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cheap be uh so lets create a new jupyter notebook etter namdia jack removing foreign you see you can on a google option research im on read csv read clipboard read excel upload the excel file read current already read excel eventually just dont follow it correctly just one file even read json even so csv file and csv me um foreign specific uh specific rows okay then df and df dot uh okay values and then dot is null uh and then print this thing out there is a built-in function in pandas data frame called duplicated foreign is a built-in team album lets say salary uh i can celebrate illinois okay salary salary dude so lets execute this open to the contact and df um x is uh zero if you do this then you will see the total auto shop column instead [Music] then df dot uh duplicate it now make the built-in function actually so should have the abnorma uh okay basically it is drop duplicates drop duplicates keep equal to false and then in place equal to true okay um warning time to ignore