From ec28ea99099258da25863bc1b257df4032f24d28 Mon Sep 17 00:00:00 2001 From: jhseeman Date: Thu, 20 Jun 2024 14:36:39 -0400 Subject: [PATCH 01/54] add plotting utility functions --- R/util_plots.R | 202 +++++++++++++++++++++++++++++++ man/create_cormat_plot.Rd | 19 +++ man/plot_categorical_bar.Rd | 24 ++++ man/plot_cormat.Rd | 21 ++++ man/plot_numeric_hist_kde.Rd | 24 ++++ tests/testthat/test-util_plots.R | 83 +++++++++++++ 6 files changed, 373 insertions(+) create mode 100644 R/util_plots.R create mode 100644 man/create_cormat_plot.Rd create mode 100644 man/plot_categorical_bar.Rd create mode 100644 man/plot_cormat.Rd create mode 100644 man/plot_numeric_hist_kde.Rd create mode 100644 tests/testthat/test-util_plots.R diff --git a/R/util_plots.R b/R/util_plots.R new file mode 100644 index 0000000..875728c --- /dev/null +++ b/R/util_plots.R @@ -0,0 +1,202 @@ +#' Create a histogram + KDE estimate for a numeric variable. +#' +#' @param joint_data A data.frame combining rows from confidential and synthetic +#' data, with the column 'source' identifying the two. +#' @param var_name Numeric variable name to plot. +#' @param cat1_name Optional categorical variable to group by for subplots. +#' @param cat2_name Optional categorical variable to group by for subplots. +#' +#' @return A `ggplot2` plot +#' +#' @export +plot_numeric_hist_kde <- function(joint_data, + var_name, + cat1_name = NULL, + cat2_name = NULL) { + + # check data types + stopifnot(pillar::type_sum(joint_data[[var_name]]) == "dbl") + + if (!is.null(cat1_name)) { + + stopifnot(pillar::type_sum(joint_data[[cat1_name]]) == "fct") + + } + + if (!is.null(cat2_name)) { + + + stopifnot(pillar::type_sum(joint_data[[cat2_name]]) == "fct") + + } + + # check source variable + stopifnot(all(c("confidential", "synthetic") %in% + (joint_data[["source"]] %>% unique))) + + plot <- ggplot2::ggplot( + data = joint_data, + mapping = ggplot2::aes(x = !!rlang::sym(var_name), + y = ggplot2::after_stat(density), + fill = source) + ) + + ggplot2::geom_histogram(position = "identity", + bins = 30, + color = "black", + alpha = .3) + + ggplot2::geom_density(ggplot2::aes(color = source), + alpha = .3) + + ggplot2::theme( + axis.text.x = ggplot2::element_text(angle = 90) + ) + + if (!is.null(cat1_name) & is.null(cat2_name)) { + + plot <- plot + ggplot2::facet_wrap(vars(!!rlang::sym(cat1_name))) + + } + + if (!is.null(cat1_name) & !is.null(cat2_name)) { + + plot <- plot + ggplot2::facet_grid(rows = vars(!!rlang::sym(cat1_name)), + cols = vars(!!rlang::sym(cat2_name))) + + } + + return(plot) + +} + +#' Create bar charts for a categorical random variable. +#' +#' @param joint_data A data.frame combining rows from confidential and synthetic +#' data, with the column 'source' identifying the two. +#' @param var_name Categorical variable name to plot. +#' @param cat1_name Optional categorical variable to group by for subplots. +#' @param cat2_name Optional categorical variable to group by for subplots. +#' +#' @return A `ggplot2` plot +#' +#' @export +plot_categorical_bar <- function(joint_data, + var_name, + cat1_name = NULL, + cat2_name = NULL) { + + # check data types + stopifnot(pillar::type_sum(joint_data[[var_name]]) == "fct") + + if (!is.null(cat1_name)) { + + stopifnot(pillar::type_sum(joint_data[[cat1_name]]) == "fct") + + } + + if (!is.null(cat2_name)) { + + + stopifnot(pillar::type_sum(joint_data[[cat2_name]]) == "fct") + + } + + # check source variable + stopifnot(all(c("confidential", "synthetic") %in% + (joint_data[["source"]] %>% unique))) + + plot <- ggplot2::ggplot( + data = joint_data, + mapping = ggplot2::aes(x = !!rlang::sym(var_name), + fill = source, + group = source) + ) + + ggplot2::geom_bar(position = ggplot2::position_dodge()) + + ggplot2::theme( + axis.text.x = ggplot2::element_text(angle = 90) + ) + + if (!is.null(cat1_name) & is.null(cat2_name)) { + + plot <- plot + ggplot2::facet_wrap(vars(!!rlang::sym(cat1_name))) + + } + + if (!is.null(cat1_name) & !is.null(cat2_name)) { + + plot <- plot + ggplot2::facet_grid(rows = vars(!!rlang::sym(cat1_name)), + cols = vars(!!rlang::sym(cat2_name))) + + } + + return(plot) + +} + +#' Create a correlation heatmap for numeric random variables. +#' +#' @param data A data.frame/ +#' @param cor_method A correlation method to pass to `stats::cor(., method=)` +#' +#' @return A `ggplot2` plot +#' +#' @export +create_cormat_plot <- function(data, cor_method = "pearson") { + + # get numeric variable names + dtypes <- data %>% purrr::map_chr(~ pillar::type_sum(.x)) + num_vars <- names(dtypes[dtypes == "dbl"]) + + # get lower triangular correlation matrix + cmat <- stats::cor(data[num_vars], method = cor_method) %>% + round(2) + cmat[upper.tri(cmat)] <- NA + + # generate plot + cmat_df <- as.data.frame.table(cmat) %>% + dplyr::filter(stats::complete.cases(.)) + + plot <- ggplot2::ggplot(data = cmat_df, + mapping = ggplot2::aes(x = Var1, + y = Var2, + fill = Freq)) + + ggplot2::geom_tile(color = "white") + + ggplot2::scale_fill_gradient2(low = "firebrick", + high= "chartreuse4", + mid = "white", + midpoint = 0, + limit=c(-1, 1), + space = "Lab", + name="Correlation") + + ggplot2::theme(axis.text.x = ggplot2::element_text(angle=90, vjust = 1), + axis.title.x = ggplot2::element_blank(), + axis.title.y = ggplot2::element_blank(), + panel.border = ggplot2::element_blank(), + panel.background = ggplot2::element_blank(), + panel.grid.major = ggplot2::element_blank(), + axis.ticks = ggplot2::element_blank()) + + ggplot2::coord_fixed() + + ggplot2::geom_text(ggplot2::aes(label = Freq), + color = "black", size = 4) + + return(plot) + +} + +#' Create side-by-side correlation heatmaps for numeric random variables. +#' +#' @param conf_data Confidential data +#' @param synth_data Synthetic data +#' @param cor_method A correlation method to pass to `stats::cor(., method=)` +#' +#' @return A `ggplot2` plot +#' +#' @export +plot_cormat <- function(conf_data, synth_data, cor_method = "pearson") { + + p1 <- create_cormat_plot(conf_data, cor_method = cor_method) + + ggplot2::ggtitle("Confidential data") + p2 <- create_cormat_plot(synth_data, cor_method = cor_method) + + ggplot2::ggtitle("Synthetic data") + + gridExtra::grid.arrange(p1, p2, nrow=1) + +} diff --git a/man/create_cormat_plot.Rd b/man/create_cormat_plot.Rd new file mode 100644 index 0000000..6babdbd --- /dev/null +++ b/man/create_cormat_plot.Rd @@ -0,0 +1,19 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/util_plots.R +\name{create_cormat_plot} +\alias{create_cormat_plot} +\title{Create a correlation heatmap for numeric random variables.} +\usage{ +create_cormat_plot(data, cor_method = "pearson") +} +\arguments{ +\item{data}{A data.frame/} + +\item{cor_method}{A correlation method to pass to \verb{stats::cor(., method=)}} +} +\value{ +A \code{ggplot2} plot +} +\description{ +Create a correlation heatmap for numeric random variables. +} diff --git a/man/plot_categorical_bar.Rd b/man/plot_categorical_bar.Rd new file mode 100644 index 0000000..a6cf387 --- /dev/null +++ b/man/plot_categorical_bar.Rd @@ -0,0 +1,24 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/util_plots.R +\name{plot_categorical_bar} +\alias{plot_categorical_bar} +\title{Create bar charts for a categorical random variable.} +\usage{ +plot_categorical_bar(joint_data, var_name, cat1_name = NULL, cat2_name = NULL) +} +\arguments{ +\item{joint_data}{A data.frame combining rows from confidential and synthetic +data, with the column 'source' identifying the two.} + +\item{var_name}{Categorical variable name to plot.} + +\item{cat1_name}{Optional categorical variable to group by for subplots.} + +\item{cat2_name}{Optional categorical variable to group by for subplots.} +} +\value{ +A \code{ggplot2} plot +} +\description{ +Create bar charts for a categorical random variable. +} diff --git a/man/plot_cormat.Rd b/man/plot_cormat.Rd new file mode 100644 index 0000000..a1d35bc --- /dev/null +++ b/man/plot_cormat.Rd @@ -0,0 +1,21 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/util_plots.R +\name{plot_cormat} +\alias{plot_cormat} +\title{Create side-by-side correlation heatmaps for numeric random variables.} +\usage{ +plot_cormat(conf_data, synth_data, cor_method = "pearson") +} +\arguments{ +\item{conf_data}{Confidential data} + +\item{synth_data}{Synthetic data} + +\item{cor_method}{A correlation method to pass to \verb{stats::cor(., method=)}} +} +\value{ +A \code{ggplot2} plot +} +\description{ +Create side-by-side correlation heatmaps for numeric random variables. +} diff --git a/man/plot_numeric_hist_kde.Rd b/man/plot_numeric_hist_kde.Rd new file mode 100644 index 0000000..19e7bd5 --- /dev/null +++ b/man/plot_numeric_hist_kde.Rd @@ -0,0 +1,24 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/util_plots.R +\name{plot_numeric_hist_kde} +\alias{plot_numeric_hist_kde} +\title{Create a histogram + KDE estimate for a numeric variable.} +\usage{ +plot_numeric_hist_kde(joint_data, var_name, cat1_name = NULL, cat2_name = NULL) +} +\arguments{ +\item{joint_data}{A data.frame combining rows from confidential and synthetic +data, with the column 'source' identifying the two.} + +\item{var_name}{Numeric variable name to plot.} + +\item{cat1_name}{Optional categorical variable to group by for subplots.} + +\item{cat2_name}{Optional categorical variable to group by for subplots.} +} +\value{ +A \code{ggplot2} plot +} +\description{ +Create a histogram + KDE estimate for a numeric variable. +} diff --git a/tests/testthat/test-util_plots.R b/tests/testthat/test-util_plots.R new file mode 100644 index 0000000..7fc785d --- /dev/null +++ b/tests/testthat/test-util_plots.R @@ -0,0 +1,83 @@ +conf_df <- data.frame( + n1 = c(1., 2., 3., 4.), + n2 = c(5., 6., 7., 8.), + c1 = factor(c("1", "1", "2", "1")), + c2 = factor(c("a", "a", "a", "b")) +) + +synth_df <- data.frame( + n1 = c(1., 2., 4., 4.), + n2 = c(5., 5., 7., 9.), + c1 = factor(c("1", "2", "2", "1")), + c2 = factor(c("a", "b", "a", "b")) +) + +joint_data <- dplyr::bind_rows( + confidential = conf_df, + synthetic = synth_df, + .id = "source" +) + +test_that("plot_numeric_hist_kde throws expected errors", { + + expect_error( + plot_numeric_hist_kde(joint_data, "c1") + ) + + expect_error( + plot_numeric_hist_kde(joint_data, "n1", "n2") + ) + + expect_error( + plot_numeric_hist_kde(joint_data, "n1", "c1", "n2") + ) + +}) + +test_that("plot_numeric_hist_kde creates the right ggplot", { + + plot <- plot_numeric_hist_kde(joint_data, "n1") + expect_s3_class(plot$layers[[1]]$geom, "GeomBar") + expect_s3_class(plot$layers[[2]]$geom, "GeomDensity") + +}) + +test_that("plot_categorical_bar throws expected errors", { + + expect_error( + plot_categorical_bar(joint_data, "n1") + ) + + expect_error( + plot_categorical_bar(joint_data, "c1", "n2") + ) + + expect_error( + plot_categorical_bar(joint_data, "c1", "c1", "n2") + ) + +}) + +test_that("plot_categorical_bar creates the right ggplot", { + + plot <- plot_categorical_bar(joint_data, "c1") + expect_s3_class(plot$layers[[1]]$geom, "GeomBar") + +}) + +test_that("create_cormat_plot creates the right ggplot", { + + plot <- create_cormat_plot(synth_df) + + expect_s3_class(plot$layers[[1]]$geom, "GeomTile") + expect_s3_class(plot$layers[[2]]$geom, "GeomText") + +}) + +test_that("plot_cormat creates the right ggplot", { + + plot <- plot_cormat(conf_df, synth_df) + + expect_equal(length(plot$grobs), 2) + +}) \ No newline at end of file From b0f2401e8dd4896a5af92dcebefdd98065514d2d Mon Sep 17 00:00:00 2001 From: jhseeman Date: Mon, 24 Jun 2024 07:43:33 -0400 Subject: [PATCH 02/54] update ci overlap doc --- R/util_ci_overlap.R | 31 ++++++++++++++++++++++++++++--- man/util_ci_overlap.Rd | 38 ++++++++++++++++++++++++++++++++++---- 2 files changed, 62 insertions(+), 7 deletions(-) diff --git a/R/util_ci_overlap.R b/R/util_ci_overlap.R index 8d34019..903c131 100644 --- a/R/util_ci_overlap.R +++ b/R/util_ci_overlap.R @@ -4,8 +4,33 @@ #' @param data A data frame with the original data #' @param formula A formula for a linear regression model #' -#' @return A list with the regression confidence interval overlap and estimated -#' coefficients +#' @return A list of two dataframes: +#' * `ci_overlap`: one row per model parameter with utility metrics. +#' * `overlap `: symmetric overlap metric, calculated as the average of the +#' interval overlap contained in the synthetic confidence interval and the +#' interval overlap contained in the confidential confidence interval. +#' * `coef_diff`: synthetic parameter estimate - confidential parameter estimate +#' * `std_coef_diff`: `coef_diff` divided by the standard error for the confidential data. +#' * `sign_match`: boolean if the synthetic and confidential parameter estimates have the same sign. +#' * `significance_match`: boolean if the null hypothesis test where the +#' parameter is 0 has p-value less than .05 agrees in both confidential and +#' synthetic data. +#' * `ss`: boolean if both `sign_match` and `significance_match` are true. +#' * `sso`: boolean if `sign_match` is true and `overlap` is positive. +#' * `coef_diff`: one row per model parameter and data source (confidential or +#' synthetic) listing parameter estimates, standard errors, test statistics, +#' p-values for null hypothesis tests, and 95% confidence interval bounds. +#' +#' @examples +#' conf_data <- mtcars +#' synth_data <- mtcars %>% +#' dplyr::slice_sample(n = nrow(mtcars) / 2) +#' +#' util_ci_overlap( +#' conf_data, +#' synth_data, +#' mpg ~ disp + vs + am +#' ) #' #' @family Utility metrics #' @@ -74,4 +99,4 @@ util_ci_overlap <- function(postsynth, data, formula) { coefficient = coefficients ) -} \ No newline at end of file +} diff --git a/man/util_ci_overlap.Rd b/man/util_ci_overlap.Rd index d538073..81cbb61 100644 --- a/man/util_ci_overlap.Rd +++ b/man/util_ci_overlap.Rd @@ -14,18 +14,48 @@ util_ci_overlap(postsynth, data, formula) \item{formula}{A formula for a linear regression model} } \value{ -A list with the regression confidence interval overlap and estimated -coefficients +A list of two dataframes: +\itemize{ +\item \code{ci_overlap}: one row per model parameter with utility metrics. +\itemize{ +\item \code{overlap }: symmetric overlap metric, calculated as the average of the +interval overlap contained in the synthetic confidence interval and the +interval overlap contained in the confidential confidence interval. +\item \code{coef_diff}: synthetic parameter estimate - confidential parameter estimate +\item \code{std_coef_diff}: \code{coef_diff} divided by the standard error for the confidential data. +\item \code{sign_match}: boolean if the synthetic and confidential parameter estimates have the same sign. +\item \code{significance_match}: boolean if the null hypothesis test where the +parameter is 0 has p-value less than .05 agrees in both confidential and +synthetic data. +\item \code{ss}: boolean if both \code{sign_match} and \code{significance_match} are true. +\item \code{sso}: boolean if \code{sign_match} is true and \code{overlap} is positive. +} +\item \code{coef_diff}: one row per model parameter and data source (confidential or +synthetic) listing parameter estimates, standard errors, test statistics, +p-values for null hypothesis tests, and 95\% confidence interval bounds. +} } \description{ Regression confidence interval overlap +} +\examples{ +conf_data <- mtcars +synth_data <- mtcars \%>\% + dplyr::slice_sample(n = nrow(mtcars) / 2) + +util_ci_overlap( + conf_data, + synth_data, + mpg ~ disp + vs + am +) + } \seealso{ Other Utility metrics: -\code{\link{add_pmse_ratio}()}, \code{\link{add_pmse}()}, -\code{\link{add_propensities_tuned}()}, +\code{\link{add_pmse_ratio}()}, \code{\link{add_propensities}()}, +\code{\link{add_propensities_tuned}()}, \code{\link{add_specks}()}, \code{\link{discrimination}()}, \code{\link{util_ks_distance}()}, From 8181c795901027142f22804ed03b7d38d6619161 Mon Sep 17 00:00:00 2001 From: awunderground Date: Mon, 1 Jul 2024 19:46:26 -0400 Subject: [PATCH 03/54] Fix checks from iss73 and make a few style changes --- DESCRIPTION | 6 ++- NAMESPACE | 4 ++ R/util_plots.R | 92 +++++++++++++++++++++-------------- man/add_pmse.Rd | 2 +- man/add_pmse_ratio.Rd | 2 +- man/add_propensities.Rd | 2 +- man/add_propensities_tuned.Rd | 2 +- man/add_specks.Rd | 4 +- man/discrimination.Rd | 4 +- man/util_ci_overlap.Rd | 4 +- man/util_ks_distance.Rd | 4 +- man/util_proportions.Rd | 4 +- 12 files changed, 79 insertions(+), 51 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index fff2beb..0daccc2 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -16,17 +16,21 @@ License: AGPL (>= 3) BugReports: https://github.com/UI-Research/syntheval/issues Encoding: UTF-8 Roxygen: list(markdown = TRUE) -RoxygenNote: 7.2.3 +RoxygenNote: 7.3.1 Suggests: testthat (>= 3.0.0) Config/testthat/edition: 3 Imports: broom, dplyr, + ggplot2, gower, + gridExtra, Hmisc, magrittr, parsnip, + pillar, + purrr, recipes, rlang, rsample, diff --git a/NAMESPACE b/NAMESPACE index 222f974..dbfa2aa 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -7,8 +7,12 @@ export(add_pmse_ratio) export(add_propensities) export(add_propensities_tuned) export(add_specks) +export(create_cormat_plot) export(disc_mit) export(discrimination) +export(plot_categorical_bar) +export(plot_cormat) +export(plot_numeric_hist_kde) export(util_ci_overlap) export(util_co_occurrence) export(util_corr_fit) diff --git a/R/util_plots.R b/R/util_plots.R index 875728c..e3d4791 100644 --- a/R/util_plots.R +++ b/R/util_plots.R @@ -36,30 +36,39 @@ plot_numeric_hist_kde <- function(joint_data, plot <- ggplot2::ggplot( data = joint_data, - mapping = ggplot2::aes(x = !!rlang::sym(var_name), - y = ggplot2::after_stat(density), - fill = source) + mapping = ggplot2::aes( + x = !!rlang::sym(var_name), + y = ggplot2::after_stat(stats::density), + fill = source) ) + - ggplot2::geom_histogram(position = "identity", - bins = 30, - color = "black", - alpha = .3) + - ggplot2::geom_density(ggplot2::aes(color = source), - alpha = .3) + + ggplot2::geom_histogram( + position = "identity", + bins = 30, + color = "black", + alpha = 0.3 + ) + + ggplot2::geom_density( + ggplot2::aes(color = source), + alpha = 0.3 + ) + ggplot2::theme( axis.text.x = ggplot2::element_text(angle = 90) ) if (!is.null(cat1_name) & is.null(cat2_name)) { - plot <- plot + ggplot2::facet_wrap(vars(!!rlang::sym(cat1_name))) + plot <- plot + + ggplot2::facet_wrap(ggplot2::vars(!!rlang::sym(cat1_name))) } if (!is.null(cat1_name) & !is.null(cat2_name)) { - plot <- plot + ggplot2::facet_grid(rows = vars(!!rlang::sym(cat1_name)), - cols = vars(!!rlang::sym(cat2_name))) + plot <- plot + + ggplot2::facet_grid( + rows = ggplot2::vars(!!rlang::sym(cat1_name)), + cols = ggplot2::vars(!!rlang::sym(cat2_name)) + ) } @@ -116,14 +125,18 @@ plot_categorical_bar <- function(joint_data, if (!is.null(cat1_name) & is.null(cat2_name)) { - plot <- plot + ggplot2::facet_wrap(vars(!!rlang::sym(cat1_name))) + plot <- plot + + ggplot2::facet_wrap(ggplot2::vars(!!rlang::sym(cat1_name))) } if (!is.null(cat1_name) & !is.null(cat2_name)) { - plot <- plot + ggplot2::facet_grid(rows = vars(!!rlang::sym(cat1_name)), - cols = vars(!!rlang::sym(cat2_name))) + plot <- plot + + ggplot2::facet_grid( + rows = ggplot2::vars(!!rlang::sym(cat1_name)), + cols = ggplot2::vars(!!rlang::sym(cat2_name)) + ) } @@ -147,35 +160,42 @@ create_cormat_plot <- function(data, cor_method = "pearson") { # get lower triangular correlation matrix cmat <- stats::cor(data[num_vars], method = cor_method) %>% - round(2) + round(digits = 2) cmat[upper.tri(cmat)] <- NA # generate plot cmat_df <- as.data.frame.table(cmat) %>% - dplyr::filter(stats::complete.cases(.)) + tidyr::drop_na() plot <- ggplot2::ggplot(data = cmat_df, - mapping = ggplot2::aes(x = Var1, - y = Var2, - fill = Freq)) + + mapping = ggplot2::aes(x = .data$Var1, + y = .data$Var2, + fill = .data$Freq)) + ggplot2::geom_tile(color = "white") + - ggplot2::scale_fill_gradient2(low = "firebrick", - high= "chartreuse4", - mid = "white", - midpoint = 0, - limit=c(-1, 1), - space = "Lab", - name="Correlation") + - ggplot2::theme(axis.text.x = ggplot2::element_text(angle=90, vjust = 1), - axis.title.x = ggplot2::element_blank(), - axis.title.y = ggplot2::element_blank(), - panel.border = ggplot2::element_blank(), - panel.background = ggplot2::element_blank(), - panel.grid.major = ggplot2::element_blank(), - axis.ticks = ggplot2::element_blank()) + + ggplot2::scale_fill_gradient2( + low = "firebrick", + high= "chartreuse4", + mid = "white", + midpoint = 0, + limit=c(-1, 1), + space = "Lab", + name="Correlation" + ) + + ggplot2::theme( + axis.text.x = ggplot2::element_text(angle=90, vjust = 1), + axis.title.x = ggplot2::element_blank(), + axis.title.y = ggplot2::element_blank(), + panel.border = ggplot2::element_blank(), + panel.background = ggplot2::element_blank(), + panel.grid.major = ggplot2::element_blank(), + axis.ticks = ggplot2::element_blank() + ) + ggplot2::coord_fixed() + - ggplot2::geom_text(ggplot2::aes(label = Freq), - color = "black", size = 4) + ggplot2::geom_text( + ggplot2::aes(label = .data$Freq), + color = "black", + size = 4 + ) return(plot) diff --git a/man/add_pmse.Rd b/man/add_pmse.Rd index 2a12257..48da543 100644 --- a/man/add_pmse.Rd +++ b/man/add_pmse.Rd @@ -23,8 +23,8 @@ Add pMSE to discrimination object \seealso{ Other Utility metrics: \code{\link{add_pmse_ratio}()}, -\code{\link{add_propensities_tuned}()}, \code{\link{add_propensities}()}, +\code{\link{add_propensities_tuned}()}, \code{\link{add_specks}()}, \code{\link{discrimination}()}, \code{\link{util_ci_overlap}()}, diff --git a/man/add_pmse_ratio.Rd b/man/add_pmse_ratio.Rd index fc404bb..be2a13d 100644 --- a/man/add_pmse_ratio.Rd +++ b/man/add_pmse_ratio.Rd @@ -27,8 +27,8 @@ Add pMSE ratio to discrimination object \seealso{ Other Utility metrics: \code{\link{add_pmse}()}, -\code{\link{add_propensities_tuned}()}, \code{\link{add_propensities}()}, +\code{\link{add_propensities_tuned}()}, \code{\link{add_specks}()}, \code{\link{discrimination}()}, \code{\link{util_ci_overlap}()}, diff --git a/man/add_propensities.Rd b/man/add_propensities.Rd index f2e2896..aabfd08 100644 --- a/man/add_propensities.Rd +++ b/man/add_propensities.Rd @@ -40,8 +40,8 @@ Add propensities for if an observation belongs to the synthetic data } \seealso{ Other Utility metrics: -\code{\link{add_pmse_ratio}()}, \code{\link{add_pmse}()}, +\code{\link{add_pmse_ratio}()}, \code{\link{add_propensities_tuned}()}, \code{\link{add_specks}()}, \code{\link{discrimination}()}, diff --git a/man/add_propensities_tuned.Rd b/man/add_propensities_tuned.Rd index 9aa5c8d..c510a1f 100644 --- a/man/add_propensities_tuned.Rd +++ b/man/add_propensities_tuned.Rd @@ -46,8 +46,8 @@ Add propensities for if an observation belongs to the synthetic data } \seealso{ Other Utility metrics: -\code{\link{add_pmse_ratio}()}, \code{\link{add_pmse}()}, +\code{\link{add_pmse_ratio}()}, \code{\link{add_propensities}()}, \code{\link{add_specks}()}, \code{\link{discrimination}()}, diff --git a/man/add_specks.Rd b/man/add_specks.Rd index 8383940..86252b9 100644 --- a/man/add_specks.Rd +++ b/man/add_specks.Rd @@ -20,10 +20,10 @@ Add SPECKS to discrimination object } \seealso{ Other Utility metrics: -\code{\link{add_pmse_ratio}()}, \code{\link{add_pmse}()}, -\code{\link{add_propensities_tuned}()}, +\code{\link{add_pmse_ratio}()}, \code{\link{add_propensities}()}, +\code{\link{add_propensities_tuned}()}, \code{\link{discrimination}()}, \code{\link{util_ci_overlap}()}, \code{\link{util_ks_distance}()}, diff --git a/man/discrimination.Rd b/man/discrimination.Rd index b2dc2cb..d47a3d9 100644 --- a/man/discrimination.Rd +++ b/man/discrimination.Rd @@ -19,10 +19,10 @@ Combine synthetic data and data for a discriminant based metric } \seealso{ Other Utility metrics: -\code{\link{add_pmse_ratio}()}, \code{\link{add_pmse}()}, -\code{\link{add_propensities_tuned}()}, +\code{\link{add_pmse_ratio}()}, \code{\link{add_propensities}()}, +\code{\link{add_propensities_tuned}()}, \code{\link{add_specks}()}, \code{\link{util_ci_overlap}()}, \code{\link{util_ks_distance}()}, diff --git a/man/util_ci_overlap.Rd b/man/util_ci_overlap.Rd index d538073..26a5054 100644 --- a/man/util_ci_overlap.Rd +++ b/man/util_ci_overlap.Rd @@ -22,10 +22,10 @@ Regression confidence interval overlap } \seealso{ Other Utility metrics: -\code{\link{add_pmse_ratio}()}, \code{\link{add_pmse}()}, -\code{\link{add_propensities_tuned}()}, +\code{\link{add_pmse_ratio}()}, \code{\link{add_propensities}()}, +\code{\link{add_propensities_tuned}()}, \code{\link{add_specks}()}, \code{\link{discrimination}()}, \code{\link{util_ks_distance}()}, diff --git a/man/util_ks_distance.Rd b/man/util_ks_distance.Rd index dac56bb..f47e9ed 100644 --- a/man/util_ks_distance.Rd +++ b/man/util_ks_distance.Rd @@ -22,10 +22,10 @@ the synthetic and confidential data } \seealso{ Other Utility metrics: -\code{\link{add_pmse_ratio}()}, \code{\link{add_pmse}()}, -\code{\link{add_propensities_tuned}()}, +\code{\link{add_pmse_ratio}()}, \code{\link{add_propensities}()}, +\code{\link{add_propensities_tuned}()}, \code{\link{add_specks}()}, \code{\link{discrimination}()}, \code{\link{util_ci_overlap}()}, diff --git a/man/util_proportions.Rd b/man/util_proportions.Rd index 89df4fd..151fc61 100644 --- a/man/util_proportions.Rd +++ b/man/util_proportions.Rd @@ -34,10 +34,10 @@ Calculate relative frequency tables for categorical variables } \seealso{ Other Utility metrics: -\code{\link{add_pmse_ratio}()}, \code{\link{add_pmse}()}, -\code{\link{add_propensities_tuned}()}, +\code{\link{add_pmse_ratio}()}, \code{\link{add_propensities}()}, +\code{\link{add_propensities_tuned}()}, \code{\link{add_specks}()}, \code{\link{discrimination}()}, \code{\link{util_ci_overlap}()}, From 018b32109f783b77acc725ed13cbc8ad686a91a9 Mon Sep 17 00:00:00 2001 From: jhseeman <143003789+jhseeman@users.noreply.github.com> Date: Wed, 3 Jul 2024 16:03:10 -0400 Subject: [PATCH 04/54] fix histogram density aesthetic evaluation --- R/util_plots.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/R/util_plots.R b/R/util_plots.R index e3d4791..f3cb667 100644 --- a/R/util_plots.R +++ b/R/util_plots.R @@ -38,7 +38,7 @@ plot_numeric_hist_kde <- function(joint_data, data = joint_data, mapping = ggplot2::aes( x = !!rlang::sym(var_name), - y = ggplot2::after_stat(stats::density), + y = ggplot2::after_stat(!!rlang::sym('density')), fill = source) ) + ggplot2::geom_histogram( From 9e28dc032181c1ec5f5831b638dff36c57c77347 Mon Sep 17 00:00:00 2001 From: jhseeman <143003789+jhseeman@users.noreply.github.com> Date: Tue, 16 Jul 2024 10:14:46 -0400 Subject: [PATCH 05/54] disaggregregate MIT results --- R/disc_mit.R | 39 +++++++++++++++++++++++----------- man/disc_mit.Rd | 11 +++++++++- tests/testthat/test-disc_mit.R | 16 ++++++++++++++ 3 files changed, 53 insertions(+), 13 deletions(-) diff --git a/R/disc_mit.R b/R/disc_mit.R index 0c4a3c3..582e58a 100644 --- a/R/disc_mit.R +++ b/R/disc_mit.R @@ -9,6 +9,8 @@ #' percentile will be predicted as in the training data. If the #' threshold_percentile is not provided, the function calculates it with the #' following formula: `nrow(data)/(nrow(data) + nrow(holdout_data))` +#' @param summary Boolean if TRUE, returns summary statistics, if FALSE, returns +#' disaggregated dataframe of individual distances, pseudo-probabilities, etc. #' #' @return A list with precision, recall, the confusion matrix, and ROC AUC #' @@ -16,7 +18,11 @@ #' #' @export #' -disc_mit <- function(postsynth, data, holdout_data, threshold_percentile = NULL) { +disc_mit <- function(postsynth, + data, + holdout_data, + threshold_percentile = NULL, + summary = TRUE) { if (is_postsynth(postsynth)) { @@ -70,19 +76,28 @@ disc_mit <- function(postsynth, data, holdout_data, threshold_percentile = NULL) blended_data <- dplyr::bind_cols( blended_data, - prediction = prediction, - pseudo_probability = pseudo_probabilities + distance = distances$distance[1, ], + pseudo_probability = pseudo_probabilities, + prediction = prediction ) %>% dplyr::mutate(prediction = factor(prediction, levels = c("training", "holdout"))) - # calculate metrics - membership_metrics <- list( - precision = yardstick::precision(blended_data, truth = source, estimate = prediction)$.estimate, - recall = yardstick::recall(blended_data, truth = source, estimate = prediction)$.estimate, - auc = yardstick::roc_auc_vec(truth = blended_data$source, estimate = blended_data$pseudo_probability), - conf_mat = yardstick::conf_mat(blended_data, truth = source, estimate = prediction) - ) - - return(membership_metrics) + if (summary) { + + # calculate metrics + membership_metrics <- list( + precision = yardstick::precision(blended_data, truth = source, estimate = prediction)$.estimate, + recall = yardstick::recall(blended_data, truth = source, estimate = prediction)$.estimate, + auc = yardstick::roc_auc_vec(truth = blended_data$source, estimate = blended_data$pseudo_probability), + conf_mat = yardstick::conf_mat(blended_data, truth = source, estimate = prediction) + ) + + return(membership_metrics) + + } else { + + return(blended_data) + + } } \ No newline at end of file diff --git a/man/disc_mit.Rd b/man/disc_mit.Rd index e3554dc..547b1b5 100644 --- a/man/disc_mit.Rd +++ b/man/disc_mit.Rd @@ -4,7 +4,13 @@ \alias{disc_mit} \title{Run a membership inference test} \usage{ -disc_mit(postsynth, data, holdout_data, threshold_percentile = NULL) +disc_mit( + postsynth, + data, + holdout_data, + threshold_percentile = NULL, + summary = TRUE +) } \arguments{ \item{postsynth}{A postsynth object or tibble with synthetic data generated from the data input} @@ -19,6 +25,9 @@ postsynth.} percentile will be predicted as in the training data. If the threshold_percentile is not provided, the function calculates it with the following formula: \code{nrow(data)/(nrow(data) + nrow(holdout_data))}} + +\item{summary}{Boolean if TRUE, returns summary statistics, if FALSE, returns +disaggregated dataframe of individual distances, pseudo-probabilities, etc.} } \value{ A list with precision, recall, the confusion matrix, and ROC AUC diff --git a/tests/testthat/test-disc_mit.R b/tests/testthat/test-disc_mit.R index c025f49..8886afb 100644 --- a/tests/testthat/test-disc_mit.R +++ b/tests/testthat/test-disc_mit.R @@ -101,6 +101,22 @@ test_that("Identical training and holdout data", { }) +test_that("Disaggregation returns tibble", { + + test4 <- disc_mit( + postsynth = postsynth, + data = data3, + holdout_data = data3, + summary = FALSE + ) + + expect_s3_class(test4, "tbl") + expect_identical(names(test4), + c("source","a", "b", "distance", + "pseudo_probability", "prediction")) + +}) + test_that("disc_mit() input errors ", { expect_error( From e06d665d497633c093c3fb984ae21316d5b5d388 Mon Sep 17 00:00:00 2001 From: jhseeman <143003789+jhseeman@users.noreply.github.com> Date: Tue, 16 Jul 2024 10:15:08 -0400 Subject: [PATCH 06/54] update .Rbuildignore for .qmd + renv --- .Rbuildignore | 5 ++++- 1 file changed, 4 insertions(+), 1 deletion(-) diff --git a/.Rbuildignore b/.Rbuildignore index 7c7e6da..3c70729 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -1,7 +1,10 @@ +^renv$ +^renv\.lock$ ^syntheval\.Rproj$ ^\.Rproj\.user$ ^LICENSE\.md$ ^README\.Rmd$ +^README\.qmd$ ^data-raw$ ^test.R -disriminators.qmd \ No newline at end of file +disriminators.qmd From 736246071e4c80606fb116eda6c0849586bc59ec Mon Sep 17 00:00:00 2001 From: jhseeman <143003789+jhseeman@users.noreply.github.com> Date: Tue, 16 Jul 2024 10:37:46 -0400 Subject: [PATCH 07/54] add full roc curve to MIT --- R/disc_mit.R | 14 ++++++++++++-- man/disc_mit.Rd | 2 +- tests/testthat/test-disc_mit.R | 8 ++++++-- 3 files changed, 19 insertions(+), 5 deletions(-) diff --git a/R/disc_mit.R b/R/disc_mit.R index 582e58a..fbbc48c 100644 --- a/R/disc_mit.R +++ b/R/disc_mit.R @@ -10,7 +10,7 @@ #' threshold_percentile is not provided, the function calculates it with the #' following formula: `nrow(data)/(nrow(data) + nrow(holdout_data))` #' @param summary Boolean if TRUE, returns summary statistics, if FALSE, returns -#' disaggregated dataframe of individual distances, pseudo-probabilities, etc. +#' two disaggregated dataframes of individual distances and ROC curve points. #' #' @return A list with precision, recall, the confusion matrix, and ROC AUC #' @@ -96,7 +96,17 @@ disc_mit <- function(postsynth, } else { - return(blended_data) + # calculate complete ROC + roc <- yardstick::roc_curve(blended_data, + dplyr::all_of("source"), + dplyr::all_of("pseudo_probability")) + + return( + list( + "results" = blended_data, + "roc" = roc + ) + ) } diff --git a/man/disc_mit.Rd b/man/disc_mit.Rd index 547b1b5..972791f 100644 --- a/man/disc_mit.Rd +++ b/man/disc_mit.Rd @@ -27,7 +27,7 @@ threshold_percentile is not provided, the function calculates it with the following formula: \code{nrow(data)/(nrow(data) + nrow(holdout_data))}} \item{summary}{Boolean if TRUE, returns summary statistics, if FALSE, returns -disaggregated dataframe of individual distances, pseudo-probabilities, etc.} +two disaggregated dataframes of individual distances and ROC curve points.} } \value{ A list with precision, recall, the confusion matrix, and ROC AUC diff --git a/tests/testthat/test-disc_mit.R b/tests/testthat/test-disc_mit.R index 8886afb..54853ae 100644 --- a/tests/testthat/test-disc_mit.R +++ b/tests/testthat/test-disc_mit.R @@ -110,11 +110,15 @@ test_that("Disaggregation returns tibble", { summary = FALSE ) - expect_s3_class(test4, "tbl") - expect_identical(names(test4), + expect_s3_class(test4$results, "tbl") + expect_identical(names(test4$results), c("source","a", "b", "distance", "pseudo_probability", "prediction")) + expect_s3_class(test4$roc, "tbl") + expect_identical(names(test4$roc), + c(".threshold", "specificity", "sensitivity")) + }) test_that("disc_mit() input errors ", { From 3bb479e03f4609ece78c855ac73f4896f1ed7b23 Mon Sep 17 00:00:00 2001 From: jhseeman <143003789+jhseeman@users.noreply.github.com> Date: Wed, 17 Jul 2024 08:19:23 -0400 Subject: [PATCH 08/54] use .data for accessors in roc --- R/disc_mit.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/R/disc_mit.R b/R/disc_mit.R index fbbc48c..370e532 100644 --- a/R/disc_mit.R +++ b/R/disc_mit.R @@ -98,8 +98,8 @@ disc_mit <- function(postsynth, # calculate complete ROC roc <- yardstick::roc_curve(blended_data, - dplyr::all_of("source"), - dplyr::all_of("pseudo_probability")) + .data[["source"]], + .data[["pseudo_probability"]]) return( list( From 69f380ed1b56de234c322c718630b6efe58b79c2 Mon Sep 17 00:00:00 2001 From: jhseeman <143003789+jhseeman@users.noreply.github.com> Date: Wed, 17 Jul 2024 08:22:25 -0400 Subject: [PATCH 09/54] fix formatting --- R/disc_mit.R | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/R/disc_mit.R b/R/disc_mit.R index 370e532..6a9daea 100644 --- a/R/disc_mit.R +++ b/R/disc_mit.R @@ -97,9 +97,11 @@ disc_mit <- function(postsynth, } else { # calculate complete ROC - roc <- yardstick::roc_curve(blended_data, - .data[["source"]], - .data[["pseudo_probability"]]) + roc <- yardstick::roc_curve( + data = blended_data, + truth = .data[["source"]], + .data[["pseudo_probability"]] + ) return( list( From ec1aa33ced8986cf0edd601250e4960f9d5caff3 Mon Sep 17 00:00:00 2001 From: jhseeman <143003789+jhseeman@users.noreply.github.com> Date: Wed, 17 Jul 2024 14:43:40 -0400 Subject: [PATCH 10/54] add eval_data draft --- R/eval_data.R | 66 +++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 66 insertions(+) create mode 100644 R/eval_data.R diff --git a/R/eval_data.R b/R/eval_data.R new file mode 100644 index 0000000..5c41c84 --- /dev/null +++ b/R/eval_data.R @@ -0,0 +1,66 @@ +#' Create evaluation data container +#' +#' @param conf_data A confidential dataframe +#' @param synth_data A single (or list of) dataframe(s) or `postsynth` object(s). +#' @param holdout_data An optional holdout dataframe containing the same columns +#' as the confidential dataframe +#' +#' @return An `eval_data` object. +#' +#' @export +#' + +eval_data <- function(conf_data, synth_data, holdout_data = NULL) { + + + stopifnot(inherits(conf_data, "data.frame")) + + if (!is.null(holdout_data)) { + + # check holdout data is dataframe + stopifnot(inherits(holdout_data, "data.frame")) + + # check holdout data has same columns as confidential data + stopifnot(identical(names(conf_data), names(holdout_data))) + + } + + if (inherits(synth_data, "postsynth")) { + + synth_data <- synth_data$synthetic_data + n_rep <- 1 + + } else if (inherits(synth_data, "data.frame")) { + + n_rep <- 1 + + } else { + + n_rep <- length(synth_data) + + if (inherits(synth_data[[1]], "postsynth")) { + + stopifnot(all(purrr::map_lgl(synth_data, ~ inherits(.x, "postsynth")))) + + synth_data <- purrr::map(synth_data, ~ .x$synthetic_data) + + } else { + + stopifnot(all(purrr::map_lgl(synth_data, ~ inherits(.x, "data.frame")))) + + } + + } + + eval_data <- list( + conf_data = conf_data, + synth_data = synth_data, + holdout_data = holdout_data, + n_rep = n_rep + ) + + eval_data <- structure(eval_data, class = "eval_data") + + return(eval_data) + +} \ No newline at end of file From 749cf206afee8ad1a839c030a07de7d47c9ca65a Mon Sep 17 00:00:00 2001 From: jhseeman <143003789+jhseeman@users.noreply.github.com> Date: Mon, 22 Jul 2024 13:27:31 -0400 Subject: [PATCH 11/54] add tests, docs, print --- R/eval_data.R | 38 +++++++++++++++++--- man/eval_data.Rd | 22 ++++++++++++ tests/testthat/test-eval_data.R | 63 +++++++++++++++++++++++++++++++++ 3 files changed, 119 insertions(+), 4 deletions(-) create mode 100644 man/eval_data.Rd create mode 100644 tests/testthat/test-eval_data.R diff --git a/R/eval_data.R b/R/eval_data.R index 5c41c84..9192486 100644 --- a/R/eval_data.R +++ b/R/eval_data.R @@ -9,10 +9,8 @@ #' #' @export #' - eval_data <- function(conf_data, synth_data, holdout_data = NULL) { - stopifnot(inherits(conf_data, "data.frame")) if (!is.null(holdout_data)) { @@ -25,7 +23,8 @@ eval_data <- function(conf_data, synth_data, holdout_data = NULL) { } - if (inherits(synth_data, "postsynth")) { + # single replicate logic + if (is_postsynth(synth_data)) { synth_data <- synth_data$synthetic_data n_rep <- 1 @@ -36,6 +35,9 @@ eval_data <- function(conf_data, synth_data, holdout_data = NULL) { } else { + stopifnot("list" %in% class(synth_data)) + + # multiple replicate logic n_rep <- length(synth_data) if (inherits(synth_data[[1]], "postsynth")) { @@ -63,4 +65,32 @@ eval_data <- function(conf_data, synth_data, holdout_data = NULL) { return(eval_data) -} \ No newline at end of file +} + +is_eval_data <- function(x) { + inherits(x, "eval_data") +} + +#' @export +print.eval_data <- function(x, ...) { + + cat("Evaluation Data \n") + cat("Confidential Data: ", + dim(x$conf_data)[1], + " rows x ", + dim(x$conf_data)[2], + " columns \n") + cat("Synthetic Data: ", + x$n_rep, + " replicate(s) \n") + if (!is.null(x$holdout_data)) { + cat("Holdout Data: ", + dim(x$holdout_data)[1], + " rows x ", + dim(x$holdout_data)[2], + " columns \n") + } + + invisible(x) + +} diff --git a/man/eval_data.Rd b/man/eval_data.Rd new file mode 100644 index 0000000..0572d7d --- /dev/null +++ b/man/eval_data.Rd @@ -0,0 +1,22 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/eval_data.R +\name{eval_data} +\alias{eval_data} +\title{Create evaluation data container} +\usage{ +eval_data(conf_data, synth_data, holdout_data = NULL) +} +\arguments{ +\item{conf_data}{A confidential dataframe} + +\item{synth_data}{A single (or list of) dataframe(s) or \code{postsynth} object(s).} + +\item{holdout_data}{An optional holdout dataframe containing the same columns +as the confidential dataframe} +} +\value{ +An \code{eval_data} object. +} +\description{ +Create evaluation data container +} diff --git a/tests/testthat/test-eval_data.R b/tests/testthat/test-eval_data.R new file mode 100644 index 0000000..033f0a2 --- /dev/null +++ b/tests/testthat/test-eval_data.R @@ -0,0 +1,63 @@ + + +test_that("eval_data input errors", { + + expect_error( + eval_data( + conf_data = "not a dataframe", + synth_data = mtcars + ) + ) + + expect_error( + eval_data( + conf_data = mtcars, + synth_data = "not a dataframe" + ) + ) + + expect_error( + eval_data( + conf_data = mtcars, + synth_data = mtcars, + holdout_data = "not a dataframe" + ) + ) + + expect_error( + eval_data( + conf_data = mtcars, + synth_data = list(mtcars, "not a dataframe") + ) + ) + +}) + +test_that("eval_data holdout and confidential data columns agree", { + + expect_error( + eval_data( + conf_data = mtcars, + synth_data = mtcars, + holdout_data = data.frame(a=1:5) + ) + ) +}) + +test_that("eval_data calculates n_rep", { + + rep1_ed <- eval_data( + conf_data = mtcars, + synth_data = mtcars + ) + + expect_equal(rep1_ed$n_rep, 1) + + rep3_ed <- eval_data( + conf_data = mtcars, + synth_data = list(mtcars, mtcars, mtcars) + ) + + expect_equal(rep3_ed$n_rep, 3) + +}) \ No newline at end of file From e116f79e6d346d6d60ed58d09bdd0a04118f008c Mon Sep 17 00:00:00 2001 From: jhseeman <143003789+jhseeman@users.noreply.github.com> Date: Wed, 31 Jul 2024 12:41:07 -0400 Subject: [PATCH 12/54] fix purrr argument names --- R/eval_data.R | 23 ++++++++++++++++++++--- 1 file changed, 20 insertions(+), 3 deletions(-) diff --git a/R/eval_data.R b/R/eval_data.R index 9192486..7edc5fa 100644 --- a/R/eval_data.R +++ b/R/eval_data.R @@ -42,13 +42,30 @@ eval_data <- function(conf_data, synth_data, holdout_data = NULL) { if (inherits(synth_data[[1]], "postsynth")) { - stopifnot(all(purrr::map_lgl(synth_data, ~ inherits(.x, "postsynth")))) + stopifnot( + all( + purrr::map_lgl( + .x = synth_data, + .f = ~ inherits(.x, "postsynth") + ) + ) + ) - synth_data <- purrr::map(synth_data, ~ .x$synthetic_data) + synth_data <- purrr::map( + .x = synth_data, + .f ~ .x$synthetic_data + ) } else { - stopifnot(all(purrr::map_lgl(synth_data, ~ inherits(.x, "data.frame")))) + stopifnot( + all( + purrr::map_lgl( + x. = synth_data, + .f ~ inherits(.x, "data.frame") + ) + ) + ) } From a547bbaf8325d2e62157c5e625d9afdb222da58a Mon Sep 17 00:00:00 2001 From: jhseeman <143003789+jhseeman@users.noreply.github.com> Date: Wed, 31 Jul 2024 12:48:15 -0400 Subject: [PATCH 13/54] update eval_data print for synth_data dimensions --- R/eval_data.R | 30 +++++++++++++++++++++++++++--- 1 file changed, 27 insertions(+), 3 deletions(-) diff --git a/R/eval_data.R b/R/eval_data.R index 7edc5fa..ecb1f53 100644 --- a/R/eval_data.R +++ b/R/eval_data.R @@ -53,7 +53,7 @@ eval_data <- function(conf_data, synth_data, holdout_data = NULL) { synth_data <- purrr::map( .x = synth_data, - .f ~ .x$synthetic_data + .f = ~ .x$synthetic_data ) } else { @@ -61,8 +61,8 @@ eval_data <- function(conf_data, synth_data, holdout_data = NULL) { stopifnot( all( purrr::map_lgl( - x. = synth_data, - .f ~ inherits(.x, "data.frame") + .x = synth_data, + .f = ~ inherits(.x, "data.frame") ) ) ) @@ -97,9 +97,33 @@ print.eval_data <- function(x, ...) { " rows x ", dim(x$conf_data)[2], " columns \n") + cat("Synthetic Data: ", x$n_rep, " replicate(s) \n") + + if (x$n_rep == 1) { + + cat( + dim(x$synth_data)[1], + " rows x ", + dim(x$synth_data)[2], + " columns \n" + ) + + } else { + + cat( + "First synthetic dataset: ", + dim(x$synth_data[[1]])[1], + " rows x ", + dim(x$synth_data[[1]])[2], + " columns \n" + ) + + } + + if (!is.null(x$holdout_data)) { cat("Holdout Data: ", dim(x$holdout_data)[1], From bca73d2cdcd7c53a35b43a447905b46a2f60d9b3 Mon Sep 17 00:00:00 2001 From: jhseeman <143003789+jhseeman@users.noreply.github.com> Date: Wed, 31 Jul 2024 12:49:30 -0400 Subject: [PATCH 14/54] add eval_data to namespace --- NAMESPACE | 2 ++ 1 file changed, 2 insertions(+) diff --git a/NAMESPACE b/NAMESPACE index dbfa2aa..491f575 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -1,5 +1,6 @@ # Generated by roxygen2: do not edit by hand +S3method(print,eval_data) export("%>%") export(add_discriminator_auc) export(add_pmse) @@ -10,6 +11,7 @@ export(add_specks) export(create_cormat_plot) export(disc_mit) export(discrimination) +export(eval_data) export(plot_categorical_bar) export(plot_cormat) export(plot_numeric_hist_kde) From 43503c3f48455ca57230cc5f735053da127d3270 Mon Sep 17 00:00:00 2001 From: jhseeman <143003789+jhseeman@users.noreply.github.com> Date: Wed, 31 Jul 2024 17:33:43 -0400 Subject: [PATCH 15/54] export is_eval_data --- NAMESPACE | 1 + R/eval_data.R | 1 + 2 files changed, 2 insertions(+) diff --git a/NAMESPACE b/NAMESPACE index 491f575..62fe583 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -12,6 +12,7 @@ export(create_cormat_plot) export(disc_mit) export(discrimination) export(eval_data) +export(is_eval_data) export(plot_categorical_bar) export(plot_cormat) export(plot_numeric_hist_kde) diff --git a/R/eval_data.R b/R/eval_data.R index ecb1f53..14a927e 100644 --- a/R/eval_data.R +++ b/R/eval_data.R @@ -84,6 +84,7 @@ eval_data <- function(conf_data, synth_data, holdout_data = NULL) { } +#' @export is_eval_data <- function(x) { inherits(x, "eval_data") } From b65c0e32e0ea149aba11cc8e320efefbed74e735 Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Thu, 15 Aug 2024 16:17:29 -0400 Subject: [PATCH 16/54] eval_data code review updates --- R/eval_data.R | 10 ++++------ tests/testthat/test-eval_data.R | 11 ----------- 2 files changed, 4 insertions(+), 17 deletions(-) diff --git a/R/eval_data.R b/R/eval_data.R index 14a927e..ba8b95e 100644 --- a/R/eval_data.R +++ b/R/eval_data.R @@ -18,15 +18,12 @@ eval_data <- function(conf_data, synth_data, holdout_data = NULL) { # check holdout data is dataframe stopifnot(inherits(holdout_data, "data.frame")) - # check holdout data has same columns as confidential data - stopifnot(identical(names(conf_data), names(holdout_data))) - } # single replicate logic if (is_postsynth(synth_data)) { - synth_data <- synth_data$synthetic_data + synth_data <- synth_data[["synthetic_data"]] n_rep <- 1 } else if (inherits(synth_data, "data.frame")) { @@ -53,7 +50,7 @@ eval_data <- function(conf_data, synth_data, holdout_data = NULL) { synth_data <- purrr::map( .x = synth_data, - .f = ~ .x$synthetic_data + .f = ~ .x[["synthetic_data"]] ) } else { @@ -106,6 +103,7 @@ print.eval_data <- function(x, ...) { if (x$n_rep == 1) { cat( + " ", dim(x$synth_data)[1], " rows x ", dim(x$synth_data)[2], @@ -115,7 +113,7 @@ print.eval_data <- function(x, ...) { } else { cat( - "First synthetic dataset: ", + " First synthetic dataset: ", dim(x$synth_data[[1]])[1], " rows x ", dim(x$synth_data[[1]])[2], diff --git a/tests/testthat/test-eval_data.R b/tests/testthat/test-eval_data.R index 033f0a2..1e4c032 100644 --- a/tests/testthat/test-eval_data.R +++ b/tests/testthat/test-eval_data.R @@ -33,17 +33,6 @@ test_that("eval_data input errors", { }) -test_that("eval_data holdout and confidential data columns agree", { - - expect_error( - eval_data( - conf_data = mtcars, - synth_data = mtcars, - holdout_data = data.frame(a=1:5) - ) - ) -}) - test_that("eval_data calculates n_rep", { rep1_ed <- eval_data( From 0c5d3f36d95ccd8f7af9397e2b8f7d0479a6a74a Mon Sep 17 00:00:00 2001 From: jhseeman <143003789+jhseeman@users.noreply.github.com> Date: Wed, 17 Jul 2024 16:40:20 -0400 Subject: [PATCH 17/54] add multiple replicate mit --- R/disc_mit.R | 216 ++++++++++++++++++++++++++++----- tests/testthat/test-disc_mit.R | 36 ++++++ 2 files changed, 224 insertions(+), 28 deletions(-) diff --git a/R/disc_mit.R b/R/disc_mit.R index 6a9daea..04c75ac 100644 --- a/R/disc_mit.R +++ b/R/disc_mit.R @@ -1,7 +1,7 @@ -#' Run a membership inference test +#' Perform a nearest-neighbor membership inference test on one synthetic dataset #' -#' @param postsynth A postsynth object or tibble with synthetic data generated from the data input -#' @param data A data frame with a subset of the original data +#' @param synth_data A dataframe with synthetic data generated from the data input +#' @param conf_data A data frame with a subset of the original data #' @param holdout_data A dataframe with observations similar to the original but #' not used to train the synthesizer. The data should have the same variables as #' postsynth. @@ -12,27 +12,16 @@ #' @param summary Boolean if TRUE, returns summary statistics, if FALSE, returns #' two disaggregated dataframes of individual distances and ROC curve points. #' -#' @return A list with precision, recall, the confusion matrix, and ROC AUC -#' -#' @family Disclosure risk metrics -#' -#' @export +#' @return Either a list with precision, recall, the confusion matrix, and ROC AUC +#' or a list with two disaggregated dataframes (if summary = FALSE). #' -disc_mit <- function(postsynth, - data, - holdout_data, - threshold_percentile = NULL, - summary = TRUE) { - - if (is_postsynth(postsynth)) { - - synthetic_data <- postsynth$synthetic_data - - } else { - - synthetic_data <- postsynth - - } +nn_membership_inference <- function( + synth_data, + conf_data, + holdout_data, + threshold_percentile = NULL, + summary = TRUE + ) { # calculate threshold percentile for when the data are imbalanced if (!is.null(threshold_percentile)) { @@ -46,13 +35,13 @@ disc_mit <- function(postsynth, } else { - threshold_percentile <- nrow(data) / (nrow(data) + nrow(holdout_data)) + threshold_percentile <- nrow(conf_data) / (nrow(conf_data) + nrow(holdout_data)) } - + # combine records from the training data and holdout data blended_data <- dplyr::bind_rows( - training = data, + training = conf_data, holdout = holdout_data, .id = "source" ) %>% @@ -62,7 +51,7 @@ disc_mit <- function(postsynth, # record in the synthetic data distances <- gower::gower_topn( x = dplyr::select(blended_data, -source), - y = synthetic_data, + y = synth_data, n = 1 ) @@ -112,4 +101,175 @@ disc_mit <- function(postsynth, } -} \ No newline at end of file +} + +#' Run a nearest-neighbor membership inference test +#' +#' @param postsynth Either a single postsynth object, a tibble with synthetic data +#' generated from the data input, or a list of either +#' @param data A data frame with a subset of the original data +#' @param holdout_data A dataframe with observations similar to the original but +#' not used to train the synthesizer. The data should have the same variables as +#' postsynth. +#' @param threshold_percentile Distances below the value associated with this +#' percentile will be predicted as in the training data. If the +#' threshold_percentile is not provided, the function calculates it with the +#' following formula: `nrow(data)/(nrow(data) + nrow(holdout_data))` +#' @param summary Boolean if TRUE, returns summary statistics, if FALSE, returns +#' two disaggregated dataframes of individual distances and ROC curve points. +#' +#' @return A list with precision, recall, the confusion matrix, and ROC AUC +#' +#' @family Disclosure risk metrics +#' +#' @export +#' +disc_mit <- function(postsynth, + data, + holdout_data, + threshold_percentile = NULL, + summary = TRUE) { + + # if single replicate supplied + if (is_postsynth(postsynth) | ("data.frame" %in% class(postsynth))) { + + if (is_postsynth(postsynth) ) { + + postsynth <- postsynth$synthetic_data + + } + + return( + nn_membership_inference( + synth_data = postsynth, + conf_data = data, + holdout_data = holdout_data, + threshold_percentile = threshold_percentile, + summary = summary + ) + ) + + # if multiple replicates supplied + } else { + + # calculate threshold percentile for when the data are imbalanced + if (!is.null(threshold_percentile)) { + + # test the threshold percentile + if (threshold_percentile < 0 || threshold_percentile > 1) { + + stop("error: threshold_percentile must be in [0, 1]") + + } + + } else { + + threshold_percentile <- nrow(data) / (nrow(data) + nrow(holdout_data)) + + } + + # concatenate synthetic data and add synthesis id + synths <- purrr::imap( + postsynth, + \(x, idx) { + + if (is_postsynth(x)) { + + return( + x$synthetic_data %>% + dplyr::mutate(synth_id = idx) + ) + + } else { + + return( + x %>% + dplyr::mutate(synth_id = idx) + ) + + + } + + } + ) + + conf_data_id <- data %>% + tibble::rowid_to_column("nn_mi_id") + + holdout_data_id <- holdout_data %>% + tibble::rowid_to_column("nn_mi_id") + + blended_data <- dplyr::bind_rows( + training = conf_data_id, + holdout = holdout_data_id, + .id = "source" + ) %>% + dplyr::mutate(source = factor(source, levels = c("training", "holdout"))) + + # for each record in the blended data, calculate the distance to the closest + # record in each synthetic dataset + synth_distances <- purrr::map( + synths, + \(.x) { + + gower::gower_topn( + x = dplyr::select(blended_data, -source), + y = .x, + n = 1 + )$distance[1, ] + + } + ) + + all_distances <- Reduce(c, synth_distances) + + pseudo_probabilities <- 1 - (all_distances / max(all_distances)) + + # convert distances into predictions for if the record from the blended data + # was used to train the synthetic data + threshold <- stats::quantile(all_distances, probs = threshold_percentile) + prediction <- ifelse(all_distances <= threshold, "training", "holdout") + + blended_data <- dplyr::bind_cols( + dplyr::bind_rows(rep(list(blended_data), length(postsynth))), + distance = all_distances, + pseudo_probability = pseudo_probabilities, + prediction = prediction + ) %>% + dplyr::mutate(prediction = factor(prediction, levels = c("training", "holdout"))) + + if (summary) { + + # calculate metrics + membership_metrics <- list( + precision = yardstick::precision(blended_data, truth = source, estimate = prediction)$.estimate, + recall = yardstick::recall(blended_data, truth = source, estimate = prediction)$.estimate, + auc = yardstick::roc_auc_vec(truth = blended_data$source, estimate = blended_data$pseudo_probability), + conf_mat = yardstick::conf_mat(blended_data, truth = source, estimate = prediction) + ) + + return(membership_metrics) + + } else { + + # calculate complete ROC + roc <- yardstick::roc_curve( + data = blended_data, + truth = .data[["source"]], + .data[["pseudo_probability"]] + ) + + return( + list( + "results" = blended_data, + "roc" = roc + ) + ) + + } + + } + +} + + diff --git a/tests/testthat/test-disc_mit.R b/tests/testthat/test-disc_mit.R index 54853ae..7e27883 100644 --- a/tests/testthat/test-disc_mit.R +++ b/tests/testthat/test-disc_mit.R @@ -121,6 +121,42 @@ test_that("Disaggregation returns tibble", { }) +test_that("disc_mit() multiple synthesis", { + + test5 <- disc_mit( + postsynth = list(data1, data1, data1), + data = data3, + holdout_data = data3 + ) + + expect_equal( + test5$precision, + 0.5 + ) + + expect_equal( + test5$recall, + 0.5 + ) + + expect_equal( + test5$auc, + 0.5 + ) + + test6 <- disc_mit( + postsynth = list(data1, data1, data1), + data = data3, + holdout_data = data3, + summary = FALSE + ) + + expect_s3_class(test6$results, "data.frame") + expect_equal(dim(test6$results)[1], 24) + + +}) + test_that("disc_mit() input errors ", { expect_error( From 626ec93eb10547161a96c50e753a4cf887410219 Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Fri, 16 Aug 2024 09:47:06 -0400 Subject: [PATCH 18/54] disc_mit multiple replicate code reivew updates --- DESCRIPTION | 2 +- R/disc_mit.R | 71 +++++++++++---------------------- man/disc_mit.Rd | 22 +++------- tests/testthat/test-disc_mit.R | 73 +++++++++++++++++++++------------- 4 files changed, 75 insertions(+), 93 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 0daccc2..a7cb908 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -16,7 +16,7 @@ License: AGPL (>= 3) BugReports: https://github.com/UI-Research/syntheval/issues Encoding: UTF-8 Roxygen: list(markdown = TRUE) -RoxygenNote: 7.3.1 +RoxygenNote: 7.3.2 Suggests: testthat (>= 3.0.0) Config/testthat/edition: 3 diff --git a/R/disc_mit.R b/R/disc_mit.R index 04c75ac..b0e427e 100644 --- a/R/disc_mit.R +++ b/R/disc_mit.R @@ -105,16 +105,11 @@ nn_membership_inference <- function( #' Run a nearest-neighbor membership inference test #' -#' @param postsynth Either a single postsynth object, a tibble with synthetic data -#' generated from the data input, or a list of either -#' @param data A data frame with a subset of the original data -#' @param holdout_data A dataframe with observations similar to the original but -#' not used to train the synthesizer. The data should have the same variables as -#' postsynth. +#' @param eval_data An `eval_data` object. #' @param threshold_percentile Distances below the value associated with this #' percentile will be predicted as in the training data. If the #' threshold_percentile is not provided, the function calculates it with the -#' following formula: `nrow(data)/(nrow(data) + nrow(holdout_data))` +#' following formula: `nrow(data) / (nrow(data) + nrow(holdout_data))` #' @param summary Boolean if TRUE, returns summary statistics, if FALSE, returns #' two disaggregated dataframes of individual distances and ROC curve points. #' @@ -124,26 +119,18 @@ nn_membership_inference <- function( #' #' @export #' -disc_mit <- function(postsynth, - data, - holdout_data, +disc_mit <- function(eval_data, threshold_percentile = NULL, summary = TRUE) { # if single replicate supplied - if (is_postsynth(postsynth) | ("data.frame" %in% class(postsynth))) { - - if (is_postsynth(postsynth) ) { - - postsynth <- postsynth$synthetic_data - - } + if (eval_data[["n_rep"]] == 1) { return( nn_membership_inference( - synth_data = postsynth, - conf_data = data, - holdout_data = holdout_data, + synth_data = eval_data[["synth_data"]], + conf_data = eval_data[["conf_data"]], + holdout_data = eval_data[["holdout_data"]], threshold_percentile = threshold_percentile, summary = summary ) @@ -164,39 +151,26 @@ disc_mit <- function(postsynth, } else { - threshold_percentile <- nrow(data) / (nrow(data) + nrow(holdout_data)) + threshold_percentile <- ( + nrow(eval_data[["conf_data"]]) / ( + nrow(eval_data[["conf_data"]]) + nrow(eval_data[["holdout_data"]]) + ) + ) } # concatenate synthetic data and add synthesis id synths <- purrr::imap( - postsynth, - \(x, idx) { - - if (is_postsynth(x)) { - - return( - x$synthetic_data %>% - dplyr::mutate(synth_id = idx) - ) - - } else { - - return( - x %>% - dplyr::mutate(synth_id = idx) - ) - - - } - + .x = eval_data[["synth_data"]], + .f = \(x, idx) { + dplyr::mutate(x, synth_id = idx) } ) - conf_data_id <- data %>% + conf_data_id <- eval_data[["conf_data"]] %>% tibble::rowid_to_column("nn_mi_id") - holdout_data_id <- holdout_data %>% + holdout_data_id <- eval_data[["holdout_data"]] %>% tibble::rowid_to_column("nn_mi_id") blended_data <- dplyr::bind_rows( @@ -209,8 +183,8 @@ disc_mit <- function(postsynth, # for each record in the blended data, calculate the distance to the closest # record in each synthetic dataset synth_distances <- purrr::map( - synths, - \(.x) { + .x = synths, + .f = \(.x) { gower::gower_topn( x = dplyr::select(blended_data, -source), @@ -221,7 +195,10 @@ disc_mit <- function(postsynth, } ) - all_distances <- Reduce(c, synth_distances) + all_distances <- purrr::reduce( + .x = synth_distances, + .f = c + ) pseudo_probabilities <- 1 - (all_distances / max(all_distances)) @@ -231,7 +208,7 @@ disc_mit <- function(postsynth, prediction <- ifelse(all_distances <= threshold, "training", "holdout") blended_data <- dplyr::bind_cols( - dplyr::bind_rows(rep(list(blended_data), length(postsynth))), + dplyr::bind_rows(rep(list(blended_data), eval_data[["n_rep"]])), distance = all_distances, pseudo_probability = pseudo_probabilities, prediction = prediction diff --git a/man/disc_mit.Rd b/man/disc_mit.Rd index 972791f..24bd7b1 100644 --- a/man/disc_mit.Rd +++ b/man/disc_mit.Rd @@ -2,29 +2,17 @@ % Please edit documentation in R/disc_mit.R \name{disc_mit} \alias{disc_mit} -\title{Run a membership inference test} +\title{Run a nearest-neighbor membership inference test} \usage{ -disc_mit( - postsynth, - data, - holdout_data, - threshold_percentile = NULL, - summary = TRUE -) +disc_mit(eval_data, threshold_percentile = NULL, summary = TRUE) } \arguments{ -\item{postsynth}{A postsynth object or tibble with synthetic data generated from the data input} - -\item{data}{A data frame with a subset of the original data} - -\item{holdout_data}{A dataframe with observations similar to the original but -not used to train the synthesizer. The data should have the same variables as -postsynth.} +\item{eval_data}{An \code{eval_data} object.} \item{threshold_percentile}{Distances below the value associated with this percentile will be predicted as in the training data. If the threshold_percentile is not provided, the function calculates it with the -following formula: \code{nrow(data)/(nrow(data) + nrow(holdout_data))}} +following formula: \code{nrow(data) / (nrow(data) + nrow(holdout_data))}} \item{summary}{Boolean if TRUE, returns summary statistics, if FALSE, returns two disaggregated dataframes of individual distances and ROC curve points.} @@ -33,6 +21,6 @@ two disaggregated dataframes of individual distances and ROC curve points.} A list with precision, recall, the confusion matrix, and ROC AUC } \description{ -Run a membership inference test +Run a nearest-neighbor membership inference test } \concept{Disclosure risk metrics} diff --git a/tests/testthat/test-disc_mit.R b/tests/testthat/test-disc_mit.R index 7e27883..0f87d51 100644 --- a/tests/testthat/test-disc_mit.R +++ b/tests/testthat/test-disc_mit.R @@ -27,9 +27,11 @@ class(postsynth) <- "postsynth" test_that("Perfect training match and perfect holdout lack of match", { test1 <- disc_mit( - postsynth = postsynth, - data = data1, - holdout_data = data2 + eval_data( + conf_data = data1, + synth_data = postsynth, + holdout_data = data2 + ) ) @@ -53,9 +55,11 @@ test_that("Perfect training match and perfect holdout lack of match", { test_that("Perfect training lack of match and perfect holdout match", { test2 <- disc_mit( - postsynth = postsynth, - data = data2, - holdout_data = data1 + eval_data( + conf_data = data2, + synth_data = postsynth, + holdout_data = data1 + ) ) @@ -79,9 +83,11 @@ test_that("Perfect training lack of match and perfect holdout match", { test_that("Identical training and holdout data", { test3 <- disc_mit( - postsynth = postsynth, - data = data3, - holdout_data = data3 + eval_data( + conf_data = data3, + synth_data = postsynth, + holdout_data = data3 + ) ) expect_equal( @@ -104,9 +110,11 @@ test_that("Identical training and holdout data", { test_that("Disaggregation returns tibble", { test4 <- disc_mit( - postsynth = postsynth, - data = data3, - holdout_data = data3, + eval_data( + conf_data = data3, + synth_data = postsynth, + holdout_data = data3 + ), summary = FALSE ) @@ -124,9 +132,11 @@ test_that("Disaggregation returns tibble", { test_that("disc_mit() multiple synthesis", { test5 <- disc_mit( - postsynth = list(data1, data1, data1), - data = data3, - holdout_data = data3 + eval_data( + conf_data = data3, + synth_data = list(data1, data1, data1), + holdout_data = data3 + ) ) expect_equal( @@ -145,43 +155,50 @@ test_that("disc_mit() multiple synthesis", { ) test6 <- disc_mit( - postsynth = list(data1, data1, data1), - data = data3, - holdout_data = data3, + eval_data( + conf_data = data3, + synth_data = list(data1, data1, data1), + holdout_data = data3 + ), summary = FALSE ) expect_s3_class(test6$results, "data.frame") expect_equal(dim(test6$results)[1], 24) - }) test_that("disc_mit() input errors ", { expect_error( disc_mit( - postsynth = postsynth, - data = data3, - holdout_data = data3, + eval_data( + conf_data = data3, + synth_data = postsynth, + holdout_data = data3 + ), threshold_percentile = "abc" ) ) expect_error( disc_mit( - postsynth = postsynth, - data = data3, - holdout_data = data3, + eval_data( + conf_data = data3, + synth_data = postsynth, + holdout_data = data3 + ), threshold_percentile = -1 ) ) expect_error( disc_mit( - postsynth = postsynth, - data = data3, - holdout_data = data3, + eval_data( + conf_data = data3, + synth_data = postsynth, + holdout_data = data3 + ), threshold_percentile = 1.1 ) ) From 53fb82098107bff04b5c5255b70cf98452f9f5a2 Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Fri, 16 Aug 2024 10:41:39 -0400 Subject: [PATCH 19/54] add tidyselects for yardstick roc_curve --- R/disc_mit.R | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/R/disc_mit.R b/R/disc_mit.R index b0e427e..70ad6cc 100644 --- a/R/disc_mit.R +++ b/R/disc_mit.R @@ -88,8 +88,8 @@ nn_membership_inference <- function( # calculate complete ROC roc <- yardstick::roc_curve( data = blended_data, - truth = .data[["source"]], - .data[["pseudo_probability"]] + truth = tidyselect::all_of("source"), + tidyselect::all_of("pseudo_probability") ) return( @@ -232,8 +232,8 @@ disc_mit <- function(eval_data, # calculate complete ROC roc <- yardstick::roc_curve( data = blended_data, - truth = .data[["source"]], - .data[["pseudo_probability"]] + truth = tidyselect::all_of("source"), + tidyselect::all_of("pseudo_probability") ) return( From 3fbbaf30531524df77fd9ca00158e88b30d94833 Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Tue, 10 Sep 2024 09:05:06 -0400 Subject: [PATCH 20/54] add missing docs for helper functions --- R/eval_data.R | 7 +++++++ man/is_eval_data.Rd | 17 +++++++++++++++ man/nn_membership_inference.Rd | 38 ++++++++++++++++++++++++++++++++++ 3 files changed, 62 insertions(+) create mode 100644 man/is_eval_data.Rd create mode 100644 man/nn_membership_inference.Rd diff --git a/R/eval_data.R b/R/eval_data.R index ba8b95e..facc73c 100644 --- a/R/eval_data.R +++ b/R/eval_data.R @@ -81,6 +81,13 @@ eval_data <- function(conf_data, synth_data, holdout_data = NULL) { } +#' +#' Check if obejct is `eval_data` +#' +#' @param x object +#' +#' @return A boolean +#' #' @export is_eval_data <- function(x) { inherits(x, "eval_data") diff --git a/man/is_eval_data.Rd b/man/is_eval_data.Rd new file mode 100644 index 0000000..844a2f1 --- /dev/null +++ b/man/is_eval_data.Rd @@ -0,0 +1,17 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/eval_data.R +\name{is_eval_data} +\alias{is_eval_data} +\title{Check if obejct is \code{eval_data}} +\usage{ +is_eval_data(x) +} +\arguments{ +\item{x}{object} +} +\value{ +A boolean +} +\description{ +Check if obejct is \code{eval_data} +} diff --git a/man/nn_membership_inference.Rd b/man/nn_membership_inference.Rd new file mode 100644 index 0000000..fe15839 --- /dev/null +++ b/man/nn_membership_inference.Rd @@ -0,0 +1,38 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/disc_mit.R +\name{nn_membership_inference} +\alias{nn_membership_inference} +\title{Perform a nearest-neighbor membership inference test on one synthetic dataset} +\usage{ +nn_membership_inference( + synth_data, + conf_data, + holdout_data, + threshold_percentile = NULL, + summary = TRUE +) +} +\arguments{ +\item{synth_data}{A dataframe with synthetic data generated from the data input} + +\item{conf_data}{A data frame with a subset of the original data} + +\item{holdout_data}{A dataframe with observations similar to the original but +not used to train the synthesizer. The data should have the same variables as +postsynth.} + +\item{threshold_percentile}{Distances below the value associated with this +percentile will be predicted as in the training data. If the +threshold_percentile is not provided, the function calculates it with the +following formula: \code{nrow(data)/(nrow(data) + nrow(holdout_data))}} + +\item{summary}{Boolean if TRUE, returns summary statistics, if FALSE, returns +two disaggregated dataframes of individual distances and ROC curve points.} +} +\value{ +Either a list with precision, recall, the confusion matrix, and ROC AUC +or a list with two disaggregated dataframes (if summary = FALSE). +} +\description{ +Perform a nearest-neighbor membership inference test on one synthetic dataset +} From 030b4f614f70a1df587dad5518b17281087e6eae Mon Sep 17 00:00:00 2001 From: jhseeman <143003789+jhseeman@users.noreply.github.com> Date: Wed, 31 Jul 2024 13:32:08 -0400 Subject: [PATCH 21/54] add disclosure risk metric evaluation data --- data-raw/README.md | 18 + data-raw/README.qmd | 22 + data-raw/acs_conf.R | 55 + data-raw/acs_extract.dat.gz | Bin 0 -> 351306 bytes data-raw/acs_extract.xml | 2879 +++++++++++++++++++++++++++++++++++ data-raw/acs_synth.R | 178 +++ data/acs_conf.rda | Bin 0 -> 6451 bytes data/acs_hr_synths.rda | Bin 0 -> 88623 bytes data/acs_lr_synths.rda | Bin 0 -> 100704 bytes man/acs_conf.Rd | 43 + man/acs_hr_synths.Rd | 43 + man/acs_lr_synths.Rd | 43 + 12 files changed, 3281 insertions(+) create mode 100644 data-raw/README.md create mode 100644 data-raw/README.qmd create mode 100644 data-raw/acs_conf.R create mode 100644 data-raw/acs_extract.dat.gz create mode 100644 data-raw/acs_extract.xml create mode 100644 data-raw/acs_synth.R create mode 100644 data/acs_conf.rda create mode 100644 data/acs_hr_synths.rda create mode 100644 data/acs_lr_synths.rda create mode 100644 man/acs_conf.Rd create mode 100644 man/acs_hr_synths.Rd create mode 100644 man/acs_lr_synths.Rd diff --git a/data-raw/README.md b/data-raw/README.md new file mode 100644 index 0000000..030b8d7 --- /dev/null +++ b/data-raw/README.md @@ -0,0 +1,18 @@ + + +# Test Data Reconstruction + +The scripts in this folder reproduce the test data sets written to file +in the `./data` folder. + +## Penguins + +The objects `penguins_*.rda` are derived from the +`library(palmerpenguins)` dataset, available in its original form on +`CRAN`. + +## American Community Survey + +The objects `acs_*.rda` are derived from IPUMS extracts from the +American Community Survey (ACS). Citation is available in the `acs_conf` +docstring. diff --git a/data-raw/README.qmd b/data-raw/README.qmd new file mode 100644 index 0000000..58fbba8 --- /dev/null +++ b/data-raw/README.qmd @@ -0,0 +1,22 @@ +--- +format: gfm +embed-resources: true +editor_options: + chunk_output_type: console +--- + +# Test Data Reconstruction + +The scripts in this folder reproduce the test data sets written to file +in the `./data` folder. + +## Penguins + +The objects `penguins_*.rda` are derived from the `library(palmerpenguins)` dataset, +available in its original form on `CRAN`. + +## American Community Survey + +The objects `acs_*.rda` are derived from IPUMS extracts from the American Community +Survey (ACS). Citation is available in the `acs_conf` docstring. + diff --git a/data-raw/acs_conf.R b/data-raw/acs_conf.R new file mode 100644 index 0000000..0044775 --- /dev/null +++ b/data-raw/acs_conf.R @@ -0,0 +1,55 @@ +library(ipumsr) + +set.seed(20240726) + +ddi <- ipumsr::read_ipums_ddi("./data-raw/acs_extract.xml") +data <- ipumsr::read_ipums_micro(ddi, + data_file = "./data-raw/acs_extract.dat.gz") + +acs_conf <- data %>% + dplyr::transmute( + county = haven::as_factor(COUNTYFIP) %>% + forcats::fct_recode( + "Douglas" = "55", + "Lancaster" = "109", + "Sarpy" = "153", + `NA` = "County not identifiable from public-use data (1950-onward)" + ), + gq = haven::as_factor(GQ) %>% + forcats::fct_collapse( + "Household" = c("Households under 1970 definition", + "Additional households under 1990 definition", + "Additional households under 2000 definition"), + "Institution" = c("Group quarters--Institutions"), + "Other GQ" = c("Other group quarters", "Vacant unit", "Fragment") + ), + sex = haven::as_factor(SEX) %>% + forcats::fct_drop(only = "Missing/blank"), + marst = haven::as_factor(MARST) %>% + forcats::fct_collapse( + "Married" = c("Married, spouse present", + "Married, spouse absent"), + "Divorced" = c("Divorced"), + "Separated" = c("Separated"), + "Widowed" = c("Widowed"), + "Single" = c("Never married/single") + ) %>% + forcats::fct_drop(only = "Blank, missing"), + hcovany = haven::as_factor(HCOVANY), + empstat = haven::as_factor(EMPSTAT) %>% + forcats::fct_collapse( + "Employed" = c("Employed"), + "Unemployed" = c("Unemployed"), + "Not in labor force" = c("Not in labor force", "N/A") + ) %>% + forcats::fct_drop(only = "Unknown/Illegible"), + classwkr = haven::as_factor(CLASSWKR) %>% + forcats::fct_drop(only = "Unknown"), + age = as.double(AGE), + famsize = as.double(FAMSIZE), + transit_time = as.double(TRANTIME), + inctot = dplyr::if_else(INCTOT == 9999999, NA, as.double(INCTOT)) + ) %>% + dplyr::slice_sample(n = 1000) + +usethis::use_data(acs_conf, overwrite = 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Hall, 225 - 19th Avenue South, Minneapolis, MN 55455 + + + IPUMS + + + + + + + User Extract acs_example_extract.dat + + + IPUMS + + + IPUMS + May 29, 2024 + IPUMS, 50 Willey Hall, 225 - 19th Avenue South, Minneapolis, MN 55455 + + + IPUMS + + + IPUMS USA + DOI:10.18128/D010.V15.0 + + + + + + + + Technical Variables -- HOUSEHOLD + Geographic Variables -- HOUSEHOLD + Group Quarters Variables -- HOUSEHOLD + Technical Variables -- PERSON + Family Interrelationship Variables -- PERSON + Demographic Variables -- PERSON + Health Insurance Variables -- PERSON + Work Variables -- PERSON + Income Variables -- PERSON + Place of Work and Travel Time Variables -- PERSON + + + 2019 + United States + + + + + + + IPUMS USA + + + The user of the data acknowledges that the original collector of the data, the authorized distributor of the data, and the relevant funding agency bear no responsibility for use of the data or for interpretations or inferences based upon such uses. + + + + This extract is a revision of the user's previous extract, ID 22223949. + + + + acs_example_extract.dat + Microdata records + + ISO-8859-1 data file + fixed length fields + IPUMS, 50 Willey Hall, 225 - 19th Avenue South, Minneapolis, MN 55455 + + + + + Census year + + + 1850 + 1850 + + + 1860 + 1860 + + + 1870 + 1870 + + + 1880 + 1880 + + + 1900 + 1900 + + + 1910 + 1910 + + + 1920 + 1920 + + + 1930 + 1930 + + + 1940 + 1940 + + + 1950 + 1950 + + + 1960 + 1960 + + + 1970 + 1970 + + + 1980 + 1980 + + + 1990 + 1990 + + + 2000 + 2000 + + + 2001 + 2001 + + + 2002 + 2002 + + + 2003 + 2003 + + + 2004 + 2004 + + + 2005 + 2005 + + + 2006 + 2006 + + + 2007 + 2007 + + + 2008 + 2008 + + + 2009 + 2009 + + + 2010 + 2010 + + + 2011 + 2011 + + + 2012 + 2012 + + + 2013 + 2013 + + + 2014 + 2014 + + + 2015 + 2015 + + + 2016 + 2016 + + + 2017 + 2017 + + + 2018 + 2018 + + + 2019 + 2019 + + + 2020 + 2020 + + + 2021 + 2021 + + + 2022 + 2022 + + Technical Variables -- HOUSEHOLD + + + + + IPUMS sample identifier + + + 202204 + 2018-2022, PRCS 5-year + + + 202203 + 2018-2022, ACS 5-year + + + 202202 + 2022 PRCS + + + 202201 + 2022 ACS + + + 202104 + 2017-2021, PRCS 5-year + + + 202103 + 2017-2021, ACS 5-year + + + 202102 + 2021 PRCS + + + 202101 + 2021 ACS + + + 202004 + 2016-2020, PRCS 5-year + + + 202003 + 2016-2020, ACS 5-year + + + 202001 + 2020 ACS + + + 201904 + 2015-2019, PRCS 5-year + + + 201903 + 2015-2019, ACS 5-year + + + 201902 + 2019 PRCS + + + 201901 + 2019 ACS + + + 201804 + 2014-2018, PRCS 5-year + + + 201803 + 2014-2018, ACS 5-year + + + 201802 + 2018 PRCS + + + 201801 + 2018 ACS + + + 201704 + 2013-2017, PRCS 5-year + + + 201703 + 2013-2017, ACS 5-year + + + 201702 + 2017 PRCS + + + 201701 + 2017 ACS + + + 201604 + 2012-2016, PRCS 5-year + + + 201603 + 2012-2016, ACS 5-year + + + 201602 + 2016 PRCS + + + 201601 + 2016 ACS + + + 201504 + 2011-2015, PRCS 5-year + + + 201503 + 2011-2015, ACS 5-year + + + 201502 + 2015 PRCS + + + 201501 + 2015 ACS + + + 201404 + 2010-2014, PRCS 5-year + + + 201403 + 2010-2014, ACS 5-year + + + 201402 + 2014 PRCS + + + 201401 + 2014 ACS + + + 201306 + 2009-2013, PRCS 5-year + + + 201305 + 2009-2013, ACS 5-year + + + 201304 + 2011-2013, PRCS 3-year + + + 201303 + 2011-2013, ACS 3-year + + + 201302 + 2013 PRCS + + + 201301 + 2013 ACS + + + 201206 + 2008-2012, PRCS 5-year + + + 201205 + 2008-2012, ACS 5-year + + + 201204 + 2010-2012, PRCS 3-year + + + 201203 + 2010-2012, ACS 3-year + + + 201202 + 2012 PRCS + + + 201201 + 2012 ACS + + + 201106 + 2007-2011, PRCS 5-year + + + 201105 + 2007-2011, ACS 5-year + + + 201104 + 2009-2011, PRCS 3-year + + + 201103 + 2009-2011, ACS 3-year + + + 201102 + 2011 PRCS + + + 201101 + 2011 ACS + + + 201008 + 2010 Puerto Rico 10% + + + 201007 + 2010 10% + + + 201006 + 2006-2010, PRCS 5-year + + + 201005 + 2006-2010, ACS 5-year + + + 201004 + 2008-2010, PRCS 3-year + + + 201003 + 2008-2010, ACS 3-year + + + 201002 + 2010 PRCS + + + 201001 + 2010 ACS + + + 200906 + 2005-2009, PRCS 5-year + + + 200905 + 2005-2009, ACS 5-year + + + 200904 + 2007-2009, PRCS 3-year + + + 200903 + 2007-2009, ACS 3-year + + + 200902 + 2009 PRCS + + + 200901 + 2009 ACS + + + 200804 + 2006-2008, PRCS 3-year + + + 200803 + 2006-2008, ACS 3-year + + + 200802 + 2008 PRCS + + + 200801 + 2008 ACS + + + 200704 + 2005-2007, PRCS 3-year + + + 200703 + 2005-2007, ACS 3-year + + + 200702 + 2007 PRCS + + + 200701 + 2007 ACS + + + 200602 + 2006 PRCS + + + 200601 + 2006 ACS + + + 200502 + 2005 PRCS + + + 200501 + 2005 ACS + + + 200401 + 2004 ACS + + + 200301 + 2003 ACS + + + 200201 + 2002 ACS + + + 200101 + 2001 ACS + + + 200008 + 2000 Puerto Rico 1% + + + 200007 + 2000 1% + + + 200006 + 2000 Puerto Rico 1% sample (old version) + + + 200005 + 2000 Puerto Rico 5% + + + 200004 + 2000 ACS + + + 200003 + 2000 Unweighted 1% + + + 200002 + 2000 1% sample (old version) + + + 200001 + 2000 5% + + + 199007 + 1990 Puerto Rico 1% + + + 199006 + 1990 Puerto Rico 5% + + + 199005 + 1990 Labor Market Area + + + 199004 + 1990 Elderly + + + 199003 + 1990 Unweighted 1% + + + 199002 + 1990 1% + + + 199001 + 1990 5% + + + 198007 + 1980 Puerto Rico 1% + + + 198006 + 1980 Puerto Rico 5% + + + 198005 + 1980 Detailed metro/non-metro + + + 198004 + 1980 Labor Market Area + + + 198003 + 1980 Urban/Rural + + + 198002 + 1980 1% + + + 198001 + 1980 5% + + + 197009 + 1970 Puerto Rico Neighborhood + + + 197008 + 1970 Puerto Rico Municipio + + + 197007 + 1970 Puerto Rico State + + + 197006 + 1970 Form 2 Neighborhood + + + 197005 + 1970 Form 1 Neighborhood + + + 197004 + 1970 Form 2 Metro + + + 197003 + 1970 Form 1 Metro + + + 197002 + 1970 Form 2 State + + + 197001 + 1970 Form 1 State + + + 196002 + 1960 5% + + + 196001 + 1960 1% + + + 195002 + 1950 100% database + + + 195001 + 1950 1% + + + 194002 + 1940 100% database + + + 194001 + 1940 1% + + + 193004 + 1930 100% database + + + 193003 + 1930 Puerto Rico + + + 193002 + 1930 5% + + + 193001 + 1930 1% + + + 192003 + 1920 100% database + + + 192002 + 1920 Puerto Rico sample + + + 192001 + 1920 1% + + + 191004 + 1910 100% database + + + 191003 + 1910 1.4% sample with oversamples + + + 191002 + 1910 1% + + + 191001 + 1910 Puerto Rico + + + 190004 + 1900 100% database + + + 190003 + 1900 1% sample with oversamples + + + 190002 + 1900 1% + + + 190001 + 1900 5% + + + 188003 + 1880 100% database + + + 188002 + 1880 10% + + + 188001 + 1880 1% + + + 187003 + 1870 100% database + + + 187002 + 1870 1% sample with black oversample + + + 187001 + 1870 1% + + + 186003 + 1860 100% database + + + 186002 + 1860 1% sample with black oversample + + + 186001 + 1860 1% + + + 185002 + 1850 100% database + + + 185001 + 1850 1% + + Technical Variables -- HOUSEHOLD + + + + + Household serial number + + + Technical Variables -- HOUSEHOLD + + + + + Original Census Bureau household serial number + + + Technical Variables -- HOUSEHOLD + + + + + Household weight + + + Technical Variables -- HOUSEHOLD + + + + + Household cluster for variance estimation + + + Technical Variables -- HOUSEHOLD + + + + + State (FIPS code) + + + 01 + Alabama + + + 02 + Alaska + + + 04 + Arizona + + + 05 + Arkansas + + + 06 + California + + + 08 + Colorado + + + 09 + Connecticut + + + 10 + Delaware + + + 11 + District of Columbia + + + 12 + Florida + + + 13 + Georgia + + + 15 + Hawaii + + + 16 + Idaho + + + 17 + Illinois + + + 18 + Indiana + + + 19 + Iowa + + + 20 + Kansas + + + 21 + Kentucky + + + 22 + Louisiana + + + 23 + Maine + + + 24 + Maryland + + + 25 + Massachusetts + + + 26 + Michigan + + + 27 + Minnesota + + + 28 + Mississippi + + + 29 + Missouri + + + 30 + Montana + + + 31 + Nebraska + + + 32 + Nevada + + + 33 + New Hampshire + + + 34 + New Jersey + + + 35 + New Mexico + + + 36 + New York + + + 37 + North Carolina + + + 38 + North Dakota + + + 39 + Ohio + + + 40 + Oklahoma + + + 41 + Oregon + + + 42 + Pennsylvania + + + 44 + Rhode Island + + + 45 + South Carolina + + + 46 + South Dakota + + + 47 + Tennessee + + + 48 + Texas + + + 49 + Utah + + + 50 + Vermont + + + 51 + Virginia + + + 53 + Washington + + + 54 + West Virginia + + + 55 + Wisconsin + + + 56 + Wyoming + + + 61 + Maine-New Hampshire-Vermont + + + 62 + Massachusetts-Rhode Island + + + 63 + Minnesota-Iowa-Missouri-Kansas-Nebraska-S.Dakota-N.Dakota + + + 64 + Maryland-Delaware + + + 65 + Montana-Idaho-Wyoming + + + 66 + Utah-Nevada + + + 67 + Arizona-New Mexico + + + 68 + Alaska-Hawaii + + + 72 + Puerto Rico + + + 97 + Military/Mil. Reservation + + + 99 + State not identified + + Geographic Variables -- HOUSEHOLD + + Case selection: 31 Nebraska + + + + County (FIPS code, identifiable counties only) + + + Geographic Variables -- HOUSEHOLD + + + + + Household strata for variance estimation + + + Technical Variables -- HOUSEHOLD + + + + + Group quarters status + + + 0 + Vacant unit + + + 1 + Households under 1970 definition + + + 2 + Additional households under 1990 definition + + + 3 + Group quarters--Institutions + + + 4 + Other group quarters + + + 5 + Additional households under 2000 definition + + + 6 + Fragment + + Group Quarters Variables -- HOUSEHOLD + + + + + Person number in sample unit + + + Technical Variables -- PERSON + + + + + Person weight + + + Technical Variables -- PERSON + + + + + Number of own family members in household + + + 01 + 1 family member present + + + 02 + 2 family members present + + + 03 + 3 + + + 04 + 4 + + + 05 + 5 + + + 06 + 6 + + + 07 + 7 + + + 08 + 8 + + + 09 + 9 + + + 10 + 10 + 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+ + + 134 + 134 + + + 135 + 135 + + + 140 + 140 + + + 999 + Missing + + Demographic Variables -- PERSON + + + + + Marital status + + + 1 + Married, spouse present + + + 2 + Married, spouse absent + + + 3 + Separated + + + 4 + Divorced + + + 5 + Widowed + + + 6 + Never married/single + + + 9 + Blank, missing + + Demographic Variables -- PERSON + + + + + Any health insurance coverage + + + 1 + No health insurance coverage + + + 2 + With health insurance coverage + + Health Insurance Variables -- PERSON + + + + + Employment status [general version] + + + 0 + N/A + + + 1 + Employed + + + 2 + Unemployed + + + 3 + Not in labor force + + + 9 + Unknown/Illegible + + Work Variables -- PERSON + + + + + Employment status [detailed version] + + + 00 + N/A + + + 10 + At work + + + 11 + At work, public emerg + + + 12 + Has job, not working + + + 13 + Armed forces + + + 14 + Armed forces--at work + + + 15 + Armed forces--not at work but with job + + + 20 + Unemployed + + + 21 + Unemp, exper worker + + + 22 + Unemp, new worker + + + 30 + Not in Labor Force + + + 31 + NILF, housework + + + 32 + NILF, unable to work + + + 33 + NILF, school + + + 34 + NILF, other + + + 99 + Unknown/Illegible + + Work Variables -- PERSON + + + + + Class of worker [general version] + + + 0 + N/A + + + 1 + Self-employed + + + 2 + Works for wages + + + 9 + Unknown + + Work Variables -- PERSON + + + + + Class of worker [detailed version] + + + 00 + N/A + + + 10 + Self-employed + + + 11 + Employer + + + 12 + Working on own account + + + 13 + Self-employed, not incorporated + + + 14 + Self-employed, incorporated + + + 20 + Works for wages + + + 21 + Works on salary (1920) + + + 22 + Wage/salary, private + + + 23 + Wage/salary at non-profit + + + 24 + Wage/salary, government + + + 25 + Federal govt employee + + + 26 + Armed forces + + + 27 + State govt employee + + + 28 + Local govt employee + + + 29 + Unpaid family worker + + + 98 + Illegible + + + 99 + Unknown + + Work Variables -- PERSON + + + + + Weeks 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confidential data +data(acs_conf) + +conf_data <- acs_conf %>% + dplyr::select( + county, gq, sex, marst, hcovany, empstat, classwkr, age, inctot + ) + +conf_props <- acs_conf %>% + dplyr::group_by(county, gq, sex, marst, hcovany, empstat, classwkr, + .drop = FALSE) %>% + dplyr::tally() %>% + dplyr::ungroup() %>% + dplyr::mutate(prop = n / dim(acs_conf)[1]) + +# lower-risk synthesis ------------------------------------------------------ + +#' +#' Create one lower-disclosure-risk sample +#' +#' @param synth_id Integer, ID to associate with synthetic data replicate +#' +sample_lr_synth <- function(synth_id) { + + # lower-risk categorical synthesis: sample from regularized cell frequencies + lr_synth <- conf_props %>% + dplyr::mutate( + lr_n = rmultinom( + 1, + dim(conf_data)[1], + # mixture of 95% confidential data and 5% uniform sample + conf_props$prop * .95 + .5 / dim(conf_props)[1] + )[, 1] + ) %>% + tidyr::uncount(weights = lr_n) %>% + dplyr::select(-c(n, prop)) + + # use sampled categorical variables as start data + schema <- schema( + conf_data = conf_data, + start_data = lr_synth + ) + + # synthesize two numeric variables, "age" and "inctot" + visit_sequence <- visit_sequence( + schema = schema, + type = "manual", + manual_vars = c("age", "inctot") + ) + + roadmap <- roadmap(visit_sequence = visit_sequence) + + # use a standard rpart decision tree for each variable + rpart_reg <- parsnip::decision_tree(mode = "regression") + + synth_spec <- synth_spec( + roadmap = roadmap, + synth_algorithms = rpart_reg, + recipes = construct_recipes(roadmap = roadmap), + predict_methods = sample_rpart + ) + + presynth <- presynth( + roadmap = roadmap, + synth_spec = synth_spec + ) + + + return( + + # synthesize using tidysynthesis + synthesize(presynth)$synthetic_data %>% + dplyr::mutate( + synth_id = synth_id, + # add two-sided geometric row-wise noise to each numeric synthesis + age = age + rgeom(dim(acs_conf)[1], .5) - rgeom(dim(acs_conf)[1], .5), + inctot = dplyr::if_else( + inctot > 0, + round(inctot, -1) + 10 * ( + rgeom(dim(acs_conf)[1], .2) - rgeom(dim(acs_conf)[1], .2) + ), + inctot + ) + ) + + ) + +} + +# synthesize and write to package +acs_lr_synths <- purrr::map( + .x = 1:30, + .f = ~ sample_lr_synth(.x) +) +usethis::use_data(acs_lr_synths, overwrite = TRUE) + + +# higher-risk synthesis ------------------------------------------------------ + +#' +#' Create one higher-disclosure-risk sample +#' +#' @param synth_id Integer, ID to associate with synthetic data replicate +#' +sample_hr_synth <- function(synth_id) { + + # starting categoricals: resample x% of data uniformly from the original dataset + hr_cats <- acs_conf %>% + dplyr::select( + county, gq, sex, marst, hcovany, empstat, classwkr + ) %>% + dplyr::mutate( + keep_ix = ( + sample(1:dim(acs_conf)[1]) > round(.05 * dim(acs_conf)[1]) + ) + ) %>% + dplyr::filter(keep_ix == TRUE) + + # use sampled categorical variables as start data + schema <- schema( + conf_data = conf_data, + start_data = hr_synth + ) + + # synthesize two numeric variables, "age" and "inctot" + visit_sequence <- visit_sequence( + schema = schema, + type = "manual", + manual_vars = c("age", "inctot") + ) + + roadmap <- roadmap(visit_sequence = visit_sequence) + + # define an intentionally overfit decision tree model + overfit_rpart_reg <- parsnip::decision_tree( + mode = "regression", + tree_depth = 30, # large max tree depth + min_n = 2 # small terminal node size + ) %>% + parsnip::set_engine( + "rpart", xval = 0 # disable cross-validation for pruning + ) + + synth_spec <- synth_spec( + roadmap = roadmap, + synth_algorithms = overfit_rpart_reg, + recipes = construct_recipes(roadmap = roadmap), + predict_methods = sample_rpart + ) + + presynth <- presynth( + roadmap = roadmap, + synth_spec = synth_spec + ) + + return( + # return synthesis result without modification + synthesize(presynth)$synthetic_data %>% + dplyr::mutate(synth_id = synth_id) + ) + +} + +# synthesize and write to package +acs_hr_synths <- purrr::map( + .x = 1:30, + .f = ~ sample_hr_synth(.x) +) +usethis::use_data(acs_hr_synths, overwrite = TRUE) + diff --git a/data/acs_conf.rda b/data/acs_conf.rda new file mode 100644 index 0000000000000000000000000000000000000000..f1f5a4a54b63304db8c4ed40d12281177c13e694 GIT binary patch literal 6451 zcmV-38O-KFT4*^jL0KkKSrinD4FF`RfB*mg{{R2~|NsC0|KI=r|MmU<^}YY||NsC0 z|NsC0|Nr12-){qe1^@&A4z(O804M+ePyhe`000G0E))PUh)@*;1waCTSRU}@F7w}b zJ|Am9IErBgAOM*%X`m*VFenOanN5m%Z4`M=O-HGYkcUQ_+YG13{qF z$jt#VWMC5mKmce)1TaG*MgvKK7)+U<1Y%$s0003n07FKa3Yt*R6KI$MWMG&8&=HZ7 z00004zyJs^O{ipMf?xmu00009fB*mhCIJl$m=d3nML0U9*PgwsG80BNR8F&Y5S z2AX04paw>U38M*<6DEKIO#loK00SnPG5`QzCV`_y5J1t8G(A870000000000XaE2J z8UO$Q0000000000000005hS8$ny0kIG7T`M(WaV1(t2r%Y$9ZBO$Vv!Jrl}$jj6RU zs2U9oJW-K>*L&;!#^rk2iQRPWS_f$k zf_d3hP=lRq0xUIc-~OwA&S%TH9NkOIxX7=^#E~~6=e5R@G)g^+t$~Qye*zil<-**QKPm#3zJAAm;s{+C2hObo_X?1R_ zLcO%^aLuB7tyeJFB8y)`CGVE)>amoI<8Q}dznl>}+C82Af<$HOQv7Og^o~Ay( 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zga%ExNd>WoX^`*9E8|HZ-(F~`;LeVwK@LJjD_OB1Rak=2QW6o|8=HO0?r1{4TX%Oh z_29J9Zc$YTE$!|^ZZ|MNx3ywP1#qnXJZQ;H0pFQ^|1pu={rvZQNoU09sZ-Q^4OMV0 zAtl9WY+ZARVvErayLq_cbktex1$^Qa2x`E^;_UXXNOlU1H)jr>D&k0`W3tGqH+j0m z62B5?qH#fqd+*=R)bn^@y;k?N==qM=D{18AJP5r*T6$R#nad~3oM)AURxIMRG>bWT zklW=&SEMn~@&P1%hDW@0z|Far=v+!*S-PMDf2@v4c Date: Wed, 31 Jul 2024 17:31:52 -0400 Subject: [PATCH 22/54] add data documentation --- R/data.R | 87 ++++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 87 insertions(+) create mode 100644 R/data.R diff --git a/R/data.R b/R/data.R new file mode 100644 index 0000000..7b61d0f --- /dev/null +++ b/R/data.R @@ -0,0 +1,87 @@ +#' American Community Survey microdata +#' +#' An extract constructed from the 2019 American Community Survey containing a +#' random sample of n = 1000 Nebraska respondents. +#' +#' Original data source: +#' Steven Ruggles, Sarah Flood, Matthew Sobek, Daniel Backman, Annie Chen, +#' Grace Cooper, Stephanie Richards, Renae Rogers, and Megan Schouweiler. +#' IPUMS USA: Version 15.0 \[dataset\]. Minneapolis, MN: IPUMS, 2024. +#' https://doi.org/10.18128/D010.V15.0 +#' +#' @format ## `acs_conf` +#' A data frame with 1,000 rows and 11 columns: +#' \describe{ +#' \item{county}{fct, county} +#' \item{gq}{fct, group quarter kind} +#' \item{sex}{fct, sex} +#' \item{marst}{fct, marital status} +#' \item{hcovany}{fct, health insurance status} +#' \item{empstat}{fct, employment status} +#' \item{classwkr}{fct, employment kind (ex: self-employed, etc.)} +#' \item{age}{dbl, age (in years)} +#' \item{famsize}{dbl, household/family size} +#' \item{transit_time}{dbl, transit time to work (in minutes)} +#' \item{inctot}{dbl, annual income} +#' } +#' @source +"acs_conf" + +#' American Community Survey lower-risk synthetic data +#' +#' A list of 30 samples of lower-risk synthetic data derived from `acs_conf`, +#' generated using noise infusion for both categorical and numeric random variables. +#' +#' Original data source: +#' Steven Ruggles, Sarah Flood, Matthew Sobek, Daniel Backman, Annie Chen, +#' Grace Cooper, Stephanie Richards, Renae Rogers, and Megan Schouweiler. +#' IPUMS USA: Version 15.0 \[dataset\]. Minneapolis, MN: IPUMS, 2024. +#' https://doi.org/10.18128/D010.V15.0 +#' +#' @format ## `acs_lr_synths` +#' A list of 30 data frames with 1,000 rows and 11 columns: +#' \describe{ +#' \item{county}{fct, county} +#' \item{gq}{fct, group quarter kind} +#' \item{sex}{fct, sex} +#' \item{marst}{fct, marital status} +#' \item{hcovany}{fct, health insurance status} +#' \item{empstat}{fct, employment status} +#' \item{classwkr}{fct, employment kind (ex: self-employed, etc.)} +#' \item{age}{dbl, age (in years)} +#' \item{famsize}{dbl, household/family size} +#' \item{transit_time}{dbl, transit time to work (in minutes)} +#' \item{inctot}{dbl, annual income} +#' } +#' @source +"acs_lr_synths" + + +#' American Community Survey higher-risk synthetic data +#' +#' A list of 30 samples of higher-risk synthetic data derived from `acs_conf`, +#' generated using weakly variable resampling and models overfit to the confidential data. +#' +#' Original data source: +#' Steven Ruggles, Sarah Flood, Matthew Sobek, Daniel Backman, Annie Chen, +#' Grace Cooper, Stephanie Richards, Renae Rogers, and Megan Schouweiler. +#' IPUMS USA: Version 15.0 \[dataset\]. Minneapolis, MN: IPUMS, 2024. +#' https://doi.org/10.18128/D010.V15.0 +#' +#' @format ## `acs_hr_synths` +#' A list of 30 data frames with 1,000 rows and 11 columns: +#' \describe{ +#' \item{county}{fct, county} +#' \item{gq}{fct, group quarter kind} +#' \item{sex}{fct, sex} +#' \item{marst}{fct, marital status} +#' \item{hcovany}{fct, health insurance status} +#' \item{empstat}{fct, employment status} +#' \item{classwkr}{fct, employment kind (ex: self-employed, etc.)} +#' \item{age}{dbl, age (in years)} +#' \item{famsize}{dbl, household/family size} +#' \item{transit_time}{dbl, transit time to work (in minutes)} +#' \item{inctot}{dbl, annual income} +#' } +#' @source +"acs_hr_synths" \ No newline at end of file From 1d8cbfd1262a2bdb1d499fcf0c81878a09f98123 Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Tue, 10 Sep 2024 11:06:47 -0400 Subject: [PATCH 23/54] update data docs, use IPUMS API instead of file-based extract --- data-raw/README.md | 12 +- data-raw/README.qmd | 22 - data-raw/acs_conf.R | 37 +- data-raw/acs_extract.dat.gz | Bin 351306 -> 0 bytes data-raw/acs_extract.xml | 2879 ----------------------------------- data/acs_conf.rda | Bin 6451 -> 6441 bytes 6 files changed, 41 insertions(+), 2909 deletions(-) delete mode 100644 data-raw/README.qmd delete mode 100644 data-raw/acs_extract.dat.gz delete mode 100644 data-raw/acs_extract.xml diff --git a/data-raw/README.md b/data-raw/README.md index 030b8d7..4127652 100644 --- a/data-raw/README.md +++ b/data-raw/README.md @@ -1,6 +1,4 @@ - - -# Test Data Reconstruction +# Test Data Replication The scripts in this folder reproduce the test data sets written to file in the `./data` folder. @@ -13,6 +11,10 @@ The objects `penguins_*.rda` are derived from the ## American Community Survey -The objects `acs_*.rda` are derived from IPUMS extracts from the +The objects `acs_*.rda` are derived from IPUMS extracts from the 2019 American Community Survey (ACS). Citation is available in the `acs_conf` -docstring. +docstring. To replicate the raw data, you need an IPUMS API key, which +can be requested for free at https://account.ipums.org/api_keys and set +using + + ipumsr::set_ipums_api_key(api_key) diff --git a/data-raw/README.qmd b/data-raw/README.qmd deleted file mode 100644 index 58fbba8..0000000 --- a/data-raw/README.qmd +++ /dev/null @@ -1,22 +0,0 @@ ---- -format: gfm -embed-resources: true -editor_options: - chunk_output_type: console ---- - -# Test Data Reconstruction - -The scripts in this folder reproduce the test data sets written to file -in the `./data` folder. - -## Penguins - -The objects `penguins_*.rda` are derived from the `library(palmerpenguins)` dataset, -available in its original form on `CRAN`. - -## American Community Survey - -The objects `acs_*.rda` are derived from IPUMS extracts from the American Community -Survey (ACS). Citation is available in the `acs_conf` docstring. - diff --git a/data-raw/acs_conf.R b/data-raw/acs_conf.R index 0044775..b0f5a8d 100644 --- a/data-raw/acs_conf.R +++ b/data-raw/acs_conf.R @@ -2,9 +2,40 @@ library(ipumsr) set.seed(20240726) -ddi <- ipumsr::read_ipums_ddi("./data-raw/acs_extract.xml") -data <- ipumsr::read_ipums_micro(ddi, - data_file = "./data-raw/acs_extract.dat.gz") +# IPUMPS API extract definition -------------------------------------------- + +message( + "This script assumes you have an IPUMS API key already set up within your + global environment. If not, use ipumsr::set_ipums_api_key() to do so." +) + +acs_extract_request <- ipumsr::define_extract_micro( + description = "Example 2019 Nebraska ACS Extract", + collection = "usa", + samples = c("us2019a"), + variables = list( + var_spec("STATEFIP", case_selections = c("31")), + var_spec("COUNTYFIP"), + var_spec("GQ"), + var_spec("SEX"), + var_spec("MARST"), + var_spec("HCOVANY"), + var_spec("EMPSTAT"), + var_spec("CLASSWKR"), + var_spec("AGE"), + var_spec("FAMSIZE"), + var_spec("TRANTIME"), + var_spec("INCTOT") + ), + data_structure = "rectangular" +) +submitted_extract <- ipumsr::submit_extract(acs_extract_request) +downloadable_extract <- ipumsr::wait_for_extract(submitted_extract) +path_to_data_files <- ipumsr::download_extract(downloadable_extract) + +data <- ipumsr::read_ipums_micro(path_to_data_files) + +# Gold-standard dataset pre-processing / cleaning ------------------------- acs_conf <- data %>% dplyr::transmute( diff --git a/data-raw/acs_extract.dat.gz 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Hall, 225 - 19th Avenue South, Minneapolis, MN 55455 - - - IPUMS - - - - - - - User Extract acs_example_extract.dat - - - IPUMS - - - IPUMS - May 29, 2024 - IPUMS, 50 Willey Hall, 225 - 19th Avenue South, Minneapolis, MN 55455 - - - IPUMS - - - IPUMS USA - DOI:10.18128/D010.V15.0 - - - - - - - - Technical Variables -- HOUSEHOLD - Geographic Variables -- HOUSEHOLD - Group Quarters Variables -- HOUSEHOLD - Technical Variables -- PERSON - Family Interrelationship Variables -- PERSON - Demographic Variables -- PERSON - Health Insurance Variables -- PERSON - Work Variables -- PERSON - Income Variables -- PERSON - Place of Work and Travel Time Variables -- PERSON - - - 2019 - United States - - - - - - - IPUMS USA - - - The user of the data acknowledges that the original collector of the data, the authorized distributor of the data, and the relevant funding agency bear no responsibility for use of the data or for interpretations or inferences based upon such uses. - - - - This extract is a revision of the user's previous extract, ID 22223949. - - - - acs_example_extract.dat - Microdata records - - ISO-8859-1 data file - fixed length fields - IPUMS, 50 Willey Hall, 225 - 19th Avenue South, Minneapolis, MN 55455 - - - - - Census year - - - 1850 - 1850 - - - 1860 - 1860 - - - 1870 - 1870 - - - 1880 - 1880 - - - 1900 - 1900 - - - 1910 - 1910 - - - 1920 - 1920 - - - 1930 - 1930 - - - 1940 - 1940 - - - 1950 - 1950 - - - 1960 - 1960 - - - 1970 - 1970 - - - 1980 - 1980 - - - 1990 - 1990 - - - 2000 - 2000 - - - 2001 - 2001 - - - 2002 - 2002 - - - 2003 - 2003 - - - 2004 - 2004 - - - 2005 - 2005 - - - 2006 - 2006 - - - 2007 - 2007 - - - 2008 - 2008 - - - 2009 - 2009 - - - 2010 - 2010 - - - 2011 - 2011 - - - 2012 - 2012 - - - 2013 - 2013 - - - 2014 - 2014 - - - 2015 - 2015 - - - 2016 - 2016 - - - 2017 - 2017 - - - 2018 - 2018 - - - 2019 - 2019 - - - 2020 - 2020 - - - 2021 - 2021 - - - 2022 - 2022 - - Technical Variables -- HOUSEHOLD - - - - - IPUMS sample identifier - - - 202204 - 2018-2022, PRCS 5-year - - - 202203 - 2018-2022, ACS 5-year - - - 202202 - 2022 PRCS - - - 202201 - 2022 ACS - - - 202104 - 2017-2021, PRCS 5-year - - - 202103 - 2017-2021, ACS 5-year - - - 202102 - 2021 PRCS - - - 202101 - 2021 ACS - - - 202004 - 2016-2020, PRCS 5-year - - - 202003 - 2016-2020, ACS 5-year - - - 202001 - 2020 ACS - - - 201904 - 2015-2019, PRCS 5-year - - - 201903 - 2015-2019, ACS 5-year - - - 201902 - 2019 PRCS - - - 201901 - 2019 ACS - - - 201804 - 2014-2018, PRCS 5-year - - - 201803 - 2014-2018, ACS 5-year - - - 201802 - 2018 PRCS - - - 201801 - 2018 ACS - - - 201704 - 2013-2017, PRCS 5-year - - - 201703 - 2013-2017, ACS 5-year - - - 201702 - 2017 PRCS - - - 201701 - 2017 ACS - - - 201604 - 2012-2016, PRCS 5-year - - - 201603 - 2012-2016, ACS 5-year - - - 201602 - 2016 PRCS - - - 201601 - 2016 ACS - - - 201504 - 2011-2015, PRCS 5-year - - - 201503 - 2011-2015, ACS 5-year - - - 201502 - 2015 PRCS - - - 201501 - 2015 ACS - - - 201404 - 2010-2014, PRCS 5-year - - - 201403 - 2010-2014, ACS 5-year - - - 201402 - 2014 PRCS - - - 201401 - 2014 ACS - - - 201306 - 2009-2013, PRCS 5-year - - - 201305 - 2009-2013, ACS 5-year - - - 201304 - 2011-2013, PRCS 3-year - - - 201303 - 2011-2013, ACS 3-year - - - 201302 - 2013 PRCS - - - 201301 - 2013 ACS - - - 201206 - 2008-2012, PRCS 5-year - - - 201205 - 2008-2012, ACS 5-year - - - 201204 - 2010-2012, PRCS 3-year - - - 201203 - 2010-2012, ACS 3-year - - - 201202 - 2012 PRCS - - - 201201 - 2012 ACS - - - 201106 - 2007-2011, PRCS 5-year - - - 201105 - 2007-2011, ACS 5-year - - - 201104 - 2009-2011, PRCS 3-year - - - 201103 - 2009-2011, ACS 3-year - - - 201102 - 2011 PRCS - - - 201101 - 2011 ACS - - - 201008 - 2010 Puerto Rico 10% - - - 201007 - 2010 10% - - - 201006 - 2006-2010, PRCS 5-year - - - 201005 - 2006-2010, ACS 5-year - - - 201004 - 2008-2010, PRCS 3-year - - - 201003 - 2008-2010, ACS 3-year - - - 201002 - 2010 PRCS - - - 201001 - 2010 ACS - - - 200906 - 2005-2009, PRCS 5-year - - - 200905 - 2005-2009, ACS 5-year - - - 200904 - 2007-2009, PRCS 3-year - - - 200903 - 2007-2009, ACS 3-year - - - 200902 - 2009 PRCS - - - 200901 - 2009 ACS - - - 200804 - 2006-2008, PRCS 3-year - - - 200803 - 2006-2008, ACS 3-year - - - 200802 - 2008 PRCS - - - 200801 - 2008 ACS - - - 200704 - 2005-2007, PRCS 3-year - - - 200703 - 2005-2007, ACS 3-year - - - 200702 - 2007 PRCS - - - 200701 - 2007 ACS - - - 200602 - 2006 PRCS - - - 200601 - 2006 ACS - - - 200502 - 2005 PRCS - - - 200501 - 2005 ACS - - - 200401 - 2004 ACS - - - 200301 - 2003 ACS - - - 200201 - 2002 ACS - - - 200101 - 2001 ACS - - - 200008 - 2000 Puerto Rico 1% - - - 200007 - 2000 1% - - - 200006 - 2000 Puerto Rico 1% sample (old version) - - - 200005 - 2000 Puerto Rico 5% - - - 200004 - 2000 ACS - - - 200003 - 2000 Unweighted 1% - - - 200002 - 2000 1% sample (old version) - - - 200001 - 2000 5% - - - 199007 - 1990 Puerto Rico 1% - - - 199006 - 1990 Puerto Rico 5% - - - 199005 - 1990 Labor Market Area - - - 199004 - 1990 Elderly - - - 199003 - 1990 Unweighted 1% - - - 199002 - 1990 1% - - - 199001 - 1990 5% - - - 198007 - 1980 Puerto Rico 1% - - - 198006 - 1980 Puerto Rico 5% - - - 198005 - 1980 Detailed metro/non-metro - - - 198004 - 1980 Labor Market Area - - - 198003 - 1980 Urban/Rural - - - 198002 - 1980 1% - - - 198001 - 1980 5% - - - 197009 - 1970 Puerto Rico Neighborhood - - - 197008 - 1970 Puerto Rico Municipio - - - 197007 - 1970 Puerto Rico State - - - 197006 - 1970 Form 2 Neighborhood - - - 197005 - 1970 Form 1 Neighborhood - - - 197004 - 1970 Form 2 Metro - - - 197003 - 1970 Form 1 Metro - - - 197002 - 1970 Form 2 State - - - 197001 - 1970 Form 1 State - - - 196002 - 1960 5% - - - 196001 - 1960 1% - - - 195002 - 1950 100% database - - - 195001 - 1950 1% - - - 194002 - 1940 100% database - - - 194001 - 1940 1% - - - 193004 - 1930 100% database - - - 193003 - 1930 Puerto Rico - - - 193002 - 1930 5% - - - 193001 - 1930 1% - - - 192003 - 1920 100% database - - - 192002 - 1920 Puerto Rico sample - - - 192001 - 1920 1% - - - 191004 - 1910 100% database - - - 191003 - 1910 1.4% sample with oversamples - - - 191002 - 1910 1% - - - 191001 - 1910 Puerto Rico - - - 190004 - 1900 100% database - - - 190003 - 1900 1% sample with oversamples - - - 190002 - 1900 1% - - - 190001 - 1900 5% - - - 188003 - 1880 100% database - - - 188002 - 1880 10% - - - 188001 - 1880 1% - - - 187003 - 1870 100% database - - - 187002 - 1870 1% sample with black oversample - - - 187001 - 1870 1% - - - 186003 - 1860 100% database - - - 186002 - 1860 1% sample with black oversample - - - 186001 - 1860 1% - - - 185002 - 1850 100% database - - - 185001 - 1850 1% - - Technical Variables -- HOUSEHOLD - - - - - Household serial number - - - Technical Variables -- HOUSEHOLD - - - - - Original Census Bureau household serial number - - - Technical Variables -- HOUSEHOLD - - - - - Household weight - - - Technical Variables -- HOUSEHOLD - - - - - Household cluster for variance estimation - - - Technical Variables -- HOUSEHOLD - - - - - State (FIPS code) - - - 01 - Alabama - - - 02 - Alaska - - - 04 - Arizona - - - 05 - Arkansas - - - 06 - California - - - 08 - Colorado - - - 09 - Connecticut - - - 10 - Delaware - - - 11 - District of Columbia - - - 12 - Florida - - - 13 - Georgia - - - 15 - Hawaii - - - 16 - Idaho - - - 17 - Illinois - - - 18 - Indiana - - - 19 - Iowa - - - 20 - Kansas - - - 21 - Kentucky - - - 22 - Louisiana - - - 23 - Maine - - - 24 - Maryland - - - 25 - Massachusetts - - - 26 - Michigan - - - 27 - Minnesota - - - 28 - Mississippi - - - 29 - Missouri - - - 30 - Montana - - - 31 - Nebraska - - - 32 - Nevada - - - 33 - New Hampshire - - - 34 - New Jersey - - - 35 - New Mexico - - - 36 - New York - - - 37 - North Carolina - - - 38 - North Dakota - - - 39 - Ohio - - - 40 - Oklahoma - - - 41 - Oregon - - - 42 - Pennsylvania - - - 44 - Rhode Island - - - 45 - South Carolina - - - 46 - South Dakota - - - 47 - Tennessee - - - 48 - Texas - - - 49 - Utah - - - 50 - Vermont - - - 51 - Virginia - - - 53 - Washington - - - 54 - West Virginia - - - 55 - Wisconsin - - - 56 - Wyoming - - - 61 - Maine-New Hampshire-Vermont - - - 62 - Massachusetts-Rhode Island - - - 63 - Minnesota-Iowa-Missouri-Kansas-Nebraska-S.Dakota-N.Dakota - - - 64 - Maryland-Delaware - - - 65 - Montana-Idaho-Wyoming - - - 66 - Utah-Nevada - - - 67 - Arizona-New Mexico - - - 68 - Alaska-Hawaii - - - 72 - Puerto Rico - - - 97 - Military/Mil. Reservation - - - 99 - State not identified - - Geographic Variables -- HOUSEHOLD - - Case selection: 31 Nebraska - - - - County (FIPS code, identifiable counties only) - - - Geographic Variables -- HOUSEHOLD - - - - - Household strata for variance estimation - - - Technical Variables -- HOUSEHOLD - - - - - Group quarters status - - - 0 - Vacant unit - - - 1 - Households under 1970 definition - - - 2 - Additional households under 1990 definition - - - 3 - Group quarters--Institutions - - - 4 - Other group quarters - - - 5 - Additional households under 2000 definition - - - 6 - Fragment - - Group Quarters Variables -- HOUSEHOLD - - - - - Person number in sample unit - - - Technical Variables -- PERSON - - - - - Person weight - - - Technical Variables -- PERSON - - - - - Number of own family members in household - - - 01 - 1 family member present - - - 02 - 2 family members present - - - 03 - 3 - - - 04 - 4 - - - 05 - 5 - - - 06 - 6 - - - 07 - 7 - - - 08 - 8 - - - 09 - 9 - - - 10 - 10 - - - 11 - 11 - - - 12 - 12 - - - 13 - 13 - - - 14 - 14 - - - 15 - 15 - - - 16 - 16 - - - 17 - 17 - - - 18 - 18 - - - 19 - 19 - - - 20 - 20 - - - 21 - 21 - - - 22 - 22 - - - 23 - 23 - - - 24 - 24 - - - 25 - 25 - - - 26 - 26 - - - 27 - 27 - - - 28 - 28 - - - 29 - 29 - - - 30 - 30 - - - 31 - 31 - - - 32 - 32 - - - 33 - 33 - - - 34 - 34 - - - 35 - 35 - - - 36 - 36 - - - 37 - 37 - - - 38 - 38 - - - 39 - 39 - - - 40 - 40 - - - 41 - 41 - - - 42 - 42 - - - 43 - 43 - - - 44 - 44 - - - 45 - 45 - - - 46 - 46 - - - 47 - 47 - - - 48 - 48 - - - 49 - 49 - - - 50 - 50 - - - 51 - 51 - - - 52 - 52 - - - 53 - 53 - - - 54 - 54 - - - 55 - 55 - - - 56 - 56 - - - 57 - 57 - - - 58 - 58 - - Family Interrelationship Variables -- PERSON - - - - - Sex - - - 1 - Male - - - 2 - Female - - - 9 - Missing/blank - - Demographic Variables -- PERSON - - - - - Age - - - 000 - Less than 1 year old - - - 001 - 1 - - - 002 - 2 - - - 003 - 3 - - - 004 - 4 - - - 005 - 5 - - - 006 - 6 - - - 007 - 7 - - - 008 - 8 - - - 009 - 9 - - - 010 - 10 - - - 011 - 11 - - - 012 - 12 - - - 013 - 13 - - - 014 - 14 - - - 015 - 15 - - - 016 - 16 - - - 017 - 17 - - - 018 - 18 - - - 019 - 19 - - - 020 - 20 - - - 021 - 21 - - - 022 - 22 - - - 023 - 23 - - - 024 - 24 - - - 025 - 25 - - - 026 - 26 - - - 027 - 27 - - - 028 - 28 - - - 029 - 29 - - - 030 - 30 - - - 031 - 31 - - - 032 - 32 - - - 033 - 33 - - - 034 - 34 - - - 035 - 35 - - - 036 - 36 - - - 037 - 37 - - - 038 - 38 - - - 039 - 39 - - - 040 - 40 - - - 041 - 41 - - - 042 - 42 - - - 043 - 43 - - - 044 - 44 - - - 045 - 45 - - - 046 - 46 - - - 047 - 47 - - - 048 - 48 - - - 049 - 49 - - - 050 - 50 - - - 051 - 51 - - - 052 - 52 - - - 053 - 53 - - - 054 - 54 - - - 055 - 55 - - - 056 - 56 - - - 057 - 57 - - - 058 - 58 - - - 059 - 59 - - - 060 - 60 - - - 061 - 61 - - - 062 - 62 - - - 063 - 63 - - - 064 - 64 - - - 065 - 65 - - - 066 - 66 - - - 067 - 67 - - - 068 - 68 - - - 069 - 69 - - - 070 - 70 - - - 071 - 71 - - - 072 - 72 - - - 073 - 73 - - - 074 - 74 - - - 075 - 75 - - - 076 - 76 - - - 077 - 77 - - - 078 - 78 - - - 079 - 79 - - - 080 - 80 - - - 081 - 81 - - - 082 - 82 - - - 083 - 83 - - - 084 - 84 - - - 085 - 85 - - - 086 - 86 - - - 087 - 87 - - - 088 - 88 - - - 089 - 89 - - - 090 - 90 (90+ in 1980 and 1990) - - - 091 - 91 - - - 092 - 92 - - - 093 - 93 - - - 094 - 94 - - - 095 - 95 - - - 096 - 96 - - - 097 - 97 - - - 098 - 98 - - - 099 - 99 - - - 100 - 100 (100+ in 1960-1970) - - - 101 - 101 - - - 102 - 102 - - - 103 - 103 - - - 104 - 104 - - - 105 - 105 - - - 106 - 106 - - - 107 - 107 - - - 108 - 108 - - - 109 - 109 - - - 110 - 110 - - - 111 - 111 - - - 112 - 112 (112+ in the 1980 internal data) - - - 113 - 113 - - - 114 - 114 - - - 115 - 115 (115+ in the 1990 internal data) - - - 116 - 116 - - - 117 - 117 - - - 118 - 118 - - - 119 - 119 - - - 120 - 120 - - - 121 - 121 - - - 122 - 122 - - - 123 - 123 - - - 124 - 124 - - - 125 - 125 - - - 126 - 126 - - - 127 - 127 - - - 128 - 128 - - - 129 - 129 - - - 130 - 130 - - - 131 - 131 - - - 132 - 132 - - - 133 - 133 - - - 134 - 134 - - - 135 - 135 - - - 140 - 140 - - - 999 - Missing - - Demographic Variables -- PERSON - - - - - Marital status - - - 1 - Married, spouse present - - - 2 - Married, spouse absent - - - 3 - Separated - - - 4 - Divorced - - - 5 - Widowed - - - 6 - Never married/single - - - 9 - Blank, missing - - Demographic Variables -- PERSON - - - - - Any health insurance coverage - - - 1 - No health insurance coverage - - - 2 - With health insurance coverage - - Health Insurance Variables -- PERSON - - - - - Employment status [general version] - - - 0 - N/A - - - 1 - Employed - - - 2 - Unemployed - - - 3 - Not in labor force - - - 9 - Unknown/Illegible - - Work Variables -- PERSON - - - - - Employment status [detailed version] - - - 00 - N/A - - - 10 - At work - - - 11 - At work, public emerg - - - 12 - Has job, not working - - - 13 - Armed forces - - - 14 - Armed forces--at work - - - 15 - Armed forces--not at work but with job - - - 20 - Unemployed - - - 21 - Unemp, exper worker - - - 22 - Unemp, new worker - - - 30 - Not in Labor Force - - - 31 - NILF, housework - - - 32 - NILF, unable to work - - - 33 - NILF, school - - - 34 - NILF, other - - - 99 - Unknown/Illegible - - Work Variables -- PERSON - - - - - Class of worker [general version] - - - 0 - N/A - - - 1 - Self-employed - - - 2 - Works for wages - - - 9 - Unknown - - Work Variables -- PERSON - - - - - Class of worker [detailed version] - - - 00 - N/A - - - 10 - Self-employed - - - 11 - Employer - - - 12 - Working on own account - - - 13 - Self-employed, not incorporated - - - 14 - Self-employed, incorporated - - - 20 - Works for wages - - - 21 - Works on salary (1920) - - - 22 - Wage/salary, private - - - 23 - Wage/salary at non-profit - - - 24 - Wage/salary, government - - - 25 - Federal govt employee - - - 26 - Armed forces - - - 27 - State govt employee - - - 28 - Local govt employee - - - 29 - Unpaid family worker - - - 98 - Illegible - - - 99 - Unknown - - Work Variables -- PERSON - - - - - Weeks worked last year - - - Work Variables -- PERSON - - - - - Usual hours worked per week - - - 00 - N/A - - - 01 - 1 - - - 02 - 2 - - - 03 - 3 - - - 04 - 4 - - - 05 - 5 - - - 06 - 6 - - - 07 - 7 - - - 08 - 8 - - - 09 - 9 - - - 10 - 10 - - - 11 - 11 - - - 12 - 12 - - - 13 - 13 - - - 14 - 14 - - - 15 - 15 - - - 16 - 16 - - - 17 - 17 - - - 18 - 18 - - - 19 - 19 - - - 20 - 20 - - - 21 - 21 - - - 22 - 22 - - - 23 - 23 - - - 24 - 24 - - - 25 - 25 - - - 26 - 26 - - - 27 - 27 - - - 28 - 28 - - - 29 - 29 - - - 30 - 30 - - - 31 - 31 - - - 32 - 32 - - - 33 - 33 - - - 34 - 34 - - - 35 - 35 - - - 36 - 36 - - - 37 - 37 - - - 38 - 38 - - - 39 - 39 - - - 40 - 40 - - - 41 - 41 - - - 42 - 42 - - - 43 - 43 - - - 44 - 44 - - - 45 - 45 - - - 46 - 46 - - - 47 - 47 - - - 48 - 48 - - - 49 - 49 - - - 50 - 50 - - - 51 - 51 - - - 52 - 52 - - - 53 - 53 - - - 54 - 54 - - - 55 - 55 - - - 56 - 56 - - - 57 - 57 - - - 58 - 58 - - - 59 - 59 - - - 60 - 60 - - - 61 - 61 - - - 62 - 62 - - - 63 - 63 - - - 64 - 64 - - - 65 - 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Subject: [PATCH 24/54] update data docs, cleanup synthesis script --- R/data.R | 22 ++++++++++++++++++---- data-raw/acs_synth.R | 22 ++++++++++++---------- man/acs_hr_synths.Rd | 11 +++++++++-- man/acs_lr_synths.Rd | 9 ++++++++- 4 files changed, 47 insertions(+), 17 deletions(-) diff --git a/R/data.R b/R/data.R index 7b61d0f..e6ded2c 100644 --- a/R/data.R +++ b/R/data.R @@ -29,8 +29,15 @@ #' American Community Survey lower-risk synthetic data #' -#' A list of 30 samples of lower-risk synthetic data derived from `acs_conf`, -#' generated using noise infusion for both categorical and numeric random variables. +#' A list of 30 samples of synthetic data derived from `acs_conf`, +#' generated using noise infusion for both categorical and numeric random variables. +#' These are referred to as "lower-risk" relative to the "higher-risk" synthetic data +#' also available in this package; the synthetic data is purely for testing purposes. +#' +#' Categorical random variables are selected by resampling from a mixture of the +#' original multivariate cell proportions and a uniform mixture. Numeric random +#' variables are first modelled using regression trees, and new sampled values +#' each have additional discrete two-sided geometric noise added to them. #' #' Original data source: #' Steven Ruggles, Sarah Flood, Matthew Sobek, Daniel Backman, Annie Chen, @@ -59,8 +66,15 @@ #' American Community Survey higher-risk synthetic data #' -#' A list of 30 samples of higher-risk synthetic data derived from `acs_conf`, -#' generated using weakly variable resampling and models overfit to the confidential data. +#' A list of 30 samples of partial synthetic data derived from `acs_conf`, +#' generated using models that intentionally overfit to the confidential data. +#' These are referred to as "higher-risk" relative to the "lower-risk" synthetic +#' data also available in this package; the synthetic data is purely for testing purposes. +#' +#' Categorical variables are primarily kept "as-is" in this partially synthetic data, +#' with a small proportion of categorical records resampled from the data. Numeric +#' variables are resampled from decision tree models that are intentionally designed +#' to overfit to the confidential data. #' #' Original data source: #' Steven Ruggles, Sarah Flood, Matthew Sobek, Daniel Backman, Annie Chen, diff --git a/data-raw/acs_synth.R b/data-raw/acs_synth.R index a005ca8..7c6f6cf 100644 --- a/data-raw/acs_synth.R +++ b/data-raw/acs_synth.R @@ -19,12 +19,12 @@ conf_props <- acs_conf %>% .drop = FALSE) %>% dplyr::tally() %>% dplyr::ungroup() %>% - dplyr::mutate(prop = n / dim(acs_conf)[1]) + dplyr::mutate(prop = n / nrow(acs_conf)) # lower-risk synthesis ------------------------------------------------------ #' -#' Create one lower-disclosure-risk sample +#' Create one lower-disclosure-risk synthetic data sample #' #' @param synth_id Integer, ID to associate with synthetic data replicate #' @@ -33,11 +33,11 @@ sample_lr_synth <- function(synth_id) { # lower-risk categorical synthesis: sample from regularized cell frequencies lr_synth <- conf_props %>% dplyr::mutate( - lr_n = rmultinom( - 1, - dim(conf_data)[1], + lr_n = stats::rmultinom( + n = 1, + size = nrow(conf_data), # mixture of 95% confidential data and 5% uniform sample - conf_props$prop * .95 + .5 / dim(conf_props)[1] + prob = conf_props$prop * 0.95 + 0.5 / nrow(conf_props) )[, 1] ) %>% tidyr::uncount(weights = lr_n) %>% @@ -81,11 +81,13 @@ sample_lr_synth <- function(synth_id) { dplyr::mutate( synth_id = synth_id, # add two-sided geometric row-wise noise to each numeric synthesis - age = age + rgeom(dim(acs_conf)[1], .5) - rgeom(dim(acs_conf)[1], .5), + age = age + rgeom(n = nrow(acs_conf), prob = 0.5) - + rgeom(n = nrow(acs_conf), prob = 0.5), inctot = dplyr::if_else( inctot > 0, round(inctot, -1) + 10 * ( - rgeom(dim(acs_conf)[1], .2) - rgeom(dim(acs_conf)[1], .2) + rgeom(n = nrow(acs_conf), prob = 0.2) - + rgeom(n = nrow(acs_conf), prob = 0.2) ), inctot ) @@ -106,7 +108,7 @@ usethis::use_data(acs_lr_synths, overwrite = TRUE) # higher-risk synthesis ------------------------------------------------------ #' -#' Create one higher-disclosure-risk sample +#' Create one higher-disclosure-risk synthetic data sample #' #' @param synth_id Integer, ID to associate with synthetic data replicate #' @@ -119,7 +121,7 @@ sample_hr_synth <- function(synth_id) { ) %>% dplyr::mutate( keep_ix = ( - sample(1:dim(acs_conf)[1]) > round(.05 * dim(acs_conf)[1]) + sample(1:nrow(acs_conf)) > round(0.05 * nrow(acs_conf)) ) ) %>% dplyr::filter(keep_ix == TRUE) diff --git a/man/acs_hr_synths.Rd b/man/acs_hr_synths.Rd index 9de0c9a..2f152b9 100644 --- a/man/acs_hr_synths.Rd +++ b/man/acs_hr_synths.Rd @@ -30,10 +30,17 @@ A list of 30 data frames with 1,000 rows and 11 columns: acs_hr_synths } \description{ -A list of 30 samples of higher-risk synthetic data derived from \code{acs_conf}, -generated using weakly variable resampling and models overfit to the confidential data. +A list of 30 samples of partial synthetic data derived from \code{acs_conf}, +generated using models that intentionally overfit to the confidential data. +These are referred to as "higher-risk" relative to the "lower-risk" synthetic +data also available in this package; the synthetic data is purely for testing purposes. } \details{ +Categorical variables are primarily kept "as-is" in this partially synthetic data, +with a small proportion of categorical records resampled from the data. Numeric +variables are resampled from decision tree models that are intentionally designed +to overfit to the confidential data. + Original data source: Steven Ruggles, Sarah Flood, Matthew Sobek, Daniel Backman, Annie Chen, Grace Cooper, Stephanie Richards, Renae Rogers, and Megan Schouweiler. diff --git a/man/acs_lr_synths.Rd b/man/acs_lr_synths.Rd index 0b0d3be..af7a8aa 100644 --- a/man/acs_lr_synths.Rd +++ b/man/acs_lr_synths.Rd @@ -30,10 +30,17 @@ A list of 30 data frames with 1,000 rows and 11 columns: acs_lr_synths } \description{ -A list of 30 samples of lower-risk synthetic data derived from \code{acs_conf}, +A list of 30 samples of synthetic data derived from \code{acs_conf}, generated using noise infusion for both categorical and numeric random variables. +These are referred to as "lower-risk" relative to the "higher-risk" synthetic data +also available in this package; the synthetic data is purely for testing purposes. } \details{ +Categorical random variables are selected by resampling from a mixture of the +original multivariate cell proportions and a uniform mixture. Numeric random +variables are first modelled using regression trees, and new sampled values +each have additional discrete two-sided geometric noise added to them. + Original data source: Steven Ruggles, Sarah Flood, Matthew Sobek, Daniel Backman, Annie Chen, Grace Cooper, Stephanie Richards, Renae Rogers, and Megan Schouweiler. From 055f93ac1953dc3ac7188388a885c063d0292af4 Mon Sep 17 00:00:00 2001 From: jhseeman <143003789+jhseeman@users.noreply.github.com> Date: Wed, 31 Jul 2024 17:32:39 -0400 Subject: [PATCH 25/54] add discrete helper functions and tests --- DESCRIPTION | 2 + NAMESPACE | 1 + R/disc_dd_helper.R | 313 +++++++++++++++++++++++++++ man/dot-aggregate_qid.Rd | 19 ++ man/dot-validate_eval_keys.Rd | 16 ++ man/prep_discrete_eval_data.Rd | 18 ++ tests/testthat/test-disc_dd_helper.R | 239 ++++++++++++++++++++ 7 files changed, 608 insertions(+) create mode 100644 R/disc_dd_helper.R create mode 100644 man/dot-aggregate_qid.Rd create mode 100644 man/dot-validate_eval_keys.Rd create mode 100644 man/prep_discrete_eval_data.Rd create mode 100644 tests/testthat/test-disc_dd_helper.R diff --git a/DESCRIPTION b/DESCRIPTION index a7cb908..5bb1209 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -23,6 +23,7 @@ Config/testthat/edition: 3 Imports: broom, dplyr, + forcats, ggplot2, gower, gridExtra, @@ -34,6 +35,7 @@ Imports: recipes, rlang, rsample, + stringr, tibble, tidyr, tidyselect, diff --git a/NAMESPACE b/NAMESPACE index 62fe583..a20bb58 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -16,6 +16,7 @@ export(is_eval_data) export(plot_categorical_bar) export(plot_cormat) export(plot_numeric_hist_kde) +export(prep_discrete_eval_data) export(util_ci_overlap) export(util_co_occurrence) export(util_corr_fit) diff --git a/R/disc_dd_helper.R b/R/disc_dd_helper.R new file mode 100644 index 0000000..465f5a8 --- /dev/null +++ b/R/disc_dd_helper.R @@ -0,0 +1,313 @@ +#' +#' Aggregate and count factor-level quasi-identifiers. +#' +#' @param df A data.frame. +#' @param keys A character vector of column names. +#' +#' @return A data.frame of aggregated quasi-identifiers. +#' +.aggregate_qid <- function(df, keys) { + + return( + df %>% + dplyr::group_by( + dplyr::across(dplyr::all_of(keys)), + .drop=FALSE + ) %>% + dplyr::summarise(raw_n = dplyr::n()) %>% + dplyr::ungroup() %>% + dplyr::mutate(prop = .data$raw_n / dim(df)[1]) %>% + dplyr::arrange(!!!rlang::syms(keys)) %>% + tibble::remove_rownames() %>% + tibble::rowid_to_column("key_id") + ) + +} + + +#' +#' Input validation for categorical disclosure risk metrics. +#' +#' @param eval_data An `eval_data` object. +#' @param keys A character vector of column names, or NULL to use all column names. +#' +#' @return `0` if all validation checks pass. +#' +.validate_eval_keys <- function(eval_data, keys = NULL) { + + # check eval_data components + stopifnot(is_eval_data(eval_data)) + + # determine if using inferred keys or user-specified keys + if (is.null(keys)) { + + keys <- names(eval_data$conf_data) + + } else { + + stopifnot(all(keys %in% names(eval_data$conf_data))) + keys <- keys + + } + + # check all confidential data keys present in synthetic data + if (eval_data$n_rep > 1) { + + for (ix in seq(eval_data$n_rep)) { + + stopifnot(all(keys %in% names(eval_data$synth_data[[ix]]))) + + } + + } else { + + stopifnot(all(keys %in% names(eval_data$synth_data))) + + } + + if (!is.null(eval_data$holdout_data)) { + + stopifnot(all(keys %in% names(eval_data$holdout_data))) + + } + + # check factor levels in confidential and synthetic data + for (key in keys) { + + if (eval_data$n_rep > 1) { + + for (ix in seq(eval_data$n_rep)) { + + if (!identical( + levels(dplyr::pull(eval_data$conf_data, key)), + levels(dplyr::pull(eval_data$synth_data[[ix]], key)) + )) { + + stop( + "Key {key} has mismatched levels in confidential and synthetic data" + ) + + } + + } + + } else { + + if (!identical( + levels(dplyr::pull(eval_data$conf_data, key)), + levels(dplyr::pull(eval_data$synth_data, key)) + )) { + + stop( + "Key {key} has mismatched levels in confidential and synthetic data" + ) + + } + + } + + if (!is.null(eval_data$holdout_data)) { + + if (!identical( + levels(dplyr::pull(eval_data$conf_data, key)), + levels(dplyr::pull(eval_data$holdout_data, key)) + )) { + + stop( + "Key {key} has mismatched levels in confidential and holdout data" + ) + + } + + } + + } + + # return 0 if all checks passed + return(0) + +} + +#' +#' Discretize numeric columns for disclosure risk metrics +#' +#' @param eval_data An `eval_data` object. +#' @param col_map A list mapping each column to its discretization parameters, one +#' of either "k" (for specifying the total number of categories) or "width" (for +#' specifying the width of each bin) +#' +#' @returns An `eval_data` object. +#' +#' @examples +#' +#' prep_discrete_eval_data( +#' eval_data(acs_conf, acs_lr_synths), +#' col_map = list( +#' "age" = list("k" = 10), +#' "inctot" = list("width" = 10000) +#' ) +#' ) +#' +#' @export +#' +prep_discrete_eval_data <- function(eval_data, col_map) { + + stopifnot(is_eval_data(eval_data)) + + eval_data_disc <- eval_data + + for (col in names(col_map)) { + + stopifnot(any(c("k", "width") %in% names(col_map[[col]]))) + + # get combined boundaries from all eval_data components + col_min_candidates <- c( + min(dplyr::pull(eval_data$conf_data, col), na.rm = TRUE) + ) + col_max_candidates <- c( + max(dplyr::pull(eval_data$conf_data, col), na.rm = TRUE) + ) + + if (eval_data$n_rep == 1) { + + col_min_candidates <- c( + col_min_candidates, + min(dplyr::pull(eval_data$synth_data, col), na.rm = TRUE) + ) + + col_max_candidates <- c( + col_max_candidates, + max(dplyr::pull(eval_data$synth_data, col), na.rm = TRUE) + ) + + } else { + + col_min_candidates <- c( + col_min_candidates, + min( + purrr::map_dbl( + .x = eval_data$synth_data, + .f = ~ min(dplyr::pull(.x, col), na.rm = TRUE) + ) + ) + ) + + col_max_candidates <- c( + col_max_candidates, + max( + purrr::map_dbl( + .x = eval_data$synth_data, + .f = ~ max(dplyr::pull(.x, col), na.rm = TRUE) + ) + ) + ) + + } + + if (!is.null(eval_data$holdout_data)) { + + col_min_candidates <- c( + col_min_candidates, + min(dplyr::pull(eval_data$holdout_data, col), na.rm = TRUE) + ) + + col_max_candidates <- c( + col_max_candidates, + max(dplyr::pull(eval_data$holdout_data, col), na.rm = TRUE) + ) + + } + + col_min <- min(col_min_candidates, na.rm = TRUE) + col_max <- max(col_max_candidates, na.rm = TRUE) + + # apply col_map parameters to calculate discretization bounds + + if ("k" %in% names(col_map[[col]])) { + + breaks <- seq( + from = col_min, + to = col_max, + length.out = col_map[[col]][["k"]] + 1 + ) + + } else { + + breaks <- seq( + from = col_min, + to = col_max + col_map[[col]][["width"]], + by = col_map[[col]][["width"]] + ) + + } + + # define mutate function + discretize_col <- function(data, col_name, breaks) { + + # apply non-NA breaks + non_na_cut <- base::cut( + dplyr::pull(data, col_name), + breaks + ) + + # reintroduce NA as a factor level + + return( + data %>% + dplyr::mutate( + {{col_name}} := factor( + non_na_cut, + levels = c(NA, levels(non_na_cut)), + exclude = NULL + ) + ) + ) + + } + + # apply bounds to all relevant columns + eval_data_disc$conf_data <- discretize_col( + data = eval_data_disc$conf_data, + col_name = col, + breaks = breaks + ) + + if (eval_data_disc$n_rep == 1) { + + eval_data_disc$synth_data <- discretize_col( + data = eval_data_disc$synth_data, + col_name = col, + breaks = breaks + ) + + } else { + + for (ix in seq(eval_data_disc$n_rep)) { + + eval_data_disc$synth_data[[ix]] <- discretize_col( + data = eval_data_disc$synth_data[[ix]], + col_name = col, + breaks = breaks + ) + + } + + } + + if (!is.null(eval_data_disc$holdout_data)) { + + eval_data_disc$holdout_data <- discretize_col( + data = eval_data_disc$holdout_data, + col_name = col, + breaks = breaks + ) + + } + + } + + return(eval_data_disc) + +} + + diff --git a/man/dot-aggregate_qid.Rd b/man/dot-aggregate_qid.Rd new file mode 100644 index 0000000..0d24941 --- /dev/null +++ b/man/dot-aggregate_qid.Rd @@ -0,0 +1,19 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/disc_dd_helper.R +\name{.aggregate_qid} +\alias{.aggregate_qid} +\title{Aggregate and count factor-level quasi-identifiers.} +\usage{ +.aggregate_qid(df, keys) +} +\arguments{ +\item{df}{A data.frame.} + +\item{keys}{A character vector of column names.} +} +\value{ +A data.frame of aggregated quasi-identifiers. +} +\description{ +Aggregate and count factor-level quasi-identifiers. +} diff --git a/man/dot-validate_eval_keys.Rd b/man/dot-validate_eval_keys.Rd new file mode 100644 index 0000000..d68c85c --- /dev/null +++ b/man/dot-validate_eval_keys.Rd @@ -0,0 +1,16 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/disc_dd_helper.R +\name{.validate_eval_keys} +\alias{.validate_eval_keys} +\title{Input validation for categorical disclosure risk metrics.} +\usage{ +.validate_eval_keys(eval_data, keys = NULL) +} +\arguments{ +\item{eval_data}{An \code{eval_data} object.} + +\item{keys}{A character vector of column names, or NULL to use all column names.} +} +\description{ +Input validation for categorical disclosure risk metrics. +} diff --git a/man/prep_discrete_eval_data.Rd b/man/prep_discrete_eval_data.Rd new file mode 100644 index 0000000..73c0943 --- /dev/null +++ b/man/prep_discrete_eval_data.Rd @@ -0,0 +1,18 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/disc_dd_helper.R +\name{prep_discrete_eval_data} +\alias{prep_discrete_eval_data} +\title{Discretize numeric columns for disclosure risk metrics} +\usage{ +prep_discrete_eval_data(eval_data, col_map) +} +\arguments{ +\item{eval_data}{A data.frame} + +\item{col_map}{A list mapping each column to its discretization parameters, one +of either "k" (for specifying the total number of categories) or "width" (for +specifying the width of each bin)} +} +\description{ +Discretize numeric columns for disclosure risk metrics +} diff --git a/tests/testthat/test-disc_dd_helper.R b/tests/testthat/test-disc_dd_helper.R new file mode 100644 index 0000000..ef4897b --- /dev/null +++ b/tests/testthat/test-disc_dd_helper.R @@ -0,0 +1,239 @@ +test_that(".aggregate_qid basic functionality", { + + res <- .aggregate_qid( + df = acs_conf, + keys = c("county", "gq") + ) + + # check expected column names + expect_identical( + names(res), + c("key_id", "county", "gq", "raw_n", "prop") + ) + + # check expected column types + expect_identical( + purrr::map_chr(.x = res, .f = ~ pillar::type_sum(.x)), + c("key_id" = "int", + "county" = "fct", + "gq" = "fct", + "raw_n" = "int", + "prop" = "dbl") + ) + + # check robustness to reordering + set.seed(202407) + res2 <- .aggregate_qid( + df = acs_conf %>% + dplyr::slice_sample(n = dim(acs_conf)[1], replace = FALSE), + keys = c("county", "gq") + ) + + expect_identical(res, res2) + + # check inclusion of missing keys + res3 <- .aggregate_qid( + df = acs_conf %>% + dplyr::filter(county == "Douglas" & gq == "Household"), + keys = c("county", "gq") + ) + + expect_identical( + res %>% + dplyr::select(key_id, county, gq), + res3 %>% + dplyr::select(key_id, county, gq) + ) + +}) + +test_that(".validate_eval_keys validates valid eval_data objects", { + + expect_equal( + .validate_eval_keys( + eval_data( + conf_data = acs_conf, + synth_data = acs_lr_synths + ), + keys = c("county", "gq") + ), + 0 + ) + + expect_equal( + .validate_eval_keys( + eval_data( + conf_data = acs_conf, + synth_data = acs_lr_synths[[1]] + ), + keys = c("county", "gq") + ), + 0 + ) + + expect_equal( + .validate_eval_keys( + eval_data( + conf_data = acs_conf, + synth_data = acs_lr_synths, + holdout_data = acs_conf + ), + keys = c("county", "gq") + ), + 0 + ) + + expect_equal( + .validate_eval_keys( + eval_data( + conf_data = acs_conf %>% + dplyr::select(county, gq), + synth_data = acs_lr_synths[[1]] %>% + dplyr::select(county, gq) + ) + ), + 0 + ) + +}) + +test_that(".validate_eval_keys fails when expected", { + + expect_error( + .validate_eval_keys( + eval_data( + conf_data = acs_conf, + synth_data = mtcars + ), + keys = c("county", "gq") + ) + ) + + expect_error( + .validate_eval_keys( + eval_data( + conf_data = acs_conf, + synth_data = acs_lr_synths, + holdout_data = mtcars + ), + keys = c("county", "gq") + ) + ) + + expect_error( + .validate_eval_keys( + eval_data( + conf_data = acs_conf, + synth_data = append(acs_lr_synths, list(mtcars)) + ), + keys = c("county", "gq") + ) + ) + + expect_error( + .validate_eval_keys( + eval_data( + conf_data = acs_conf, + synth_data = acs_lr_synths[[1]] %>% + dplyr::mutate( + county = forcats::fct_collapse( + gq, + hi = c("Household", "Institution")) + ) + ), + keys = c("county", "gq") + ) + ) + +}) + +test_that("prep_discrete_eval_data basic functionality", { + + orig_ed <- eval_data( + conf_data = acs_conf, + synth_data = acs_lr_synths, + holdout_data = acs_conf + ) + + disc_ed1 <- prep_discrete_eval_data( + orig_ed, + col_map = list( + "age" = list("k" = 10), + "inctot" = list("width" = 10000) + ) + ) + + # check column types + expect_identical( + pillar::type_sum(disc_ed1$conf_data$age), "fct" + ) + expect_identical( + pillar::type_sum(disc_ed1$synth_data[[1]]$age), "fct" + ) + expect_identical( + pillar::type_sum(disc_ed1$holdout_data$age), "fct" + ) + + expect_identical( + pillar::type_sum(disc_ed1$conf_data$inctot), "fct" + ) + expect_identical( + pillar::type_sum(disc_ed1$synth_data[[1]]$inctot), "fct" + ) + expect_identical( + pillar::type_sum(disc_ed1$holdout_data$inctot), "fct" + ) + + # check identical factor level mappings + expect_identical( + levels(disc_ed1$conf_data$age), + levels(disc_ed1$synth_data[[1]]$age) + ) + expect_identical( + levels(disc_ed1$conf_data$age), + levels(disc_ed1$holdout_data$age) + ) + + expect_identical( + levels(disc_ed1$conf_data$inctot), + levels(disc_ed1$synth_data[[1]]$inctot) + ) + expect_identical( + levels(disc_ed1$conf_data$inctot), + levels(disc_ed1$holdout_data$inctot) + ) + + # check maintaining NA levels + expect_identical( + levels(disc_ed1$holdout_data$age)[1], + NA_character_ + ) + + expect_identical( + levels(disc_ed1$holdout_data$inctot)[1], + NA_character_ + ) + + # check discretization logic + expect_equal(length(levels(disc_ed1$conf_data$age)), 11) + + boundaries <- stringr::str_extract( + levels(disc_ed1$conf_data$inctot), "(?<=\\().*(?=\\])" + ) %>% + stringr::str_split_fixed(",", n = 2) + + # all except the first row (NA) and last boundary... + boundaries <- boundaries[ + 2:(length(levels(disc_ed1$conf_data$inctot)) - 1), + ] %>% + base::apply(2, as.numeric) + + # ...should be equal width + expect_equal( + unique(round(boundaries[2, ] - boundaries[1, ], -4)), + 10000 + ) + +}) + + From e90fd18e9936e2ac6425537bd375a39dd457f888 Mon Sep 17 00:00:00 2001 From: jhseeman <143003789+jhseeman@users.noreply.github.com> Date: Wed, 31 Jul 2024 17:32:39 -0400 Subject: [PATCH 26/54] add discrete helper functions and tests --- R/eval_data.R | 3 +++ 1 file changed, 3 insertions(+) diff --git a/R/eval_data.R b/R/eval_data.R index facc73c..7b567c6 100644 --- a/R/eval_data.R +++ b/R/eval_data.R @@ -81,6 +81,7 @@ eval_data <- function(conf_data, synth_data, holdout_data = NULL) { } +<<<<<<< HEAD #' #' Check if obejct is `eval_data` #' @@ -88,6 +89,8 @@ eval_data <- function(conf_data, synth_data, holdout_data = NULL) { #' #' @return A boolean #' +======= +>>>>>>> ae01008 (add discrete helper functions and tests) #' @export is_eval_data <- function(x) { inherits(x, "eval_data") From 80abb33f78ac66c7f3dae509f15e3bd120202e5e Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Tue, 10 Sep 2024 13:07:55 -0400 Subject: [PATCH 27/54] resolve merge conflict, add importFroms for checs --- NAMESPACE | 1 + R/disc_dd_helper.R | 2 +- R/eval_data.R | 3 --- R/syntheval-package.R | 1 + man/dot-validate_eval_keys.Rd | 3 +++ man/prep_discrete_eval_data.Rd | 16 +++++++++++++++- 6 files changed, 21 insertions(+), 5 deletions(-) diff --git a/NAMESPACE b/NAMESPACE index a20bb58..c3c58f6 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -28,4 +28,5 @@ export(util_tails) export(util_totals) export(weighted_skewness) importFrom(magrittr,"%>%") +importFrom(rlang,":=") importFrom(rlang,.data) diff --git a/R/disc_dd_helper.R b/R/disc_dd_helper.R index 465f5a8..0ba27f5 100644 --- a/R/disc_dd_helper.R +++ b/R/disc_dd_helper.R @@ -136,7 +136,7 @@ #' of either "k" (for specifying the total number of categories) or "width" (for #' specifying the width of each bin) #' -#' @returns An `eval_data` object. +#' @return An `eval_data` object. #' #' @examples #' diff --git a/R/eval_data.R b/R/eval_data.R index 7b567c6..facc73c 100644 --- a/R/eval_data.R +++ b/R/eval_data.R @@ -81,7 +81,6 @@ eval_data <- function(conf_data, synth_data, holdout_data = NULL) { } -<<<<<<< HEAD #' #' Check if obejct is `eval_data` #' @@ -89,8 +88,6 @@ eval_data <- function(conf_data, synth_data, holdout_data = NULL) { #' #' @return A boolean #' -======= ->>>>>>> ae01008 (add discrete helper functions and tests) #' @export is_eval_data <- function(x) { inherits(x, "eval_data") diff --git a/R/syntheval-package.R b/R/syntheval-package.R index 52c0c07..9b057b3 100644 --- a/R/syntheval-package.R +++ b/R/syntheval-package.R @@ -3,5 +3,6 @@ ## usethis namespace: start #' @importFrom rlang .data +#' @importFrom rlang := ## usethis namespace: end NULL diff --git a/man/dot-validate_eval_keys.Rd b/man/dot-validate_eval_keys.Rd index d68c85c..fdd333b 100644 --- a/man/dot-validate_eval_keys.Rd +++ b/man/dot-validate_eval_keys.Rd @@ -11,6 +11,9 @@ \item{keys}{A character vector of column names, or NULL to use all column names.} } +\value{ +\code{0} if all validation checks pass. +} \description{ Input validation for categorical disclosure risk metrics. } diff --git a/man/prep_discrete_eval_data.Rd b/man/prep_discrete_eval_data.Rd index 73c0943..7667a02 100644 --- a/man/prep_discrete_eval_data.Rd +++ b/man/prep_discrete_eval_data.Rd @@ -7,12 +7,26 @@ prep_discrete_eval_data(eval_data, col_map) } \arguments{ -\item{eval_data}{A data.frame} +\item{eval_data}{An \code{eval_data} object.} \item{col_map}{A list mapping each column to its discretization parameters, one of either "k" (for specifying the total number of categories) or "width" (for specifying the width of each bin)} } +\value{ +An \code{eval_data} object. +} \description{ Discretize numeric columns for disclosure risk metrics } +\examples{ + +prep_discrete_eval_data( + eval_data(acs_conf, acs_lr_synths), + col_map = list( + "age" = list("k" = 10), + "inctot" = list("width" = 10000) + ) + ) + +} From 341e1d9481dcddca4b38c1f37291cee01f7e9b7e Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Tue, 10 Sep 2024 13:25:10 -0400 Subject: [PATCH 28/54] move test-dependent imports to suggests --- DESCRIPTION | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 5bb1209..9e764ab 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -18,12 +18,13 @@ Encoding: UTF-8 Roxygen: list(markdown = TRUE) RoxygenNote: 7.3.2 Suggests: + forcats, + stringr, testthat (>= 3.0.0) Config/testthat/edition: 3 Imports: broom, dplyr, - forcats, ggplot2, gower, gridExtra, @@ -35,7 +36,6 @@ Imports: recipes, rlang, rsample, - stringr, tibble, tidyr, tidyselect, From 890cd6ec7ea7e8705d982420bcdc5a8d9a75e317 Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Tue, 10 Sep 2024 16:46:57 -0400 Subject: [PATCH 29/54] add project standards draft --- project-standards.md | 217 +++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 217 insertions(+) create mode 100644 project-standards.md diff --git a/project-standards.md b/project-standards.md new file mode 100644 index 0000000..590aa71 --- /dev/null +++ b/project-standards.md @@ -0,0 +1,217 @@ +# Project Standards + +## Overview + +This document explains the project and programming conventions used for `library(syntheval)` and the evaluation of synthetic data. The document is a work-and-progress and should be updated as conventions are created or changed. + +## Contents + +* [Principles](#principles) + - [tidyverse](#tidyverse) + - [tidymodels](#tidymodels) +* [Project Organization](#project-organization) + - [Directory Structure](#directory-structure) + - [Documentation](#documentation) + - [Workflow](#workflow) +* [Styles](#style) + - [Code Style](code-style) + - [Naming Conventions](#naming-conventions) + - [roxygen2](#roxygen2) + - [Assertions and In-line Errors](#assertions-and-in-line-errors) + - [Tests](#tests) + +## Principles + +This project is heavily inspired by `library(tidyverse)` and `library(tidymodels)`. + +### tidyverse + +This project aims to follow the four guiding principles outlined in the [tidytools manifesto](https://tidyverse.tidyverse.org/articles/manifesto.html): + +1. Reuse existing data structures +2. Compose simple functions with the pipe +3. Embrace functional programming +4. Design for humans + +Building smaller packages that handle discrete tasks instead of large packages that do everything is clearly a tidytools principle that is not listed. Our eventual goal is to reflect this design. + +### tidymodels + +`library(tidymodels)` weds the unified modeling interface of `library(caret)` with tidy principles. [Conventions for R Modeling Packages](https://tidymodels.github.io/model-implementation-principles/index.html) is a draft outline of principles to `library(tidymodels)`. Here are a few important principles: + +* All results should be reproducible from run-to-run +* Retain the minimally sufficient objects in the model object. +* Every class should have a `print` method that gives a concise description of the object. + +## Project Organization + +### Directories + +Directories add structure to a project and make it possible to turn `syntheval` into `library(syntheval)` + +* `R/` contains R functions as `.R` scripts +* `man/` contains `.Rd` documentation files. No manual editing should happen in this directory. +* `tests/` contains unit tests for functions + +### Documentation + +There are several important places where documentation is captured: + +* The README contains information specific to the code base +* `roxygen2` skeletons contain information specific to functions +* Some `.R` scripts contain in-line comments clarifying code + +Out-of-date and incorrect documentation can be more damaging than no documentation at all. It is important that documentation is updated when changes are made. Check all of the above places after making changes to code. + +### Development Workflow + +1. Open a [GitHub issue](https://github.com/UrbanInstitute/syntheval/issues) +2. Checkout a new branch named `iss###` that corresponds to the related issue +3. Update the code +4. Build necessary tests for new code and updating existing tests for code changes +5. Run `devtools::document()` to update package documentation and the package NAMESPACE +6. Build and install the package (with Ctrl-Shift-b if using RStudio) +7. Run R CMD check (with Ctrl-Shift-E if using RStudio) and resolve any issues. +8. Push the code and put in a Pull Request to the `development` branch. Request at least one reviewer for any changes to code or documentation. +9. Delete the remote branch (and possibly the local branch) when all changes are merged into the master branch +10. From time-to-time, new releases will be moved from `development` to `main`. The `main` branch should be stable at all times and updated according to a release schedule. + +**Note:** do not use `devtools::load_all(.)`. + +**Note:** use `git merge master`, not `git rebase master` if your Pull Request falls behind the master branch of the repository. This preserves the commit history. + +### Releases + +* Major changes should be tracked in `NEWS.md`. `library(parnsip)` is a good [example](https://github.com/tidymodels/parsnip/blob/master/NEWS.md). +* Changes on the development branch should be tracked at the top under the header `syntheval (development version)`. +* Version numbers will update as the code is merged to `main`. Accordingly, changes should be moved to the corresponding version number. + +We will us [semantic versioning](https://semver.org/) once the first version of the API is finalized (i.e. `syntheval` moves to version 0.1.0) + +## Styles + +### Code Style + +The project follows [the tidyverse style guide](https://style.tidyverse.org/index.html). + +One major exception is that all functions should include `return()` at the end of the function. + +Package NAMESPACEs should be directly referenced with `::` in all production code including R Markdown reports. + +Argument names should be explicitly included in all function calls from `library(syntheval)`. Arguments other than `data` or `x` should be explicitly included for most other function calls. + +The [tidyverse style guide](https://style.tidyverse.org/index.html) is light on details about vertical spacing. Vertical spacing should be liberally used. For example: + +``` +if (x > 3) { + + "apple" + +} else { + + "orange" + +} +``` + +This project takes a functional programming approach. Functions should be heavily used. Each function should get its own `.R` script in the `R/` directory. + +Functions should be [referentially transparent](https://b-rodrigues.github.io/fput/fprog.html#fprog_intro). Values and data should always be explicitly passed to the function through function arguments so that a function always returns the same output for a given set of arguments regardless of the environment. + +Hard coding of values should be avoided in functions. When possible, values should be parameterized. + +The project uses `.Rproj` to manage directory paths. `setwd()` and absolute file paths should never be used. + +### Naming Conventions + +### roxygen2 + +Every function should include a [roxygen2](https://cran.r-project.org/web/packages/roxygen2/vignettes/roxygen2.html) header. + +* The first line of the documentation should be a concise description of the function without a full stop +* Every argument of the function should be documented with `@param`. Text should be in sentence case and end in a full stop. + +### Assertions and In-line Errors + +Assertions, things expected to always be true about the code, should be tested in-line. [healthinequality-code](https://github.com/michaelstepner/healthinequality-code/blob/master/code/readme.md#assert-what-youre-expecting-to-be-true) offers some good background. + +Functions should contain logical tests that catch glaring errors when functions are called. Consider the following example from `visit_sequence()`: + +``` + valid_types <- c("default", "correlation", "proportion", "weighted total", + "weighted absolute total") + + if (!type %in% valid_types) { + stop( + "Error: 'type' argument must be one of: ", + paste0(valid_types, collapse = ", ") + ) + } +``` + +### Tests + +> Whenever you are tempted to type something into a print statement or a debugger expression, write it as a test instead. — Martin Fowler + +Every function should include a corresponding test file in `tests/testthat/`. + +Use `usethis::use_testthat()` to create a new test file for `library(syntheval)`. Test files have three layers: + +1. **expectations** describe the expected result of a computation +2. **tests** are collections of expectations related to the same functionality +3. **files** are groups of related tests + +Consider the following example from [Advanced R](https://r-pkgs.org/tests.html): + +``` +context("String length") +library(stringr) + +test_that("str_length is number of characters", { + expect_equal(str_length("a"), 1) + expect_equal(str_length("ab"), 2) + expect_equal(str_length("abc"), 3) +}) + +test_that("str_length of factor is length of level", { + expect_equal(str_length(factor("a")), 1) + expect_equal(str_length(factor("ab")), 2) + expect_equal(str_length(factor("abc")), 3) +}) + +test_that("str_length of missing is missing", { + expect_equal(str_length(NA), NA_integer_) + expect_equal(str_length(c(NA, 1)), c(NA, 1)) + expect_equal(str_length("NA"), 2) +}) +``` + +Our workflow: + +1. Every function should have tests. Write tests *before* writing a new function. +2. Develop code. Add tests as functionality changes. +3. Always run the tests after building the package with `devtools::test()` + +A few suggestions: + +* Always write a test when you discover a bug +* Test each behavior once and only once--if possible +* Test simple code. Spend even more time testing complex/fragile code + +Tests will focus on if correct values are returned by a function, if the return values are of the right class, and if error messages are thrown when necessary. The test workflow will also catch warnings and errors from all code called in the code base. + +Here are common `expect_*()` functions: + +* `expect_equal()` +* `expect_identical()` +* `expect_match()` +* `expect_output()` +* `expect_warning()` +* `expect_error()` +* `expect_is()` +* `expect_true()` +* `expect_false()` + +**Note:** do not use `devtools::load_all(.)` in test files. + +Assertions should be used to catch user errors or unexpected results. Tests should be used to catch design errors and errors in the code base. \ No newline at end of file From a1fca845e120222cc8256eae8179db4fb435c206 Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Thu, 12 Sep 2024 10:15:41 -0400 Subject: [PATCH 30/54] add code review updates --- R/disc_dd_helper.R | 15 +++--- tests/testthat/test-disc_dd_helper.R | 76 +++++++++++++++++++++------- 2 files changed, 68 insertions(+), 23 deletions(-) diff --git a/R/disc_dd_helper.R b/R/disc_dd_helper.R index 0ba27f5..711f4f5 100644 --- a/R/disc_dd_helper.R +++ b/R/disc_dd_helper.R @@ -46,7 +46,6 @@ } else { stopifnot(all(keys %in% names(eval_data$conf_data))) - keys <- keys } @@ -160,7 +159,8 @@ prep_discrete_eval_data <- function(eval_data, col_map) { stopifnot(any(c("k", "width") %in% names(col_map[[col]]))) - # get combined boundaries from all eval_data components + # get the observed extrema from all eval_data components, starting with + # the confidential data col_min_candidates <- c( min(dplyr::pull(eval_data$conf_data, col), na.rm = TRUE) ) @@ -168,6 +168,7 @@ prep_discrete_eval_data <- function(eval_data, col_map) { max(dplyr::pull(eval_data$conf_data, col), na.rm = TRUE) ) + # if using a single synthetic data replicate, add extrema to candidate list if (eval_data$n_rep == 1) { col_min_candidates <- c( @@ -179,7 +180,8 @@ prep_discrete_eval_data <- function(eval_data, col_map) { col_max_candidates, max(dplyr::pull(eval_data$synth_data, col), na.rm = TRUE) ) - + + # else add column-wise extrema to candidate list across replicates } else { col_min_candidates <- c( @@ -204,6 +206,7 @@ prep_discrete_eval_data <- function(eval_data, col_map) { } + # if holdout data is supplied, add to candidates if (!is.null(eval_data$holdout_data)) { col_min_candidates <- c( @@ -222,7 +225,6 @@ prep_discrete_eval_data <- function(eval_data, col_map) { col_max <- max(col_max_candidates, na.rm = TRUE) # apply col_map parameters to calculate discretization bounds - if ("k" %in% names(col_map[[col]])) { breaks <- seq( @@ -246,8 +248,9 @@ prep_discrete_eval_data <- function(eval_data, col_map) { # apply non-NA breaks non_na_cut <- base::cut( - dplyr::pull(data, col_name), - breaks + x = dplyr::pull(data, col_name), + breaks = breaks, + include.lowest = TRUE ) # reintroduce NA as a factor level diff --git a/tests/testthat/test-disc_dd_helper.R b/tests/testthat/test-disc_dd_helper.R index ef4897b..4d27476 100644 --- a/tests/testthat/test-disc_dd_helper.R +++ b/tests/testthat/test-disc_dd_helper.R @@ -1,3 +1,6 @@ + +# .aggregate_qid tests --------------------------------------- + test_that(".aggregate_qid basic functionality", { res <- .aggregate_qid( @@ -47,6 +50,8 @@ test_that(".aggregate_qid basic functionality", { }) +# .validate_eval_keys tests --------------------------------------- + test_that(".validate_eval_keys validates valid eval_data objects", { expect_equal( @@ -97,6 +102,7 @@ test_that(".validate_eval_keys validates valid eval_data objects", { }) + test_that(".validate_eval_keys fails when expected", { expect_error( @@ -147,21 +153,25 @@ test_that(".validate_eval_keys fails when expected", { }) -test_that("prep_discrete_eval_data basic functionality", { - - orig_ed <- eval_data( - conf_data = acs_conf, - synth_data = acs_lr_synths, - holdout_data = acs_conf - ) - - disc_ed1 <- prep_discrete_eval_data( - orig_ed, - col_map = list( - "age" = list("k" = 10), - "inctot" = list("width" = 10000) - ) + +# prep_discrete_eval_data tests --------------------------------------- + + +orig_ed <- eval_data( + conf_data = acs_conf, + synth_data = acs_lr_synths, + holdout_data = acs_conf +) + +disc_ed1 <- prep_discrete_eval_data( + orig_ed, + col_map = list( + "age" = list("k" = 10), + "inctot" = list("width" = 10000) ) +) + +test_that("prep_discrete_eval_data type functionality", { # check column types expect_identical( @@ -203,7 +213,7 @@ test_that("prep_discrete_eval_data basic functionality", { levels(disc_ed1$holdout_data$inctot) ) - # check maintaining NA levels + # check that first level is NA expect_identical( levels(disc_ed1$holdout_data$age)[1], NA_character_ @@ -214,17 +224,34 @@ test_that("prep_discrete_eval_data basic functionality", { NA_character_ ) +}) + + +test_that("prep_discrete_eval_data boundary construction", { + # check discretization logic expect_equal(length(levels(disc_ed1$conf_data$age)), 11) + # check that first interval includes the smallest value + first_boundary <- stringr::str_extract( + levels(disc_ed1$conf_data$inctot), "(?<=\\[).*?(?=\\])" + ) %>% + stringr::str_split_fixed(",", n = 2) + + expect_equal( + as.numeric(first_boundary[2, 2]) - as.numeric(first_boundary[2, 1]), + 10000 + ) + + # extract boundaries for all except the first window (left-open intervals) boundaries <- stringr::str_extract( levels(disc_ed1$conf_data$inctot), "(?<=\\().*(?=\\])" ) %>% stringr::str_split_fixed(",", n = 2) - # all except the first row (NA) and last boundary... + # all except the first two rows (NA) and last boundary... boundaries <- boundaries[ - 2:(length(levels(disc_ed1$conf_data$inctot)) - 1), + 3:(length(levels(disc_ed1$conf_data$inctot)) - 1), ] %>% base::apply(2, as.numeric) @@ -236,4 +263,19 @@ test_that("prep_discrete_eval_data basic functionality", { }) +test_that("prep_discrete_eval_data boundary application", { + + # ensure each value gets mapped to a non-trivial factor level + expect_false( + NA %in% unique(disc_ed1$conf_data$age) + ) + expect_false( + NA %in% unique(disc_ed1$synth_data$age) + ) + expect_false( + NA %in% unique(disc_ed1$holdout_data$age) + ) + +}) + From 6783e832937c5cbe3b34c2fc15aac4fb689010eb Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Thu, 12 Sep 2024 10:32:16 -0400 Subject: [PATCH 31/54] add project standards review updates --- project-standards.md | 19 ++++++++++++------- 1 file changed, 12 insertions(+), 7 deletions(-) diff --git a/project-standards.md b/project-standards.md index 590aa71..79d7cba 100644 --- a/project-standards.md +++ b/project-standards.md @@ -2,13 +2,14 @@ ## Overview -This document explains the project and programming conventions used for `library(syntheval)` and the evaluation of synthetic data. The document is a work-and-progress and should be updated as conventions are created or changed. +This document explains the project and programming conventions used for `library(syntheval)` and the evaluation of synthetic data. The document is a work-in-progress and should be updated as conventions are created or changed. ## Contents * [Principles](#principles) - [tidyverse](#tidyverse) - [tidymodels](#tidymodels) + - [syntheval](#syntheval) * [Project Organization](#project-organization) - [Directory Structure](#directory-structure) - [Documentation](#documentation) @@ -43,6 +44,12 @@ Building smaller packages that handle discrete tasks instead of large packages t * Retain the minimally sufficient objects in the model object. * Every class should have a `print` method that gives a concise description of the object. +### syntheval + +* All utility evaluations should start `R/util_*.R`, with `*` naming the functions or group of functions used. +* All disclosure risk evaluations should start `R/disc_*.R`, with `*` naming the functions or group of functions used. +* All evaluation metrics should accept an `eval_data` object as the first input. + ## Project Organization ### Directories @@ -72,9 +79,9 @@ Out-of-date and incorrect documentation can be more damaging than no documentati 5. Run `devtools::document()` to update package documentation and the package NAMESPACE 6. Build and install the package (with Ctrl-Shift-b if using RStudio) 7. Run R CMD check (with Ctrl-Shift-E if using RStudio) and resolve any issues. -8. Push the code and put in a Pull Request to the `development` branch. Request at least one reviewer for any changes to code or documentation. +8. Push the code and put in a Pull Request to the `version#.#.#` branch. Request at least one reviewer for any changes to code or documentation. 9. Delete the remote branch (and possibly the local branch) when all changes are merged into the master branch -10. From time-to-time, new releases will be moved from `development` to `main`. The `main` branch should be stable at all times and updated according to a release schedule. +10. From time-to-time, new releases will be moved from `version#.#.#` to `main`. The `main` branch should be stable at all times and updated according to a release schedule. **Note:** do not use `devtools::load_all(.)`. @@ -83,10 +90,8 @@ Out-of-date and incorrect documentation can be more damaging than no documentati ### Releases * Major changes should be tracked in `NEWS.md`. `library(parnsip)` is a good [example](https://github.com/tidymodels/parsnip/blob/master/NEWS.md). -* Changes on the development branch should be tracked at the top under the header `syntheval (development version)`. -* Version numbers will update as the code is merged to `main`. Accordingly, changes should be moved to the corresponding version number. - -We will us [semantic versioning](https://semver.org/) once the first version of the API is finalized (i.e. `syntheval` moves to version 0.1.0) +* Changes on the `version#.#.#` branch should be tracked at the top under the header `syntheval (development version)`. +* We are using [semantic versioning](https://semver.org/). ## Styles From 9391b6d8b37f6006b31814bc52eb65f71da75584 Mon Sep 17 00:00:00 2001 From: awunderground Date: Fri, 13 Sep 2024 09:28:09 -0400 Subject: [PATCH 32/54] Add ungroup() everywhere group_by() is used to avoid unexpected behavior. --- R/add_discriminator_auc.R | 3 ++- R/util_proportions.R | 3 ++- R/util_tails.R | 3 ++- 3 files changed, 6 insertions(+), 3 deletions(-) diff --git a/R/add_discriminator_auc.R b/R/add_discriminator_auc.R index cc8e213..3fc1de9 100644 --- a/R/add_discriminator_auc.R +++ b/R/add_discriminator_auc.R @@ -18,7 +18,8 @@ add_discriminator_auc <- function(discrimination, split = TRUE) { dplyr::group_by(.data$.sample) %>% yardstick::roc_auc(".source_label", ".pred_synthetic") %>% dplyr::mutate(.sample = factor(.data$.sample, levels = c("training", "testing"))) %>% - dplyr::arrange(.data$.sample) + dplyr::arrange(.data$.sample) %>% + dplyr::ungroup() } else { diff --git a/R/util_proportions.R b/R/util_proportions.R index 46f2069..80706ff 100644 --- a/R/util_proportions.R +++ b/R/util_proportions.R @@ -139,7 +139,8 @@ util_proportions <- function(postsynth, dplyr::group_by(dplyr::across({{ group_by }}), .data$variable, .data$class) %>% dplyr::summarise(synthetic = sum(.data$synthetic, na.rm = TRUE), original = sum(.data$original, na.rm = TRUE)) %>% - dplyr::mutate(difference = .data$synthetic - .data$original) + dplyr::mutate(difference = .data$synthetic - .data$original) %>% + dplyr::ungroup() # (group_by) -- variable -- class -- original -- synthetic -- difference return(combined_data) diff --git a/R/util_tails.R b/R/util_tails.R index 227ec82..66bd14a 100644 --- a/R/util_tails.R +++ b/R/util_tails.R @@ -60,7 +60,8 @@ util_tails <- function(postsynth, # calculate proportion of total contained in each observation long_data <- long_data %>% dplyr::group_by(source, .data$variable) %>% - dplyr::mutate(.weighted_prop = .data$.weighted_value / sum(.data$.weighted_value)) + dplyr::mutate(.weighted_prop = .data$.weighted_value / sum(.data$.weighted_value)) %>% + dplyr::ungroup() # keep top n if (end == "max") { From e28b00fe0a9c9b422c3c9803ef8d012676d692e8 Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Mon, 23 Sep 2024 14:47:41 -0400 Subject: [PATCH 33/54] add ACS holdout data --- R/data.R | 33 ++++++++++++++++++++++++++++++- data-raw/acs_conf.R | 8 ++++++-- data/acs_holdout.rda | Bin 0 -> 6398 bytes man/acs_conf.Rd | 2 +- man/acs_holdout.Rd | 45 +++++++++++++++++++++++++++++++++++++++++++ 5 files changed, 84 insertions(+), 4 deletions(-) create mode 100644 data/acs_holdout.rda create mode 100644 man/acs_holdout.Rd diff --git a/R/data.R b/R/data.R index e6ded2c..72eae02 100644 --- a/R/data.R +++ b/R/data.R @@ -1,4 +1,4 @@ -#' American Community Survey microdata +#' American Community Survey confidential microdata #' #' An extract constructed from the 2019 American Community Survey containing a #' random sample of n = 1000 Nebraska respondents. @@ -27,6 +27,37 @@ #' @source "acs_conf" +#' American Community Survey holdout microdata +#' +#' An extract constructed from the 2019 American Community Survey containing a +#' random sample of n = 1000 Nebraska respondents. This sample is distinct from +#' `acs_conf` and is not used in producing the synthetic data available in this +#' package. +#' +#' Original data source: +#' Steven Ruggles, Sarah Flood, Matthew Sobek, Daniel Backman, Annie Chen, +#' Grace Cooper, Stephanie Richards, Renae Rogers, and Megan Schouweiler. +#' IPUMS USA: Version 15.0 \[dataset\]. Minneapolis, MN: IPUMS, 2024. +#' https://doi.org/10.18128/D010.V15.0 +#' +#' @format ## `acs_holdout` +#' A data frame with 1,000 rows and 11 columns: +#' \describe{ +#' \item{county}{fct, county} +#' \item{gq}{fct, group quarter kind} +#' \item{sex}{fct, sex} +#' \item{marst}{fct, marital status} +#' \item{hcovany}{fct, health insurance status} +#' \item{empstat}{fct, employment status} +#' \item{classwkr}{fct, employment kind (ex: self-employed, etc.)} +#' \item{age}{dbl, age (in years)} +#' \item{famsize}{dbl, household/family size} +#' \item{transit_time}{dbl, transit time to work (in minutes)} +#' \item{inctot}{dbl, annual income} +#' } +#' @source +"acs_holdout" + #' American Community Survey lower-risk synthetic data #' #' A list of 30 samples of synthetic data derived from `acs_conf`, diff --git a/data-raw/acs_conf.R b/data-raw/acs_conf.R index b0f5a8d..b6cbcad 100644 --- a/data-raw/acs_conf.R +++ b/data-raw/acs_conf.R @@ -37,7 +37,7 @@ data <- ipumsr::read_ipums_micro(path_to_data_files) # Gold-standard dataset pre-processing / cleaning ------------------------- -acs_conf <- data %>% +acs <- data %>% dplyr::transmute( county = haven::as_factor(COUNTYFIP) %>% forcats::fct_recode( @@ -81,6 +81,10 @@ acs_conf <- data %>% transit_time = as.double(TRANTIME), inctot = dplyr::if_else(INCTOT == 9999999, NA, as.double(INCTOT)) ) %>% - dplyr::slice_sample(n = 1000) + dplyr::slice_sample(n = 2000) + +acs_conf <- acs[1:1000, ] +acs_holdout <- acs[1001:2000, ] usethis::use_data(acs_conf, overwrite = TRUE) +usethis::use_data(acs_holdout, overwrite = TRUE) diff --git a/data/acs_holdout.rda b/data/acs_holdout.rda new file mode 100644 index 0000000000000000000000000000000000000000..cdb1e3a6906f5ff3e54d5d12eb1f347a3539077d GIT binary patch literal 6398 zcmXwdcQ_l|`*-YJdxffz+MC)GRbo~sY89a<6(b@Dtyz0-O6@K7OleD%+OuYCO|96X zx_;01dEWQ_M*I0FY<` zfaEdN0Qvu|^e=oTDkj(bp928Mlm4ZD<{X>62YJ}0NY9~@IXI}%vct~)n%mc#|wrvu7U)RfHy7ZuY(_SB6@_;xu- 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univariate na.rm functionality --- R/util_moments.R | 30 ++++++------ R/util_na_helper.R | 110 +++++++++++++++++++++++++++++++++++++++++++ R/util_percentiles.R | 23 ++++----- R/util_proportions.R | 85 +++++++++++++++++++++++++++++++-- R/util_totals.R | 10 ++-- 5 files changed, 224 insertions(+), 34 deletions(-) create mode 100644 R/util_na_helper.R diff --git a/R/util_moments.R b/R/util_moments.R index c68dc17..013ebd3 100644 --- a/R/util_moments.R +++ b/R/util_moments.R @@ -7,6 +7,7 @@ #' @param drop_zeros A logical for if zeros should be dropped #' @param common_vars A logical for if only common variables should be kept #' @param synth_vars A logical for if only synthesized variables should be kept +#' @param na.rm A logical for ignoring `NA` values in computations. #' #' @return A `tibble` of summary statistics. #' @@ -20,7 +21,8 @@ util_moments <- function(postsynth, group_by = NULL, drop_zeros = FALSE, common_vars = TRUE, - synth_vars = TRUE) { + synth_vars = TRUE, + na.rm = FALSE) { # catch binding error . <- NULL @@ -77,14 +79,14 @@ util_moments <- function(postsynth, `synthetic` = synthetic_data, .id = "source" ) - - na.rm_toggle <- FALSE - if (drop_zeros) { - - combined_data[combined_data == 0] <- NA - na.rm_toggle <- TRUE - - } + + # prep data for NA handling + combined_data <- prep_combined_data_for_na.rm( + combined_data, + na.rm = na.rm, + drop_zeros = drop_zeros + ) + na.rm_flag <- (na.rm | drop_zeros) # calculate summary statistics summary_stats <- combined_data %>% @@ -94,11 +96,11 @@ util_moments <- function(postsynth, dplyr::across( .cols = -".temp_weight", .fns = list( - count = ~ sum((. != 0) * .data$.temp_weight, na.rm = na.rm_toggle), - mean = ~ stats::weighted.mean(x = ., w = .data$.temp_weight, na.rm = na.rm_toggle), - sd = ~ weighted_sd(x = ., w = .data$.temp_weight, na.rm = na.rm_toggle), - skewness = ~ weighted_skewness(x = ., w = .data$.temp_weight, na.rm = na.rm_toggle), - kurtosis = ~ weighted_kurtosis(x = ., w = .data$.temp_weight, na.rm = na.rm_toggle) + count = ~ sum((. != 0) * .data$.temp_weight, na.rm = na.rm_flag), + mean = ~ stats::weighted.mean(x = ., w = .data$.temp_weight, na.rm = na.rm_flag), + sd = ~ weighted_sd(x = ., w = .data$.temp_weight, na.rm = na.rm_flag), + skewness = ~ weighted_skewness(x = ., w = .data$.temp_weight, na.rm = na.rm_flag), + kurtosis = ~ weighted_kurtosis(x = ., w = .data$.temp_weight, na.rm = na.rm_flag) ) ) ) %>% diff --git a/R/util_na_helper.R b/R/util_na_helper.R new file mode 100644 index 0000000..e7e549d --- /dev/null +++ b/R/util_na_helper.R @@ -0,0 +1,110 @@ +#' +#' Check whether na.rm is compatible with univariate utilty metrics +#' +#' @param combined_data A data frame or tibble +#' @param na.rm A boolean for whether to ignore missing values +#' @param drop_zeros A boolean for whether to ignore zero values in utility metrics +#' +#' @return A data frame or tibble with missing and/or zero values set to NA +#' +#' @export +#' +prep_combined_data_for_na.rm <- function( + combined_data, + na.rm = FALSE, + drop_zeros = FALSE) { + + # raise warning if missing values present + if (na.rm == FALSE) { + + na_cols <- combined_data %>% + purrr::map_lgl(.f = ~ any(is.na(.x))) + + if (any(na_cols)) { + + message( + paste( + "Some variables contain missing data: ", + paste(names(combined_data)[na_cols], collapse=", ") + ) + ) + + # stop if drop_zeros incompatible with keeping NAs + if (drop_zeros) { + + stop("Cannot set na.rm == FALSE and drop_zeros == TRUE with missing data") + + } + + } + + } + + if (drop_zeros) { + + combined_data[combined_data == 0] <- NA + + } + + return(combined_data) + +} + + +#' +#' Convert `NA` values to `"NA"` for categorical variables +#' +#' @param data A data frame or tibble +#' +#' @return A data frame or tibble with `NA` converted to `"NA"` +#' +#' @export +#' +convert_na_to_level <- function(data) { + + na_to_level <- function(x) { + + # do nothing if x isn't a character or factor + if (!pillar::type_sum(x) %in% c("chr", "ord", "fct")) return(x) + + # test if NA is already a level + if (sum(x == "NA", na.rm = TRUE) > 0) { + stop("ERROR: can't convert NA to 'NA' because 'NA' already exists") + } + + # replace `NA` with `"NA"` + if (all(!is.na(x))) { + + return(x) + + } else if (pillar::type_sum(x) == "chr") { + + x <- tidyr::replace_na(data = x, replace = "NA") + + } else if (pillar::type_sum(x) %in% c("ord", "fct")) { + + ordinal_flag <- pillar::type_sum(x) == "ord" + + # store the factor levels + x_levels <- c(levels(x), "NA") + + # convert to character and replace the NA + x_chr <- as.character(x) + + x_chr <- tidyr::replace_na(data = x_chr, replace = "NA") + + # convert back to a factor + x <- factor(x_chr, levels = x_levels, ordered = ordinal_flag) + + } + + return(x) + + } + + data_converted <- data %>% + dplyr::mutate(dplyr::across(.cols = dplyr::everything(), .fns = na_to_level)) + + return(data_converted) + +} \ No newline at end of file diff --git a/R/util_percentiles.R b/R/util_percentiles.R index 187c5fd..ad3530c 100644 --- a/R/util_percentiles.R +++ b/R/util_percentiles.R @@ -12,6 +12,7 @@ #' This option will frequently result in an error because quantile() is strict #' about missing values. #' @param synth_vars A logical for if only synthesized variables should be kept +#' @param na.rm A logical for ignoring `NA` values in computations. #' #' @return A `tibble` of summary statistics. #' @@ -26,7 +27,8 @@ util_percentiles <- function(postsynth, group_by = NULL, drop_zeros = FALSE, common_vars = TRUE, - synth_vars = TRUE) { + synth_vars = TRUE, + na.rm = FALSE) { # catch binding error . <- NULL @@ -85,14 +87,13 @@ util_percentiles <- function(postsynth, ) - na.rm_toggle <- FALSE - if (drop_zeros) { - - combined_data[combined_data == 0] <- NA - na.rm_toggle <- TRUE - - } - + # prep data for NA handling + combined_data <- prep_combined_data_for_na.rm( + combined_data, + na.rm = na.rm, + drop_zeros = drop_zeros + ) + na.rm_flag <- (na.rm | drop_zeros) # set weight to 1 for unweighted statistics if (missing(weight_var)) { @@ -105,7 +106,7 @@ util_percentiles <- function(postsynth, .fns = ~ stats::quantile( x = .x, probs = probs, - na.rm = na.rm_toggle + na.rm = na.rm_flag ) ), p = probs @@ -128,7 +129,7 @@ util_percentiles <- function(postsynth, x = ., weights = {{ weight_var }}, probs = probs, - na.rm = na.rm_toggle + na.rm = na.rm_flag ) ), p = probs diff --git a/R/util_proportions.R b/R/util_proportions.R index 80706ff..babc4cd 100644 --- a/R/util_proportions.R +++ b/R/util_proportions.R @@ -6,6 +6,9 @@ #' @param group_by An unquoted name of a (or multiple) grouping variable(s) #' @param common_vars A logical for if only common variables should be kept #' @param synth_vars A logical for if only synthesized variables should be kept +#' @param keep_empty_levels A logical for keeping all class levels in the group_by +#' statements, including missing levels. +#' @param na.rm A logical for ignoring `NA` values in proportion calculations. #' #' @return A tibble with variables, classes, and relative frequencies #' @@ -18,7 +21,9 @@ util_proportions <- function(postsynth, weight_var = NULL, group_by = NULL, common_vars = TRUE, - synth_vars = TRUE) { + synth_vars = TRUE, + keep_empty_levels = FALSE, + na.rm = FALSE) { if (is_postsynth(postsynth)) { @@ -118,17 +123,84 @@ util_proportions <- function(postsynth, .id = "source" ) + # if flagged, convert missing levels to character "NA" levels + if (na.rm) { + + combined_data <- convert_na_to_level(combined_data) + + } + + group_by_weights <- combined_data %>% + tidyr::pivot_longer( + cols = -c(source, {{ group_by }}, ".temp_weight"), + names_to = "variable", + values_to = "class" + ) %>% + dplyr::group_by( + dplyr::across({{ group_by }}), source, variable, + .drop = !keep_empty_levels + ) + # lengthening combined data to find proportions for each level - combined_data <- combined_data %>% + combined_data_long <- combined_data %>% tidyr::pivot_longer( cols = -c(source, {{ group_by }}, ".temp_weight"), names_to = "variable", values_to = "class" ) + # if flagged, join in empty levels to pivoted data + if (keep_empty_levels) { + + prop_col_names <- combined_data %>% + dplyr::select(-c(source, {{ group_by }}, ".temp_weight")) %>% + names + + all_levels <- purrr::map( + .x = prop_col_names, + .f = \(.x) { + data.frame("class" = levels(combined_data[[.x]])) %>% + dplyr::mutate( + "variable" = .x + ) + } + ) %>% dplyr::cross_join( + combined_data %>% + dplyr::select(c(source, {{ group_by }})) %>% + unique() + ) + + combined_data <- combined_data %>% + tidyr::pivot_longer( + cols = -c(source, {{ group_by }}, ".temp_weight"), + names_to = "variable", + values_to = "class" + ) %>% dplyr::right_join( + all_levels, + by = c(source, {{ group_by }}, "variable", "class") + ) %>% + tidyr::replace_na(list(".temp_weight" = 0)) + + } else { + + combined_data <- combined_data %>% + tidyr::pivot_longer( + cols = -c(source, {{ group_by }}, ".temp_weight"), + names_to = "variable", + values_to = "class" + ) + + } + # calculating proportions for each level of each variable combined_data <- combined_data %>% - dplyr::group_by(dplyr::across({{ group_by }}), .data$source, .data$variable, .data$class) %>% + dplyr::group_by( + dplyr::across({{ group_by }}), + .data$source, + .data$variable, + .data$class, + .drop = !keep_empty_levels + ) %>% dplyr::summarise(.total_weight = sum(.data$.temp_weight)) %>% dplyr::mutate(prop = (.data$.total_weight) / sum(.data$.total_weight)) %>% dplyr::ungroup() @@ -136,7 +208,12 @@ util_proportions <- function(postsynth, # formatting results, getting proportion difference combined_data <- combined_data %>% tidyr::pivot_wider(names_from = source, values_from = "prop") %>% - dplyr::group_by(dplyr::across({{ group_by }}), .data$variable, .data$class) %>% + dplyr::group_by( + dplyr::across({{ group_by }}), + .data$variable, + .data$class, + .drop = !keep_empty_levels + ) %>% dplyr::summarise(synthetic = sum(.data$synthetic, na.rm = TRUE), original = sum(.data$original, na.rm = TRUE)) %>% dplyr::mutate(difference = .data$synthetic - .data$original) %>% diff --git a/R/util_totals.R b/R/util_totals.R index 03e425a..88d7f49 100644 --- a/R/util_totals.R +++ b/R/util_totals.R @@ -6,6 +6,7 @@ #' @param group_by The unquoted name of a (or multiple) grouping variable(s) #' @param common_vars A logical for if only common variables should be kept #' @param synth_vars A logical for if only synthesized variables should be kept +#' @param na.rm A logical for ignoring `NA` values in computations. #' #' @return A `tibble` of totals. #' @@ -18,7 +19,8 @@ util_totals<- function(postsynth, weight_var = 1, group_by = NULL, common_vars = TRUE, - synth_vars = TRUE) { + synth_vars = TRUE, + na.rm = FALSE) { # catch binding error . <- NULL @@ -75,8 +77,6 @@ util_totals<- function(postsynth, `synthetic` = synthetic_data, .id = "source" ) - - na.rm_toggle <- FALSE # calculate summary statistics totals <- combined_data %>% @@ -86,8 +86,8 @@ util_totals<- function(postsynth, dplyr::across( .cols = -".temp_weight", .fns = list( - count = ~ sum((. != 0) * .data$.temp_weight, na.rm = na.rm_toggle), - total = ~ sum(. * .data$.temp_weight, na.rm = na.rm_toggle) + count = ~ sum((. != 0) * .data$.temp_weight, na.rm = na.rm), + total = ~ sum(. * .data$.temp_weight, na.rm = na.rm) ) ) ) %>% From 87f3fe95a1544cf6ad9eb4bc28139dce90d8831a Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Sun, 22 Sep 2024 10:49:52 -0400 Subject: [PATCH 35/54] add util tests draft --- tests/testthat/test-util_na_helper.R | 50 ++++++++++++++++++++++++++++ 1 file changed, 50 insertions(+) create mode 100644 tests/testthat/test-util_na_helper.R diff --git a/tests/testthat/test-util_na_helper.R b/tests/testthat/test-util_na_helper.R new file mode 100644 index 0000000..be7dd39 --- /dev/null +++ b/tests/testthat/test-util_na_helper.R @@ -0,0 +1,50 @@ +df_with_nas <- data.frame( + a = c(1000, 1000, 1000, NA), + b = c(1200, 800, 1000, NA), + c = c("1", "1", "2", NA), + d = c(0, 0, 10, 0), + e = c("a", "b", "b", "b"), + weight = c(100, 100, 200, 100) +) + +test_that("prep_combined_data_for_na.rm functionality", { + + # if NAs present, raise warning + expect_message( + prep_result <- prep_combined_data_for_na.rm(df_with_nas), + "Some variables contain missing data: a, b, c" + ) + + # passing no optional arguments returns same dataframe + expect_identical( + df_with_nas, + prep_result) + + # passing a dataframe with NAs with drop_zeros raises an error + expect_error( + expect_message( + prep_combined_data_for_na.rm(df_with_nas, drop_zeros = TRUE) + ) + ) + + expect_no_error( + prep_combined_data_for_na.rm( + df_with_nas, + na.rm = TRUE, + drop_zeros = TRUE + ) + ) + + # drop_zeros works as expected + expect_identical( + prep_combined_data_for_na.rm( + df_with_nas[, c("weight", "d")], + drop_zeros = TRUE + )[, "d"], + c(NA, NA, 10, NA) + ) + +}) + + + From 076407989705a4ba8d9ebf28ffdad96464e1b382 Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Wed, 25 Sep 2024 09:32:22 -0400 Subject: [PATCH 36/54] resolve namespace conflict --- NAMESPACE | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/NAMESPACE b/NAMESPACE index c3c58f6..653287e 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -29,4 +29,4 @@ export(util_totals) export(weighted_skewness) importFrom(magrittr,"%>%") importFrom(rlang,":=") -importFrom(rlang,.data) +importFrom(rlang,.data) \ No newline at end of file From 1be0a40f7bd82353a2c2e518697f85b7e8ef895f Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Wed, 25 Sep 2024 11:30:54 -0400 Subject: [PATCH 37/54] add tests, docs for na.rm --- NAMESPACE | 4 +- R/util_moments.R | 3 +- R/util_na_helper.R | 26 +++++- R/util_percentiles.R | 3 +- R/util_proportions.R | 66 ++++++++------ man/convert_na_to_level.Rd | 17 ++++ man/prep_combined_data_for_na.rm.Rd | 28 ++++++ man/util_moments.Rd | 5 +- man/util_percentiles.Rd | 5 +- man/util_proportions.Rd | 9 +- man/util_totals.Rd | 5 +- tests/testthat/test-util_moments.R | 114 +++++++++++++++++++------ tests/testthat/test-util_na_helper.R | 10 +++ tests/testthat/test-util_percentiles.R | 66 ++++++++++++-- tests/testthat/test-util_proportions.R | 63 ++++++++++++++ tests/testthat/test-util_totals.R | 50 ++++++++++- 16 files changed, 403 insertions(+), 71 deletions(-) create mode 100644 man/convert_na_to_level.Rd create mode 100644 man/prep_combined_data_for_na.rm.Rd diff --git a/NAMESPACE b/NAMESPACE index 653287e..8bb6974 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -8,6 +8,7 @@ export(add_pmse_ratio) export(add_propensities) export(add_propensities_tuned) export(add_specks) +export(convert_na_to_level) export(create_cormat_plot) export(disc_mit) export(discrimination) @@ -16,6 +17,7 @@ export(is_eval_data) export(plot_categorical_bar) export(plot_cormat) export(plot_numeric_hist_kde) +export(prep_combined_data_for_na.rm) export(prep_discrete_eval_data) export(util_ci_overlap) export(util_co_occurrence) @@ -29,4 +31,4 @@ export(util_totals) export(weighted_skewness) importFrom(magrittr,"%>%") importFrom(rlang,":=") -importFrom(rlang,.data) \ No newline at end of file +importFrom(rlang,.data) diff --git a/R/util_moments.R b/R/util_moments.R index 013ebd3..0a047db 100644 --- a/R/util_moments.R +++ b/R/util_moments.R @@ -84,7 +84,8 @@ util_moments <- function(postsynth, combined_data <- prep_combined_data_for_na.rm( combined_data, na.rm = na.rm, - drop_zeros = drop_zeros + drop_zeros = drop_zeros, + drop_zeros_exclude = group_by ) na.rm_flag <- (na.rm | drop_zeros) diff --git a/R/util_na_helper.R b/R/util_na_helper.R index e7e549d..8ef774e 100644 --- a/R/util_na_helper.R +++ b/R/util_na_helper.R @@ -4,6 +4,7 @@ #' @param combined_data A data frame or tibble #' @param na.rm A boolean for whether to ignore missing values #' @param drop_zeros A boolean for whether to ignore zero values in utility metrics +#' @param drop_zeros_exclude An optional set of unquoted columns on which to drop zeros #' #' @return A data frame or tibble with missing and/or zero values set to NA #' @@ -12,7 +13,8 @@ prep_combined_data_for_na.rm <- function( combined_data, na.rm = FALSE, - drop_zeros = FALSE) { + drop_zeros = FALSE, + drop_zeros_exclude = NULL) { # raise warning if missing values present if (na.rm == FALSE) { @@ -42,7 +44,25 @@ prep_combined_data_for_na.rm <- function( if (drop_zeros) { - combined_data[combined_data == 0] <- NA + if (is.null(drop_zeros_exclude)) { + + combined_data[combined_data == 0] <- NA + + } + + else { + + combined_data <- combined_data %>% + dplyr::mutate( + dplyr::across( + -dplyr::all_of(drop_zeros_exclude), + \(x) { + dplyr::if_else(x == 0, NA, x) + } + ) + ) + + } } @@ -107,4 +127,4 @@ convert_na_to_level <- function(data) { return(data_converted) -} \ No newline at end of file +} diff --git a/R/util_percentiles.R b/R/util_percentiles.R index ad3530c..771501b 100644 --- a/R/util_percentiles.R +++ b/R/util_percentiles.R @@ -91,7 +91,8 @@ util_percentiles <- function(postsynth, combined_data <- prep_combined_data_for_na.rm( combined_data, na.rm = na.rm, - drop_zeros = drop_zeros + drop_zeros = drop_zeros, + drop_zeros_exclude = group_by ) na.rm_flag <- (na.rm | drop_zeros) diff --git a/R/util_proportions.R b/R/util_proportions.R index babc4cd..12affa9 100644 --- a/R/util_proportions.R +++ b/R/util_proportions.R @@ -123,13 +123,6 @@ util_proportions <- function(postsynth, .id = "source" ) - # if flagged, convert missing levels to character "NA" levels - if (na.rm) { - - combined_data <- convert_na_to_level(combined_data) - - } - group_by_weights <- combined_data %>% tidyr::pivot_longer( cols = -c(source, {{ group_by }}, ".temp_weight"), @@ -141,6 +134,9 @@ util_proportions <- function(postsynth, .drop = !keep_empty_levels ) + # convert NAs to separate levels + combined_data <- convert_na_to_level(combined_data) + # lengthening combined data to find proportions for each level combined_data_long <- combined_data %>% tidyr::pivot_longer( @@ -159,36 +155,54 @@ util_proportions <- function(postsynth, all_levels <- purrr::map( .x = prop_col_names, .f = \(.x) { - data.frame("class" = levels(combined_data[[.x]])) %>% - dplyr::mutate( - "variable" = .x - ) + if (pillar::type_sum(combined_data[[.x]]) == "chr") { + return( + data.frame( + "class" = levels(factor(combined_data[[.x]]))) %>% + dplyr::mutate( + "variable" = .x + ) + ) + } else { + return( + data.frame( + "class" = levels(combined_data[[.x]])) %>% + dplyr::mutate( + "variable" = .x + ) + ) + } + } - ) %>% dplyr::cross_join( + ) %>% + dplyr::bind_rows() %>% + dplyr::cross_join( combined_data %>% dplyr::select(c(source, {{ group_by }})) %>% - unique() + dplyr::distinct() ) - combined_data <- combined_data %>% - tidyr::pivot_longer( - cols = -c(source, {{ group_by }}, ".temp_weight"), - names_to = "variable", - values_to = "class" - ) %>% dplyr::right_join( - all_levels, - by = c(source, {{ group_by }}, "variable", "class") + combined_data <- dplyr::left_join( + all_levels, + combined_data_long, + by = NULL, + na_matches = "na" ) %>% tidyr::replace_na(list(".temp_weight" = 0)) } else { + combined_data <- combined_data_long + + } + + # if flagged, remove NA levels + if (na.rm) { + combined_data <- combined_data %>% - tidyr::pivot_longer( - cols = -c(source, {{ group_by }}, ".temp_weight"), - names_to = "variable", - values_to = "class" - ) + dplyr::filter( + !is.na(class) & (class != "NA") + ) } diff --git a/man/convert_na_to_level.Rd b/man/convert_na_to_level.Rd new file mode 100644 index 0000000..baeeb02 --- /dev/null +++ b/man/convert_na_to_level.Rd @@ -0,0 +1,17 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/util_na_helper.R +\name{convert_na_to_level} +\alias{convert_na_to_level} +\title{Convert \code{NA} values to \code{"NA"} for categorical variables} +\usage{ +convert_na_to_level(data) +} +\arguments{ +\item{data}{A data frame or tibble} +} +\value{ +A data frame or tibble with \code{NA} converted to \code{"NA"} +} +\description{ +Convert \code{NA} values to \code{"NA"} for categorical variables +} diff --git a/man/prep_combined_data_for_na.rm.Rd b/man/prep_combined_data_for_na.rm.Rd new file mode 100644 index 0000000..ba2d238 --- /dev/null +++ b/man/prep_combined_data_for_na.rm.Rd @@ -0,0 +1,28 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/util_na_helper.R +\name{prep_combined_data_for_na.rm} +\alias{prep_combined_data_for_na.rm} +\title{Check whether na.rm is compatible with univariate utilty metrics} +\usage{ +prep_combined_data_for_na.rm( + combined_data, + na.rm = FALSE, + drop_zeros = FALSE, + drop_zeros_exclude = NULL +) +} +\arguments{ +\item{combined_data}{A data frame or tibble} + +\item{na.rm}{A boolean for whether to ignore missing values} + +\item{drop_zeros}{A boolean for whether to ignore zero values in utility metrics} + +\item{drop_zeros_exclude}{An optional set of unquoted columns on which to drop zeros} +} +\value{ +A data frame or tibble with missing and/or zero values set to NA +} +\description{ +Check whether na.rm is compatible with univariate utilty metrics +} diff --git a/man/util_moments.Rd b/man/util_moments.Rd index b7b4df0..96c4e1e 100644 --- a/man/util_moments.Rd +++ b/man/util_moments.Rd @@ -11,7 +11,8 @@ util_moments( group_by = NULL, drop_zeros = FALSE, common_vars = TRUE, - synth_vars = TRUE + synth_vars = TRUE, + na.rm = FALSE ) } \arguments{ @@ -28,6 +29,8 @@ util_moments( \item{common_vars}{A logical for if only common variables should be kept} \item{synth_vars}{A logical for if only synthesized variables should be kept} + +\item{na.rm}{A logical for ignoring \code{NA} values in computations.} } \value{ A \code{tibble} of summary statistics. diff --git a/man/util_percentiles.Rd b/man/util_percentiles.Rd index 55c6198..1830f3b 100644 --- a/man/util_percentiles.Rd +++ b/man/util_percentiles.Rd @@ -12,7 +12,8 @@ util_percentiles( group_by = NULL, drop_zeros = FALSE, common_vars = TRUE, - synth_vars = TRUE + synth_vars = TRUE, + na.rm = FALSE ) } \arguments{ @@ -35,6 +36,8 @@ This option will frequently result in an error because quantile() is strict about missing values.} \item{synth_vars}{A logical for if only synthesized variables should be kept} + +\item{na.rm}{A logical for ignoring \code{NA} values in computations.} } \value{ A \code{tibble} of summary statistics. diff --git a/man/util_proportions.Rd b/man/util_proportions.Rd index 151fc61..54bfd86 100644 --- a/man/util_proportions.Rd +++ b/man/util_proportions.Rd @@ -10,7 +10,9 @@ util_proportions( weight_var = NULL, group_by = NULL, common_vars = TRUE, - synth_vars = TRUE + synth_vars = TRUE, + keep_empty_levels = FALSE, + na.rm = FALSE ) } \arguments{ @@ -25,6 +27,11 @@ util_proportions( \item{common_vars}{A logical for if only common variables should be kept} \item{synth_vars}{A logical for if only synthesized variables should be kept} + +\item{keep_empty_levels}{A logical for keeping all class levels in the group_by +statements, including missing levels.} + +\item{na.rm}{A logical for ignoring \code{NA} values in proportion calculations.} } \value{ A tibble with variables, classes, and relative frequencies diff --git a/man/util_totals.Rd b/man/util_totals.Rd index bb5212f..2382eb4 100644 --- a/man/util_totals.Rd +++ b/man/util_totals.Rd @@ -10,7 +10,8 @@ util_totals( weight_var = 1, group_by = NULL, common_vars = TRUE, - synth_vars = TRUE + synth_vars = TRUE, + na.rm = FALSE ) } \arguments{ @@ -25,6 +26,8 @@ util_totals( \item{common_vars}{A logical for if only common variables should be kept} \item{synth_vars}{A logical for if only synthesized variables should be kept} + +\item{na.rm}{A logical for ignoring \code{NA} values in computations.} } \value{ A \code{tibble} of totals. diff --git a/tests/testthat/test-util_moments.R b/tests/testthat/test-util_moments.R index 84be652..3a43524 100644 --- a/tests/testthat/test-util_moments.R +++ b/tests/testthat/test-util_moments.R @@ -8,6 +8,15 @@ df <- data.frame( weight = c(100, 100, 200) ) +df_na <- data.frame( + a = c(1000, 1000, NA), + b = c(1200, 800, NA), + c = c("1", "1", "2"), + d = c(0, 0, 10), + e = c("a", "b", "b"), + weight = c(100, 100, 200) +) + # test synth (4 of 8 combinations) syn <- list( synthetic_data = data.frame( @@ -24,6 +33,21 @@ syn <- list( ) %>% structure(class = "postsynth") +syn_na <- list( + synthetic_data = data.frame( + a = c(1400, 0, 1000), + b = c(1000, 1000, NA), + c = c("1", "1", "2"), + d = c(20, 10, 0), + e = c("a", "b", "b"), + weight = c(150, 150, 100) + ), + jth_synthesis_time = data.frame( + variable = factor(c("a", "b", "d", "weight")) + ) +) %>% + structure(class = "postsynth") + # full unweighted - postysynth test_that("moments full unweighted -- postsynth ", { @@ -246,7 +270,8 @@ test_that("util_moments() variables selection returns correct dimensions ", { structure(class = "postsynth") # are variable names missing ever? - expect_false( + expect_message( + expect_false( util_moments( postsynth = syn, data = storms_sub, @@ -255,45 +280,54 @@ test_that("util_moments() variables selection returns correct dimensions ", { )$variable %>% is.na() %>% all() + ) ) + # are statistics names missing ever? - expect_false( - util_moments( - postsynth = syn, - data = storms_sub, - common_vars = FALSE, - synth_vars = FALSE - )$statistic %>% - is.na() %>% - all() - ) - - # 55 rows = all 11 variables times 5 statistics - expect_equal( - dim( + expect_message( + expect_false( util_moments( postsynth = syn, data = storms_sub, common_vars = FALSE, synth_vars = FALSE - ) - ), - c(55, 6) + )$statistic %>% + is.na() %>% + all() + ) + ) + + # 55 rows = all 11 variables times 5 statistics + expect_message( + expect_equal( + dim( + util_moments( + postsynth = syn, + data = storms_sub, + common_vars = FALSE, + synth_vars = FALSE + ) + ), + c(55, 6) + ) ) # 50 rows = 10 common variables times 5 statistics - expect_equal( - dim( - util_moments( - postsynth = syn, - data = storms_sub, - common_vars = TRUE, - synth_vars = FALSE - ) - ), - c(50, 6) + expect_message( + expect_equal( + dim( + util_moments( + postsynth = syn, + data = storms_sub, + common_vars = TRUE, + synth_vars = FALSE + ) + ), + c(50, 6) + ) ) + # 15 rows = 3 synthesized numeric variables times 5 statistics expect_equal( @@ -321,4 +355,28 @@ test_that("util_moments() variables selection returns correct dimensions ", { c(15, 6) ) +}) + + +test_that("util_moments na.rm works as expected", { + expect_message( + res <- util_moments( + postsynth = syn_na, + data = df_na, + na.rm = FALSE + ) + ) + expect_true( + all(is.na(res[res["variable"] == "a", "original"])) + ) + + res_rm <- util_moments( + postsynth = syn_na, + data = df_na, + na.rm = TRUE + ) + + expect_true( + all(res_rm[2, c("original", "synthetic")] == c(1000, 800)) + ) }) \ No newline at end of file diff --git a/tests/testthat/test-util_na_helper.R b/tests/testthat/test-util_na_helper.R index be7dd39..f424be1 100644 --- a/tests/testthat/test-util_na_helper.R +++ b/tests/testthat/test-util_na_helper.R @@ -44,6 +44,16 @@ test_that("prep_combined_data_for_na.rm functionality", { c(NA, NA, 10, NA) ) + # drop_zeros optionally ignores unspecified columns + expect_identical( + prep_combined_data_for_na.rm( + df_with_nas[, c("weight", "d")], + drop_zeros = TRUE, + drop_zeros_exclude = rlang::sym("d") + )[, "d"], + c(0, 0, 10, 0) + ) + }) diff --git a/tests/testthat/test-util_percentiles.R b/tests/testthat/test-util_percentiles.R index 91f2447..ed28b53 100644 --- a/tests/testthat/test-util_percentiles.R +++ b/tests/testthat/test-util_percentiles.R @@ -8,6 +8,15 @@ df <- data.frame( weight = c(300, 100, 100) ) +df_na <- data.frame( + a = c(1000, 1000, 1000, 1000), + b = c(-1200, -800, 1000, NA), + c = c("1", "1", "2", "2"), + d = c(0, 0, 10, 0), + e = c("a", "b", "a", "b"), + weight = c(300, 100, 100, 100) +) + # test synth (4 of 8 combinations) syn <- list( synthetic_data = data.frame( @@ -24,6 +33,21 @@ syn <- list( ) %>% structure(class = "postsynth") +syn_na <- list( + synthetic_data = data.frame( + a = c(1400, NA, 1000), + b = c(1000, 1000, 1000), + c = c("1", "1", "2"), + d = c(20, 10, 0), + e = c("a", "b", "a"), + weight = c(300, 100, 100) + ), + jth_synthesis_time = data.frame( + variable = factor(c("a", "b", "d", "weight")) + ) +) %>% + structure(class = "postsynth") + test_that("unweighted percentiles make sense ", { test1 <- util_percentiles( @@ -219,12 +243,14 @@ test_that("util_percentiles() variables selection returns correct dimensions ", ) # error: quantile doesn't work with missing values - expect_error( - util_percentiles( - postsynth = syn, - data = storms_sub, - common_vars = FALSE, - synth_vars = FALSE + expect_message( + expect_error( + util_percentiles( + postsynth = syn, + data = storms_sub, + common_vars = FALSE, + synth_vars = FALSE + ) ) ) @@ -267,4 +293,32 @@ test_that("util_percentiles() variables selection returns correct dimensions ", c(9, 6) ) +}) + +test_that("util_percentiles na.rm", { + + # if na.rm = FALSE, raise error for missing values + expect_message( + expect_error( + util_percentiles( + postsynth = syn_na, + data = df_na, + probs = 0.5, + na.rm = FALSE + ) + ) + ) + + # else, re + res <- util_percentiles( + postsynth = syn_na, + data = df_na, + probs = 0.5, + na.rm = TRUE + ) + + expect_true( + all(res[1, c("original", "synthetic")] == c(1000, 1200)) + ) + }) \ No newline at end of file diff --git a/tests/testthat/test-util_proportions.R b/tests/testthat/test-util_proportions.R index 7b08d68..616d741 100644 --- a/tests/testthat/test-util_proportions.R +++ b/tests/testthat/test-util_proportions.R @@ -6,6 +6,15 @@ df <- data.frame( weight = c(100, 100, 200) ) +df_na <- data.frame( + a = c(1, 2, 1, 1), + b = c("orange", "yellow", "green", NA), + c = factor(c("1", "1", "2", NA), + levels = c("1", "2", "3", NA), + exclude = NULL), + weight = c(100, 100, 200, 100) +) + # postsynth data object syn <- list( synthetic_data = data.frame( @@ -20,6 +29,22 @@ syn <- list( ) %>% structure(class = "postsynth") +# postsynth data object +syn_na <- list( + synthetic_data = data.frame( + a = c(2, 2, 2, NA), + b = c("orange", "yellow", "green", "green"), + c = factor(c("1", "1", "2", NA), + levels = c("1", "2", "3", NA), + exclude = NULL), + weight = c(150, 150, 100, 100) + ), + jth_synthesis_time = data.frame( + variable = factor(c("b", "c")) + ) +) %>% + structure(class = "postsynth") + # testing variable selection test_that("testing if proportions only uses fct and chr variables", { @@ -352,3 +377,41 @@ test_that("util_proportions() variables selection returns correct dimensions ", }) +test_that("na.rm in levels works as expected", { + res <- util_proportions( + postsynth = syn_na, + data = df_na + ) + expect_identical( + res$class, + c("NA", "green", "orange", "yellow", "1", "2", NA) + ) + + res_rm <- util_proportions( + postsynth = syn_na, + data = df_na, + na.rm = TRUE + ) + + expect_identical( + res_rm$class, + c("green", "orange", "yellow", "1", "2") + ) + +}) + +test_that("keep_empty_levels works as expected", { + + res <- util_proportions( + postsynth = syn_na, + data = df_na, + keep_empty_levels = TRUE + ) + + # expect to show 0 proportion in empty level "3" for variable c + expect_true( + all(res[7, c("synthetic", "original")] == c(0, 0)) + ) + +}) + diff --git a/tests/testthat/test-util_totals.R b/tests/testthat/test-util_totals.R index 6fedbb2..d88d5ac 100644 --- a/tests/testthat/test-util_totals.R +++ b/tests/testthat/test-util_totals.R @@ -8,6 +8,15 @@ df <- data.frame( weight = c(100, 100, 200) ) +df_na <- data.frame( + a = c(1000, 1000, 1000, NA), + b = c(1200, 800, 1000, NA), + c = c("1", "1", "2", "2"), + d = c(0, 0, 10, 0), + e = c("a", "b", "b", "a"), + weight = c(100, 100, 200, 100) +) + # test synth (4 of 8 combinations) syn <- list( synthetic_data = data.frame( @@ -24,6 +33,21 @@ syn <- list( ) %>% structure(class = "postsynth") +syn_na <- list( + synthetic_data = data.frame( + a = c(1400, 0, 1000), + b = c(1000, NA, 1000), + c = c("1", "1", "2"), + d = c(20, 10, 0), + e = c("a", "b", "b"), + weight = c(150, 150, 100) + ), + jth_synthesis_time = data.frame( + variable = factor(c("a", "b", "d", "weight")) + ) +) %>% + structure(class = "postsynth") + # full unweighted - postysynth test_that("moments full unweighted -- postsynth ", { @@ -321,4 +345,28 @@ test_that("util_totals() variables selection returns correct dimensions ", { c(6, 6) ) -}) \ No newline at end of file +}) + +test_that("util_totals() na.rm works as expected", { + + res <- util_totals( + postsynth = syn_na, + data = df_na, + na.rm = FALSE + ) + + expect_true( + all(is.na(res[1:4, "original"])) + ) + + res_rm <- util_totals( + postsynth = syn_na, + data = df_na, + na.rm = TRUE + ) + + expect_true( + all(res_rm[2, c("original", "synthetic")] == c(3000, 2400)) + ) + +}) From 357cd40f79c2725ac84ec1c020e47429c190cfa6 Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Thu, 12 Sep 2024 09:09:36 -0400 Subject: [PATCH 38/54] add univariate na.rm functionality --- R/util_na_helper.R | 6 +++++- R/util_proportions.R | 38 ++++++++++++++++++++++++-------------- 2 files changed, 29 insertions(+), 15 deletions(-) diff --git a/R/util_na_helper.R b/R/util_na_helper.R index 8ef774e..4d8cb81 100644 --- a/R/util_na_helper.R +++ b/R/util_na_helper.R @@ -63,7 +63,7 @@ prep_combined_data_for_na.rm <- function( ) } - + } return(combined_data) @@ -127,4 +127,8 @@ convert_na_to_level <- function(data) { return(data_converted) +<<<<<<< HEAD +} +======= } +>>>>>>> bedece1 (add univariate na.rm functionality) diff --git a/R/util_proportions.R b/R/util_proportions.R index 12affa9..ba0898c 100644 --- a/R/util_proportions.R +++ b/R/util_proportions.R @@ -32,7 +32,7 @@ util_proportions <- function(postsynth, variable_order <- levels(postsynth$jth_synthesis_time$variable) - + } else { synthetic_data <- postsynth @@ -118,10 +118,10 @@ util_proportions <- function(postsynth, # combining confidential and synthetic data combined_data <- dplyr::bind_rows( - synthetic = synthetic_data, - original = data, - .id = "source" - ) + synthetic = synthetic_data, + original = data, + .id = "source" + ) group_by_weights <- combined_data %>% tidyr::pivot_longer( @@ -172,9 +172,9 @@ util_proportions <- function(postsynth, ) ) } - - } - ) %>% + + } + ) %>% dplyr::bind_rows() %>% dplyr::cross_join( combined_data %>% @@ -182,12 +182,22 @@ util_proportions <- function(postsynth, dplyr::distinct() ) + if (is.null(group_by)) { + + join_spec <- dplyr::join_by(class, variable, source) + + } else { + + join_spec <- dplyr::join_by(class, variable, source, {{ group_by }}) + + } + combined_data <- dplyr::left_join( - all_levels, - combined_data_long, - by = NULL, - na_matches = "na" - ) %>% + all_levels, + combined_data_long, + by = join_spec, + na_matches = "na" + ) %>% tidyr::replace_na(list(".temp_weight" = 0)) } else { @@ -232,7 +242,7 @@ util_proportions <- function(postsynth, original = sum(.data$original, na.rm = TRUE)) %>% dplyr::mutate(difference = .data$synthetic - .data$original) %>% dplyr::ungroup() - + # (group_by) -- variable -- class -- original -- synthetic -- difference return(combined_data) From 41b045d80b188797978536ed04f2b79d08cbc470 Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Wed, 25 Sep 2024 11:46:03 -0400 Subject: [PATCH 39/54] suppress dynamic join message by specifying dplyr join explicitly --- R/util_proportions.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/R/util_proportions.R b/R/util_proportions.R index ba0898c..fb41091 100644 --- a/R/util_proportions.R +++ b/R/util_proportions.R @@ -183,7 +183,7 @@ util_proportions <- function(postsynth, ) if (is.null(group_by)) { - + join_spec <- dplyr::join_by(class, variable, source) } else { From 0519c239683143435ff16888b2263ee6fe0f11df Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Wed, 25 Sep 2024 12:02:19 -0400 Subject: [PATCH 40/54] cleanup merge conflict remnant --- R/util_na_helper.R | 4 ---- 1 file changed, 4 deletions(-) diff --git a/R/util_na_helper.R b/R/util_na_helper.R index 4d8cb81..c0e3bb7 100644 --- a/R/util_na_helper.R +++ b/R/util_na_helper.R @@ -127,8 +127,4 @@ convert_na_to_level <- function(data) { return(data_converted) -<<<<<<< HEAD } -======= -} ->>>>>>> bedece1 (add univariate na.rm functionality) From 94072ec7ccae164192803554f584e3bc4b20f04b Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Wed, 25 Sep 2024 16:20:53 -0400 Subject: [PATCH 41/54] add qid probability disclosure risk metrics --- NAMESPACE | 3 + R/disc_dd_helper.R | 2 +- R/disc_qid_mi.R | 165 ++++++++++++++++++++++++++++++ man/aggregate_qid_eval.Rd | 19 ++++ man/plot_prob_qid_abs_err.Rd | 31 ++++++ man/plot_prob_qid_partition.Rd | 21 ++++ tests/testthat/test-disc_qid_mi.R | 116 +++++++++++++++++++++ 7 files changed, 356 insertions(+), 1 deletion(-) create mode 100644 R/disc_qid_mi.R create mode 100644 man/aggregate_qid_eval.Rd create mode 100644 man/plot_prob_qid_abs_err.Rd create mode 100644 man/plot_prob_qid_partition.Rd create mode 100644 tests/testthat/test-disc_qid_mi.R diff --git a/NAMESPACE b/NAMESPACE index c3c58f6..5678c8f 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -8,6 +8,7 @@ export(add_pmse_ratio) export(add_propensities) export(add_propensities_tuned) export(add_specks) +export(aggregate_qid_eval) export(create_cormat_plot) export(disc_mit) export(discrimination) @@ -16,6 +17,8 @@ export(is_eval_data) export(plot_categorical_bar) export(plot_cormat) export(plot_numeric_hist_kde) +export(plot_prob_qid_abs_err) +export(plot_prob_qid_partition) export(prep_discrete_eval_data) export(util_ci_overlap) export(util_co_occurrence) diff --git a/R/disc_dd_helper.R b/R/disc_dd_helper.R index 711f4f5..6e4034d 100644 --- a/R/disc_dd_helper.R +++ b/R/disc_dd_helper.R @@ -16,7 +16,7 @@ ) %>% dplyr::summarise(raw_n = dplyr::n()) %>% dplyr::ungroup() %>% - dplyr::mutate(prop = .data$raw_n / dim(df)[1]) %>% + dplyr::mutate(prop = .data$raw_n / nrow(df)) %>% dplyr::arrange(!!!rlang::syms(keys)) %>% tibble::remove_rownames() %>% tibble::rowid_to_column("key_id") diff --git a/R/disc_qid_mi.R b/R/disc_qid_mi.R new file mode 100644 index 0000000..225b652 --- /dev/null +++ b/R/disc_qid_mi.R @@ -0,0 +1,165 @@ +#' +#' Aggregate and count factor factor-level quasi-identifiers for eval_data +#' +#' @param eval_data An `eval_data` object. +#' @param keys A character vector of column quasi-identifiers +#' +#' @returns A data.frame of results +#' +#' @export +#' +aggregate_qid_eval <- function(eval_data, keys) { + + stopifnot(is_eval_data(eval_data)) + stopifnot(eval_data$n_rep > 1) + + # aggregate quasi-identifiers + conf_agg <- .aggregate_qid(eval_data$conf_data, keys) + + synth_aggs <- purrr::map( + .x = eval_data$synth_data, + .f = \(x) { .aggregate_qid(x, keys) } + ) + + # join on key_id, which is consistently constructed from .aggregate_qid + result <- dplyr::inner_join( + conf_agg, + dplyr::bind_rows( + synth_aggs, + .id = "synth_id" + ) %>% dplyr::select( + dplyr::all_of(c("synth_id", "key_id", "raw_n", "prop")) + ), + by = "key_id", + suffix = c("_conf", "_synth") + ) %>% + dplyr::mutate( + s_synth = (.data[["raw_n_synth"]] > 0), + s_conf = (.data[["raw_n_conf"]] > 0), + prop_abserr_conf = abs(.data[["prop_synth"]] - .data[["prop_conf"]]) + ) + + if (is.null(eval_data$holdout_data)) { + + return(result) + + } else { + + holdout_agg <- .aggregate_qid(eval_data$holdout_data, keys) + return( + result %>% + dplyr::inner_join( + holdout_agg %>% + dplyr::select( + dplyr::all_of(c("key_id", "raw_n", "prop")) + ) %>% dplyr::rename( + "raw_n_holdout" = rlang::sym("raw_n"), + "prop_holdout" = rlang::sym("prop") + ), + by = "key_id" + ) %>% + dplyr::mutate( + s_holdout = (.data[["raw_n_holdout"]] > 0), + prop_abserr_holdout = abs( + .data[["prop_synth"]] - .data[["prop_holdout"]] + ) + ) + ) + + } +} + + +#' +#' Plot partition selection probabilities +#' +#' @param agg_eval_data Output from `aggregate_qid_eval` +#' @param keys A character vector of column names +#' @param max_k largest partition selection size +#' +#' @returns A `ggplot2` plot. +#' +#' @export +#' +plot_prob_qid_partition <- function( + agg_eval_data, + keys, + max_k = 20) { + + probs <- agg_eval_data %>% + dplyr::group_by( + dplyr::across(dplyr::all_of(keys)), + .drop = FALSE + ) %>% + dplyr::summarise( + raw_n_conf = mean(.data[["raw_n_conf"]]), + s_synth = mean(.data[["s_synth"]]) + ) %>% + dplyr::filter(.data[["raw_n_conf"]] <= max_k) + + return( + + ggplot2::ggplot(probs) + + ggplot2::geom_boxplot( + ggplot2::aes( + x = factor(.data[["raw_n_conf"]]), + y = .data[["s_synth"]] + ) + ) + + ggplot2::xlab("n_orig") + + ggplot2::ylab("Estimated Prob(n_synth > 0)") + + ggplot2::ggtitle(paste("Quasi-ID keys: ", paste(keys, collapse=", "))) + + ) + +} + + +#' +#' Plot absolute error probabilities +#' +#' @param agg_eval_data Output from `aggregate_qid_eval` +#' @param keys A character vector of column names +#' @param max_k largest partition selection size +#' @param qtiles Quantiles at which to estimate confidence of QID count +#' @param holdout boolean, use data from holdout instead of confidential +#' +#' @returns A `ggplot2` plot. +#' +#' @export +#' +plot_prob_qid_abs_err <- function(agg_eval_data, + keys, + max_k = 20, + qtiles = c(.5, .75, .9), + holdout = FALSE) { + + err_var <- if (holdout) "prop_abserr_holdout" else "prop_abserr_conf" + + probs <- agg_eval_data %>% + dplyr::group_by(dplyr::across(dplyr::all_of("raw_n_conf"))) %>% + dplyr::reframe( + qtile_value = stats::quantile(.data[[err_var]], probs = qtiles), + qtile = paste(qtiles * 100, "%ile", sep="") + ) + + return( + + ggplot2::ggplot( + data = probs %>% + dplyr::filter(.data[["raw_n_conf"]] <= max_k), + mapping = ggplot2::aes( + x = .data[["raw_n_conf"]], + y = .data[["qtile_value"]], + color = .data[["qtile"]] + ) + ) + + ggplot2::geom_point() + + ggplot2::geom_line() + + ggplot2::xlab("n_orig") + + ggplot2::ylab("Estimated Quantile for |n_synth - n_conf|") + + ggplot2::ggtitle(paste("Quasi-ID keys: ", paste(keys, collapse=", "))) + + ) + +} diff --git a/man/aggregate_qid_eval.Rd b/man/aggregate_qid_eval.Rd new file mode 100644 index 0000000..989d31d --- /dev/null +++ b/man/aggregate_qid_eval.Rd @@ -0,0 +1,19 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/disc_qid_mi.R +\name{aggregate_qid_eval} +\alias{aggregate_qid_eval} +\title{Aggregate and count factor factor-level quasi-identifiers for eval_data} +\usage{ +aggregate_qid_eval(eval_data, keys) +} +\arguments{ +\item{eval_data}{An \code{eval_data} object.} + +\item{keys}{A character vector of column quasi-identifiers} +} +\value{ +A data.frame of results +} +\description{ +Aggregate and count factor factor-level quasi-identifiers for eval_data +} diff --git a/man/plot_prob_qid_abs_err.Rd b/man/plot_prob_qid_abs_err.Rd new file mode 100644 index 0000000..67f5491 --- /dev/null +++ b/man/plot_prob_qid_abs_err.Rd @@ -0,0 +1,31 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/disc_qid_mi.R +\name{plot_prob_qid_abs_err} +\alias{plot_prob_qid_abs_err} +\title{Plot absolute error probabilities} +\usage{ +plot_prob_qid_abs_err( + agg_eval_data, + keys, + max_k = 20, + qtiles = c(0.5, 0.75, 0.9), + holdout = FALSE +) +} +\arguments{ +\item{agg_eval_data}{Output from \code{aggregate_qid_eval}} + +\item{keys}{A character vector of column names} + +\item{max_k}{largest partition selection size} + +\item{qtiles}{Quantiles at which to estimate confidence of QID count} + +\item{holdout}{boolean, use data from holdout instead of confidential} +} +\value{ +A \code{ggplot2} plot. +} +\description{ +Plot absolute error probabilities +} diff --git a/man/plot_prob_qid_partition.Rd b/man/plot_prob_qid_partition.Rd new file mode 100644 index 0000000..f4887d0 --- /dev/null +++ b/man/plot_prob_qid_partition.Rd @@ -0,0 +1,21 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/disc_qid_mi.R +\name{plot_prob_qid_partition} +\alias{plot_prob_qid_partition} +\title{Plot partition selection probabilities} +\usage{ +plot_prob_qid_partition(agg_eval_data, keys, max_k = 20) +} +\arguments{ +\item{agg_eval_data}{Output from \code{aggregate_qid_eval}} + +\item{keys}{A character vector of column names} + +\item{max_k}{largest partition selection size} +} +\value{ +A \code{ggplot2} plot. +} +\description{ +Plot partition selection probabilities +} diff --git a/tests/testthat/test-disc_qid_mi.R b/tests/testthat/test-disc_qid_mi.R new file mode 100644 index 0000000..39d34a7 --- /dev/null +++ b/tests/testthat/test-disc_qid_mi.R @@ -0,0 +1,116 @@ +acs_eval <- eval_data( + conf_data = acs_conf, + synth_data = acs_lr_synths +) + +acs_eval_holdout <- eval_data( + conf_data = acs_conf[sample(nrow(acs_conf)), ], + synth_data = acs_lr_synths, + holdout_data = acs_holdout[sample(nrow(acs_holdout)), ] +) + +qid_keys <- c("county", "gq", "sex", "empstat", "classwkr") + +acs_eval_agg <- aggregate_qid_eval( + eval_data = acs_eval, + keys = qid_keys +) +acs_eval_holdout_agg <- aggregate_qid_eval( + eval_data = acs_eval_holdout, + keys = qid_keys +) + +test_that("aggregate_qid_eval expected errors", { + + # wrong input class + expect_error( + aggregate_qid_eval("not_eval_data", c("a", "b")) + ) + + # wrong n_rep + expect_error( + aggregate_qid_eval( + eval_data( + conf_data = acs_conf, + synth_data = acs_conf + ) + ) + ) + +}) + +test_that("aggregate_qid_eval expected behavior", { + + # expect number of rows is consistent + expected_rows <- purrr::map( + .x = qid_keys, + .f = \(x) {length(levels(acs_conf[[x]]))} + ) %>% + purrr::reduce(`*`) * + acs_eval[["n_rep"]] + + expect_equal(nrow(acs_eval_agg), expected_rows) + expect_equal(nrow(acs_eval_holdout_agg), expected_rows) + + # expect key_id definitions are consistent + expect_identical( + acs_eval_agg %>% + dplyr::select( + dplyr::all_of(c("key_id", qid_keys)) + ), + acs_eval_holdout_agg %>% + dplyr::select( + dplyr::all_of(c("key_id", qid_keys)) + ) + ) + +}) + +test_that("plot_prob_qid_partition correct ggplot2 objects", { + + p1 <- plot_prob_qid_partition( + agg_eval_data = acs_eval_agg, + keys = qid_keys, + max_k = 5 + ) + + # expect plot object + expect_true("ggplot" %in% class(p1)) + + # expect prob data calculated properly + expect_identical( + names(p1$data), + c(qid_keys, "raw_n_conf", "s_synth", ".group") + ) + + expect_true( + all(p1$data[["s_synth"]] %in% (seq(0, 30) / 30.)) + ) + + expect_true( + all(p1$data[["raw_n_conf"]] <= 5) + ) + +}) + +test_that("plot_prob_qid_abs_err returns correct ggplot2 objects", { + + p2 <- plot_prob_qid_abs_err( + agg_eval_data = acs_eval_agg, + keys = qid_keys, + max_k = 5 + ) + + # expect plot object + expect_true("ggplot" %in% class(p2)) + + # expect prob data calculated properly + expect_true( + all(p2$data[["qtile"]] %in% c("50%ile", "75%ile", "90%ile")) + ) + + expect_true( + all(p2$data[["raw_n_conf"]] <= 5) + ) + +}) \ No newline at end of file From 5f630056c8990277f1b73b5a60a8a559a8cb991a Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Fri, 27 Sep 2024 07:53:47 -0400 Subject: [PATCH 42/54] add baseline risk metrics --- R/disc_baseline.R | 243 ++++++++++++++++++++++++++++ man/disc_baseline.Rd | 43 +++++ tests/testthat/test-disc_baseline.R | 102 ++++++++++++ 3 files changed, 388 insertions(+) create mode 100644 R/disc_baseline.R create mode 100644 man/disc_baseline.Rd create mode 100644 tests/testthat/test-disc_baseline.R diff --git a/R/disc_baseline.R b/R/disc_baseline.R new file mode 100644 index 0000000..da5c978 --- /dev/null +++ b/R/disc_baseline.R @@ -0,0 +1,243 @@ +#' +#' Compute baseline disclosure risk metrics using confidential data. +#' +#' @param eval_data An `eval_data` object or a tibble / data.frame corresponding +#' to the confidential data. +#' @param qid_keys A character vector of quasi-identifying keys. Must be provided +#' as `factor` type variables. Defaults to all factor variables in `eval_data`. +#' @param sens_keys An optional character vector of sensitive variables of interest. +#' Must be disjoint from `qid_keys`, or `FALSE` to provide no l-diversity or t-closeness +#' metrics. Defaults to the complement of `qid_keys`. +#' @param tclose_metric_cat A string describing the t-closeness distance metric +#' between proportions of categorical variables. One of `"l1"` (L1 distance), +#' `"l2"` (L2 distance), or `"linf"` (L-infinity distance), defaults to `"linf"`. +#' @param tclose_metric_numeric A string describing the t-closeness distance metric +#' between numeric variable empirical CDFs. One of `"ks"` (Kolmogorov-Smirnov), +#' `"wass"` (Wasserstein L1 distance), `"cvm"` (Cramer-von-Mises distance), or +#' `"ad"` (Anderson-Darling), defaults, to `"ks"`. +#' @param na.rm Boolean if TRUE, will remove `NA` values from numeric `sens_keys`. +#' +#' @returns A `baseline_metrics` object. +#' +#' @export +#' +disc_baseline <- function( + eval_data, + qid_keys = NULL, + sens_keys = NULL, + tclose_metric_cat = c("linf", "l1", "l2"), + tclose_metric_numeric = c("ks", "wass", "cvm", "ad"), + na.rm = FALSE + ) { + + # default argument parsing + tclose_metric_cat <- match.arg(tclose_metric_cat) + tclose_metric_numeric <- match.arg(tclose_metric_numeric) + + # either use provided data.frame as-is or extract it from eval_data + conf_data <- if (is_eval_data(eval_data)) eval_data$conf_data else eval_data + stopifnot(is.data.frame(conf_data)) + + conf_data_types <- unlist(purrr::map(conf_data, pillar::type_sum)) + + # if no qid_keys provided, use all conf_data columns + if (is.null(qid_keys)) { + + qid_keys <- names(conf_data)[conf_data_types == "fct"] + + } + + # require factor types for qid_keys + stopifnot(length(qid_keys) > 0) + stopifnot(all(conf_data_types[qid_keys] == "fct")) + + # construct unique QID combinations + qid_agg <- .aggregate_qid(conf_data, keys = qid_keys) + qid_metrics <- tidyr::pivot_longer( + qid_agg, + -dplyr::one_of(c("key_id", qid_keys)), + names_to = "metric" + ) + + # return result early if not computing l-diversity or t-closeness metrics + if (identical(sens_keys, FALSE)) { + + return( + + list( + "qid_keys" = qid_keys, + "qid_metrics" = qid_metrics, + "sens_keys" = NULL, + "sens_metrics" = NULL + ) %>% + structure(class = "baseline_metrics") + + ) + + } + + # if no sensitive keys provided use the complement of qid_keys + if (is.null(sens_keys)) { + + sens_keys <- setdiff(x = names(conf_data), y = qid_keys) + + } + + # ensure no overlap between qid_keys and sens_keys + stopifnot(length(intersect(sens_keys, qid_keys)) == 0) + + # map sensitive keys to metrics + sens_key_types <- unlist(conf_data_types[sens_keys]) + + # calculate global distribution statistics + complete_dist_stats <- purrr::map( + .x = sens_keys, + .f = \(x) { + + # for factor variables... + if (sens_key_types[[x]] == "fct") { + + return( + # use the proportion of values in each factor level + c(table(conf_data[[x]], exclude=NULL)) / + nrow(conf_data) + ) + + } else { + + if (!na.rm & any(is.na(conf_data[[x]]))) { + + warning( + paste( + "NA values will not be included in t-closeness calculations but", + "will be part of sample size calculations for:", + x + ) + ) + + } + # use observed values to construct empirical CDF + return(if (na.rm) stats::na.omit(conf_data[[x]]) else conf_data[[x]]) + + } + + } + ) + names(complete_dist_stats) <- sens_keys + + # use unique, consistent QID key names constructed from .aggregate_qid + conf_w_key_ids <- conf_data %>% + dplyr::inner_join( + qid_agg %>% + dplyr::select(dplyr::all_of(c(qid_keys, "key_id"))), + by = qid_keys + ) + + # for observed keys, calculate additional metrics + sens_metrics <- conf_w_key_ids %>% + dplyr::group_by( + dplyr::across(dplyr::all_of(qid_keys)) + ) %>% + # for each qid group.... + dplyr::group_map( + \(gdf, names) { + + # calculate distinct l-diversity across each sensitive key column + l_div <- gdf %>% + dplyr::summarise( + dplyr::across(dplyr::all_of(sens_keys), dplyr::n_distinct) + ) + + # calculate t-closeness according to the specified metric + t_close <- gdf %>% + dplyr::summarise( + dplyr::across( + dplyr::all_of(sens_keys), + \(x) { + if (sens_key_types[dplyr::cur_column()] == "fct") { + + # for factor variables, calculate per-level probabilities + qid_prop <- c(table(x, exclude=NULL)) / nrow(gdf) + complete_prop <- complete_dist_stats[[dplyr::cur_column()]] + + # calculate appropriate distance between probability vectors + return( + dplyr::case_when( + tclose_metric_cat == "l1" ~ ( + sum(abs(qid_prop - complete_prop)) + ), + tclose_metric_cat == "l2" ~ ( + sqrt(sum((qid_prop - complete_prop)**2)) + ), + # default is L-infinity (maximum difference) + TRUE ~ ( + max(abs(qid_prop - complete_prop)) + ) + ) + ) + + } else { + + # for numerics, first collect samples for each column + qid_samps <- dplyr::pull(gdf, dplyr::cur_column()) + complete_samps <- complete_dist_stats[[dplyr::cur_column()]] + + return( + + # calculate appropriate distance between empirical CDFs + dplyr::case_when( + tclose_metric_numeric == "wass" ~ ( + twosamples::wass_stat(qid_samps, complete_samps) + ), + tclose_metric_numeric == "cvm" ~ ( + twosamples::cvm_stat(qid_samps, complete_samps) + ), + tclose_metric_numeric == "ad" ~ ( + twosamples::ad_stat(qid_samps, complete_samps) + ), + # default is Kolmogorov-Smirnov + TRUE ~ ( + twosamples::ks_stat(qid_samps, complete_samps) + ) + ) + + ) + + } + } + ) + ) + + return( + data.frame( + "l_div" = l_div, + "t_close" = t_close, + "key_id" = as.numeric(gdf[1, "key_id"]) + ) + ) + } + ) %>% + dplyr::bind_rows() + + return( + list( + "qid_keys" = qid_keys, + "qid_metrics" = qid_metrics, + "sens_keys" = sens_keys, + "sens_metrics" = dplyr::inner_join( + qid_agg %>% # join original QID aggregation to pivoted results on key_id + dplyr::select(dplyr::all_of(c("key_id", qid_keys, "raw_n", "prop"))), + tidyr::pivot_longer( + sens_metrics, + -dplyr::one_of("key_id"), + names_sep = "\\.", + names_to = c("metric", "sens_var") + ), + by = "key_id" + ) + ) %>% + structure(class = "baseline_metrics") + ) + +} + diff --git a/man/disc_baseline.Rd b/man/disc_baseline.Rd new file mode 100644 index 0000000..31cf482 --- /dev/null +++ b/man/disc_baseline.Rd @@ -0,0 +1,43 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/disc_baseline.R +\name{disc_baseline} +\alias{disc_baseline} +\title{Compute baseline disclosure risk metrics using confidential data.} +\usage{ +disc_baseline( + eval_data, + qid_keys = NULL, + sens_keys = NULL, + tclose_metric_cat = c("linf", "l1", "l2"), + tclose_metric_numeric = c("ks", "wass", "cvm", "ad"), + na.rm = FALSE +) +} +\arguments{ +\item{eval_data}{An \code{eval_data} object or a tibble / data.frame corresponding +to the confidential data.} + +\item{qid_keys}{A character vector of quasi-identifying keys. Must be provided +as \code{factor} type variables. Defaults to all factor variables in \code{eval_data}.} + +\item{sens_keys}{An optional character vector of sensitive variables of interest. +Must be disjoint from \code{qid_keys}, or \code{FALSE} to provide no l-diversity or t-closeness +metrics. Defaults to the complement of \code{qid_keys}.} + +\item{tclose_metric_cat}{A string describing the t-closeness distance metric +between proportions of categorical variables. One of \code{"l1"} (L1 distance), +\code{"l2"} (L2 distance), or \code{"linf"} (L-infinity distance), defaults to \code{"linf"}.} + +\item{tclose_metric_numeric}{A string describing the t-closeness distance metric +between numeric variable empirical CDFs. One of \code{"ks"} (Kolmogorov-Smirnov), +\code{"wass"} (Wasserstein L1 distance), \code{"cvm"} (Cramer-von-Mises distance), or +\code{"ad"} (Anderson-Darling), defaults, to \code{"ks"}.} + +\item{na.rm}{Boolean if TRUE, will remove \code{NA} values from numeric \code{sens_keys}.} +} +\value{ +A \code{baseline_metrics} object. +} +\description{ +Compute baseline disclosure risk metrics using confidential data. +} diff --git a/tests/testthat/test-disc_baseline.R b/tests/testthat/test-disc_baseline.R new file mode 100644 index 0000000..894573b --- /dev/null +++ b/tests/testthat/test-disc_baseline.R @@ -0,0 +1,102 @@ + +test_that("disc_baseline error checking", { + + expect_error( + disc_baseline("not a dataframe") + ) + + # fail on data.frames with no factor columns for QIDs + expect_error( + disc_baseline(acs_conf[, c("inctot", "age")]) + ) + + # fail on data.frames with non-factor provided QIDs + expect_error( + disc_baseline(acs_conf, qid_keys = c("inctot", "age")) + ) + + # fail on overlapping user-specified keys + expect_error( + disc_baseline(acs_conf, qid_keys = c("hcovany"), sens_keys = c("hcovany")) + ) + +}) + +test_that("disc_baseline without sensitivity metrics", { + + qid_only <- disc_baseline( + eval_data = acs_conf, + qid_keys = c("county", "gq"), + sens_keys = FALSE + ) + + expect_equal(nrow(qid_only$qid_metrics), 24) + + expect_identical( + names(qid_only$qid_metrics), + c("key_id", "county", "gq", "metric", "value") + ) + + expect_null(qid_only$sens_keys) + expect_null(qid_only$sens_metrics) + +}) + +test_that("disc_baseline basic functionality", { + + metrics <- disc_baseline( + eval_data = acs_conf[complete.cases(acs_conf), ], + qid_keys = c("county", "gq"), + sens_keys = c("hcovany", "inctot") + ) + + expect_equal( + names(metrics$sens_metrics), + c("key_id", "county", "gq", "raw_n", "prop", "metric", "sens_var", "value") + ) + + expect_true( + all(metrics$metric %in% c("l_div", "t_close")) + ) + + # check all distinct l-diversities are integer-valued + l_divs <- metrics$sens_metrics %>% + dplyr::filter(.data[["metric"]] == "l_div") %>% + dplyr::pull("value") + expect_true(all(l_divs == as.integer(l_divs))) + + # check all KS t-closeness values are between 0 and 1 + ks_values <- metrics$sens_metrics %>% + dplyr::filter( + .data[["sens_var"]] == "inctot" & + .data[["metric"]] == "t_close" + ) %>% + dplyr::pull("value") + expect_true(all(ks_values >= 0 & ks_values <= 1)) + +}) + +test_that("disc_baseline na.rm functionality", { + + expect_warning( + metrics <- disc_baseline( + eval_data = acs_conf, + qid_keys = c("county", "gq"), + sens_keys = c("hcovany", "inctot") + ) + ) + + expect_no_warning( + metrics_narm <- disc_baseline( + eval_data = acs_conf, + qid_keys = c("county", "gq"), + sens_keys = c("hcovany", "inctot"), + na.rm = TRUE + ) + ) + + expect_false( + identical(metrics$sens_metrics, metrics_narm$sens_metrics) + ) + +}) From 7bf3a0fef313c95978bd3063a851681766798321 Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Fri, 27 Sep 2024 09:15:07 -0400 Subject: [PATCH 43/54] add DESCRIPTION and NAMESPACE changes for baseline risks --- DESCRIPTION | 1 + NAMESPACE | 1 + 2 files changed, 2 insertions(+) diff --git a/DESCRIPTION b/DESCRIPTION index 9e764ab..01ed709 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -40,6 +40,7 @@ Imports: tidyr, tidyselect, tune, + twosamples, workflows, yardstick Suggestions: diff --git a/NAMESPACE b/NAMESPACE index 5678c8f..78f6106 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -10,6 +10,7 @@ export(add_propensities_tuned) export(add_specks) export(aggregate_qid_eval) export(create_cormat_plot) +export(disc_baseline) export(disc_mit) export(discrimination) export(eval_data) From 11e73c9523f441b8af964ec74f9c52d22c7b765e Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Fri, 27 Sep 2024 09:39:56 -0400 Subject: [PATCH 44/54] update .gitignore and .Rbuildignore --- .Rbuildignore | 3 ++- .gitignore | 53 +++++++++++++++++++++++++++++++++++++++++++++++++-- 2 files changed, 53 insertions(+), 3 deletions(-) diff --git a/.Rbuildignore b/.Rbuildignore index 3c70729..2be7410 100644 --- a/.Rbuildignore +++ b/.Rbuildignore @@ -5,6 +5,7 @@ ^LICENSE\.md$ ^README\.Rmd$ ^README\.qmd$ +^README_files$ ^data-raw$ ^test.R -disriminators.qmd +^project-standards.md$ diff --git a/.gitignore b/.gitignore index 6957ee4..5b26526 100644 --- a/.gitignore +++ b/.gitignore @@ -1,3 +1,52 @@ -.Rproj.user +# History files .Rhistory -.DS_Store \ No newline at end of file +.Rapp.history + +# Mac system file +.DS_Store + +# Session Data files +.RData + +# Example code in package build process +*-Ex.R + +# Output files from R CMD build +/*.tar.gz + +# Output files from R CMD check +/*.Rcheck/ + +# RStudio files +.Rproj.user/ + +# produced vignettes +vignettes/*.html +vignettes/*.pdf + +# OAuth2 token, see https://github.com/hadley/httr/releases/tag/v0.3 +.httr-oauth + +# knitr and R markdown default cache directories +/*_cache/ +/cache/ + +# Temporary files created by R markdown +*.utf8.md +*.knit.md + +# Shiny token, see https://shiny.rstudio.com/articles/shinyapps.html +rsconnect/ + +# log files +*.log +*\.html + +# renv environment files +renv/ + +# README build files +README_files/ + +# Plot outputs from unit tests +tests/testthat/Rplots.pdf From fd7a61c4265852aa44b94913e684dccaca4d099e Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Thu, 3 Oct 2024 15:23:21 -0400 Subject: [PATCH 45/54] add code review updates --- R/util_proportions.R | 58 ++++++++++++++++++++++++++------------------ 1 file changed, 35 insertions(+), 23 deletions(-) diff --git a/R/util_proportions.R b/R/util_proportions.R index fb41091..4dd1e3b 100644 --- a/R/util_proportions.R +++ b/R/util_proportions.R @@ -148,40 +148,50 @@ util_proportions <- function(postsynth, # if flagged, join in empty levels to pivoted data if (keep_empty_levels) { - prop_col_names <- combined_data %>% - dplyr::select(-c(source, {{ group_by }}, ".temp_weight")) %>% - names + # first, get explicit column names for variables where we need to keep + # empty levels (excludes variables in group_by, excluded by common_vars, etc) + prop_col_names <- names( + combined_data %>% + dplyr::select(-c(source, {{ group_by }}, ".temp_weight")) + ) - all_levels <- purrr::map( - .x = prop_col_names, - .f = \(.x) { - if (pillar::type_sum(combined_data[[.x]]) == "chr") { - return( - data.frame( - "class" = levels(factor(combined_data[[.x]]))) %>% - dplyr::mutate( - "variable" = .x - ) - ) - } else { - return( - data.frame( - "class" = levels(combined_data[[.x]])) %>% - dplyr::mutate( - "variable" = .x - ) - ) - } + extract_levels <- function(x) { + + # for character columns, convert to factor before extracting levels + if (pillar::type_sum(combined_data[[x]]) == "chr") { + + return( + data.frame("class" = levels(factor(combined_data[[x]]))) %>% + dplyr::mutate("variable" = x) + ) + + } else { + + return( + # else, use pre-existing column factor levels (in case empty levels + # are unsynthesized) + data.frame("class" = levels(combined_data[[x]])) %>% + dplyr::mutate("variable" = x) + ) } + + } + + all_levels <- purrr::map( + .x = prop_col_names, + .f = extract_levels ) %>% dplyr::bind_rows() %>% + # create one copy of the complete levels for each source and groupby level + # by cross-joining dplyr::cross_join( combined_data %>% dplyr::select(c(source, {{ group_by }})) %>% dplyr::distinct() ) + # create the join specification depending on whether group_by is specified if (is.null(group_by)) { join_spec <- dplyr::join_by(class, variable, source) @@ -192,6 +202,8 @@ util_proportions <- function(postsynth, } + # join in all_levels to combined data and set weights to 0 where levels are + # unobserved combined_data <- dplyr::left_join( all_levels, combined_data_long, From 687e64c820ffd48607ce9285588e251baf031462 Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Fri, 4 Oct 2024 08:57:11 -0400 Subject: [PATCH 46/54] add code review updates --- R/disc_qid_mi.R | 119 +++++++++++++++++------------- man/plot_prob_qid_abs_err.Rd | 4 +- tests/testthat/test-disc_qid_mi.R | 18 +++-- 3 files changed, 80 insertions(+), 61 deletions(-) diff --git a/R/disc_qid_mi.R b/R/disc_qid_mi.R index 225b652..3e41347 100644 --- a/R/disc_qid_mi.R +++ b/R/disc_qid_mi.R @@ -10,6 +10,7 @@ #' aggregate_qid_eval <- function(eval_data, keys) { + # check to make sure multiple replicates provided stopifnot(is_eval_data(eval_data)) stopifnot(eval_data$n_rep > 1) @@ -24,45 +25,52 @@ aggregate_qid_eval <- function(eval_data, keys) { # join on key_id, which is consistently constructed from .aggregate_qid result <- dplyr::inner_join( conf_agg, + # apply quasi-identifier aggregation to each row dplyr::bind_rows( synth_aggs, .id = "synth_id" - ) %>% dplyr::select( - dplyr::all_of(c("synth_id", "key_id", "raw_n", "prop")) - ), + ) %>% + # only select outputs from aggregation and key_id to prevent duplicates + dplyr::select(dplyr::all_of(c("synth_id", "key_id", "raw_n", "prop"))), by = "key_id", suffix = c("_conf", "_synth") ) %>% + # add indicators for whether keys were "selected" and proportion error metrics dplyr::mutate( s_synth = (.data[["raw_n_synth"]] > 0), s_conf = (.data[["raw_n_conf"]] > 0), - prop_abserr_conf = abs(.data[["prop_synth"]] - .data[["prop_conf"]]) + prop_err_conf = .data[["prop_synth"]] - .data[["prop_conf"]], + prop_abserr_conf = abs(.data[["prop_err_conf"]]) ) + # if no holdout data provided, end the process if (is.null(eval_data$holdout_data)) { return(result) } else { + # else, aggregate holdout data holdout_agg <- .aggregate_qid(eval_data$holdout_data, keys) return( result %>% dplyr::inner_join( holdout_agg %>% - dplyr::select( - dplyr::all_of(c("key_id", "raw_n", "prop")) - ) %>% dplyr::rename( + # select only non-duplicate statistics + dplyr::select(dplyr::all_of(c("key_id", "raw_n", "prop"))) %>% + # explicitly rename count and proportion statistics to refer to + # holdout data to prevent duplicate suffixies on existing results + dplyr::rename( "raw_n_holdout" = rlang::sym("raw_n"), "prop_holdout" = rlang::sym("prop") ), by = "key_id" ) %>% + # add indicators for whether keys were "selected" and proportion error metrics dplyr::mutate( s_holdout = (.data[["raw_n_holdout"]] > 0), - prop_abserr_holdout = abs( - .data[["prop_synth"]] - .data[["prop_holdout"]] - ) + prop_err_holdout = .data[["prop_synth"]] - .data[["prop_holdout"]], + prop_abserr_holdout = abs(.data[["prop_err_holdout"]]) ) ) @@ -86,31 +94,35 @@ plot_prob_qid_partition <- function( keys, max_k = 20) { - probs <- agg_eval_data %>% + # out of all possible quasi-identifiers... + prob_plot_data <- agg_eval_data %>% dplyr::group_by( dplyr::across(dplyr::all_of(keys)), .drop = FALSE ) %>% + # compute the proportion of synthetic replicates that select at least one + # quasi-identifying key dplyr::summarise( raw_n_conf = mean(.data[["raw_n_conf"]]), s_synth = mean(.data[["s_synth"]]) ) %>% + # filter to those with at most max_k confidential observations dplyr::filter(.data[["raw_n_conf"]] <= max_k) - return( - - ggplot2::ggplot(probs) + - ggplot2::geom_boxplot( - ggplot2::aes( - x = factor(.data[["raw_n_conf"]]), - y = .data[["s_synth"]] - ) - ) + - ggplot2::xlab("n_orig") + - ggplot2::ylab("Estimated Prob(n_synth > 0)") + - ggplot2::ggtitle(paste("Quasi-ID keys: ", paste(keys, collapse=", "))) - - ) + + plot_result <- ggplot2::ggplot(prob_plot_data) + + # create one boxplot for count of confidential observations <= max_k + ggplot2::geom_boxplot( + ggplot2::aes( + x = factor(.data[["raw_n_conf"]]), + y = .data[["s_synth"]] + ) + ) + + ggplot2::xlab("n_orig") + + ggplot2::ylab("Estimated Prob(n_synth > 0)") + + ggplot2::ggtitle(paste("Quasi-ID keys: ", paste(keys, collapse=", "))) + + return(plot_result) } @@ -121,45 +133,48 @@ plot_prob_qid_partition <- function( #' @param agg_eval_data Output from `aggregate_qid_eval` #' @param keys A character vector of column names #' @param max_k largest partition selection size -#' @param qtiles Quantiles at which to estimate confidence of QID count +#' @param probs Quantiles at which to estimate confidence of QID count #' @param holdout boolean, use data from holdout instead of confidential #' #' @returns A `ggplot2` plot. #' #' @export #' -plot_prob_qid_abs_err <- function(agg_eval_data, - keys, - max_k = 20, - qtiles = c(.5, .75, .9), - holdout = FALSE) { +plot_prob_qid_abs_err <- function( + agg_eval_data, + keys, + max_k = 20, + probs = c(0.5, 0.75, 0.9), + holdout = FALSE) { err_var <- if (holdout) "prop_abserr_holdout" else "prop_abserr_conf" - probs <- agg_eval_data %>% + qtile_data <- agg_eval_data %>% + # for each confidential count value... dplyr::group_by(dplyr::across(dplyr::all_of("raw_n_conf"))) %>% dplyr::reframe( - qtile_value = stats::quantile(.data[[err_var]], probs = qtiles), - qtile = paste(qtiles * 100, "%ile", sep="") + # create one row per quantile probability and value + qtile_value = stats::quantile(.data[[err_var]], probs = probs), + qtile = paste(probs * 100, "%ile", sep="") + ) %>% + # restrict plotted data where confidential observations <= max_k + dplyr::filter(.data[["raw_n_conf"]] <= max_k) + + plot_result <- ggplot2::ggplot( + data = qtile_data, + # create one line plot per quantile + mapping = ggplot2::aes( + x = .data[["raw_n_conf"]], + y = .data[["qtile_value"]], + color = .data[["qtile"]] ) + ) + + ggplot2::geom_point() + + ggplot2::geom_line() + + ggplot2::xlab("n_orig") + + ggplot2::ylab("Estimated Quantile for |n_synth - n_conf|") + + ggplot2::ggtitle(paste("Quasi-ID keys: ", paste(keys, collapse=", "))) - return( - - ggplot2::ggplot( - data = probs %>% - dplyr::filter(.data[["raw_n_conf"]] <= max_k), - mapping = ggplot2::aes( - x = .data[["raw_n_conf"]], - y = .data[["qtile_value"]], - color = .data[["qtile"]] - ) - ) + - ggplot2::geom_point() + - ggplot2::geom_line() + - ggplot2::xlab("n_orig") + - ggplot2::ylab("Estimated Quantile for |n_synth - n_conf|") + - ggplot2::ggtitle(paste("Quasi-ID keys: ", paste(keys, collapse=", "))) - - ) + return(plot_result) } diff --git a/man/plot_prob_qid_abs_err.Rd b/man/plot_prob_qid_abs_err.Rd index 67f5491..103607a 100644 --- a/man/plot_prob_qid_abs_err.Rd +++ b/man/plot_prob_qid_abs_err.Rd @@ -8,7 +8,7 @@ plot_prob_qid_abs_err( agg_eval_data, keys, max_k = 20, - qtiles = c(0.5, 0.75, 0.9), + probs = c(0.5, 0.75, 0.9), holdout = FALSE ) } @@ -19,7 +19,7 @@ plot_prob_qid_abs_err( \item{max_k}{largest partition selection size} -\item{qtiles}{Quantiles at which to estimate confidence of QID count} +\item{probs}{Quantiles at which to estimate confidence of QID count} \item{holdout}{boolean, use data from holdout instead of confidential} } diff --git a/tests/testthat/test-disc_qid_mi.R b/tests/testthat/test-disc_qid_mi.R index 39d34a7..b013b61 100644 --- a/tests/testthat/test-disc_qid_mi.R +++ b/tests/testthat/test-disc_qid_mi.R @@ -42,13 +42,17 @@ test_that("aggregate_qid_eval expected errors", { test_that("aggregate_qid_eval expected behavior", { # expect number of rows is consistent - expected_rows <- purrr::map( - .x = qid_keys, - .f = \(x) {length(levels(acs_conf[[x]]))} - ) %>% - purrr::reduce(`*`) * - acs_eval[["n_rep"]] - + # first, calculate expected number of rows, which should be the product of... + expected_rows <- acs_eval[["n_rep"]] * # the number of synthetic data reps... + purrr::reduce( + # ...times the number of levels in each factor... + purrr::map( + .x = qid_keys, + .f = \(x) {length(levels(acs_conf[[x]]))} + ), + `*`) # all multiplied together + + # check that this equals the size of the computed result expect_equal(nrow(acs_eval_agg), expected_rows) expect_equal(nrow(acs_eval_holdout_agg), expected_rows) From 2cb71943894553bf4b5e556963401d24a0b3d613 Mon Sep 17 00:00:00 2001 From: Jeremy Seeman <143003789+jhseeman@users.noreply.github.com> Date: Fri, 4 Oct 2024 09:44:46 -0400 Subject: [PATCH 47/54] refactor monster anonymous functions, code review comments --- R/disc_baseline.R | 199 ++++++++++++++++++++++++---------------------- 1 file changed, 104 insertions(+), 95 deletions(-) diff --git a/R/disc_baseline.R b/R/disc_baseline.R index da5c978..506a3a7 100644 --- a/R/disc_baseline.R +++ b/R/disc_baseline.R @@ -132,112 +132,121 @@ disc_baseline <- function( dplyr::select(dplyr::all_of(c(qid_keys, "key_id"))), by = qid_keys ) - - # for observed keys, calculate additional metrics - sens_metrics <- conf_w_key_ids %>% - dplyr::group_by( - dplyr::across(dplyr::all_of(qid_keys)) - ) %>% - # for each qid group.... - dplyr::group_map( - \(gdf, names) { + + # define per-metrics function per grouped data frame and key name + per_qik_metrics <- function(gdf, names) { + + # calculate distinct l-diversity across each sensitive key column + l_div <- gdf %>% + dplyr::summarise( + dplyr::across(dplyr::all_of(sens_keys), dplyr::n_distinct) + ) + + # define t-closeness function (defined here because it depends on + # `gdf` and `names`) + t_closeness_func <- function(x) { + + if (sens_key_types[dplyr::cur_column()] == "fct") { - # calculate distinct l-diversity across each sensitive key column - l_div <- gdf %>% - dplyr::summarise( - dplyr::across(dplyr::all_of(sens_keys), dplyr::n_distinct) - ) + # for factor variables, calculate per-level probabilities + qid_prop <- c(table(x, exclude=NULL)) / nrow(gdf) + complete_prop <- complete_dist_stats[[dplyr::cur_column()]] - # calculate t-closeness according to the specified metric - t_close <- gdf %>% - dplyr::summarise( - dplyr::across( - dplyr::all_of(sens_keys), - \(x) { - if (sens_key_types[dplyr::cur_column()] == "fct") { - - # for factor variables, calculate per-level probabilities - qid_prop <- c(table(x, exclude=NULL)) / nrow(gdf) - complete_prop <- complete_dist_stats[[dplyr::cur_column()]] - - # calculate appropriate distance between probability vectors - return( - dplyr::case_when( - tclose_metric_cat == "l1" ~ ( - sum(abs(qid_prop - complete_prop)) - ), - tclose_metric_cat == "l2" ~ ( - sqrt(sum((qid_prop - complete_prop)**2)) - ), - # default is L-infinity (maximum difference) - TRUE ~ ( - max(abs(qid_prop - complete_prop)) - ) - ) - ) - - } else { - - # for numerics, first collect samples for each column - qid_samps <- dplyr::pull(gdf, dplyr::cur_column()) - complete_samps <- complete_dist_stats[[dplyr::cur_column()]] - - return( - - # calculate appropriate distance between empirical CDFs - dplyr::case_when( - tclose_metric_numeric == "wass" ~ ( - twosamples::wass_stat(qid_samps, complete_samps) - ), - tclose_metric_numeric == "cvm" ~ ( - twosamples::cvm_stat(qid_samps, complete_samps) - ), - tclose_metric_numeric == "ad" ~ ( - twosamples::ad_stat(qid_samps, complete_samps) - ), - # default is Kolmogorov-Smirnov - TRUE ~ ( - twosamples::ks_stat(qid_samps, complete_samps) - ) - ) - - ) - - } - } + # calculate appropriate distance between probability vectors + return( + dplyr::case_when( + tclose_metric_cat == "l1" ~ ( + sum(abs(qid_prop - complete_prop)) + ), + tclose_metric_cat == "l2" ~ ( + sqrt(sum((qid_prop - complete_prop)**2)) + ), + # default is L-infinity (maximum difference) + TRUE ~ ( + max(abs(qid_prop - complete_prop)) ) ) + ) + + } else { + + # for numerics, first collect samples for each column + qid_samps <- dplyr::pull(gdf, dplyr::cur_column()) + complete_samps <- complete_dist_stats[[dplyr::cur_column()]] return( - data.frame( - "l_div" = l_div, - "t_close" = t_close, - "key_id" = as.numeric(gdf[1, "key_id"]) - ) + + # calculate appropriate distance between empirical CDFs + dplyr::case_when( + tclose_metric_numeric == "wass" ~ ( + twosamples::wass_stat(qid_samps, complete_samps) + ), + tclose_metric_numeric == "cvm" ~ ( + twosamples::cvm_stat(qid_samps, complete_samps) + ), + tclose_metric_numeric == "ad" ~ ( + twosamples::ad_stat(qid_samps, complete_samps) + ), + # default is Kolmogorov-Smirnov + TRUE ~ ( + twosamples::ks_stat(qid_samps, complete_samps) + ) + ) + ) + } + + } + + # calculate t-closeness according to the specified metric + t_close <- gdf %>% + dplyr::summarise( + dplyr::across(dplyr::all_of(sens_keys), t_closeness_func)) + + return( + data.frame( + "l_div" = l_div, + "t_close" = t_close, + "key_id" = as.numeric(gdf[1, "key_id"]) + ) + ) + + } + + # for observed keys, calculate additional metrics + sens_metrics <- conf_w_key_ids %>% + dplyr::group_by( + dplyr::across(dplyr::all_of(qid_keys)) ) %>% + dplyr::group_map(per_qik_metrics) %>% dplyr::bind_rows() - return( - list( - "qid_keys" = qid_keys, - "qid_metrics" = qid_metrics, - "sens_keys" = sens_keys, - "sens_metrics" = dplyr::inner_join( - qid_agg %>% # join original QID aggregation to pivoted results on key_id - dplyr::select(dplyr::all_of(c("key_id", qid_keys, "raw_n", "prop"))), - tidyr::pivot_longer( - sens_metrics, - -dplyr::one_of("key_id"), - names_sep = "\\.", - names_to = c("metric", "sens_var") - ), - by = "key_id" - ) - ) %>% - structure(class = "baseline_metrics") - ) + # join together k-anonymity and l-diversity / t-closeness metrics... + joined_sens_metrics <- dplyr::inner_join( + qid_agg %>% # first, select k-anonymity results with QID keys + dplyr::select(dplyr::all_of(c("key_id", qid_keys, "raw_n", "prop"))), + # next, create rows for each key_id per metric and sensitive variable + tidyr::pivot_longer( + sens_metrics, + # pivot longer on all variables except key_id + -dplyr::one_of("key_id"), + # break up metrics and associated variables (ex: "tcloseness.sens_col1") + names_sep = "\\.", + names_to = c("metric", "sens_var") + ), + by = "key_id" + ) + + result <- list( + "qid_keys" = qid_keys, + "qid_metrics" = qid_metrics, + "sens_keys" = sens_keys, + "sens_metrics" = joined_sens_metrics + ) %>% + structure(class = "baseline_metrics") + + return(result) } From 2a875efe9d51f6a86593743f3c9ee7ef824217e8 Mon Sep 17 00:00:00 2001 From: awunderground Date: Wed, 9 Oct 2024 07:34:29 -0400 Subject: [PATCH 48/54] Add na.rm for util_ks_distance() --- R/util_ks_distance.R | 17 ++++++++++++----- man/util_ks_distance.Rd | 8 +++++--- tests/testthat/test-util_ks-distance.R | 16 ++++++++++++++++ 3 files changed, 33 insertions(+), 8 deletions(-) diff --git a/R/util_ks_distance.R b/R/util_ks_distance.R index b2894fc..3dfa90d 100644 --- a/R/util_ks_distance.R +++ b/R/util_ks_distance.R @@ -1,8 +1,9 @@ #' Calculate the Kolmogorov-Smirnov distance (D) for each numeric variable in #' the synthetic and confidential data #' -#' @param postsynth A postsynth object or tibble with synthetic data -#' @param data A data frame with the original data +#' @param postsynth a postsynth object or tibble with synthetic data +#' @param data a data frame with the original data +#' @param na.rm a logical indicating whether missing values should be removed. #' #' @return A tibble with the D and location of the largest distance for each #' numeric variable @@ -11,7 +12,7 @@ #' #' @export #' -util_ks_distance <- function(postsynth, data) { +util_ks_distance <- function(postsynth, data, na.rm = FALSE) { if ("postsynth" %in% class(postsynth)) { @@ -60,8 +61,14 @@ util_ks_distance <- function(postsynth, data) { ecdf_orig <- stats::ecdf(dplyr::pull(data, var)) # calculate the minimum and maximum across both variables - minimum <- min(c(dplyr::pull(synthetic_data, var), dplyr::pull(data, var))) - maximum <- max(c(dplyr::pull(synthetic_data, var), dplyr::pull(data, var))) + minimum <- min( + c(dplyr::pull(synthetic_data, var), dplyr::pull(data, var)), + na.rm = na.rm + ) + maximum <- max( + c(dplyr::pull(synthetic_data, var), dplyr::pull(data, var)), + na.rm = na.rm + ) # create a grid of values for calculating the distances between the two # eCDFs diff --git a/man/util_ks_distance.Rd b/man/util_ks_distance.Rd index f47e9ed..85dbf1a 100644 --- a/man/util_ks_distance.Rd +++ b/man/util_ks_distance.Rd @@ -5,12 +5,14 @@ \title{Calculate the Kolmogorov-Smirnov distance (D) for each numeric variable in the synthetic and confidential data} \usage{ -util_ks_distance(postsynth, data) +util_ks_distance(postsynth, data, na.rm = FALSE) } \arguments{ -\item{postsynth}{A postsynth object or tibble with synthetic data} +\item{postsynth}{a postsynth object or tibble with synthetic data} -\item{data}{A data frame with the original data} +\item{data}{a data frame with the original data} + +\item{na.rm}{a logical indicating whether missing values should be removed.} } \value{ A tibble with the D and location of the largest distance for each diff --git a/tests/testthat/test-util_ks-distance.R b/tests/testthat/test-util_ks-distance.R index e14b6ab..4434cbd 100644 --- a/tests/testthat/test-util_ks-distance.R +++ b/tests/testthat/test-util_ks-distance.R @@ -63,3 +63,19 @@ test_that("KS distance is 1 ", { expect_equal(D$D, c(1, 1)) }) + +test_that("KS distance works with NA ", { + + syn <- list( + synthetic_data = tidysynthesis::example_na + ) %>% + structure(class = "postsynth") + + D <- util_ks_distance( + postsynth = syn, + data = tidysynthesis::example_na, + na.rm = TRUE) + + expect_equal(max(D$D), 0) + +}) From 07dad6fae1486263e7ef195bcb0fbb09306012b9 Mon Sep 17 00:00:00 2001 From: awunderground Date: Wed, 9 Oct 2024 08:05:31 -0400 Subject: [PATCH 49/54] Add na.rm to util_co_occurrence() --- R/co_occurence.R | 17 +++++++++-- R/util_co_ocurrence.R | 9 ++++-- man/co_occurrence.Rd | 4 ++- man/util_co_occurrence.Rd | 8 ++++-- tests/testthat/test-util_co_occurrence.R | 36 +++++++++++++----------- 5 files changed, 49 insertions(+), 25 deletions(-) diff --git a/R/co_occurence.R b/R/co_occurence.R index 70dbf47..316c49c 100644 --- a/R/co_occurence.R +++ b/R/co_occurence.R @@ -1,10 +1,11 @@ #' Construct a co-occurrence matrix #' #' @param data A tibble with numeric variables +#' @param na.rm a logical indicating whether missing values should be removed. #' #' @return A co-occurrence matrix #' -co_occurrence <- function(data) { +co_occurrence <- function(data, na.rm = FALSE) { # create a vector of variable names data_names <- names(data) @@ -19,8 +20,20 @@ co_occurrence <- function(data) { for (col_name in data_names) { + row_var <- dplyr::pull(data, row_name) + col_var <- dplyr::pull(data, col_name) + + if (na.rm) { + + # remove missing values + na_lgl <- !is.na(row_var) & !is.na(col_var) + row_var <- row_var[na_lgl] + col_var <- col_var[na_lgl] + + } + co_occurence_matrix[row_name, col_name] <- - mean(dplyr::pull(data, row_name) != 0 & dplyr::pull(data, col_name) != 0) + mean(row_var != 0 & col_var != 0) } diff --git a/R/util_co_ocurrence.R b/R/util_co_ocurrence.R index be12018..87ae2e4 100644 --- a/R/util_co_ocurrence.R +++ b/R/util_co_ocurrence.R @@ -1,7 +1,10 @@ #' Calculate the co-occurrence fit metric of a confidential data set. #' -#' @param postsynth A postsynth object from tidysynthesis or a tibble +#' @param postsynth a postsynth object from tidysynthesis or a tibble #' @param data an original (observed) data set. +#' @param na.rm a logical indicating whether missing values should be removed. +#' Note: values are jointly removed for each pair of variables even if only one +#' value is missing. #' #' @return A `list` of fit metrics: #' - `co_occurrence_original`: co-occurrence matrix of the original data. @@ -19,7 +22,7 @@ #' #' @export #' -util_co_occurrence <- function(postsynth, data) { +util_co_occurrence <- function(postsynth, data, na.rm = FALSE) { if (is_postsynth(postsynth)) { @@ -44,7 +47,7 @@ util_co_occurrence <- function(postsynth, data) { co_occurrence_matrix <- x %>% dplyr::select_if(is.numeric) %>% - co_occurrence() + co_occurrence(na.rm = na.rm) # set the values in the upper triangle to zero to avoid double counting co_occurrence_matrix[upper.tri(co_occurrence_matrix, diag = TRUE)] <- NA diff --git a/man/co_occurrence.Rd b/man/co_occurrence.Rd index fe7aad9..4f1de18 100644 --- a/man/co_occurrence.Rd +++ b/man/co_occurrence.Rd @@ -4,10 +4,12 @@ \alias{co_occurrence} \title{Construct a co-occurrence matrix} \usage{ -co_occurrence(data) +co_occurrence(data, na.rm = FALSE) } \arguments{ \item{data}{A tibble with numeric variables} + +\item{na.rm}{a logical indicating whether missing values should be removed.} } \value{ A co-occurrence matrix diff --git a/man/util_co_occurrence.Rd b/man/util_co_occurrence.Rd index 5662b50..37fbcc5 100644 --- a/man/util_co_occurrence.Rd +++ b/man/util_co_occurrence.Rd @@ -4,12 +4,16 @@ \alias{util_co_occurrence} \title{Calculate the co-occurrence fit metric of a confidential data set.} \usage{ -util_co_occurrence(postsynth, data) +util_co_occurrence(postsynth, data, na.rm = FALSE) } \arguments{ -\item{postsynth}{A postsynth object from tidysynthesis or a tibble} +\item{postsynth}{a postsynth object from tidysynthesis or a tibble} \item{data}{an original (observed) data set.} + +\item{na.rm}{a logical indicating whether missing values should be removed. +Note: values are jointly removed for each pair of variables even if only one +value is missing.} } \value{ A \code{list} of fit metrics: diff --git a/tests/testthat/test-util_co_occurrence.R b/tests/testthat/test-util_co_occurrence.R index 006d331..05cf3f9 100644 --- a/tests/testthat/test-util_co_occurrence.R +++ b/tests/testthat/test-util_co_occurrence.R @@ -8,23 +8,6 @@ syn <- list(synthetic_data = data.frame(a = c(1, 0, 0, 0), b = c(1, 0, 0, 0))) %>% structure(class = "postsynth") - - - - - -# # difference matrix for tests -# diff_matrix <- matrix( -# c(NA, NA, NA, -# -2, NA, NA, -# 0, -2, NA), -# ncol = 3, -# byrow = TRUE -# ) - -# rownames(diff_matrix) <- c("a", "c", "b") -# colnames(diff_matrix) <- c("a", "c", "b") - # test with postsynth test_that("util_co_occurrence() is correct with identical data ", { @@ -54,3 +37,22 @@ test_that("util_co_occurrence() is correct with different data ", { expect_equal(co_occurrence$co_occurrence_difference_mae, mean(abs(-0.25))) expect_equal(co_occurrence$co_occurrence_difference_rmse, sqrt(mean((-0.25) ^ 2))) }) + +test_that("util_co_occurrence() works with NA ", { + + syn <- list( + synthetic_data = tidysynthesis::example_na + ) %>% + structure(class = "postsynth") + + co_occurrence <- util_co_occurrence( + postsynth = syn, + data = tidysynthesis::example_na, + na.rm = TRUE + ) + + expect_equal(max(co_occurrence$co_occurrence_difference, na.rm = TRUE), 0) + expect_equal(co_occurrence$co_occurrence_difference_mae, 0) + expect_equal(co_occurrence$co_occurrence_difference_rmse, 0) + +}) From 6c9a407a78b2f14b48b4371a04c55a64d9ff141c Mon Sep 17 00:00:00 2001 From: awunderground Date: Wed, 9 Oct 2024 08:18:47 -0400 Subject: [PATCH 50/54] Add use argument to util_corr_fit() --- R/util_corr_fit.R | 14 +++++++++----- man/util_corr_fit.Rd | 7 ++++++- tests/testthat/test-util_corr_fit.R | 19 +++++++++++++++++++ 3 files changed, 34 insertions(+), 6 deletions(-) diff --git a/R/util_corr_fit.R b/R/util_corr_fit.R index 0e393ea..5c21209 100644 --- a/R/util_corr_fit.R +++ b/R/util_corr_fit.R @@ -2,6 +2,10 @@ #' #' @param postsynth A postsynth object from tidysynthesis or a tibble #' @param data an original (observed) data set. +#' @param use optional character string giving a method for computing +#' covariances in the presence of missing values. This must be (an abbreviation +#' of) one of the strings "everything", "all.obs", "complete.obs", +#' "na.or.complete", or "pairwise.complete.obs". #' #' @return A `list` of fit metrics: #' - `correlation_original`: correlation matrix of the original data. @@ -16,7 +20,7 @@ #' #' @export -util_corr_fit <- function(postsynth, data) { +util_corr_fit <- function(postsynth, data, use = "everything") { if (is_postsynth(postsynth)) { @@ -35,13 +39,13 @@ util_corr_fit <- function(postsynth, data) { data <- dplyr::select(data, names(synthetic_data)) # helper function to find a correlation matrix with the upper tri set to zeros - lower_triangle <- function(x) { + lower_triangle <- function(x, use) { # find the linear correlation matrix of numeric variables from a data set correlation_matrix <- x %>% dplyr::select_if(is.numeric) %>% - stats::cor() + stats::cor(use = use) # set the values in the upper triangle to zero to avoid double counting correlation_matrix[upper.tri(correlation_matrix, diag = TRUE)] <- NA @@ -50,10 +54,10 @@ util_corr_fit <- function(postsynth, data) { } # find the lower triangle of the original data linear correlation matrix - original_lt <- lower_triangle(data) + original_lt <- lower_triangle(data, use = use) # find the lower triangle of the synthetic data linear correlation matrix - synthetic_lt <- lower_triangle(synthetic_data) + synthetic_lt <- lower_triangle(synthetic_data, use = use) # compare names if (any(rownames(original_lt) != rownames(synthetic_lt))) { diff --git a/man/util_corr_fit.Rd b/man/util_corr_fit.Rd index a4a6982..8044124 100644 --- a/man/util_corr_fit.Rd +++ b/man/util_corr_fit.Rd @@ -4,12 +4,17 @@ \alias{util_corr_fit} \title{Calculate the correlation fit metric of a confidential data set.} \usage{ -util_corr_fit(postsynth, data) +util_corr_fit(postsynth, data, use = "everything") } \arguments{ \item{postsynth}{A postsynth object from tidysynthesis or a tibble} \item{data}{an original (observed) data set.} + +\item{use}{optional character string giving a method for computing +covariances in the presence of missing values. This must be (an abbreviation +of) one of the strings "everything", "all.obs", "complete.obs", +"na.or.complete", or "pairwise.complete.obs".} } \value{ A \code{list} of fit metrics: diff --git a/tests/testthat/test-util_corr_fit.R b/tests/testthat/test-util_corr_fit.R index 4ff40c8..1118d5e 100644 --- a/tests/testthat/test-util_corr_fit.R +++ b/tests/testthat/test-util_corr_fit.R @@ -48,3 +48,22 @@ test_that("util_corr_fit is correct with postsynth ", { expect_equal(corr$correlation_difference_mae, mean(abs(c(0, -2, -2)))) expect_equal(corr$correlation_difference_rmse, sqrt(mean(c(0, -2, -2) ^ 2))) }) + +test_that("util_corr_fit works with NA ", { + + syn <- list( + synthetic_data = tidysynthesis::example_na + ) %>% + structure(class = "postsynth") + + corr <- util_corr_fit( + postsynth = syn, + data = tidysynthesis::example_na, + use = "pairwise.complete.obs" + ) + + expect_equal(max(corr$correlation_difference, na.rm = TRUE), 0) + expect_equal(corr$correlation_fit, 0) + expect_equal(corr$correlation_difference_mae, 0) + expect_equal(corr$correlation_difference_rmse, 0) +}) From 0bed690630d135823d19ff68a7f7c67024cc0120 Mon Sep 17 00:00:00 2001 From: awunderground Date: Wed, 9 Oct 2024 15:07:33 -0400 Subject: [PATCH 51/54] Replace example_na with acs_conf --- tests/testthat/test-util_co_occurrence.R | 4 ++-- tests/testthat/test-util_corr_fit.R | 4 ++-- tests/testthat/test-util_ks-distance.R | 4 ++-- 3 files changed, 6 insertions(+), 6 deletions(-) diff --git a/tests/testthat/test-util_co_occurrence.R b/tests/testthat/test-util_co_occurrence.R index 05cf3f9..7cdd4b9 100644 --- a/tests/testthat/test-util_co_occurrence.R +++ b/tests/testthat/test-util_co_occurrence.R @@ -41,13 +41,13 @@ test_that("util_co_occurrence() is correct with different data ", { test_that("util_co_occurrence() works with NA ", { syn <- list( - synthetic_data = tidysynthesis::example_na + synthetic_data = acs_conf ) %>% structure(class = "postsynth") co_occurrence <- util_co_occurrence( postsynth = syn, - data = tidysynthesis::example_na, + data = acs_conf, na.rm = TRUE ) diff --git a/tests/testthat/test-util_corr_fit.R b/tests/testthat/test-util_corr_fit.R index 1118d5e..6fe3162 100644 --- a/tests/testthat/test-util_corr_fit.R +++ b/tests/testthat/test-util_corr_fit.R @@ -52,13 +52,13 @@ test_that("util_corr_fit is correct with postsynth ", { test_that("util_corr_fit works with NA ", { syn <- list( - synthetic_data = tidysynthesis::example_na + synthetic_data = acs_conf ) %>% structure(class = "postsynth") corr <- util_corr_fit( postsynth = syn, - data = tidysynthesis::example_na, + data = acs_conf, use = "pairwise.complete.obs" ) diff --git a/tests/testthat/test-util_ks-distance.R b/tests/testthat/test-util_ks-distance.R index 4434cbd..4ed51d4 100644 --- a/tests/testthat/test-util_ks-distance.R +++ b/tests/testthat/test-util_ks-distance.R @@ -67,13 +67,13 @@ test_that("KS distance is 1 ", { test_that("KS distance works with NA ", { syn <- list( - synthetic_data = tidysynthesis::example_na + synthetic_data = acs_conf ) %>% structure(class = "postsynth") D <- util_ks_distance( postsynth = syn, - data = tidysynthesis::example_na, + data = acs_conf, na.rm = TRUE) expect_equal(max(D$D), 0) From a29996534cb1e1835584f7972d904c76e1a7c9ca Mon Sep 17 00:00:00 2001 From: awunderground Date: Thu, 24 Oct 2024 18:24:41 -0400 Subject: [PATCH 52/54] Update na.rm functionality for util_kd_distance() --- R/util_ks_distance.R | 27 +++++++++++++--------- tests/testthat/test-util_ks-distance.R | 32 +++++++++++++------------- 2 files changed, 32 insertions(+), 27 deletions(-) diff --git a/R/util_ks_distance.R b/R/util_ks_distance.R index 3dfa90d..19a787a 100644 --- a/R/util_ks_distance.R +++ b/R/util_ks_distance.R @@ -56,26 +56,31 @@ util_ks_distance <- function(postsynth, data, na.rm = FALSE) { names(distances) <- variables for (var in variables) { + var_synth <- dplyr::pull(synthetic_data, var) + var_data <- dplyr::pull(data, var) + + # drop missing values + if (na.rm) { + + var_synth <- var_synth[!is.na(var_synth)] + var_data <- var_data[!is.na(var_data)] + + } + # find the eCDFs for both variables - ecdf_synth <- stats::ecdf(dplyr::pull(synthetic_data, var)) - ecdf_orig <- stats::ecdf(dplyr::pull(data, var)) + ecdf_synth <- stats::ecdf(var_synth) + ecdf_orig <- stats::ecdf(var_data) # calculate the minimum and maximum across both variables - minimum <- min( - c(dplyr::pull(synthetic_data, var), dplyr::pull(data, var)), - na.rm = na.rm - ) - maximum <- max( - c(dplyr::pull(synthetic_data, var), dplyr::pull(data, var)), - na.rm = na.rm - ) + minimum <- min(c(var_synth, var_data)) + maximum <- max(c(var_synth, var_data)) # create a grid of values for calculating the distances between the two # eCDFs z <- seq( from = minimum, to = maximum, - length.out = min(nrow(synthetic_data), nrow(data), 10000) + length.out = min(length(var_synth), length(var_data), 10000) ) # for each variable, find D and the location of D diff --git a/tests/testthat/test-util_ks-distance.R b/tests/testthat/test-util_ks-distance.R index 4ed51d4..40e7c07 100644 --- a/tests/testthat/test-util_ks-distance.R +++ b/tests/testthat/test-util_ks-distance.R @@ -1,16 +1,16 @@ df <- data.frame( - a = c(1, 2, 3, 4), - b = c(1, 2, 3, 4), - c = c("a", "a", "b", "b") + a = c(NA, 1, 2, 3, 4), + b = c(NA, 1, 2, 3, 4), + c = c(NA, "a", "a", "b", "b") ) test_that("KS is 0 ", { syn <- list( synthetic_data = data.frame( - a = c(1, 2, 3, 4), - b = c(1, 2, 3, 4), - c = c("a", "a", "b", "b") + a = c(1, 2, 3, 4, NA), + b = c(1, 2, 3, 4, NA), + c = c("a", "a", "b", "b", NA) ), jth_synthesis_time = data.frame( variable = factor(c("a", "b")) @@ -18,19 +18,19 @@ test_that("KS is 0 ", { ) %>% structure(class = "postsynth") - D <- util_ks_distance(postsynth = syn, data = df) + D <- util_ks_distance(postsynth = syn, data = df, na.rm = TRUE) expect_equal(D$D, rep(0, 8)) }) -test_that("KS distance if 0.5 ", { +test_that("KS distance is 0.5 ", { syn <- list( synthetic_data = data.frame( - a = c(3, 4, 5, 6), - b = c(3, 4, 5, 6), - c = c("a", "a", "b", "b") + a = c(3, 4, 5, 6, NA), + b = c(3, 4, 5, 6, NA), + c = c("a", "a", "b", "b", NA) ), jth_synthesis_time = data.frame( variable = factor(c("a", "b")) @@ -38,7 +38,7 @@ test_that("KS distance if 0.5 ", { ) %>% structure(class = "postsynth") - D <- util_ks_distance(postsynth = syn, data = df) + D <- util_ks_distance(postsynth = syn, data = df, na.rm = TRUE) expect_equal(D$D, rep(0.5, 4)) @@ -48,9 +48,9 @@ test_that("KS distance is 1 ", { syn <- list( synthetic_data = data.frame( - a = c(60, 70, 80, 90), - b = c(60, 70, 80, 90), - c = c("a", "a", "b", "b") + a = c(60, 70, 80, 90, NA), + b = c(60, 70, 80, 90, NA), + c = c("a", "a", "b", "b", NA) ), jth_synthesis_time = data.frame( variable = factor(c("a", "b")) @@ -58,7 +58,7 @@ test_that("KS distance is 1 ", { ) %>% structure(class = "postsynth") - D <- util_ks_distance(postsynth = syn, data = df) + D <- util_ks_distance(postsynth = syn, data = df, na.rm = TRUE) expect_equal(D$D, c(1, 1)) From 9503297e2965a00b4e0c32dd7c808d02f6362792 Mon Sep 17 00:00:00 2001 From: awunderground Date: Fri, 25 Oct 2024 12:24:09 -0400 Subject: [PATCH 53/54] Finalize 0.0.4 --- DESCRIPTION | 10 ++++++++-- NEWS.md | 8 ++++++++ man/syntheval-package.Rd | 5 +++++ 3 files changed, 21 insertions(+), 2 deletions(-) diff --git a/DESCRIPTION b/DESCRIPTION index 01ed709..0db6a7c 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -1,10 +1,16 @@ Package: syntheval Title: A set of tools for evaluating synthetic data utility and disclosure risk -Version: 0.0.3 +Version: 0.0.4 Authors@R: c( - person(given = "Aaron R.", family = "Williams", + person(given = "Aaron R.", + family = "Williams", email = "awilliams@urban.org", role = c("aut", "cre"), comment = c(ORCID = "0000-0001-5564-1938")), + person(given = "Jeremy", + family = "Seeman", + email = "jseeman@urban.org", + role = "aut", + comment = c(ORCID = "0000-0003-3526-3209")), person("Gabe", "Morrison", , "gmorrison@urban.org", role = "ctb"), person("Elyse", "McFalls", , "emcfalls@urban.org", role = "ctb") ) diff --git a/NEWS.md b/NEWS.md index 4812b60..80549e8 100644 --- a/NEWS.md +++ b/NEWS.md @@ -1,3 +1,11 @@ +# syntheval 0.0.4 + +* Add empirical disclosure risk metrics. +* Add comparison visualization utilities. +* Add `na.rm` functionality to most functions to handle `NA` values. +* Add families to roxygen2 headers. +* Ensure that all functions return ungrouped output. + # syntheval 0.0.3 * Add a README with examples. diff --git a/man/syntheval-package.Rd b/man/syntheval-package.Rd index bd9e3b9..1507d3e 100644 --- a/man/syntheval-package.Rd +++ b/man/syntheval-package.Rd @@ -18,6 +18,11 @@ Useful links: \author{ \strong{Maintainer}: Aaron R. Williams \email{awilliams@urban.org} (\href{https://orcid.org/0000-0001-5564-1938}{ORCID}) +Authors: +\itemize{ + \item Jeremy Seeman \email{jseeman@urban.org} (\href{https://orcid.org/0000-0003-3526-3209}{ORCID}) +} + Other contributors: \itemize{ \item Gabe Morrison \email{gmorrison@urban.org} [contributor] From 72eabacdb30a3371c5d74aad32a5c579e7c57e92 Mon Sep 17 00:00:00 2001 From: awunderground Date: Fri, 25 Oct 2024 12:38:16 -0400 Subject: [PATCH 54/54] Rerun README --- README.md | 246 +++++++++--------- .../figure-commonmark/unnamed-chunk-21-1.png | Bin 21013 -> 22079 bytes .../figure-commonmark/unnamed-chunk-21-2.png | Bin 69471 -> 57271 bytes .../figure-commonmark/unnamed-chunk-22-1.png | Bin 30780 -> 30137 bytes 4 files changed, 122 insertions(+), 124 deletions(-) diff --git a/README.md b/README.md index e01349c..772cfd1 100644 --- a/README.md +++ b/README.md @@ -76,7 +76,6 @@ util_proportions( ``` # A tibble: 2 × 5 - # Groups: variable [1] variable class synthetic original difference 1 sex female 0.529 0.495 0.0330 @@ -92,7 +91,6 @@ util_proportions( ``` # A tibble: 8 × 5 - # Groups: variable [3] variable class synthetic original difference 1 island Biscoe 0.465 0.489 -0.0240 @@ -470,16 +468,16 @@ disc1 |> # A tibble: 666 × 10 .pred_synthetic .source_label .sample species island sex bill_length_mm - 1 0.290 original training Adelie Torgersen male 39.1 - 2 0.290 original training Adelie Torgersen fema… 39.5 - 3 0.290 original training Adelie Torgersen fema… 40.3 - 4 0.656 original training Adelie Torgersen fema… 36.7 - 5 0.290 original testing Adelie Torgersen male 39.3 - 6 0.290 original training Adelie Torgersen fema… 38.9 - 7 0.290 original testing Adelie Torgersen male 39.2 - 8 0.290 original training Adelie Torgersen fema… 41.1 - 9 0.290 original testing Adelie Torgersen male 38.6 - 10 0.656 original training Adelie Torgersen male 34.6 + 1 0.0556 original training Adelie Torgersen male 39.1 + 2 0.355 original training Adelie Torgersen fema… 39.5 + 3 0.636 original training Adelie Torgersen fema… 40.3 + 4 0.375 original training Adelie Torgersen fema… 36.7 + 5 0.76 original testing Adelie Torgersen male 39.3 + 6 0.355 original training Adelie Torgersen fema… 38.9 + 7 0.375 original training Adelie Torgersen male 39.2 + 8 0.355 original training Adelie Torgersen fema… 41.1 + 9 0.4 original training Adelie Torgersen male 38.6 + 10 0.789 original testing Adelie Torgersen male 34.6 # ℹ 656 more rows # ℹ 3 more variables: bill_depth_mm , flipper_length_mm , # body_mass_g @@ -498,66 +496,66 @@ disc1 |> node), split, n, loss, yval, (yprob) * denotes terminal node - 1) root 498 249 synthetic (0.5000000 0.5000000) - 2) bill_length_mm< 38.25 115 46 synthetic (0.6000000 0.4000000) - 4) body_mass_g>=3187.5 90 31 synthetic (0.6555556 0.3444444) * - 5) body_mass_g< 3187.5 25 10 original (0.4000000 0.6000000) - 10) bill_depth_mm>=17.6 11 4 synthetic (0.6363636 0.3636364) * - 11) bill_depth_mm< 17.6 14 3 original (0.2142857 0.7857143) * - 3) bill_length_mm>=38.25 383 180 original (0.4699739 0.5300261) - 6) island=Biscoe,Dream 352 171 original (0.4857955 0.5142045) - 12) body_mass_g< 3375 28 9 synthetic (0.6785714 0.3214286) * - 13) body_mass_g>=3375 324 152 original (0.4691358 0.5308642) - 26) bill_length_mm>=41.2 280 136 original (0.4857143 0.5142857) - 52) flipper_length_mm< 189.5 18 4 synthetic (0.7777778 0.2222222) * - 53) flipper_length_mm>=189.5 262 122 original (0.4656489 0.5343511) - 106) body_mass_g>=3587.5 252 120 original (0.4761905 0.5238095) - 212) flipper_length_mm< 192.5 15 5 synthetic (0.6666667 0.3333333) * - 213) flipper_length_mm>=192.5 237 110 original (0.4641350 0.5358650) - 426) body_mass_g>=4287.5 185 91 original (0.4918919 0.5081081) - 852) bill_length_mm>=50.45 40 15 synthetic (0.6250000 0.3750000) - 1704) bill_length_mm< 52.35 30 8 synthetic (0.7333333 0.2666667) * - 1705) bill_length_mm>=52.35 10 3 original (0.3000000 0.7000000) * - 853) bill_length_mm< 50.45 145 66 original (0.4551724 0.5448276) - 1706) bill_length_mm< 47.05 80 37 synthetic (0.5375000 0.4625000) - 3412) bill_length_mm>=46.65 8 1 synthetic (0.8750000 0.1250000) * - 3413) bill_length_mm< 46.65 72 36 synthetic (0.5000000 0.5000000) - 6826) body_mass_g< 5025 58 26 synthetic (0.5517241 0.4482759) * - 6827) body_mass_g>=5025 14 4 original (0.2857143 0.7142857) * - 1707) bill_length_mm>=47.05 65 23 original (0.3538462 0.6461538) - 3414) bill_depth_mm>=15.65 28 14 synthetic (0.5000000 0.5000000) - 6828) body_mass_g< 5525 12 3 synthetic (0.7500000 0.2500000) * - 6829) body_mass_g>=5525 16 5 original (0.3125000 0.6875000) * - 3415) bill_depth_mm< 15.65 37 9 original (0.2432432 0.7567568) * - 427) body_mass_g< 4287.5 52 19 original (0.3653846 0.6346154) - 854) bill_depth_mm>=19.65 12 4 synthetic (0.6666667 0.3333333) * - 855) bill_depth_mm< 19.65 40 11 original (0.2750000 0.7250000) * - 107) body_mass_g< 3587.5 10 2 original (0.2000000 0.8000000) * - 27) bill_length_mm< 41.2 44 16 original (0.3636364 0.6363636) - 54) bill_depth_mm>=18.95 17 7 synthetic (0.5882353 0.4117647) * - 55) bill_depth_mm< 18.95 27 6 original (0.2222222 0.7777778) * - 7) island=Torgersen 31 9 original (0.2903226 0.7096774) * + 1) root 498 249 synthetic (0.50000000 0.50000000) + 2) bill_length_mm< 34.8 19 4 synthetic (0.78947368 0.21052632) * + 3) bill_length_mm>=34.8 479 234 original (0.48851775 0.51148225) + 6) bill_depth_mm>=18.85 99 44 synthetic (0.55555556 0.44444444) + 12) bill_length_mm< 50.35 85 32 synthetic (0.62352941 0.37647059) + 24) species=Chinstrap 21 2 synthetic (0.90476190 0.09523810) * + 25) species=Adelie 64 30 synthetic (0.53125000 0.46875000) + 50) flipper_length_mm< 192.5 40 15 synthetic (0.62500000 0.37500000) + 100) bill_length_mm>=38.9 25 6 synthetic (0.76000000 0.24000000) * + 101) bill_length_mm< 38.9 15 6 original (0.40000000 0.60000000) * + 51) flipper_length_mm>=192.5 24 9 original (0.37500000 0.62500000) * + 13) bill_length_mm>=50.35 14 2 original (0.14285714 0.85714286) * + 7) bill_depth_mm< 18.85 380 179 original (0.47105263 0.52894737) + 14) bill_length_mm>=50.55 45 17 synthetic (0.62222222 0.37777778) * + 15) bill_length_mm< 50.55 335 151 original (0.45074627 0.54925373) + 30) bill_length_mm< 46.05 218 107 original (0.49082569 0.50917431) + 60) bill_depth_mm< 18.25 177 83 synthetic (0.53107345 0.46892655) + 120) bill_depth_mm>=13.75 169 77 synthetic (0.54437870 0.45562130) + 240) bill_length_mm>=36.55 142 61 synthetic (0.57042254 0.42957746) + 480) bill_length_mm< 38.35 27 8 synthetic (0.70370370 0.29629630) * + 481) bill_length_mm>=38.35 115 53 synthetic (0.53913043 0.46086957) + 962) bill_length_mm>=41.65 73 29 synthetic (0.60273973 0.39726027) * + 963) bill_length_mm< 41.65 42 18 original (0.42857143 0.57142857) + 1926) flipper_length_mm>=193.5 11 4 synthetic (0.63636364 0.36363636) * + 1927) flipper_length_mm< 193.5 31 11 original (0.35483871 0.64516129) * + 241) bill_length_mm< 36.55 27 11 original (0.40740741 0.59259259) * + 121) bill_depth_mm< 13.75 8 2 original (0.25000000 0.75000000) * + 61) bill_depth_mm>=18.25 41 13 original (0.31707317 0.68292683) + 122) flipper_length_mm>=191.5 23 11 synthetic (0.52173913 0.47826087) + 244) bill_depth_mm>=18.55 10 2 synthetic (0.80000000 0.20000000) * + 245) bill_depth_mm< 18.55 13 4 original (0.30769231 0.69230769) * + 123) flipper_length_mm< 191.5 18 1 original (0.05555556 0.94444444) * + 31) bill_length_mm>=46.05 117 44 original (0.37606838 0.62393162) + 62) flipper_length_mm>=229.5 9 3 synthetic (0.66666667 0.33333333) * + 63) flipper_length_mm< 229.5 108 38 original (0.35185185 0.64814815) + 126) flipper_length_mm< 214.5 54 24 original (0.44444444 0.55555556) + 252) body_mass_g>=3925 26 10 synthetic (0.61538462 0.38461538) * + 253) body_mass_g< 3925 28 8 original (0.28571429 0.71428571) * + 127) flipper_length_mm>=214.5 54 14 original (0.25925926 0.74074074) * $discriminator_auc # A tibble: 2 × 4 .sample .metric .estimator .estimate - 1 training roc_auc binary 0.726 - 2 testing roc_auc binary 0.449 + 1 training roc_auc binary 0.743 + 2 testing roc_auc binary 0.461 $pmse # A tibble: 2 × 4 .source .pmse .null_pmse .pmse_ratio - 1 training 0.0417 0.0374 1.12 - 2 testing 0.0450 0.0361 1.25 + 1 training 0.0465 0.0327 1.42 + 2 testing 0.0483 0.0325 1.49 $specks # A tibble: 2 × 2 .source .specks - 1 training 0.382 - 2 testing 0.107 + 1 training 0.386 + 2 testing 0.0833 attr(,"class") [1] "discrimination" @@ -655,16 +653,16 @@ disc2 |> # A tibble: 666 × 10 .pred_synthetic .source_label .sample species island sex bill_length_mm - 1 0.439 original testing Adelie Torgersen male 39.1 - 2 0.483 original testing Adelie Torgersen fema… 39.5 - 3 0.461 original training Adelie Torgersen fema… 40.3 - 4 0.499 original training Adelie Torgersen fema… 36.7 - 5 0.443 original training Adelie Torgersen male 39.3 - 6 0.511 original training Adelie Torgersen fema… 38.9 - 7 0.416 original testing Adelie Torgersen male 39.2 - 8 0.492 original training Adelie Torgersen fema… 41.1 - 9 0.456 original training Adelie Torgersen male 38.6 - 10 0.447 original training Adelie Torgersen male 34.6 + 1 0.5 original training Adelie Torgersen male 39.1 + 2 0.5 original training Adelie Torgersen fema… 39.5 + 3 0.5 original training Adelie Torgersen fema… 40.3 + 4 0.5 original training Adelie Torgersen fema… 36.7 + 5 0.5 original testing Adelie Torgersen male 39.3 + 6 0.5 original testing Adelie Torgersen fema… 38.9 + 7 0.5 original training Adelie Torgersen male 39.2 + 8 0.5 original training Adelie Torgersen fema… 41.1 + 9 0.5 original training Adelie Torgersen male 38.6 + 10 0.5 original testing Adelie Torgersen male 34.6 # ℹ 656 more rows # ℹ 3 more variables: bill_depth_mm , flipper_length_mm , # body_mass_g @@ -686,76 +684,76 @@ disc2 |> Call: glmnet::glmnet(x = maybe_matrix(x), y = y, family = "binomial", alpha = ~1) Df %Dev Lambda - 1 0 0.00 0.047070 - 2 1 0.11 0.042890 - 3 1 0.20 0.039080 - 4 1 0.27 0.035600 - 5 2 0.37 0.032440 - 6 2 0.48 0.029560 - 7 3 0.57 0.026930 - 8 3 0.65 0.024540 - 9 4 0.74 0.022360 - 10 5 0.85 0.020370 - 11 6 0.97 0.018560 - 12 6 1.09 0.016920 - 13 6 1.20 0.015410 - 14 6 1.29 0.014040 - 15 6 1.36 0.012800 - 16 6 1.42 0.011660 - 17 6 1.48 0.010620 - 18 6 1.52 0.009679 - 19 7 1.56 0.008820 - 20 8 1.60 0.008036 - 21 8 1.64 0.007322 - 22 8 1.67 0.006672 - 23 8 1.69 0.006079 - 24 9 1.73 0.005539 - 25 9 1.79 0.005047 - 26 9 1.84 0.004599 - 27 10 1.88 0.004190 - 28 10 1.91 0.003818 - 29 11 1.94 0.003479 - 30 11 1.96 0.003170 - 31 11 1.98 0.002888 - 32 11 2.00 0.002631 - 33 11 2.01 0.002398 - 34 12 2.03 0.002185 - 35 12 2.04 0.001991 - 36 12 2.05 0.001814 - 37 12 2.06 0.001653 - 38 12 2.06 0.001506 - 39 13 2.07 0.001372 - 40 13 2.08 0.001250 - 41 13 2.08 0.001139 - 42 13 2.09 0.001038 - 43 13 2.09 0.000946 - 44 13 2.09 0.000862 - 45 13 2.10 0.000785 - 46 13 2.10 0.000715 + 1 0 0.00 0.041780 + 2 1 0.09 0.038070 + 3 1 0.16 0.034680 + 4 1 0.22 0.031600 + 5 2 0.27 0.028800 + 6 2 0.36 0.026240 + 7 2 0.43 0.023910 + 8 4 0.51 0.021780 + 9 4 0.58 0.019850 + 10 4 0.63 0.018080 + 11 4 0.68 0.016480 + 12 6 0.72 0.015010 + 13 6 0.78 0.013680 + 14 6 0.83 0.012460 + 15 6 0.87 0.011360 + 16 7 0.90 0.010350 + 17 7 0.94 0.009429 + 18 7 0.97 0.008592 + 19 7 0.99 0.007828 + 20 7 1.02 0.007133 + 21 8 1.06 0.006499 + 22 8 1.15 0.005922 + 23 8 1.22 0.005396 + 24 9 1.29 0.004916 + 25 9 1.34 0.004480 + 26 11 1.39 0.004082 + 27 11 1.44 0.003719 + 28 11 1.49 0.003389 + 29 11 1.53 0.003088 + 30 11 1.56 0.002813 + 31 11 1.58 0.002563 + 32 11 1.61 0.002336 + 33 11 1.62 0.002128 + 34 11 1.64 0.001939 + 35 11 1.65 0.001767 + 36 12 1.66 0.001610 + 37 12 1.68 0.001467 + 38 12 1.69 0.001337 + 39 12 1.70 0.001218 + 40 11 1.70 0.001110 + 41 11 1.71 0.001011 + 42 11 1.71 0.000921 + 43 11 1.72 0.000839 + 44 11 1.72 0.000765 + 45 11 1.72 0.000697 + 46 11 1.73 0.000635 ... - and 5 more lines. + and 6 more lines. $discriminator_auc # A tibble: 2 × 4 .sample .metric .estimator .estimate - 1 training roc_auc binary 0.589 - 2 testing roc_auc binary 0.428 + 1 training roc_auc 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