In this paper, the authors explain the preprocessing activities which are performed by the software or language translators before applying mining algorithms on the huge data. Text mining is an important area of data mining and it plays a vital role for extracting useful information from the huge database or data ware house. But before applying the text mining or information extraction process, preprocessing is must because the given data or dataset have the noisy, incomplete, inconsistent, dirty and unformatted data.