I am probably not going to post an update to the top 20 cities because after adding the FEMA disaster index and messing with the formula some more the top cities remained the same except Port Townsend was replaced by Urbana, IL and the order is different
I will continue trying to find an accessibility metric that accounts for small towns and cities









