Round 382

Round UUID: 2b1fd6bf-43d1-4518-96f1-4b437b605535

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. PollutionLevel = "Critical"
2. ReefIntegrityScore = "Very Poor"
3. BleachingEventsPerYear = "Constant" AND (ReefIntegrityScore = "Poor" OR BiodiversityIndex = "Low" OR "Very Low")
4. PollutionLevel = "High" AND BiodiversityIndex = "Low"
5. AcousticIntensity > 1200 OR AcousticIntensity < 80

**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"
5. PollutionLevel = "Low"

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

**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 11:47:12.057875+00:00
• First inference: 2025-07-31 11:47:25.565470+00:00
• Last inference: 2025-07-31 12:24:17.697042+00:00
• Completed: yes
• Train accuracy: 0.5057471264367817 (KT 0.296)
• Validation accuracy: 0.625 (KT 0.204)
• Test accuracy: 0.5398230088495575 (KT 0.268)