Minute 09:00 — 10:00 update so i would just go right here i Fixing Errors do that if i didn’t do that and then i try to create let’s say a pivot table on here i’ll have its own group of republicans and it wouldn’t be added to republican and maybe that’s on purpose but let’s just presume that we know this data extremely well and that’s not supposed to be like that right again that just comes back to knowing your data really well understanding what it you know what it should look like and we know that it should not be like that so we’re going to fix that the next thing that we’re going to fix and as you can see it got rid of it next thing we’re going to fix is this wig that’s just like an error that’s that’s some issue on the the data side and we’re just gonna fix that by updating it and that’s it i would always be keeping a a copy of this with the raw data somewhere else because this is presumably like a working document this is not a you know you you aren’t