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: 2.97603964020825
mean_surface_roughness: 358.5
mean_magnetosphere_extent: 4.81299703319041
mean_atmospheric_depth: 6.9985096422506
mean_tidal_distortion: 264.0
mean_core_density: 0.903668895716609
mean_ring_system_complexity: 0.870322019147084
mean_impact_crater_count: 0.928237925945178
mean_axial_symmetry: 205.5
mean_cloud_turbulence: 119.0
orbital_radius_error: 0.923525852372309
surface_roughness_error: 1.3597793938724
magnetosphere_extent_error: 2.37318351587061
atmospheric_depth_error: 9.67160793250016
tidal_distortion_error: 0.103682206766639
core_density_error: 0.164984847789123
ring_system_complexity_error: 0.225410736212808
impact_crater_count_error: 0.13823892360692
axial_symmetry_error: 0.151426549851735
cloud_turbulence_error: 0.0649384323802169
max_orbital_radius: 3.10503500844444
max_surface_roughness: 359.0
max_magnetosphere_extent: 4.94805041890463
max_atmospheric_depth: 7.24708058458576
max_tidal_distortion: 301.5
max_core_density: 0.825286787158538
max_ring_system_complexity: 0.743715603153354
max_impact_crater_count: 0.870322019147084
max_axial_symmetry: 82.0
max_cloud_turbulence: 182.0
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: 2.77757626375082
mean_surface_roughness: 527.0
mean_magnetosphere_extent: 4.59511985013459
mean_atmospheric_depth: 6.57591231074459
mean_tidal_distortion: 385.0
mean_core_density: 0.911004017527717
mean_ring_system_complexity: 0.890075656430797
mean_impact_crater_count: 0.938500089157508
mean_axial_symmetry: 167.0
mean_cloud_turbulence: 387.0
orbital_radius_error: 0.808331615118449
surface_roughness_error: 1.2271919165314
magnetosphere_extent_error: 2.04303695512343
atmospheric_depth_error: 7.96052762070455
tidal_distortion_error: 0.102567051239665
core_density_error: 0.155916644396934
ring_system_complexity_error: 0.221630322835121
impact_crater_count_error: 0.132136293273271
axial_symmetry_error: 0.14560219778561
cloud_turbulence_error: 0.0697638875063596
max_orbital_radius: 2.97092715463502
max_surface_roughness: 505.0
max_magnetosphere_extent: 4.8056590467375
max_atmospheric_depth: 6.95749737087695
max_tidal_distortion: 528.0
max_core_density: 0.809323405632891
max_ring_system_complexity: 0.712809180982251
max_impact_crater_count: 0.867603678639597
max_axial_symmetry: 207.0
max_cloud_turbulence: 446.0
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: 2.65112705370259
mean_surface_roughness: 248.0
mean_magnetosphere_extent: 4.44593996041753
mean_atmospheric_depth: 6.28841602556691
mean_tidal_distortion: 27.0
mean_core_density: 0.943449629224296
mean_ring_system_complexity: 0.953661583650426
mean_impact_crater_count: 0.972100709633518
mean_axial_symmetry: 39.5
mean_cloud_turbulence: 63.5
orbital_radius_error: 0.44977772288098
surface_roughness_error: 0.827647267862342
magnetosphere_extent_error: 1.11175536877498
atmospheric_depth_error: 4.1097445176069
tidal_distortion_error: 0.0772593036468748
core_density_error: 0.122188379152847
ring_system_complexity_error: 0.125059985606908
impact_crater_count_error: 0.0919945650568554
axial_symmetry_error: 0.104546640309481
cloud_turbulence_error: 0.0408900966005217
max_orbital_radius: 2.76631910922619
max_surface_roughness: 235.0
max_magnetosphere_extent: 4.56538931597625
max_atmospheric_depth: 6.53466055090442
max_tidal_distortion: 249.5
max_core_density: 0.835770998746344
max_ring_system_complexity: 0.842034355001684
max_impact_crater_count: 0.905387052965143
max_axial_symmetry: 51.0
max_cloud_turbulence: 107.0
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: 2.89092715918786
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 Qtharri when it should have been Fylaran: (Correct answer: Fylaran, What the previous set of rules predicted: Qtharri)
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 Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.69799986524871
mean_surface_roughness: 98.5
mean_magnetosphere_extent: 4.49969855304586
mean_atmospheric_depth: 6.37740698872728
mean_tidal_distortion: 279.0
mean_core_density: 0.928608572914345
mean_ring_system_complexity: 0.95713014098527
mean_impact_crater_count: 0.964217874670961
mean_axial_symmetry: 496.0
mean_cloud_turbulence: 157.0
orbital_radius_error: 0.497895571380184
surface_roughness_error: 0.958905626221893
magnetosphere_extent_error: 1.35277492584687
atmospheric_depth_error: 4.40567815438214
tidal_distortion_error: 0.0650768776140958
core_density_error: 0.124137021069462
ring_system_complexity_error: 0.120706255016051
impact_crater_count_error: 0.102127371453494
axial_symmetry_error: 0.1236122971229
cloud_turbulence_error: 0.0399124040869502
max_orbital_radius: 2.77133794033813
max_surface_roughness: 161.5
max_magnetosphere_extent: 4.59885025724327
max_atmospheric_depth: 6.50876913697168
max_tidal_distortion: 157.0
max_core_density: 0.85295121119072
max_ring_system_complexity: 0.872905027932961
max_impact_crater_count: 0.909148764012255
max_axial_symmetry: 338.5
max_cloud_turbulence: 102.0
Round ID: 212
Prompt used:
Choose randomly
Confusion Matrix:
Predicted Fylaran Predicted Qtharri
Actual Fylaran 13 19
Actual Qtharri 21 13
Accuracy: 0.394
Precision: 0.382
Recall: 0.406
F1 Score: 0.394
Examples for Correctly predicted Fylaran: (Correct answer: Fylaran, What the previous set of rules predicted: Fylaran)
Entity Data:
mean_orbital_radius: 2.97705900828837
mean_surface_roughness: 515.0
mean_magnetosphere_extent: 4.83469334426634
mean_atmospheric_depth: 6.99301512293296
mean_tidal_distortion: 440.0
mean_core_density: 0.84125515268781
mean_ring_system_complexity: 0.811754200827989
mean_impact_crater_count: 0.889363215937389
mean_axial_symmetry: 522.0
mean_cloud_turbulence: 300.0
orbital_radius_error: 0.911427451857799
surface_roughness_error: 1.21078486941322
magnetosphere_extent_error: 2.36093201935168
atmospheric_depth_error: 10.2469507659596
tidal_distortion_error: 0.079044291381478
core_density_error: 0.183684512139701
ring_system_complexity_error: 0.227947362344906
impact_crater_count_error: 0.107610408418517
axial_symmetry_error: 0.141668627437411
cloud_turbulence_error: 0.0675277720645365
max_orbital_radius: 3.18428438009858
max_surface_roughness: 517.5
max_magnetosphere_extent: 5.08450514266271
max_atmospheric_depth: 7.42117752859539
max_tidal_distortion: 446.0
max_core_density: 0.701409833765869
max_ring_system_complexity: 0.619847517510692
max_impact_crater_count: 0.844024307900067
max_axial_symmetry: 492.0
max_cloud_turbulence: 466.0
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: 2.7434173449395
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 Fylaran when it should have been Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Fylaran)
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
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: 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
| Predicted + | Predicted - | |
|---|---|---|
| Actual + | 19 | 13 |
| Actual - | 1 | 33 |
Accuracy 0.788, Precision 0.950, Recall 0.594, F1 0.731