A Statistical Analysis of the Work of Bob Ross — bob

The raw data behind the story "A Statistical Analysis of the Work of Bob Ross" https://fivethirtyeight.com/features/a-statistical-analysis-of-the-work-of-bob-ross/. An analysis using this data was contributed by Jonathan Bouchet as a package vignette at https://fivethirtyeightdata.github.io/fivethirtyeightdata/articles/bob_ross.html.

bob_ross

Format

A data frame with 403 rows representing episodes and 71 variables:

episode: Episode code
season: Season number
episode_num: Episode number
title: Title of episode
apple_frame: Present (1) or not (0)
aurora_borealis: Present (1) or not (0)
barn: Present (1) or not (0)
beach: Present (1) or not (0)
boat: Present (1) or not (0)
bridge: Present (1) or not (0)
building: Present (1) or not (0)
bushes: Present (1) or not (0)
cabin: Present (1) or not (0)
cactus: Present (1) or not (0)
circle_frame: Present (1) or not (0)
cirrus: Present (1) or not (0)
cliff: Present (1) or not (0)
clouds: Present (1) or not (0)
conifer: Present (1) or not (0)
cumulus: Present (1) or not (0)
deciduous: Present (1) or not (0)
diane_andre: Present (1) or not (0)
dock: Present (1) or not (0)
double_oval_frame: Present (1) or not (0)
farm: Present (1) or not (0)
fence: Present (1) or not (0)
fire: Present (1) or not (0)
florida_frame: Present (1) or not (0)
flowers: Present (1) or not (0)
fog: Present (1) or not (0)
framed: Present (1) or not (0)
grass: Present (1) or not (0)
guest: Present (1) or not (0)
half_circle_frame: Present (1) or not (0)
half_oval_frame: Present (1) or not (0)
hills: Present (1) or not (0)
lake: Present (1) or not (0)
lakes: Present (1) or not (0)
lighthouse: Present (1) or not (0)
mill: Present (1) or not (0)
moon: Present (1) or not (0)
mountain: Present (1) or not (0)
mountains: Present (1) or not (0)
night: Present (1) or not (0)
ocean: Present (1) or not (0)
oval_frame: Present (1) or not (0)
palm_trees: Present (1) or not (0)
path: Present (1) or not (0)
person: Present (1) or not (0)
portrait: Present (1) or not (0)
rectangle_3d_frame: Present (1) or not (0)
rectangular_frame: Present (1) or not (0)
river: Present (1) or not (0)
rocks: Present (1) or not (0)
seashell_frame: Present (1) or not (0)
snow: Present (1) or not (0)
snowy_mountain: Present (1) or not (0)
split_frame: Present (1) or not (0)
steve_ross: Present (1) or not (0)
structure: Present (1) or not (0)
sun: Present (1) or not (0)
tomb_frame: Present (1) or not (0)
tree: Present (1) or not (0)
trees: Present (1) or not (0)
triple_frame: Present (1) or not (0)
waterfall: Present (1) or not (0)
waves: Present (1) or not (0)
windmill: Present (1) or not (0)
window_frame: Present (1) or not (0)
winter: Present (1) or not (0)
wood_framed: Present (1) or not (0)

Source

See https://github.com/fivethirtyeight/data/tree/master/bob-ross

Examples

# To convert data frame to tidy data (long) format, run:
library(dplyr)
library(tidyr)
library(stringr)
bob_ross_tidy <- bob_ross %>%
  pivot_longer(-c(episode, season, episode_num, title), 
     names_to = "object", values_to = "present") %>%
  mutate(present = as.logical(present)) %>%
  arrange(episode, object)