Created
October 25, 2020 17:50
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library(tidyverse) | |
example_df <- tribble( | |
~Year, ~Category, ~Name, | |
2015, "A", "1", | |
2015, "A", "3", | |
2015, "A", "5", | |
2015, "C", "2", | |
2015, "C", "4", | |
2016, "A", "1", | |
2016, "A", "4", | |
2016, "B", "2", | |
2016, "B", "3", | |
2016, "B", "5", | |
2017, "B", "1", | |
2017, "B", "2", | |
2017, "B", "3", | |
2017, "B", "4", | |
2017, "C", "5", | |
2018, "B", "1", | |
2018, "B", "2", | |
2018, "B", "3", | |
2018, "B", "4", | |
2018, "B", "5" | |
) %>% | |
mutate(Year = factor(Year)) | |
max_group = example_df %>% | |
count(Year, Category) %>% | |
pull(n) %>% | |
max | |
grid_width = ceiling(max_group^0.5) | |
grid_height = ceiling(max_group / grid_width) | |
example_df_grid <- example_df %>% | |
group_by(Year, Category) %>% | |
arrange(Name) %>% | |
mutate(nudge_x = ((row_number() - 1) %% grid_width / (grid_width - 1)) * 0.2, | |
nudge_y = -((row_number() - 1) %/% grid_width) / grid_height * 0.3) %>% | |
ungroup() | |
ggplot(example_df_grid, | |
aes(x = Year, | |
y = fct_rev(Category), | |
color = Name)) + | |
geom_point(size = 3, | |
position = position_nudge(x = example_df_grid$nudge_x, | |
y = example_df_grid$nudge_y)) + | |
labs(title = "No jittering; overplotting") + | |
theme(legend.position = "bottom") |
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