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ggplot2 wrapper for http://porngram.sexualitics.org/ (uses elements from ngramr)
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porngram <- function(x = c("hardcore", "softcore"), ..., adjust = "xxx") { | |
library(ggplot2) | |
library(XML) | |
library(reshape) | |
library(rPython) | |
x = c(x, ...) | |
if (length(x) > 10) { | |
x <- x[1:10] | |
warning("Porngram API limit: only using first 10 phrases.") | |
} | |
html = paste0("http://porngram.sexualitics.org/?q=", paste0(x, collapse = "%2C")) | |
message(html) | |
html = readLines(html, warn = FALSE) | |
html = html [ which( grepl("google.visualization.arrayToDataTable", html) ) + 1 ] | |
html = t(apply(as.matrix(python.get(html)), 1, unlist)) | |
data = data.frame(html[-1, ], stringsAsFactors = FALSE) | |
names(data) = html[1, ] | |
if(is.logical(adjust) | is.null(adjust)) adjust = ifelse(isTRUE(adjust), "porn", 0) # default | |
if(is.character(adjust)) { | |
html = readLines(paste0("http://porngram.sexualitics.org/?q=", adjust), warn = FALSE) | |
html = html [ which( grepl("google.visualization.arrayToDataTable", html) ) + 1 ] | |
html = t(apply(as.matrix(python.get(html)), 1, unlist)) | |
data[, -1] = as.numeric(as.matrix(data[, -1])) / as.numeric(html[-1 , 2]) | |
names(data)[-1] = paste0(names(data)[-1], " / ", html[1 , 2]) | |
} | |
data = melt(data, "Year") | |
data$value = as.numeric(as.character(data$value)) | |
# Google Ngram palette | |
palette = c("#264EC0", "#D22310", "#FC8608", "#168713", "#850086", "#1086B9", | |
"#D22B63", "#559D05", "#A71B23", "#21436F") | |
p = qplot(data = data, x = Year, y = value, group = variable, color = variable, geom = "line") + | |
scale_colour_manual("", values = palette) + | |
theme_grey(16) + | |
theme(panel.background = element_rect(fill = NA), | |
panel.grid.major.y = element_line(color = "grey"), | |
panel.grid.minor = element_blank(), | |
rect = element_blank(), | |
legend.position= "bottom", | |
axis.line = element_line(color = "black"), | |
axis.text = element_text(color = "black"), | |
axis.ticks = element_blank()) + | |
labs(y = NULL, x = NULL) | |
return(p) | |
} |
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source("porngram.r") | |
# simple examples | |
porngram("asian", "american", "french", adjust = FALSE) | |
porngram("asian", "american", "french", adjust = "xxx") | |
# longer example | |
geo = porngram("asian", "japanese","american", "french", "german", "british", "italian", "dutch", adjust = "amateur") | |
ggsave("~/Desktop/geo.png", plot=last_plot() + theme(legend.position = "right"), width = 10) | |
# factor loadings | |
loadings(princomp(t(apply(t(cast(geo)), 1, diff)))) | |
loadings(princomp(as.matrix(t(cast(geo))))) | |
# quick PCA plots | |
library(FactoMineR) | |
plot(PCA(as.matrix(t(cast(geo))))) | |
plot(PCA(t(apply(t(cast(geo)), 1, diff)))) |
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