Minute 03:00 — 04:00 spelling errors in here and i’ll we’ll kind of look through that in a little bit and then you know there are things like additional spaces where there shouldn’t be spaces there are things like currencies that you need to be aware of if you were importing this into or we’re going to be importing this into a sql database things like currencies can be just a problem or be really unnecessary it may actually cause more issues in the long run so you may just want to you know take that to the base value Duplicates and then dates are always an issue always always always so always look at your dates make sure they’re formatted correctly make sure they’re all the same these are the types of things that right when i glance at this data set these are things that i’m looking for one other thing that is actually the first thing that we’re going to start out with is you want to make sure that your data is not duplicated because if your data has duplicate data in it and you don’t want that it’s not supposed to be there there are some specific use cases where