Find frequency of a custom word in R TermDocumentMatrix using TM package

问题

I turned about 50,000 rows of varchar data into a corpus, and then proceeded to clean said corpus using the TM package, getting ride of stopwords, punctuation, and numbers.

I then turned it into a TermDocumentMatrix and used the functions findFreqTerms and findMostFreqTerms to run text analysis. findMostFreqTerms return the common words, and the number of times it shows up in the data.

However, I want to use a function that says search for "word" and return how many times "word" appears in the TermDocumentMatrix.

Is there a function in TM that achieves this? Do I have to change my data to a data.frame and use a different package & function?

回答1:

Since you have not given a reproducible example, I will give one using the crude dataset available in the tm package.

You can do it in (at least) 2 different ways. But anything that turns a sparse matrix into a dense matrix can use a lot of memory. So I will give you 2 options. The first one is more memory friendly as it makes use of the sparse tdm matrix. The second one, first transforms the tdm into a dense matrix before creating a frequency vector.

library(tm)
data("crude")
crude <- as.VCorpus(crude)
crude <- tm_map(crude, stripWhitespace)
crude <- tm_map(crude, removePunctuation)
crude <- tm_map(crude, content_transformer(tolower))
crude <- tm_map(crude, removeWords, stopwords("english"))


tdm <- TermDocumentMatrix(crude)

# Making use of the fact that a tdm or dtm is a simple_triplet_matrix from slam
my_func <- function(data, word){
  slam::row_sums(data[data$dimnames$Terms == word, ])
}

my_func(tdm, "crude")
crude 
   21 
my_func(tdm, "oil")
oil 
 85

# turn tdm into dense matrix and create frequency vector. 
freq <- rowSums(as.matrix(tdm))
freq["crude"]
crude 
   21 
freq["oil"]
oil 
 85 

edit: As requested in comment:

# all words starting with cru. Adjust regex to find what you need.
freq[grep("^cru", names(freq))]
crucial   crude 
      2      21 

# separate words
freq[c("crude", "oil")]
crude   oil 
   21    85 

来源：https://stackoverflow.com/questions/50222657/find-frequency-of-a-custom-word-in-r-termdocumentmatrix-using-tm-package