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hello everyone today i will be showing how to do the subject retention report so this report is mainly the report which is in demand by most of the stakeholders and end users so basically this report will contain information about subjects who have discontinued from the study so when we usually create a dashboard and give give our end users with this report we have to make sure that our programming and logic is very well defined so i will log reading data from two sources this position is the iwr source which will have subject status information and ex is the information coming from the sdtm source which will have treatment information so i have ex data set which has about 451 observations and ds data set which has about one three four four observations so now my next step would be to filter down subjects distinct subjects who went into the treatment phase so to do that i have done this block of code and see that from the 451 there are about 439 distinct subjects and now i have to fil