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: 2.90690105984738
mean_surface_roughness: 185.0
mean_magnetosphere_extent: 4.7361984483945
mean_atmospheric_depth: 6.83432400089625
mean_tidal_distortion: 369.5
mean_core_density: 0.905715062041482
mean_ring_system_complexity: 0.887626486774365
mean_impact_crater_count: 0.922909379528024
mean_axial_symmetry: 307.5
mean_cloud_turbulence: 82.0
orbital_radius_error: 0.556147462459373
surface_roughness_error: 0.925634917232491
magnetosphere_extent_error: 1.48087811787466
atmospheric_depth_error: 5.79913786695919
tidal_distortion_error: 0.0689710084020815
core_density_error: 0.122596900450215
ring_system_complexity_error: 0.152708873350569
impact_crater_count_error: 0.112338773359869
axial_symmetry_error: 0.118067777145164
cloud_turbulence_error: 0.0486004115208915
max_orbital_radius: 3.03735394824481
max_surface_roughness: 272.5
max_magnetosphere_extent: 4.88204405972327
max_atmospheric_depth: 7.10906213568717
max_tidal_distortion: 387.0
max_core_density: 0.806126561870214
max_ring_system_complexity: 0.747495888772612
max_impact_crater_count: 0.843383655224762
max_axial_symmetry: 413.0
max_cloud_turbulence: 302.0
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: 2.90087199253003
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 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: 2.64262239577975
mean_surface_roughness: 308.0
mean_magnetosphere_extent: 4.42616313016197
mean_atmospheric_depth: 6.26947499986303
mean_tidal_distortion: 70.0
mean_core_density: 0.963493241094914
mean_ring_system_complexity: 0.999308478532855
mean_impact_crater_count: 0.995850291833928
mean_axial_symmetry: 314.0
mean_cloud_turbulence: 47.0
orbital_radius_error: 0.635609943282828
surface_roughness_error: 1.10181668166715
magnetosphere_extent_error: 1.6109003693587
atmospheric_depth_error: 5.74108003776293
tidal_distortion_error: 0.0865505632563994
core_density_error: 0.0926984358012583
ring_system_complexity_error: 0.0263058928759318
impact_crater_count_error: 0.06455230437405
axial_symmetry_error: 0.147986485869487
cloud_turbulence_error: 0.0546808924579693
max_orbital_radius: 2.72326716690707
max_surface_roughness: 181.5
max_magnetosphere_extent: 4.51349339741619
max_atmospheric_depth: 6.43791163693777
max_tidal_distortion: 52.5
max_core_density: 0.941699390720494
max_ring_system_complexity: 0.99815839775614
max_impact_crater_count: 0.989012075837446
max_axial_symmetry: 117.0
max_cloud_turbulence: 32.0
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: 2.7434173449395
mean_surface_roughness: 542.0
mean_magnetosphere_extent: 4.58220857435074
mean_atmospheric_depth: 6.49193675879448
mean_tidal_distortion: 506.0
mean_core_density: 0.86244070720138
mean_ring_system_complexity: 0.859180341953776
mean_impact_crater_count: 0.931410901233188
mean_axial_symmetry: 540.0
mean_cloud_turbulence: 501.0
orbital_radius_error: 0.608276253029822
surface_roughness_error: 1.01636607578175
magnetosphere_extent_error: 1.69676162144245
atmospheric_depth_error: 5.70526073023836
tidal_distortion_error: 0.0748799038460921
core_density_error: 0.20591260281974
ring_system_complexity_error: 0.217738375120235
impact_crater_count_error: 0.104403065089106
axial_symmetry_error: 0.136271787248865
cloud_turbulence_error: 0.0739324015570981
max_orbital_radius: 2.91560622907471
max_surface_roughness: 546.0
max_magnetosphere_extent: 4.82911341747287
max_atmospheric_depth: 6.85033800811219
max_tidal_distortion: 531.0
max_core_density: 0.603245460577909
max_ring_system_complexity: 0.587337013978621
max_impact_crater_count: 0.853825136612022
max_axial_symmetry: 547.0
max_cloud_turbulence: 559.0
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: 2.90690105984738
mean_surface_roughness: 185.0
mean_magnetosphere_extent: 4.7361984483945
mean_atmospheric_depth: 6.83432400089625
mean_tidal_distortion: 369.5
mean_core_density: 0.905715062041482
mean_ring_system_complexity: 0.887626486774365
mean_impact_crater_count: 0.922909379528024
mean_axial_symmetry: 307.5
mean_cloud_turbulence: 82.0
orbital_radius_error: 0.556147462459373
surface_roughness_error: 0.925634917232491
magnetosphere_extent_error: 1.48087811787466
atmospheric_depth_error: 5.79913786695919
tidal_distortion_error: 0.0689710084020815
core_density_error: 0.122596900450215
ring_system_complexity_error: 0.152708873350569
impact_crater_count_error: 0.112338773359869
axial_symmetry_error: 0.118067777145164
cloud_turbulence_error: 0.0486004115208915
max_orbital_radius: 3.03735394824481
max_surface_roughness: 272.5
max_magnetosphere_extent: 4.88204405972327
max_atmospheric_depth: 7.10906213568717
max_tidal_distortion: 387.0
max_core_density: 0.806126561870214
max_ring_system_complexity: 0.747495888772612
max_impact_crater_count: 0.843383655224762
max_axial_symmetry: 413.0
max_cloud_turbulence: 302.0
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: 3.18676577094997
mean_surface_roughness: 536.0
mean_magnetosphere_extent: 5.0401940963378
mean_atmospheric_depth: 7.42117752859539
mean_tidal_distortion: 277.0
mean_core_density: 0.856017805170348
mean_ring_system_complexity: 0.836820083682008
mean_impact_crater_count: 0.889917237696894
mean_axial_symmetry: 384.0
mean_cloud_turbulence: 338.0
orbital_radius_error: 1.0285912696499
surface_roughness_error: 0.981580358401695
magnetosphere_extent_error: 2.69202525991121
atmospheric_depth_error: 12.4819870213039
tidal_distortion_error: 0.0801748090113098
core_density_error: 0.169204018864801
ring_system_complexity_error: 0.212061311888803
impact_crater_count_error: 0.130996183150503
axial_symmetry_error: 0.126095202129185
cloud_turbulence_error: 0.0552539591341652
max_orbital_radius: 3.46604835398177
max_surface_roughness: 525.0
max_magnetosphere_extent: 5.33271879326537
max_atmospheric_depth: 7.98786409608569
max_tidal_distortion: 440.0
max_core_density: 0.707914483930341
max_ring_system_complexity: 0.632111251580278
max_impact_crater_count: 0.794091955848487
max_axial_symmetry: 399.5
max_cloud_turbulence: 377.0
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: 2.59897910604785
mean_surface_roughness: 120.0
mean_magnetosphere_extent: 4.42568460401334
mean_atmospheric_depth: 6.16981991563206
mean_tidal_distortion: 559.0
mean_core_density: 0.854700854700855
mean_ring_system_complexity: 0.863707030575229
mean_impact_crater_count: 0.925163522652629
mean_axial_symmetry: 487.0
mean_cloud_turbulence: 541.0
orbital_radius_error: 0.57835974963685
surface_roughness_error: 0.943504107039286
magnetosphere_extent_error: 1.48895936814945
atmospheric_depth_error: 5.21440312979348
tidal_distortion_error: 0.0866602561731732
core_density_error: 0.182893411581719
ring_system_complexity_error: 0.191624633072056
impact_crater_count_error: 0.106630202100531
axial_symmetry_error: 0.147139389695622
cloud_turbulence_error: 0.0712881476824865
max_orbital_radius: 2.80154054418955
max_surface_roughness: 232.0
max_magnetosphere_extent: 4.64822967544854
max_atmospheric_depth: 6.61015754174298
max_tidal_distortion: 553.0
max_core_density: 0.655780706931602
max_ring_system_complexity: 0.651253663301856
max_impact_crater_count: 0.851716208159441
max_axial_symmetry: 536.0
max_cloud_turbulence: 549.0
Examples for Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
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
| Predicted + | Predicted - | |
|---|---|---|
| Actual + | 23 | 9 |
| Actual - | 1 | 33 |
Accuracy 0.848, Precision 0.958, Recall 0.719, F1 0.821