explore-penguins.R
In explore: Simplifies Exploratory Data Analysis

## ----setup, include = FALSE---------------------------------------------------
knitr::opts_chunk$set(
  collapse = TRUE,
  comment = "#>"
)

## ----message=FALSE, warning=FALSE---------------------------------------------
library(dplyr)
library(explore)
penguins <- use_data_penguins()
# equivalent to 
# penguins <- palmerpenguins::penguins

## ----message=FALSE, warning=FALSE---------------------------------------------
penguins %>% describe()

## -----------------------------------------------------------------------------
data <- penguins %>% 
  filter(flipper_length_mm > 0)

## ----message=FALSE, warning=FALSE, fig.width=8, fig.height=total_fig_height(data, size = 2.5)----
data %>% 
  explore_all(color = "skyblue")

## ----message=FALSE, warning=FALSE, fig.width=8, fig.height=total_fig_height(data, var_name_target = "species", size = 2.2)----
data %>% 
  explore_all(
    target = species,
    color = c("darkorange", "purple", "lightseagreen"))

## ----message=FALSE, warning=FALSE, fig.width=6, fig.height=4------------------
data %>% explain_tree(target = species)

## ----message=FALSE, warning=FALSE, fig.width=6, fig.height=3------------------
data %>% 
  explore(
    flipper_length_mm, bill_length_mm, 
    target = species,
    color = c("darkorange", "purple", "lightseagreen")
    )