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Add plot-method for
check_dag()
(#352)
* Add plot-method for `check_dag()` * update class * use PR * docs * update * docs * typo
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#' Plot method for check DAGs | ||
#' | ||
#' The `plot()` method for the `performance::check_dag()` function. | ||
#' | ||
#' @param x A `check_dag` object. | ||
#' @param size_point Numeric value specifying size of point geoms. | ||
#' @param colors Character vector of length five, indicating the colors (in | ||
#' hex-format) for different types of variables. | ||
#' @param which Character string indicating which plot to show. Can be either | ||
#' `"all"`, `"current"` or `"required"`. | ||
#' @param check_colliders Logical indicating whether to highlight colliders. | ||
#' Set to `FALSE` if the algorithm to detect colliders is very slow. | ||
#' @param ... Not used. | ||
#' | ||
#' @return A ggplot2-object. | ||
#' | ||
#' @examplesIf require("ggdag", quietly = TRUE) | ||
#' library(performance) | ||
#' # incorrect adjustment | ||
#' dag <- check_dag( | ||
#' y ~ x + b + c, | ||
#' x ~ b, | ||
#' outcome = "y", | ||
#' exposure = "x" | ||
#' ) | ||
#' dag | ||
#' plot(dag) | ||
#' | ||
#' # plot only model with required adjustments | ||
#' plot(dag, which = "required") | ||
#' | ||
#' # collider-bias? | ||
#' dag <- check_dag( | ||
#' y ~ x + c + d, | ||
#' x ~ c + d, | ||
#' b ~ x, | ||
#' b ~ y, | ||
#' outcome = "y", | ||
#' exposure = "x", | ||
#' adjusted = "c" | ||
#' ) | ||
#' plot(dag) | ||
#' @export | ||
plot.see_check_dag <- function(x, | ||
size_point = 15, | ||
colors = NULL, | ||
which = "all", | ||
check_colliders = TRUE, | ||
...) { | ||
.data <- NULL | ||
insight::check_if_installed(c("ggdag", "ggplot2")) | ||
which <- match.arg(which, choices = c("all", "current", "required")) | ||
|
||
# get plot data | ||
p1 <- p2 <- suppressWarnings(ggdag::dag_adjustment_sets(x)) | ||
adjusted_for <- attributes(x)$adjusted | ||
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||
# for current plot, we need to update the "adjusted" column | ||
p1$data$adjusted <- "unadjusted" | ||
if (!is.null(adjusted_for)) { | ||
p1$data$adjusted[p1$data$name %in% adjusted_for] <- "adjusted" | ||
} | ||
|
||
# tweak data | ||
p1$data$type <- as.character(p1$data$adjusted) | ||
if (check_colliders) { | ||
p1$data$type[vapply(p1$data$name, ggdag::is_collider, logical(1), .dag = x)] <- "collider" | ||
} | ||
p1$data$type[p1$data$name == attributes(x)$outcome] <- "outcome" | ||
p1$data$type[p1$data$name %in% attributes(x)$exposure] <- "exposure" | ||
p1$data$type <- factor(p1$data$type, levels = c("outcome", "exposure", "adjusted", "unadjusted", "collider")) | ||
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||
p2$data$type <- as.character(p2$data$adjusted) | ||
if (check_colliders) { | ||
p2$data$type[vapply(p2$data$name, ggdag::is_collider, logical(1), .dag = x)] <- "collider" | ||
} | ||
p2$data$type[p2$data$name == attributes(x)$outcome] <- "outcome" | ||
p2$data$type[p2$data$name %in% attributes(x)$exposure] <- "exposure" | ||
p2$data$type <- factor(p2$data$type, levels = c("outcome", "exposure", "adjusted", "unadjusted", "collider")) | ||
|
||
if (is.null(colors)) { | ||
point_colors <- see_colors(c("yellow", "cyan", "blue grey", "red", "orange")) | ||
} else if (length(colors) != 5) { | ||
insight::format_error("`colors` must be a character vector with five color-values.") | ||
} else { | ||
point_colors <- colors | ||
} | ||
names(point_colors) <- c("outcome", "exposure", "adjusted", "unadjusted", "collider") | ||
|
||
plot1 <- ggplot2::ggplot(p1$data, ggplot2::aes(x = .data$x, y = .data$y)) + | ||
geom_point_borderless(ggplot2::aes(fill = .data$type), size = size_point) + | ||
ggdag::geom_dag_edges( | ||
ggplot2::aes( | ||
xend = .data$xend, | ||
yend = .data$yend, | ||
edge_alpha = .data$adjusted | ||
) | ||
) + | ||
ggdag::scale_adjusted() + | ||
ggdag::geom_dag_label(ggplot2::aes(label = .data$name)) + | ||
ggdag::theme_dag() + | ||
ggplot2::scale_fill_manual(values = point_colors) + | ||
ggplot2::ggtitle("Current model") + | ||
ggplot2::guides(edge_alpha = "none") | ||
|
||
plot2 <- ggplot2::ggplot(p2$data, ggplot2::aes(x = .data$x, y = .data$y)) + | ||
geom_point_borderless(ggplot2::aes(fill = .data$type), size = size_point) + | ||
ggdag::geom_dag_edges( | ||
ggplot2::aes( | ||
xend = .data$xend, | ||
yend = .data$yend, | ||
edge_alpha = .data$adjusted | ||
) | ||
) + | ||
ggdag::scale_adjusted() + | ||
ggdag::geom_dag_label(ggplot2::aes(label = .data$name)) + | ||
ggdag::theme_dag() + | ||
ggplot2::scale_fill_manual(values = point_colors) + | ||
ggplot2::ggtitle("Required model") + | ||
ggplot2::guides(edge_alpha = "none") | ||
|
||
if (which == "all") { | ||
# fix legends | ||
plot2 <- plot2 + ggplot2::theme(legend.position = "none") | ||
# plot | ||
plots(plot1, plot2, n_rows = 1) | ||
} else if (which == "current") { | ||
plot1 | ||
} else { | ||
plot2 | ||
} | ||
} |
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