transformation_paged_report: Reporting the information of transformation

In dlookr: Tools for Data Diagnosis, Exploration, Transformation

Reporting the information of transformation

Description

The eda_paged_report() paged report the information for data transformatiom.

Usage

transformation_paged_report(
  .data,
  target = NULL,
  output_format = c("pdf", "html"),
  output_file = NULL,
  output_dir = tempdir(),
  browse = TRUE,
  title = "Transformation Report",
  subtitle = deparse(substitute(.data)),
  author = "dlookr",
  abstract_title = "Report Overview",
  abstract = NULL,
  title_color = "white",
  subtitle_color = "tomato1",
  cover_img = NULL,
  create_date = Sys.time(),
  logo_img = NULL,
  theme = c("orange", "blue"),
  sample_percent = 100,
  base_family = NULL,
  ...
)

Arguments

.data	a data.frame or a tbl_df.
target	character. target variable.
output_format	report output type. Choose either "pdf" and "html". "pdf" create pdf file by rmarkdown::render() and pagedown::chrome_print(). so, you needed Chrome web browser on computer. "html" create html file by rmarkdown::render().
output_file	name of generated file. default is NULL.
output_dir	name of directory to generate report file. default is tempdir().
browse	logical. choose whether to output the report results to the browser.
title	character. title of report. default is "Data Diagnosis Report".
subtitle	character. subtitle of report. default is name of data.
author	character. author of report. default is "dlookr".
abstract_title	character. abstract title of report. default is "Report Overview".
abstract	character. abstract of report.
title_color	character. color of title. default is "white".
subtitle_color	character. color of subtitle. default is "tomato1".
cover_img	character. name of cover image.
create_date	Date or POSIXct, character. The date on which the report is generated. The default value is the result of Sys.time().
logo_img	character. name of logo image file on top right.
theme	character. name of theme for report. support "orange" and "blue". default is "orange".
sample_percent	numeric. Sample percent of data for performing Diagnosis. It has a value between (0, 100]. 100 means all data, and 5 means 5% of sample data. This is useful for data with a large number of observations.
base_family	character. The name of the base font family to use for the visualization. If not specified, the font defined in dlookr is applied. (See details)
...	arguments to be passed to pagedown::chrome_print().

Details

Generate transformation reports automatically. You can choose to output to pdf and html files. This is useful for Binning a data frame with a large number of variables than data with a small number of variables.

Create an PDF through the Chrome DevTools Protocol. If you want to create PDF, Google Chrome or Microsoft Edge (or Chromium on Linux) must be installed prior to using this function. If not installed, you must use output_format = "html".

Reported information

TThe transformation process will report the following information:

• Overview

  • Data Structures

  • Job Informations

• Imputation

  • Missing Values

  • Outliers

• Resolving Skewness

• Binning

• Optimal Binning

The base_family is selected from "Roboto Condensed", "Liberation Sans Narrow", "NanumSquare", "Noto Sans Korean". If you want to use a different font, use it after loading the Google font with import_google_font().

Examples

if (FALSE) {
# create pdf file. file name is Transformation_Paged_Report.pdf
transformation_paged_report(heartfailure, sample_percent = 80)

# create pdf file. file name is Transformation_heartfailure. and change cover image
cover <- file.path(system.file(package = "dlookr"), "report", "cover2.jpg")
transformation_paged_report(heartfailure, cover_img = cover, title_color = "gray",
  output_file = "Transformation_heartfailure")

# create pdf file. file name is ./Transformation.pdf and not browse
cover <- file.path(system.file(package = "dlookr"), "report", "cover1.jpg")
transformation_paged_report(heartfailure, output_dir = ".", cover_img = cover, 
  flag_content_missing = FALSE, output_file = "Transformation.pdf", browse = FALSE)

# create pdf file. file name is Transformation_Paged_Report.html
transformation_paged_report(heartfailure, target = "death_event", output_format = "html")
}

dlookr documentation built on July 9, 2023, 6:31 p.m.