Round 395

Round UUID: 2f57acd7-203f-472b-a166-edb07ac7e75c

Prompt:

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

1. **Classify as 'Qtharri' if any of the following conditions are met:**
   - 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 tidal distortion > 500 AND (Mean core density < 0.85 OR Mean ring system complexity < 0.90).
   - Mean impact crater count < 0.80 AND Mean axial symmetry > 400.
   - Mean tidal distortion < 300 AND Mean core density < 0.85 to prevent false negatives.
   - Mean tidal distortion between 300 and 400 AND Mean core density < 0.85 AND Mean impact crater count > 0.85.
   - Mean core density < 0.85 AND Mean tidal distortion < 50 for safe classification.
   - Mean axial symmetry < 150 AND Mean tidal distortion > 200 AND Mean impact crater count < 0.90.
   - Mean core density < 0.85 AND Mean impact crater count < 0.85.
   - **New Rule:** Mean tidal distortion between 100 and 200 AND Mean core density < 0.85 AND Mean axial symmetry > 400 to improve classification accuracy.
   - **New Rule:** Mean tidal distortion between 400 and 500 AND Mean core density < 0.80 to refine classifications where overlaps occur.
   - **New Rule:** Mean tidal distortion between 200 and 300 AND Mean core density < 0.80 AND Mean ring system complexity < 0.90, classify as 'Qtharri' to handle misclassifications in key areas.
   
2. **Classify as 'Fylaran' if any of the following conditions are met:**
   - Mean core density > 0.95 AND Mean impact crater count > 0.90.
   - Mean tidal distortion between 100 and 400 AND Mean impact crater count > 0.85.
   - Mean ring system complexity > 0.95 AND Mean cloud turbulence < 140.
   - Mean core density > 0.85 AND Mean tidal distortion < 30.
   - Mean orbital radius between 2.8 and 3.0 AND Mean surface roughness > 470.
   - Mean surface roughness < 450 AND Mean core density > 0.85.
   - Mean impact crater count > 0.90 AND Mean axial symmetry > 350.
   - Mean axial symmetry between 150-300 AND Mean tidal distortion < 250.
   - Mean tidal distortion between 30 and 100 AND Mean core density > 0.90.
   - **New Rule:** Mean core density between 0.85 and 0.90 AND Mean tidal distortion > 250 AND Mean impact crater count < 0.90 to accurately classify edge cases.
   - **New Rule:** Mean core density between 0.90 and 0.95 AND Mean axial symmetry > 300 AND Mean tidal distortion < 100, classify as 'Fylaran'.
   - **New Rule:** Mean tidal distortion < 50 AND Mean core density > 0.90 AND Mean axial symmetry > 400 to avoid false positives in low distortion regions.
   
3. **Implement stricter boundaries for critical thresholds** around Mean core density (0.80, 0.85, 0.90) and Mean impact crater count (< 0.80, 0.80-0.85, > 0.85) to clarify classification parameters and significantly reduce ambiguity.
   
4. **Regularly review and adjust thresholds and classification conditions based on dataset performance** to continually minimize classification errors and ensure ongoing improvement.

• Inferences: 569
• Created: 2025-08-09 06:54:49.420212+00:00
• First inference: 2025-08-09 06:55:10.615959+00:00
• Last inference: 2025-08-09 07:15:52.173010+00:00
• Completed: yes
• Train accuracy: 0.25 (KT 0.601)
• Validation accuracy: 0.15873015873015872 (KT 0.798)
• Test accuracy: 0.3333333333333333 (KT 0.477)