Run the exploratory data analyses

Export the collection of exploratory data analyses plots and tables into a temporary directory. This includes the summary, distribution and correlation of variables and presence of outliers exported by default, any of which may be excluded in the export.

eda_variable_collection(
  .dataset,
  summary = TRUE,
  outliers = TRUE,
  distribution = TRUE,
  correlation = TRUE
)

Arguments

.dataset	A data frame requiring exploratory data analysis.
summary	Use the default TRUE to display variable summary or FALSE to not display variable summary.
outliers	Use the default TRUE to display outliers or FALSE to not display outliers.
distribution	Use the default TRUE to display variable distribution or FALSE to not display variable distribution.
correlation	Use the default TRUE to display variable correlation or FALSE to not display variable correlation.

Value

The data frame is returned invisibly so that the function can be used in a piped workflow.

Figures

See also

Other exploratory data analysis: eda_variable_correlation(), eda_variable_distribution(), eda_variable_outliers(), eda_variable_summary()

Examples

if (FALSE) {
# example from palmerpenguins
# https://allisonhorst.github.io/palmerpenguins/reference/penguins_raw.html
suppressPackageStartupMessages({
  library(store)
  suppressWarnings({
    library(palmerpenguins)
  })
})

suppressMessages({eda_variable_collection(penguins_raw)})

# move figures from temporary directory
suppressPackageStartupMessages({
  suppressWarnings({
    library(fs)
    library(here)
  })
})

if(dir_exists(here("man", "figures"))) {
 file_move(path(tempdir(), "figures", "01-summary_table.png"),
           here("man", "figures", "01-summary_table.png"))

 file_move(path(tempdir(), "figures", "02-missing_data.png"),
           here("man", "figures", "02-missing_data.png"))

 file_move(path(tempdir(), "figures", "03-category_data.png"),
          here("man", "figures", "03-category_data.png"))

 file_move(path(tempdir(), "figures", "04-outliers_table.png"),
           here("man", "figures", "04-outliers_table.png"))

 file_move(path(tempdir(), "figures", "05-variable_outliers.png"),
           here("man", "figures", "05-variable_outliers.png"))

 file_move(path(tempdir(), "figures", "06-distribution_table.png"),
           here("man", "figures", "06-distribution_table.png"))

 file_move(path(tempdir(), "figures", "07-distribution_plot.png"),
           here("man", "figures", "07-distribution_plot.png"))

 file_move(path(tempdir(), "figures", "08-correlation_plot.png"),
           here("man", "figures", "08-correlation_plot.png"))
 }
}