In rolkra/explore: Simplifies Exploratory Data Analysis

knitr::opts_chunk$set(
  collapse = TRUE,
  comment = "#>"
)

The explore package offers a simplified way to describe data.

• describe_tbl() describes the table (number of rows, columns, ...)
• describe_all() returns a description of all variables as data frame
• describe() returns a description of of a specific variable (or a description of all variables if no specific variable is passed to the function)
• describe_cat() returns a description of of a specific variable (forcing to handle the variable as categorical)
• describe_num() returns a description of of a specific variable (forcing to handle the variable as numerical)

We use synthetic data in this example

library(dplyr)
library(explore)

data <- create_data_buy(obs = 100)
glimpse(data)

Describe table

data %>% describe_tbl()

Describe all variables

data %>% describe_all()

data %>% 
  describe_all() %>%
  filter(unique == 1)

Describe one variable

data %>% describe(age)

data %>% describe(buy)

rolkra/explore documentation built on April 17, 2024, 10:58 p.m.