Round 135

Round UUID: eb0fc27d-c925-428b-bd4d-75b705edf4ec

Prompt:

Classification Rules for Cosmic Entities:

1. Primary Orbital Classification:
   - If mean_orbital_radius > 2.9, classify as Fylaran
   - If mean_orbital_radius < 2.4, classify as Qtharri

2. Surface and Atmosphere Rules:
   - If mean_atmospheric_depth > 6.8, classify as Fylaran
   - If max_orbital_radius > 3.0, classify as Fylaran
   - If mean_atmospheric_depth < 5.9, classify as Qtharri

3. Cloud and Crater Rules:
   - If mean_ring_system_complexity > 0.95 AND mean_impact_crater_count > 0.97, classify as Qtharri
   - If mean_impact_crater_count > 0.98, classify as Qtharri regardless of other factors
   - If mean_cloud_turbulence > 500 AND mean_orbital_radius < 2.6, classify as Fylaran

4. Combined Feature Rules for Boundary Cases (mean_orbital_radius between 2.4-2.9):
   - If mean_orbital_radius is between 2.4-2.6 AND max_orbital_radius > 2.8, classify as Fylaran
   - If mean_orbital_radius is between 2.6-2.8 AND mean_atmospheric_depth < 6.3, classify as Qtharri unless mean_cloud_turbulence > 450
   - If mean_orbital_radius is between 2.6-2.8 AND mean_atmospheric_depth > 6.5 AND max_orbital_radius < 2.9, classify as Qtharri
   - If mean_orbital_radius is between 2.6-2.8 AND mean_ring_system_complexity < 0.85, classify as Fylaran
   - If mean_orbital_radius is between 2.8-2.9 AND mean_impact_crater_count > 0.95, classify as Qtharri
   - If mean_orbital_radius is between 2.8-2.9 AND mean_cloud_turbulence < 200, classify as Qtharri

5. Error Measurement Rules:
   - If orbital_radius_error > 0.8 AND atmospheric_depth_error > 8.0, classify as Fylaran
   - If orbital_radius_error < 0.5 AND core_density_error < 0.15 AND mean_impact_crater_count < 0.95, classify as Qtharri
   - If atmospheric_depth_error > 10.0, classify as Fylaran

6. Tie-Breaking Rules:
   - If none of the above rules apply and mean_cloud_turbulence > 400 AND mean_orbital_radius > 2.5, classify as Fylaran
   - If none of the above rules apply and mean_axial_symmetry > 500, classify as Fylaran
   - If none of the above rules apply, classify as Qtharri

Apply these rules in sequence. Once a rule matches, use its classification and stop processing further rules.

• Inferences: 569
• Created: 2025-03-14 22:20:51+00:00
• First inference: 2025-03-14 22:20:55+00:00
• Last inference: 2025-03-14 22:58:21+00:00
• Completed: yes
• Train accuracy: 0.7545454545454545 (KT 0.123)
• Validation accuracy: 0.7301587301587301 (KT 0.137)
• Test accuracy: 0.7878787878787878 (KT 0.104)