The list of geo targets may not contain certain locations (cities, postal codes, etc.) that aren't eligible for targeting. If you're looking for a location that
contains a specific city, I'd recommend trying a search by name via
LocationCriterionService as shown in
this example. If that doesn't yield results, please pass along some of the location names you're trying to find and I can investigate further.