Known issues:

• The subcat field needs to be added manually each time the data is updated.

• The category field may have some inappropriate values. For example, in a previous version of the data, the County Courthouse was listed as ‘Clothing Stores’. For the County Courthouse, we moved this to Category = ‘Court House’ and subcat = ‘Government’ and needed to repeat this each time the data is updated. While this specific error has been resolved by SafeGraph, there may be other similar issues.

• Brady’s Run Park, Buttermilk Falls Park, Economy Park, and Raccoon Creek State Parks are duplicated in the Parks layer. In the POIs layer, their Category = ‘Museums, Historical Sites, and Similar Institutions' and their subcat is null, so they appear in the Other group.

• The subcat field is incomplete. There are also several features not in any subcat that are shown as Other points of interest in the site.