Create a summary report

Usage

create_summary_report(
  probs,
  reals,
  interactive = TRUE,
  output_file = "summary_report.html",
  output_dir = getwd()
)

Arguments

probs: a list of vectors of estimated probabilities (one for each model or one for each population)
reals: a list of vectors of binary outcomes (one for each population)
interactive: whether the plot should be interactive plots
output_file: The name of the output file
output_dir: The output directory for the rendered output_file. This allows for a choice of an alternate directory to which the output file should be written (the default output directory of that of the input file). If a path is provided with a filename in output_file the directory specified here will take precedence. Please note that any directory path provided will create any necessary directories if they do not exist.

Examples

if (FALSE) {
create_summary_report(
  probs = list(example_dat$estimated_probabilities),
  reals = list(example_dat$outcome)
)

create_summary_report(
  probs = list(
    "First Model" = example_dat$estimated_probabilities,
    "Second Model" = example_dat$random_guess
  ),
  reals = list(example_dat$outcome)
)

create_summary_report(
  probs = list(
    "train" = example_dat %>%
      dplyr::filter(type_of_set == "train") %>%
      dplyr::pull(estimated_probabilities),
    "test" = example_dat %>% dplyr::filter(type_of_set == "test") %>%
      dplyr::pull(estimated_probabilities)
  ),
  reals = list(
    "train" = example_dat %>% dplyr::filter(type_of_set == "train") %>%
      dplyr::pull(outcome),
    "test" = example_dat %>% dplyr::filter(type_of_set == "test") %>%
      dplyr::pull(outcome)
  )
)
}