Hi all, I have a document term matrix and I would like to have a heatmap (geom_tile) for 20 most associated words to a specific word in it. Here is my dtm: ?corpus=Corpus(VectorSource(data$Message)) ?corpus=tm_map(corpus,tolower) corpus=tm_map(corpus,removePunctuation) corpus=tm_map(corpus,removeWords,c(stopwords("english"))) corpus=tm_map(corpus,stemDocument,"english") frequencies=DocumentTermMatrix(corpus) frequencies=removeSparseTerms(frequencies,0.995) frequencies <<DocumentTermMatrix (documents: 16630, terms: 399)>> Non-/sparse entries: 118557/6516813 Sparsity? ? ? ? ? ?: 98% Maximal term length: 43 Weighting? ? ? ? ? : term frequency (tf) and the word I'm looking for the 20 most associated words in dtm for it: word=c("problem") corr <- c(0.7, 0.75, 0.1) my_assocs <- findAssocs(frequencies, word,corr) my problem is in ggplot line containing only 20 most associated words. How should I bring these to ggplot? Thanks for any help. Elahe