Round 294

Round UUID: 752f6302-7351-45a0-b869-d4af7c6f989e

Prompt:

Based on the provided Entity Data for a coral reef, classify its status as either 'Healthy' or 'Stressed'. Apply the following rules in order. If any rule matches, classify the reef as 'Stressed'. If none of the rules match, classify the reef as 'Healthy'.

Rules for 'Stressed' Classification:

1.  IF `PollutionLevel` is 'Critical' AND (`ReefIntegrityScore` is NOT 'Excellent' OR `BiodiversityIndex` is NOT 'Very High'), THEN predict 'Stressed'.
2.  IF (`ReefIntegrityScore` is 'Poor' OR `ReefIntegrityScore` is 'Very Poor') AND `PollutionLevel` NOT IN ('Low', 'None'), THEN predict 'Stressed'.
3.  IF `BleachingEventsPerYear` is 'Constant' AND `PollutionLevel` is 'High', THEN predict 'Stressed'.
4.  IF `BleachingEventsPerYear` is 'Constant' AND `CurrentFlowQuality` is 'Poor', THEN predict 'Stressed'.
5.  IF `BleachingEventsPerYear` is 'Frequent' AND `PollutionLevel` is 'High', THEN predict 'Stressed'.
6.  IF `CurrentFlowQuality` is 'Poor' AND `PollutionLevel` is 'High', THEN predict 'Stressed'.
7.  IF `BleachingEventsPerYear` is 'Constant' AND `PollutionLevel` is 'Moderate', THEN predict 'Stressed'.
8.  IF `CurrentFlowQuality` is 'Poor' AND `BleachingEventsPerYear` is 'Frequent', THEN predict 'Stressed'.
9.  IF `CurrentFlowQuality` is 'Poor' AND `PreviousStressIncidents` IN ('Minor', 'Moderate', 'Major'), THEN predict 'Stressed'.
10. IF `BiodiversityIndex` is 'Low' AND (`PredatorActivityLevel` is 'Severe' OR `PredatorActivityLevel` is 'Catastrophic'), THEN predict 'Stressed'.
11. IF `BiodiversityIndex` is 'Low' AND `PollutionLevel` is 'High' AND `AlgalCoverage` is NOT 'Minimal', THEN predict 'Stressed'.
12. IF `BiodiversityIndex` is 'Medium' AND `PollutionLevel` is 'High' AND `ReefIntegrityScore` NOT IN ('Excellent', 'Good'), THEN predict 'Stressed'.
13. IF `CoralDominantType` is 'Soft' AND (`BleachingEventsPerYear` is 'Frequent' OR `CoralAgeEstimate` <= 10) AND `PollutionLevel` IN ('High', 'Critical'), THEN predict 'Stressed'.
14. IF `DistantStressIndicators` is 'Confirmed' AND `PollutionLevel` IN ('High', 'Critical'), THEN predict 'Stressed'.
15. IF `CurrentFlowQuality` is 'Poor' AND `CoralAgeEstimate` <= 10, THEN predict 'Stressed'.

Default Rule:
IF none of the above rules are met, THEN predict 'Healthy'./

• Inferences: 1000
• Created: 2025-03-31 14:07:39+00:00
• First inference: 2025-03-31 14:07:44+00:00
• Last inference: 2025-03-31 15:28:21+00:00
• Completed: yes
• Train accuracy: 0.5823754789272031 (KT 0.235)
• Validation accuracy: 0.5480769230769231 (KT 0.261)
• Test accuracy: 0.5309734513274337 (KT 0.275)