Dataset: wisconsin
Round ID: 304
Prompt used:
To classify an entity as Fylaran or Qtharri, use the following revised rules based on the mean attributes and a weighted scoring system for edge cases:
1. If 'mean_orbital_radius' is greater than or equal to 3.0 and 'mean_surface_roughness' is greater than or equal to 300, classify as Fylaran unless 'mean_core_density' exceeds 0.92.
2. If 'mean_orbital_radius' is less than 2.6, regardless of other features, classify as Qtharri.
3. If 'mean_core_density' is greater than 0.91, classify as Qtharri.
4. If 'mean_core_density' is less than or equal to 0.86 and 'mean_impact_crater_count' is less than 1.0, classify as Fylaran.
5. If 'mean_orbital_radius' is between 2.6 and 3.0 inclusive, and 'mean_surface_roughness' exceeds 500, classify as Fylaran unless 'mean_core_density' is greater than 0.90 or 'mean_impact_crater_count' exceeds 0.96.
6. If 'mean_surface_roughness' is less than 200 and 'mean_core_density' is between 0.85 and 0.91, classify as Qtharri.
For edge cases where none of the above rules apply:
- Calculate a weighted score as follows: (**5×mean_orbital_radius** + **3×mean_surface_roughness** - **4×mean_core_density**) divided by the sum of feature coefficients.
- If the score exceeds 2.5, classify as Fylaran.
- Otherwise, classify as Qtharri.
- Additionally, prioritize core_density_errors exceeding 0.12 as Qtharri-indicating if paired with low 'mean_axial_symmetry' below 110.
This approach incorporates additional weighted criteria and avoids strict binary thresholds for borderline cases to reduce misclassifications observed in edge scenarios and improve model interpretability.
Confusion Matrix:
Predicted Fylaran Predicted Qtharri
Actual Fylaran 19 13
Actual Qtharri 3 31
Accuracy: 0.758
Precision: 0.864
Recall: 0.594
F1 Score: 0.704
Examples for Correctly predicted Fylaran: (Correct answer: Fylaran, What the previous set of rules predicted: Fylaran)
Entity Data:
mean_orbital_radius: 3.08831145484708
mean_surface_roughness: 481.0
mean_magnetosphere_extent: 4.94092788167144
mean_atmospheric_depth: 7.21890970761906
mean_tidal_distortion: 366.0
mean_core_density: 0.861623298293986
mean_ring_system_complexity: 0.78665827564506
mean_impact_crater_count: 0.884173297966401
mean_axial_symmetry: 529.0
mean_cloud_turbulence: 181.5
orbital_radius_error: 1.00199800399003
surface_roughness_error: 0.90598013223249
magnetosphere_extent_error: 2.52428207615552
atmospheric_depth_error: 11.7430830704717
tidal_distortion_error: 0.0726842486375143
core_density_error: 0.197686620690425
ring_system_complexity_error: 0.308512560522258
impact_crater_count_error: 0.136528385327008
axial_symmetry_error: 0.154951605348251
cloud_turbulence_error: 0.0707248188403477
max_orbital_radius: 3.2801590532851
max_surface_roughness: 349.0
max_magnetosphere_extent: 5.11379338619888
max_atmospheric_depth: 7.60638738977265
max_tidal_distortion: 174.0
max_core_density: 0.759186152444579
max_ring_system_complexity: 0.588546877758813
max_impact_crater_count: 0.826104915324246
max_axial_symmetry: 411.0
max_cloud_turbulence: 261.0
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: 3.06712226964066
mean_surface_roughness: 407.5
mean_magnetosphere_extent: 4.8941014778403
mean_atmospheric_depth: 7.17548971362422
mean_tidal_distortion: 103.0
mean_core_density: 0.922951969579503
mean_ring_system_complexity: 0.917077823224079
mean_impact_crater_count: 0.943200467827432
mean_axial_symmetry: 45.0
mean_cloud_turbulence: 8.0
orbital_radius_error: 0.829095893126965
surface_roughness_error: 1.02029407525478
magnetosphere_extent_error: 2.26803880037357
atmospheric_depth_error: 9.13783344124853
tidal_distortion_error: 0.0892132277187638
core_density_error: 0.177002824836216
ring_system_complexity_error: 0.206324986368593
impact_crater_count_error: 0.129267165204471
axial_symmetry_error: 0.115801554393713
cloud_turbulence_error: 0.0627136348811006
max_orbital_radius: 3.22763733053677
max_surface_roughness: 319.0
max_magnetosphere_extent: 5.09190801422499
max_atmospheric_depth: 7.46794233228585
max_tidal_distortion: 199.5
max_core_density: 0.812281699293315
max_ring_system_complexity: 0.75999392004864
max_impact_crater_count: 0.873743993010048
max_axial_symmetry: 52.0
max_cloud_turbulence: 141.5
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: 2.53686638871871
mean_surface_roughness: 256.0
mean_magnetosphere_extent: 4.3329676843847
mean_atmospheric_depth: 6.02465751446375
mean_tidal_distortion: 510.5
mean_core_density: 0.907688118362531
mean_ring_system_complexity: 0.933968431867003
mean_impact_crater_count: 0.966323621780934
mean_axial_symmetry: 295.5
mean_cloud_turbulence: 401.0
orbital_radius_error: 0.553172667437573
surface_roughness_error: 1.28724512040248
magnetosphere_extent_error: 1.46799182559032
atmospheric_depth_error: 4.54092501589709
tidal_distortion_error: 0.0924121204171834
core_density_error: 0.151986841535707
ring_system_complexity_error: 0.171610023017305
impact_crater_count_error: 0.11823705003086
axial_symmetry_error: 0.125099960031968
cloud_turbulence_error: 0.0619677335393187
max_orbital_radius: 2.64900766046843
max_surface_roughness: 419.0
max_magnetosphere_extent: 4.46026001419228
max_atmospheric_depth: 6.25900768571888
max_tidal_distortion: 534.0
max_core_density: 0.789889415481833
max_ring_system_complexity: 0.776819700147596
max_impact_crater_count: 0.89142449634516
max_axial_symmetry: 276.5
max_cloud_turbulence: 416.0
Examples for Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.61227324570844
mean_surface_roughness: 381.5
mean_magnetosphere_extent: 4.42064620563894
mean_atmospheric_depth: 6.17669852534897
mean_tidal_distortion: 341.0
mean_core_density: 0.892140244446427
mean_ring_system_complexity: 0.903750564844103
mean_impact_crater_count: 0.943209364182568
mean_axial_symmetry: 244.0
mean_cloud_turbulence: 500.0
orbital_radius_error: 0.585149553533112
surface_roughness_error: 1.34275835502893
magnetosphere_extent_error: 1.64651146367099
atmospheric_depth_error: 4.5254833995939
tidal_distortion_error: 0.113622180933126
core_density_error: 0.201047258126044
ring_system_complexity_error: 0.225853935099657
impact_crater_count_error: 0.151492574075431
axial_symmetry_error: 0.146424041741785
cloud_turbulence_error: 0.0767528501099471
max_orbital_radius: 2.66235524184008
max_surface_roughness: 289.5
max_magnetosphere_extent: 4.49980967033027
max_atmospheric_depth: 6.26985357264817
max_tidal_distortion: 252.5
max_core_density: 0.816326530612245
max_ring_system_complexity: 0.818598559266536
max_impact_crater_count: 0.90049527239982
max_axial_symmetry: 46.0
max_cloud_turbulence: 357.0
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: 2.7434173449395
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: 2.59076704048748
mean_surface_roughness: 535.0
mean_magnetosphere_extent: 4.40854684448328
mean_atmospheric_depth: 6.17044720263642
mean_tidal_distortion: 400.0
mean_core_density: 0.880824451686779
mean_ring_system_complexity: 0.9021199819576
mean_impact_crater_count: 0.956370383121976
mean_axial_symmetry: 413.0
mean_cloud_turbulence: 488.0
orbital_radius_error: 0.63663176169588
surface_roughness_error: 1.34499070628759
magnetosphere_extent_error: 1.62542302186231
atmospheric_depth_error: 5.86856030044848
tidal_distortion_error: 0.0953834367172834
core_density_error: 0.196086715511276
ring_system_complexity_error: 0.193984535466104
impact_crater_count_error: 0.114934764105557
axial_symmetry_error: 0.137040140105007
cloud_turbulence_error: 0.0753126815350509
max_orbital_radius: 2.81241021642645
max_surface_roughness: 558.0
max_magnetosphere_extent: 4.63181211693451
max_atmospheric_depth: 6.646260636284
max_tidal_distortion: 550.0
max_core_density: 0.67999456004352
max_ring_system_complexity: 0.693240901213172
max_impact_crater_count: 0.872676498821887
max_axial_symmetry: 442.0
max_cloud_turbulence: 544.0
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: 329
Prompt used:
The task is to classify entities as either 'Fylaran' or 'Qtharri' based on their features. Apply the following rules:
1. Classify as 'Fylaran' if the mean_orbital_radius is > 2.6 and the mean_core_density is < 0.92.
2. Classify as 'Qtharri' if the mean_orbital_radius is <= 2.6 or the mean_core_density is >= 0.92.
Use these rules consistently to make predictions. If any features are missing, label them as 'unknown' and do not classify.
Confusion Matrix:
Predicted Fylaran Predicted Qtharri
Actual Fylaran 24 8
Actual Qtharri 4 30
Accuracy: 0.818
Precision: 0.857
Recall: 0.750
F1 Score: 0.800
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: 2.83438912314523
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 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: 2.63547950826737
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
| Predicted + | Predicted - | |
|---|---|---|
| Actual + | 23 | 9 |
| Actual - | 1 | 33 |
Accuracy 0.848, Precision 0.958, Recall 0.719, F1 0.821