Text preprocessing techniques- Twitter Data

Text files contain enormous amounts of information. Language data analysis is the most difficult task for a computer to perform since a computer cannot understand the semantics of text. In order to accomplish this, we convert text data into a machine-readable format. Data in text format is converted to numerical values (or vectors) by text processing, so that these vectors may be given to the machine as input and analysed with the algebraic principles. However, there's a chance of data loss if we go through with the transition.