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: 3.11839228628988
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: 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: 2.78932292123095
mean_surface_roughness: 24.0
mean_magnetosphere_extent: 4.59683554919803
mean_atmospheric_depth: 6.58823848301034
mean_tidal_distortion: 84.0
mean_core_density: 0.941353666572531
mean_ring_system_complexity: 0.944358402901069
mean_impact_crater_count: 0.969396163129986
mean_axial_symmetry: 15.0
mean_cloud_turbulence: 55.0
orbital_radius_error: 0.461952378498044
surface_roughness_error: 0.602328813855024
magnetosphere_extent_error: 1.23490890352285
atmospheric_depth_error: 4.47213595499958
tidal_distortion_error: 0.0655057249406493
core_density_error: 0.111175536877498
ring_system_complexity_error: 0.135683455144686
impact_crater_count_error: 0.0858661749468322
axial_symmetry_error: 0.0976678043164686
cloud_turbulence_error: 0.0406939798987516
max_orbital_radius: 2.91126311692754
max_surface_roughness: 18.0
max_magnetosphere_extent: 4.74232002413533
max_atmospheric_depth: 6.83915518748988
max_tidal_distortion: 189.5
max_core_density: 0.820613819136714
max_ring_system_complexity: 0.771485881808363
max_impact_crater_count: 0.906207521522429
max_axial_symmetry: 77.0
max_cloud_turbulence: 192.0
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: 2.79239134953596
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: 2.69462718077007
mean_surface_roughness: 125.5
mean_magnetosphere_extent: 4.51557365217633
mean_atmospheric_depth: 6.37178277279419
mean_tidal_distortion: 366.0
mean_core_density: 0.886524822695035
mean_ring_system_complexity: 0.927738451975619
mean_impact_crater_count: 0.951755513043809
mean_axial_symmetry: 177.0
mean_cloud_turbulence: 411.0
orbital_radius_error: 0.52792044855262
surface_roughness_error: 0.787718223732319
magnetosphere_extent_error: 1.39892816112908
atmospheric_depth_error: 4.83218377133983
tidal_distortion_error: 0.0686804193347711
core_density_error: 0.143701078631999
ring_system_complexity_error: 0.132627297341083
impact_crater_count_error: 0.0959479025304879
axial_symmetry_error: 0.110453610171873
cloud_turbulence_error: 0.0559464029227975
max_orbital_radius: 2.86619290219901
max_surface_roughness: 136.0
max_magnetosphere_extent: 4.7122292582815
max_atmospheric_depth: 6.70122299347312
max_tidal_distortion: 377.5
max_core_density: 0.738443361394181
max_ring_system_complexity: 0.782533844588778
max_impact_crater_count: 0.878503030835456
max_axial_symmetry: 180.0
max_cloud_turbulence: 495.5
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: 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: 3.0248055210397
mean_surface_roughness: 240.0
mean_magnetosphere_extent: 4.88052660874924
mean_atmospheric_depth: 7.10249935577465
mean_tidal_distortion: 492.5
mean_core_density: 0.857191839533688
mean_ring_system_complexity: 0.799488327470419
mean_impact_crater_count: 0.886053517632465
mean_axial_symmetry: 465.5
mean_cloud_turbulence: 250.5
orbital_radius_error: 0.858137518116997
surface_roughness_error: 1.02371871136558
magnetosphere_extent_error: 2.18906372680194
atmospheric_depth_error: 9.85241087247177
tidal_distortion_error: 0.0636945837571767
core_density_error: 0.150897316079511
ring_system_complexity_error: 0.200723690679501
impact_crater_count_error: 0.114149025401008
axial_symmetry_error: 0.129846062705035
cloud_turbulence_error: 0.0576020832956587
max_orbital_radius: 3.32251485962769
max_surface_roughness: 330.0
max_magnetosphere_extent: 5.16991565174351
max_atmospheric_depth: 7.71110125184016
max_tidal_distortion: 413.0
max_core_density: 0.722230247002744
max_ring_system_complexity: 0.594883997620464
max_impact_crater_count: 0.816526496284805
max_axial_symmetry: 517.0
max_cloud_turbulence: 433.0
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: 3.01553490085017
mean_surface_roughness: 244.5
mean_magnetosphere_extent: 4.85359154448657
mean_atmospheric_depth: 7.04403289727469
mean_tidal_distortion: 405.0
mean_core_density: 0.873973081629086
mean_ring_system_complexity: 0.860141063134354
mean_impact_crater_count: 0.91354235182343
mean_axial_symmetry: 371.5
mean_cloud_turbulence: 178.0
orbital_radius_error: 0.68622153857191
surface_roughness_error: 0.997546991374341
magnetosphere_extent_error: 1.70381923923872
atmospheric_depth_error: 7.29109045342327
tidal_distortion_error: 0.0751930847884298
core_density_error: 0.148290255917238
ring_system_complexity_error: 0.174899971412233
impact_crater_count_error: 0.122433655503705
axial_symmetry_error: 0.127397017233529
cloud_turbulence_error: 0.044328320518603
max_orbital_radius: 3.2104403460471
max_surface_roughness: 402.0
max_magnetosphere_extent: 5.03304888893316
max_atmospheric_depth: 7.39572160860205
max_tidal_distortion: 468.0
max_core_density: 0.727325623681722
max_ring_system_complexity: 0.69851913942442
max_impact_crater_count: 0.816193274567418
max_axial_symmetry: 508.0
max_cloud_turbulence: 249.0
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: 2.78932292123095
mean_surface_roughness: 24.0
mean_magnetosphere_extent: 4.59683554919803
mean_atmospheric_depth: 6.58823848301034
mean_tidal_distortion: 84.0
mean_core_density: 0.941353666572531
mean_ring_system_complexity: 0.944358402901069
mean_impact_crater_count: 0.969396163129986
mean_axial_symmetry: 15.0
mean_cloud_turbulence: 55.0
orbital_radius_error: 0.461952378498044
surface_roughness_error: 0.602328813855024
magnetosphere_extent_error: 1.23490890352285
atmospheric_depth_error: 4.47213595499958
tidal_distortion_error: 0.0655057249406493
core_density_error: 0.111175536877498
ring_system_complexity_error: 0.135683455144686
impact_crater_count_error: 0.0858661749468322
axial_symmetry_error: 0.0976678043164686
cloud_turbulence_error: 0.0406939798987516
max_orbital_radius: 2.91126311692754
max_surface_roughness: 18.0
max_magnetosphere_extent: 4.74232002413533
max_atmospheric_depth: 6.83915518748988
max_tidal_distortion: 189.5
max_core_density: 0.820613819136714
max_ring_system_complexity: 0.771485881808363
max_impact_crater_count: 0.906207521522429
max_axial_symmetry: 77.0
max_cloud_turbulence: 192.0
Examples for Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.78439376768954
mean_surface_roughness: 35.0
mean_magnetosphere_extent: 4.59157823246862
mean_atmospheric_depth: 6.5692008761566
mean_tidal_distortion: 57.0
mean_core_density: 0.935156264611817
mean_ring_system_complexity: 0.967183465031482
mean_impact_crater_count: 0.974117692899656
mean_axial_symmetry: 230.5
mean_cloud_turbulence: 61.5
orbital_radius_error: 0.422255846614348
surface_roughness_error: 0.642261628933256
magnetosphere_extent_error: 1.1567194992737
atmospheric_depth_error: 4.20951303596984
tidal_distortion_error: 0.0707954800817114
core_density_error: 0.121860576069539
ring_system_complexity_error: 0.124539150470846
impact_crater_count_error: 0.0956817641977822
axial_symmetry_error: 0.128335497817245
cloud_turbulence_error: 0.0420356991139674
max_orbital_radius: 2.84490938381941
max_surface_roughness: 14.0
max_magnetosphere_extent: 4.65871095291612
max_atmospheric_depth: 6.70942628404237
max_tidal_distortion: 115.5
max_core_density: 0.852006475249212
max_ring_system_complexity: 0.880126738250308
max_impact_crater_count: 0.924402373865296
max_axial_symmetry: 139.0
max_cloud_turbulence: 79.0
| Predicted + | Predicted - | |
|---|---|---|
| Actual + | 19 | 13 |
| Actual - | 1 | 33 |
Accuracy 0.788, Precision 0.950, Recall 0.594, F1 0.731