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alaikum welcome to nasir soft this is the national language processing tutorial series so far we learn how to extract the basic features from the text data now i will show you in the next couple of videos how to clean the data or we will talk about the pre-processing different techniques on the text data so in this video we will work on the basic pre-processing techniques that are converting the text to the lower case and then i will show you how you can remove the punctuation from the text data i will show you how you can convert the all your tweets to the lower case this avoids having multiple copies of the same data for example if the two words the first word it will start with the capital p and then python p y t h o n and the next word start with the small p and then also the same word the python so it will consider the both words with the two different world okay instead of considering it a same word so for this problem in our text we uh convert it to the over to the lower case ok