Import data

Apply the following dplyr verbs to your data

Filter rows

Arrange rows

Select columns

data %>% group_by(player_id) %>%

ggplot(mapping = aes (x = player_id y = birth_country)) +
geom_point(aes(size = TEAMID), alpha = 0.3)

Add columns

Summarize by groups

data %>%

# Group by winpercent
group_by(player_id) %>%


# Sort it
arrange(birth_countries)