Round 156

Round UUID: ae1ddbaf-07da-44bd-b3d7-682fbbb3b021

Prompt:

Classify an entity as Fylaran or Qtharri using these refined rules:

Assign label "Fylaran" if ALL the following conditions are met:
- mean_surface_roughness >= 320
- mean_magnetosphere_extent >= 4.5
- mean_atmospheric_depth >= 6.3
- mean_ring_system_complexity <= 0.95
- mean_impact_crater_count <= 0.96
- mean_core_density < 0.94
- mean_cloud_turbulence < 500

Else, assign label "Qtharri".

(Notes: 1) The surface roughness, impact crater count, and especially core density thresholds have been slightly relaxed to match more "true Fylaran" cases. 2) An upper bound on mean_cloud_turbulence helps filter out high-turbulence Qtharri that otherwise appear Fylaran per false positive examples.)

Apply these rules strictly based on the entity data. If any of the conditions for Fylaran are not met, choose Qtharri.

• Inferences: 569
• Created: 2025-04-16 22:25:05+00:00
• First inference: 2025-04-16 22:25:12+00:00
• Last inference: 2025-04-16 23:15:03+00:00
• Completed: yes
• Train accuracy: 0.8295454545454546 (KT 0.081)
• Validation accuracy: 0.7619047619047619 (KT 0.118)
• Test accuracy: 0.7121212121212122 (KT 0.148)