Round 289

Round UUID: 79fa965b-c41a-41c6-a828-b447c39166de

Prompt:

Predict "Stressed" if:
    - CurrentFlowQuality is "Poor" OR ReefIntegrityScore is "Poor" OR AlgalCoverage is "Extensive" OR PollutionLevel is "Critical" OR PredatorActivityLevel is "Severe" OR InvasiveSpeciesDetected is "Yes".
    - BiodiversityIndex is "Low" AND (ReefIntegrityScore is not "Excellent" OR AlgalCoverage is not "Minimal").
    - ReefAverageAge is less than 20 AND DistantStressIndicators is "Confirmed" AND PreviousStressIncidents is "Major".
    - BleachingEventsPerYear is "Frequent" AND PollutionLevel is "High".
    - (CurrentFlowQuality is "Fair" OR ReefIntegrityScore is "Moderate") AND (AlgalCoverage is not "Minimal" OR PollutionLevel is not "Low" or DistantStressIndicators is "Confirmed" or "Possible" or PreviousStressIncidents is not "None").
    - InvasiveSpeciesDetected is "Yes" AND (BiodiversityIndex is not "Very High" OR ReefIntegrityScore is not "Excellent").

Predict "Healthy" if:
    - CurrentFlowQuality is "Excellent" AND ReefIntegrityScore is "Excellent" AND AlgalCoverage is "Minimal" AND PollutionLevel is "Low" AND PredatorActivityLevel is not "Severe" AND InvasiveSpeciesDetected is "No".
    - BiodiversityIndex is "Very High" AND AlgalCoverage is not "Extensive" AND PollutionLevel is "Low" AND DistantStressIndicators is "None".
    - ReefAverageAge is greater than 30 AND DistantStressIndicators is "None" AND PreviousStressIncidents is "None".

If none of the above rules apply, predict "Stressed".

• Inferences: 1000
• Created: 2025-03-17 22:59:08+00:00
• First inference: 2025-03-17 22:59:13+00:00
• Last inference: 2025-03-18 00:01:35+00:00
• Completed: yes
• Train accuracy: 0.3103448275862069 (Krichevsky-Trofimov 0.508)
• Validation accuracy: 0.41346153846153844 (Krichevsky-Trofimov 0.383)
• Test accuracy: 0.22123893805309736 (Krichevsky-Trofimov 0.655)