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Co-concordance plotting in ggplot2
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library(CorporaCoCo) | |
library(dhlawrencer) | |
library(thomashardyr) | |
library(tidyverse) | |
library(tidytext) | |
library(stringi) | |
nodes <- c('back', 'eye', 'eyes', 'forehead', 'hand', 'hands', 'head', 'shoulder') | |
hb <- hardy_books() | |
lb <- lawrence_books() | |
hardy_words <- unlist(stri_extract_all_words(stri_trans_tolower(hb$text))) | |
lawrence_words <- unlist(stri_extract_all_words(stri_trans_tolower(lb$text))) | |
results <- surface_coco(hardy_words, lawrence_words, span = '5LR', nodes = nodes, fdr = 0.01) | |
ggplot2::theme_set(hrbrthemes::theme_ipsum()) | |
results$z <- paste(results$x, results$y) | |
ordering <- results %>% | |
arrange(desc(x), desc(effect_size)) %>% | |
select(z) %>% | |
`$`(z) | |
f <- function(v) paste(format(v[1], justify = "right", width = 10), format(v[2], justify = "left", width = 10)) | |
V <- strsplit(ordering, split = " ") | |
labels <- map_chr(V, f) | |
results %>% | |
ggplot(aes(paste(x, y), effect_size)) + | |
geom_point(colour = "skyblue4") + | |
geom_errorbar(aes(ymin = CI_lower, ymax = CI_upper), colour = "seashell4") + | |
scale_x_discrete(limits = rev(ordering), labels = rev(labels)) + | |
coord_flip() + | |
labs( | |
title = "Co-concordances in Thomas Hardy and D. H. Lawrence", | |
subtitle = "Comparing the co-occurrences of a set of body part nouns", | |
caption = paste(unique(hb$book), unique(lb$book), sep = ", ", collapse = ", " ), | |
x = "", | |
y = "Effect size" | |
) + | |
theme( | |
panel.border = element_blank(), | |
panel.grid.major = element_blank(), | |
panel.grid.minor = element_blank(), | |
axis.text.y = element_text(family = "monospace") | |
) + | |
geom_hline(yintercept = 0, colour = "grey", linetype = 2, size = 0.5) |
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