Minute 08:00 — 09:00 actually going to skip this one i’m going to go to this party one in this party one to me it looks pretty important because this is something that i know i can group by and i can create visualizations with and and kind of break that out and if you look right here we’re going to add we’re going to add a filter so now let’s Party open up party and take a look so if we look right here we have democratic democratic dash republican federalist nonpartisan republican republicans wig and wig with a date and some information on the back of it and then some blanks and it’s really important when we when we’re looking at these ones that we think we might group by that we have these properly grouped so republican and republicans to me right off the bat looks like a spelling error and so i’m just gonna deselect all i’m gonna go to republican republicans and it’s literally republican all the way down except for this last one and to me that’s just something that i would