New answers tagged data-management
One solution I managed to get to work was to use the Dissolve tool and then use Multipart to Singlepart. This first dissolved all polygons into a single polygon but did dissolve the shapefiles that were adjacent. Then using Multipart to Singlepart this created a shapefile where each merged polygon was given by a single feature in the attribute table.
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