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After hours of searching online, I think I finally got the answer. The observation Wd Sdng is not a text type. It is considered a string type (don't know why!) and to encode it, the best thing would be to join both the words, as in WdSdng and then apply usual encoding techniques (not text encoding!).


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so sorry, but you are confusing peeps with "text" vs "string" ..looking at your examples, they are all "strings" and in this case using any pre trained embedding (glove, word2vec ) wont work very well since most of your strings will come up with 0 while looking up the global embeddings. One hot will have to be done at character ...


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