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February 24, 2020 04:57
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Trying to recreate 538 Bechdel Test plot
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# plot is here: https://fivethirtyeight.com/features/the-dollar-and-cents-case-against-hollywoods-exclusion-of-women/ | |
library(tidyverse) | |
library(fivethirtyeight) | |
library(lubridate) | |
library(scales) | |
extract_period <- function(year) { | |
period <- year - year %% 5 | |
century <- year - year %% 100 | |
period_right <- period + 4 - century | |
period_right <- ifelse(period_right < 10, str_c("0", period_right), period_right) | |
str_c(period, "-\n'", period_right) | |
} | |
# non-working version | |
bechdel_summarized <- bechdel %>% | |
mutate(period = extract_period(year), | |
binary2 = case_when( | |
clean_test %in% c("ok", "dubious") ~ "PASS", | |
TRUE ~ "FAIL" | |
)) %>% | |
count(period, clean_test, binary2) %>% | |
group_by(period, binary2) %>% | |
summarise(nn = sum(n)) %>% | |
group_by(period) %>% | |
mutate(pct = nn/sum(nn)) %>% | |
filter(binary2 == "PASS") %>% | |
select(period, pct) | |
bechdel %>% | |
mutate(period = extract_period(year)) %>% | |
count(period, clean_test, binary) %>% | |
inner_join(bechdel_summarized, by = "period") %>% | |
ggplot(aes(x = period, fill = clean_test)) + | |
geom_bar(aes(y = n), position="fill", stat="identity", color = "#f0f0f0", width = 0.98, size=1) + | |
geom_step(aes(y = pct, group = 1), lwd = 2) + | |
labs(title = "The Bechdel Test Over Time", | |
subtitle = "How women are represented in movies", | |
caption = "SOURCE: BECHDELTEST.COM", | |
y = NULL, x = NULL) + | |
guides(fill = FALSE) + | |
scale_y_continuous(labels = c("0", "25", "50", "75", "100%"), | |
expand = c(0, 0), | |
sec.axis = sec_axis(~ ., breaks = c(0.25, 0.5, 0.6, 0.8, 0.96), | |
labels = c("Passes\nBechdel\nTest", "Dubious", "Women only\ntalk about men", "Women don't\ntalk to each\nother", "Fewer than\ntwo women"))) + | |
theme_classic() + | |
scale_x_discrete( | |
breaks = c("1970-\n'74", "1980-\n'84", "1990-\n'94", "2000-\n'04", "2010-\n'14"), | |
expand = c(0, 0)) + | |
scale_fill_manual(values=c("#ff2600", "#ff937f", "#ffcac0", "#6ab2d5", "#008fd5")) + | |
theme(axis.ticks.x = element_blank(), | |
plot.background = element_rect(fill = "#f0f0f0"), | |
panel.grid = element_blank(), | |
panel.border = element_blank(), | |
axis.line.y = element_blank(), | |
axis.ticks.length=unit(0.3, "cm")) + | |
annotate("text", x = 5, y = 0.75, label= "bold(FAIL)", parse = TRUE, size = 12) + | |
annotate("text", x = 5, y = 0.2, label= "bold(PASS)", parse = TRUE, size = 12) | |
### working version although not "nice", after getting help from Twitter | |
bechdel_by_time <- bechdel %>% | |
mutate(period = extract_period(year)) %>% | |
count(period, clean_test, binary) %>% | |
inner_join(bechdel_summarized, by = "period") | |
# need to have an additional DF where the last percent is added with an additional period level | |
# for the geom_step to work | |
last_pct <- bechdel_by_time$pct[length(bechdel_by_time$pct)] | |
bechdel_add_step <- tibble(period = c(bechdel_by_time$period, "another_level"), pct = c(bechdel_by_time$pct, last_pct)) | |
ggplot(data = NULL) + | |
geom_bar(data = bechdel_by_time, aes(x = period, y = n, fill = clean_test), position="fill", stat="identity", color = "#f0f0f0", width = 0.98, size=1) + | |
geom_step(data = bechdel_add_step, aes(x = period, y = pct, group = 1), lwd = 2, position = position_nudge(-0.5)) + | |
labs(title = "The Bechdel Test Over Time", | |
subtitle = "How women are represented in movies", | |
caption = "SOURCE: BECHDELTEST.COM", | |
y = NULL, x = NULL) + | |
guides(fill = FALSE) + | |
scale_y_continuous(labels = c("0", "25", "50", "75", "100%"), | |
expand = c(0, 0), | |
sec.axis = sec_axis(~ ., breaks = c(0.25, 0.5, 0.6, 0.8, 0.96), | |
labels = c("Passes\nBechdel\nTest", "Dubious", "Women only\ntalk about men", "Women don't\ntalk to each\nother", "Fewer than\ntwo women"))) + | |
theme_classic() + | |
scale_x_discrete( | |
breaks = c("1970-\n'74", "1980-\n'84", "1990-\n'94", "2000-\n'04", "2010-\n'14"), | |
expand = c(0, -1)) + | |
scale_fill_manual(values=c("#ff2600", "#ff937f", "#ffcac0", "#6ab2d5", "#008fd5")) + | |
theme(axis.ticks.x = element_blank(), | |
plot.background = element_rect(fill = "#f0f0f0"), | |
panel.grid = element_blank(), | |
panel.border = element_blank(), | |
axis.line.y = element_blank(), | |
axis.ticks.length=unit(0.3, "cm"), | |
plot.caption = element_text(size = 8, hjust = 1.3)) + | |
annotate("text", x = 5, y = 0.75, label= "bold(FAIL)", parse = TRUE, size = 12) + | |
annotate("text", x = 5, y = 0.2, label= "bold(PASS)", parse = TRUE, size = 12) |
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