Round UUID: 18bd2dab-af30-45ad-85bf-f805ccad9359
Prompt:
Classification Rules for Cosmic Entities (Next Generation):
IMPORTANT: Apply these rules in the listed order. Once a rule matches, use its classification and stop.
1. High Confidence Qtharri Identification Rules (Apply first):
- If mean_ring_system_complexity >= 0.99 AND mean_impact_crater_count >= 0.99, classify as Qtharri immediately.
- If mean_ring_system_complexity > 0.96 AND mean_impact_crater_count > 0.975, classify as Qtharri regardless of other factors,
EXCEPT if mean_atmospheric_depth > 6.5 AND mean_tidal_distortion < 100,
in which case classify as Fylaran (special deep-atmosphere, low-tidal-distortion edge case).
- If mean_impact_crater_count > 0.98 AND mean_cloud_turbulence < 350, classify as Qtharri regardless of other factors.
- If mean_axial_symmetry < 50 AND mean_cloud_turbulence < 50 AND mean_orbital_radius > 2.6, classify as Qtharri.
- If mean_tidal_distortion < 120 AND mean_impact_crater_count > 0.96 AND mean_cloud_turbulence < 180, classify as Qtharri.
- If orbital_radius_error < 0.45 AND atmospheric_depth_error < 4.0 AND mean_impact_crater_count > 0.96, classify as Qtharri.
2. High Confidence Fylaran Identification Rules (Apply second):
- If orbital_radius_error > 0.85 AND atmospheric_depth_error > 9.0, classify as Fylaran.
- If mean_cloud_turbulence > 500 AND mean_orbital_radius > 2.5, classify as Fylaran.
- If mean_cloud_turbulence > 450 AND mean_orbital_radius > 2.65 AND mean_tidal_distortion > 400, classify as Fylaran.
- If mean_tidal_distortion > 530 AND mean_orbital_radius > 2.6, classify as Fylaran.
- If atmospheric_depth_error > 10.0, classify as Fylaran.
3. Primary Orbital Classification:
- If mean_orbital_radius > 2.95, classify as Fylaran.
- If mean_orbital_radius < 2.4, classify as Qtharri.
4. Surface and Atmosphere Rules:
- If mean_atmospheric_depth > 6.85, classify as Fylaran.
- If max_orbital_radius > 3.05, classify as Fylaran.
- If mean_atmospheric_depth < 5.9, classify as Qtharri.
5. Combined Feature Rules for Boundary Cases (when mean_orbital_radius is between 2.4 and 2.95):
- If mean_orbital_radius is between 2.4 and 2.7 AND mean_cloud_turbulence > 350 AND mean_impact_crater_count < 0.96, classify as Fylaran.
- If mean_orbital_radius is between 2.4 and 2.7 AND mean_axial_symmetry > 500, classify as Fylaran.
- If mean_orbital_radius is between 2.4 and 2.7 AND mean_tidal_distortion > 500, classify as Fylaran.
- If mean_orbital_radius is between 2.6 and 2.8 AND mean_atmospheric_depth < 6.35 AND mean_cloud_turbulence < 250 AND mean_tidal_distortion < 300 AND mean_impact_crater_count > 0.96, classify as Qtharri.
- If mean_orbital_radius is between 2.7 and 2.85 AND mean_atmospheric_depth > 6.5 AND max_orbital_radius < 2.85 AND mean_cloud_turbulence < 150 AND mean_tidal_distortion < 300, classify as Qtharri.
- If mean_orbital_radius is between 2.6 and 2.8 AND mean_ring_system_complexity < 0.8, classify as Fylaran.
- If mean_orbital_radius is between 2.8 and 2.9 AND mean_impact_crater_count > 0.97 AND mean_cloud_turbulence < 100, classify as Qtharri.
- If mean_orbital_radius is between 2.8 and 2.95 AND mean_cloud_turbulence < 80 AND mean_axial_symmetry < 150, classify as Qtharri,
EXCEPT if (mean_atmospheric_depth > 6.6 AND mean_tidal_distortion < 300 AND mean_ring_system_complexity > 0.93), in which case classify as Fylaran.
6. Fylaran-leaning Boundary Rules:
- If mean_orbital_radius is between 2.65 and 2.75 AND mean_atmospheric_depth is between 6.3 and 6.5 AND mean_cloud_turbulence > 250, classify as Fylaran.
- If mean_orbital_radius is between 2.75 and 2.87 AND mean_atmospheric_depth is between 6.5 and 6.75 AND mean_cloud_turbulence > 180 AND mean_tidal_distortion > 350, classify as Fylaran.
- If mean_orbital_radius is between 2.65 and 2.8 AND mean_atmospheric_depth > 6.25 AND mean_tidal_distortion > 250 AND mean_cloud_turbulence > 175, classify as Fylaran.
- If mean_orbital_radius is between 2.7 and 2.85 AND mean_atmospheric_depth > 6.45 AND mean_tidal_distortion > 350, classify as Fylaran.
- If mean_orbital_radius is between 2.5 and 2.7 AND mean_cloud_turbulence > 400 AND mean_tidal_distortion > 300, classify as Fylaran.
- If mean_orbital_radius is between 2.6 and 2.85 AND mean_cloud_turbulence > 300 AND mean_axial_symmetry > 450, classify as Fylaran.
7. Error Measurement and Feature Combination Rules:
- If orbital_radius_error > 0.65 AND atmospheric_depth_error > 5.5 AND mean_orbital_radius > 2.7 AND mean_tidal_distortion > 300, classify as Fylaran.
- If orbital_radius_error > 0.65 AND atmospheric_depth_error > 6.0 AND mean_orbital_radius > 2.65, classify as Fylaran.
- If orbital_radius_error < 0.48 AND core_density_error < 0.12 AND mean_impact_crater_count > 0.96 AND mean_cloud_turbulence < 150, classify as Qtharri.
- If max_orbital_radius > 2.9 AND mean_atmospheric_depth > 6.7 AND orbital_radius_error > 0.6, classify as Fylaran.
8. Specific Rules for Edge Cases:
- If mean_orbital_radius is between 2.55 and 2.7 AND mean_atmospheric_depth is between 6.0 and 6.35 AND mean_cloud_turbulence > 400 AND mean_axial_symmetry > 350, classify as Fylaran.
- If mean_orbital_radius is between 2.7 and 2.8 AND mean_atmospheric_depth > 6.35 AND mean_tidal_distortion > 300, classify as Fylaran.
- If mean_orbital_radius is between 2.65 and 2.75 AND mean_tidal_distortion > 400 AND mean_impact_crater_count < 0.96, classify as Fylaran.
- If mean_orbital_radius is between 2.8 and 2.95 AND mean_atmospheric_depth > 6.6 AND mean_cloud_turbulence > 150, classify as Fylaran.
- If mean_orbital_radius is between 2.75 and 2.95 AND mean_atmospheric_depth > 6.5 AND mean_tidal_distortion > 250 AND mean_axial_symmetry > 200, classify as Fylaran.
- If mean_orbital_radius is between 2.85 and 2.9 AND mean_atmospheric_depth > 6.75 AND mean_ring_system_complexity > 0.88 AND mean_tidal_distortion > 280, classify as Fylaran.
9. Additional Specific Overriding Rules for High Ring Complexity and Crater Count:
- If mean_orbital_radius < 2.65 AND mean_ring_system_complexity > 0.93 AND mean_impact_crater_count > 0.96 AND mean_tidal_distortion < 400 AND mean_cloud_turbulence > 350,
classify as Qtharri. (This corrects certain false positives at lower orbital radii.)
- If mean_orbital_radius is between 2.75 and 2.8 AND mean_atmospheric_depth > 6.55 AND mean_ring_system_complexity > 0.93 AND mean_impact_crater_count > 0.96 AND mean_cloud_turbulence < 250,
classify as Fylaran. (This corrects certain false negatives in that orbital range.)
- If mean_orbital_radius < 2.7 AND mean_ring_system_complexity > 0.93 AND mean_impact_crater_count > 0.935,
classify as Qtharri. (This corrects certain false positives for higher ring complexity and crater count at lower orbital radii.)
10. Newly Introduced Boundary Tweaks (to address recent misclassifications):
- If mean_orbital_radius is between 2.7 and 2.75 AND mean_impact_crater_count > 0.94 AND mean_tidal_distortion < 500,
classify as Qtharri. (Helps reduce false Fylaran predictions for borderline tidal distortion.)
- If mean_orbital_radius is between 2.8 and 2.83 AND mean_atmospheric_depth > 6.6 AND mean_tidal_distortion > 400 AND mean_ring_system_complexity > 0.85,
classify as Fylaran. (Captures mid-range orbital radius, moderate-high ring complexity, large tidal distortion objects missed previously.)
11. Tie-Breaking Rules (if none of the above apply):
- If mean_orbital_radius < 2.7 AND mean_impact_crater_count > 0.965, classify as Qtharri.
- If mean_cloud_turbulence > 350 AND mean_orbital_radius > 2.5, classify as Fylaran.
- If mean_axial_symmetry > 500 AND mean_orbital_radius > 2.6, classify as Fylaran.
- If mean_tidal_distortion > 500 AND mean_orbital_radius > 2.65, classify as Fylaran.
- If mean_orbital_radius > 2.7 AND mean_tidal_distortion > 320 AND mean_cloud_turbulence > 250, classify as Fylaran.
- If mean_orbital_radius > 2.75 AND mean_atmospheric_depth > 6.4 AND mean_cloud_turbulence > 175, classify as Fylaran.
- If mean_orbital_radius > 2.8 AND mean_atmospheric_depth > 6.6, classify as Fylaran.
- Otherwise, classify as Qtharri.
Use these updated rules carefully to reduce both false positives and false negatives. We have introduced two specific new boundary rules in Section 10 to correct misclassifications:
• We ensure borderline cases at orbital radius ~2.7–2.75 with moderate crater count (>0.94) and tidal distortion < 500 default to Qtharri.
• We add a new condition for orbital radius ~2.8–2.83 with ring complexity > 0.85, deeper atmosphere, and tidal distortion > 400 to classify as Fylaran.
These modifications address known errors while retaining earlier high-confidence checks.