Round 443

Round UUID: b7f82839-1897-49fe-a12c-ab60dd8d5f1b

Prompt:

Using the provided entity data, classify the entity as either 'Fylaran' or 'Qtharri' by strictly adhering to the following clearly defined rules:

1. **Classify as 'Qtharri' if any of the following conditions are met:**  
   - Mean tidal distortion > 450 AND Mean core density < 0.85 AND Mean axial symmetry >= 250.  
   - Mean tidal distortion > 500 AND Mean axial symmetry < 300 AND (Mean core density < 0.90 OR Mean ring system complexity < 0.90).  
   - Mean tidal distortion >= 400 AND Mean impact crater count < 0.85 AND Mean core density < 0.85.  
   - Mean tidal distortion > 400 AND Mean ring system complexity < 0.90 AND Mean axial symmetry >= 250.  
   - Mean axial symmetry > 450 AND Mean tidal distortion > 350 AND Mean core density < 0.90.  
   - Mean orbital radius > 3.0 AND Mean surface roughness > 460.  
   - Mean core density < 0.80 AND Mean axial symmetry < 250.  
   - Mean magnetosphere extent < 4.5 AND Mean axial symmetry < 300.  
   - Mean tidal distortion < 30, regardless of other conditions.  
   - Mean impact crater count < 0.80 AND Mean axial symmetry > 400.  
   - Mean tidal distortion < 300 AND Mean core density < 0.85.  
   - Mean tidal distortion between 300 and 400 AND Mean core density < 0.85 AND Mean impact crater count > 0.85.  
   - Mean axial symmetry < 100 AND Mean impact crater count > 0.90.

2. **Classify as 'Fylaran' if any of the following conditions are met:**  
   - Mean tidal distortion < 150 AND Mean core density > 0.90 AND Mean axial symmetry <= 300.  
   - Mean tidal distortion > 200 AND Mean core density > 0.90 AND Mean axial symmetry < 400.  
   - Mean impact crater count < 0.80 AND Mean tidal distortion between 100 and 300.  
   - Mean core density > 0.90 AND Mean tidal distortion < 100 AND Mean axial symmetry > 200.  
   - Mean tidal distortion < 200 AND Mean core density > 0.85 AND Mean impact crater count >= 0.90.  
   - Mean tidal distortion < 300 AND Mean core density >= 0.85 AND Mean axial symmetry <= 250.  
   - Mean core density > 0.95 AND Mean impact crater count > 0.90.

3. **Implement stricter boundaries surrounding key thresholds** of Mean core density (0.80, 0.85, 0.90) and Mean impact crater count (< 0.80, 0.80-0.85, > 0.85) to minimize overlap between classifications and enhance clarity in thresholds.

4. **Continuously evaluate and adjust thresholds** and classification conditions based on performance data (precision, recall, confusion matrix) to systematically refine and minimize classification errors.

• Inferences: 569
• Created: 2025-08-09 20:53:54.251293+00:00
• First inference: 2025-08-09 20:54:10.212168+00:00
• Last inference: 2025-08-09 20:57:10.127926+00:00
• Completed: yes
• Train accuracy: 0.35909090909090907 (KT 0.444)
• Validation accuracy: 0.3333333333333333 (KT 0.477)
• Test accuracy: 0.3333333333333333 (KT 0.477)