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comment Clustering Strings on the basis of Common Substrings
Answered you on chat; I saw you ping me but I'm not sure if you read my answer, I explained there how your current approach might not work and which alternative approach (Spell Correction + Stemmer + LSH + Jaccard) you could try.
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