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I want to create a QGIS Atlas on a point of interest dataset with categorical attribute poi_type. The atlas should have a page for each type (e.g. stadium, hospital, etc.).

I can't find the right filter to set in the filter with field. QGIS keeps cycling over each feature, as opposed to cycling over each unique value of poi_type. Any tip?

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You have to make a separate table with one entry per poi_type. Then you can use that as coveragelayer to loop through. More info on this post: https://gis.stackexchange.com/a/287540/7849

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