When calculating the denial rates, I noticed that the denial rates mainly increased. Depending on the time of loan you’re trying to get and the race has a large factor in why they’re changing. For example, I noticed that the White and Asians tend to be applying for less home improvements loan than the other races. So therefore, the races that are asking for higher loans, than they are being denied more. I also believe it has something to do with refinancing from what I saw in the tables when changing the data into pivot tables.