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Find colliders

Source: R/colliders.R
colliders.Rd

Detects any colliders given a DAG. node_collider tags colliders and ggdag_collider plots all exogenous variables.

Usage

node_collider(.dag, as_factor = TRUE, ...)

ggdag_collider(
  .tdy_dag,
  ...,
  size = 1,
  edge_type = c("link_arc", "link", "arc", "diagonal"),
  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,
  label_geom = geom_dag_label_repel,
  unified_legend = TRUE,
  text = NULL,
  label = NULL,
  node = deprecated(),
  stylized = deprecated()
)

Arguments

.dag

A tidy_dagitty or dagitty object

as_factor

Logical. Should the column be a factor?

...

additional arguments passed to tidy_dagitty()

.tdy_dag

A tidy_dagitty or dagitty object

size

A numeric value scaling the size of all elements in the DAG. This allows you to change the scale of the DAG without changing the proportions.

edge_type

The type of edge, one of "link_arc", "link", "arc", "diagonal".

node_size

The size of the nodes.

text_size

The size of the text.

label_size

The size of the labels.

text_col

The color of the text.

label_col

The color of the labels.

edge_width

The width of the edges.

edge_cap

The size of edge caps (the distance between the arrowheads and the node borders).

arrow_length

The length of arrows on edges.

use_edges

A logical value. Include a geom_dag_edges*() function? If TRUE, which is determined by edge_type.

use_nodes

A logical value. Include geom_dag_point()?

use_stylized

A logical value. Include geom_dag_node()?

use_text

A logical value. Include geom_dag_text()?

use_labels

A logical value. Include a label geom? The specific geom used is controlled by label_geom.

label_geom

A geom function to use for drawing labels when use_labels = TRUE. Default is geom_dag_label_repel. Other options include geom_dag_label, geom_dag_text_repel, geom_dag_label_repel2, and geom_dag_text_repel2.

unified_legend

A logical value. When TRUE and both use_edges and use_nodes are TRUE, creates a unified legend entry showing both nodes and edges in a single key, and hides the separate edge legend. This creates cleaner, more compact legends. Default is TRUE.

text

The bare name of a column to use for geom_dag_text(). If use_text = TRUE, the default is to use name.

label

The bare name of a column to use for labels. If use_labels = TRUE, the default is to use label.

node

Deprecated.

stylized

Deprecated.

Value

a tidy_dagitty with a collider column for colliders or a ggplot

Examples

dag <- dagify(m ~ x + y, y ~ x)

node_collider(dag)
#> # DAG:
#> # A `dagitty` DAG with: 3 nodes and 3 edges
#> #
#> # Data:
#> # A tibble: 4 × 8
#>   name       x      y direction to      xend    yend colliders   
#>   <chr>  <dbl>  <dbl> <fct>     <chr>  <dbl>   <dbl> <fct>       
#> 1 m     -0.153 0.0929 NA        NA    NA     NA      Collider    
#> 2 x     -0.374 1.07   ->        m     -0.153  0.0929 Non-Collider
#> 3 x     -0.374 1.07   ->        y     -1.11   0.388  Non-Collider
#> 4 y     -1.11  0.388  ->        m     -0.153  0.0929 Non-Collider
#> #
#> # ℹ Use `pull_dag() (`?pull_dag`)` to retrieve the DAG object and `pull_dag_data() (`?pull_dag_data`)` for the data frame
ggdag_collider(dag)