Create a Analysis Pipeline diagram

Create a Analysis Pipeline diagram

Usage

create_blueprint_graph(
  .pipeline,
  splines = "line",
  render = TRUE,
  show_code = FALSE,
  ...
)

Arguments

.pipeline

a data.frame produced by calling a series of add_* functions.

splines

options for how to draw edges (lines) for a grViz diagram

render

whether to render the graph or just output grViz code

show_code

whether to show the code that generated the diagram

...

additional options passed to DiagrammeR::grViz()

Value

grViz graph of your pipeline

Examples

library(tidyverse)
library(multitool)

# create some data
the_data <-
  data.frame(
    id  = 1:500,
    iv1 = rnorm(500),
    iv2 = rnorm(500),
    iv3 = rnorm(500),
    mod = rnorm(500),
    dv1 = rnorm(500),
    dv2 = rnorm(500),
    include1 = rbinom(500, size = 1, prob = .1),
    include2 = sample(1:3, size = 500, replace = TRUE),
    include3 = rnorm(500)
  )

# create a pipeline blueprint
full_pipeline <-
  the_data |>
  add_filters(include1 == 0, include2 != 3, include3 > -2.5) |>
  add_variables(var_group = "ivs", iv1, iv2, iv3) |>
  add_variables(var_group = "dvs", dv1, dv2) |>
  add_model("linear model", lm({dvs} ~ {ivs} * mod))

create_blueprint_graph(full_pipeline)
#> No subgroups in your pipeline
#> no descriptives
#> you have no preprocessing steps in your pipeline
#> you have no post processing steps in your pipeline