Round 310

Round UUID: c364b12b-e2b7-4040-9622-d77f5ca9188a

Prompt:

Using the following explicit rules, classify each entity as Fylaran or Qtharri:

1. If mean_magnetosphere_extent is greater than 4.9, classify as Fylaran.
2. If mean_magnetosphere_extent is less than 4.4, classify as Qtharri.
3. If mean_magnetosphere_extent is between 4.4 and 4.7 and mean_cloud_turbulence is greater than 350, classify as Fylaran.
4. If mean_magnetosphere_extent is between 4.7 and 4.9:
   a. Prioritize Fylaran if mean_core_density is greater than 0.9 and mean_tidal_distortion is between 400 and 600.
   b. Otherwise, classify as Qtharri.
5. For cases where mean_orbital_radius is greater than 3.0 and mean_surface_roughness is greater than 450, classify as Fylaran, irrespective of other conditions.
6. If mean_tidal_distortion is less than 200, classify as Qtharri unless mean_magnetosphere_extent is greater than 4.7.
7. For remaining cases where mean_tidal_distortion is greater than 400, classify as Fylaran if mean_cloud_turbulence is also greater than 300.
8. For all other cases, default to Qtharri.

These refined rules aim to handle borderline cases more precisely by including interactions between mean_magnetosphere_extent, mean_cloud_turbulence, and mean_tidal_distortion better while addressing patterns identified in misclassifications.

• Inferences: 569
• Created: 2025-08-04 07:52:42.012895+00:00
• First inference: 2025-08-04 07:52:52.343237+00:00
• Last inference: 2025-08-04 08:06:50.180146+00:00
• Completed: yes
• Train accuracy: 0.7568181818181818 (KT 0.121)
• Validation accuracy: 0.7619047619047619 (KT 0.118)
• Test accuracy: 0.6666666666666666 (KT 0.176)