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: 3.0174937653355
mean_surface_roughness: 283.0
mean_magnetosphere_extent: 4.8605872978526
mean_atmospheric_depth: 7.06304816338817
mean_tidal_distortion: 471.0
mean_core_density: 0.873515024458421
mean_ring_system_complexity: 0.815926892950392
mean_impact_crater_count: 0.893335715561908
mean_axial_symmetry: 317.0
mean_cloud_turbulence: 267.0
orbital_radius_error: 0.752263251794211
surface_roughness_error: 1.18659175793531
magnetosphere_extent_error: 1.90551830219497
atmospheric_depth_error: 8.2304313374209
tidal_distortion_error: 0.0727186358507914
core_density_error: 0.168315180539368
ring_system_complexity_error: 0.206300751331642
impact_crater_count_error: 0.108443533693808
axial_symmetry_error: 0.131034346642398
cloud_turbulence_error: 0.0566656862660288
max_orbital_radius: 3.21727454350123
max_surface_roughness: 441.0
max_magnetosphere_extent: 5.04277974742282
max_atmospheric_depth: 7.46221493976819
max_tidal_distortion: 464.0
max_core_density: 0.728597449908925
max_ring_system_complexity: 0.627510040160643
max_impact_crater_count: 0.829187396351575
max_axial_symmetry: 458.0
max_cloud_turbulence: 407.0
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: 2.62249231274056
mean_surface_roughness: 457.0
mean_magnetosphere_extent: 4.41546141076012
mean_atmospheric_depth: 6.22910254457264
mean_tidal_distortion: 207.0
mean_core_density: 0.94552812473407
mean_ring_system_complexity: 0.955009502344548
mean_impact_crater_count: 0.973671911512697
mean_axial_symmetry: 112.0
mean_cloud_turbulence: 240.0
orbital_radius_error: 0.486518242206806
surface_roughness_error: 1.17473401244707
magnetosphere_extent_error: 1.20706255016051
atmospheric_depth_error: 4.45757781760453
tidal_distortion_error: 0.086596766683289
core_density_error: 0.109635760589326
ring_system_complexity_error: 0.152708873350569
impact_crater_count_error: 0.0944457516249408
axial_symmetry_error: 0.128335497817245
cloud_turbulence_error: 0.0512737749731771
max_orbital_radius: 2.74019465442878
max_surface_roughness: 507.0
max_magnetosphere_extent: 4.53302950821041
max_atmospheric_depth: 6.48402436206708
max_tidal_distortion: 393.0
max_core_density: 0.867829558274755
max_ring_system_complexity: 0.821220333415455
max_impact_crater_count: 0.914653666389222
max_axial_symmetry: 291.5
max_cloud_turbulence: 297.0
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: 2.73890266458497
mean_surface_roughness: 512.0
mean_magnetosphere_extent: 4.57275029473198
mean_atmospheric_depth: 6.48829266123012
mean_tidal_distortion: 177.0
mean_core_density: 0.890471950133571
mean_ring_system_complexity: 0.908347715505496
mean_impact_crater_count: 0.962556550197324
mean_axial_symmetry: 354.5
mean_cloud_turbulence: 355.0
orbital_radius_error: 0.504182506638221
surface_roughness_error: 1.03874924789383
magnetosphere_extent_error: 1.61709616287962
atmospheric_depth_error: 4.80728613668877
tidal_distortion_error: 0.0844866853415377
core_density_error: 0.215708136146971
ring_system_complexity_error: 0.195678307433399
impact_crater_count_error: 0.107796103825695
axial_symmetry_error: 0.14380542409798
cloud_turbulence_error: 0.0781728853247723
max_orbital_radius: 2.84607149899958
max_surface_roughness: 478.0
max_magnetosphere_extent: 4.74057482299429
max_atmospheric_depth: 6.69691078325494
max_tidal_distortion: 304.0
max_core_density: 0.704126179411351
max_ring_system_complexity: 0.712250712250712
max_impact_crater_count: 0.892458723784025
max_axial_symmetry: 429.5
max_cloud_turbulence: 490.5
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: 2.83438912314523
mean_surface_roughness: 476.0
mean_magnetosphere_extent: 4.64150211523548
mean_atmospheric_depth: 6.68311060154166
mean_tidal_distortion: 87.0
mean_core_density: 0.937479492636099
mean_ring_system_complexity: 0.968063582416093
mean_impact_crater_count: 0.967838719355806
mean_axial_symmetry: 74.5
mean_cloud_turbulence: 117.0
orbital_radius_error: 0.616035713250458
surface_roughness_error: 1.08949529599719
magnetosphere_extent_error: 1.57035027939629
atmospheric_depth_error: 6.36474665638783
tidal_distortion_error: 0.0634744042902334
core_density_error: 0.0962756459339536
ring_system_complexity_error: 0.104928547116597
impact_crater_count_error: 0.0871263450398328
axial_symmetry_error: 0.120830459735946
cloud_turbulence_error: 0.0551543289325507
max_orbital_radius: 3.00518743232475
max_surface_roughness: 516.0
max_magnetosphere_extent: 4.82671245593533
max_atmospheric_depth: 7.04838640872188
max_tidal_distortion: 154.0
max_core_density: 0.865725911176522
max_ring_system_complexity: 0.872676498821887
max_impact_crater_count: 0.909297567629007
max_axial_symmetry: 336.0
max_cloud_turbulence: 350.0
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: 2.89092715918786
mean_surface_roughness: 360.5
mean_magnetosphere_extent: 4.70682383971459
mean_atmospheric_depth: 6.80826638048139
mean_tidal_distortion: 167.5
mean_core_density: 0.931931708044434
mean_ring_system_complexity: 0.935016362786349
mean_impact_crater_count: 0.948856627763545
mean_axial_symmetry: 464.0
mean_cloud_turbulence: 10.0
orbital_radius_error: 0.765375724726098
surface_roughness_error: 0.924878370381749
magnetosphere_extent_error: 2.02632672587616
atmospheric_depth_error: 8.27405583737504
tidal_distortion_error: 0.0709788700952615
core_density_error: 0.122596900450215
ring_system_complexity_error: 0.139499103939774
impact_crater_count_error: 0.105971694333912
axial_symmetry_error: 0.151459565561241
cloud_turbulence_error: 0.0508035431835221
max_orbital_radius: 3.03495298670727
max_surface_roughness: 269.5
max_magnetosphere_extent: 4.87519732320115
max_atmospheric_depth: 7.09920174355309
max_tidal_distortion: 105.0
max_core_density: 0.870625108828139
max_ring_system_complexity: 0.838082467314784
max_impact_crater_count: 0.901225666906994
max_axial_symmetry: 463.0
max_cloud_turbulence: 45.5
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: 2.64262239577975
mean_surface_roughness: 268.5
mean_magnetosphere_extent: 4.45539326066986
mean_atmospheric_depth: 6.24027584517077
mean_tidal_distortion: 464.0
mean_core_density: 0.884642604387827
mean_ring_system_complexity: 0.912383785115371
mean_impact_crater_count: 0.946942795185743
mean_axial_symmetry: 470.0
mean_cloud_turbulence: 397.0
orbital_radius_error: 0.557314991723711
surface_roughness_error: 1.22882057274445
magnetosphere_extent_error: 1.60934769394311
atmospheric_depth_error: 4.64435140789325
tidal_distortion_error: 0.088357229472183
core_density_error: 0.198292712927127
ring_system_complexity_error: 0.226097324177001
impact_crater_count_error: 0.136967149346111
axial_symmetry_error: 0.169115345252878
cloud_turbulence_error: 0.0755976190101249
max_orbital_radius: 2.72063731660768
max_surface_roughness: 262.0
max_magnetosphere_extent: 4.55619000376637
max_atmospheric_depth: 6.38384441566749
max_tidal_distortion: 309.5
max_core_density: 0.790014220255965
max_ring_system_complexity: 0.795355126063788
max_impact_crater_count: 0.8882572392965
max_axial_symmetry: 408.5
max_cloud_turbulence: 341.0
Examples for Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.44060639089142
mean_surface_roughness: 337.5
mean_magnetosphere_extent: 4.21538155726493
mean_atmospheric_depth: 5.82511475982373
mean_tidal_distortion: 448.0
mean_core_density: 0.943654396014004
mean_ring_system_complexity: 0.953916303383541
mean_impact_crater_count: 0.970214417386242
mean_axial_symmetry: 246.5
mean_cloud_turbulence: 381.0
orbital_radius_error: 0.609836043539573
surface_roughness_error: 1.61616830806695
magnetosphere_extent_error: 1.58650559406515
atmospheric_depth_error: 4.8187135212627
tidal_distortion_error: 0.126649121591901
core_density_error: 0.117728501222091
ring_system_complexity_error: 0.136565002837477
impact_crater_count_error: 0.106442472725881
axial_symmetry_error: 0.186440338982743
cloud_turbulence_error: 0.0596657355607052
max_orbital_radius: 2.52412736294128
max_surface_roughness: 424.0
max_magnetosphere_extent: 4.31321231867352
max_atmospheric_depth: 6.00091970587874
max_tidal_distortion: 465.5
max_core_density: 0.906947215672048
max_ring_system_complexity: 0.89437438511761
max_impact_crater_count: 0.936891020836456
max_axial_symmetry: 317.0
max_cloud_turbulence: 243.0
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: 3.22882615572137
mean_surface_roughness: 353.5
mean_magnetosphere_extent: 5.1191907006506
mean_atmospheric_depth: 7.47420480649612
mean_tidal_distortion: 568.0
mean_core_density: 0.777181938291754
mean_ring_system_complexity: 0.700869077656294
mean_impact_crater_count: 0.832500832500833
mean_axial_symmetry: 565.0
mean_cloud_turbulence: 472.5
orbital_radius_error: 1.22841361112615
surface_roughness_error: 1.76635217326557
magnetosphere_extent_error: 3.1316130029108
atmospheric_depth_error: 15.2643375224737
tidal_distortion_error: 0.15274161188098
core_density_error: 0.313145333671125
ring_system_complexity_error: 0.35749125863439
impact_crater_count_error: 0.134981480211176
axial_symmetry_error: 0.213236957397164
cloud_turbulence_error: 0.099373034571759
max_orbital_radius: 3.29657733253205
max_surface_roughness: 236.0
max_magnetosphere_extent: 5.20345708552408
max_atmospheric_depth: 7.63723438878947
max_tidal_distortion: 535.0
max_core_density: 0.702049985959
max_ring_system_complexity: 0.632791242169208
max_impact_crater_count: 0.816459830176355
max_axial_symmetry: 448.0
max_cloud_turbulence: 287.5
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: 2.62249231274056
mean_surface_roughness: 457.0
mean_magnetosphere_extent: 4.41546141076012
mean_atmospheric_depth: 6.22910254457264
mean_tidal_distortion: 207.0
mean_core_density: 0.94552812473407
mean_ring_system_complexity: 0.955009502344548
mean_impact_crater_count: 0.973671911512697
mean_axial_symmetry: 112.0
mean_cloud_turbulence: 240.0
orbital_radius_error: 0.486518242206806
surface_roughness_error: 1.17473401244707
magnetosphere_extent_error: 1.20706255016051
atmospheric_depth_error: 4.45757781760453
tidal_distortion_error: 0.086596766683289
core_density_error: 0.109635760589326
ring_system_complexity_error: 0.152708873350569
impact_crater_count_error: 0.0944457516249408
axial_symmetry_error: 0.128335497817245
cloud_turbulence_error: 0.0512737749731771
max_orbital_radius: 2.74019465442878
max_surface_roughness: 507.0
max_magnetosphere_extent: 4.53302950821041
max_atmospheric_depth: 6.48402436206708
max_tidal_distortion: 393.0
max_core_density: 0.867829558274755
max_ring_system_complexity: 0.821220333415455
max_impact_crater_count: 0.914653666389222
max_axial_symmetry: 291.5
max_cloud_turbulence: 297.0
Examples for Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.48240351956988
mean_surface_roughness: 191.0
mean_magnetosphere_extent: 4.28675395416645
mean_atmospheric_depth: 5.92023703781961
mean_tidal_distortion: 187.0
mean_core_density: 0.899847026005579
mean_ring_system_complexity: 0.913600774733457
mean_impact_crater_count: 0.965129858222424
mean_axial_symmetry: 55.0
mean_cloud_turbulence: 433.0
orbital_radius_error: 0.507346035758633
surface_roughness_error: 1.17303026388921
magnetosphere_extent_error: 1.67511193655827
atmospheric_depth_error: 4.26028168082816
tidal_distortion_error: 0.0925472852113988
core_density_error: 0.215360163447189
ring_system_complexity_error: 0.253574446662119
impact_crater_count_error: 0.132966161108757
axial_symmetry_error: 0.123125951772971
cloud_turbulence_error: 0.0705407683541936
max_orbital_radius: 2.5922651681085
max_surface_roughness: 345.0
max_magnetosphere_extent: 4.51239678583574
max_atmospheric_depth: 6.16835471390473
max_tidal_distortion: 356.0
max_core_density: 0.710126402499645
max_ring_system_complexity: 0.676635766966642
max_impact_crater_count: 0.865426222414539
max_axial_symmetry: 160.0
max_cloud_turbulence: 452.0
| Predicted + | Predicted - | |
|---|---|---|
| Actual + | 23 | 9 |
| Actual - | 1 | 33 |
Accuracy 0.848, Precision 0.958, Recall 0.719, F1 0.821