Custom Latitude and Longitude fields (typically existent in the underlying data) cannot be combined with the Tableau Desktop-generated Latitude (generated) and Longitude (generated) fields, but can be combined with existing geographic roles. For example: To map addresses on top of ZIP Code, add Latitude and Longitude (database fields, not Generated) to Column and Rows, then specify the level of detail by adding Address to the Detail shelf. Add a second iteration of Latitude to the Rows Shelf, then replace Address with ZIP Code on the second iteration of Latitude on the Marks card, then perform step 4 above.
Note: Doing so will only map ZIP Codes that match up with the Addresses present in the underlying data.
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