问题
I have a file with several string (text) variables where each respondent has written a sentence or two for each variable. I want to be able to find the frequency of each combination of words (i.e. how often "capability" occurs with "performance"). My code so far goes:
#Setting up the data file
data.text <- scan("C:/temp/tester.csv", what="char", sep="\n")
#Change everything to lower text
data.text <- tolower(data.text)
#Split the strings into separate words
data.words.list <- strsplit(data.text, "\\W+", perl=TRUE)
data.words.vector <- unlist(data.words.list)
#List each word and frequency
data.freq.list <- table(data.words.vector)
This gives me a list of each word and how often it appears in the string variables. Now I want to see the frequency of every 2 word combination. Is this possible?
Thanks!
An example of the string data:
ID Reason_for_Dissatisfaction Reason_for_Likelihood_to_Switch
1 "not happy with the service" "better value at other place"
2 "poor customer service" "tired of same old thing"
3 "they are overchanging me" "bad service"
回答1:
I'm not sure if this is what yu mean, but rather than splitting on every two word boundaires (which I found a pain to try and regex) you could paste every two words together using the trusty head
and tails
slip trick...
# How I read your data
df <- read.table( text = 'ID Reason_for_Dissatisfaction Reason_for_Likelihood_to_Switch
1 "not happy with the service" "better value at other place"
2 "poor customer service" "tired of same old thing"
3 "they are overchanging me" "bad service"
' , h = TRUE , stringsAsFactors = FALSE )
# Split to words
wlist <- sapply( df[,-1] , strsplit , split = "\\W+", perl=TRUE)
# Paste word pairs together
outl <- sapply( wlist , function(x) paste( head(x,-1) , tail(x,-1) , sep = " ") )
# Table as per usual
table(unlist( outl ) )
are overchanging at other bad service better value customer service
1 1 1 1 1
happy with not happy of same old thing other place
1 1 1 1 1
overchanging me poor customer same old the service they are
1 1 1 1 1
tired of value at with the
1 1 1
来源:https://stackoverflow.com/questions/18864612/frequency-of-occurrence-of-two-pair-combinations-in-text-data-in-r