Round 336

Round UUID: fca7d769-4c4f-4013-8113-a43832e8b089

Prompt:

Please use the following explicit rules to classify each row as either "Healthy" or "Stressed" reef:

1) If PredatorActivityLevel is "Severe," label the reef as "Stressed."
2) If CurrentFlowQuality is "Poor" AND DistantStressIndicators is "Confirmed," label as "Stressed."  
   (This helps catch reefs that are actually stressed but previously got labeled healthy.)
3) If DistantStressIndicators is "None" AND PreviousStressIncidents is "None," label as "Healthy."  
   (This addresses reefs that have only minor or no other risks but were mistakenly labeled stressed.)
4) If CurrentFlowQuality is "Excellent" or "Good" AND PredatorActivityLevel is not "Severe," label as "Healthy." 
5) In all other cases not covered by the rules above, label as "Stressed."  

Make sure to apply the rules in the order listed. Only give a single classification—either "Healthy" or "Stressed"—for each entity.

• Inferences: 1000
• Created: 2025-03-24 21:14:11+00:00
• First inference: 2025-03-24 21:14:16+00:00
• Last inference: 2025-03-24 22:08:01+00:00
• Completed: yes
• Train accuracy: 0.5146871008939975 (KT 0.288)
• Validation accuracy: 0.5288461538461539 (KT 0.277)
• Test accuracy: 0.5486725663716814 (KT 0.261)