Round 386

Round UUID: 78004327-e0ac-43ce-9078-b3bf900c5d91

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. AcousticIntensity > 1600 OR AcousticIntensity < 40

**POOR FLOW STRESS (classify as Stressed if CurrentFlowQuality = "Poor" AND ANY of these are true):**
1. ReefIntegrityScore = "Poor" OR "Very Poor"
2. BleachingEventsPerYear = "Frequent" OR "Constant"
3. PollutionLevel = "High" OR "Moderate"
4. BiodiversityIndex = "Low" OR "Very Low"

**CONSTANT BLEACHING STRESS (classify as Stressed if ALL are true):**
1. BleachingEventsPerYear = "Constant"
2. ReefIntegrityScore = "Poor" OR "Very Poor"
3. BiodiversityIndex != "Very High"

**STRESS WITH BIODIVERSITY OVERRIDE (classify as Stressed UNLESS BiodiversityIndex = "Very High"):**
1. ReefIntegrityScore = "Very Poor"

**EXCELLENT REEF PROTECTION (classify as Healthy if ALL are true):**
1. ReefIntegrityScore = "Excellent"
2. CurrentFlowQuality = "Good" OR "Excellent"
3. AlgalCoverage = "Minimal" OR "Sparse"
4. BiodiversityIndex = "High" OR "Very High"

**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"

**MODERATE POLLUTION STRESS (classify as Stressed if ALL are true):**
1. PollutionLevel = "High"
2. ReefIntegrityScore = "Moderate" OR "Poor" OR "Very Poor"
3. BiodiversityIndex = "Low" OR "Very Low"

**SEVERE COMBINED STRESS (classify as Stressed if ANY are true):**
1. BleachingEventsPerYear = "Frequent" AND ReefIntegrityScore = "Poor"
2. CurrentFlowQuality = "Poor" AND BleachingEventsPerYear = "Frequent" AND PollutionLevel = "High"

**MODERATE COMBINED STRESS (classify as Stressed if 3+ are true):**
1. CurrentFlowQuality = "Poor"
2. AlgalCoverage = "Heavy" OR "Extensive"
3. PredatorActivityLevel = "High" OR "Extreme" OR "Severe" OR "Catastrophic"
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 13:40:48.531681+00:00
• First inference: 2025-08-02 09:08:39.978752+00:00
• Last inference: 2025-08-02 09:28:48.765449+00:00
• Completed: yes
• Train accuracy: 0.6551724137931034 (KT 0.184)
• Validation accuracy: 0.6346153846153846 (KT 0.198)
• Test accuracy: 0.6460176991150443 (KT 0.190)