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i recently bought a new shirt outside of this darkened room i do occasionally dress in something other than a black tee and that purchase was a disaster the colors were nothing like the picture and the fit it was not how it was described so i returned it along with a strongly worded review and my review was one of thousands it would take the shirt seller hours to read them all and this is just one of many many items of clothing they sell fortunately theres a better way to process vast amounts of text like product reviews and that is through something called text mining text mining is the practice of analyzing vast amounts of textual materials to capture key concepts trends and hidden relationships its the process of transforming unstructured text into a structured format to identify meaningful patterns and new insights now unstructured and structured text what is that well if we break text down theres structured and structured text or structured data is standardized into a tabular