In other words, we can say that to retrieve useful pieces of earlier unknown “gems” of information from a large text pools is termed as text mining. This delivers scholars with the prospect to evaluate bulks of text from multiple sources without having to go through each and every line, yet “ascertain knowledge.” Text mining is one of the most useful and important technologies being developed to report and solve the problem of information explosion by mining the relevant information