joaopedroab commented on PR #38458:
URL: https://github.com/apache/superset/pull/38458#issuecomment-4056413422

   @richardfogaca 
    Thanks for raising this. I reviewed the issue and the final branch behavior 
again, and the current implementation is intentional.
   
     The original problem here was not only the `NaN` case for negative values, 
but also preserving visible and differentiated cluster sizing once 
negative-capable aggregations are present. Clamping all negatives to the floor
     avoided the crash, but it collapsed all-negative datasets into the same 
minimum radius, which was the gap called out in review.
   
     The branch now makes that behavior explicit:
   
     - bubble label keeps the signed aggregated value
     - bubble radius is scaled by the absolute magnitude of that value
   
     That means `-100` renders larger than `-1` because the visual encoding is 
magnitude-based, not signed-order-based. I agree that this would be ambiguous 
if it were accidental, so I tightened the regression coverage to pin
     that behavior explicitly across `sum`, `min`, `max`, and `mean`, including 
all-negative and mixed-sign cases.
   
     Given the issue this PR is solving, I think magnitude-based sizing is the 
better choice for this change set. If we want bubble size to represent signed 
ordering instead, that would be a separate semantic/product decision
     rather than a follow-up bug fix inside this PR.


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