R: tidytext Jane Austen Book: Difference between revisions

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Created page with " library(janeaustenr) library(dplyr) library(stringr) original_books <- austen_books() %>% group_by(book) %>% mutate(linenumber = row_number(), chapter =..."
 
Onnowpurbo (talk | contribs)
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Line 11: Line 11:
   ungroup()
   ungroup()
  original_books
  original_books


  # konversi ke token
  # konversi ke token
Line 19: Line 18:
   unnest_tokens(word, text)
   unnest_tokens(word, text)
  tidy_books
  tidy_books


  # buang stopwords
  # buang stopwords
Line 26: Line 24:
  tidy_books <- tidy_books %>%
  tidy_books <- tidy_books %>%
   anti_join(stop_words)
   anti_join(stop_words)


  # count
  # count
Line 44: Line 41:
   xlab(NULL) +
   xlab(NULL) +
   coord_flip()
   coord_flip()


==Pranala Menarik==
==Pranala Menarik==


* [[R]]
* [[R]]

Latest revision as of 02:36, 6 November 2018

library(janeaustenr)
library(dplyr)
library(stringr)

original_books <- austen_books() %>%
  group_by(book) %>%
  mutate(linenumber = row_number(),
         chapter = cumsum(str_detect(text, regex("^chapter [\\divxlc]",
                                                 ignore_case = TRUE)))) %>%
  ungroup()
original_books
# konversi ke token
#
library(tidytext)
tidy_books <- original_books %>%
  unnest_tokens(word, text)
tidy_books
# buang stopwords
#
data(stop_words)
tidy_books <- tidy_books %>%
  anti_join(stop_words)
# count
#
tidy_books %>%
  count(word, sort = TRUE) 
# visualisasi
#
library(ggplot2)
tidy_books %>%
  count(word, sort = TRUE) %>%
  filter(n > 600) %>%
  mutate(word = reorder(word, n)) %>%
  ggplot(aes(word, n)) +
  geom_col() +
  xlab(NULL) +
  coord_flip()

Pranala Menarik