdown. -

+
+

Site built with pkgdown 2.0.9.

-
-
- - - - - +
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We remove the former (to -// be compatible with the behavior of Pandoc < 2.8). -document.addEventListener('DOMContentLoaded', function(e) { - var hs = document.querySelectorAll("div.section[class*='level'] > :first-child"); - var i, h, a; - for (i = 0; i < hs.length; i++) { - h = hs[i]; - if (!/^h[1-6]$/i.test(h.tagName)) continue; // it should be a header h1-h6 - a = h.attributes; - while (a.length > 0) h.removeAttribute(a[0].name); - } -}); diff --git a/docs/articles/continuous-data.html b/docs/articles/continuous-data.html index be3f33a..5892f12 100644 --- a/docs/articles/continuous-data.html +++ b/docs/articles/continuous-data.html @@ -4,7 +4,8 @@ - + + Applicability domain methods for continuous data • applicable @@ -12,267 +13,325 @@ - - - - - - + + + + + + + - + - -
-
-
-
-

Applicability domain methods for continuous data

+ +
+
+

Applicability domain methods for continuous data

- Source: vignettes/continuous-data.Rmd - - + Source: vignettes/continuous-data.qmd +
continuous-data.qmd
-
-

-Introduction

-
library(applicable)
-

applicable provides the following methods to analyze the applicability domain of your model:

+
+

Introduction +

+ +

applicable provides the following methods to analyze the +applicability domain of your model:

  • Principal component analysis
  • Hat values statistics
-
-

-Example

+
+

Example +

We will use the Ames IA housing data for our example.

-
library(AmesHousing)
-ames <- make_ames()
+

There are 2,930 properties in the data.

-

The Sale Price was recorded along with 81 predictors, including:

+

The Sale Price was recorded along with 74 predictors, including:

  • Location (e.g. neighborhood) and lot information.
  • House components (garage, fireplace, pool, porch, etc.).
  • General assessments such as overall quality and condition.
  • Number of bedrooms, baths, and so on.
-

More details can be found in De Cock (2011, Journal of Statistics Education).

-

The raw data are at http://bit.ly/2whgsQM but we will use a processed version found in the AmesHousing package. applicable also contains an update for these data for three new properties (although fewer fields were collected on these).

-

To pre-process the training set, we will use the recipes package. We first tell the recipes that there is an additional value for the neighborhood in these data, then direct it to create dummy variables for all categorical predictors. In cases where there are no levels observed for a factor, we eliminate predictors with a single unique value, then estimate a transformation that will make the predictor distributions more symmetric. After these, the data are centered and scaled. These same transformations will be applied to the new data points using the statistics estimated from the training set.

-
library(recipes)
-#> Warning: package 'recipes' was built under R version 3.6.2
-library(dplyr)
-
-ames_cols <- names(ames_new)
-
-training_data <-
-  ames %>%
-  # For consistency, only analyze the data on new properties
-  dplyr::select(one_of(ames_cols)) %>%
-  mutate(
-    # There is a new neighborhood in ames_new
-    Neighborhood = as.character(Neighborhood),
-    Neighborhood = factor(Neighborhood, levels = levels(ames_new$Neighborhood))
-  )
-
-
-training_recipe <-
-  recipe( ~ ., data = training_data) %>%
-  step_dummy(all_nominal()) %>%
-  # Remove variables that have the same value for every data point.
-  step_zv(all_predictors()) %>%
-  # Transform variables to be distributed as Gaussian-like as possible.
-  step_YeoJohnson(all_numeric()) %>%
-  # Normalize numeric data to have a mean of zero and
-  # standard deviation of one.
-  step_normalize(all_numeric())
-
-

-Principal Component Analysis

-

The following functions in applicable are used for principal component analysis:

+

More details can be found in De Cock (2011, Journal of +Statistics Education).

+

The raw data are at http://jse.amstat.org/v19n3/decock/AmesHousing.txt +but we will use a processed version found in the AmesHousing +package. applicable also contains an update for these data +for three new properties (although fewer fields were collected on +these).

+

To pre-process the training set, we will use the recipes +package. We first tell the recipes that there is an additional value for +the neighborhood in these data, then direct it to create dummy variables +for all categorical predictors. In cases where there are no levels +observed for a factor, we eliminate predictors with a single unique +value, then estimate a transformation that will make the predictor +distributions more symmetric. After these, the data are centered and +scaled. These same transformations will be applied to the new data +points using the statistics estimated from the training set.

+
+library(recipes)
+library(dplyr)
+
+# Load custom houses from applicable.
+data(ames_new, package = "applicable")
+
+ames_cols <- c('MS_SubClass', 'Lot_Frontage', 'Lot_Area', 'Lot_Shape', 
+               'Neighborhood', 'Bldg_Type', 'Year_Built', 'Central_Air', 
+               'Gr_Liv_Area', 'Full_Bath', 'Half_Bath', 'Longitude', 'Latitude')
+
+training_data <- 
+  ames %>% 
+  # For consistency, only analyze the data on new properties
+  dplyr::select(one_of(ames_cols)) %>% 
+  mutate(
+    # There is a new neighborhood in ames_new
+    Neighborhood = as.character(Neighborhood),
+    Neighborhood = factor(Neighborhood, levels = levels(ames_new$Neighborhood))
+  )
+
+
+training_recipe <-
+  recipe( ~ ., data = training_data) %>%
+  step_dummy(all_nominal()) %>% 
+  # Remove variables that have the same value for every data point.
+  step_zv(all_predictors()) %>% 
+  # Transform variables to be distributed as Gaussian-like as possible.
+  step_YeoJohnson(all_numeric()) %>%
+  # Normalize numeric data to have a mean of zero and
+  # standard deviation of one.
+  step_normalize(all_numeric())
+
+

Principal Component Analysis +

+

The following functions in applicable are used for +principal component analysis:

  • -apd_pca: computes the principal components that account for up to either 95% or the provided threshold of variability. It also computes the percentiles of the principal components and the mean of each principal component.
    • +apd_pca: computes the principal components that account +for up to either 95% or the provided threshold of +variability. It also computes the percentiles of the principal +components and the mean of each principal component.
  • -autoplot: plots the distribution function for pcas. You can also provide an optional set of dplyr selectors, such as dplyr::matches() or dplyr::starts_with(), for selecting which variables should be shown in the plot.
    • +autoplot: plots the distribution function for pcas. You +can also provide an optional set of dplyr selectors, such +as dplyr::matches() or dplyr::starts_with(), +for selecting which variables should be shown in the plot.
  • -score: calculates the principal components of the new data and their percentiles as compared to the training data. The number of principal components computed depends on the threshold given at fit time. It also computes the multivariate distance between each principal component and its mean.
    • +score: calculates the principal components of the new +data and their percentiles as compared to the training data. The number +of principal components computed depends on the threshold +given at fit time. It also computes the multivariate distance between +each principal component and its mean.

Let us apply apd_pca modeling function to our data:

-
ames_pca <- apd_pca(training_recipe, training_data)
-ames_pca
-#> # Predictors:
-#>    50
-#> # Principal Components:
-#>    118 components were needed
-#>    to capture at least 95% of the
-#>    total variation in the predictors.
-

Since no threshold was provided, the function computed the number of principal components that accounted for at most 95% of the total variance.

-

For illustration, setting threshold = 0.25 or 25%, we now need only 10 principal components:

-
ames_pca <- apd_pca(training_recipe, training_data, threshold = 0.25)
-ames_pca
-#> # Predictors:
-#>    50
-#> # Principal Components:
-#>    10 components were needed
-#>    to capture at least 25% of the
-#>    total variation in the predictors.
-

Plotting the distribution function for the PCA scores is also helpful:

-
-library(ggplot2)
-autoplot(ames_pca)
-

-

You can use regular expressions to plot a smaller subset of the pca statistics:

+
+ames_pca <- apd_pca(training_recipe, training_data)
+ames_pca
+#> # Predictors:
+#>    13
+#> # Principal Components:
+#>    44 components were needed
+#>    to capture at least 95% of the
+#>    total variation in the predictors.
+

Since no threshold was provided, the function computed +the number of principal components that accounted for at most 95% of the +total variance.

+

For illustration, setting threshold = 0.25 or 25%, we +now need only 10 principal components:

+
+ames_pca <- apd_pca(training_recipe, training_data, threshold = 0.25)
+ames_pca
+#> # Predictors:
+#>    13
+#> # Principal Components:
+#>    6 components were needed
+#>    to capture at least 25% of the
+#>    total variation in the predictors.
+

Plotting the distribution function for the PCA scores is also +helpful:

+
+library(ggplot2)
+autoplot(ames_pca)
+

+

You can use regular expressions to plot a smaller subset of the pca +statistics:

-

The score function compares the training data to new samples. Let’s go back to the case where we capture 95% of the variation in the predictors and score the new samples. Since we used the recipe interface, we can give the score function the original data:

-
ames_pca <- apd_pca(training_recipe, training_data)
-pca_score <- score(ames_pca, ames_new)
-pca_score %>% select(matches("PC00[1-3]"), contains("distance"))
-#> # A tibble: 3 x 8
-#>   PC001 PC002  PC003 PC001_pctl PC002_pctl PC003_pctl distance distance_pctl
-#>   <dbl> <dbl>  <dbl>      <dbl>      <dbl>      <dbl>    <dbl>         <dbl>
-#> 1 -4.86 0.870 -0.457       87.0       17.7       26.1     6.33          1.85
-#> 2 -2.85 0.913  0.360       51.7       19.0       21.0     7.64         17.9 
-#> 3 -4.63 0.572 -1.21        84.8       11.7       56.5     7.58         17.1
-

Notice how the samples, displayed in red, are fairly dissimilar to the training set in the first component:

+

The score function compares the training data to new +samples. Let’s go back to the case where we capture 95% of the variation +in the predictors and score the new samples. Since we used the recipe +interface, we can give the score function the original data:

+
+ames_pca <- apd_pca(training_recipe, training_data)
+pca_score <- score(ames_pca, ames_new)
+pca_score %>% select(matches("PC00[1-3]"), contains("distance"))
+#> # A tibble: 2 × 2
+#>   distance distance_pctl
+#>      <dbl>         <dbl>
+#> 1     2.48          5.32
+#> 2     5.71         44.7
+

Notice how the samples, displayed in red, are fairly dissimilar to +the training set in the first component:

-

What is driving the first component? We can look at which predictors have the largest values in the rotation matrix (i.e. the values that define the linear combinations in the PC scores). The top five are:

-
# `ames_pca$pcs` is the output of `prcomp()`
-comp_one <- ames_pca$pcs$rotation[, 1]
-comp_one[order(abs(comp_one), decreasing = TRUE)] %>% head(5)
-#>       Year_Built      Garage_Cars Foundation_PConc   Year_Remod_Add      Garage_Area 
-#>       -0.2537606       -0.2176448       -0.2100323       -0.2050218       -0.2019180
-

These three houses are extreme in the most influential variable (year built) since they were new homes. The also tend to have fairly large garages:

+

What is driving the first component? We can look at which predictors +have the largest values in the rotation matrix (i.e. the values that +define the linear combinations in the PC scores). The top five are:

+
+# `ames_pca$pcs` is the output of `prcomp()`
+comp_one <- ames_pca$pcs$rotation[, 1]
+comp_one[order(abs(comp_one), decreasing = TRUE)] %>% head(5)
+#>                           Year_Built                            Full_Bath 
+#>                            0.3952457                            0.3136387 
+#> MS_SubClass_Two_Story_1946_and_Newer                          Gr_Liv_Area 
+#>                            0.3123708                            0.3040630 
+#>                            Half_Bath 
+#>                            0.2397437
+

These three houses are extreme in the most influential variable (year +built) since they were new homes. The also tend to have fairly large +gross living areas:

This may be what is driving the first component.

-

However, the overall distance values are relatively small, which indicates that, overall, these new houses are not outside the mainstream of the data.

+

However, the overall distance values are relatively small, which +indicates that, overall, these new houses are not outside the mainstream +of the data.

-
-

-Hat Values

-

The Hat or leverage values are based on the numerics of linear regression. The measure the distance of a data point to the center of the training set distribution. For example, if the numeric training set matrix was \(X_{n \times p}\), the hat matrix for the training set would be computed using

+
+

Hat Values +

+

The Hat +or leverage values are based on the numerics of linear regression. +The measure the distance of a data point to the center of the training +set distribution. For example, if the numeric training set matrix was +\(X_{n \times p}\), the hat +matrix for the training set would be computed using

\[H = X'(X'X)^{-1}X\]

-

The corresponding hat values for the training would be the diagonals of \(H\). These values can be computed using stats::hatvalues(lm_model) but only for an lm model object. Also, it cannot compute the values for new samples.

-

Suppose that we had a new, unknown sample (as a \(p \times 1\) data vector \(u\)). The hat value for this sample would be

-

\[h = u^\intercal(X^\intercal X)^{-1}u\].

-

The following functions in applicable are used to compute the hat values of your model:

+

The corresponding hat values for the training would be the diagonals +of \(H\). These values can be computed +using stats::hatvalues(lm_model) but only for an +lm model object. Also, it cannot compute the values for new +samples.

+

Suppose that we had a new, unknown sample (as a \(p \times 1\) data vector \(u\)). The hat value for this sample would +be

+

\[h = u^\intercal(X^\intercal +X)^{-1}u\].

+

The following functions in applicable are used to +compute the hat values of your model:

  • apd_hat_values: computes the matrix \((X^\intercal X)^{-1}\).
  • -score: calculates the hat values of new samples and their percentiles.
    • +score: calculates the hat values of new samples and +their percentiles.

Two caveats for using the hat values:

    -

  1. The numerical methods are less tolerant than PCA. For example, extremely correlated predictors will degrade the ability of the hat values to be effectively used. Also, since an inverse is used, there cannot be an linear dependencies within \(X\). To resolve this the former example, the recipe step recipes::step_corr() can be used to reduce correlation. For the latter issue, recipes::step_lincomp() will identify and remove linear dependencies in the data (as shown below).

    2. -

  2. When using a linear or logistic model, the model adds an intercept columns of ones to \(X\). For equivalent computations, you should add a vector or ones to the data or use recipes::step_intercept().

    3. +

  3. The numerical methods are less tolerant than PCA. For example, +extremely correlated predictors will degrade the ability of the hat +values to be effectively used. Also, since an inverse is used, there +cannot be an linear dependencies within \(X\). To resolve this the former example, +the recipe step recipes::step_corr() can be used to reduce +correlation. For the latter issue, recipes::step_lincomp() +will identify and remove linear dependencies in the data (as shown +below).

    4. +

  4. When using a linear or logistic model, the model adds an +intercept columns of ones to \(X\). For +equivalent computations, you should add a vector or ones to the data or +use recipes::step_intercept().

-

Let us apply apd_hat_values modeling function to our data (while ensuring that there are no linear dependencies):

-
non_singular_recipe <-
-  training_recipe %>%
-  step_lincomb(all_predictors())
-
-# Recipe interface
-ames_hat <- apd_hat_values(non_singular_recipe, training_data)
+

Let us apply apd_hat_values modeling function to our +data (while ensuring that there are no linear dependencies):

+
+non_singular_recipe <- 
+  training_recipe %>% 
+  step_lincomb(all_predictors())
+
+# Recipe interface
+ames_hat <- apd_hat_values(non_singular_recipe, training_data)
+
+
+options(prev_options)
-
- - - +
-
-

applicable is a part of the tidymodels ecosystem, a collection of modeling packages designed with common APIs and a shared philosophy.

+
+
+
+

Developed by Marly Gotti, Max Kuhn.

-
-

- Developed by Marly Gotti, Max Kuhn. - Site built by pkgdown. -

+
+

Site built with pkgdown 2.0.9.

-
-
- - - - - +
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Applicability domain methods for binary data
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Applicability domain methods for continuous data
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Applicability domain methods for binary data
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Applicability domain methods for continuous data
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applicable is a part of the tidymodels ecosystem, a collection of modeling packages designed with common APIs and a shared philosophy.

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  • -

    Marly Gotti. Author, maintainer. -

    -
    • -
  • -

    Max Kuhn. Author. -

    -
    • -
  • -

    RStudio. Copyright holder. -

    -
    • -
- -
- -
- +
+

Authors

+ +
  • +

    Marly Gotti. Author, maintainer. +

    +
    • +
  • +

    Max Kuhn. Author. +

    +
    • +
  • +

    Posit. Copyright holder. +

    +
    • +
+ +
+

Citation

+

Source: DESCRIPTION

+ +

Gotti M, Kuhn M (2024). +applicable: A Compilation of Applicability Domain Methods. +R package version 0.1.1, +https://applicable.tidymodels.org, https://github.com/tidymodels/applicable. +

+ 
@Manual{,
+  title = {applicable: A Compilation of Applicability Domain Methods},
+  author = {Marly Gotti and Max Kuhn},
+  year = {2024},
+  note = {R package version 0.1.1, 
+https://applicable.tidymodels.org},
+  url = {https://github.com/tidymodels/applicable},
+}
+
+
-
-
-

applicable is a part of the tidymodels ecosystem, a collection of modeling packages designed with common APIs and a shared philosophy.

+
+
+
+

Developed by Marly Gotti, Max Kuhn.

-
-

- Developed by Marly Gotti, Max Kuhn. - Site built by pkgdown. -

+
+

Site built with pkgdown 2.0.9.

-
-
- - - - - - - +
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+@font-face { + font-family: 'Source Sans Pro'; + font-style: italic; + font-weight: 400; + font-display: swap; + src: url(6xK1dSBYKcSV-LCoeQqfX1RYOo3qPZ7ksDJT9g.woff2) format('woff2'); + unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; +} +/* vietnamese */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: italic; + font-weight: 400; + font-display: swap; + src: url(6xK1dSBYKcSV-LCoeQqfX1RYOo3qPZ7osDJT9g.woff2) format('woff2'); + unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; +} +/* latin-ext */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: italic; + font-weight: 400; + font-display: swap; + src: url(6xK1dSBYKcSV-LCoeQqfX1RYOo3qPZ7psDJT9g.woff2) format('woff2'); + unicode-range: U+0100-02AF, U+0304, U+0308, U+0329, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: italic; + font-weight: 400; + font-display: swap; + src: url(6xK1dSBYKcSV-LCoeQqfX1RYOo3qPZ7nsDI.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+2074, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; +} +/* cyrillic-ext */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: italic; + font-weight: 600; + font-display: swap; + src: url(6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZY4lCdh18Smxg.woff2) format('woff2'); + unicode-range: U+0460-052F, U+1C80-1C88, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; +} +/* cyrillic */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: italic; + font-weight: 600; + font-display: swap; + src: url(6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZY4lCdo18Smxg.woff2) format('woff2'); + unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* greek-ext */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: italic; + font-weight: 600; + font-display: swap; + src: url(6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZY4lCdg18Smxg.woff2) format('woff2'); + unicode-range: U+1F00-1FFF; +} +/* greek */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: italic; + font-weight: 600; + font-display: swap; + src: url(6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZY4lCdv18Smxg.woff2) format('woff2'); + unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; +} +/* vietnamese */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: italic; + font-weight: 600; + font-display: swap; + src: url(6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZY4lCdj18Smxg.woff2) format('woff2'); + unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; +} +/* latin-ext */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: italic; + font-weight: 600; + font-display: swap; + src: url(6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZY4lCdi18Smxg.woff2) format('woff2'); + unicode-range: U+0100-02AF, U+0304, U+0308, U+0329, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: italic; + font-weight: 600; + font-display: swap; + src: url(6xKwdSBYKcSV-LCoeQqfX1RYOo3qPZY4lCds18Q.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+2074, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; +} +/* cyrillic-ext */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: normal; + font-weight: 400; + font-display: swap; + src: url(6xK3dSBYKcSV-LCoeQqfX1RYOo3qNa7lqDY.woff2) format('woff2'); + unicode-range: U+0460-052F, U+1C80-1C88, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; +} +/* cyrillic */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: normal; + font-weight: 400; + font-display: swap; + src: url(6xK3dSBYKcSV-LCoeQqfX1RYOo3qPK7lqDY.woff2) format('woff2'); + unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* greek-ext */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: normal; + font-weight: 400; + font-display: swap; + src: url(6xK3dSBYKcSV-LCoeQqfX1RYOo3qNK7lqDY.woff2) format('woff2'); + unicode-range: U+1F00-1FFF; +} +/* greek */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: normal; + font-weight: 400; + font-display: swap; + src: url(6xK3dSBYKcSV-LCoeQqfX1RYOo3qO67lqDY.woff2) format('woff2'); + unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; +} +/* vietnamese */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: normal; + font-weight: 400; + font-display: swap; + src: url(6xK3dSBYKcSV-LCoeQqfX1RYOo3qN67lqDY.woff2) format('woff2'); + unicode-range: U+0102-0103, U+0110-0111, U+0128-0129, U+0168-0169, U+01A0-01A1, U+01AF-01B0, U+0300-0301, U+0303-0304, U+0308-0309, U+0323, U+0329, U+1EA0-1EF9, U+20AB; +} +/* latin-ext */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: normal; + font-weight: 400; + font-display: swap; + src: url(6xK3dSBYKcSV-LCoeQqfX1RYOo3qNq7lqDY.woff2) format('woff2'); + unicode-range: U+0100-02AF, U+0304, U+0308, U+0329, U+1E00-1E9F, U+1EF2-1EFF, U+2020, U+20A0-20AB, U+20AD-20C0, U+2113, U+2C60-2C7F, U+A720-A7FF; +} +/* latin */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: normal; + font-weight: 400; + font-display: swap; + src: url(6xK3dSBYKcSV-LCoeQqfX1RYOo3qOK7l.woff2) format('woff2'); + unicode-range: U+0000-00FF, U+0131, U+0152-0153, U+02BB-02BC, U+02C6, U+02DA, U+02DC, U+0304, U+0308, U+0329, U+2000-206F, U+2074, U+20AC, U+2122, U+2191, U+2193, U+2212, U+2215, U+FEFF, U+FFFD; +} +/* cyrillic-ext */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(6xKydSBYKcSV-LCoeQqfX1RYOo3i54rwmhduz8A.woff2) format('woff2'); + unicode-range: U+0460-052F, U+1C80-1C88, U+20B4, U+2DE0-2DFF, U+A640-A69F, U+FE2E-FE2F; +} +/* cyrillic */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(6xKydSBYKcSV-LCoeQqfX1RYOo3i54rwkxduz8A.woff2) format('woff2'); + unicode-range: U+0301, U+0400-045F, U+0490-0491, U+04B0-04B1, U+2116; +} +/* greek-ext */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(6xKydSBYKcSV-LCoeQqfX1RYOo3i54rwmxduz8A.woff2) format('woff2'); + unicode-range: U+1F00-1FFF; +} +/* greek */ +@font-face { + font-family: 'Source Sans Pro'; + font-style: normal; + font-weight: 600; + font-display: swap; + src: url(6xKydSBYKcSV-LCoeQqfX1RYOo3i54rwlBduz8A.woff2) format('woff2'); + unicode-range: U+0370-0377, U+037A-037F, U+0384-038A, U+038C, U+038E-03A1, U+03A3-03FF; +} +/* 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e=/input|textarea/i.test(t.target.tagName),i="Escape"===t.key,n=[Ei,Ti].includes(t.key);if(!n&&!i)return;if(e&&!i)return;t.preventDefault();const s=this.matches(Ii)?this:z.prev(this,Ii)[0]||z.next(this,Ii)[0]||z.findOne(Ii,t.delegateTarget.parentNode),o=qi.getOrCreateInstance(s);if(n)return t.stopPropagation(),o.show(),void o._selectMenuItem(t);o._isShown()&&(t.stopPropagation(),o.hide(),s.focus())}}N.on(document,Si,Ii,qi.dataApiKeydownHandler),N.on(document,Si,Pi,qi.dataApiKeydownHandler),N.on(document,Li,qi.clearMenus),N.on(document,Di,qi.clearMenus),N.on(document,Li,Ii,(function(t){t.preventDefault(),qi.getOrCreateInstance(this).toggle()})),m(qi);const Vi="backdrop",Ki="show",Qi=`mousedown.bs.${Vi}`,Xi={className:"modal-backdrop",clickCallback:null,isAnimated:!1,isVisible:!0,rootElement:"body"},Yi={className:"string",clickCallback:"(function|null)",isAnimated:"boolean",isVisible:"boolean",rootElement:"(element|string)"};class Ui extends H{constructor(t){super(),this._config=this._getConfig(t),this._isAppended=!1,this._element=null}static get Default(){return Xi}static get DefaultType(){return Yi}static get NAME(){return Vi}show(t){if(!this._config.isVisible)return void g(t);this._append();const e=this._getElement();this._config.isAnimated&&d(e),e.classList.add(Ki),this._emulateAnimation((()=>{g(t)}))}hide(t){this._config.isVisible?(this._getElement().classList.remove(Ki),this._emulateAnimation((()=>{this.dispose(),g(t)}))):g(t)}dispose(){this._isAppended&&(N.off(this._element,Qi),this._element.remove(),this._isAppended=!1)}_getElement(){if(!this._element){const t=document.createElement("div");t.className=this._config.className,this._config.isAnimated&&t.classList.add("fade"),this._element=t}return this._element}_configAfterMerge(t){return t.rootElement=r(t.rootElement),t}_append(){if(this._isAppended)return;const t=this._getElement();this._config.rootElement.append(t),N.on(t,Qi,(()=>{g(this._config.clickCallback)})),this._isAppended=!0}_emulateAnimation(t){_(t,this._getElement(),this._config.isAnimated)}}const Gi=".bs.focustrap",Ji=`focusin${Gi}`,Zi=`keydown.tab${Gi}`,tn="backward",en={autofocus:!0,trapElement:null},nn={autofocus:"boolean",trapElement:"element"};class sn extends H{constructor(t){super(),this._config=this._getConfig(t),this._isActive=!1,this._lastTabNavDirection=null}static get Default(){return en}static get DefaultType(){return nn}static get NAME(){return"focustrap"}activate(){this._isActive||(this._config.autofocus&&this._config.trapElement.focus(),N.off(document,Gi),N.on(document,Ji,(t=>this._handleFocusin(t))),N.on(document,Zi,(t=>this._handleKeydown(t))),this._isActive=!0)}deactivate(){this._isActive&&(this._isActive=!1,N.off(document,Gi))}_handleFocusin(t){const{trapElement:e}=this._config;if(t.target===document||t.target===e||e.contains(t.target))return;const i=z.focusableChildren(e);0===i.length?e.focus():this._lastTabNavDirection===tn?i[i.length-1].focus():i[0].focus()}_handleKeydown(t){"Tab"===t.key&&(this._lastTabNavDirection=t.shiftKey?tn:"forward")}}const on=".fixed-top, .fixed-bottom, .is-fixed, .sticky-top",rn=".sticky-top",an="padding-right",ln="margin-right";class cn{constructor(){this._element=document.body}getWidth(){const t=document.documentElement.clientWidth;return Math.abs(window.innerWidth-t)}hide(){const t=this.getWidth();this._disableOverFlow(),this._setElementAttributes(this._element,an,(e=>e+t)),this._setElementAttributes(on,an,(e=>e+t)),this._setElementAttributes(rn,ln,(e=>e-t))}reset(){this._resetElementAttributes(this._element,"overflow"),this._resetElementAttributes(this._element,an),this._resetElementAttributes(on,an),this._resetElementAttributes(rn,ln)}isOverflowing(){return this.getWidth()>0}_disableOverFlow(){this._saveInitialAttribute(this._element,"overflow"),this._element.style.overflow="hidden"}_setElementAttributes(t,e,i){const n=this.getWidth();this._applyManipulationCallback(t,(t=>{if(t!==this._element&&window.innerWidth>t.clientWidth+n)return;this._saveInitialAttribute(t,e);const s=window.getComputedStyle(t).getPropertyValue(e);t.style.setProperty(e,`${i(Number.parseFloat(s))}px`)}))}_saveInitialAttribute(t,e){const i=t.style.getPropertyValue(e);i&&F.setDataAttribute(t,e,i)}_resetElementAttributes(t,e){this._applyManipulationCallback(t,(t=>{const i=F.getDataAttribute(t,e);null!==i?(F.removeDataAttribute(t,e),t.style.setProperty(e,i)):t.style.removeProperty(e)}))}_applyManipulationCallback(t,e){if(o(t))e(t);else for(const i of z.find(t,this._element))e(i)}}const hn=".bs.modal",dn=`hide${hn}`,un=`hidePrevented${hn}`,fn=`hidden${hn}`,pn=`show${hn}`,mn=`shown${hn}`,gn=`resize${hn}`,_n=`click.dismiss${hn}`,bn=`mousedown.dismiss${hn}`,vn=`keydown.dismiss${hn}`,yn=`click${hn}.data-api`,wn="modal-open",An="show",En="modal-static",Tn={backdrop:!0,focus:!0,keyboard:!0},Cn={backdrop:"(boolean|string)",focus:"boolean",keyboard:"boolean"};class On extends W{constructor(t,e){super(t,e),this._dialog=z.findOne(".modal-dialog",this._element),this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._isShown=!1,this._isTransitioning=!1,this._scrollBar=new cn,this._addEventListeners()}static get Default(){return Tn}static get DefaultType(){return Cn}static get NAME(){return"modal"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||this._isTransitioning||N.trigger(this._element,pn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._isTransitioning=!0,this._scrollBar.hide(),document.body.classList.add(wn),this._adjustDialog(),this._backdrop.show((()=>this._showElement(t))))}hide(){this._isShown&&!this._isTransitioning&&(N.trigger(this._element,dn).defaultPrevented||(this._isShown=!1,this._isTransitioning=!0,this._focustrap.deactivate(),this._element.classList.remove(An),this._queueCallback((()=>this._hideModal()),this._element,this._isAnimated())))}dispose(){N.off(window,hn),N.off(this._dialog,hn),this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}handleUpdate(){this._adjustDialog()}_initializeBackDrop(){return new Ui({isVisible:Boolean(this._config.backdrop),isAnimated:this._isAnimated()})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_showElement(t){document.body.contains(this._element)||document.body.append(this._element),this._element.style.display="block",this._element.removeAttribute("aria-hidden"),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.scrollTop=0;const e=z.findOne(".modal-body",this._dialog);e&&(e.scrollTop=0),d(this._element),this._element.classList.add(An),this._queueCallback((()=>{this._config.focus&&this._focustrap.activate(),this._isTransitioning=!1,N.trigger(this._element,mn,{relatedTarget:t})}),this._dialog,this._isAnimated())}_addEventListeners(){N.on(this._element,vn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():this._triggerBackdropTransition())})),N.on(window,gn,(()=>{this._isShown&&!this._isTransitioning&&this._adjustDialog()})),N.on(this._element,bn,(t=>{N.one(this._element,_n,(e=>{this._element===t.target&&this._element===e.target&&("static"!==this._config.backdrop?this._config.backdrop&&this.hide():this._triggerBackdropTransition())}))}))}_hideModal(){this._element.style.display="none",this._element.setAttribute("aria-hidden",!0),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._isTransitioning=!1,this._backdrop.hide((()=>{document.body.classList.remove(wn),this._resetAdjustments(),this._scrollBar.reset(),N.trigger(this._element,fn)}))}_isAnimated(){return this._element.classList.contains("fade")}_triggerBackdropTransition(){if(N.trigger(this._element,un).defaultPrevented)return;const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._element.style.overflowY;"hidden"===e||this._element.classList.contains(En)||(t||(this._element.style.overflowY="hidden"),this._element.classList.add(En),this._queueCallback((()=>{this._element.classList.remove(En),this._queueCallback((()=>{this._element.style.overflowY=e}),this._dialog)}),this._dialog),this._element.focus())}_adjustDialog(){const t=this._element.scrollHeight>document.documentElement.clientHeight,e=this._scrollBar.getWidth(),i=e>0;if(i&&!t){const t=p()?"paddingLeft":"paddingRight";this._element.style[t]=`${e}px`}if(!i&&t){const t=p()?"paddingRight":"paddingLeft";this._element.style[t]=`${e}px`}}_resetAdjustments(){this._element.style.paddingLeft="",this._element.style.paddingRight=""}static jQueryInterface(t,e){return this.each((function(){const i=On.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===i[t])throw new TypeError(`No method named "${t}"`);i[t](e)}}))}}N.on(document,yn,'[data-bs-toggle="modal"]',(function(t){const e=z.getElementFromSelector(this);["A","AREA"].includes(this.tagName)&&t.preventDefault(),N.one(e,pn,(t=>{t.defaultPrevented||N.one(e,fn,(()=>{a(this)&&this.focus()}))}));const i=z.findOne(".modal.show");i&&On.getInstance(i).hide(),On.getOrCreateInstance(e).toggle(this)})),R(On),m(On);const xn=".bs.offcanvas",kn=".data-api",Ln=`load${xn}${kn}`,Sn="show",Dn="showing",$n="hiding",In=".offcanvas.show",Nn=`show${xn}`,Pn=`shown${xn}`,Mn=`hide${xn}`,jn=`hidePrevented${xn}`,Fn=`hidden${xn}`,Hn=`resize${xn}`,Wn=`click${xn}${kn}`,Bn=`keydown.dismiss${xn}`,zn={backdrop:!0,keyboard:!0,scroll:!1},Rn={backdrop:"(boolean|string)",keyboard:"boolean",scroll:"boolean"};class qn extends W{constructor(t,e){super(t,e),this._isShown=!1,this._backdrop=this._initializeBackDrop(),this._focustrap=this._initializeFocusTrap(),this._addEventListeners()}static get Default(){return zn}static get DefaultType(){return Rn}static get NAME(){return"offcanvas"}toggle(t){return this._isShown?this.hide():this.show(t)}show(t){this._isShown||N.trigger(this._element,Nn,{relatedTarget:t}).defaultPrevented||(this._isShown=!0,this._backdrop.show(),this._config.scroll||(new cn).hide(),this._element.setAttribute("aria-modal",!0),this._element.setAttribute("role","dialog"),this._element.classList.add(Dn),this._queueCallback((()=>{this._config.scroll&&!this._config.backdrop||this._focustrap.activate(),this._element.classList.add(Sn),this._element.classList.remove(Dn),N.trigger(this._element,Pn,{relatedTarget:t})}),this._element,!0))}hide(){this._isShown&&(N.trigger(this._element,Mn).defaultPrevented||(this._focustrap.deactivate(),this._element.blur(),this._isShown=!1,this._element.classList.add($n),this._backdrop.hide(),this._queueCallback((()=>{this._element.classList.remove(Sn,$n),this._element.removeAttribute("aria-modal"),this._element.removeAttribute("role"),this._config.scroll||(new cn).reset(),N.trigger(this._element,Fn)}),this._element,!0)))}dispose(){this._backdrop.dispose(),this._focustrap.deactivate(),super.dispose()}_initializeBackDrop(){const t=Boolean(this._config.backdrop);return new Ui({className:"offcanvas-backdrop",isVisible:t,isAnimated:!0,rootElement:this._element.parentNode,clickCallback:t?()=>{"static"!==this._config.backdrop?this.hide():N.trigger(this._element,jn)}:null})}_initializeFocusTrap(){return new sn({trapElement:this._element})}_addEventListeners(){N.on(this._element,Bn,(t=>{"Escape"===t.key&&(this._config.keyboard?this.hide():N.trigger(this._element,jn))}))}static jQueryInterface(t){return this.each((function(){const e=qn.getOrCreateInstance(this,t);if("string"==typeof t){if(void 0===e[t]||t.startsWith("_")||"constructor"===t)throw new TypeError(`No method named "${t}"`);e[t](this)}}))}}N.on(document,Wn,'[data-bs-toggle="offcanvas"]',(function(t){const e=z.getElementFromSelector(this);if(["A","AREA"].includes(this.tagName)&&t.preventDefault(),l(this))return;N.one(e,Fn,(()=>{a(this)&&this.focus()}));const i=z.findOne(In);i&&i!==e&&qn.getInstance(i).hide(),qn.getOrCreateInstance(e).toggle(this)})),N.on(window,Ln,(()=>{for(const t of z.find(In))qn.getOrCreateInstance(t).show()})),N.on(window,Hn,(()=>{for(const t of z.find("[aria-modal][class*=show][class*=offcanvas-]"))"fixed"!==getComputedStyle(t).position&&qn.getOrCreateInstance(t).hide()})),R(qn),m(qn);const Vn={"*":["class","dir","id","lang","role",/^aria-[\w-]*$/i],a:["target","href","title","rel"],area:[],b:[],br:[],col:[],code:[],div:[],em:[],hr:[],h1:[],h2:[],h3:[],h4:[],h5:[],h6:[],i:[],img:["src","srcset","alt","title","width","height"],li:[],ol:[],p:[],pre:[],s:[],small:[],span:[],sub:[],sup:[],strong:[],u:[],ul:[]},Kn=new Set(["background","cite","href","itemtype","longdesc","poster","src","xlink:href"]),Qn=/^(?!javascript:)(?:[a-z0-9+.-]+:|[^&:/?#]*(?:[/?#]|$))/i,Xn=(t,e)=>{const i=t.nodeName.toLowerCase();return e.includes(i)?!Kn.has(i)||Boolean(Qn.test(t.nodeValue)):e.filter((t=>t instanceof RegExp)).some((t=>t.test(i)))},Yn={allowList:Vn,content:{},extraClass:"",html:!1,sanitize:!0,sanitizeFn:null,template:"

    "},Un={allowList:"object",content:"object",extraClass:"(string|function)",html:"boolean",sanitize:"boolean",sanitizeFn:"(null|function)",template:"string"},Gn={entry:"(string|element|function|null)",selector:"(string|element)"};class Jn extends H{constructor(t){super(),this._config=this._getConfig(t)}static get Default(){return Yn}static get DefaultType(){return Un}static get NAME(){return"TemplateFactory"}getContent(){return Object.values(this._config.content).map((t=>this._resolvePossibleFunction(t))).filter(Boolean)}hasContent(){return this.getContent().length>0}changeContent(t){return this._checkContent(t),this._config.content={...this._config.content,...t},this}toHtml(){const t=document.createElement("div");t.innerHTML=this._maybeSanitize(this._config.template);for(const[e,i]of Object.entries(this._config.content))this._setContent(t,i,e);const e=t.children[0],i=this._resolvePossibleFunction(this._config.extraClass);return i&&e.classList.add(...i.split(" ")),e}_typeCheckConfig(t){super._typeCheckConfig(t),this._checkContent(t.content)}_checkContent(t){for(const[e,i]of Object.entries(t))super._typeCheckConfig({selector:e,entry:i},Gn)}_setContent(t,e,i){const n=z.findOne(i,t);n&&((e=this._resolvePossibleFunction(e))?o(e)?this._putElementInTemplate(r(e),n):this._config.html?n.innerHTML=this._maybeSanitize(e):n.textContent=e:n.remove())}_maybeSanitize(t){return this._config.sanitize?function(t,e,i){if(!t.length)return t;if(i&&"function"==typeof i)return i(t);const n=(new window.DOMParser).parseFromString(t,"text/html"),s=[].concat(...n.body.querySelectorAll("*"));for(const t of s){const i=t.nodeName.toLowerCase();if(!Object.keys(e).includes(i)){t.remove();continue}const n=[].concat(...t.attributes),s=[].concat(e["*"]||[],e[i]||[]);for(const e of n)Xn(e,s)||t.removeAttribute(e.nodeName)}return n.body.innerHTML}(t,this._config.allowList,this._config.sanitizeFn):t}_resolvePossibleFunction(t){return g(t,[this])}_putElementInTemplate(t,e){if(this._config.html)return e.innerHTML="",void e.append(t);e.textContent=t.textContent}}const Zn=new Set(["sanitize","allowList","sanitizeFn"]),ts="fade",es="show",is=".modal",ns="hide.bs.modal",ss="hover",os="focus",rs={AUTO:"auto",TOP:"top",RIGHT:p()?"left":"right",BOTTOM:"bottom",LEFT:p()?"right":"left"},as={allowList:Vn,animation:!0,boundary:"clippingParents",container:!1,customClass:"",delay:0,fallbackPlacements:["top","right","bottom","left"],html:!1,offset:[0,6],placement:"top",popperConfig:null,sanitize:!0,sanitizeFn:null,selector:!1,template:'',title:"",trigger:"hover focus"},ls={allowList:"object",animation:"boolean",boundary:"(string|element)",container:"(string|element|boolean)",customClass:"(string|function)",delay:"(number|object)",fallbackPlacements:"array",html:"boolean",offset:"(array|string|function)",placement:"(string|function)",popperConfig:"(null|object|function)",sanitize:"boolean",sanitizeFn:"(null|function)",selector:"(string|boolean)",template:"string",title:"(string|element|function)",trigger:"string"};class cs extends W{constructor(t,e){if(void 0===vi)throw new TypeError("Bootstrap's tooltips require Popper (https://popper.js.org)");super(t,e),this._isEnabled=!0,this._timeout=0,this._isHovered=null,this._activeTrigger={},this._popper=null,this._templateFactory=null,this._newContent=null,this.tip=null,this._setListeners(),this._config.selector||this._fixTitle()}static get Default(){return as}static get DefaultType(){return ls}static get NAME(){return"tooltip"}enable(){this._isEnabled=!0}disable(){this._isEnabled=!1}toggleEnabled(){this._isEnabled=!this._isEnabled}toggle(){this._isEnabled&&(this._activeTrigger.click=!this._activeTrigger.click,this._isShown()?this._leave():this._enter())}dispose(){clearTimeout(this._timeout),N.off(this._element.closest(is),ns,this._hideModalHandler),this._element.getAttribute("data-bs-original-title")&&this._element.setAttribute("title",this._element.getAttribute("data-bs-original-title")),this._disposePopper(),super.dispose()}show(){if("none"===this._element.style.display)throw new Error("Please use show on visible elements");if(!this._isWithContent()||!this._isEnabled)return;const t=N.trigger(this._element,this.constructor.eventName("show")),e=(c(this._element)||this._element.ownerDocument.documentElement).contains(this._element);if(t.defaultPrevented||!e)return;this._disposePopper();const i=this._getTipElement();this._element.setAttribute("aria-describedby",i.getAttribute("id"));const{container:n}=this._config;if(this._element.ownerDocument.documentElement.contains(this.tip)||(n.append(i),N.trigger(this._element,this.constructor.eventName("inserted"))),this._popper=this._createPopper(i),i.classList.add(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.on(t,"mouseover",h);this._queueCallback((()=>{N.trigger(this._element,this.constructor.eventName("shown")),!1===this._isHovered&&this._leave(),this._isHovered=!1}),this.tip,this._isAnimated())}hide(){if(this._isShown()&&!N.trigger(this._element,this.constructor.eventName("hide")).defaultPrevented){if(this._getTipElement().classList.remove(es),"ontouchstart"in document.documentElement)for(const t of[].concat(...document.body.children))N.off(t,"mouseover",h);this._activeTrigger.click=!1,this._activeTrigger[os]=!1,this._activeTrigger[ss]=!1,this._isHovered=null,this._queueCallback((()=>{this._isWithActiveTrigger()||(this._isHovered||this._disposePopper(),this._element.removeAttribute("aria-describedby"),N.trigger(this._element,this.constructor.eventName("hidden")))}),this.tip,this._isAnimated())}}update(){this._popper&&this._popper.update()}_isWithContent(){return Boolean(this._getTitle())}_getTipElement(){return this.tip||(this.tip=this._createTipElement(this._newContent||this._getContentForTemplate())),this.tip}_createTipElement(t){const e=this._getTemplateFactory(t).toHtml();if(!e)return null;e.classList.remove(ts,es),e.classList.add(`bs-${this.constructor.NAME}-auto`);const i=(t=>{do{t+=Math.floor(1e6*Math.random())}while(document.getElementById(t));return t})(this.constructor.NAME).toString();return e.setAttribute("id",i),this._isAnimated()&&e.classList.add(ts),e}setContent(t){this._newContent=t,this._isShown()&&(this._disposePopper(),this.show())}_getTemplateFactory(t){return this._templateFactory?this._templateFactory.changeContent(t):this._templateFactory=new Jn({...this._config,content:t,extraClass:this._resolvePossibleFunction(this._config.customClass)}),this._templateFactory}_getContentForTemplate(){return{".tooltip-inner":this._getTitle()}}_getTitle(){return this._resolvePossibleFunction(this._config.title)||this._element.getAttribute("data-bs-original-title")}_initializeOnDelegatedTarget(t){return this.constructor.getOrCreateInstance(t.delegateTarget,this._getDelegateConfig())}_isAnimated(){return this._config.animation||this.tip&&this.tip.classList.contains(ts)}_isShown(){return this.tip&&this.tip.classList.contains(es)}_createPopper(t){const e=g(this._config.placement,[this,t,this._element]),i=rs[e.toUpperCase()];return 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object[0] : object\n }\n\n if (typeof object === 'string' && object.length > 0) {\n return document.querySelector(parseSelector(object))\n }\n\n return null\n}\n\nconst isVisible = element => {\n if (!isElement(element) || element.getClientRects().length === 0) {\n return false\n }\n\n const elementIsVisible = getComputedStyle(element).getPropertyValue('visibility') === 'visible'\n // Handle `details` element as its content may falsie appear visible when it is closed\n const closedDetails = element.closest('details:not([open])')\n\n if (!closedDetails) {\n return elementIsVisible\n }\n\n if (closedDetails !== element) {\n const summary = element.closest('summary')\n if (summary && summary.parentNode !== closedDetails) {\n return false\n }\n\n if (summary === null) {\n return false\n }\n }\n\n return elementIsVisible\n}\n\nconst isDisabled = element => {\n if (!element || element.nodeType !== Node.ELEMENT_NODE) {\n return true\n }\n\n if (element.classList.contains('disabled')) {\n return true\n }\n\n if (typeof element.disabled !== 'undefined') {\n return element.disabled\n }\n\n return element.hasAttribute('disabled') && element.getAttribute('disabled') !== 'false'\n}\n\nconst findShadowRoot = element => {\n if (!document.documentElement.attachShadow) {\n return null\n }\n\n // Can find the shadow root otherwise it'll return the document\n if (typeof element.getRootNode === 'function') {\n const root = element.getRootNode()\n return root instanceof ShadowRoot ? root : null\n }\n\n if (element instanceof ShadowRoot) {\n return element\n }\n\n // when we don't find a shadow root\n if (!element.parentNode) {\n return null\n }\n\n return findShadowRoot(element.parentNode)\n}\n\nconst noop = () => {}\n\n/**\n * Trick to restart an element's animation\n *\n * @param {HTMLElement} element\n * @return void\n *\n * @see https://www.charistheo.io/blog/2021/02/restart-a-css-animation-with-javascript/#restarting-a-css-animation\n */\nconst reflow = element => {\n element.offsetHeight // eslint-disable-line no-unused-expressions\n}\n\nconst getjQuery = () => {\n if (window.jQuery && !document.body.hasAttribute('data-bs-no-jquery')) {\n return window.jQuery\n }\n\n return null\n}\n\nconst DOMContentLoadedCallbacks = []\n\nconst onDOMContentLoaded = callback => {\n if (document.readyState === 'loading') {\n // add listener on the first call when the document is in loading state\n if (!DOMContentLoadedCallbacks.length) {\n document.addEventListener('DOMContentLoaded', () => {\n for (const callback of DOMContentLoadedCallbacks) {\n callback()\n }\n })\n }\n\n DOMContentLoadedCallbacks.push(callback)\n } else {\n callback()\n }\n}\n\nconst isRTL = () => document.documentElement.dir === 'rtl'\n\nconst defineJQueryPlugin = plugin => {\n onDOMContentLoaded(() => {\n const $ = getjQuery()\n /* istanbul ignore if */\n if ($) {\n const name = plugin.NAME\n const JQUERY_NO_CONFLICT = $.fn[name]\n $.fn[name] = plugin.jQueryInterface\n $.fn[name].Constructor = plugin\n $.fn[name].noConflict = () => {\n $.fn[name] = JQUERY_NO_CONFLICT\n return plugin.jQueryInterface\n }\n }\n })\n}\n\nconst execute = (possibleCallback, args = [], defaultValue = possibleCallback) => {\n return typeof possibleCallback === 'function' ? possibleCallback(...args) : defaultValue\n}\n\nconst executeAfterTransition = (callback, transitionElement, waitForTransition = true) => {\n if (!waitForTransition) {\n execute(callback)\n return\n }\n\n const durationPadding = 5\n const emulatedDuration = getTransitionDurationFromElement(transitionElement) + durationPadding\n\n let called = false\n\n const handler = ({ target }) => {\n if (target !== transitionElement) {\n return\n }\n\n called = true\n transitionElement.removeEventListener(TRANSITION_END, handler)\n execute(callback)\n }\n\n transitionElement.addEventListener(TRANSITION_END, handler)\n setTimeout(() => {\n if (!called) {\n triggerTransitionEnd(transitionElement)\n }\n }, emulatedDuration)\n}\n\n/**\n * Return the previous/next element of a list.\n *\n * @param {array} list The list of elements\n * @param activeElement The active element\n * @param shouldGetNext Choose to get next or previous element\n * @param isCycleAllowed\n * @return {Element|elem} The proper element\n */\nconst getNextActiveElement = (list, activeElement, shouldGetNext, isCycleAllowed) => {\n const listLength = list.length\n let index = list.indexOf(activeElement)\n\n // if the element does not exist in the list return an element\n // depending on the direction and if cycle is allowed\n if (index === -1) {\n return !shouldGetNext && isCycleAllowed ? list[listLength - 1] : list[0]\n }\n\n index += shouldGetNext ? 1 : -1\n\n if (isCycleAllowed) {\n index = (index + listLength) % listLength\n }\n\n return list[Math.max(0, Math.min(index, listLength - 1))]\n}\n\nexport {\n defineJQueryPlugin,\n execute,\n executeAfterTransition,\n findShadowRoot,\n getElement,\n getjQuery,\n getNextActiveElement,\n getTransitionDurationFromElement,\n getUID,\n isDisabled,\n isElement,\n isRTL,\n isVisible,\n noop,\n onDOMContentLoaded,\n parseSelector,\n reflow,\n triggerTransitionEnd,\n toType\n}\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap dom/event-handler.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport { getjQuery } from '../util/index.js'\n\n/**\n * Constants\n */\n\nconst namespaceRegex = /[^.]*(?=\\..*)\\.|.*/\nconst stripNameRegex = /\\..*/\nconst stripUidRegex = /::\\d+$/\nconst eventRegistry = {} // Events storage\nlet uidEvent = 1\nconst customEvents = {\n mouseenter: 'mouseover',\n mouseleave: 'mouseout'\n}\n\nconst nativeEvents = new Set([\n 'click',\n 'dblclick',\n 'mouseup',\n 'mousedown',\n 'contextmenu',\n 'mousewheel',\n 'DOMMouseScroll',\n 'mouseover',\n 'mouseout',\n 'mousemove',\n 'selectstart',\n 'selectend',\n 'keydown',\n 'keypress',\n 'keyup',\n 'orientationchange',\n 'touchstart',\n 'touchmove',\n 'touchend',\n 'touchcancel',\n 'pointerdown',\n 'pointermove',\n 'pointerup',\n 'pointerleave',\n 'pointercancel',\n 'gesturestart',\n 'gesturechange',\n 'gestureend',\n 'focus',\n 'blur',\n 'change',\n 'reset',\n 'select',\n 'submit',\n 'focusin',\n 'focusout',\n 'load',\n 'unload',\n 'beforeunload',\n 'resize',\n 'move',\n 'DOMContentLoaded',\n 'readystatechange',\n 'error',\n 'abort',\n 'scroll'\n])\n\n/**\n * Private methods\n */\n\nfunction makeEventUid(element, uid) {\n return (uid && `${uid}::${uidEvent++}`) || element.uidEvent || uidEvent++\n}\n\nfunction getElementEvents(element) {\n const uid = makeEventUid(element)\n\n element.uidEvent = uid\n eventRegistry[uid] = eventRegistry[uid] || {}\n\n return eventRegistry[uid]\n}\n\nfunction bootstrapHandler(element, fn) {\n return function handler(event) {\n hydrateObj(event, { delegateTarget: element })\n\n if (handler.oneOff) {\n EventHandler.off(element, event.type, fn)\n }\n\n return fn.apply(element, [event])\n }\n}\n\nfunction bootstrapDelegationHandler(element, selector, fn) {\n return function handler(event) {\n const domElements = element.querySelectorAll(selector)\n\n for (let { target } = event; target && target !== this; target = target.parentNode) {\n for (const domElement of domElements) {\n if (domElement !== target) {\n continue\n }\n\n hydrateObj(event, { delegateTarget: target })\n\n if (handler.oneOff) {\n EventHandler.off(element, event.type, selector, fn)\n }\n\n return fn.apply(target, [event])\n }\n }\n }\n}\n\nfunction findHandler(events, callable, delegationSelector = null) {\n return Object.values(events)\n .find(event => event.callable === callable && event.delegationSelector === delegationSelector)\n}\n\nfunction normalizeParameters(originalTypeEvent, handler, delegationFunction) {\n const isDelegated = typeof handler === 'string'\n // TODO: tooltip passes `false` instead of selector, so we need to check\n const callable = isDelegated ? delegationFunction : (handler || delegationFunction)\n let typeEvent = getTypeEvent(originalTypeEvent)\n\n if (!nativeEvents.has(typeEvent)) {\n typeEvent = originalTypeEvent\n }\n\n return [isDelegated, callable, typeEvent]\n}\n\nfunction addHandler(element, originalTypeEvent, handler, delegationFunction, oneOff) {\n if (typeof originalTypeEvent !== 'string' || !element) {\n return\n }\n\n let [isDelegated, callable, typeEvent] = normalizeParameters(originalTypeEvent, handler, delegationFunction)\n\n // in case of mouseenter or mouseleave wrap the handler within a function that checks for its DOM position\n // this prevents the handler from being dispatched the same way as mouseover or mouseout does\n if (originalTypeEvent in customEvents) {\n const wrapFunction = fn => {\n return function (event) {\n if (!event.relatedTarget || (event.relatedTarget !== event.delegateTarget && !event.delegateTarget.contains(event.relatedTarget))) {\n return fn.call(this, event)\n }\n }\n }\n\n callable = wrapFunction(callable)\n }\n\n const events = getElementEvents(element)\n const handlers = events[typeEvent] || (events[typeEvent] = {})\n const previousFunction = findHandler(handlers, callable, isDelegated ? handler : null)\n\n if (previousFunction) {\n previousFunction.oneOff = previousFunction.oneOff && oneOff\n\n return\n }\n\n const uid = makeEventUid(callable, originalTypeEvent.replace(namespaceRegex, ''))\n const fn = isDelegated ?\n bootstrapDelegationHandler(element, handler, callable) :\n bootstrapHandler(element, callable)\n\n fn.delegationSelector = isDelegated ? handler : null\n fn.callable = callable\n fn.oneOff = oneOff\n fn.uidEvent = uid\n handlers[uid] = fn\n\n element.addEventListener(typeEvent, fn, isDelegated)\n}\n\nfunction removeHandler(element, events, typeEvent, handler, delegationSelector) {\n const fn = findHandler(events[typeEvent], handler, delegationSelector)\n\n if (!fn) {\n return\n }\n\n element.removeEventListener(typeEvent, fn, Boolean(delegationSelector))\n delete events[typeEvent][fn.uidEvent]\n}\n\nfunction removeNamespacedHandlers(element, events, typeEvent, namespace) {\n const storeElementEvent = events[typeEvent] || {}\n\n for (const [handlerKey, event] of Object.entries(storeElementEvent)) {\n if (handlerKey.includes(namespace)) {\n removeHandler(element, events, typeEvent, event.callable, event.delegationSelector)\n }\n }\n}\n\nfunction getTypeEvent(event) {\n // allow to get the native events from namespaced events ('click.bs.button' --> 'click')\n event = event.replace(stripNameRegex, '')\n return customEvents[event] || event\n}\n\nconst EventHandler = {\n on(element, event, handler, delegationFunction) {\n addHandler(element, event, handler, delegationFunction, false)\n },\n\n one(element, event, handler, delegationFunction) {\n addHandler(element, event, handler, delegationFunction, true)\n },\n\n off(element, originalTypeEvent, handler, delegationFunction) {\n if (typeof originalTypeEvent !== 'string' || !element) {\n return\n }\n\n const [isDelegated, callable, typeEvent] = normalizeParameters(originalTypeEvent, handler, delegationFunction)\n const inNamespace = typeEvent !== originalTypeEvent\n const events = getElementEvents(element)\n const storeElementEvent = events[typeEvent] || {}\n const isNamespace = originalTypeEvent.startsWith('.')\n\n if (typeof callable !== 'undefined') {\n // Simplest case: handler is passed, remove that listener ONLY.\n if (!Object.keys(storeElementEvent).length) {\n return\n }\n\n removeHandler(element, events, typeEvent, callable, isDelegated ? handler : null)\n return\n }\n\n if (isNamespace) {\n for (const elementEvent of Object.keys(events)) {\n removeNamespacedHandlers(element, events, elementEvent, originalTypeEvent.slice(1))\n }\n }\n\n for (const [keyHandlers, event] of Object.entries(storeElementEvent)) {\n const handlerKey = keyHandlers.replace(stripUidRegex, '')\n\n if (!inNamespace || originalTypeEvent.includes(handlerKey)) {\n removeHandler(element, events, typeEvent, event.callable, event.delegationSelector)\n }\n }\n },\n\n trigger(element, event, args) {\n if (typeof event !== 'string' || !element) {\n return null\n }\n\n const $ = getjQuery()\n const typeEvent = getTypeEvent(event)\n const inNamespace = event !== typeEvent\n\n let jQueryEvent = null\n let bubbles = true\n let nativeDispatch = true\n let defaultPrevented = false\n\n if (inNamespace && $) {\n jQueryEvent = $.Event(event, args)\n\n $(element).trigger(jQueryEvent)\n bubbles = !jQueryEvent.isPropagationStopped()\n nativeDispatch = !jQueryEvent.isImmediatePropagationStopped()\n defaultPrevented = jQueryEvent.isDefaultPrevented()\n }\n\n const evt = hydrateObj(new Event(event, { bubbles, cancelable: true }), args)\n\n if (defaultPrevented) {\n evt.preventDefault()\n }\n\n if (nativeDispatch) {\n element.dispatchEvent(evt)\n }\n\n if (evt.defaultPrevented && jQueryEvent) {\n jQueryEvent.preventDefault()\n }\n\n return evt\n }\n}\n\nfunction hydrateObj(obj, meta = {}) {\n for (const [key, value] of Object.entries(meta)) {\n try {\n obj[key] = value\n } catch {\n Object.defineProperty(obj, key, {\n configurable: true,\n get() {\n return value\n }\n })\n }\n }\n\n return obj\n}\n\nexport default EventHandler\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap dom/manipulator.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nfunction normalizeData(value) {\n if (value === 'true') {\n return true\n }\n\n if (value === 'false') {\n return false\n }\n\n if (value === Number(value).toString()) {\n return Number(value)\n }\n\n if (value === '' || value === 'null') {\n return null\n }\n\n if (typeof value !== 'string') {\n return value\n }\n\n try {\n return JSON.parse(decodeURIComponent(value))\n } catch {\n return value\n }\n}\n\nfunction normalizeDataKey(key) {\n return key.replace(/[A-Z]/g, chr => `-${chr.toLowerCase()}`)\n}\n\nconst Manipulator = {\n setDataAttribute(element, key, value) {\n element.setAttribute(`data-bs-${normalizeDataKey(key)}`, value)\n },\n\n removeDataAttribute(element, key) {\n element.removeAttribute(`data-bs-${normalizeDataKey(key)}`)\n },\n\n getDataAttributes(element) {\n if (!element) {\n return {}\n }\n\n const attributes = {}\n const bsKeys = Object.keys(element.dataset).filter(key => key.startsWith('bs') && !key.startsWith('bsConfig'))\n\n for (const key of bsKeys) {\n let pureKey = key.replace(/^bs/, '')\n pureKey = pureKey.charAt(0).toLowerCase() + pureKey.slice(1, pureKey.length)\n attributes[pureKey] = normalizeData(element.dataset[key])\n }\n\n return attributes\n },\n\n getDataAttribute(element, key) {\n return normalizeData(element.getAttribute(`data-bs-${normalizeDataKey(key)}`))\n }\n}\n\nexport default Manipulator\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap util/config.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport Manipulator from '../dom/manipulator.js'\nimport { isElement, toType } from './index.js'\n\n/**\n * Class definition\n */\n\nclass Config {\n // Getters\n static get Default() {\n return {}\n }\n\n static get DefaultType() {\n return {}\n }\n\n static get NAME() {\n throw new Error('You have to implement the static method \"NAME\", for each component!')\n }\n\n _getConfig(config) {\n config = this._mergeConfigObj(config)\n config = this._configAfterMerge(config)\n this._typeCheckConfig(config)\n return config\n }\n\n _configAfterMerge(config) {\n return config\n }\n\n _mergeConfigObj(config, element) {\n const jsonConfig = isElement(element) ? Manipulator.getDataAttribute(element, 'config') : {} // try to parse\n\n return {\n ...this.constructor.Default,\n ...(typeof jsonConfig === 'object' ? jsonConfig : {}),\n ...(isElement(element) ? Manipulator.getDataAttributes(element) : {}),\n ...(typeof config === 'object' ? config : {})\n }\n }\n\n _typeCheckConfig(config, configTypes = this.constructor.DefaultType) {\n for (const [property, expectedTypes] of Object.entries(configTypes)) {\n const value = config[property]\n const valueType = isElement(value) ? 'element' : toType(value)\n\n if (!new RegExp(expectedTypes).test(valueType)) {\n throw new TypeError(\n `${this.constructor.NAME.toUpperCase()}: Option \"${property}\" provided type \"${valueType}\" but expected type \"${expectedTypes}\".`\n )\n }\n }\n }\n}\n\nexport default Config\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap base-component.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport Data from './dom/data.js'\nimport EventHandler from './dom/event-handler.js'\nimport Config from './util/config.js'\nimport { executeAfterTransition, getElement } from './util/index.js'\n\n/**\n * Constants\n */\n\nconst VERSION = '5.3.1'\n\n/**\n * Class definition\n */\n\nclass BaseComponent extends Config {\n constructor(element, config) {\n super()\n\n element = getElement(element)\n if (!element) {\n return\n }\n\n this._element = element\n this._config = this._getConfig(config)\n\n Data.set(this._element, this.constructor.DATA_KEY, this)\n }\n\n // Public\n dispose() {\n Data.remove(this._element, this.constructor.DATA_KEY)\n EventHandler.off(this._element, this.constructor.EVENT_KEY)\n\n for (const propertyName of Object.getOwnPropertyNames(this)) {\n this[propertyName] = null\n }\n }\n\n _queueCallback(callback, element, isAnimated = true) {\n executeAfterTransition(callback, element, isAnimated)\n }\n\n _getConfig(config) {\n config = this._mergeConfigObj(config, this._element)\n config = this._configAfterMerge(config)\n this._typeCheckConfig(config)\n return config\n }\n\n // Static\n static getInstance(element) {\n return Data.get(getElement(element), this.DATA_KEY)\n }\n\n static getOrCreateInstance(element, config = {}) {\n return this.getInstance(element) || new this(element, typeof config === 'object' ? config : null)\n }\n\n static get VERSION() {\n return VERSION\n }\n\n static get DATA_KEY() {\n return `bs.${this.NAME}`\n }\n\n static get EVENT_KEY() {\n return `.${this.DATA_KEY}`\n }\n\n static eventName(name) {\n return `${name}${this.EVENT_KEY}`\n }\n}\n\nexport default BaseComponent\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap dom/selector-engine.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport { isDisabled, isVisible, parseSelector } from '../util/index.js'\n\nconst getSelector = element => {\n let selector = element.getAttribute('data-bs-target')\n\n if (!selector || selector === '#') {\n let hrefAttribute = element.getAttribute('href')\n\n // The only valid content that could double as a selector are IDs or classes,\n // so everything starting with `#` or `.`. If a \"real\" URL is used as the selector,\n // `document.querySelector` will rightfully complain it is invalid.\n // See https://github.com/twbs/bootstrap/issues/32273\n if (!hrefAttribute || (!hrefAttribute.includes('#') && !hrefAttribute.startsWith('.'))) {\n return null\n }\n\n // Just in case some CMS puts out a full URL with the anchor appended\n if (hrefAttribute.includes('#') && !hrefAttribute.startsWith('#')) {\n hrefAttribute = `#${hrefAttribute.split('#')[1]}`\n }\n\n selector = hrefAttribute && hrefAttribute !== '#' ? hrefAttribute.trim() : null\n }\n\n return parseSelector(selector)\n}\n\nconst SelectorEngine = {\n find(selector, element = document.documentElement) {\n return [].concat(...Element.prototype.querySelectorAll.call(element, selector))\n },\n\n findOne(selector, element = document.documentElement) {\n return Element.prototype.querySelector.call(element, selector)\n },\n\n children(element, selector) {\n return [].concat(...element.children).filter(child => child.matches(selector))\n },\n\n parents(element, selector) {\n const parents = []\n let ancestor = element.parentNode.closest(selector)\n\n while (ancestor) {\n parents.push(ancestor)\n ancestor = ancestor.parentNode.closest(selector)\n }\n\n return parents\n },\n\n prev(element, selector) {\n let previous = element.previousElementSibling\n\n while (previous) {\n if (previous.matches(selector)) {\n return [previous]\n }\n\n previous = previous.previousElementSibling\n }\n\n return []\n },\n // TODO: this is now unused; remove later along with prev()\n next(element, selector) {\n let next = element.nextElementSibling\n\n while (next) {\n if (next.matches(selector)) {\n return [next]\n }\n\n next = next.nextElementSibling\n }\n\n return []\n },\n\n focusableChildren(element) {\n const focusables = [\n 'a',\n 'button',\n 'input',\n 'textarea',\n 'select',\n 'details',\n '[tabindex]',\n '[contenteditable=\"true\"]'\n ].map(selector => `${selector}:not([tabindex^=\"-\"])`).join(',')\n\n return this.find(focusables, element).filter(el => !isDisabled(el) && isVisible(el))\n },\n\n getSelectorFromElement(element) {\n const selector = getSelector(element)\n\n if (selector) {\n return SelectorEngine.findOne(selector) ? selector : null\n }\n\n return null\n },\n\n getElementFromSelector(element) {\n const selector = getSelector(element)\n\n return selector ? SelectorEngine.findOne(selector) : null\n },\n\n getMultipleElementsFromSelector(element) {\n const selector = getSelector(element)\n\n return selector ? SelectorEngine.find(selector) : []\n }\n}\n\nexport default SelectorEngine\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap util/component-functions.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport EventHandler from '../dom/event-handler.js'\nimport SelectorEngine from '../dom/selector-engine.js'\nimport { isDisabled } from './index.js'\n\nconst enableDismissTrigger = (component, method = 'hide') => {\n const clickEvent = `click.dismiss${component.EVENT_KEY}`\n const name = component.NAME\n\n EventHandler.on(document, clickEvent, `[data-bs-dismiss=\"${name}\"]`, function (event) {\n if (['A', 'AREA'].includes(this.tagName)) {\n event.preventDefault()\n }\n\n if (isDisabled(this)) {\n return\n }\n\n const target = SelectorEngine.getElementFromSelector(this) || this.closest(`.${name}`)\n const instance = component.getOrCreateInstance(target)\n\n // Method argument is left, for Alert and only, as it doesn't implement the 'hide' method\n instance[method]()\n })\n}\n\nexport {\n enableDismissTrigger\n}\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap alert.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport BaseComponent from './base-component.js'\nimport EventHandler from './dom/event-handler.js'\nimport { enableDismissTrigger } from './util/component-functions.js'\nimport { defineJQueryPlugin } from './util/index.js'\n\n/**\n * Constants\n */\n\nconst NAME = 'alert'\nconst DATA_KEY = 'bs.alert'\nconst EVENT_KEY = `.${DATA_KEY}`\n\nconst EVENT_CLOSE = `close${EVENT_KEY}`\nconst EVENT_CLOSED = `closed${EVENT_KEY}`\nconst CLASS_NAME_FADE = 'fade'\nconst CLASS_NAME_SHOW = 'show'\n\n/**\n * Class definition\n */\n\nclass Alert extends BaseComponent {\n // Getters\n static get NAME() {\n return NAME\n }\n\n // Public\n close() {\n const closeEvent = EventHandler.trigger(this._element, EVENT_CLOSE)\n\n if (closeEvent.defaultPrevented) {\n return\n }\n\n this._element.classList.remove(CLASS_NAME_SHOW)\n\n const isAnimated = this._element.classList.contains(CLASS_NAME_FADE)\n this._queueCallback(() => this._destroyElement(), this._element, isAnimated)\n }\n\n // Private\n _destroyElement() {\n this._element.remove()\n EventHandler.trigger(this._element, EVENT_CLOSED)\n this.dispose()\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Alert.getOrCreateInstance(this)\n\n if (typeof config !== 'string') {\n return\n }\n\n if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n throw new TypeError(`No method named \"${config}\"`)\n }\n\n data[config](this)\n })\n }\n}\n\n/**\n * Data API implementation\n */\n\nenableDismissTrigger(Alert, 'close')\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Alert)\n\nexport default Alert\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap button.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport BaseComponent from './base-component.js'\nimport EventHandler from './dom/event-handler.js'\nimport { defineJQueryPlugin } from './util/index.js'\n\n/**\n * Constants\n */\n\nconst NAME = 'button'\nconst DATA_KEY = 'bs.button'\nconst EVENT_KEY = `.${DATA_KEY}`\nconst DATA_API_KEY = '.data-api'\n\nconst CLASS_NAME_ACTIVE = 'active'\nconst SELECTOR_DATA_TOGGLE = '[data-bs-toggle=\"button\"]'\nconst EVENT_CLICK_DATA_API = `click${EVENT_KEY}${DATA_API_KEY}`\n\n/**\n * Class definition\n */\n\nclass Button extends BaseComponent {\n // Getters\n static get NAME() {\n return NAME\n }\n\n // Public\n toggle() {\n // Toggle class and sync the `aria-pressed` attribute with the return value of the `.toggle()` method\n this._element.setAttribute('aria-pressed', this._element.classList.toggle(CLASS_NAME_ACTIVE))\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Button.getOrCreateInstance(this)\n\n if (config === 'toggle') {\n data[config]()\n }\n })\n }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API, SELECTOR_DATA_TOGGLE, event => {\n event.preventDefault()\n\n const button = event.target.closest(SELECTOR_DATA_TOGGLE)\n const data = Button.getOrCreateInstance(button)\n\n data.toggle()\n})\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Button)\n\nexport default Button\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap util/swipe.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport EventHandler from '../dom/event-handler.js'\nimport Config from './config.js'\nimport { execute } from './index.js'\n\n/**\n * Constants\n */\n\nconst NAME = 'swipe'\nconst EVENT_KEY = '.bs.swipe'\nconst EVENT_TOUCHSTART = `touchstart${EVENT_KEY}`\nconst EVENT_TOUCHMOVE = `touchmove${EVENT_KEY}`\nconst EVENT_TOUCHEND = `touchend${EVENT_KEY}`\nconst EVENT_POINTERDOWN = `pointerdown${EVENT_KEY}`\nconst EVENT_POINTERUP = `pointerup${EVENT_KEY}`\nconst POINTER_TYPE_TOUCH = 'touch'\nconst POINTER_TYPE_PEN = 'pen'\nconst CLASS_NAME_POINTER_EVENT = 'pointer-event'\nconst SWIPE_THRESHOLD = 40\n\nconst Default = {\n endCallback: null,\n leftCallback: null,\n rightCallback: null\n}\n\nconst DefaultType = {\n endCallback: '(function|null)',\n leftCallback: '(function|null)',\n rightCallback: '(function|null)'\n}\n\n/**\n * Class definition\n */\n\nclass Swipe extends Config {\n constructor(element, config) {\n super()\n this._element = element\n\n if (!element || !Swipe.isSupported()) {\n return\n }\n\n this._config = this._getConfig(config)\n this._deltaX = 0\n this._supportPointerEvents = Boolean(window.PointerEvent)\n this._initEvents()\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n dispose() {\n EventHandler.off(this._element, EVENT_KEY)\n }\n\n // Private\n _start(event) {\n if (!this._supportPointerEvents) {\n this._deltaX = event.touches[0].clientX\n\n return\n }\n\n if (this._eventIsPointerPenTouch(event)) {\n this._deltaX = event.clientX\n }\n }\n\n _end(event) {\n if (this._eventIsPointerPenTouch(event)) {\n this._deltaX = event.clientX - this._deltaX\n }\n\n this._handleSwipe()\n execute(this._config.endCallback)\n }\n\n _move(event) {\n this._deltaX = event.touches && event.touches.length > 1 ?\n 0 :\n event.touches[0].clientX - this._deltaX\n }\n\n _handleSwipe() {\n const absDeltaX = Math.abs(this._deltaX)\n\n if (absDeltaX <= SWIPE_THRESHOLD) {\n return\n }\n\n const direction = absDeltaX / this._deltaX\n\n this._deltaX = 0\n\n if (!direction) {\n return\n }\n\n execute(direction > 0 ? this._config.rightCallback : this._config.leftCallback)\n }\n\n _initEvents() {\n if (this._supportPointerEvents) {\n EventHandler.on(this._element, EVENT_POINTERDOWN, event => this._start(event))\n EventHandler.on(this._element, EVENT_POINTERUP, event => this._end(event))\n\n this._element.classList.add(CLASS_NAME_POINTER_EVENT)\n } else {\n EventHandler.on(this._element, EVENT_TOUCHSTART, event => this._start(event))\n EventHandler.on(this._element, EVENT_TOUCHMOVE, event => this._move(event))\n EventHandler.on(this._element, EVENT_TOUCHEND, event => this._end(event))\n }\n }\n\n _eventIsPointerPenTouch(event) {\n return this._supportPointerEvents && (event.pointerType === POINTER_TYPE_PEN || event.pointerType === POINTER_TYPE_TOUCH)\n }\n\n // Static\n static isSupported() {\n return 'ontouchstart' in document.documentElement || navigator.maxTouchPoints > 0\n }\n}\n\nexport default Swipe\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap carousel.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport BaseComponent from './base-component.js'\nimport EventHandler from './dom/event-handler.js'\nimport Manipulator from './dom/manipulator.js'\nimport SelectorEngine from './dom/selector-engine.js'\nimport {\n defineJQueryPlugin,\n getNextActiveElement,\n isRTL,\n isVisible,\n reflow,\n triggerTransitionEnd\n} from './util/index.js'\nimport Swipe from './util/swipe.js'\n\n/**\n * Constants\n */\n\nconst NAME = 'carousel'\nconst DATA_KEY = 'bs.carousel'\nconst EVENT_KEY = `.${DATA_KEY}`\nconst DATA_API_KEY = '.data-api'\n\nconst ARROW_LEFT_KEY = 'ArrowLeft'\nconst ARROW_RIGHT_KEY = 'ArrowRight'\nconst TOUCHEVENT_COMPAT_WAIT = 500 // Time for mouse compat events to fire after touch\n\nconst ORDER_NEXT = 'next'\nconst ORDER_PREV = 'prev'\nconst DIRECTION_LEFT = 'left'\nconst DIRECTION_RIGHT = 'right'\n\nconst EVENT_SLIDE = `slide${EVENT_KEY}`\nconst EVENT_SLID = `slid${EVENT_KEY}`\nconst EVENT_KEYDOWN = `keydown${EVENT_KEY}`\nconst EVENT_MOUSEENTER = `mouseenter${EVENT_KEY}`\nconst EVENT_MOUSELEAVE = `mouseleave${EVENT_KEY}`\nconst EVENT_DRAG_START = `dragstart${EVENT_KEY}`\nconst EVENT_LOAD_DATA_API = `load${EVENT_KEY}${DATA_API_KEY}`\nconst EVENT_CLICK_DATA_API = `click${EVENT_KEY}${DATA_API_KEY}`\n\nconst CLASS_NAME_CAROUSEL = 'carousel'\nconst CLASS_NAME_ACTIVE = 'active'\nconst CLASS_NAME_SLIDE = 'slide'\nconst CLASS_NAME_END = 'carousel-item-end'\nconst CLASS_NAME_START = 'carousel-item-start'\nconst CLASS_NAME_NEXT = 'carousel-item-next'\nconst CLASS_NAME_PREV = 'carousel-item-prev'\n\nconst SELECTOR_ACTIVE = '.active'\nconst SELECTOR_ITEM = '.carousel-item'\nconst SELECTOR_ACTIVE_ITEM = SELECTOR_ACTIVE + SELECTOR_ITEM\nconst SELECTOR_ITEM_IMG = '.carousel-item img'\nconst SELECTOR_INDICATORS = '.carousel-indicators'\nconst SELECTOR_DATA_SLIDE = '[data-bs-slide], [data-bs-slide-to]'\nconst SELECTOR_DATA_RIDE = '[data-bs-ride=\"carousel\"]'\n\nconst KEY_TO_DIRECTION = {\n [ARROW_LEFT_KEY]: DIRECTION_RIGHT,\n [ARROW_RIGHT_KEY]: DIRECTION_LEFT\n}\n\nconst Default = {\n interval: 5000,\n keyboard: true,\n pause: 'hover',\n ride: false,\n touch: true,\n wrap: true\n}\n\nconst DefaultType = {\n interval: '(number|boolean)', // TODO:v6 remove boolean support\n keyboard: 'boolean',\n pause: '(string|boolean)',\n ride: '(boolean|string)',\n touch: 'boolean',\n wrap: 'boolean'\n}\n\n/**\n * Class definition\n */\n\nclass Carousel extends BaseComponent {\n constructor(element, config) {\n super(element, config)\n\n this._interval = null\n this._activeElement = null\n this._isSliding = false\n this.touchTimeout = null\n this._swipeHelper = null\n\n this._indicatorsElement = SelectorEngine.findOne(SELECTOR_INDICATORS, this._element)\n this._addEventListeners()\n\n if (this._config.ride === CLASS_NAME_CAROUSEL) {\n this.cycle()\n }\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n next() {\n this._slide(ORDER_NEXT)\n }\n\n nextWhenVisible() {\n // FIXME TODO use `document.visibilityState`\n // Don't call next when the page isn't visible\n // or the carousel or its parent isn't visible\n if (!document.hidden && isVisible(this._element)) {\n this.next()\n }\n }\n\n prev() {\n this._slide(ORDER_PREV)\n }\n\n pause() {\n if (this._isSliding) {\n triggerTransitionEnd(this._element)\n }\n\n this._clearInterval()\n }\n\n cycle() {\n this._clearInterval()\n this._updateInterval()\n\n this._interval = setInterval(() => this.nextWhenVisible(), this._config.interval)\n }\n\n _maybeEnableCycle() {\n if (!this._config.ride) {\n return\n }\n\n if (this._isSliding) {\n EventHandler.one(this._element, EVENT_SLID, () => this.cycle())\n return\n }\n\n this.cycle()\n }\n\n to(index) {\n const items = this._getItems()\n if (index > items.length - 1 || index < 0) {\n return\n }\n\n if (this._isSliding) {\n EventHandler.one(this._element, EVENT_SLID, () => this.to(index))\n return\n }\n\n const activeIndex = this._getItemIndex(this._getActive())\n if (activeIndex === index) {\n return\n }\n\n const order = index > activeIndex ? ORDER_NEXT : ORDER_PREV\n\n this._slide(order, items[index])\n }\n\n dispose() {\n if (this._swipeHelper) {\n this._swipeHelper.dispose()\n }\n\n super.dispose()\n }\n\n // Private\n _configAfterMerge(config) {\n config.defaultInterval = config.interval\n return config\n }\n\n _addEventListeners() {\n if (this._config.keyboard) {\n EventHandler.on(this._element, EVENT_KEYDOWN, event => this._keydown(event))\n }\n\n if (this._config.pause === 'hover') {\n EventHandler.on(this._element, EVENT_MOUSEENTER, () => this.pause())\n EventHandler.on(this._element, EVENT_MOUSELEAVE, () => this._maybeEnableCycle())\n }\n\n if (this._config.touch && Swipe.isSupported()) {\n this._addTouchEventListeners()\n }\n }\n\n _addTouchEventListeners() {\n for (const img of SelectorEngine.find(SELECTOR_ITEM_IMG, this._element)) {\n EventHandler.on(img, EVENT_DRAG_START, event => event.preventDefault())\n }\n\n const endCallBack = () => {\n if (this._config.pause !== 'hover') {\n return\n }\n\n // If it's a touch-enabled device, mouseenter/leave are fired as\n // part of the mouse compatibility events on first tap - the carousel\n // would stop cycling until user tapped out of it;\n // here, we listen for touchend, explicitly pause the carousel\n // (as if it's the second time we tap on it, mouseenter compat event\n // is NOT fired) and after a timeout (to allow for mouse compatibility\n // events to fire) we explicitly restart cycling\n\n this.pause()\n if (this.touchTimeout) {\n clearTimeout(this.touchTimeout)\n }\n\n this.touchTimeout = setTimeout(() => this._maybeEnableCycle(), TOUCHEVENT_COMPAT_WAIT + this._config.interval)\n }\n\n const swipeConfig = {\n leftCallback: () => this._slide(this._directionToOrder(DIRECTION_LEFT)),\n rightCallback: () => this._slide(this._directionToOrder(DIRECTION_RIGHT)),\n endCallback: endCallBack\n }\n\n this._swipeHelper = new Swipe(this._element, swipeConfig)\n }\n\n _keydown(event) {\n if (/input|textarea/i.test(event.target.tagName)) {\n return\n }\n\n const direction = KEY_TO_DIRECTION[event.key]\n if (direction) {\n event.preventDefault()\n this._slide(this._directionToOrder(direction))\n }\n }\n\n _getItemIndex(element) {\n return this._getItems().indexOf(element)\n }\n\n _setActiveIndicatorElement(index) {\n if (!this._indicatorsElement) {\n return\n }\n\n const activeIndicator = SelectorEngine.findOne(SELECTOR_ACTIVE, this._indicatorsElement)\n\n activeIndicator.classList.remove(CLASS_NAME_ACTIVE)\n activeIndicator.removeAttribute('aria-current')\n\n const newActiveIndicator = SelectorEngine.findOne(`[data-bs-slide-to=\"${index}\"]`, this._indicatorsElement)\n\n if (newActiveIndicator) {\n newActiveIndicator.classList.add(CLASS_NAME_ACTIVE)\n newActiveIndicator.setAttribute('aria-current', 'true')\n }\n }\n\n _updateInterval() {\n const element = this._activeElement || this._getActive()\n\n if (!element) {\n return\n }\n\n const elementInterval = Number.parseInt(element.getAttribute('data-bs-interval'), 10)\n\n this._config.interval = elementInterval || this._config.defaultInterval\n }\n\n _slide(order, element = null) {\n if (this._isSliding) {\n return\n }\n\n const activeElement = this._getActive()\n const isNext = order === ORDER_NEXT\n const nextElement = element || getNextActiveElement(this._getItems(), activeElement, isNext, this._config.wrap)\n\n if (nextElement === activeElement) {\n return\n }\n\n const nextElementIndex = this._getItemIndex(nextElement)\n\n const triggerEvent = eventName => {\n return EventHandler.trigger(this._element, eventName, {\n relatedTarget: nextElement,\n direction: this._orderToDirection(order),\n from: this._getItemIndex(activeElement),\n to: nextElementIndex\n })\n }\n\n const slideEvent = triggerEvent(EVENT_SLIDE)\n\n if (slideEvent.defaultPrevented) {\n return\n }\n\n if (!activeElement || !nextElement) {\n // Some weirdness is happening, so we bail\n // TODO: change tests that use empty divs to avoid this check\n return\n }\n\n const isCycling = Boolean(this._interval)\n this.pause()\n\n this._isSliding = true\n\n this._setActiveIndicatorElement(nextElementIndex)\n this._activeElement = nextElement\n\n const directionalClassName = isNext ? CLASS_NAME_START : CLASS_NAME_END\n const orderClassName = isNext ? CLASS_NAME_NEXT : CLASS_NAME_PREV\n\n nextElement.classList.add(orderClassName)\n\n reflow(nextElement)\n\n activeElement.classList.add(directionalClassName)\n nextElement.classList.add(directionalClassName)\n\n const completeCallBack = () => {\n nextElement.classList.remove(directionalClassName, orderClassName)\n nextElement.classList.add(CLASS_NAME_ACTIVE)\n\n activeElement.classList.remove(CLASS_NAME_ACTIVE, orderClassName, directionalClassName)\n\n this._isSliding = false\n\n triggerEvent(EVENT_SLID)\n }\n\n this._queueCallback(completeCallBack, activeElement, this._isAnimated())\n\n if (isCycling) {\n this.cycle()\n }\n }\n\n _isAnimated() {\n return this._element.classList.contains(CLASS_NAME_SLIDE)\n }\n\n _getActive() {\n return SelectorEngine.findOne(SELECTOR_ACTIVE_ITEM, this._element)\n }\n\n _getItems() {\n return SelectorEngine.find(SELECTOR_ITEM, this._element)\n }\n\n _clearInterval() {\n if (this._interval) {\n clearInterval(this._interval)\n this._interval = null\n }\n }\n\n _directionToOrder(direction) {\n if (isRTL()) {\n return direction === DIRECTION_LEFT ? ORDER_PREV : ORDER_NEXT\n }\n\n return direction === DIRECTION_LEFT ? ORDER_NEXT : ORDER_PREV\n }\n\n _orderToDirection(order) {\n if (isRTL()) {\n return order === ORDER_PREV ? DIRECTION_LEFT : DIRECTION_RIGHT\n }\n\n return order === ORDER_PREV ? DIRECTION_RIGHT : DIRECTION_LEFT\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Carousel.getOrCreateInstance(this, config)\n\n if (typeof config === 'number') {\n data.to(config)\n return\n }\n\n if (typeof config === 'string') {\n if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n throw new TypeError(`No method named \"${config}\"`)\n }\n\n data[config]()\n }\n })\n }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API, SELECTOR_DATA_SLIDE, function (event) {\n const target = SelectorEngine.getElementFromSelector(this)\n\n if (!target || !target.classList.contains(CLASS_NAME_CAROUSEL)) {\n return\n }\n\n event.preventDefault()\n\n const carousel = Carousel.getOrCreateInstance(target)\n const slideIndex = this.getAttribute('data-bs-slide-to')\n\n if (slideIndex) {\n carousel.to(slideIndex)\n carousel._maybeEnableCycle()\n return\n }\n\n if (Manipulator.getDataAttribute(this, 'slide') === 'next') {\n carousel.next()\n carousel._maybeEnableCycle()\n return\n }\n\n carousel.prev()\n carousel._maybeEnableCycle()\n})\n\nEventHandler.on(window, EVENT_LOAD_DATA_API, () => {\n const carousels = SelectorEngine.find(SELECTOR_DATA_RIDE)\n\n for (const carousel of carousels) {\n Carousel.getOrCreateInstance(carousel)\n }\n})\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Carousel)\n\nexport default Carousel\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap collapse.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport BaseComponent from './base-component.js'\nimport EventHandler from './dom/event-handler.js'\nimport SelectorEngine from './dom/selector-engine.js'\nimport {\n defineJQueryPlugin,\n getElement,\n reflow\n} from './util/index.js'\n\n/**\n * Constants\n */\n\nconst NAME = 'collapse'\nconst DATA_KEY = 'bs.collapse'\nconst EVENT_KEY = `.${DATA_KEY}`\nconst DATA_API_KEY = '.data-api'\n\nconst EVENT_SHOW = `show${EVENT_KEY}`\nconst EVENT_SHOWN = `shown${EVENT_KEY}`\nconst EVENT_HIDE = `hide${EVENT_KEY}`\nconst EVENT_HIDDEN = `hidden${EVENT_KEY}`\nconst EVENT_CLICK_DATA_API = `click${EVENT_KEY}${DATA_API_KEY}`\n\nconst CLASS_NAME_SHOW = 'show'\nconst CLASS_NAME_COLLAPSE = 'collapse'\nconst CLASS_NAME_COLLAPSING = 'collapsing'\nconst CLASS_NAME_COLLAPSED = 'collapsed'\nconst CLASS_NAME_DEEPER_CHILDREN = `:scope .${CLASS_NAME_COLLAPSE} .${CLASS_NAME_COLLAPSE}`\nconst CLASS_NAME_HORIZONTAL = 'collapse-horizontal'\n\nconst WIDTH = 'width'\nconst HEIGHT = 'height'\n\nconst SELECTOR_ACTIVES = '.collapse.show, .collapse.collapsing'\nconst SELECTOR_DATA_TOGGLE = '[data-bs-toggle=\"collapse\"]'\n\nconst Default = {\n parent: null,\n toggle: true\n}\n\nconst DefaultType = {\n parent: '(null|element)',\n toggle: 'boolean'\n}\n\n/**\n * Class definition\n */\n\nclass Collapse extends BaseComponent {\n constructor(element, config) {\n super(element, config)\n\n this._isTransitioning = false\n this._triggerArray = []\n\n const toggleList = SelectorEngine.find(SELECTOR_DATA_TOGGLE)\n\n for (const elem of toggleList) {\n const selector = SelectorEngine.getSelectorFromElement(elem)\n const filterElement = SelectorEngine.find(selector)\n .filter(foundElement => foundElement === this._element)\n\n if (selector !== null && filterElement.length) {\n this._triggerArray.push(elem)\n }\n }\n\n this._initializeChildren()\n\n if (!this._config.parent) {\n this._addAriaAndCollapsedClass(this._triggerArray, this._isShown())\n }\n\n if (this._config.toggle) {\n this.toggle()\n }\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n toggle() {\n if (this._isShown()) {\n this.hide()\n } else {\n this.show()\n }\n }\n\n show() {\n if (this._isTransitioning || this._isShown()) {\n return\n }\n\n let activeChildren = []\n\n // find active children\n if (this._config.parent) {\n activeChildren = this._getFirstLevelChildren(SELECTOR_ACTIVES)\n .filter(element => element !== this._element)\n .map(element => Collapse.getOrCreateInstance(element, { toggle: false }))\n }\n\n if (activeChildren.length && activeChildren[0]._isTransitioning) {\n return\n }\n\n const startEvent = EventHandler.trigger(this._element, EVENT_SHOW)\n if (startEvent.defaultPrevented) {\n return\n }\n\n for (const activeInstance of activeChildren) {\n activeInstance.hide()\n }\n\n const dimension = this._getDimension()\n\n this._element.classList.remove(CLASS_NAME_COLLAPSE)\n this._element.classList.add(CLASS_NAME_COLLAPSING)\n\n this._element.style[dimension] = 0\n\n this._addAriaAndCollapsedClass(this._triggerArray, true)\n this._isTransitioning = true\n\n const complete = () => {\n this._isTransitioning = false\n\n this._element.classList.remove(CLASS_NAME_COLLAPSING)\n this._element.classList.add(CLASS_NAME_COLLAPSE, CLASS_NAME_SHOW)\n\n this._element.style[dimension] = ''\n\n EventHandler.trigger(this._element, EVENT_SHOWN)\n }\n\n const capitalizedDimension = dimension[0].toUpperCase() + dimension.slice(1)\n const scrollSize = `scroll${capitalizedDimension}`\n\n this._queueCallback(complete, this._element, true)\n this._element.style[dimension] = `${this._element[scrollSize]}px`\n }\n\n hide() {\n if (this._isTransitioning || !this._isShown()) {\n return\n }\n\n const startEvent = EventHandler.trigger(this._element, EVENT_HIDE)\n if (startEvent.defaultPrevented) {\n return\n }\n\n const dimension = this._getDimension()\n\n this._element.style[dimension] = `${this._element.getBoundingClientRect()[dimension]}px`\n\n reflow(this._element)\n\n this._element.classList.add(CLASS_NAME_COLLAPSING)\n this._element.classList.remove(CLASS_NAME_COLLAPSE, CLASS_NAME_SHOW)\n\n for (const trigger of this._triggerArray) {\n const element = SelectorEngine.getElementFromSelector(trigger)\n\n if (element && !this._isShown(element)) {\n this._addAriaAndCollapsedClass([trigger], false)\n }\n }\n\n this._isTransitioning = true\n\n const complete = () => {\n this._isTransitioning = false\n this._element.classList.remove(CLASS_NAME_COLLAPSING)\n this._element.classList.add(CLASS_NAME_COLLAPSE)\n EventHandler.trigger(this._element, EVENT_HIDDEN)\n }\n\n this._element.style[dimension] = ''\n\n this._queueCallback(complete, this._element, true)\n }\n\n _isShown(element = this._element) {\n return element.classList.contains(CLASS_NAME_SHOW)\n }\n\n // Private\n _configAfterMerge(config) {\n config.toggle = Boolean(config.toggle) // Coerce string values\n config.parent = getElement(config.parent)\n return config\n }\n\n _getDimension() {\n return this._element.classList.contains(CLASS_NAME_HORIZONTAL) ? WIDTH : HEIGHT\n }\n\n _initializeChildren() {\n if (!this._config.parent) {\n return\n }\n\n const children = this._getFirstLevelChildren(SELECTOR_DATA_TOGGLE)\n\n for (const element of children) {\n const selected = SelectorEngine.getElementFromSelector(element)\n\n if (selected) {\n this._addAriaAndCollapsedClass([element], this._isShown(selected))\n }\n }\n }\n\n _getFirstLevelChildren(selector) {\n const children = SelectorEngine.find(CLASS_NAME_DEEPER_CHILDREN, this._config.parent)\n // remove children if greater depth\n return SelectorEngine.find(selector, this._config.parent).filter(element => !children.includes(element))\n }\n\n _addAriaAndCollapsedClass(triggerArray, isOpen) {\n if (!triggerArray.length) {\n return\n }\n\n for (const element of triggerArray) {\n element.classList.toggle(CLASS_NAME_COLLAPSED, !isOpen)\n element.setAttribute('aria-expanded', isOpen)\n }\n }\n\n // Static\n static jQueryInterface(config) {\n const _config = {}\n if (typeof config === 'string' && /show|hide/.test(config)) {\n _config.toggle = false\n }\n\n return this.each(function () {\n const data = Collapse.getOrCreateInstance(this, _config)\n\n if (typeof config === 'string') {\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`)\n }\n\n data[config]()\n }\n })\n }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API, SELECTOR_DATA_TOGGLE, function (event) {\n // preventDefault only for     elements (which change the URL) not inside the collapsible element\n if (event.target.tagName === 'A' || (event.delegateTarget && event.delegateTarget.tagName === 'A')) {\n event.preventDefault()\n }\n\n for (const element of SelectorEngine.getMultipleElementsFromSelector(this)) {\n Collapse.getOrCreateInstance(element, { toggle: false }).toggle()\n }\n})\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Collapse)\n\nexport default Collapse\n","export var top = 'top';\nexport var bottom = 'bottom';\nexport var right = 'right';\nexport var left = 'left';\nexport var auto = 'auto';\nexport var basePlacements = [top, bottom, right, left];\nexport var start = 'start';\nexport var end = 'end';\nexport var clippingParents = 'clippingParents';\nexport var viewport = 'viewport';\nexport var popper = 'popper';\nexport var reference = 'reference';\nexport var variationPlacements = /*#__PURE__*/basePlacements.reduce(function (acc, placement) {\n return acc.concat([placement + \"-\" + start, placement + \"-\" + end]);\n}, []);\nexport var placements = /*#__PURE__*/[].concat(basePlacements, [auto]).reduce(function (acc, placement) {\n return acc.concat([placement, placement + \"-\" + start, placement + \"-\" + end]);\n}, []); // modifiers that need to read the DOM\n\nexport var beforeRead = 'beforeRead';\nexport var read = 'read';\nexport var afterRead = 'afterRead'; // pure-logic modifiers\n\nexport var beforeMain = 'beforeMain';\nexport var main = 'main';\nexport var afterMain = 'afterMain'; // modifier with the purpose to write to the DOM (or write into a framework state)\n\nexport var beforeWrite = 'beforeWrite';\nexport var write = 'write';\nexport var afterWrite = 'afterWrite';\nexport var modifierPhases = [beforeRead, read, afterRead, beforeMain, main, afterMain, beforeWrite, write, afterWrite];","export default function getNodeName(element) {\n return element ? (element.nodeName || '').toLowerCase() : null;\n}","export default function getWindow(node) {\n if (node == null) {\n return window;\n }\n\n if (node.toString() !== '[object Window]') {\n var ownerDocument = node.ownerDocument;\n return ownerDocument ? ownerDocument.defaultView || window : window;\n }\n\n return node;\n}","import getWindow from \"./getWindow.js\";\n\nfunction isElement(node) {\n var OwnElement = getWindow(node).Element;\n return node instanceof OwnElement || node instanceof Element;\n}\n\nfunction isHTMLElement(node) {\n var OwnElement = getWindow(node).HTMLElement;\n return node instanceof OwnElement || node instanceof HTMLElement;\n}\n\nfunction isShadowRoot(node) {\n // IE 11 has no ShadowRoot\n if (typeof ShadowRoot === 'undefined') {\n return false;\n }\n\n var OwnElement = getWindow(node).ShadowRoot;\n return node instanceof OwnElement || node instanceof ShadowRoot;\n}\n\nexport { isElement, isHTMLElement, isShadowRoot };","import getNodeName from \"../dom-utils/getNodeName.js\";\nimport { isHTMLElement } from \"../dom-utils/instanceOf.js\"; // This modifier takes the styles prepared by the `computeStyles` modifier\n// and applies them to the HTMLElements such as popper and arrow\n\nfunction applyStyles(_ref) {\n var state = _ref.state;\n Object.keys(state.elements).forEach(function (name) {\n var style = state.styles[name] || {};\n var attributes = state.attributes[name] || {};\n var element = state.elements[name]; // arrow is optional + virtual elements\n\n if (!isHTMLElement(element) || !getNodeName(element)) {\n return;\n } // Flow doesn't support to extend this property, but it's the most\n // effective way to apply styles to an HTMLElement\n // $FlowFixMe[cannot-write]\n\n\n Object.assign(element.style, style);\n Object.keys(attributes).forEach(function (name) {\n var value = attributes[name];\n\n if (value === false) {\n element.removeAttribute(name);\n } else {\n element.setAttribute(name, value === true ? '' : value);\n }\n });\n });\n}\n\nfunction effect(_ref2) {\n var state = _ref2.state;\n var initialStyles = {\n popper: {\n position: state.options.strategy,\n left: '0',\n top: '0',\n margin: '0'\n },\n arrow: {\n position: 'absolute'\n },\n reference: {}\n };\n Object.assign(state.elements.popper.style, initialStyles.popper);\n state.styles = initialStyles;\n\n if (state.elements.arrow) {\n Object.assign(state.elements.arrow.style, initialStyles.arrow);\n }\n\n return function () {\n Object.keys(state.elements).forEach(function (name) {\n var element = state.elements[name];\n var attributes = state.attributes[name] || {};\n var styleProperties = Object.keys(state.styles.hasOwnProperty(name) ? state.styles[name] : initialStyles[name]); // Set all values to an empty string to unset them\n\n var style = styleProperties.reduce(function (style, property) {\n style[property] = '';\n return style;\n }, {}); // arrow is optional + virtual elements\n\n if (!isHTMLElement(element) || !getNodeName(element)) {\n return;\n }\n\n Object.assign(element.style, style);\n Object.keys(attributes).forEach(function (attribute) {\n element.removeAttribute(attribute);\n });\n });\n };\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'applyStyles',\n enabled: true,\n phase: 'write',\n fn: applyStyles,\n effect: effect,\n requires: ['computeStyles']\n};","import { auto } from \"../enums.js\";\nexport default function getBasePlacement(placement) {\n return placement.split('-')[0];\n}","export var max = Math.max;\nexport var min = Math.min;\nexport var round = Math.round;","export default function getUAString() {\n var uaData = navigator.userAgentData;\n\n if (uaData != null && uaData.brands && Array.isArray(uaData.brands)) {\n return uaData.brands.map(function (item) {\n return item.brand + \"/\" + item.version;\n }).join(' ');\n }\n\n return navigator.userAgent;\n}","import getUAString from \"../utils/userAgent.js\";\nexport default function isLayoutViewport() {\n return !/^((?!chrome|android).)*safari/i.test(getUAString());\n}","import { isElement, isHTMLElement } from \"./instanceOf.js\";\nimport { round } from \"../utils/math.js\";\nimport getWindow from \"./getWindow.js\";\nimport isLayoutViewport from \"./isLayoutViewport.js\";\nexport default function getBoundingClientRect(element, includeScale, isFixedStrategy) {\n if (includeScale === void 0) {\n includeScale = false;\n }\n\n if (isFixedStrategy === void 0) {\n isFixedStrategy = false;\n }\n\n var clientRect = element.getBoundingClientRect();\n var scaleX = 1;\n var scaleY = 1;\n\n if (includeScale && isHTMLElement(element)) {\n scaleX = element.offsetWidth > 0 ? round(clientRect.width) / element.offsetWidth || 1 : 1;\n scaleY = element.offsetHeight > 0 ? round(clientRect.height) / element.offsetHeight || 1 : 1;\n }\n\n var _ref = isElement(element) ? getWindow(element) : window,\n visualViewport = _ref.visualViewport;\n\n var addVisualOffsets = !isLayoutViewport() && isFixedStrategy;\n var x = (clientRect.left + (addVisualOffsets && visualViewport ? visualViewport.offsetLeft : 0)) / scaleX;\n var y = (clientRect.top + (addVisualOffsets && visualViewport ? visualViewport.offsetTop : 0)) / scaleY;\n var width = clientRect.width / scaleX;\n var height = clientRect.height / scaleY;\n return {\n width: width,\n height: height,\n top: y,\n right: x + width,\n bottom: y + height,\n left: x,\n x: x,\n y: y\n };\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\"; // Returns the layout rect of an element relative to its offsetParent. Layout\n// means it doesn't take into account transforms.\n\nexport default function getLayoutRect(element) {\n var clientRect = getBoundingClientRect(element); // Use the clientRect sizes if it's not been transformed.\n // Fixes https://github.com/popperjs/popper-core/issues/1223\n\n var width = element.offsetWidth;\n var height = element.offsetHeight;\n\n if (Math.abs(clientRect.width - width) <= 1) {\n width = clientRect.width;\n }\n\n if (Math.abs(clientRect.height - height) <= 1) {\n height = clientRect.height;\n }\n\n return {\n x: element.offsetLeft,\n y: element.offsetTop,\n width: width,\n height: height\n };\n}","import { isShadowRoot } from \"./instanceOf.js\";\nexport default function contains(parent, child) {\n var rootNode = child.getRootNode && child.getRootNode(); // First, attempt with faster native method\n\n if (parent.contains(child)) {\n return true;\n } // then fallback to custom implementation with Shadow DOM support\n else if (rootNode && isShadowRoot(rootNode)) {\n var next = child;\n\n do {\n if (next && parent.isSameNode(next)) {\n return true;\n } // $FlowFixMe[prop-missing]: need a better way to handle this...\n\n\n next = next.parentNode || next.host;\n } while (next);\n } // Give up, the result is false\n\n\n return false;\n}","import getWindow from \"./getWindow.js\";\nexport default function getComputedStyle(element) {\n return getWindow(element).getComputedStyle(element);\n}","import getNodeName from \"./getNodeName.js\";\nexport default function isTableElement(element) {\n return ['table', 'td', 'th'].indexOf(getNodeName(element)) >= 0;\n}","import { isElement } from \"./instanceOf.js\";\nexport default function getDocumentElement(element) {\n // $FlowFixMe[incompatible-return]: assume body is always available\n return ((isElement(element) ? element.ownerDocument : // $FlowFixMe[prop-missing]\n element.document) || window.document).documentElement;\n}","import getNodeName from \"./getNodeName.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport { isShadowRoot } from \"./instanceOf.js\";\nexport default function getParentNode(element) {\n if (getNodeName(element) === 'html') {\n return element;\n }\n\n return (// this is a quicker (but less type safe) way to save quite some bytes from the bundle\n // $FlowFixMe[incompatible-return]\n // $FlowFixMe[prop-missing]\n element.assignedSlot || // step into the shadow DOM of the parent of a slotted node\n element.parentNode || ( // DOM Element detected\n isShadowRoot(element) ? element.host : null) || // ShadowRoot detected\n // $FlowFixMe[incompatible-call]: HTMLElement is a Node\n getDocumentElement(element) // fallback\n\n );\n}","import getWindow from \"./getWindow.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport { isHTMLElement, isShadowRoot } from \"./instanceOf.js\";\nimport isTableElement from \"./isTableElement.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport getUAString from \"../utils/userAgent.js\";\n\nfunction getTrueOffsetParent(element) {\n if (!isHTMLElement(element) || // https://github.com/popperjs/popper-core/issues/837\n getComputedStyle(element).position === 'fixed') {\n return null;\n }\n\n return element.offsetParent;\n} // `.offsetParent` reports `null` for fixed elements, while absolute elements\n// return the containing block\n\n\nfunction getContainingBlock(element) {\n var isFirefox = /firefox/i.test(getUAString());\n var isIE = /Trident/i.test(getUAString());\n\n if (isIE && isHTMLElement(element)) {\n // In IE 9, 10 and 11 fixed elements containing block is always established by the viewport\n var elementCss = getComputedStyle(element);\n\n if (elementCss.position === 'fixed') {\n return null;\n }\n }\n\n var currentNode = getParentNode(element);\n\n if (isShadowRoot(currentNode)) {\n currentNode = currentNode.host;\n }\n\n while (isHTMLElement(currentNode) && ['html', 'body'].indexOf(getNodeName(currentNode)) < 0) {\n var css = getComputedStyle(currentNode); // This is non-exhaustive but covers the most common CSS properties that\n // create a containing block.\n // https://developer.mozilla.org/en-US/docs/Web/CSS/Containing_block#identifying_the_containing_block\n\n if (css.transform !== 'none' || css.perspective !== 'none' || css.contain === 'paint' || ['transform', 'perspective'].indexOf(css.willChange) !== -1 || isFirefox && css.willChange === 'filter' || isFirefox && css.filter && css.filter !== 'none') {\n return currentNode;\n } else {\n currentNode = currentNode.parentNode;\n }\n }\n\n return null;\n} // Gets the closest ancestor positioned element. Handles some edge cases,\n// such as table ancestors and cross browser bugs.\n\n\nexport default function getOffsetParent(element) {\n var window = getWindow(element);\n var offsetParent = getTrueOffsetParent(element);\n\n while (offsetParent && isTableElement(offsetParent) && getComputedStyle(offsetParent).position === 'static') {\n offsetParent = getTrueOffsetParent(offsetParent);\n }\n\n if (offsetParent && (getNodeName(offsetParent) === 'html' || getNodeName(offsetParent) === 'body' && getComputedStyle(offsetParent).position === 'static')) {\n return window;\n }\n\n return offsetParent || getContainingBlock(element) || window;\n}","export default function getMainAxisFromPlacement(placement) {\n return ['top', 'bottom'].indexOf(placement) >= 0 ? 'x' : 'y';\n}","import { max as mathMax, min as mathMin } from \"./math.js\";\nexport function within(min, value, max) {\n return mathMax(min, mathMin(value, max));\n}\nexport function withinMaxClamp(min, value, max) {\n var v = within(min, value, max);\n return v > max ? max : v;\n}","import getFreshSideObject from \"./getFreshSideObject.js\";\nexport default function mergePaddingObject(paddingObject) {\n return Object.assign({}, getFreshSideObject(), paddingObject);\n}","export default function getFreshSideObject() {\n return {\n top: 0,\n right: 0,\n bottom: 0,\n left: 0\n };\n}","export default function expandToHashMap(value, keys) {\n return keys.reduce(function (hashMap, key) {\n hashMap[key] = value;\n return hashMap;\n }, {});\n}","import getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getLayoutRect from \"../dom-utils/getLayoutRect.js\";\nimport contains from \"../dom-utils/contains.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport getMainAxisFromPlacement from \"../utils/getMainAxisFromPlacement.js\";\nimport { within } from \"../utils/within.js\";\nimport mergePaddingObject from \"../utils/mergePaddingObject.js\";\nimport expandToHashMap from \"../utils/expandToHashMap.js\";\nimport { left, right, basePlacements, top, bottom } from \"../enums.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar toPaddingObject = function toPaddingObject(padding, state) {\n padding = typeof padding === 'function' ? padding(Object.assign({}, state.rects, {\n placement: state.placement\n })) : padding;\n return mergePaddingObject(typeof padding !== 'number' ? padding : expandToHashMap(padding, basePlacements));\n};\n\nfunction arrow(_ref) {\n var _state$modifiersData$;\n\n var state = _ref.state,\n name = _ref.name,\n options = _ref.options;\n var arrowElement = state.elements.arrow;\n var popperOffsets = state.modifiersData.popperOffsets;\n var basePlacement = getBasePlacement(state.placement);\n var axis = getMainAxisFromPlacement(basePlacement);\n var isVertical = [left, right].indexOf(basePlacement) >= 0;\n var len = isVertical ? 'height' : 'width';\n\n if (!arrowElement || !popperOffsets) {\n return;\n }\n\n var paddingObject = toPaddingObject(options.padding, state);\n var arrowRect = getLayoutRect(arrowElement);\n var minProp = axis === 'y' ? top : left;\n var maxProp = axis === 'y' ? bottom : right;\n var endDiff = state.rects.reference[len] + state.rects.reference[axis] - popperOffsets[axis] - state.rects.popper[len];\n var startDiff = popperOffsets[axis] - state.rects.reference[axis];\n var arrowOffsetParent = getOffsetParent(arrowElement);\n var clientSize = arrowOffsetParent ? axis === 'y' ? arrowOffsetParent.clientHeight || 0 : arrowOffsetParent.clientWidth || 0 : 0;\n var centerToReference = endDiff / 2 - startDiff / 2; // Make sure the arrow doesn't overflow the popper if the center point is\n // outside of the popper bounds\n\n var min = paddingObject[minProp];\n var max = clientSize - arrowRect[len] - paddingObject[maxProp];\n var center = clientSize / 2 - arrowRect[len] / 2 + centerToReference;\n var offset = within(min, center, max); // Prevents breaking syntax highlighting...\n\n var axisProp = axis;\n state.modifiersData[name] = (_state$modifiersData$ = {}, _state$modifiersData$[axisProp] = offset, _state$modifiersData$.centerOffset = offset - center, _state$modifiersData$);\n}\n\nfunction effect(_ref2) {\n var state = _ref2.state,\n options = _ref2.options;\n var _options$element = options.element,\n arrowElement = _options$element === void 0 ? '[data-popper-arrow]' : _options$element;\n\n if (arrowElement == null) {\n return;\n } // CSS selector\n\n\n if (typeof arrowElement === 'string') {\n arrowElement = state.elements.popper.querySelector(arrowElement);\n\n if (!arrowElement) {\n return;\n }\n }\n\n if (!contains(state.elements.popper, arrowElement)) {\n return;\n }\n\n state.elements.arrow = arrowElement;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'arrow',\n enabled: true,\n phase: 'main',\n fn: arrow,\n effect: effect,\n requires: ['popperOffsets'],\n requiresIfExists: ['preventOverflow']\n};","export default function getVariation(placement) {\n return placement.split('-')[1];\n}","import { top, left, right, bottom, end } from \"../enums.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport getWindow from \"../dom-utils/getWindow.js\";\nimport getDocumentElement from \"../dom-utils/getDocumentElement.js\";\nimport getComputedStyle from \"../dom-utils/getComputedStyle.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getVariation from \"../utils/getVariation.js\";\nimport { round } from \"../utils/math.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar unsetSides = {\n top: 'auto',\n right: 'auto',\n bottom: 'auto',\n left: 'auto'\n}; // Round the offsets to the nearest suitable subpixel based on the DPR.\n// Zooming can change the DPR, but it seems to report a value that will\n// cleanly divide the values into the appropriate subpixels.\n\nfunction roundOffsetsByDPR(_ref, win) {\n var x = _ref.x,\n y = _ref.y;\n var dpr = win.devicePixelRatio || 1;\n return {\n x: round(x * dpr) / dpr || 0,\n y: round(y * dpr) / dpr || 0\n };\n}\n\nexport function mapToStyles(_ref2) {\n var _Object$assign2;\n\n var popper = _ref2.popper,\n popperRect = _ref2.popperRect,\n placement = _ref2.placement,\n variation = _ref2.variation,\n offsets = _ref2.offsets,\n position = _ref2.position,\n gpuAcceleration = _ref2.gpuAcceleration,\n adaptive = _ref2.adaptive,\n roundOffsets = _ref2.roundOffsets,\n isFixed = _ref2.isFixed;\n var _offsets$x = offsets.x,\n x = _offsets$x === void 0 ? 0 : _offsets$x,\n _offsets$y = offsets.y,\n y = _offsets$y === void 0 ? 0 : _offsets$y;\n\n var _ref3 = typeof roundOffsets === 'function' ? roundOffsets({\n x: x,\n y: y\n }) : {\n x: x,\n y: y\n };\n\n x = _ref3.x;\n y = _ref3.y;\n var hasX = offsets.hasOwnProperty('x');\n var hasY = offsets.hasOwnProperty('y');\n var sideX = left;\n var sideY = top;\n var win = window;\n\n if (adaptive) {\n var offsetParent = getOffsetParent(popper);\n var heightProp = 'clientHeight';\n var widthProp = 'clientWidth';\n\n if (offsetParent === getWindow(popper)) {\n offsetParent = getDocumentElement(popper);\n\n if (getComputedStyle(offsetParent).position !== 'static' && position === 'absolute') {\n heightProp = 'scrollHeight';\n widthProp = 'scrollWidth';\n }\n } // $FlowFixMe[incompatible-cast]: force type refinement, we compare offsetParent with window above, but Flow doesn't detect it\n\n\n offsetParent = offsetParent;\n\n if (placement === top || (placement === left || placement === right) && variation === end) {\n sideY = bottom;\n var offsetY = isFixed && offsetParent === win && win.visualViewport ? win.visualViewport.height : // $FlowFixMe[prop-missing]\n offsetParent[heightProp];\n y -= offsetY - popperRect.height;\n y *= gpuAcceleration ? 1 : -1;\n }\n\n if (placement === left || (placement === top || placement === bottom) && variation === end) {\n sideX = right;\n var offsetX = isFixed && offsetParent === win && win.visualViewport ? win.visualViewport.width : // $FlowFixMe[prop-missing]\n offsetParent[widthProp];\n x -= offsetX - popperRect.width;\n x *= gpuAcceleration ? 1 : -1;\n }\n }\n\n var commonStyles = Object.assign({\n position: position\n }, adaptive && unsetSides);\n\n var _ref4 = roundOffsets === true ? roundOffsetsByDPR({\n x: x,\n y: y\n }, getWindow(popper)) : {\n x: x,\n y: y\n };\n\n x = _ref4.x;\n y = _ref4.y;\n\n if (gpuAcceleration) {\n var _Object$assign;\n\n return Object.assign({}, commonStyles, (_Object$assign = {}, _Object$assign[sideY] = hasY ? '0' : '', _Object$assign[sideX] = hasX ? '0' : '', _Object$assign.transform = (win.devicePixelRatio || 1) <= 1 ? \"translate(\" + x + \"px, \" + y + \"px)\" : \"translate3d(\" + x + \"px, \" + y + \"px, 0)\", _Object$assign));\n }\n\n return Object.assign({}, commonStyles, (_Object$assign2 = {}, _Object$assign2[sideY] = hasY ? y + \"px\" : '', _Object$assign2[sideX] = hasX ? x + \"px\" : '', _Object$assign2.transform = '', _Object$assign2));\n}\n\nfunction computeStyles(_ref5) {\n var state = _ref5.state,\n options = _ref5.options;\n var _options$gpuAccelerat = options.gpuAcceleration,\n gpuAcceleration = _options$gpuAccelerat === void 0 ? true : _options$gpuAccelerat,\n _options$adaptive = options.adaptive,\n adaptive = _options$adaptive === void 0 ? true : _options$adaptive,\n _options$roundOffsets = options.roundOffsets,\n roundOffsets = _options$roundOffsets === void 0 ? true : _options$roundOffsets;\n var commonStyles = {\n placement: getBasePlacement(state.placement),\n variation: getVariation(state.placement),\n popper: state.elements.popper,\n popperRect: state.rects.popper,\n gpuAcceleration: gpuAcceleration,\n isFixed: state.options.strategy === 'fixed'\n };\n\n if (state.modifiersData.popperOffsets != null) {\n state.styles.popper = Object.assign({}, state.styles.popper, mapToStyles(Object.assign({}, commonStyles, {\n offsets: state.modifiersData.popperOffsets,\n position: state.options.strategy,\n adaptive: adaptive,\n roundOffsets: roundOffsets\n })));\n }\n\n if (state.modifiersData.arrow != null) {\n state.styles.arrow = Object.assign({}, state.styles.arrow, mapToStyles(Object.assign({}, commonStyles, {\n offsets: state.modifiersData.arrow,\n position: 'absolute',\n adaptive: false,\n roundOffsets: roundOffsets\n })));\n }\n\n state.attributes.popper = Object.assign({}, state.attributes.popper, {\n 'data-popper-placement': state.placement\n });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'computeStyles',\n enabled: true,\n phase: 'beforeWrite',\n fn: computeStyles,\n data: {}\n};","import getWindow from \"../dom-utils/getWindow.js\"; // eslint-disable-next-line import/no-unused-modules\n\nvar passive = {\n passive: true\n};\n\nfunction effect(_ref) {\n var state = _ref.state,\n instance = _ref.instance,\n options = _ref.options;\n var _options$scroll = options.scroll,\n scroll = _options$scroll === void 0 ? true : _options$scroll,\n _options$resize = options.resize,\n resize = _options$resize === void 0 ? true : _options$resize;\n var window = getWindow(state.elements.popper);\n var scrollParents = [].concat(state.scrollParents.reference, state.scrollParents.popper);\n\n if (scroll) {\n scrollParents.forEach(function (scrollParent) {\n scrollParent.addEventListener('scroll', instance.update, passive);\n });\n }\n\n if (resize) {\n window.addEventListener('resize', instance.update, passive);\n }\n\n return function () {\n if (scroll) {\n scrollParents.forEach(function (scrollParent) {\n scrollParent.removeEventListener('scroll', instance.update, passive);\n });\n }\n\n if (resize) {\n window.removeEventListener('resize', instance.update, passive);\n }\n };\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'eventListeners',\n enabled: true,\n phase: 'write',\n fn: function fn() {},\n effect: effect,\n data: {}\n};","var hash = {\n left: 'right',\n right: 'left',\n bottom: 'top',\n top: 'bottom'\n};\nexport default function getOppositePlacement(placement) {\n return placement.replace(/left|right|bottom|top/g, function (matched) {\n return hash[matched];\n });\n}","var hash = {\n start: 'end',\n end: 'start'\n};\nexport default function getOppositeVariationPlacement(placement) {\n return placement.replace(/start|end/g, function (matched) {\n return hash[matched];\n });\n}","import getWindow from \"./getWindow.js\";\nexport default function getWindowScroll(node) {\n var win = getWindow(node);\n var scrollLeft = win.pageXOffset;\n var scrollTop = win.pageYOffset;\n return {\n scrollLeft: scrollLeft,\n scrollTop: scrollTop\n };\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getWindowScroll from \"./getWindowScroll.js\";\nexport default function getWindowScrollBarX(element) {\n // If has a CSS width greater than the viewport, then this will be\n // incorrect for RTL.\n // Popper 1 is broken in this case and never had a bug report so let's assume\n // it's not an issue. I don't think anyone ever specifies width on \n // anyway.\n // Browsers where the left scrollbar doesn't cause an issue report `0` for\n // this (e.g. Edge 2019, IE11, Safari)\n return getBoundingClientRect(getDocumentElement(element)).left + getWindowScroll(element).scrollLeft;\n}","import getComputedStyle from \"./getComputedStyle.js\";\nexport default function isScrollParent(element) {\n // Firefox wants us to check `-x` and `-y` variations as well\n var _getComputedStyle = getComputedStyle(element),\n overflow = _getComputedStyle.overflow,\n overflowX = _getComputedStyle.overflowX,\n overflowY = _getComputedStyle.overflowY;\n\n return /auto|scroll|overlay|hidden/.test(overflow + overflowY + overflowX);\n}","import getParentNode from \"./getParentNode.js\";\nimport isScrollParent from \"./isScrollParent.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nexport default function getScrollParent(node) {\n if (['html', 'body', '#document'].indexOf(getNodeName(node)) >= 0) {\n // $FlowFixMe[incompatible-return]: assume body is always available\n return node.ownerDocument.body;\n }\n\n if (isHTMLElement(node) && isScrollParent(node)) {\n return node;\n }\n\n return getScrollParent(getParentNode(node));\n}","import getScrollParent from \"./getScrollParent.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport getWindow from \"./getWindow.js\";\nimport isScrollParent from \"./isScrollParent.js\";\n/*\ngiven a DOM element, return the list of all scroll parents, up the list of ancesors\nuntil we get to the top window object. This list is what we attach scroll listeners\nto, because if any of these parent elements scroll, we'll need to re-calculate the\nreference element's position.\n*/\n\nexport default function listScrollParents(element, list) {\n var _element$ownerDocumen;\n\n if (list === void 0) {\n list = [];\n }\n\n var scrollParent = getScrollParent(element);\n var isBody = scrollParent === ((_element$ownerDocumen = element.ownerDocument) == null ? void 0 : _element$ownerDocumen.body);\n var win = getWindow(scrollParent);\n var target = isBody ? [win].concat(win.visualViewport || [], isScrollParent(scrollParent) ? scrollParent : []) : scrollParent;\n var updatedList = list.concat(target);\n return isBody ? updatedList : // $FlowFixMe[incompatible-call]: isBody tells us target will be an HTMLElement here\n updatedList.concat(listScrollParents(getParentNode(target)));\n}","export default function rectToClientRect(rect) {\n return Object.assign({}, rect, {\n left: rect.x,\n top: rect.y,\n right: rect.x + rect.width,\n bottom: rect.y + rect.height\n });\n}","import { viewport } from \"../enums.js\";\nimport getViewportRect from \"./getViewportRect.js\";\nimport getDocumentRect from \"./getDocumentRect.js\";\nimport listScrollParents from \"./listScrollParents.js\";\nimport getOffsetParent from \"./getOffsetParent.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport { isElement, isHTMLElement } from \"./instanceOf.js\";\nimport getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getParentNode from \"./getParentNode.js\";\nimport contains from \"./contains.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport rectToClientRect from \"../utils/rectToClientRect.js\";\nimport { max, min } from \"../utils/math.js\";\n\nfunction getInnerBoundingClientRect(element, strategy) {\n var rect = getBoundingClientRect(element, false, strategy === 'fixed');\n rect.top = rect.top + element.clientTop;\n rect.left = rect.left + element.clientLeft;\n rect.bottom = rect.top + element.clientHeight;\n rect.right = rect.left + element.clientWidth;\n rect.width = element.clientWidth;\n rect.height = element.clientHeight;\n rect.x = rect.left;\n rect.y = rect.top;\n return rect;\n}\n\nfunction getClientRectFromMixedType(element, clippingParent, strategy) {\n return clippingParent === viewport ? rectToClientRect(getViewportRect(element, strategy)) : isElement(clippingParent) ? getInnerBoundingClientRect(clippingParent, strategy) : rectToClientRect(getDocumentRect(getDocumentElement(element)));\n} // A \"clipping parent\" is an overflowable container with the characteristic of\n// clipping (or hiding) overflowing elements with a position different from\n// `initial`\n\n\nfunction getClippingParents(element) {\n var clippingParents = listScrollParents(getParentNode(element));\n var canEscapeClipping = ['absolute', 'fixed'].indexOf(getComputedStyle(element).position) >= 0;\n var clipperElement = canEscapeClipping && isHTMLElement(element) ? getOffsetParent(element) : element;\n\n if (!isElement(clipperElement)) {\n return [];\n } // $FlowFixMe[incompatible-return]: https://github.com/facebook/flow/issues/1414\n\n\n return clippingParents.filter(function (clippingParent) {\n return isElement(clippingParent) && contains(clippingParent, clipperElement) && getNodeName(clippingParent) !== 'body';\n });\n} // Gets the maximum area that the element is visible in due to any number of\n// clipping parents\n\n\nexport default function getClippingRect(element, boundary, rootBoundary, strategy) {\n var mainClippingParents = boundary === 'clippingParents' ? getClippingParents(element) : [].concat(boundary);\n var clippingParents = [].concat(mainClippingParents, [rootBoundary]);\n var firstClippingParent = clippingParents[0];\n var clippingRect = clippingParents.reduce(function (accRect, clippingParent) {\n var rect = getClientRectFromMixedType(element, clippingParent, strategy);\n accRect.top = max(rect.top, accRect.top);\n accRect.right = min(rect.right, accRect.right);\n accRect.bottom = min(rect.bottom, accRect.bottom);\n accRect.left = max(rect.left, accRect.left);\n return accRect;\n }, getClientRectFromMixedType(element, firstClippingParent, strategy));\n clippingRect.width = clippingRect.right - clippingRect.left;\n clippingRect.height = clippingRect.bottom - clippingRect.top;\n clippingRect.x = clippingRect.left;\n clippingRect.y = clippingRect.top;\n return clippingRect;\n}","import getWindow from \"./getWindow.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport isLayoutViewport from \"./isLayoutViewport.js\";\nexport default function getViewportRect(element, strategy) {\n var win = getWindow(element);\n var html = getDocumentElement(element);\n var visualViewport = win.visualViewport;\n var width = html.clientWidth;\n var height = html.clientHeight;\n var x = 0;\n var y = 0;\n\n if (visualViewport) {\n width = visualViewport.width;\n height = visualViewport.height;\n var layoutViewport = isLayoutViewport();\n\n if (layoutViewport || !layoutViewport && strategy === 'fixed') {\n x = visualViewport.offsetLeft;\n y = visualViewport.offsetTop;\n }\n }\n\n return {\n width: width,\n height: height,\n x: x + getWindowScrollBarX(element),\n y: y\n };\n}","import getDocumentElement from \"./getDocumentElement.js\";\nimport getComputedStyle from \"./getComputedStyle.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport getWindowScroll from \"./getWindowScroll.js\";\nimport { max } from \"../utils/math.js\"; // Gets the entire size of the scrollable document area, even extending outside\n// of the `` and `` rect bounds if horizontally scrollable\n\nexport default function getDocumentRect(element) {\n var _element$ownerDocumen;\n\n var html = getDocumentElement(element);\n var winScroll = getWindowScroll(element);\n var body = (_element$ownerDocumen = element.ownerDocument) == null ? void 0 : _element$ownerDocumen.body;\n var width = max(html.scrollWidth, html.clientWidth, body ? body.scrollWidth : 0, body ? body.clientWidth : 0);\n var height = max(html.scrollHeight, html.clientHeight, body ? body.scrollHeight : 0, body ? body.clientHeight : 0);\n var x = -winScroll.scrollLeft + getWindowScrollBarX(element);\n var y = -winScroll.scrollTop;\n\n if (getComputedStyle(body || html).direction === 'rtl') {\n x += max(html.clientWidth, body ? body.clientWidth : 0) - width;\n }\n\n return {\n width: width,\n height: height,\n x: x,\n y: y\n };\n}","import getBasePlacement from \"./getBasePlacement.js\";\nimport getVariation from \"./getVariation.js\";\nimport getMainAxisFromPlacement from \"./getMainAxisFromPlacement.js\";\nimport { top, right, bottom, left, start, end } from \"../enums.js\";\nexport default function computeOffsets(_ref) {\n var reference = _ref.reference,\n element = _ref.element,\n placement = _ref.placement;\n var basePlacement = placement ? getBasePlacement(placement) : null;\n var variation = placement ? getVariation(placement) : null;\n var commonX = reference.x + reference.width / 2 - element.width / 2;\n var commonY = reference.y + reference.height / 2 - element.height / 2;\n var offsets;\n\n switch (basePlacement) {\n case top:\n offsets = {\n x: commonX,\n y: reference.y - element.height\n };\n break;\n\n case bottom:\n offsets = {\n x: commonX,\n y: reference.y + reference.height\n };\n break;\n\n case right:\n offsets = {\n x: reference.x + reference.width,\n y: commonY\n };\n break;\n\n case left:\n offsets = {\n x: reference.x - element.width,\n y: commonY\n };\n break;\n\n default:\n offsets = {\n x: reference.x,\n y: reference.y\n };\n }\n\n var mainAxis = basePlacement ? getMainAxisFromPlacement(basePlacement) : null;\n\n if (mainAxis != null) {\n var len = mainAxis === 'y' ? 'height' : 'width';\n\n switch (variation) {\n case start:\n offsets[mainAxis] = offsets[mainAxis] - (reference[len] / 2 - element[len] / 2);\n break;\n\n case end:\n offsets[mainAxis] = offsets[mainAxis] + (reference[len] / 2 - element[len] / 2);\n break;\n\n default:\n }\n }\n\n return offsets;\n}","import getClippingRect from \"../dom-utils/getClippingRect.js\";\nimport getDocumentElement from \"../dom-utils/getDocumentElement.js\";\nimport getBoundingClientRect from \"../dom-utils/getBoundingClientRect.js\";\nimport computeOffsets from \"./computeOffsets.js\";\nimport rectToClientRect from \"./rectToClientRect.js\";\nimport { clippingParents, reference, popper, bottom, top, right, basePlacements, viewport } from \"../enums.js\";\nimport { isElement } from \"../dom-utils/instanceOf.js\";\nimport mergePaddingObject from \"./mergePaddingObject.js\";\nimport expandToHashMap from \"./expandToHashMap.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport default function detectOverflow(state, options) {\n if (options === void 0) {\n options = {};\n }\n\n var _options = options,\n _options$placement = _options.placement,\n placement = _options$placement === void 0 ? state.placement : _options$placement,\n _options$strategy = _options.strategy,\n strategy = _options$strategy === void 0 ? state.strategy : _options$strategy,\n _options$boundary = _options.boundary,\n boundary = _options$boundary === void 0 ? clippingParents : _options$boundary,\n _options$rootBoundary = _options.rootBoundary,\n rootBoundary = _options$rootBoundary === void 0 ? viewport : _options$rootBoundary,\n _options$elementConte = _options.elementContext,\n elementContext = _options$elementConte === void 0 ? popper : _options$elementConte,\n _options$altBoundary = _options.altBoundary,\n altBoundary = _options$altBoundary === void 0 ? false : _options$altBoundary,\n _options$padding = _options.padding,\n padding = _options$padding === void 0 ? 0 : _options$padding;\n var paddingObject = mergePaddingObject(typeof padding !== 'number' ? padding : expandToHashMap(padding, basePlacements));\n var altContext = elementContext === popper ? reference : popper;\n var popperRect = state.rects.popper;\n var element = state.elements[altBoundary ? altContext : elementContext];\n var clippingClientRect = getClippingRect(isElement(element) ? element : element.contextElement || getDocumentElement(state.elements.popper), boundary, rootBoundary, strategy);\n var referenceClientRect = getBoundingClientRect(state.elements.reference);\n var popperOffsets = computeOffsets({\n reference: referenceClientRect,\n element: popperRect,\n strategy: 'absolute',\n placement: placement\n });\n var popperClientRect = rectToClientRect(Object.assign({}, popperRect, popperOffsets));\n var elementClientRect = elementContext === popper ? popperClientRect : referenceClientRect; // positive = overflowing the clipping rect\n // 0 or negative = within the clipping rect\n\n var overflowOffsets = {\n top: clippingClientRect.top - elementClientRect.top + paddingObject.top,\n bottom: elementClientRect.bottom - clippingClientRect.bottom + paddingObject.bottom,\n left: clippingClientRect.left - elementClientRect.left + paddingObject.left,\n right: elementClientRect.right - clippingClientRect.right + paddingObject.right\n };\n var offsetData = state.modifiersData.offset; // Offsets can be applied only to the popper element\n\n if (elementContext === popper && offsetData) {\n var offset = offsetData[placement];\n Object.keys(overflowOffsets).forEach(function (key) {\n var multiply = [right, bottom].indexOf(key) >= 0 ? 1 : -1;\n var axis = [top, bottom].indexOf(key) >= 0 ? 'y' : 'x';\n overflowOffsets[key] += offset[axis] * multiply;\n });\n }\n\n return overflowOffsets;\n}","import getVariation from \"./getVariation.js\";\nimport { variationPlacements, basePlacements, placements as allPlacements } from \"../enums.js\";\nimport detectOverflow from \"./detectOverflow.js\";\nimport getBasePlacement from \"./getBasePlacement.js\";\nexport default function computeAutoPlacement(state, options) {\n if (options === void 0) {\n options = {};\n }\n\n var _options = options,\n placement = _options.placement,\n boundary = _options.boundary,\n rootBoundary = _options.rootBoundary,\n padding = _options.padding,\n flipVariations = _options.flipVariations,\n _options$allowedAutoP = _options.allowedAutoPlacements,\n allowedAutoPlacements = _options$allowedAutoP === void 0 ? allPlacements : _options$allowedAutoP;\n var variation = getVariation(placement);\n var placements = variation ? flipVariations ? variationPlacements : variationPlacements.filter(function (placement) {\n return getVariation(placement) === variation;\n }) : basePlacements;\n var allowedPlacements = placements.filter(function (placement) {\n return allowedAutoPlacements.indexOf(placement) >= 0;\n });\n\n if (allowedPlacements.length === 0) {\n allowedPlacements = placements;\n } // $FlowFixMe[incompatible-type]: Flow seems to have problems with two array unions...\n\n\n var overflows = allowedPlacements.reduce(function (acc, placement) {\n acc[placement] = detectOverflow(state, {\n placement: placement,\n boundary: boundary,\n rootBoundary: rootBoundary,\n padding: padding\n })[getBasePlacement(placement)];\n return acc;\n }, {});\n return Object.keys(overflows).sort(function (a, b) {\n return overflows[a] - overflows[b];\n });\n}","import getOppositePlacement from \"../utils/getOppositePlacement.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getOppositeVariationPlacement from \"../utils/getOppositeVariationPlacement.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\nimport computeAutoPlacement from \"../utils/computeAutoPlacement.js\";\nimport { bottom, top, start, right, left, auto } from \"../enums.js\";\nimport getVariation from \"../utils/getVariation.js\"; // eslint-disable-next-line import/no-unused-modules\n\nfunction getExpandedFallbackPlacements(placement) {\n if (getBasePlacement(placement) === auto) {\n return [];\n }\n\n var oppositePlacement = getOppositePlacement(placement);\n return [getOppositeVariationPlacement(placement), oppositePlacement, getOppositeVariationPlacement(oppositePlacement)];\n}\n\nfunction flip(_ref) {\n var state = _ref.state,\n options = _ref.options,\n name = _ref.name;\n\n if (state.modifiersData[name]._skip) {\n return;\n }\n\n var _options$mainAxis = options.mainAxis,\n checkMainAxis = _options$mainAxis === void 0 ? true : _options$mainAxis,\n _options$altAxis = options.altAxis,\n checkAltAxis = _options$altAxis === void 0 ? true : _options$altAxis,\n specifiedFallbackPlacements = options.fallbackPlacements,\n padding = options.padding,\n boundary = options.boundary,\n rootBoundary = options.rootBoundary,\n altBoundary = options.altBoundary,\n _options$flipVariatio = options.flipVariations,\n flipVariations = _options$flipVariatio === void 0 ? true : _options$flipVariatio,\n allowedAutoPlacements = options.allowedAutoPlacements;\n var preferredPlacement = state.options.placement;\n var basePlacement = getBasePlacement(preferredPlacement);\n var isBasePlacement = basePlacement === preferredPlacement;\n var fallbackPlacements = specifiedFallbackPlacements || (isBasePlacement || !flipVariations ? [getOppositePlacement(preferredPlacement)] : getExpandedFallbackPlacements(preferredPlacement));\n var placements = [preferredPlacement].concat(fallbackPlacements).reduce(function (acc, placement) {\n return acc.concat(getBasePlacement(placement) === auto ? computeAutoPlacement(state, {\n placement: placement,\n boundary: boundary,\n rootBoundary: rootBoundary,\n padding: padding,\n flipVariations: flipVariations,\n allowedAutoPlacements: allowedAutoPlacements\n }) : placement);\n }, []);\n var referenceRect = state.rects.reference;\n var popperRect = state.rects.popper;\n var checksMap = new Map();\n var makeFallbackChecks = true;\n var firstFittingPlacement = placements[0];\n\n for (var i = 0; i < placements.length; i++) {\n var placement = placements[i];\n\n var _basePlacement = getBasePlacement(placement);\n\n var isStartVariation = getVariation(placement) === start;\n var isVertical = [top, bottom].indexOf(_basePlacement) >= 0;\n var len = isVertical ? 'width' : 'height';\n var overflow = detectOverflow(state, {\n placement: placement,\n boundary: boundary,\n rootBoundary: rootBoundary,\n altBoundary: altBoundary,\n padding: padding\n });\n var mainVariationSide = isVertical ? isStartVariation ? right : left : isStartVariation ? bottom : top;\n\n if (referenceRect[len] > popperRect[len]) {\n mainVariationSide = getOppositePlacement(mainVariationSide);\n }\n\n var altVariationSide = getOppositePlacement(mainVariationSide);\n var checks = [];\n\n if (checkMainAxis) {\n checks.push(overflow[_basePlacement] <= 0);\n }\n\n if (checkAltAxis) {\n checks.push(overflow[mainVariationSide] <= 0, overflow[altVariationSide] <= 0);\n }\n\n if (checks.every(function (check) {\n return check;\n })) {\n firstFittingPlacement = placement;\n makeFallbackChecks = false;\n break;\n }\n\n checksMap.set(placement, checks);\n }\n\n if (makeFallbackChecks) {\n // `2` may be desired in some cases – research later\n var numberOfChecks = flipVariations ? 3 : 1;\n\n var _loop = function _loop(_i) {\n var fittingPlacement = placements.find(function (placement) {\n var checks = checksMap.get(placement);\n\n if (checks) {\n return checks.slice(0, _i).every(function (check) {\n return check;\n });\n }\n });\n\n if (fittingPlacement) {\n firstFittingPlacement = fittingPlacement;\n return \"break\";\n }\n };\n\n for (var _i = numberOfChecks; _i > 0; _i--) {\n var _ret = _loop(_i);\n\n if (_ret === \"break\") break;\n }\n }\n\n if (state.placement !== firstFittingPlacement) {\n state.modifiersData[name]._skip = true;\n state.placement = firstFittingPlacement;\n state.reset = true;\n }\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'flip',\n enabled: true,\n phase: 'main',\n fn: flip,\n requiresIfExists: ['offset'],\n data: {\n _skip: false\n }\n};","import { top, bottom, left, right } from \"../enums.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\n\nfunction getSideOffsets(overflow, rect, preventedOffsets) {\n if (preventedOffsets === void 0) {\n preventedOffsets = {\n x: 0,\n y: 0\n };\n }\n\n return {\n top: overflow.top - rect.height - preventedOffsets.y,\n right: overflow.right - rect.width + preventedOffsets.x,\n bottom: overflow.bottom - rect.height + preventedOffsets.y,\n left: overflow.left - rect.width - preventedOffsets.x\n };\n}\n\nfunction isAnySideFullyClipped(overflow) {\n return [top, right, bottom, left].some(function (side) {\n return overflow[side] >= 0;\n });\n}\n\nfunction hide(_ref) {\n var state = _ref.state,\n name = _ref.name;\n var referenceRect = state.rects.reference;\n var popperRect = state.rects.popper;\n var preventedOffsets = state.modifiersData.preventOverflow;\n var referenceOverflow = detectOverflow(state, {\n elementContext: 'reference'\n });\n var popperAltOverflow = detectOverflow(state, {\n altBoundary: true\n });\n var referenceClippingOffsets = getSideOffsets(referenceOverflow, referenceRect);\n var popperEscapeOffsets = getSideOffsets(popperAltOverflow, popperRect, preventedOffsets);\n var isReferenceHidden = isAnySideFullyClipped(referenceClippingOffsets);\n var hasPopperEscaped = isAnySideFullyClipped(popperEscapeOffsets);\n state.modifiersData[name] = {\n referenceClippingOffsets: referenceClippingOffsets,\n popperEscapeOffsets: popperEscapeOffsets,\n isReferenceHidden: isReferenceHidden,\n hasPopperEscaped: hasPopperEscaped\n };\n state.attributes.popper = Object.assign({}, state.attributes.popper, {\n 'data-popper-reference-hidden': isReferenceHidden,\n 'data-popper-escaped': hasPopperEscaped\n });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'hide',\n enabled: true,\n phase: 'main',\n requiresIfExists: ['preventOverflow'],\n fn: hide\n};","import getBasePlacement from \"../utils/getBasePlacement.js\";\nimport { top, left, right, placements } from \"../enums.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport function distanceAndSkiddingToXY(placement, rects, offset) {\n var basePlacement = getBasePlacement(placement);\n var invertDistance = [left, top].indexOf(basePlacement) >= 0 ? -1 : 1;\n\n var _ref = typeof offset === 'function' ? offset(Object.assign({}, rects, {\n placement: placement\n })) : offset,\n skidding = _ref[0],\n distance = _ref[1];\n\n skidding = skidding || 0;\n distance = (distance || 0) * invertDistance;\n return [left, right].indexOf(basePlacement) >= 0 ? {\n x: distance,\n y: skidding\n } : {\n x: skidding,\n y: distance\n };\n}\n\nfunction offset(_ref2) {\n var state = _ref2.state,\n options = _ref2.options,\n name = _ref2.name;\n var _options$offset = options.offset,\n offset = _options$offset === void 0 ? [0, 0] : _options$offset;\n var data = placements.reduce(function (acc, placement) {\n acc[placement] = distanceAndSkiddingToXY(placement, state.rects, offset);\n return acc;\n }, {});\n var _data$state$placement = data[state.placement],\n x = _data$state$placement.x,\n y = _data$state$placement.y;\n\n if (state.modifiersData.popperOffsets != null) {\n state.modifiersData.popperOffsets.x += x;\n state.modifiersData.popperOffsets.y += y;\n }\n\n state.modifiersData[name] = data;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'offset',\n enabled: true,\n phase: 'main',\n requires: ['popperOffsets'],\n fn: offset\n};","import computeOffsets from \"../utils/computeOffsets.js\";\n\nfunction popperOffsets(_ref) {\n var state = _ref.state,\n name = _ref.name;\n // Offsets are the actual position the popper needs to have to be\n // properly positioned near its reference element\n // This is the most basic placement, and will be adjusted by\n // the modifiers in the next step\n state.modifiersData[name] = computeOffsets({\n reference: state.rects.reference,\n element: state.rects.popper,\n strategy: 'absolute',\n placement: state.placement\n });\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'popperOffsets',\n enabled: true,\n phase: 'read',\n fn: popperOffsets,\n data: {}\n};","import { top, left, right, bottom, start } from \"../enums.js\";\nimport getBasePlacement from \"../utils/getBasePlacement.js\";\nimport getMainAxisFromPlacement from \"../utils/getMainAxisFromPlacement.js\";\nimport getAltAxis from \"../utils/getAltAxis.js\";\nimport { within, withinMaxClamp } from \"../utils/within.js\";\nimport getLayoutRect from \"../dom-utils/getLayoutRect.js\";\nimport getOffsetParent from \"../dom-utils/getOffsetParent.js\";\nimport detectOverflow from \"../utils/detectOverflow.js\";\nimport getVariation from \"../utils/getVariation.js\";\nimport getFreshSideObject from \"../utils/getFreshSideObject.js\";\nimport { min as mathMin, max as mathMax } from \"../utils/math.js\";\n\nfunction preventOverflow(_ref) {\n var state = _ref.state,\n options = _ref.options,\n name = _ref.name;\n var _options$mainAxis = options.mainAxis,\n checkMainAxis = _options$mainAxis === void 0 ? true : _options$mainAxis,\n _options$altAxis = options.altAxis,\n checkAltAxis = _options$altAxis === void 0 ? false : _options$altAxis,\n boundary = options.boundary,\n rootBoundary = options.rootBoundary,\n altBoundary = options.altBoundary,\n padding = options.padding,\n _options$tether = options.tether,\n tether = _options$tether === void 0 ? true : _options$tether,\n _options$tetherOffset = options.tetherOffset,\n tetherOffset = _options$tetherOffset === void 0 ? 0 : _options$tetherOffset;\n var overflow = detectOverflow(state, {\n boundary: boundary,\n rootBoundary: rootBoundary,\n padding: padding,\n altBoundary: altBoundary\n });\n var basePlacement = getBasePlacement(state.placement);\n var variation = getVariation(state.placement);\n var isBasePlacement = !variation;\n var mainAxis = getMainAxisFromPlacement(basePlacement);\n var altAxis = getAltAxis(mainAxis);\n var popperOffsets = state.modifiersData.popperOffsets;\n var referenceRect = state.rects.reference;\n var popperRect = state.rects.popper;\n var tetherOffsetValue = typeof tetherOffset === 'function' ? tetherOffset(Object.assign({}, state.rects, {\n placement: state.placement\n })) : tetherOffset;\n var normalizedTetherOffsetValue = typeof tetherOffsetValue === 'number' ? {\n mainAxis: tetherOffsetValue,\n altAxis: tetherOffsetValue\n } : Object.assign({\n mainAxis: 0,\n altAxis: 0\n }, tetherOffsetValue);\n var offsetModifierState = state.modifiersData.offset ? state.modifiersData.offset[state.placement] : null;\n var data = {\n x: 0,\n y: 0\n };\n\n if (!popperOffsets) {\n return;\n }\n\n if (checkMainAxis) {\n var _offsetModifierState$;\n\n var mainSide = mainAxis === 'y' ? top : left;\n var altSide = mainAxis === 'y' ? bottom : right;\n var len = mainAxis === 'y' ? 'height' : 'width';\n var offset = popperOffsets[mainAxis];\n var min = offset + overflow[mainSide];\n var max = offset - overflow[altSide];\n var additive = tether ? -popperRect[len] / 2 : 0;\n var minLen = variation === start ? referenceRect[len] : popperRect[len];\n var maxLen = variation === start ? -popperRect[len] : -referenceRect[len]; // We need to include the arrow in the calculation so the arrow doesn't go\n // outside the reference bounds\n\n var arrowElement = state.elements.arrow;\n var arrowRect = tether && arrowElement ? getLayoutRect(arrowElement) : {\n width: 0,\n height: 0\n };\n var arrowPaddingObject = state.modifiersData['arrow#persistent'] ? state.modifiersData['arrow#persistent'].padding : getFreshSideObject();\n var arrowPaddingMin = arrowPaddingObject[mainSide];\n var arrowPaddingMax = arrowPaddingObject[altSide]; // If the reference length is smaller than the arrow length, we don't want\n // to include its full size in the calculation. If the reference is small\n // and near the edge of a boundary, the popper can overflow even if the\n // reference is not overflowing as well (e.g. virtual elements with no\n // width or height)\n\n var arrowLen = within(0, referenceRect[len], arrowRect[len]);\n var minOffset = isBasePlacement ? referenceRect[len] / 2 - additive - arrowLen - arrowPaddingMin - normalizedTetherOffsetValue.mainAxis : minLen - arrowLen - arrowPaddingMin - normalizedTetherOffsetValue.mainAxis;\n var maxOffset = isBasePlacement ? -referenceRect[len] / 2 + additive + arrowLen + arrowPaddingMax + normalizedTetherOffsetValue.mainAxis : maxLen + arrowLen + arrowPaddingMax + normalizedTetherOffsetValue.mainAxis;\n var arrowOffsetParent = state.elements.arrow && getOffsetParent(state.elements.arrow);\n var clientOffset = arrowOffsetParent ? mainAxis === 'y' ? arrowOffsetParent.clientTop || 0 : arrowOffsetParent.clientLeft || 0 : 0;\n var offsetModifierValue = (_offsetModifierState$ = offsetModifierState == null ? void 0 : offsetModifierState[mainAxis]) != null ? _offsetModifierState$ : 0;\n var tetherMin = offset + minOffset - offsetModifierValue - clientOffset;\n var tetherMax = offset + maxOffset - offsetModifierValue;\n var preventedOffset = within(tether ? mathMin(min, tetherMin) : min, offset, tether ? mathMax(max, tetherMax) : max);\n popperOffsets[mainAxis] = preventedOffset;\n data[mainAxis] = preventedOffset - offset;\n }\n\n if (checkAltAxis) {\n var _offsetModifierState$2;\n\n var _mainSide = mainAxis === 'x' ? top : left;\n\n var _altSide = mainAxis === 'x' ? bottom : right;\n\n var _offset = popperOffsets[altAxis];\n\n var _len = altAxis === 'y' ? 'height' : 'width';\n\n var _min = _offset + overflow[_mainSide];\n\n var _max = _offset - overflow[_altSide];\n\n var isOriginSide = [top, left].indexOf(basePlacement) !== -1;\n\n var _offsetModifierValue = (_offsetModifierState$2 = offsetModifierState == null ? void 0 : offsetModifierState[altAxis]) != null ? _offsetModifierState$2 : 0;\n\n var _tetherMin = isOriginSide ? _min : _offset - referenceRect[_len] - popperRect[_len] - _offsetModifierValue + normalizedTetherOffsetValue.altAxis;\n\n var _tetherMax = isOriginSide ? _offset + referenceRect[_len] + popperRect[_len] - _offsetModifierValue - normalizedTetherOffsetValue.altAxis : _max;\n\n var _preventedOffset = tether && isOriginSide ? withinMaxClamp(_tetherMin, _offset, _tetherMax) : within(tether ? _tetherMin : _min, _offset, tether ? _tetherMax : _max);\n\n popperOffsets[altAxis] = _preventedOffset;\n data[altAxis] = _preventedOffset - _offset;\n }\n\n state.modifiersData[name] = data;\n} // eslint-disable-next-line import/no-unused-modules\n\n\nexport default {\n name: 'preventOverflow',\n enabled: true,\n phase: 'main',\n fn: preventOverflow,\n requiresIfExists: ['offset']\n};","export default function getAltAxis(axis) {\n return axis === 'x' ? 'y' : 'x';\n}","import getBoundingClientRect from \"./getBoundingClientRect.js\";\nimport getNodeScroll from \"./getNodeScroll.js\";\nimport getNodeName from \"./getNodeName.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nimport getWindowScrollBarX from \"./getWindowScrollBarX.js\";\nimport getDocumentElement from \"./getDocumentElement.js\";\nimport isScrollParent from \"./isScrollParent.js\";\nimport { round } from \"../utils/math.js\";\n\nfunction isElementScaled(element) {\n var rect = element.getBoundingClientRect();\n var scaleX = round(rect.width) / element.offsetWidth || 1;\n var scaleY = round(rect.height) / element.offsetHeight || 1;\n return scaleX !== 1 || scaleY !== 1;\n} // Returns the composite rect of an element relative to its offsetParent.\n// Composite means it takes into account transforms as well as layout.\n\n\nexport default function getCompositeRect(elementOrVirtualElement, offsetParent, isFixed) {\n if (isFixed === void 0) {\n isFixed = false;\n }\n\n var isOffsetParentAnElement = isHTMLElement(offsetParent);\n var offsetParentIsScaled = isHTMLElement(offsetParent) && isElementScaled(offsetParent);\n var documentElement = getDocumentElement(offsetParent);\n var rect = getBoundingClientRect(elementOrVirtualElement, offsetParentIsScaled, isFixed);\n var scroll = {\n scrollLeft: 0,\n scrollTop: 0\n };\n var offsets = {\n x: 0,\n y: 0\n };\n\n if (isOffsetParentAnElement || !isOffsetParentAnElement && !isFixed) {\n if (getNodeName(offsetParent) !== 'body' || // https://github.com/popperjs/popper-core/issues/1078\n isScrollParent(documentElement)) {\n scroll = getNodeScroll(offsetParent);\n }\n\n if (isHTMLElement(offsetParent)) {\n offsets = getBoundingClientRect(offsetParent, true);\n offsets.x += offsetParent.clientLeft;\n offsets.y += offsetParent.clientTop;\n } else if (documentElement) {\n offsets.x = getWindowScrollBarX(documentElement);\n }\n }\n\n return {\n x: rect.left + scroll.scrollLeft - offsets.x,\n y: rect.top + scroll.scrollTop - offsets.y,\n width: rect.width,\n height: rect.height\n };\n}","import getWindowScroll from \"./getWindowScroll.js\";\nimport getWindow from \"./getWindow.js\";\nimport { isHTMLElement } from \"./instanceOf.js\";\nimport getHTMLElementScroll from \"./getHTMLElementScroll.js\";\nexport default function getNodeScroll(node) {\n if (node === getWindow(node) || !isHTMLElement(node)) {\n return getWindowScroll(node);\n } else {\n return getHTMLElementScroll(node);\n }\n}","export default function getHTMLElementScroll(element) {\n return {\n scrollLeft: element.scrollLeft,\n scrollTop: element.scrollTop\n };\n}","import { modifierPhases } from \"../enums.js\"; // source: https://stackoverflow.com/questions/49875255\n\nfunction order(modifiers) {\n var map = new Map();\n var visited = new Set();\n var result = [];\n modifiers.forEach(function (modifier) {\n map.set(modifier.name, modifier);\n }); // On visiting object, check for its dependencies and visit them recursively\n\n function sort(modifier) {\n visited.add(modifier.name);\n var requires = [].concat(modifier.requires || [], modifier.requiresIfExists || []);\n requires.forEach(function (dep) {\n if (!visited.has(dep)) {\n var depModifier = map.get(dep);\n\n if (depModifier) {\n sort(depModifier);\n }\n }\n });\n result.push(modifier);\n }\n\n modifiers.forEach(function (modifier) {\n if (!visited.has(modifier.name)) {\n // check for visited object\n sort(modifier);\n }\n });\n return result;\n}\n\nexport default function orderModifiers(modifiers) {\n // order based on dependencies\n var orderedModifiers = order(modifiers); // order based on phase\n\n return modifierPhases.reduce(function (acc, phase) {\n return acc.concat(orderedModifiers.filter(function (modifier) {\n return modifier.phase === phase;\n }));\n }, []);\n}","import getCompositeRect from \"./dom-utils/getCompositeRect.js\";\nimport getLayoutRect from \"./dom-utils/getLayoutRect.js\";\nimport listScrollParents from \"./dom-utils/listScrollParents.js\";\nimport getOffsetParent from \"./dom-utils/getOffsetParent.js\";\nimport orderModifiers from \"./utils/orderModifiers.js\";\nimport debounce from \"./utils/debounce.js\";\nimport mergeByName from \"./utils/mergeByName.js\";\nimport detectOverflow from \"./utils/detectOverflow.js\";\nimport { isElement } from \"./dom-utils/instanceOf.js\";\nvar DEFAULT_OPTIONS = {\n placement: 'bottom',\n modifiers: [],\n strategy: 'absolute'\n};\n\nfunction areValidElements() {\n for (var _len = arguments.length, args = new Array(_len), _key = 0; _key < _len; _key++) {\n args[_key] = arguments[_key];\n }\n\n return !args.some(function (element) {\n return !(element && typeof element.getBoundingClientRect === 'function');\n });\n}\n\nexport function popperGenerator(generatorOptions) {\n if (generatorOptions === void 0) {\n generatorOptions = {};\n }\n\n var _generatorOptions = generatorOptions,\n _generatorOptions$def = _generatorOptions.defaultModifiers,\n defaultModifiers = _generatorOptions$def === void 0 ? [] : _generatorOptions$def,\n _generatorOptions$def2 = _generatorOptions.defaultOptions,\n defaultOptions = _generatorOptions$def2 === void 0 ? DEFAULT_OPTIONS : _generatorOptions$def2;\n return function createPopper(reference, popper, options) {\n if (options === void 0) {\n options = defaultOptions;\n }\n\n var state = {\n placement: 'bottom',\n orderedModifiers: [],\n options: Object.assign({}, DEFAULT_OPTIONS, defaultOptions),\n modifiersData: {},\n elements: {\n reference: reference,\n popper: popper\n },\n attributes: {},\n styles: {}\n };\n var effectCleanupFns = [];\n var isDestroyed = false;\n var instance = {\n state: state,\n setOptions: function setOptions(setOptionsAction) {\n var options = typeof setOptionsAction === 'function' ? setOptionsAction(state.options) : setOptionsAction;\n cleanupModifierEffects();\n state.options = Object.assign({}, defaultOptions, state.options, options);\n state.scrollParents = {\n reference: isElement(reference) ? listScrollParents(reference) : reference.contextElement ? listScrollParents(reference.contextElement) : [],\n popper: listScrollParents(popper)\n }; // Orders the modifiers based on their dependencies and `phase`\n // properties\n\n var orderedModifiers = orderModifiers(mergeByName([].concat(defaultModifiers, state.options.modifiers))); // Strip out disabled modifiers\n\n state.orderedModifiers = orderedModifiers.filter(function (m) {\n return m.enabled;\n });\n runModifierEffects();\n return instance.update();\n },\n // Sync update – it will always be executed, even if not necessary. This\n // is useful for low frequency updates where sync behavior simplifies the\n // logic.\n // For high frequency updates (e.g. `resize` and `scroll` events), always\n // prefer the async Popper#update method\n forceUpdate: function forceUpdate() {\n if (isDestroyed) {\n return;\n }\n\n var _state$elements = state.elements,\n reference = _state$elements.reference,\n popper = _state$elements.popper; // Don't proceed if `reference` or `popper` are not valid elements\n // anymore\n\n if (!areValidElements(reference, popper)) {\n return;\n } // Store the reference and popper rects to be read by modifiers\n\n\n state.rects = {\n reference: getCompositeRect(reference, getOffsetParent(popper), state.options.strategy === 'fixed'),\n popper: getLayoutRect(popper)\n }; // Modifiers have the ability to reset the current update cycle. The\n // most common use case for this is the `flip` modifier changing the\n // placement, which then needs to re-run all the modifiers, because the\n // logic was previously ran for the previous placement and is therefore\n // stale/incorrect\n\n state.reset = false;\n state.placement = state.options.placement; // On each update cycle, the `modifiersData` property for each modifier\n // is filled with the initial data specified by the modifier. This means\n // it doesn't persist and is fresh on each update.\n // To ensure persistent data, use `${name}#persistent`\n\n state.orderedModifiers.forEach(function (modifier) {\n return state.modifiersData[modifier.name] = Object.assign({}, modifier.data);\n });\n\n for (var index = 0; index < state.orderedModifiers.length; index++) {\n if (state.reset === true) {\n state.reset = false;\n index = -1;\n continue;\n }\n\n var _state$orderedModifie = state.orderedModifiers[index],\n fn = _state$orderedModifie.fn,\n _state$orderedModifie2 = _state$orderedModifie.options,\n _options = _state$orderedModifie2 === void 0 ? {} : _state$orderedModifie2,\n name = _state$orderedModifie.name;\n\n if (typeof fn === 'function') {\n state = fn({\n state: state,\n options: _options,\n name: name,\n instance: instance\n }) || state;\n }\n }\n },\n // Async and optimistically optimized update – it will not be executed if\n // not necessary (debounced to run at most once-per-tick)\n update: debounce(function () {\n return new Promise(function (resolve) {\n instance.forceUpdate();\n resolve(state);\n });\n }),\n destroy: function destroy() {\n cleanupModifierEffects();\n isDestroyed = true;\n }\n };\n\n if (!areValidElements(reference, popper)) {\n return instance;\n }\n\n instance.setOptions(options).then(function (state) {\n if (!isDestroyed && options.onFirstUpdate) {\n options.onFirstUpdate(state);\n }\n }); // Modifiers have the ability to execute arbitrary code before the first\n // update cycle runs. They will be executed in the same order as the update\n // cycle. This is useful when a modifier adds some persistent data that\n // other modifiers need to use, but the modifier is run after the dependent\n // one.\n\n function runModifierEffects() {\n state.orderedModifiers.forEach(function (_ref) {\n var name = _ref.name,\n _ref$options = _ref.options,\n options = _ref$options === void 0 ? {} : _ref$options,\n effect = _ref.effect;\n\n if (typeof effect === 'function') {\n var cleanupFn = effect({\n state: state,\n name: name,\n instance: instance,\n options: options\n });\n\n var noopFn = function noopFn() {};\n\n effectCleanupFns.push(cleanupFn || noopFn);\n }\n });\n }\n\n function cleanupModifierEffects() {\n effectCleanupFns.forEach(function (fn) {\n return fn();\n });\n effectCleanupFns = [];\n }\n\n return instance;\n };\n}\nexport var createPopper = /*#__PURE__*/popperGenerator(); // eslint-disable-next-line import/no-unused-modules\n\nexport { detectOverflow };","export default function debounce(fn) {\n var pending;\n return function () {\n if (!pending) {\n pending = new Promise(function (resolve) {\n Promise.resolve().then(function () {\n pending = undefined;\n resolve(fn());\n });\n });\n }\n\n return pending;\n };\n}","export default function mergeByName(modifiers) {\n var merged = modifiers.reduce(function (merged, current) {\n var existing = merged[current.name];\n merged[current.name] = existing ? Object.assign({}, existing, current, {\n options: Object.assign({}, existing.options, current.options),\n data: Object.assign({}, existing.data, current.data)\n }) : current;\n return merged;\n }, {}); // IE11 does not support Object.values\n\n return Object.keys(merged).map(function (key) {\n return merged[key];\n });\n}","import { popperGenerator, detectOverflow } from \"./createPopper.js\";\nimport eventListeners from \"./modifiers/eventListeners.js\";\nimport popperOffsets from \"./modifiers/popperOffsets.js\";\nimport computeStyles from \"./modifiers/computeStyles.js\";\nimport applyStyles from \"./modifiers/applyStyles.js\";\nvar defaultModifiers = [eventListeners, popperOffsets, computeStyles, applyStyles];\nvar createPopper = /*#__PURE__*/popperGenerator({\n defaultModifiers: defaultModifiers\n}); // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper, popperGenerator, defaultModifiers, detectOverflow };","import { popperGenerator, detectOverflow } from \"./createPopper.js\";\nimport eventListeners from \"./modifiers/eventListeners.js\";\nimport popperOffsets from \"./modifiers/popperOffsets.js\";\nimport computeStyles from \"./modifiers/computeStyles.js\";\nimport applyStyles from \"./modifiers/applyStyles.js\";\nimport offset from \"./modifiers/offset.js\";\nimport flip from \"./modifiers/flip.js\";\nimport preventOverflow from \"./modifiers/preventOverflow.js\";\nimport arrow from \"./modifiers/arrow.js\";\nimport hide from \"./modifiers/hide.js\";\nvar defaultModifiers = [eventListeners, popperOffsets, computeStyles, applyStyles, offset, flip, preventOverflow, arrow, hide];\nvar createPopper = /*#__PURE__*/popperGenerator({\n defaultModifiers: defaultModifiers\n}); // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper, popperGenerator, defaultModifiers, detectOverflow }; // eslint-disable-next-line import/no-unused-modules\n\nexport { createPopper as createPopperLite } from \"./popper-lite.js\"; // eslint-disable-next-line import/no-unused-modules\n\nexport * from \"./modifiers/index.js\";","/**\n * --------------------------------------------------------------------------\n * Bootstrap dropdown.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport * as Popper from '@popperjs/core'\nimport BaseComponent from './base-component.js'\nimport EventHandler from './dom/event-handler.js'\nimport Manipulator from './dom/manipulator.js'\nimport SelectorEngine from './dom/selector-engine.js'\nimport {\n defineJQueryPlugin,\n execute,\n getElement,\n getNextActiveElement,\n isDisabled,\n isElement,\n isRTL,\n isVisible,\n noop\n} from './util/index.js'\n\n/**\n * Constants\n */\n\nconst NAME = 'dropdown'\nconst DATA_KEY = 'bs.dropdown'\nconst EVENT_KEY = `.${DATA_KEY}`\nconst DATA_API_KEY = '.data-api'\n\nconst ESCAPE_KEY = 'Escape'\nconst TAB_KEY = 'Tab'\nconst ARROW_UP_KEY = 'ArrowUp'\nconst ARROW_DOWN_KEY = 'ArrowDown'\nconst RIGHT_MOUSE_BUTTON = 2 // MouseEvent.button value for the secondary button, usually the right button\n\nconst EVENT_HIDE = `hide${EVENT_KEY}`\nconst EVENT_HIDDEN = `hidden${EVENT_KEY}`\nconst EVENT_SHOW = `show${EVENT_KEY}`\nconst EVENT_SHOWN = `shown${EVENT_KEY}`\nconst EVENT_CLICK_DATA_API = `click${EVENT_KEY}${DATA_API_KEY}`\nconst EVENT_KEYDOWN_DATA_API = `keydown${EVENT_KEY}${DATA_API_KEY}`\nconst EVENT_KEYUP_DATA_API = `keyup${EVENT_KEY}${DATA_API_KEY}`\n\nconst CLASS_NAME_SHOW = 'show'\nconst CLASS_NAME_DROPUP = 'dropup'\nconst CLASS_NAME_DROPEND = 'dropend'\nconst CLASS_NAME_DROPSTART = 'dropstart'\nconst CLASS_NAME_DROPUP_CENTER = 'dropup-center'\nconst CLASS_NAME_DROPDOWN_CENTER = 'dropdown-center'\n\nconst SELECTOR_DATA_TOGGLE = '[data-bs-toggle=\"dropdown\"]:not(.disabled):not(:disabled)'\nconst SELECTOR_DATA_TOGGLE_SHOWN = `${SELECTOR_DATA_TOGGLE}.${CLASS_NAME_SHOW}`\nconst SELECTOR_MENU = '.dropdown-menu'\nconst SELECTOR_NAVBAR = '.navbar'\nconst SELECTOR_NAVBAR_NAV = '.navbar-nav'\nconst SELECTOR_VISIBLE_ITEMS = '.dropdown-menu .dropdown-item:not(.disabled):not(:disabled)'\n\nconst PLACEMENT_TOP = isRTL() ? 'top-end' : 'top-start'\nconst PLACEMENT_TOPEND = isRTL() ? 'top-start' : 'top-end'\nconst PLACEMENT_BOTTOM = isRTL() ? 'bottom-end' : 'bottom-start'\nconst PLACEMENT_BOTTOMEND = isRTL() ? 'bottom-start' : 'bottom-end'\nconst PLACEMENT_RIGHT = isRTL() ? 'left-start' : 'right-start'\nconst PLACEMENT_LEFT = isRTL() ? 'right-start' : 'left-start'\nconst PLACEMENT_TOPCENTER = 'top'\nconst PLACEMENT_BOTTOMCENTER = 'bottom'\n\nconst Default = {\n autoClose: true,\n boundary: 'clippingParents',\n display: 'dynamic',\n offset: [0, 2],\n popperConfig: null,\n reference: 'toggle'\n}\n\nconst DefaultType = {\n autoClose: '(boolean|string)',\n boundary: '(string|element)',\n display: 'string',\n offset: '(array|string|function)',\n popperConfig: '(null|object|function)',\n reference: '(string|element|object)'\n}\n\n/**\n * Class definition\n */\n\nclass Dropdown extends BaseComponent {\n constructor(element, config) {\n super(element, config)\n\n this._popper = null\n this._parent = this._element.parentNode // dropdown wrapper\n // TODO: v6 revert #37011 & change markup https://getbootstrap.com/docs/5.3/forms/input-group/\n this._menu = SelectorEngine.next(this._element, SELECTOR_MENU)[0] ||\n SelectorEngine.prev(this._element, SELECTOR_MENU)[0] ||\n SelectorEngine.findOne(SELECTOR_MENU, this._parent)\n this._inNavbar = this._detectNavbar()\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n toggle() {\n return this._isShown() ? this.hide() : this.show()\n }\n\n show() {\n if (isDisabled(this._element) || this._isShown()) {\n return\n }\n\n const relatedTarget = {\n relatedTarget: this._element\n }\n\n const showEvent = EventHandler.trigger(this._element, EVENT_SHOW, relatedTarget)\n\n if (showEvent.defaultPrevented) {\n return\n }\n\n this._createPopper()\n\n // If this is a touch-enabled device we add extra\n // empty mouseover listeners to the body's immediate children;\n // only needed because of broken event delegation on iOS\n // https://www.quirksmode.org/blog/archives/2014/02/mouse_event_bub.html\n if ('ontouchstart' in document.documentElement && !this._parent.closest(SELECTOR_NAVBAR_NAV)) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.on(element, 'mouseover', noop)\n }\n }\n\n this._element.focus()\n this._element.setAttribute('aria-expanded', true)\n\n this._menu.classList.add(CLASS_NAME_SHOW)\n this._element.classList.add(CLASS_NAME_SHOW)\n EventHandler.trigger(this._element, EVENT_SHOWN, relatedTarget)\n }\n\n hide() {\n if (isDisabled(this._element) || !this._isShown()) {\n return\n }\n\n const relatedTarget = {\n relatedTarget: this._element\n }\n\n this._completeHide(relatedTarget)\n }\n\n dispose() {\n if (this._popper) {\n this._popper.destroy()\n }\n\n super.dispose()\n }\n\n update() {\n this._inNavbar = this._detectNavbar()\n if (this._popper) {\n this._popper.update()\n }\n }\n\n // Private\n _completeHide(relatedTarget) {\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE, relatedTarget)\n if (hideEvent.defaultPrevented) {\n return\n }\n\n // If this is a touch-enabled device we remove the extra\n // empty mouseover listeners we added for iOS support\n if ('ontouchstart' in document.documentElement) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.off(element, 'mouseover', noop)\n }\n }\n\n if (this._popper) {\n this._popper.destroy()\n }\n\n this._menu.classList.remove(CLASS_NAME_SHOW)\n this._element.classList.remove(CLASS_NAME_SHOW)\n this._element.setAttribute('aria-expanded', 'false')\n Manipulator.removeDataAttribute(this._menu, 'popper')\n EventHandler.trigger(this._element, EVENT_HIDDEN, relatedTarget)\n }\n\n _getConfig(config) {\n config = super._getConfig(config)\n\n if (typeof config.reference === 'object' && !isElement(config.reference) &&\n typeof config.reference.getBoundingClientRect !== 'function'\n ) {\n // Popper virtual elements require a getBoundingClientRect method\n throw new TypeError(`${NAME.toUpperCase()}: Option \"reference\" provided type \"object\" without a required \"getBoundingClientRect\" method.`)\n }\n\n return config\n }\n\n _createPopper() {\n if (typeof Popper === 'undefined') {\n throw new TypeError('Bootstrap\\'s dropdowns require Popper (https://popper.js.org)')\n }\n\n let referenceElement = this._element\n\n if (this._config.reference === 'parent') {\n referenceElement = this._parent\n } else if (isElement(this._config.reference)) {\n referenceElement = getElement(this._config.reference)\n } else if (typeof this._config.reference === 'object') {\n referenceElement = this._config.reference\n }\n\n const popperConfig = this._getPopperConfig()\n this._popper = Popper.createPopper(referenceElement, this._menu, popperConfig)\n }\n\n _isShown() {\n return this._menu.classList.contains(CLASS_NAME_SHOW)\n }\n\n _getPlacement() {\n const parentDropdown = this._parent\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPEND)) {\n return PLACEMENT_RIGHT\n }\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPSTART)) {\n return PLACEMENT_LEFT\n }\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPUP_CENTER)) {\n return PLACEMENT_TOPCENTER\n }\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPDOWN_CENTER)) {\n return PLACEMENT_BOTTOMCENTER\n }\n\n // We need to trim the value because custom properties can also include spaces\n const isEnd = getComputedStyle(this._menu).getPropertyValue('--bs-position').trim() === 'end'\n\n if (parentDropdown.classList.contains(CLASS_NAME_DROPUP)) {\n return isEnd ? PLACEMENT_TOPEND : PLACEMENT_TOP\n }\n\n return isEnd ? PLACEMENT_BOTTOMEND : PLACEMENT_BOTTOM\n }\n\n _detectNavbar() {\n return this._element.closest(SELECTOR_NAVBAR) !== null\n }\n\n _getOffset() {\n const { offset } = this._config\n\n if (typeof offset === 'string') {\n return offset.split(',').map(value => Number.parseInt(value, 10))\n }\n\n if (typeof offset === 'function') {\n return popperData => offset(popperData, this._element)\n }\n\n return offset\n }\n\n _getPopperConfig() {\n const defaultBsPopperConfig = {\n placement: this._getPlacement(),\n modifiers: [{\n name: 'preventOverflow',\n options: {\n boundary: this._config.boundary\n }\n },\n {\n name: 'offset',\n options: {\n offset: this._getOffset()\n }\n }]\n }\n\n // Disable Popper if we have a static display or Dropdown is in Navbar\n if (this._inNavbar || this._config.display === 'static') {\n Manipulator.setDataAttribute(this._menu, 'popper', 'static') // TODO: v6 remove\n defaultBsPopperConfig.modifiers = [{\n name: 'applyStyles',\n enabled: false\n }]\n }\n\n return {\n ...defaultBsPopperConfig,\n ...execute(this._config.popperConfig, [defaultBsPopperConfig])\n }\n }\n\n _selectMenuItem({ key, target }) {\n const items = SelectorEngine.find(SELECTOR_VISIBLE_ITEMS, this._menu).filter(element => isVisible(element))\n\n if (!items.length) {\n return\n }\n\n // if target isn't included in items (e.g. when expanding the dropdown)\n // allow cycling to get the last item in case key equals ARROW_UP_KEY\n getNextActiveElement(items, target, key === ARROW_DOWN_KEY, !items.includes(target)).focus()\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Dropdown.getOrCreateInstance(this, config)\n\n if (typeof config !== 'string') {\n return\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`)\n }\n\n data[config]()\n })\n }\n\n static clearMenus(event) {\n if (event.button === RIGHT_MOUSE_BUTTON || (event.type === 'keyup' && event.key !== TAB_KEY)) {\n return\n }\n\n const openToggles = SelectorEngine.find(SELECTOR_DATA_TOGGLE_SHOWN)\n\n for (const toggle of openToggles) {\n const context = Dropdown.getInstance(toggle)\n if (!context || context._config.autoClose === false) {\n continue\n }\n\n const composedPath = event.composedPath()\n const isMenuTarget = composedPath.includes(context._menu)\n if (\n composedPath.includes(context._element) ||\n (context._config.autoClose === 'inside' && !isMenuTarget) ||\n (context._config.autoClose === 'outside' && isMenuTarget)\n ) {\n continue\n }\n\n // Tab navigation through the dropdown menu or events from contained inputs shouldn't close the menu\n if (context._menu.contains(event.target) && ((event.type === 'keyup' && event.key === TAB_KEY) || /input|select|option|textarea|form/i.test(event.target.tagName))) {\n continue\n }\n\n const relatedTarget = { relatedTarget: context._element }\n\n if (event.type === 'click') {\n relatedTarget.clickEvent = event\n }\n\n context._completeHide(relatedTarget)\n }\n }\n\n static dataApiKeydownHandler(event) {\n // If not an UP | DOWN | ESCAPE key => not a dropdown command\n // If input/textarea && if key is other than ESCAPE => not a dropdown command\n\n const isInput = /input|textarea/i.test(event.target.tagName)\n const isEscapeEvent = event.key === ESCAPE_KEY\n const isUpOrDownEvent = [ARROW_UP_KEY, ARROW_DOWN_KEY].includes(event.key)\n\n if (!isUpOrDownEvent && !isEscapeEvent) {\n return\n }\n\n if (isInput && !isEscapeEvent) {\n return\n }\n\n event.preventDefault()\n\n // TODO: v6 revert #37011 & change markup https://getbootstrap.com/docs/5.3/forms/input-group/\n const getToggleButton = this.matches(SELECTOR_DATA_TOGGLE) ?\n this :\n (SelectorEngine.prev(this, SELECTOR_DATA_TOGGLE)[0] ||\n SelectorEngine.next(this, SELECTOR_DATA_TOGGLE)[0] ||\n SelectorEngine.findOne(SELECTOR_DATA_TOGGLE, event.delegateTarget.parentNode))\n\n const instance = Dropdown.getOrCreateInstance(getToggleButton)\n\n if (isUpOrDownEvent) {\n event.stopPropagation()\n instance.show()\n instance._selectMenuItem(event)\n return\n }\n\n if (instance._isShown()) { // else is escape and we check if it is shown\n event.stopPropagation()\n instance.hide()\n getToggleButton.focus()\n }\n }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_KEYDOWN_DATA_API, SELECTOR_DATA_TOGGLE, Dropdown.dataApiKeydownHandler)\nEventHandler.on(document, EVENT_KEYDOWN_DATA_API, SELECTOR_MENU, Dropdown.dataApiKeydownHandler)\nEventHandler.on(document, EVENT_CLICK_DATA_API, Dropdown.clearMenus)\nEventHandler.on(document, EVENT_KEYUP_DATA_API, Dropdown.clearMenus)\nEventHandler.on(document, EVENT_CLICK_DATA_API, SELECTOR_DATA_TOGGLE, function (event) {\n event.preventDefault()\n Dropdown.getOrCreateInstance(this).toggle()\n})\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Dropdown)\n\nexport default Dropdown\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap util/backdrop.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport EventHandler from '../dom/event-handler.js'\nimport Config from './config.js'\nimport { execute, executeAfterTransition, getElement, reflow } from './index.js'\n\n/**\n * Constants\n */\n\nconst NAME = 'backdrop'\nconst CLASS_NAME_FADE = 'fade'\nconst CLASS_NAME_SHOW = 'show'\nconst EVENT_MOUSEDOWN = `mousedown.bs.${NAME}`\n\nconst Default = {\n className: 'modal-backdrop',\n clickCallback: null,\n isAnimated: false,\n isVisible: true, // if false, we use the backdrop helper without adding any element to the dom\n rootElement: 'body' // give the choice to place backdrop under different elements\n}\n\nconst DefaultType = {\n className: 'string',\n clickCallback: '(function|null)',\n isAnimated: 'boolean',\n isVisible: 'boolean',\n rootElement: '(element|string)'\n}\n\n/**\n * Class definition\n */\n\nclass Backdrop extends Config {\n constructor(config) {\n super()\n this._config = this._getConfig(config)\n this._isAppended = false\n this._element = null\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n show(callback) {\n if (!this._config.isVisible) {\n execute(callback)\n return\n }\n\n this._append()\n\n const element = this._getElement()\n if (this._config.isAnimated) {\n reflow(element)\n }\n\n element.classList.add(CLASS_NAME_SHOW)\n\n this._emulateAnimation(() => {\n execute(callback)\n })\n }\n\n hide(callback) {\n if (!this._config.isVisible) {\n execute(callback)\n return\n }\n\n this._getElement().classList.remove(CLASS_NAME_SHOW)\n\n this._emulateAnimation(() => {\n this.dispose()\n execute(callback)\n })\n }\n\n dispose() {\n if (!this._isAppended) {\n return\n }\n\n EventHandler.off(this._element, EVENT_MOUSEDOWN)\n\n this._element.remove()\n this._isAppended = false\n }\n\n // Private\n _getElement() {\n if (!this._element) {\n const backdrop = document.createElement('div')\n backdrop.className = this._config.className\n if (this._config.isAnimated) {\n backdrop.classList.add(CLASS_NAME_FADE)\n }\n\n this._element = backdrop\n }\n\n return this._element\n }\n\n _configAfterMerge(config) {\n // use getElement() with the default \"body\" to get a fresh Element on each instantiation\n config.rootElement = getElement(config.rootElement)\n return config\n }\n\n _append() {\n if (this._isAppended) {\n return\n }\n\n const element = this._getElement()\n this._config.rootElement.append(element)\n\n EventHandler.on(element, EVENT_MOUSEDOWN, () => {\n execute(this._config.clickCallback)\n })\n\n this._isAppended = true\n }\n\n _emulateAnimation(callback) {\n executeAfterTransition(callback, this._getElement(), this._config.isAnimated)\n }\n}\n\nexport default Backdrop\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap util/focustrap.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport EventHandler from '../dom/event-handler.js'\nimport SelectorEngine from '../dom/selector-engine.js'\nimport Config from './config.js'\n\n/**\n * Constants\n */\n\nconst NAME = 'focustrap'\nconst DATA_KEY = 'bs.focustrap'\nconst EVENT_KEY = `.${DATA_KEY}`\nconst EVENT_FOCUSIN = `focusin${EVENT_KEY}`\nconst EVENT_KEYDOWN_TAB = `keydown.tab${EVENT_KEY}`\n\nconst TAB_KEY = 'Tab'\nconst TAB_NAV_FORWARD = 'forward'\nconst TAB_NAV_BACKWARD = 'backward'\n\nconst Default = {\n autofocus: true,\n trapElement: null // The element to trap focus inside of\n}\n\nconst DefaultType = {\n autofocus: 'boolean',\n trapElement: 'element'\n}\n\n/**\n * Class definition\n */\n\nclass FocusTrap extends Config {\n constructor(config) {\n super()\n this._config = this._getConfig(config)\n this._isActive = false\n this._lastTabNavDirection = null\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n activate() {\n if (this._isActive) {\n return\n }\n\n if (this._config.autofocus) {\n this._config.trapElement.focus()\n }\n\n EventHandler.off(document, EVENT_KEY) // guard against infinite focus loop\n EventHandler.on(document, EVENT_FOCUSIN, event => this._handleFocusin(event))\n EventHandler.on(document, EVENT_KEYDOWN_TAB, event => this._handleKeydown(event))\n\n this._isActive = true\n }\n\n deactivate() {\n if (!this._isActive) {\n return\n }\n\n this._isActive = false\n EventHandler.off(document, EVENT_KEY)\n }\n\n // Private\n _handleFocusin(event) {\n const { trapElement } = this._config\n\n if (event.target === document || event.target === trapElement || trapElement.contains(event.target)) {\n return\n }\n\n const elements = SelectorEngine.focusableChildren(trapElement)\n\n if (elements.length === 0) {\n trapElement.focus()\n } else if (this._lastTabNavDirection === TAB_NAV_BACKWARD) {\n elements[elements.length - 1].focus()\n } else {\n elements[0].focus()\n }\n }\n\n _handleKeydown(event) {\n if (event.key !== TAB_KEY) {\n return\n }\n\n this._lastTabNavDirection = event.shiftKey ? TAB_NAV_BACKWARD : TAB_NAV_FORWARD\n }\n}\n\nexport default FocusTrap\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap util/scrollBar.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport Manipulator from '../dom/manipulator.js'\nimport SelectorEngine from '../dom/selector-engine.js'\nimport { isElement } from './index.js'\n\n/**\n * Constants\n */\n\nconst SELECTOR_FIXED_CONTENT = '.fixed-top, .fixed-bottom, .is-fixed, .sticky-top'\nconst SELECTOR_STICKY_CONTENT = '.sticky-top'\nconst PROPERTY_PADDING = 'padding-right'\nconst PROPERTY_MARGIN = 'margin-right'\n\n/**\n * Class definition\n */\n\nclass ScrollBarHelper {\n constructor() {\n this._element = document.body\n }\n\n // Public\n getWidth() {\n // https://developer.mozilla.org/en-US/docs/Web/API/Window/innerWidth#usage_notes\n const documentWidth = document.documentElement.clientWidth\n return Math.abs(window.innerWidth - documentWidth)\n }\n\n hide() {\n const width = this.getWidth()\n this._disableOverFlow()\n // give padding to element to balance the hidden scrollbar width\n this._setElementAttributes(this._element, PROPERTY_PADDING, calculatedValue => calculatedValue + width)\n // trick: We adjust positive paddingRight and negative marginRight to sticky-top elements to keep showing fullwidth\n this._setElementAttributes(SELECTOR_FIXED_CONTENT, PROPERTY_PADDING, calculatedValue => calculatedValue + width)\n this._setElementAttributes(SELECTOR_STICKY_CONTENT, PROPERTY_MARGIN, calculatedValue => calculatedValue - width)\n }\n\n reset() {\n this._resetElementAttributes(this._element, 'overflow')\n this._resetElementAttributes(this._element, PROPERTY_PADDING)\n this._resetElementAttributes(SELECTOR_FIXED_CONTENT, PROPERTY_PADDING)\n this._resetElementAttributes(SELECTOR_STICKY_CONTENT, PROPERTY_MARGIN)\n }\n\n isOverflowing() {\n return this.getWidth() > 0\n }\n\n // Private\n _disableOverFlow() {\n this._saveInitialAttribute(this._element, 'overflow')\n this._element.style.overflow = 'hidden'\n }\n\n _setElementAttributes(selector, styleProperty, callback) {\n const scrollbarWidth = this.getWidth()\n const manipulationCallBack = element => {\n if (element !== this._element && window.innerWidth > element.clientWidth + scrollbarWidth) {\n return\n }\n\n this._saveInitialAttribute(element, styleProperty)\n const calculatedValue = window.getComputedStyle(element).getPropertyValue(styleProperty)\n element.style.setProperty(styleProperty, `${callback(Number.parseFloat(calculatedValue))}px`)\n }\n\n this._applyManipulationCallback(selector, manipulationCallBack)\n }\n\n _saveInitialAttribute(element, styleProperty) {\n const actualValue = element.style.getPropertyValue(styleProperty)\n if (actualValue) {\n Manipulator.setDataAttribute(element, styleProperty, actualValue)\n }\n }\n\n _resetElementAttributes(selector, styleProperty) {\n const manipulationCallBack = element => {\n const value = Manipulator.getDataAttribute(element, styleProperty)\n // We only want to remove the property if the value is `null`; the value can also be zero\n if (value === null) {\n element.style.removeProperty(styleProperty)\n return\n }\n\n Manipulator.removeDataAttribute(element, styleProperty)\n element.style.setProperty(styleProperty, value)\n }\n\n this._applyManipulationCallback(selector, manipulationCallBack)\n }\n\n _applyManipulationCallback(selector, callBack) {\n if (isElement(selector)) {\n callBack(selector)\n return\n }\n\n for (const sel of SelectorEngine.find(selector, this._element)) {\n callBack(sel)\n }\n }\n}\n\nexport default ScrollBarHelper\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap modal.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport BaseComponent from './base-component.js'\nimport EventHandler from './dom/event-handler.js'\nimport SelectorEngine from './dom/selector-engine.js'\nimport Backdrop from './util/backdrop.js'\nimport { enableDismissTrigger } from './util/component-functions.js'\nimport FocusTrap from './util/focustrap.js'\nimport { defineJQueryPlugin, isRTL, isVisible, reflow } from './util/index.js'\nimport ScrollBarHelper from './util/scrollbar.js'\n\n/**\n * Constants\n */\n\nconst NAME = 'modal'\nconst DATA_KEY = 'bs.modal'\nconst EVENT_KEY = `.${DATA_KEY}`\nconst DATA_API_KEY = '.data-api'\nconst ESCAPE_KEY = 'Escape'\n\nconst EVENT_HIDE = `hide${EVENT_KEY}`\nconst EVENT_HIDE_PREVENTED = `hidePrevented${EVENT_KEY}`\nconst EVENT_HIDDEN = `hidden${EVENT_KEY}`\nconst EVENT_SHOW = `show${EVENT_KEY}`\nconst EVENT_SHOWN = `shown${EVENT_KEY}`\nconst EVENT_RESIZE = `resize${EVENT_KEY}`\nconst EVENT_CLICK_DISMISS = `click.dismiss${EVENT_KEY}`\nconst EVENT_MOUSEDOWN_DISMISS = `mousedown.dismiss${EVENT_KEY}`\nconst EVENT_KEYDOWN_DISMISS = `keydown.dismiss${EVENT_KEY}`\nconst EVENT_CLICK_DATA_API = `click${EVENT_KEY}${DATA_API_KEY}`\n\nconst CLASS_NAME_OPEN = 'modal-open'\nconst CLASS_NAME_FADE = 'fade'\nconst CLASS_NAME_SHOW = 'show'\nconst CLASS_NAME_STATIC = 'modal-static'\n\nconst OPEN_SELECTOR = '.modal.show'\nconst SELECTOR_DIALOG = '.modal-dialog'\nconst SELECTOR_MODAL_BODY = '.modal-body'\nconst SELECTOR_DATA_TOGGLE = '[data-bs-toggle=\"modal\"]'\n\nconst Default = {\n backdrop: true,\n focus: true,\n keyboard: true\n}\n\nconst DefaultType = {\n backdrop: '(boolean|string)',\n focus: 'boolean',\n keyboard: 'boolean'\n}\n\n/**\n * Class definition\n */\n\nclass Modal extends BaseComponent {\n constructor(element, config) {\n super(element, config)\n\n this._dialog = SelectorEngine.findOne(SELECTOR_DIALOG, this._element)\n this._backdrop = this._initializeBackDrop()\n this._focustrap = this._initializeFocusTrap()\n this._isShown = false\n this._isTransitioning = false\n this._scrollBar = new ScrollBarHelper()\n\n this._addEventListeners()\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n toggle(relatedTarget) {\n return this._isShown ? this.hide() : this.show(relatedTarget)\n }\n\n show(relatedTarget) {\n if (this._isShown || this._isTransitioning) {\n return\n }\n\n const showEvent = EventHandler.trigger(this._element, EVENT_SHOW, {\n relatedTarget\n })\n\n if (showEvent.defaultPrevented) {\n return\n }\n\n this._isShown = true\n this._isTransitioning = true\n\n this._scrollBar.hide()\n\n document.body.classList.add(CLASS_NAME_OPEN)\n\n this._adjustDialog()\n\n this._backdrop.show(() => this._showElement(relatedTarget))\n }\n\n hide() {\n if (!this._isShown || this._isTransitioning) {\n return\n }\n\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE)\n\n if (hideEvent.defaultPrevented) {\n return\n }\n\n this._isShown = false\n this._isTransitioning = true\n this._focustrap.deactivate()\n\n this._element.classList.remove(CLASS_NAME_SHOW)\n\n this._queueCallback(() => this._hideModal(), this._element, this._isAnimated())\n }\n\n dispose() {\n EventHandler.off(window, EVENT_KEY)\n EventHandler.off(this._dialog, EVENT_KEY)\n\n this._backdrop.dispose()\n this._focustrap.deactivate()\n\n super.dispose()\n }\n\n handleUpdate() {\n this._adjustDialog()\n }\n\n // Private\n _initializeBackDrop() {\n return new Backdrop({\n isVisible: Boolean(this._config.backdrop), // 'static' option will be translated to true, and booleans will keep their value,\n isAnimated: this._isAnimated()\n })\n }\n\n _initializeFocusTrap() {\n return new FocusTrap({\n trapElement: this._element\n })\n }\n\n _showElement(relatedTarget) {\n // try to append dynamic modal\n if (!document.body.contains(this._element)) {\n document.body.append(this._element)\n }\n\n this._element.style.display = 'block'\n this._element.removeAttribute('aria-hidden')\n this._element.setAttribute('aria-modal', true)\n this._element.setAttribute('role', 'dialog')\n this._element.scrollTop = 0\n\n const modalBody = SelectorEngine.findOne(SELECTOR_MODAL_BODY, this._dialog)\n if (modalBody) {\n modalBody.scrollTop = 0\n }\n\n reflow(this._element)\n\n this._element.classList.add(CLASS_NAME_SHOW)\n\n const transitionComplete = () => {\n if (this._config.focus) {\n this._focustrap.activate()\n }\n\n this._isTransitioning = false\n EventHandler.trigger(this._element, EVENT_SHOWN, {\n relatedTarget\n })\n }\n\n this._queueCallback(transitionComplete, this._dialog, this._isAnimated())\n }\n\n _addEventListeners() {\n EventHandler.on(this._element, EVENT_KEYDOWN_DISMISS, event => {\n if (event.key !== ESCAPE_KEY) {\n return\n }\n\n if (this._config.keyboard) {\n this.hide()\n return\n }\n\n this._triggerBackdropTransition()\n })\n\n EventHandler.on(window, EVENT_RESIZE, () => {\n if (this._isShown && !this._isTransitioning) {\n this._adjustDialog()\n }\n })\n\n EventHandler.on(this._element, EVENT_MOUSEDOWN_DISMISS, event => {\n // a bad trick to segregate clicks that may start inside dialog but end outside, and avoid listen to scrollbar clicks\n EventHandler.one(this._element, EVENT_CLICK_DISMISS, event2 => {\n if (this._element !== event.target || this._element !== event2.target) {\n return\n }\n\n if (this._config.backdrop === 'static') {\n this._triggerBackdropTransition()\n return\n }\n\n if (this._config.backdrop) {\n this.hide()\n }\n })\n })\n }\n\n _hideModal() {\n this._element.style.display = 'none'\n this._element.setAttribute('aria-hidden', true)\n this._element.removeAttribute('aria-modal')\n this._element.removeAttribute('role')\n this._isTransitioning = false\n\n this._backdrop.hide(() => {\n document.body.classList.remove(CLASS_NAME_OPEN)\n this._resetAdjustments()\n this._scrollBar.reset()\n EventHandler.trigger(this._element, EVENT_HIDDEN)\n })\n }\n\n _isAnimated() {\n return this._element.classList.contains(CLASS_NAME_FADE)\n }\n\n _triggerBackdropTransition() {\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED)\n if (hideEvent.defaultPrevented) {\n return\n }\n\n const isModalOverflowing = this._element.scrollHeight > document.documentElement.clientHeight\n const initialOverflowY = this._element.style.overflowY\n // return if the following background transition hasn't yet completed\n if (initialOverflowY === 'hidden' || this._element.classList.contains(CLASS_NAME_STATIC)) {\n return\n }\n\n if (!isModalOverflowing) {\n this._element.style.overflowY = 'hidden'\n }\n\n this._element.classList.add(CLASS_NAME_STATIC)\n this._queueCallback(() => {\n this._element.classList.remove(CLASS_NAME_STATIC)\n this._queueCallback(() => {\n this._element.style.overflowY = initialOverflowY\n }, this._dialog)\n }, this._dialog)\n\n this._element.focus()\n }\n\n /**\n * The following methods are used to handle overflowing modals\n */\n\n _adjustDialog() {\n const isModalOverflowing = this._element.scrollHeight > document.documentElement.clientHeight\n const scrollbarWidth = this._scrollBar.getWidth()\n const isBodyOverflowing = scrollbarWidth > 0\n\n if (isBodyOverflowing && !isModalOverflowing) {\n const property = isRTL() ? 'paddingLeft' : 'paddingRight'\n this._element.style[property] = `${scrollbarWidth}px`\n }\n\n if (!isBodyOverflowing && isModalOverflowing) {\n const property = isRTL() ? 'paddingRight' : 'paddingLeft'\n this._element.style[property] = `${scrollbarWidth}px`\n }\n }\n\n _resetAdjustments() {\n this._element.style.paddingLeft = ''\n this._element.style.paddingRight = ''\n }\n\n // Static\n static jQueryInterface(config, relatedTarget) {\n return this.each(function () {\n const data = Modal.getOrCreateInstance(this, config)\n\n if (typeof config !== 'string') {\n return\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`)\n }\n\n data[config](relatedTarget)\n })\n }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API, SELECTOR_DATA_TOGGLE, function (event) {\n const target = SelectorEngine.getElementFromSelector(this)\n\n if (['A', 'AREA'].includes(this.tagName)) {\n event.preventDefault()\n }\n\n EventHandler.one(target, EVENT_SHOW, showEvent => {\n if (showEvent.defaultPrevented) {\n // only register focus restorer if modal will actually get shown\n return\n }\n\n EventHandler.one(target, EVENT_HIDDEN, () => {\n if (isVisible(this)) {\n this.focus()\n }\n })\n })\n\n // avoid conflict when clicking modal toggler while another one is open\n const alreadyOpen = SelectorEngine.findOne(OPEN_SELECTOR)\n if (alreadyOpen) {\n Modal.getInstance(alreadyOpen).hide()\n }\n\n const data = Modal.getOrCreateInstance(target)\n\n data.toggle(this)\n})\n\nenableDismissTrigger(Modal)\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Modal)\n\nexport default Modal\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap offcanvas.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport BaseComponent from './base-component.js'\nimport EventHandler from './dom/event-handler.js'\nimport SelectorEngine from './dom/selector-engine.js'\nimport Backdrop from './util/backdrop.js'\nimport { enableDismissTrigger } from './util/component-functions.js'\nimport FocusTrap from './util/focustrap.js'\nimport {\n defineJQueryPlugin,\n isDisabled,\n isVisible\n} from './util/index.js'\nimport ScrollBarHelper from './util/scrollbar.js'\n\n/**\n * Constants\n */\n\nconst NAME = 'offcanvas'\nconst DATA_KEY = 'bs.offcanvas'\nconst EVENT_KEY = `.${DATA_KEY}`\nconst DATA_API_KEY = '.data-api'\nconst EVENT_LOAD_DATA_API = `load${EVENT_KEY}${DATA_API_KEY}`\nconst ESCAPE_KEY = 'Escape'\n\nconst CLASS_NAME_SHOW = 'show'\nconst CLASS_NAME_SHOWING = 'showing'\nconst CLASS_NAME_HIDING = 'hiding'\nconst CLASS_NAME_BACKDROP = 'offcanvas-backdrop'\nconst OPEN_SELECTOR = '.offcanvas.show'\n\nconst EVENT_SHOW = `show${EVENT_KEY}`\nconst EVENT_SHOWN = `shown${EVENT_KEY}`\nconst EVENT_HIDE = `hide${EVENT_KEY}`\nconst EVENT_HIDE_PREVENTED = `hidePrevented${EVENT_KEY}`\nconst EVENT_HIDDEN = `hidden${EVENT_KEY}`\nconst EVENT_RESIZE = `resize${EVENT_KEY}`\nconst EVENT_CLICK_DATA_API = `click${EVENT_KEY}${DATA_API_KEY}`\nconst EVENT_KEYDOWN_DISMISS = `keydown.dismiss${EVENT_KEY}`\n\nconst SELECTOR_DATA_TOGGLE = '[data-bs-toggle=\"offcanvas\"]'\n\nconst Default = {\n backdrop: true,\n keyboard: true,\n scroll: false\n}\n\nconst DefaultType = {\n backdrop: '(boolean|string)',\n keyboard: 'boolean',\n scroll: 'boolean'\n}\n\n/**\n * Class definition\n */\n\nclass Offcanvas extends BaseComponent {\n constructor(element, config) {\n super(element, config)\n\n this._isShown = false\n this._backdrop = this._initializeBackDrop()\n this._focustrap = this._initializeFocusTrap()\n this._addEventListeners()\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n toggle(relatedTarget) {\n return this._isShown ? this.hide() : this.show(relatedTarget)\n }\n\n show(relatedTarget) {\n if (this._isShown) {\n return\n }\n\n const showEvent = EventHandler.trigger(this._element, EVENT_SHOW, { relatedTarget })\n\n if (showEvent.defaultPrevented) {\n return\n }\n\n this._isShown = true\n this._backdrop.show()\n\n if (!this._config.scroll) {\n new ScrollBarHelper().hide()\n }\n\n this._element.setAttribute('aria-modal', true)\n this._element.setAttribute('role', 'dialog')\n this._element.classList.add(CLASS_NAME_SHOWING)\n\n const completeCallBack = () => {\n if (!this._config.scroll || this._config.backdrop) {\n this._focustrap.activate()\n }\n\n this._element.classList.add(CLASS_NAME_SHOW)\n this._element.classList.remove(CLASS_NAME_SHOWING)\n EventHandler.trigger(this._element, EVENT_SHOWN, { relatedTarget })\n }\n\n this._queueCallback(completeCallBack, this._element, true)\n }\n\n hide() {\n if (!this._isShown) {\n return\n }\n\n const hideEvent = EventHandler.trigger(this._element, EVENT_HIDE)\n\n if (hideEvent.defaultPrevented) {\n return\n }\n\n this._focustrap.deactivate()\n this._element.blur()\n this._isShown = false\n this._element.classList.add(CLASS_NAME_HIDING)\n this._backdrop.hide()\n\n const completeCallback = () => {\n this._element.classList.remove(CLASS_NAME_SHOW, CLASS_NAME_HIDING)\n this._element.removeAttribute('aria-modal')\n this._element.removeAttribute('role')\n\n if (!this._config.scroll) {\n new ScrollBarHelper().reset()\n }\n\n EventHandler.trigger(this._element, EVENT_HIDDEN)\n }\n\n this._queueCallback(completeCallback, this._element, true)\n }\n\n dispose() {\n this._backdrop.dispose()\n this._focustrap.deactivate()\n super.dispose()\n }\n\n // Private\n _initializeBackDrop() {\n const clickCallback = () => {\n if (this._config.backdrop === 'static') {\n EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED)\n return\n }\n\n this.hide()\n }\n\n // 'static' option will be translated to true, and booleans will keep their value\n const isVisible = Boolean(this._config.backdrop)\n\n return new Backdrop({\n className: CLASS_NAME_BACKDROP,\n isVisible,\n isAnimated: true,\n rootElement: this._element.parentNode,\n clickCallback: isVisible ? clickCallback : null\n })\n }\n\n _initializeFocusTrap() {\n return new FocusTrap({\n trapElement: this._element\n })\n }\n\n _addEventListeners() {\n EventHandler.on(this._element, EVENT_KEYDOWN_DISMISS, event => {\n if (event.key !== ESCAPE_KEY) {\n return\n }\n\n if (this._config.keyboard) {\n this.hide()\n return\n }\n\n EventHandler.trigger(this._element, EVENT_HIDE_PREVENTED)\n })\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Offcanvas.getOrCreateInstance(this, config)\n\n if (typeof config !== 'string') {\n return\n }\n\n if (data[config] === undefined || config.startsWith('_') || config === 'constructor') {\n throw new TypeError(`No method named \"${config}\"`)\n }\n\n data[config](this)\n })\n }\n}\n\n/**\n * Data API implementation\n */\n\nEventHandler.on(document, EVENT_CLICK_DATA_API, SELECTOR_DATA_TOGGLE, function (event) {\n const target = SelectorEngine.getElementFromSelector(this)\n\n if (['A', 'AREA'].includes(this.tagName)) {\n event.preventDefault()\n }\n\n if (isDisabled(this)) {\n return\n }\n\n EventHandler.one(target, EVENT_HIDDEN, () => {\n // focus on trigger when it is closed\n if (isVisible(this)) {\n this.focus()\n }\n })\n\n // avoid conflict when clicking a toggler of an offcanvas, while another is open\n const alreadyOpen = SelectorEngine.findOne(OPEN_SELECTOR)\n if (alreadyOpen && alreadyOpen !== target) {\n Offcanvas.getInstance(alreadyOpen).hide()\n }\n\n const data = Offcanvas.getOrCreateInstance(target)\n data.toggle(this)\n})\n\nEventHandler.on(window, EVENT_LOAD_DATA_API, () => {\n for (const selector of SelectorEngine.find(OPEN_SELECTOR)) {\n Offcanvas.getOrCreateInstance(selector).show()\n }\n})\n\nEventHandler.on(window, EVENT_RESIZE, () => {\n for (const element of SelectorEngine.find('[aria-modal][class*=show][class*=offcanvas-]')) {\n if (getComputedStyle(element).position !== 'fixed') {\n Offcanvas.getOrCreateInstance(element).hide()\n }\n }\n})\n\nenableDismissTrigger(Offcanvas)\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Offcanvas)\n\nexport default Offcanvas\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap util/sanitizer.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\n// js-docs-start allow-list\nconst ARIA_ATTRIBUTE_PATTERN = /^aria-[\\w-]*$/i\n\nexport const DefaultAllowlist = {\n // Global attributes allowed on any supplied element below.\n '*': ['class', 'dir', 'id', 'lang', 'role', ARIA_ATTRIBUTE_PATTERN],\n a: ['target', 'href', 'title', 'rel'],\n area: [],\n b: [],\n br: [],\n col: [],\n code: [],\n div: [],\n em: [],\n hr: [],\n h1: [],\n h2: [],\n h3: [],\n h4: [],\n h5: [],\n h6: [],\n i: [],\n img: ['src', 'srcset', 'alt', 'title', 'width', 'height'],\n li: [],\n ol: [],\n p: [],\n pre: [],\n s: [],\n small: [],\n span: [],\n sub: [],\n sup: [],\n strong: [],\n u: [],\n ul: []\n}\n// js-docs-end allow-list\n\nconst uriAttributes = new Set([\n 'background',\n 'cite',\n 'href',\n 'itemtype',\n 'longdesc',\n 'poster',\n 'src',\n 'xlink:href'\n])\n\n/**\n * A pattern that recognizes URLs that are safe wrt. XSS in URL navigation\n * contexts.\n *\n * Shout-out to Angular https://github.com/angular/angular/blob/15.2.8/packages/core/src/sanitization/url_sanitizer.ts#L38\n */\n// eslint-disable-next-line unicorn/better-regex\nconst SAFE_URL_PATTERN = /^(?!javascript:)(?:[a-z0-9+.-]+:|[^&:/?#]*(?:[/?#]|$))/i\n\nconst allowedAttribute = (attribute, allowedAttributeList) => {\n const attributeName = attribute.nodeName.toLowerCase()\n\n if (allowedAttributeList.includes(attributeName)) {\n if (uriAttributes.has(attributeName)) {\n return Boolean(SAFE_URL_PATTERN.test(attribute.nodeValue))\n }\n\n return true\n }\n\n // Check if a regular expression validates the attribute.\n return allowedAttributeList.filter(attributeRegex => attributeRegex instanceof RegExp)\n .some(regex => regex.test(attributeName))\n}\n\nexport function sanitizeHtml(unsafeHtml, allowList, sanitizeFunction) {\n if (!unsafeHtml.length) {\n return unsafeHtml\n }\n\n if (sanitizeFunction && typeof sanitizeFunction === 'function') {\n return sanitizeFunction(unsafeHtml)\n }\n\n const domParser = new window.DOMParser()\n const createdDocument = domParser.parseFromString(unsafeHtml, 'text/html')\n const elements = [].concat(...createdDocument.body.querySelectorAll('*'))\n\n for (const element of elements) {\n const elementName = element.nodeName.toLowerCase()\n\n if (!Object.keys(allowList).includes(elementName)) {\n element.remove()\n continue\n }\n\n const attributeList = [].concat(...element.attributes)\n const allowedAttributes = [].concat(allowList['*'] || [], allowList[elementName] || [])\n\n for (const attribute of attributeList) {\n if (!allowedAttribute(attribute, allowedAttributes)) {\n element.removeAttribute(attribute.nodeName)\n }\n }\n }\n\n return createdDocument.body.innerHTML\n}\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap util/template-factory.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport SelectorEngine from '../dom/selector-engine.js'\nimport Config from './config.js'\nimport { DefaultAllowlist, sanitizeHtml } from './sanitizer.js'\nimport { execute, getElement, isElement } from './index.js'\n\n/**\n * Constants\n */\n\nconst NAME = 'TemplateFactory'\n\nconst Default = {\n allowList: DefaultAllowlist,\n content: {}, // { selector : text , selector2 : text2 , }\n extraClass: '',\n html: false,\n sanitize: true,\n sanitizeFn: null,\n template: '
    '\n}\n\nconst DefaultType = {\n allowList: 'object',\n content: 'object',\n extraClass: '(string|function)',\n html: 'boolean',\n sanitize: 'boolean',\n sanitizeFn: '(null|function)',\n template: 'string'\n}\n\nconst DefaultContentType = {\n entry: '(string|element|function|null)',\n selector: '(string|element)'\n}\n\n/**\n * Class definition\n */\n\nclass TemplateFactory extends Config {\n constructor(config) {\n super()\n this._config = this._getConfig(config)\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n getContent() {\n return Object.values(this._config.content)\n .map(config => this._resolvePossibleFunction(config))\n .filter(Boolean)\n }\n\n hasContent() {\n return this.getContent().length > 0\n }\n\n changeContent(content) {\n this._checkContent(content)\n this._config.content = { ...this._config.content, ...content }\n return this\n }\n\n toHtml() {\n const templateWrapper = document.createElement('div')\n templateWrapper.innerHTML = this._maybeSanitize(this._config.template)\n\n for (const [selector, text] of Object.entries(this._config.content)) {\n this._setContent(templateWrapper, text, selector)\n }\n\n const template = templateWrapper.children[0]\n const extraClass = this._resolvePossibleFunction(this._config.extraClass)\n\n if (extraClass) {\n template.classList.add(...extraClass.split(' '))\n }\n\n return template\n }\n\n // Private\n _typeCheckConfig(config) {\n super._typeCheckConfig(config)\n this._checkContent(config.content)\n }\n\n _checkContent(arg) {\n for (const [selector, content] of Object.entries(arg)) {\n super._typeCheckConfig({ selector, entry: content }, DefaultContentType)\n }\n }\n\n _setContent(template, content, selector) {\n const templateElement = SelectorEngine.findOne(selector, template)\n\n if (!templateElement) {\n return\n }\n\n content = this._resolvePossibleFunction(content)\n\n if (!content) {\n templateElement.remove()\n return\n }\n\n if (isElement(content)) {\n this._putElementInTemplate(getElement(content), templateElement)\n return\n }\n\n if (this._config.html) {\n templateElement.innerHTML = this._maybeSanitize(content)\n return\n }\n\n templateElement.textContent = content\n }\n\n _maybeSanitize(arg) {\n return this._config.sanitize ? sanitizeHtml(arg, this._config.allowList, this._config.sanitizeFn) : arg\n }\n\n _resolvePossibleFunction(arg) {\n return execute(arg, [this])\n }\n\n _putElementInTemplate(element, templateElement) {\n if (this._config.html) {\n templateElement.innerHTML = ''\n templateElement.append(element)\n return\n }\n\n templateElement.textContent = element.textContent\n }\n}\n\nexport default TemplateFactory\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap tooltip.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport * as Popper from '@popperjs/core'\nimport BaseComponent from './base-component.js'\nimport EventHandler from './dom/event-handler.js'\nimport Manipulator from './dom/manipulator.js'\nimport { defineJQueryPlugin, execute, findShadowRoot, getElement, getUID, isRTL, noop } from './util/index.js'\nimport { DefaultAllowlist } from './util/sanitizer.js'\nimport TemplateFactory from './util/template-factory.js'\n\n/**\n * Constants\n */\n\nconst NAME = 'tooltip'\nconst DISALLOWED_ATTRIBUTES = new Set(['sanitize', 'allowList', 'sanitizeFn'])\n\nconst CLASS_NAME_FADE = 'fade'\nconst CLASS_NAME_MODAL = 'modal'\nconst CLASS_NAME_SHOW = 'show'\n\nconst SELECTOR_TOOLTIP_INNER = '.tooltip-inner'\nconst SELECTOR_MODAL = `.${CLASS_NAME_MODAL}`\n\nconst EVENT_MODAL_HIDE = 'hide.bs.modal'\n\nconst TRIGGER_HOVER = 'hover'\nconst TRIGGER_FOCUS = 'focus'\nconst TRIGGER_CLICK = 'click'\nconst TRIGGER_MANUAL = 'manual'\n\nconst EVENT_HIDE = 'hide'\nconst EVENT_HIDDEN = 'hidden'\nconst EVENT_SHOW = 'show'\nconst EVENT_SHOWN = 'shown'\nconst EVENT_INSERTED = 'inserted'\nconst EVENT_CLICK = 'click'\nconst EVENT_FOCUSIN = 'focusin'\nconst EVENT_FOCUSOUT = 'focusout'\nconst EVENT_MOUSEENTER = 'mouseenter'\nconst EVENT_MOUSELEAVE = 'mouseleave'\n\nconst AttachmentMap = {\n AUTO: 'auto',\n TOP: 'top',\n RIGHT: isRTL() ? 'left' : 'right',\n BOTTOM: 'bottom',\n LEFT: isRTL() ? 'right' : 'left'\n}\n\nconst Default = {\n allowList: DefaultAllowlist,\n animation: true,\n boundary: 'clippingParents',\n container: false,\n customClass: '',\n delay: 0,\n fallbackPlacements: ['top', 'right', 'bottom', 'left'],\n html: false,\n offset: [0, 6],\n placement: 'top',\n popperConfig: null,\n sanitize: true,\n sanitizeFn: null,\n selector: false,\n template: '
    ' +\n '
    ' +\n '
    ' +\n '
    ',\n title: '',\n trigger: 'hover focus'\n}\n\nconst DefaultType = {\n allowList: 'object',\n animation: 'boolean',\n boundary: '(string|element)',\n container: '(string|element|boolean)',\n customClass: '(string|function)',\n delay: '(number|object)',\n fallbackPlacements: 'array',\n html: 'boolean',\n offset: '(array|string|function)',\n placement: '(string|function)',\n popperConfig: '(null|object|function)',\n sanitize: 'boolean',\n sanitizeFn: '(null|function)',\n selector: '(string|boolean)',\n template: 'string',\n title: '(string|element|function)',\n trigger: 'string'\n}\n\n/**\n * Class definition\n */\n\nclass Tooltip extends BaseComponent {\n constructor(element, config) {\n if (typeof Popper === 'undefined') {\n throw new TypeError('Bootstrap\\'s tooltips require Popper (https://popper.js.org)')\n }\n\n super(element, config)\n\n // Private\n this._isEnabled = true\n this._timeout = 0\n this._isHovered = null\n this._activeTrigger = {}\n this._popper = null\n this._templateFactory = null\n this._newContent = null\n\n // Protected\n this.tip = null\n\n this._setListeners()\n\n if (!this._config.selector) {\n this._fixTitle()\n }\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n enable() {\n this._isEnabled = true\n }\n\n disable() {\n this._isEnabled = false\n }\n\n toggleEnabled() {\n this._isEnabled = !this._isEnabled\n }\n\n toggle() {\n if (!this._isEnabled) {\n return\n }\n\n this._activeTrigger.click = !this._activeTrigger.click\n if (this._isShown()) {\n this._leave()\n return\n }\n\n this._enter()\n }\n\n dispose() {\n clearTimeout(this._timeout)\n\n EventHandler.off(this._element.closest(SELECTOR_MODAL), EVENT_MODAL_HIDE, this._hideModalHandler)\n\n if (this._element.getAttribute('data-bs-original-title')) {\n this._element.setAttribute('title', this._element.getAttribute('data-bs-original-title'))\n }\n\n this._disposePopper()\n super.dispose()\n }\n\n show() {\n if (this._element.style.display === 'none') {\n throw new Error('Please use show on visible elements')\n }\n\n if (!(this._isWithContent() && this._isEnabled)) {\n return\n }\n\n const showEvent = EventHandler.trigger(this._element, this.constructor.eventName(EVENT_SHOW))\n const shadowRoot = findShadowRoot(this._element)\n const isInTheDom = (shadowRoot || this._element.ownerDocument.documentElement).contains(this._element)\n\n if (showEvent.defaultPrevented || !isInTheDom) {\n return\n }\n\n // TODO: v6 remove this or make it optional\n this._disposePopper()\n\n const tip = this._getTipElement()\n\n this._element.setAttribute('aria-describedby', tip.getAttribute('id'))\n\n const { container } = this._config\n\n if (!this._element.ownerDocument.documentElement.contains(this.tip)) {\n container.append(tip)\n EventHandler.trigger(this._element, this.constructor.eventName(EVENT_INSERTED))\n }\n\n this._popper = this._createPopper(tip)\n\n tip.classList.add(CLASS_NAME_SHOW)\n\n // If this is a touch-enabled device we add extra\n // empty mouseover listeners to the body's immediate children;\n // only needed because of broken event delegation on iOS\n // https://www.quirksmode.org/blog/archives/2014/02/mouse_event_bub.html\n if ('ontouchstart' in document.documentElement) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.on(element, 'mouseover', noop)\n }\n }\n\n const complete = () => {\n EventHandler.trigger(this._element, this.constructor.eventName(EVENT_SHOWN))\n\n if (this._isHovered === false) {\n this._leave()\n }\n\n this._isHovered = false\n }\n\n this._queueCallback(complete, this.tip, this._isAnimated())\n }\n\n hide() {\n if (!this._isShown()) {\n return\n }\n\n const hideEvent = EventHandler.trigger(this._element, this.constructor.eventName(EVENT_HIDE))\n if (hideEvent.defaultPrevented) {\n return\n }\n\n const tip = this._getTipElement()\n tip.classList.remove(CLASS_NAME_SHOW)\n\n // If this is a touch-enabled device we remove the extra\n // empty mouseover listeners we added for iOS support\n if ('ontouchstart' in document.documentElement) {\n for (const element of [].concat(...document.body.children)) {\n EventHandler.off(element, 'mouseover', noop)\n }\n }\n\n this._activeTrigger[TRIGGER_CLICK] = false\n this._activeTrigger[TRIGGER_FOCUS] = false\n this._activeTrigger[TRIGGER_HOVER] = false\n this._isHovered = null // it is a trick to support manual triggering\n\n const complete = () => {\n if (this._isWithActiveTrigger()) {\n return\n }\n\n if (!this._isHovered) {\n this._disposePopper()\n }\n\n this._element.removeAttribute('aria-describedby')\n EventHandler.trigger(this._element, this.constructor.eventName(EVENT_HIDDEN))\n }\n\n this._queueCallback(complete, this.tip, this._isAnimated())\n }\n\n update() {\n if (this._popper) {\n this._popper.update()\n }\n }\n\n // Protected\n _isWithContent() {\n return Boolean(this._getTitle())\n }\n\n _getTipElement() {\n if (!this.tip) {\n this.tip = this._createTipElement(this._newContent || this._getContentForTemplate())\n }\n\n return this.tip\n }\n\n _createTipElement(content) {\n const tip = this._getTemplateFactory(content).toHtml()\n\n // TODO: remove this check in v6\n if (!tip) {\n return null\n }\n\n tip.classList.remove(CLASS_NAME_FADE, CLASS_NAME_SHOW)\n // TODO: v6 the following can be achieved with CSS only\n tip.classList.add(`bs-${this.constructor.NAME}-auto`)\n\n const tipId = getUID(this.constructor.NAME).toString()\n\n tip.setAttribute('id', tipId)\n\n if (this._isAnimated()) {\n tip.classList.add(CLASS_NAME_FADE)\n }\n\n return tip\n }\n\n setContent(content) {\n this._newContent = content\n if (this._isShown()) {\n this._disposePopper()\n this.show()\n }\n }\n\n _getTemplateFactory(content) {\n if (this._templateFactory) {\n this._templateFactory.changeContent(content)\n } else {\n this._templateFactory = new TemplateFactory({\n ...this._config,\n // the `content` var has to be after `this._config`\n // to override config.content in case of popover\n content,\n extraClass: this._resolvePossibleFunction(this._config.customClass)\n })\n }\n\n return this._templateFactory\n }\n\n _getContentForTemplate() {\n return {\n [SELECTOR_TOOLTIP_INNER]: this._getTitle()\n }\n }\n\n _getTitle() {\n return this._resolvePossibleFunction(this._config.title) || this._element.getAttribute('data-bs-original-title')\n }\n\n // Private\n _initializeOnDelegatedTarget(event) {\n return this.constructor.getOrCreateInstance(event.delegateTarget, this._getDelegateConfig())\n }\n\n _isAnimated() {\n return this._config.animation || (this.tip && this.tip.classList.contains(CLASS_NAME_FADE))\n }\n\n _isShown() {\n return this.tip && this.tip.classList.contains(CLASS_NAME_SHOW)\n }\n\n _createPopper(tip) {\n const placement = execute(this._config.placement, [this, tip, this._element])\n const attachment = AttachmentMap[placement.toUpperCase()]\n return Popper.createPopper(this._element, tip, this._getPopperConfig(attachment))\n }\n\n _getOffset() {\n const { offset } = this._config\n\n if (typeof offset === 'string') {\n return offset.split(',').map(value => Number.parseInt(value, 10))\n }\n\n if (typeof offset === 'function') {\n return popperData => offset(popperData, this._element)\n }\n\n return offset\n }\n\n _resolvePossibleFunction(arg) {\n return execute(arg, [this._element])\n }\n\n _getPopperConfig(attachment) {\n const defaultBsPopperConfig = {\n placement: attachment,\n modifiers: [\n {\n name: 'flip',\n options: {\n fallbackPlacements: this._config.fallbackPlacements\n }\n },\n {\n name: 'offset',\n options: {\n offset: this._getOffset()\n }\n },\n {\n name: 'preventOverflow',\n options: {\n boundary: this._config.boundary\n }\n },\n {\n name: 'arrow',\n options: {\n element: `.${this.constructor.NAME}-arrow`\n }\n },\n {\n name: 'preSetPlacement',\n enabled: true,\n phase: 'beforeMain',\n fn: data => {\n // Pre-set Popper's placement attribute in order to read the arrow sizes properly.\n // Otherwise, Popper mixes up the width and height dimensions since the initial arrow style is for top placement\n this._getTipElement().setAttribute('data-popper-placement', data.state.placement)\n }\n }\n ]\n }\n\n return {\n ...defaultBsPopperConfig,\n ...execute(this._config.popperConfig, [defaultBsPopperConfig])\n }\n }\n\n _setListeners() {\n const triggers = this._config.trigger.split(' ')\n\n for (const trigger of triggers) {\n if (trigger === 'click') {\n EventHandler.on(this._element, this.constructor.eventName(EVENT_CLICK), this._config.selector, event => {\n const context = this._initializeOnDelegatedTarget(event)\n context.toggle()\n })\n } else if (trigger !== TRIGGER_MANUAL) {\n const eventIn = trigger === TRIGGER_HOVER ?\n this.constructor.eventName(EVENT_MOUSEENTER) :\n this.constructor.eventName(EVENT_FOCUSIN)\n const eventOut = trigger === TRIGGER_HOVER ?\n this.constructor.eventName(EVENT_MOUSELEAVE) :\n this.constructor.eventName(EVENT_FOCUSOUT)\n\n EventHandler.on(this._element, eventIn, this._config.selector, event => {\n const context = this._initializeOnDelegatedTarget(event)\n context._activeTrigger[event.type === 'focusin' ? TRIGGER_FOCUS : TRIGGER_HOVER] = true\n context._enter()\n })\n EventHandler.on(this._element, eventOut, this._config.selector, event => {\n const context = this._initializeOnDelegatedTarget(event)\n context._activeTrigger[event.type === 'focusout' ? TRIGGER_FOCUS : TRIGGER_HOVER] =\n context._element.contains(event.relatedTarget)\n\n context._leave()\n })\n }\n }\n\n this._hideModalHandler = () => {\n if (this._element) {\n this.hide()\n }\n }\n\n EventHandler.on(this._element.closest(SELECTOR_MODAL), EVENT_MODAL_HIDE, this._hideModalHandler)\n }\n\n _fixTitle() {\n const title = this._element.getAttribute('title')\n\n if (!title) {\n return\n }\n\n if (!this._element.getAttribute('aria-label') && !this._element.textContent.trim()) {\n this._element.setAttribute('aria-label', title)\n }\n\n this._element.setAttribute('data-bs-original-title', title) // DO NOT USE IT. Is only for backwards compatibility\n this._element.removeAttribute('title')\n }\n\n _enter() {\n if (this._isShown() || this._isHovered) {\n this._isHovered = true\n return\n }\n\n this._isHovered = true\n\n this._setTimeout(() => {\n if (this._isHovered) {\n this.show()\n }\n }, this._config.delay.show)\n }\n\n _leave() {\n if (this._isWithActiveTrigger()) {\n return\n }\n\n this._isHovered = false\n\n this._setTimeout(() => {\n if (!this._isHovered) {\n this.hide()\n }\n }, this._config.delay.hide)\n }\n\n _setTimeout(handler, timeout) {\n clearTimeout(this._timeout)\n this._timeout = setTimeout(handler, timeout)\n }\n\n _isWithActiveTrigger() {\n return Object.values(this._activeTrigger).includes(true)\n }\n\n _getConfig(config) {\n const dataAttributes = Manipulator.getDataAttributes(this._element)\n\n for (const dataAttribute of Object.keys(dataAttributes)) {\n if (DISALLOWED_ATTRIBUTES.has(dataAttribute)) {\n delete dataAttributes[dataAttribute]\n }\n }\n\n config = {\n ...dataAttributes,\n ...(typeof config === 'object' && config ? config : {})\n }\n config = this._mergeConfigObj(config)\n config = this._configAfterMerge(config)\n this._typeCheckConfig(config)\n return config\n }\n\n _configAfterMerge(config) {\n config.container = config.container === false ? document.body : getElement(config.container)\n\n if (typeof config.delay === 'number') {\n config.delay = {\n show: config.delay,\n hide: config.delay\n }\n }\n\n if (typeof config.title === 'number') {\n config.title = config.title.toString()\n }\n\n if (typeof config.content === 'number') {\n config.content = config.content.toString()\n }\n\n return config\n }\n\n _getDelegateConfig() {\n const config = {}\n\n for (const [key, value] of Object.entries(this._config)) {\n if (this.constructor.Default[key] !== value) {\n config[key] = value\n }\n }\n\n config.selector = false\n config.trigger = 'manual'\n\n // In the future can be replaced with:\n // const keysWithDifferentValues = Object.entries(this._config).filter(entry => this.constructor.Default[entry[0]] !== this._config[entry[0]])\n // `Object.fromEntries(keysWithDifferentValues)`\n return config\n }\n\n _disposePopper() {\n if (this._popper) {\n this._popper.destroy()\n this._popper = null\n }\n\n if (this.tip) {\n this.tip.remove()\n this.tip = null\n }\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Tooltip.getOrCreateInstance(this, config)\n\n if (typeof config !== 'string') {\n return\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`)\n }\n\n data[config]()\n })\n }\n}\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Tooltip)\n\nexport default Tooltip\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap popover.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport Tooltip from './tooltip.js'\nimport { defineJQueryPlugin } from './util/index.js'\n\n/**\n * Constants\n */\n\nconst NAME = 'popover'\n\nconst SELECTOR_TITLE = '.popover-header'\nconst SELECTOR_CONTENT = '.popover-body'\n\nconst Default = {\n ...Tooltip.Default,\n content: '',\n offset: [0, 8],\n placement: 'right',\n template: '
    ' +\n '
    ' +\n '

    ' +\n '
    ' +\n '
    ',\n trigger: 'click'\n}\n\nconst DefaultType = {\n ...Tooltip.DefaultType,\n content: '(null|string|element|function)'\n}\n\n/**\n * Class definition\n */\n\nclass Popover extends Tooltip {\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Overrides\n _isWithContent() {\n return this._getTitle() || this._getContent()\n }\n\n // Private\n _getContentForTemplate() {\n return {\n [SELECTOR_TITLE]: this._getTitle(),\n [SELECTOR_CONTENT]: this._getContent()\n }\n }\n\n _getContent() {\n return this._resolvePossibleFunction(this._config.content)\n }\n\n // Static\n static jQueryInterface(config) {\n return this.each(function () {\n const data = Popover.getOrCreateInstance(this, config)\n\n if (typeof config !== 'string') {\n return\n }\n\n if (typeof data[config] === 'undefined') {\n throw new TypeError(`No method named \"${config}\"`)\n }\n\n data[config]()\n })\n }\n}\n\n/**\n * jQuery\n */\n\ndefineJQueryPlugin(Popover)\n\nexport default Popover\n","/**\n * --------------------------------------------------------------------------\n * Bootstrap scrollspy.js\n * Licensed under MIT (https://github.com/twbs/bootstrap/blob/main/LICENSE)\n * --------------------------------------------------------------------------\n */\n\nimport BaseComponent from './base-component.js'\nimport EventHandler from './dom/event-handler.js'\nimport SelectorEngine from './dom/selector-engine.js'\nimport { defineJQueryPlugin, getElement, isDisabled, isVisible } from './util/index.js'\n\n/**\n * Constants\n */\n\nconst NAME = 'scrollspy'\nconst DATA_KEY = 'bs.scrollspy'\nconst EVENT_KEY = `.${DATA_KEY}`\nconst DATA_API_KEY = '.data-api'\n\nconst EVENT_ACTIVATE = `activate${EVENT_KEY}`\nconst EVENT_CLICK = `click${EVENT_KEY}`\nconst EVENT_LOAD_DATA_API = `load${EVENT_KEY}${DATA_API_KEY}`\n\nconst CLASS_NAME_DROPDOWN_ITEM = 'dropdown-item'\nconst CLASS_NAME_ACTIVE = 'active'\n\nconst SELECTOR_DATA_SPY = '[data-bs-spy=\"scroll\"]'\nconst SELECTOR_TARGET_LINKS = '[href]'\nconst SELECTOR_NAV_LIST_GROUP = '.nav, .list-group'\nconst SELECTOR_NAV_LINKS = '.nav-link'\nconst SELECTOR_NAV_ITEMS = '.nav-item'\nconst SELECTOR_LIST_ITEMS = '.list-group-item'\nconst SELECTOR_LINK_ITEMS = `${SELECTOR_NAV_LINKS}, ${SELECTOR_NAV_ITEMS} > ${SELECTOR_NAV_LINKS}, ${SELECTOR_LIST_ITEMS}`\nconst SELECTOR_DROPDOWN = '.dropdown'\nconst SELECTOR_DROPDOWN_TOGGLE = '.dropdown-toggle'\n\nconst Default = {\n offset: null, // TODO: v6 @deprecated, keep it for backwards compatibility reasons\n rootMargin: '0px 0px -25%',\n smoothScroll: false,\n target: null,\n threshold: [0.1, 0.5, 1]\n}\n\nconst DefaultType = {\n offset: '(number|null)', // TODO v6 @deprecated, keep it for backwards compatibility reasons\n rootMargin: 'string',\n smoothScroll: 'boolean',\n target: 'element',\n threshold: 'array'\n}\n\n/**\n * Class definition\n */\n\nclass ScrollSpy extends BaseComponent {\n constructor(element, config) {\n super(element, config)\n\n // this._element is the observablesContainer and config.target the menu links wrapper\n this._targetLinks = new Map()\n this._observableSections = new Map()\n this._rootElement = getComputedStyle(this._element).overflowY === 'visible' ? null : this._element\n this._activeTarget = null\n this._observer = null\n this._previousScrollData = {\n visibleEntryTop: 0,\n parentScrollTop: 0\n }\n this.refresh() // initialize\n }\n\n // Getters\n static get Default() {\n return Default\n }\n\n static get DefaultType() {\n return DefaultType\n }\n\n static get NAME() {\n return NAME\n }\n\n // Public\n refresh() {\n this._initializeTargetsAndObservables()\n this._maybeEnableSmoothScroll()\n\n if (this._observer) {\n this._observer.disconnect()\n } else {\n this._observer = this._getNewObserver()\n }\n\n for (const section of this._observableSections.values()) {\n this._observer.observe(section)\n }\n }\n\n dispose() {\n this._observer.disconnect()\n super.dispose()\n }\n\n // Private\n _configAfterMerge(config) {\n // TODO: on v6 target should be given explicitly & remove the {target: 'ss-target'} case\n config.target = getElement(config.target) || document.body\n\n // TODO: v6 Only for backwards compatibility reasons. Use rootMargin only\n config.rootMargin = config.offset ? `${config.offset}px 0px -30%` : config.rootMargin\n\n if (typeof config.threshold === 'string') {\n config.threshold = config.threshold.split(',').map(value => Number.parseFloat(value))\n }\n\n return config\n }\n\n _maybeEnableSmoothScroll() {\n if (!this._config.smoothScroll) {\n return\n }\n\n // unregister any previous listeners\n EventHandler.off(this._config.target, EVENT_CLICK)\n\n EventHandler.on(this._config.target, EVENT_CLICK, SELECTOR_TARGET_LINKS, event => {\n const observableSection = this._observableSections.get(event.target.hash)\n if (observableSection) {\n event.preventDefault()\n const root = this._rootElement || window\n const height = observableSection.offsetTop - this._element.offsetTop\n if (root.scrollTo) {\n root.scrollTo({ top: height, behavior: 'smooth' })\n return\n }\n\n // Chrome 60 doesn't support `scrollTo`\n root.scrollTop = height\n }\n })\n }\n\n _getNewObserver() {\n const options = {\n root: this._rootElement,\n threshold: this._config.threshold,\n rootMargin: this._config.rootMargin\n }\n\n return new IntersectionObserver(entries => this._observerCallback(entries), options)\n }\n\n // The logic of selection\n _observerCallback(entries) {\n const targetElement = entry => this._targetLinks.get(`#${entry.target.id}`)\n const activate = entry => {\n this._previousScrollData.visibleEntryTop = entry.target.offsetTop\n this._process(targetElement(entry))\n }\n\n const parentScrollTop = (this._rootElement || document.documentElement).scrollTop\n const userScrollsDown = parentScrollTop >= this._previousScrollData.parentScrollTop\n this._previousScrollData.parentScrollTop = parentScrollTop\n\n for (const entry of entries) {\n if (!entry.isIntersecting) {\n this._activeTarget = null\n this._clearActiveClass(targetElement(entry))\n\n continue\n }\n\n const entryIsLowerThanPrevious = entry.target.offsetTop >= this._previousScrollData.visibleEntryTop\n // if we are scrolling down, pick the bigger offsetTop\n if (userScrollsDown && entryIsLowerThanPrevious) {\n activate(entry)\n // if parent isn't scrolled, let's keep the first visible item, breaking the iteration\n if (!parentScrollTop) {\n return\n }\n\n continue\n }\n\n // if we are scrolling up, pick the smallest offsetTop\n if (!userScrollsDown && !entryIsLowerThanPrevious) {\n activate(entry)\n }\n }\n }\n\n _initializeTargetsAndObservables() {\n this._targetLinks = new Map()\n this._observableSections = new Map()\n\n const targetLinks = SelectorEngine.find(SELECTOR_TARGET_LINKS, this._config.target)\n\n for (const anchor of targetLinks) {\n // ensure that the anchor has an id and is not disabled\n if (!anchor.hash || isDisabled(anchor)) {\n continue\n }\n\n const observableSection = SelectorEngine.findOne(decodeURI(anchor.hash), this._element)\n\n // ensure that the observableSection exists & is visible\n if (isVisible(observableSection)) {\n this._targetLinks.set(decodeURI(anchor.hash), anchor)\n this._observableSections.set(anchor.hash, observableSection)\n }\n }\n }\n\n _process(target) {\n if (this._activeTarget === target) {\n return\n }\n\n this._clearActiveClass(this._config.target)\n this._activeTarget = target\n target.classList.add(CLASS_NAME_ACTIVE)\n this._activateParents(target)\n\n EventHandler.trigger(this._element, EVENT_ACTIVATE, { relatedTarget: target })\n }\n\n _activateParents(target) {\n // Activate dropdown parents\n if (target.classList.contains(CLASS_NAME_DROPDOWN_ITEM)) {\n SelectorEngine.findOne(SELECTOR_DROPDOWN_TOGGLE, target.closest(SELECTOR_DROPDOWN))\n .classList.add(CLASS_NAME_ACTIVE)\n return\n }\n\n for (const listGroup of SelectorEngine.parents(target, SELECTOR_NAV_LIST_GROUP)) {\n // Set triggered links parents as active\n // With both
      and