Created
March 11, 2020 20:05
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Create wordcloud from mbox email archive [unfinish]
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library(mboxr) | |
library(tm.plugin.webmining) | |
library(tm) | |
library(wordcloud) | |
fpath <- path.expand("~/Downloads/jobs.mbox") | |
data <- read_mbox(fpath) | |
content <- paste(unlist(data$content), collapse = " ") | |
test <- extractHTMLStrip(content) | |
write.csv(test, "~/Downloads/jobs.csv") | |
test3 <- read.csv("~/Downloads/jobs.csv", stringsAsFactors = FALSE)$x | |
test2 <- removeWords(tolower(test3), c("research", "please", "skills", "applicants", | |
"successful", "students", "submit", "andor", | |
"review", "open", "campus", "begin", "join", | |
"resources", "salary", "develop", "diverse", | |
"education", "publication", "current", "changes", | |
"experience", "consideration", "five", "pdfs", | |
"opportunity", "background", "available", | |
"textindent25in", "home", "computer", | |
"annoucement", "document", "units", "hours", | |
"this", "list", "located", "addresses", "letter", | |
"project", "fontfamily", "send", "new", "located", | |
"pdf", "search", "august", "across", | |
"msostylepriority99", "without", "school", | |
"benefits", "one", "email", "strong", "includes", | |
"67698693", "baylor", "description", "north", "nov", | |
"action", "gleonall", "schools", "skype", "continue", | |
"relevant", "existing", "1st", "text", "thank", | |
"references", "three", "full", "dear", "350", "506", | |
"looking", "msolevelnumberformatbullet", "2018", | |
"will", "contact", "include", "including", "sciences", | |
"candidates", "department", "application", "program", | |
"work", "related", "applications", "position", | |
"candidate", "state", "msolevelnumberposition", | |
"must", "indent25in", "time", "university", | |
"can", "apply", "msoleveltabstopnone", "also", | |
"institute", "within", "date", "qualifications", | |
"may", "cover", "msolevelnumberleft", "center", | |
"msolevelnumberformatbullet", "working", | |
"undergraduate", "questions", "phd", "change")) | |
test2 <- stringr::str_remove(test2, "msolevel.*") %>% | |
stringr::str_remove("information") %>% | |
stringr::str_remove("msolevelnumberformatbullet") %>% | |
stringr::str_remove("andor") | |
wordcloud(test2, max.words = 20) | |
clipr::write_clip(test) | |
cleanFun <- function(htmlString) { | |
return(gsub("<.*?>", "", htmlString)) | |
} | |
res <- list() | |
for(i in c(3:length(data$content))){ | |
print(i) | |
res[[i]] <- html_text(read_html(data$content[2])) | |
} | |
res <- cleanFun(content) | |
setwd("~/Downloads") | |
test <- read.csv("~/Downloads/jobs.csv") | |
test <- merge_mbox_all(path = "jobs.mbox", | |
out = "jobs.csv") |
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