Dataset: wisconsin
Round ID: 314
Prompt used:
Using the following explicit rules, classify each entity as Fylaran or Qtharri:
1. If mean_magnetosphere_extent is greater than 5.1, 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:
a. Classify as Fylaran if mean_cloud_turbulence exceeds 360 AND mean_tidal_distortion is greater than 400.
b. Default to Qtharri otherwise.
4. If mean_magnetosphere_extent is between 4.7 and 4.9:
a. Classify as Fylaran if mean_core_density is greater than 0.89 AND mean_tidal_distortion is between 350 and 600.
b. Classify as Qtharri if mean_core_density is less than 0.85 AND mean_orbital_radius is less than 2.7.
c. For all other values in this range, classify as Fylaran if mean_cloud_turbulence exceeds 400 OR mean_surface_roughness exceeds 400 and axial_symmetry is above 350.
5. If mean_magnetosphere_extent is between 4.95 and 5.1:
a. Classify as Fylaran if either mean_cloud_turbulence exceeds 450, OR mean_tidal_distortion is between 450 and 550, AND mean_orbital_radius exceeds 3.0.
b. For all other cases in this range, classify as Qtharri.
6. If mean_orbital_radius is greater than 3.0 AND mean_surface_roughness is greater than 450 while mean_magnetosphere_extent is greater than 4.6, classify as Fylaran, irrespective of other conditions.
7. If mean_tidal_distortion is less than 200 and mean_magnetosphere_extent is less than 4.8, classify as Qtharri unless mean_cloud_turbulence exceeds 320.
8. If mean_cloud_turbulence is greater than 500 AND mean_tidal_distortion exceeds 400 with mean_core_density over 0.90, classify as Fylaran.
9. For borderline cases (mean_magnetosphere_extent between 4.87 and 4.93):
a. Prioritize Qtharri if mean_cloud_turbulence is less than 300 and mean_axial_symmetry is below 100.
b. Otherwise, classify as Fylaran.
10. For all remaining uncertainties:
a. Default to Qtharri if mean_core_density is below 0.85 OR mean_cloud_turbulence below 300.
b. Otherwise, default to Fylaran.
These rules aim to reduce misclassification by modifying thresholds and incorporating additional conditions, especially involving mean_orbital_radius, mean_cloud_turbulence, and mean_core_density in specific ranges.
Confusion Matrix:
Predicted Fylaran Predicted Qtharri
Actual Fylaran 14 18
Actual Qtharri 1 33
Accuracy: 0.712
Precision: 0.933
Recall: 0.438
F1 Score: 0.596
Examples for Correctly predicted Fylaran: (Correct answer: Fylaran, What the previous set of rules predicted: Fylaran)
Entity Data:
mean_orbital_radius: 3.00419635196612
mean_surface_roughness: 507.0
mean_magnetosphere_extent: 4.89335213348152
mean_atmospheric_depth: 7.02464903045364
mean_tidal_distortion: 305.0
mean_core_density: 0.802697062128753
mean_ring_system_complexity: 0.828843762950684
mean_impact_crater_count: 0.899442345745638
mean_axial_symmetry: 550.5
mean_cloud_turbulence: 551.0
orbital_radius_error: 0.977496803063826
surface_roughness_error: 1.88891503249882
magnetosphere_extent_error: 3.32716095192283
atmospheric_depth_error: 10.7796103825695
tidal_distortion_error: 0.0560267793113258
core_density_error: 0.288045135352083
ring_system_complexity_error: 0.298161030317512
impact_crater_count_error: 0.202237484161567
axial_symmetry_error: 0.211754574921063
cloud_turbulence_error: 0.113313723793722
max_orbital_radius: 3.08922261664133
max_surface_roughness: 430.0
max_magnetosphere_extent: 5.02847521222459
max_atmospheric_depth: 7.19518732017871
max_tidal_distortion: 61.5
max_core_density: 0.719269222469971
max_ring_system_complexity: 0.733191582960628
max_impact_crater_count: 0.849834282314949
max_axial_symmetry: 426.0
max_cloud_turbulence: 490.5
Examples for Falsely predicted Qtharri when it should have been Fylaran: (Correct answer: Fylaran, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.59076704048748
mean_surface_roughness: 535.0
mean_magnetosphere_extent: 4.40854684448328
mean_atmospheric_depth: 6.17044720263642
mean_tidal_distortion: 400.0
mean_core_density: 0.880824451686779
mean_ring_system_complexity: 0.9021199819576
mean_impact_crater_count: 0.956370383121976
mean_axial_symmetry: 413.0
mean_cloud_turbulence: 488.0
orbital_radius_error: 0.63663176169588
surface_roughness_error: 1.34499070628759
magnetosphere_extent_error: 1.62542302186231
atmospheric_depth_error: 5.86856030044848
tidal_distortion_error: 0.0953834367172834
core_density_error: 0.196086715511276
ring_system_complexity_error: 0.193984535466104
impact_crater_count_error: 0.114934764105557
axial_symmetry_error: 0.137040140105007
cloud_turbulence_error: 0.0753126815350509
max_orbital_radius: 2.81241021642645
max_surface_roughness: 558.0
max_magnetosphere_extent: 4.63181211693451
max_atmospheric_depth: 6.646260636284
max_tidal_distortion: 550.0
max_core_density: 0.67999456004352
max_ring_system_complexity: 0.693240901213172
max_impact_crater_count: 0.872676498821887
max_axial_symmetry: 442.0
max_cloud_turbulence: 544.0
Examples for Falsely predicted Fylaran when it should have been Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Fylaran)
Entity Data:
mean_orbital_radius: 2.6447553507299
mean_surface_roughness: 122.0
mean_magnetosphere_extent: 4.46164617590205
mean_atmospheric_depth: 6.25575004175337
mean_tidal_distortion: 456.5
mean_core_density: 0.887311446317657
mean_ring_system_complexity: 0.956315507612271
mean_impact_crater_count: 0.969838037047813
mean_axial_symmetry: 435.5
mean_cloud_turbulence: 462.0
orbital_radius_error: 0.430348695827
surface_roughness_error: 0.864696478540303
magnetosphere_extent_error: 1.17601020403736
atmospheric_depth_error: 3.83014360044111
tidal_distortion_error: 0.064007812023221
core_density_error: 0.137767920794356
ring_system_complexity_error: 0.130307329034095
impact_crater_count_error: 0.0805605362444913
axial_symmetry_error: 0.12953763931769
cloud_turbulence_error: 0.0492442890089805
max_orbital_radius: 2.7408400239252
max_surface_roughness: 124.0
max_magnetosphere_extent: 4.57563838338205
max_atmospheric_depth: 6.44809794179055
max_tidal_distortion: 281.5
max_core_density: 0.782717595491547
max_ring_system_complexity: 0.841042893187553
max_impact_crater_count: 0.932114128053839
max_axial_symmetry: 428.0
max_cloud_turbulence: 319.0
Examples for Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.72261035243354
mean_surface_roughness: 545.0
mean_magnetosphere_extent: 4.5384960527201
mean_atmospheric_depth: 6.43759163693504
mean_tidal_distortion: 89.0
mean_core_density: 0.905879155720627
mean_ring_system_complexity: 0.900657479960371
mean_impact_crater_count: 0.957781012949199
mean_axial_symmetry: 11.0
mean_cloud_turbulence: 273.5
orbital_radius_error: 0.57913728942281
surface_roughness_error: 1.52446712001276
magnetosphere_extent_error: 1.45086181285469
atmospheric_depth_error: 5.4735728733616
tidal_distortion_error: 0.0794166229450737
core_density_error: 0.16867127793433
ring_system_complexity_error: 0.196214168703486
impact_crater_count_error: 0.100548495761995
axial_symmetry_error: 0.108857705285386
cloud_turbulence_error: 0.0599082632030006
max_orbital_radius: 2.81839825827108
max_surface_roughness: 560.0
max_magnetosphere_extent: 4.63957161270542
max_atmospheric_depth: 6.63987583382654
max_tidal_distortion: 83.0
max_core_density: 0.804764204088202
max_ring_system_complexity: 0.765462339252909
max_impact_crater_count: 0.924052153503544
max_axial_symmetry: 11.0
max_cloud_turbulence: 250.0
Round ID: 302
Prompt used:
Classification Rules for Cosmic Entities (Further Extended):
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.
- 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 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 orbital_radius_error > 0.85 AND atmospheric_depth_error > 9.0, 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.
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.)
10. Tie-Breaking Rules (if none of the above apply):
- 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.
- If mean_orbital_radius < 2.7 AND mean_impact_crater_count > 0.965, classify as Qtharri.
- Otherwise, classify as Qtharri.
Use these updated rules carefully, as they are designed to reduce both false positives and false negatives by:
• Retaining the definitive Qtharri conditions first.
• Refining boundary-level Fylaran rules to address missed cases.
• Adding additional specific overrides for high ring-system complexity and impact crater count in borderline orbital ranges.
• Maintaining distinct high-confidence Fylaran rules for large orbital radius, deeper atmosphere, and atmospheric errors.
• Using tie-breakers only if none of the specialized rules match.
Confusion Matrix:
Predicted Fylaran Predicted Qtharri
Actual Fylaran 26 6
Actual Qtharri 9 25
Accuracy: 0.773
Precision: 0.743
Recall: 0.812
F1 Score: 0.776
Examples for Correctly predicted Fylaran: (Correct answer: Fylaran, What the previous set of rules predicted: Fylaran)
Entity Data:
mean_orbital_radius: 2.82435065679837
mean_surface_roughness: 489.5
mean_magnetosphere_extent: 4.65109911787649
mean_atmospheric_depth: 6.66402629405882
mean_tidal_distortion: 112.0
mean_core_density: 0.90892564988184
mean_ring_system_complexity: 0.909603594753406
mean_impact_crater_count: 0.949090771041342
mean_axial_symmetry: 333.5
mean_cloud_turbulence: 23.0
orbital_radius_error: 0.635059052372297
surface_roughness_error: 1.03826778819339
magnetosphere_extent_error: 1.70381923923872
atmospheric_depth_error: 6.04814021001498
tidal_distortion_error: 0.0988382517044894
core_density_error: 0.176804977305505
ring_system_complexity_error: 0.224744299149055
impact_crater_count_error: 0.141138230115019
axial_symmetry_error: 0.172655726809162
cloud_turbulence_error: 0.0547905101272109
max_orbital_radius: 2.88144312715186
max_surface_roughness: 368.5
max_magnetosphere_extent: 4.72738781871234
max_atmospheric_depth: 6.77707695534002
max_tidal_distortion: 118.0
max_core_density: 0.838644750083865
max_ring_system_complexity: 0.811556565492615
max_impact_crater_count: 0.899361453368109
max_axial_symmetry: 279.0
max_cloud_turbulence: 31.0
Examples for Falsely predicted Qtharri when it should have been Fylaran: (Correct answer: Fylaran, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.83732253680635
mean_surface_roughness: 326.5
mean_magnetosphere_extent: 4.65491227788291
mean_atmospheric_depth: 6.7077177163824
mean_tidal_distortion: 226.0
mean_core_density: 0.922305024717775
mean_ring_system_complexity: 0.911004017527717
mean_impact_crater_count: 0.937752020855605
mean_axial_symmetry: 290.0
mean_cloud_turbulence: 28.5
orbital_radius_error: 0.864522989862039
surface_roughness_error: 1.00796825346833
magnetosphere_extent_error: 2.24254319913798
atmospheric_depth_error: 8.90224690738243
tidal_distortion_error: 0.104019228991567
core_density_error: 0.14842506526864
ring_system_complexity_error: 0.187082869338697
impact_crater_count_error: 0.134499070628759
axial_symmetry_error: 0.124498995979887
cloud_turbulence_error: 0.0441361529814278
max_orbital_radius: 3.03350963788802
max_surface_roughness: 253.0
max_magnetosphere_extent: 4.86599480426999
max_atmospheric_depth: 7.10987946307227
max_tidal_distortion: 454.5
max_core_density: 0.8302200083022
max_ring_system_complexity: 0.779483981604178
max_impact_crater_count: 0.868055555555556
max_axial_symmetry: 204.0
max_cloud_turbulence: 38.0
Examples for Falsely predicted Fylaran when it should have been Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Fylaran)
Entity Data:
mean_orbital_radius: 2.63547950826737
mean_surface_roughness: 135.5
mean_magnetosphere_extent: 4.43248207816237
mean_atmospheric_depth: 6.24358420665871
mean_tidal_distortion: 360.5
mean_core_density: 0.926414867105787
mean_ring_system_complexity: 0.942018746173049
mean_impact_crater_count: 0.967398664989842
mean_axial_symmetry: 239.0
mean_cloud_turbulence: 390.0
orbital_radius_error: 0.457602447545902
surface_roughness_error: 0.873842090998139
magnetosphere_extent_error: 1.10950439386241
atmospheric_depth_error: 4.20356991139674
tidal_distortion_error: 0.093407708461347
core_density_error: 0.141527382509534
ring_system_complexity_error: 0.152807067899361
impact_crater_count_error: 0.106395488626163
axial_symmetry_error: 0.162018517460196
cloud_turbulence_error: 0.0687459089691888
max_orbital_radius: 2.69056488676119
max_surface_roughness: 111.0
max_magnetosphere_extent: 4.49769632768286
max_atmospheric_depth: 6.37400215057244
max_tidal_distortion: 443.5
max_core_density: 0.828637719588996
max_ring_system_complexity: 0.816926721673066
max_impact_crater_count: 0.904486251808973
max_axial_symmetry: 482.0
max_cloud_turbulence: 454.0
Examples for Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.68375750853317
mean_surface_roughness: 112.0
mean_magnetosphere_extent: 4.48164569970259
mean_atmospheric_depth: 6.35662835844262
mean_tidal_distortion: 258.0
mean_core_density: 0.937822376441902
mean_ring_system_complexity: 0.955064228069338
mean_impact_crater_count: 0.964031967300036
mean_axial_symmetry: 222.5
mean_cloud_turbulence: 99.0
orbital_radius_error: 0.56938563381947
surface_roughness_error: 0.813142054010245
magnetosphere_extent_error: 1.41279864099595
atmospheric_depth_error: 5.21440312979348
tidal_distortion_error: 0.0804363102087608
core_density_error: 0.111713920350152
ring_system_complexity_error: 0.134536240470737
impact_crater_count_error: 0.105023806824929
axial_symmetry_error: 0.137767920794356
cloud_turbulence_error: 0.0423556371690947
max_orbital_radius: 2.76316950032329
max_surface_roughness: 80.0
max_magnetosphere_extent: 4.55503411649429
max_atmospheric_depth: 6.52854254201804
max_tidal_distortion: 243.5
max_core_density: 0.885661146045523
max_ring_system_complexity: 0.867077083152692
max_impact_crater_count: 0.915566460969402
max_axial_symmetry: 155.5
max_cloud_turbulence: 50.0
Round ID: 324
Prompt used:
To classify an entity as either 'Fylaran' or 'Qtharri,' follow these revised rules. These rules are arranged hierarchically, and conflicts are resolved by strict prioritization. Entities with critical features falling near thresholds will now trigger additional checks.
1. **Primary Orbital and Magnetosphere Rule**:
- If mean_orbital_radius > 2.85, classify as Fylaran.
- If mean_orbital_radius <= 2.85 and mean_orbital_radius > 2.65 AND mean_magnetosphere_extent > 4.4 and magnetosphere_extent_error < 1.5, classify as Fylaran.
- Else, classify as Qtharri.
2. **Surface Roughness Rule**:
- If mean_surface_roughness > 460 OR max_surface_roughness > 500, classify as Fylaran IF all of the following conditions hold:
- mean_orbital_radius > 2.65
- mean_tidal_distortion > 250
- mean_cloud_turbulence > 200.
- Otherwise, classify as Qtharri.
3. **Magnetosphere-Climate Interaction Rule**:
- If mean_magnetosphere_extent > 4.7 AND mean_cloud_turbulence > 450, classify as Fylaran unless mean_tidal_distortion < 200 or max_cloud_turbulence < 400.
- Revert to Qtharri if magnetosphere_extent_error > 1.8, regardless of the above.
4. **Core Density and Ring Complexity Rule**:
- If mean_core_density > 0.87 AND mean_ring_system_complexity > 0.9, classify as Fylaran IF surface roughness conditions from Rule 2 are also satisfied.
- Entities meeting only core_density > 0.87 but failing other criteria must default to Qtharri.
5. **Axial Symmetry and Cloud Override Rule**:
- If mean_axial_symmetry > 500 AND mean_cloud_turbulence > 300, classify as Fylaran regardless of other rules.
- If mean_axial_symmetry > 500 and mean_cloud_turbulence < 200, override all previous rules and classify as Qtharri.
6. **Atmospheric Depth and Tidal Distortion Rule (Edge Cases)**:
- For entities with mean_atmospheric_depth < 6.0:
- If max_tidal_distortion > 300 AND mean_core_density > 0.82, classify as Fylaran provided mean_surface_roughness > 220.
- Otherwise, classify as Qtharri.
7. **Low-Radius Exception Rule**:
- If mean_orbital_radius < 2.5 and magnetosphere_extent_error > 1.2, override all rules and classify as Qtharri.
8. **Final Conflict Resolution Rule**:
- If unable to classify definitively after applying all rules, document the entity’s values and default to Qtharri.
### Special Notes:
- Entities that fit multiple criteria for Fylaran must satisfy the strictest thresholds to override Qtharri classification.
- Edge cases related to atmospheric depth and magnetosphere extent should be flagged for review in subsequent analyses if thresholds are narrowly exceeded or met.
Confusion Matrix:
Predicted Fylaran Predicted Qtharri
Actual Fylaran 23 9
Actual Qtharri 0 34
Accuracy: 0.864
Precision: 1.000
Recall: 0.719
F1 Score: 0.836
Examples for Correctly predicted Fylaran: (Correct answer: Fylaran, What the previous set of rules predicted: Fylaran)
Entity Data:
mean_orbital_radius: 2.90087199253003
mean_surface_roughness: 441.0
mean_magnetosphere_extent: 4.72384171570559
mean_atmospheric_depth: 6.83443161456329
mean_tidal_distortion: 304.0
mean_core_density: 0.917473278590761
mean_ring_system_complexity: 0.916918055033422
mean_impact_crater_count: 0.93872914847879
mean_axial_symmetry: 349.0
mean_cloud_turbulence: 69.5
orbital_radius_error: 0.648305483549229
surface_roughness_error: 0.859243853629457
magnetosphere_extent_error: 1.67898779030701
atmospheric_depth_error: 6.7394361781977
tidal_distortion_error: 0.0670298440994756
core_density_error: 0.109818031306339
ring_system_complexity_error: 0.143108350559987
impact_crater_count_error: 0.099373034571759
axial_symmetry_error: 0.106957935656967
cloud_turbulence_error: 0.0396862696659689
max_orbital_radius: 3.11706455872152
max_surface_roughness: 420.0
max_magnetosphere_extent: 4.95229971708329
max_atmospheric_depth: 7.27031288607902
max_tidal_distortion: 496.0
max_core_density: 0.795734861144267
max_ring_system_complexity: 0.71999424004608
max_impact_crater_count: 0.834445927903872
max_axial_symmetry: 443.5
max_cloud_turbulence: 199.0
Examples for Falsely predicted Qtharri when it should have been Fylaran: (Correct answer: Fylaran, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.83732253680635
mean_surface_roughness: 326.5
mean_magnetosphere_extent: 4.65491227788291
mean_atmospheric_depth: 6.7077177163824
mean_tidal_distortion: 226.0
mean_core_density: 0.922305024717775
mean_ring_system_complexity: 0.911004017527717
mean_impact_crater_count: 0.937752020855605
mean_axial_symmetry: 290.0
mean_cloud_turbulence: 28.5
orbital_radius_error: 0.864522989862039
surface_roughness_error: 1.00796825346833
magnetosphere_extent_error: 2.24254319913798
atmospheric_depth_error: 8.90224690738243
tidal_distortion_error: 0.104019228991567
core_density_error: 0.14842506526864
ring_system_complexity_error: 0.187082869338697
impact_crater_count_error: 0.134499070628759
axial_symmetry_error: 0.124498995979887
cloud_turbulence_error: 0.0441361529814278
max_orbital_radius: 3.03350963788802
max_surface_roughness: 253.0
max_magnetosphere_extent: 4.86599480426999
max_atmospheric_depth: 7.10987946307227
max_tidal_distortion: 454.5
max_core_density: 0.8302200083022
max_ring_system_complexity: 0.779483981604178
max_impact_crater_count: 0.868055555555556
max_axial_symmetry: 204.0
max_cloud_turbulence: 38.0
Examples for Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.36724860631977
mean_surface_roughness: 238.0
mean_magnetosphere_extent: 4.12810165902023
mean_atmospheric_depth: 5.66052696598524
mean_tidal_distortion: 98.0
mean_core_density: 0.948514626095534
mean_ring_system_complexity: 0.98542555602637
mean_impact_crater_count: 0.994264090462124
mean_axial_symmetry: 192.0
mean_cloud_turbulence: 373.5
orbital_radius_error: 0.584465567848098
surface_roughness_error: 1.14542568506211
magnetosphere_extent_error: 1.50831031289984
atmospheric_depth_error: 4.58039299623951
tidal_distortion_error: 0.104785495179438
core_density_error: 0.112116011345392
ring_system_complexity_error: 0.101538170162752
impact_crater_count_error: 0.0627216071222669
axial_symmetry_error: 0.164103625797848
cloud_turbulence_error: 0.0545802161959808
max_orbital_radius: 2.49732916978656
max_surface_roughness: 256.0
max_magnetosphere_extent: 4.27819273092867
max_atmospheric_depth: 5.94332417178005
max_tidal_distortion: 351.0
max_core_density: 0.888494002665482
max_ring_system_complexity: 0.939770132225658
max_impact_crater_count: 0.975609756097561
max_axial_symmetry: 380.0
max_cloud_turbulence: 267.0
| Predicted + | Predicted - | |
|---|---|---|
| Actual + | 23 | 9 |
| Actual - | 1 | 33 |
Accuracy 0.848, Precision 0.958, Recall 0.719, F1 0.821