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First I think it's worth mentioning that in the context of an exploratory study with a small dataset, manual analysis is certainly as useful as applying NLP methods (if not more) since:
Small size is an advantage for manual study and a disadvantage for automatic methods.
There's no particular goal other than uncovering general patterns or insights, so it's ...
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