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`.
#' @inheritParams geom_dag
#'
#' @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,
  size = 1,
  edge_type = "link_arc",
  node_size = 16,
  text_size = 3.88,
  label_size = text_size,
  text_col = "white",
  label_col = "black",
  edge_width = 0.6,
  edge_cap = 8,
  arrow_length = 5,
  use_edges = TRUE,
  use_nodes = TRUE,
  use_stylized = FALSE,
  use_text = TRUE,
  use_labels = FALSE,
  text = NULL,
  label = NULL,
  node = deprecated(),
  stylized = deprecated()
) {
  ggdag(
    m_bias(x, y, a, b, m, x_y_associated),
    node_size = node_size,
    text_size = text_size,
    label_size,
    edge_type = edge_type,
    text_col = text_col,
    label_col = label_col,
    use_nodes = use_nodes,
    use_stylized = use_stylized,
    use_text = use_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,
  size = 1,
  edge_type = "link_arc",
  node_size = 16,
  text_size = 3.88,
  label_size = text_size,
  text_col = "white",
  label_col = "black",
  edge_width = 0.6,
  edge_cap = 8,
  arrow_length = 5,
  use_edges = TRUE,
  use_nodes = TRUE,
  use_stylized = FALSE,
  use_text = TRUE,
  use_labels = FALSE,
  text = NULL,
  label = NULL,
  node = deprecated(),
  stylized = deprecated()
) {
  ggdag(
    butterfly_bias(x, y, a, b, m, x_y_associated),
    node_size = node_size,
    text_size = text_size,
    label_size,
    edge_type = edge_type,
    text_col = text_col,
    label_col = label_col,
    use_edges = use_edges,
    use_nodes = use_nodes,
    use_stylized = use_stylized,
    use_text = use_text,
    use_labels = use_labels
  )
}

#' @rdname quick_plot
#' @export
ggdag_confounder_triangle <- function(
  x = NULL,
  y = NULL,
  z = NULL,
  x_y_associated = FALSE,
  size = 1,
  edge_type = "link_arc",
  node_size = 16,
  text_size = 3.88,
  label_size = text_size,
  text_col = "white",
  label_col = "black",
  edge_width = 0.6,
  edge_cap = 8,
  arrow_length = 5,
  use_edges = TRUE,
  use_nodes = TRUE,
  use_stylized = FALSE,
  use_text = TRUE,
  use_labels = FALSE,
  text = NULL,
  label = NULL,
  node = deprecated(),
  stylized = deprecated()
) {
  ggdag(
    confounder_triangle(x, y, z, x_y_associated),
    node_size = node_size,
    text_size = text_size,
    label_size,
    edge_type = edge_type,
    text_col = text_col,
    label_col = label_col,
    use_edges = use_edges,
    use_nodes = use_nodes,
    use_stylized = use_stylized,
    use_text = use_text,
    use_labels = use_labels
  )
}

#' @rdname quick_plot
#' @export
ggdag_collider_triangle <- function(
  x = NULL,
  y = NULL,
  m = NULL,
  x_y_associated = FALSE,
  size = 1,
  edge_type = "link_arc",
  node_size = 16,
  text_size = 3.88,
  label_size = text_size,
  text_col = "white",
  label_col = "black",
  edge_width = 0.6,
  edge_cap = 8,
  arrow_length = 5,
  use_edges = TRUE,
  use_nodes = TRUE,
  use_stylized = FALSE,
  use_text = TRUE,
  use_labels = FALSE,
  text = NULL,
  label = NULL,
  node = deprecated(),
  stylized = deprecated()
) {
  ggdag(
    collider_triangle(x, y, m, x_y_associated),
    node_size = node_size,
    text_size = text_size,
    label_size,
    edge_type = edge_type,
    text_col = text_col,
    label_col = label_col,
    use_edges = use_edges,
    use_nodes = use_nodes,
    use_stylized = use_stylized,
    use_text = use_text,
    use_labels = use_labels
  )
}

#' @rdname quick_plot
#' @export
ggdag_mediation_triangle <- function(
  x = NULL,
  y = NULL,
  m = NULL,
  x_y_associated = FALSE,
  size = 1,
  edge_type = "link_arc",
  node_size = 16,
  text_size = 3.88,
  label_size = text_size,
  text_col = "white",
  label_col = "black",
  edge_width = 0.6,
  edge_cap = 8,
  arrow_length = 5,
  use_edges = TRUE,
  use_nodes = TRUE,
  use_stylized = FALSE,
  use_text = TRUE,
  use_labels = FALSE,
  text = NULL,
  label = NULL,
  node = deprecated(),
  stylized = deprecated()
) {
  ggdag(
    mediation_triangle(x, y, m, x_y_associated),
    node_size = node_size,
    text_size = text_size,
    label_size,
    edge_type = edge_type,
    text_col = text_col,
    label_col = label_col,
    use_edges = use_edges,
    use_nodes = use_nodes,
    use_stylized = use_stylized,
    use_text = use_text,
    use_labels = use_labels
  )
}
malcolmbarrett/ggdag documentation built on March 8, 2024, 5:49 p.m.