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hi there this is kevin from data school youre about to watch an excerpt from a private QA webcast that I do every single month this question is about multi level indexing in pandas Im super excited to release this video because people have been asking me about the multi index for years and I finally built a lesson to cover this crucial topic stick around to the end to find out how you can join these webcasts in the future Thanks so this is a question from Manny he says could you please elaborate a bit on multi indexing this is in pandas especially how its related to group by how to properly slice a multi index table and also how to concatenate on more than one level could you also please elaborate a bit on tidy data and if you think it is preferable to split data into different tables per patient which is thats his data set or to keep all observations in a multi index okay so his question is about multi indexing in pandas and Ive put together a little lesson that Im gonna live