Check the mapping of your index - I suspect you are using a keyword field with an ignore_above param set to a low value. Visualizations will use aggregations which are based on the indexed value - in this case there is no indexed value because it got ignored.
You can fix it by increasing the ignore_above setting in your mapping - for historical data you have to re-index existing data so it's picked up correctly.
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