Dataset: wisconsin
Round ID: 125
Prompt used:
Predict the classification based on the following rules. Use the first rule that matches:
1. If mean_atmospheric_depth >= 6.7 AND mean_surface_roughness >= 200, predict Fylaran.
2. Else if max_atmospheric_depth >= 7.0 AND mean_surface_roughness >= 100, predict Fylaran.
3. Else if mean_core_density >= 0.92 AND mean_atmospheric_depth < 6.2, predict Qtharri.
4. Else if max_atmospheric_depth >= 6.8 AND mean_surface_roughness >= 100, predict Fylaran.
5. Else if mean_atmospheric_depth >= 6.2 AND mean_surface_roughness >= 400 AND mean_core_density < 0.92, predict Fylaran.
6. Else (if none of the above conditions is met), predict Qtharri.
Classification:
Confusion Matrix:
Predicted Fylaran Predicted Qtharri
Actual Fylaran 26 6
Actual Qtharri 1 33
Accuracy: 0.894
Precision: 0.963
Recall: 0.812
F1 Score: 0.881
Examples for Correctly predicted Fylaran: (Correct answer: Fylaran, What the previous set of rules predicted: Fylaran)
Entity Data:
mean_orbital_radius: 3.11839228628988
mean_surface_roughness: 449.0
mean_magnetosphere_extent: 4.97948856509942
mean_atmospheric_depth: 7.24992553671799
mean_tidal_distortion: 528.5
mean_core_density: 0.827335153470671
mean_ring_system_complexity: 0.78064012490242
mean_impact_crater_count: 0.864902266043937
mean_axial_symmetry: 517.0
mean_cloud_turbulence: 424.0
orbital_radius_error: 0.790063288604147
surface_roughness_error: 0.959635347410671
magnetosphere_extent_error: 2.03911745615597
atmospheric_depth_error: 8.99944442729661
tidal_distortion_error: 0.0722149568995232
core_density_error: 0.193028495305745
ring_system_complexity_error: 0.217209576216151
impact_crater_count_error: 0.113490087672889
axial_symmetry_error: 0.143003496460751
cloud_turbulence_error: 0.0634665266104897
max_orbital_radius: 3.30431930668567
max_surface_roughness: 405.0
max_magnetosphere_extent: 5.15329159449778
max_atmospheric_depth: 7.64108424917491
max_tidal_distortion: 456.0
max_core_density: 0.636253737990711
max_ring_system_complexity: 0.586407083797572
max_impact_crater_count: 0.805023345677025
max_axial_symmetry: 532.0
max_cloud_turbulence: 481.0
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 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: 2.73890266458497
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
Examples for Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.57870052907436
mean_surface_roughness: 224.5
mean_magnetosphere_extent: 4.3667860852576
mean_atmospheric_depth: 6.11390339430056
mean_tidal_distortion: 417.0
mean_core_density: 0.934081844251193
mean_ring_system_complexity: 0.97570494682408
mean_impact_crater_count: 0.971430236737549
mean_axial_symmetry: 377.0
mean_cloud_turbulence: 431.0
orbital_radius_error: 0.605061980296234
surface_roughness_error: 1.22922739962954
magnetosphere_extent_error: 1.552417469626
atmospheric_depth_error: 4.94368283772331
tidal_distortion_error: 0.0737088868454815
core_density_error: 0.108581766425123
ring_system_complexity_error: 0.106348483769163
impact_crater_count_error: 0.123247718031613
axial_symmetry_error: 0.148996644257513
cloud_turbulence_error: 0.0583780780773057
max_orbital_radius: 2.62684014567667
max_surface_roughness: 138.0
max_magnetosphere_extent: 4.42052593382449
max_atmospheric_depth: 6.2069790712577
max_tidal_distortion: 125.5
max_core_density: 0.914427842498948
max_ring_system_complexity: 0.952562392836731
max_impact_crater_count: 0.944447592603086
max_axial_symmetry: 48.5
max_cloud_turbulence: 174.0
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: 2.79239134953596
mean_surface_roughness: 195.5
mean_magnetosphere_extent: 4.64631212931927
mean_atmospheric_depth: 6.57130304216093
mean_tidal_distortion: 564.0
mean_core_density: 0.81406707912732
mean_ring_system_complexity: 0.803341902313625
mean_impact_crater_count: 0.889521437466643
mean_axial_symmetry: 552.0
mean_cloud_turbulence: 539.0
orbital_radius_error: 0.811911325207378
surface_roughness_error: 1.02907725657503
magnetosphere_extent_error: 2.01519229851645
atmospheric_depth_error: 7.7110310594628
tidal_distortion_error: 0.100747208398049
core_density_error: 0.214196171767845
ring_system_complexity_error: 0.223226342531521
impact_crater_count_error: 0.145842380671738
axial_symmetry_error: 0.137258879494188
cloud_turbulence_error: 0.0930591209930547
max_orbital_radius: 2.930126516456
max_surface_roughness: 192.0
max_magnetosphere_extent: 4.79413628550071
max_atmospheric_depth: 6.83496950925648
max_tidal_distortion: 545.0
max_core_density: 0.689512514652141
max_ring_system_complexity: 0.693048721325109
max_impact_crater_count: 0.817728350641917
max_axial_symmetry: 456.5
max_cloud_turbulence: 540.0
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: 3.0568273729138
mean_surface_roughness: 467.0
mean_magnetosphere_extent: 4.89335213348152
mean_atmospheric_depth: 7.14282740116162
mean_tidal_distortion: 215.0
mean_core_density: 0.883938831432865
mean_ring_system_complexity: 0.872219799389446
mean_impact_crater_count: 0.920107100466494
mean_axial_symmetry: 491.0
mean_cloud_turbulence: 93.5
orbital_radius_error: 0.870402205879558
surface_roughness_error: 1.22841361112615
magnetosphere_extent_error: 2.13401030925345
atmospheric_depth_error: 9.37389993545909
tidal_distortion_error: 0.0775628777186613
core_density_error: 0.186601178988773
ring_system_complexity_error: 0.205718253929981
impact_crater_count_error: 0.112649900133112
axial_symmetry_error: 0.1630030674558
cloud_turbulence_error: 0.0664153596692813
max_orbital_radius: 3.22763733053677
max_surface_roughness: 470.0
max_magnetosphere_extent: 5.05688254526158
max_atmospheric_depth: 7.46794233228585
max_tidal_distortion: 158.5
max_core_density: 0.738606987222099
max_ring_system_complexity: 0.709320470988793
max_impact_crater_count: 0.86408018664132
max_axial_symmetry: 522.0
max_cloud_turbulence: 347.5
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: 2.6447553507299
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: 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
Round ID: 117
Prompt used:
Inference rules for classifying entities as Fylaran or Qtharri:
1. If mean_ring_system_complexity ≥ 0.97 OR mean_impact_crater_count ≥ 0.97, predict Qtharri.
2. If BOTH mean_ring_system_complexity ≥ 0.945 AND mean_impact_crater_count ≥ 0.945, predict Qtharri UNLESS mean_core_density ≥ 0.94 AND max_ring_system_complexity < 0.9 AND max_impact_crater_count < 0.9, in which case predict Fylaran.
3. Otherwise, predict Fylaran.
Apply these rules strictly and use only the provided feature values.
Confusion Matrix:
Predicted Fylaran Predicted Qtharri
Actual Fylaran 25 7
Actual Qtharri 7 27
Accuracy: 0.788
Precision: 0.781
Recall: 0.781
F1 Score: 0.781
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: 2.89092715918786
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: 2.68375750853317
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
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
| Predicted + | Predicted - | |
|---|---|---|
| Actual + | 24 | 8 |
| Actual - | 1 | 33 |
Accuracy 0.864, Precision 0.960, Recall 0.750, F1 0.842