Round 381

Round UUID: 7e631aba-2eb2-4429-82ab-f666120e075c

Prompt:

You are analyzing coral reef health data to classify reefs as either "Healthy" or "Stressed". 

Apply these rules in order:

**IMMEDIATE STRESS INDICATORS (classify as Stressed if ANY are true):**
1. BleachingEventsPerYear = "Constant" 
2. ReefIntegrityScore = "Very Poor"
3. PollutionLevel = "High" AND BiodiversityIndex = "Low"
4. AcousticIntensity > 1000 OR AcousticIntensity < 100

**STRONG HEALTHY INDICATORS (classify as Healthy if ALL are true):**
1. PreviousStressIncidents = "None" 
2. BleachingEventsPerYear = "Rare"
3. ReefIntegrityScore = "Good" OR "Excellent"
4. BiodiversityIndex = "High" OR "Very High"

**COMBINED STRESS ASSESSMENT (classify as Stressed if 3+ are true):**
1. CurrentFlowQuality = "Poor"
2. AlgalCoverage = "Heavy" OR "Moderate"
3. PredatorActivityLevel = "High" OR "Extreme" 
4. BleachingEventsPerYear = "Frequent"
5. PollutionLevel = "High" OR "Moderate"
6. ReefIntegrityScore = "Poor" OR "Moderate"

**DEFAULT:** If none of the above rules apply, classify as "Healthy"

Analyze the given reef data and classify it as either "Healthy" or "Stressed" based on these rules.

• Inferences: 1000
• Created: 2025-07-31 11:26:24.474484+00:00
• First inference: 2025-07-31 11:26:39.741908+00:00
• Last inference: 2025-07-31 11:47:11.564471+00:00
• Completed: yes
• Train accuracy: 0.4942528735632184 (KT 0.306)
• Validation accuracy: 0.5096153846153846 (KT 0.293)
• Test accuracy: 0.46017699115044247 (KT 0.337)