Round 288

Round UUID: bcf82493-a7cd-4415-aa16-00da44be4f72

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".

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".
- CurrentFlowQuality is "Fair" AND ReefIntegrityScore is "Moderate" AND AlgalCoverage is "Minimal" or "Sparse" AND PredatorActivityLevel is not "High" AND PollutionLevel is not "Critical" AND InvasiveSpeciesDetected is "No".
- BiodiversityIndex is "Medium" or "High" AND ReefIntegrityScore is not "Poor" AND AlgalCoverage is not "Extensive" AND PollutionLevel is not "Critical" AND PredatorActivityLevel is not "Severe" AND InvasiveSpeciesDetected is "No".

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

• Inferences: 1000
• Created: 2025-03-17 21:58:00+00:00
• First inference: 2025-03-17 21:58:06+00:00
• Last inference: 2025-03-17 22:58:55+00:00
• Completed: yes
• Train accuracy: 0.3128991060025543 (KT 0.504)
• Validation accuracy: 0.4230769230769231 (KT 0.374)
• Test accuracy: 0.23893805309734514 (KT 0.621)