Round 91

Round UUID: a132fce9-f3f5-4e1b-b959-cc4194804ddf

Prompt:

Predict whether a coral reef is "Healthy" or "Stressed" based on the following rules:

**PREDICT STRESSED IF ANY OF THESE CONDITIONS ARE MET:**

1. **Critical Integrity Rule**: ReefIntegrityScore is "Very Poor" OR "Poor"

2. **Severe Predation Rule**: PredatorActivityLevel is "Severe" AND AlgalCoverage is "Extensive" OR "Heavy"

3. **Poor Flow with High Acoustic Rule**: CurrentFlowQuality is "Poor" AND AcousticIntensity > 600

4. **Young Coral Under Constant Bleaching Rule**: CoralAgeEstimate < 15 AND BleachingEventsPerYear is "Constant" AND BiodiversityIndex is NOT "Very High" AND NOT "High"

5. **Multiple Stress Indicators Rule**: Count how many of these are true:
   - CurrentFlowQuality is "Poor"
   - AlgalCoverage is "Extensive" 
   - BiodiversityIndex is "Low" OR "Very Low"
   - PollutionLevel is "High"
   - PreviousStressIncidents is "Major" OR "Severe"
   
   If 3 or more are true, predict STRESSED

6. **Extreme Algae with Low Diversity Rule**: AlgalCoverage is "Extensive" AND BiodiversityIndex is "Low" OR "Very Low"

**OTHERWISE, PREDICT HEALTHY IF:**
- None of the above stress conditions are met
- OR if BiodiversityIndex is "Very High" AND ReefIntegrityScore is NOT "Very Poor" AND NOT "Poor"

**DEFAULT**: If unclear, predict HEALTHY

• Inferences: 1000
• Created: 2025-06-28 20:31:18.333117+00:00
• First inference: 2025-06-28 20:31:40.210033+00:00
• Last inference: 2025-06-28 21:46:01.549256+00:00
• Completed: yes
• Train accuracy: 0.698595146871009 (KT 0.156)
• Validation accuracy: 0.6346153846153846 (KT 0.198)
• Test accuracy: 0.7876106194690266 (KT 0.104)