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okay I got something that we really are gonna have to think about first of all you got to think about what youre going to need your thinking cap your thinking pants youre thinking socks whatever it is that you think the best in in some recent videos weve done really clean data sets there are no duplicate records here were going to look at duplicate records and duplicate criteria for making a join heres our data you and I have a non-profit and we have this list of donations that have come in and tax receipts that have been sent out now people are calling and saying where is my tax receipt okay we have to figure out whos made a donation and has not had a receipt sent out that tells us an anti join right so look at some of what we got here Aliyah has donated twice forty five and sixty dollars and we see that yes her receipts have gone out Alicias receipt for ten dollars has not gone out Amos donated twice his $65 receipt has gone out to $75 one has not now lets look at Amy three d