Round 343

Round UUID: 181201d4-a796-4bf5-bf76-0317c90d7456

Prompt:

To classify a reef's health as 'Healthy' or 'Stressed', apply the following rules based on the entity data:

1. If CurrentFlowQuality is 'Excellent' or 'Good', AND BleachingEventsPerYear is 'Rare' AND PollutionLevel is 'Low', AND BiodiversityIndex is 'High' or 'Very High', AND CoralAgeEstimate is greater than 15, THEN classify as 'Healthy'.

2. If CurrentFlowQuality is 'Fair' or 'Poor', OR BleachingEventsPerYear is 'Frequent' or 'Constant', OR PollutionLevel is 'High' or 'Moderate', OR PredatorActivityLevel is 'Severe', THEN classify as 'Stressed'.

3. If ReefIntegrityScore is 'Excellent', AND AlgalCoverage is 'Minimal', AND CoralAgeEstimate is greater than 10, AND DistantStressIndicators are 'None', THEN add to 'Healthy'.

4. If DistantStressIndicators are 'Confirmed' OR PreviousStressIncidents are 'Major', AND NearbyHealthyReef is 'Absent', THEN it's 'Stressed'.

5. If ObservationDuration is greater than 50 years AND BleachingEventsPerYear is 'Occasional' AND CurrentFlowQuality is 'Good' or 'Excellent', THEN classify as 'Healthy'.

Always consider multiple factors together to form a comprehensive assessment. Use RemoteSensor and SurveyorExperience as supportive indicators but focus on ecological conditions for the final determination.

• Inferences: 1000
• Created: 2025-03-17 08:00:19+00:00
• First inference: 2025-03-17 08:00:28+00:00
• Last inference: 2025-03-17 08:57:47+00:00
• Completed: yes
• Train accuracy: 0.30395913154533843 (KT 0.517)
• Validation accuracy: 0.40384615384615385 (KT 0.394)
• Test accuracy: 0.22123893805309736 (KT 0.655)