Round 149

Round UUID: e538a246-7a1c-46af-8a9b-b5dec60c54bb

Prompt:

Apply the following rules to determine reef health:

1. Classify as 'Stressed' if:
   - CurrentFlowQuality is 'Poor' or 'Fair' AND PollutionLevel is 'Critical' or 'High'.
   - AcousticIntensity exceeds 1000 units.

2. Classify as 'Healthy' if:
   - CurrentFlowQuality is 'Excellent' AND (ReefIntegrityScore is 'Excellent' OR 'Good') AND (BiodiversityIndex is 'High' OR 'Very High') AND BleachingEventsPerYear are not 'Constant' or 'Frequent'.
   - NearbyHealthyReef is 'Adjacent' AND BleachingEventsPerYear are 'Rare' AND PollutionLevel is not 'Critical'.
   - CurrentFlowQuality is 'Excellent', ReefIntegrityScore is 'Excellent', BiodiversityIndex is 'High' or 'Very High', PollutionLevel is 'Low', AcousticIntensity is below 500 units, AND ReefMonitoringDuration is greater than or equal to 6 years, even if BleachingEventsPerYear are 'Constant' or 'Frequent'.

3. Classify as 'Stressed' if neither of the above criteria clearly determine health and BleachingEventsPerYear are 'Frequent' or 'Constant'.

4. If the above criteria aren't explicitly met, default to 'Stressed'.

• Inferences: 1000
• Created: 2025-03-17 09:01:15+00:00
• First inference: 2025-03-17 09:01:22+00:00
• Last inference: 2025-03-17 09:59:42+00:00
• Completed: yes
• Train accuracy: 0.30395913154533843 (KT 0.517)
• Validation accuracy: 0.40384615384615385 (KT 0.394)
• Test accuracy: 0.23008849557522124 (KT 0.638)