Round 287

Round UUID: 865b1247-1c67-467a-941f-163da29383d2

Prompt:

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

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" or "Medium" AND (ReefIntegrityScore is not "Excellent" OR AlgalCoverage is not "Minimal").
- ReefAverageAge is less than 20 AND DistantStressIndicators is "Confirmed" AND PreviousStressIncidents is "Major" or "Moderate".
- BleachingEventsPerYear is "Frequent".

If none of the above rules apply, predict "Healthy" if ObservationDuration is greater than 60, otherwise predict "Stressed".

• Inferences: 1000
• Created: 2025-03-17 20:52:54+00:00
• First inference: 2025-03-17 20:52:59+00:00
• Last inference: 2025-03-17 21:57:45+00:00
• Completed: yes
• Train accuracy: 0.3065134099616858 (KT 0.513)
• Validation accuracy: 0.41346153846153844 (KT 0.383)
• Test accuracy: 0.23008849557522124 (KT 0.638)