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all right now Im gonna show you how you can count females and then remove the emails from the Twitter data for example in the data frame we have our tweet data alright so this is the tweet data there could be the many emails in the street data so we have to count those number of emails in each of these tweets and then we will be also removing these emails so if you want to see which one is actually if have in email you can use st r dot contains im gonna use here calm alright so mostly you we can get that if any of the tweet data is having email alright it seems although this is the this one each website address this is also website address let me see if someone has to tip the Gmail alright it seems this guy had to take the Gmail alright so theyre at the two four four eight we have here so the D F dot I lock and then we have here to for for it and then we are gonna see the tweets later alright so for that although it do not have gmail.com okay not a problem so let me write a code an