The solution, as @MarcB suggests, is to use UNION rather than UNION ALL .
If I were going after data like that where two tables are related by an id on the third I would consider using outer joins. In the comments of the question you referenced, outer joins were mentioned as a possible solution. The code for that would look like this.
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