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lets talk about different patterns that youll build using as you two factories dataflow a very common cooperation that youll perform with it although well be cleaning string text data and so a very common domain problem is to clean addresses customer addresses for example so how would we do that in ATFs data flow lets do this with a very simple examples Im going to start by building a new data flow and lets call its clean addresses going to add a source of a CSV file that I have in my blob store so Ill call my source as address source and I have a blob with addresses and its a CSV file lets go ahead and go into a move into debug mode so we can watch the results of the data flow as we well were building the data flow okay so Im moving into debug mode all right and while that is starting up lets see I have Im not going to use schema drift in this example so I know my schema so the difference between schema drift and having a defined schema is then going to define schema