build word co-occurence edge list in R

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南方客
南方客 2020-12-16 06:35

I have a chunk of sentences and I want to build the undirected edge list of word co-occurrence and see the frequency of every edge. I took a look at the tm pack

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  •  忘掉有多难
    2020-12-16 06:59

    It's convoluted so there's got to be a better approach:

    dat <- read.csv(text="sentence_id, text
    1,           a b c d e
    2,           a b b e
    3,           b c d
    4,           a e", header=TRUE)
    
    
    library(qdapTools); library(tidyr)
    x <- t(mtabulate(with(dat, by(text, sentence_id, bag_o_words))) > 0)
    out <- x %*% t(x)
    out[upper.tri(out, diag=TRUE)] <- NA
    
    out2 <- matrix2df(out, "word1") %>%
        gather(word2, freq, -word1) %>%
        na.omit() 
    
    rownames(out2) <- NULL
    out2
    
    ##    word1 word2 freq
    ## 1      b     a    2
    ## 2      c     a    1
    ## 3      d     a    1
    ## 4      e     a    3
    ## 5      c     b    2
    ## 6      d     b    2
    ## 7      e     b    2
    ## 8      d     c    2
    ## 9      e     c    1
    ## 10     e     d    1
    

    Base only solution

    out <- lapply(with(dat, split(text, sentence_id)), function(x) {
        strsplit(gsub("^\\s+|\\s+$", "", as.character(x)), "\\s+")[[1]]
    })
    
    nms <- sort(unique(unlist(out)))
    
    out2 <- lapply(out, function(x) {
        as.data.frame(table(x), stringsAsFactors = FALSE)
    })
    
    dat2 <- data.frame(x = nms)
    
    for(i in seq_along(out2)) {
        m <- merge(dat2, out2[[i]], all.x = TRUE)
        names(m)[i + 1] <- dat[["sentence_id"]][i]
        dat2 <- m
    }
    
    dat2[is.na(dat2)] <- 0
    x <- as.matrix(dat2[, -1]) > 0
    
    out3 <- x %*% t(x)
    out3[upper.tri(out3, diag=TRUE)] <- NA
    dimnames(out3) <- list(dat2[[1]], dat2[[1]])
    
    out4 <- na.omit(data.frame( 
            word1 = rep(rownames(out3), ncol(out3)),  
            word2 = rep(colnames(out3), each = nrow(out3)),
            freq = c(unlist(out3)),
            stringsAsFactors = FALSE)
    )
    
    row.names(out4) <- NULL
    
    out4
    

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