Created
March 24, 2022 17:29
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Code to create plot in https://twitter.com/mrcaseb/status/1507045349843742725
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library(tidyverse) | |
drafts <- nflreadr::load_draft_picks() | |
draft_order <- rvest::read_html("https://en.wikipedia.org/wiki/2022_NFL_Draft") |> | |
rvest::html_table() |> | |
purrr::pluck(5) |> | |
janitor::clean_names() |> | |
select(round = rnd, pick = pick_no, team = nfl_team, notes) |> | |
mutate(across(c(round, pick), as.numeric)) |> | |
mutate(season = 2022) |> | |
na_if("") | |
df <- drafts |> | |
bind_rows(draft_order) |> | |
filter(round == 1) |> | |
group_by(season) |> | |
summarise( | |
n_teams = n_distinct(team), | |
n_picks = n() | |
) |> | |
mutate( | |
first_round_rate = n_teams / n_picks | |
) | |
col <- "#F47B00FF" | |
current_year <- 2022 | |
current_data <- df |> filter(season == current_year) | |
anno_text <- glue::glue("As of today, only {current_data$n_teams} of {current_data$n_picks} NFL teams\nhave a first-round pick in the {current_year} draft.\nThe lowest percentage since at least {min(df$season)}.") | |
p <- ggplot(df, aes(x = forcats::fct_reorder(as.factor(season), first_round_rate), y = first_round_rate)) + | |
geom_segment(aes(xend = forcats::fct_reorder(as.factor(season), first_round_rate), yend = 0.75), color = "grey50") + | |
geom_point(color = col, size = 3) + | |
scale_y_continuous(labels = scales::percent, breaks = seq(0.75, 1, 0.05), limits = c(0.75, 1)) + | |
scale_x_discrete("Draftyear", labels = function(x) paste0("'", substr(x,3,4))) + | |
labs( | |
y = tools::toTitleCase("Percentage of NFL teams having a 1st round pick"), | |
caption = glue::glue("Figure:@mrcaseb | Data:@pfref | {lubridate::today()}") | |
) + | |
ggthemes::theme_fivethirtyeight(base_size = 11, base_family = "Roboto Condensed") + | |
theme( | |
plot.title.position = "plot", | |
panel.grid.major.x = element_blank(), | |
axis.title = element_text() | |
) + | |
annotate("curve", | |
x = "1986", y = 0.955, | |
xend = "2022", yend = 0.755, | |
curvature = 0.1, arrow = arrow(type = "closed", length = unit(0.15, "inches"), angle = 20), | |
color = "#0C46A0FF" | |
) + | |
annotate("label", | |
x = "1986", y = 0.975, | |
label = anno_text, | |
hjust = 0, vjust = 0.5, | |
family = "Roboto Condensed", | |
fill = "#F0F0F0", | |
size = 6, color = "#0C46A0FF" | |
) + | |
NULL | |
p |
Author
mrcaseb
commented
Mar 24, 2022
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