.... So what I did is the following (be aware that is not the formal implementation of LSA!): Filter and take the base form of the words as usual. Build the multidimensional sparse matrix of the co-occurrences; I calculated for each instance the frequency to find it in the corpus; I calculated for each instance the frequency to find it in the doc; I weighted such TF-IDF considering also the dist…