R/quick_plots.R

Defines functions ggdag_mediation_triangle ggdag_collider_triangle ggdag_confounder_triangle ggdag_butterfly_bias ggdag_m_bias mediation_triangle collider_triangle confounder_triangle butterfly_bias m_bias

Documented in butterfly_bias collider_triangle confounder_triangle ggdag_butterfly_bias ggdag_collider_triangle ggdag_confounder_triangle ggdag_m_bias ggdag_mediation_triangle m_bias mediation_triangle

#' Quickly create a DAGs with common structures of bias
#'
#' base functions create an object of class `dagitty`; `ggdag_* ` functions
#' are wrappers that also call `ggdag()` on the `dagitty` object.
#'
#' @param x,y,a,b,m,z Character vector. Optional label. Default is `NULL`
#' @param x_y_associated Logical. Are x and y associated? Default is `FALSE`.
#' @param edge_type a character vector, the edge geom to use. One of:
#'   "link_arc", which accounts for directed and bidirected edges, "link",
#'   "arc", or "diagonal"
#' @param node_size size of DAG node
#' @param text_size size of DAG text
#' @param label_size size of label text
#' @param text_col color of DAG text
#' @param label_col color of label text
#' @param node logical. Should nodes be included in the DAG?
#' @param stylized logical. Should DAG nodes be stylized? If so, use
#'   `geom_dag_nodes` and if not use `geom_dag_point`
#' @param text logical. Should text be included in the DAG?
#' @param use_labels a string. Variable to use for `geom_dag_label_repel()`.
#'   Default is `NULL`.
#'
#' @return a DAG of class `dagitty` or a `ggplot`
#' @export
#'
#' @examples
#' m_bias() %>% ggdag_adjust("m")
#' ggdag_confounder_triangle()
#'
#' @rdname quick_plot
#' @name Quick Plots for Common DAGs

m_bias <- function(x = NULL, y = NULL, a = NULL, b = NULL, m = NULL, x_y_associated = FALSE) {
  coords <- tibble::tribble(
    ~name, ~x, ~y,
    "x", 0, 0,
    "y", 2, 0,
    "a", 0, 1,
    "b", 2, 1,
    "m", 1, .5
  )

  if (x_y_associated) {
    .dag <- dagify(
      m ~ a + b,
      x ~ a,
      y ~ b + x,
      exposure = "x",
      outcome = "y",
      coords = coords
    )
  } else {
    .dag <- dagify(
      m ~ a + b,
      x ~ a,
      y ~ b,
      exposure = "x",
      outcome = "y",
      coords = coords
    )
  }

  if (!is.null(c(x, y, a, b, m))) label(.dag) <- c(x = x, y = y, a = a, b = b, m = m)

  .dag
}

#' @rdname quick_plot
#' @export
butterfly_bias <- function(x = NULL, y = NULL, a = NULL, b = NULL, m = NULL, x_y_associated = FALSE) {
  coords <- tibble::tribble(
    ~name, ~x, ~y,
    "x", 0, 0,
    "y", 2, 0,
    "a", 0, 1,
    "b", 2, 1,
    "m", 1, .5
  )

  if (x_y_associated) {
    .dag <- dagify(
      m ~ a + b,
      x ~ a + m,
      y ~ b + x + m,
      exposure = "x",
      outcome = "y",
      coords = coords
    )
  } else {
    .dag <- dagify(
      m ~ a + b,
      x ~ a + m,
      y ~ b + m,
      exposure = "x",
      outcome = "y",
      coords = coords
    )
  }

  if (!is.null(c(x, y, a, b, m))) label(.dag) <- c(x = x, y = y, a = a, b = b, m = m)

  .dag
}

#' @rdname quick_plot
#' @export
confounder_triangle <- function(x = NULL, y = NULL, z = NULL, x_y_associated = FALSE) {
  coords <- tibble::tribble(
    ~name, ~x, ~y,
    "x", 0, 0,
    "y", 2, 0,
    "z", 1, 1
  )

  if (x_y_associated) {
    .dag <- dagify(
      x ~ z,
      y ~ x + z,
      exposure = "x",
      outcome = "y",
      coords = coords
    )
  } else {
    .dag <- dagify(
      x ~ z,
      y ~ z,
      exposure = "x",
      outcome = "y",
      coords = coords
    )
  }

  if (!is.null(c(x, y, z))) label(.dag) <- c(x = x, y = y, z = z)

  .dag
}

#' @rdname quick_plot
#' @export
collider_triangle <- function(x = NULL, y = NULL, m = NULL, x_y_associated = FALSE) {
  coords <- tibble::tribble(
    ~name, ~x, ~y,
    "x", 0, 1,
    "y", 2, 1,
    "m", 1, 0
  )

  if (x_y_associated) {
    .dag <- dagify(
      m ~ x + y,
      y ~ x,
      exposure = "x",
      outcome = "y",
      coords = coords
    )
  } else {
    .dag <- dagify(
      m ~ x + y,
      exposure = "x",
      outcome = "y",
      coords = coords
    )
  }

  if (!is.null(c(x, y, m))) label(.dag) <- c(x = x, y = y, m = m)

  .dag
}

#' @rdname quick_plot
#' @export
mediation_triangle <- function(x = NULL, y = NULL, m = NULL, x_y_associated = FALSE) {
  coords <- tibble::tribble(
    ~name, ~x, ~y,
    "x", 0, 0,
    "y", 2, 0,
    "m", 1, 1
  )

  if (x_y_associated) {
    .dag <- dagify(
      m ~ x,
      y ~ x + m,
      exposure = "x",
      outcome = "y",
      coords = coords
    )
  } else {
    .dag <- dagify(
      m ~ x,
      y ~ m,
      exposure = "x",
      outcome = "y",
      coords = coords
    )
  }

  if (!is.null(c(x, y, m))) label(.dag) <- c(x = x, y = y, m = m)

  .dag
}

#' @rdname quick_plot
#' @export
ggdag_m_bias <- function(x = NULL, y = NULL, a = NULL, b = NULL, m = NULL, x_y_associated = FALSE,
                         edge_type = "link_arc", node_size = 16, text_size = 3.88, label_size = text_size,
                         text_col = "white", label_col = text_col,
                         node = TRUE, stylized = FALSE, text = TRUE, use_labels = NULL) {
  ggdag(m_bias(x, y, a, b, m, x_y_associated),
    edge_type = edge_type,
    node_size = node_size, text_size = text_size, text_col = text_col, label_col = label_col,
    node = node, stylized = stylized, text = text, use_labels = use_labels
  )
}

#' @rdname quick_plot
#' @export
ggdag_butterfly_bias <- function(x = NULL, y = NULL, a = NULL, b = NULL, m = NULL, x_y_associated = FALSE,
                                 edge_type = "link_arc", node_size = 16, text_size = 3.88, label_size = text_size,
                                 text_col = "white", label_col = text_col,
                                 node = TRUE, stylized = FALSE, text = TRUE, use_labels = NULL) {
  ggdag(butterfly_bias(x, y, a, b, m, x_y_associated),
    edge_type = edge_type,
    node_size = node_size, text_size = text_size, text_col = text_col, label_col = label_col,
    node = node, stylized = stylized, text = text, use_labels = use_labels
  )
}

#' @rdname quick_plot
#' @export
ggdag_confounder_triangle <- function(x = NULL, y = NULL, z = NULL, x_y_associated = FALSE,
                                      edge_type = "link_arc", node_size = 16, text_size = 3.88, label_size = text_size,
                                      text_col = "white", label_col = text_col,
                                      node = TRUE, stylized = FALSE, text = TRUE, use_labels = NULL) {
  ggdag(confounder_triangle(x, y, z, x_y_associated),
    edge_type = edge_type,
    node_size = node_size, text_size = text_size, text_col = text_col, label_col = label_col,
    node = node, stylized = stylized, text = text, use_labels = use_labels
  )
}

#' @rdname quick_plot
#' @export
ggdag_collider_triangle <- function(x = NULL, y = NULL, m = NULL, x_y_associated = FALSE,
                                    edge_type = "link_arc", node_size = 16, text_size = 3.88, label_size = text_size,
                                    text_col = "white", label_col = text_col,
                                    node = TRUE, stylized = FALSE, text = TRUE, use_labels = NULL) {
  ggdag(collider_triangle(x, y, m, x_y_associated),
    edge_type = edge_type,
    node_size = node_size, text_size = text_size, text_col = text_col, label_col = label_col,
    node = node, stylized = stylized, text = text, use_labels = use_labels
  )
}

#' @rdname quick_plot
#' @export
ggdag_mediation_triangle <- function(x = NULL, y = NULL, m = NULL, x_y_associated = FALSE,
                                     edge_type = "link_arc", node_size = 16, text_size = 3.88, label_size = text_size,
                                     text_col = "white", label_col = text_col,
                                     node = TRUE, stylized = FALSE, text = TRUE, use_labels = NULL) {
  ggdag(mediation_triangle(x, y, m, x_y_associated),
    edge_type = edge_type,
    node_size = node_size, text_size = text_size, text_col = text_col, label_col = label_col,
    node = node, stylized = stylized, text = text, use_labels = use_labels
  )
}

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ggdag documentation built on Sept. 11, 2024, 6:12 p.m.