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: 2.69462718077007
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 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: 2.6447553507299
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: 2.64119789411437
mean_surface_roughness: 260.0
mean_magnetosphere_extent: 4.42616313016197
mean_atmospheric_depth: 6.26301723762988
mean_tidal_distortion: 196.5
mean_core_density: 0.963706801842607
mean_ring_system_complexity: 0.975019987909752
mean_impact_crater_count: 0.971600128251217
mean_axial_symmetry: 45.0
mean_cloud_turbulence: 161.0
orbital_radius_error: 0.428835632847831
surface_roughness_error: 1.5303594349041
magnetosphere_extent_error: 1.0816653826392
atmospheric_depth_error: 3.76297754444536
tidal_distortion_error: 0.0659696900098826
core_density_error: 0.0699928567783885
ring_system_complexity_error: 0.115887876846545
impact_crater_count_error: 0.107888831674089
axial_symmetry_error: 0.163431943022164
cloud_turbulence_error: 0.042154477816716
max_orbital_radius: 2.66025953726586
max_surface_roughness: 197.0
max_magnetosphere_extent: 4.44804843021588
max_atmospheric_depth: 6.30426597035273
max_tidal_distortion: 31.0
max_core_density: 0.955849319913209
max_ring_system_complexity: 0.953898104604466
max_impact_crater_count: 0.952263053145801
max_axial_symmetry: 18.0
max_cloud_turbulence: 25.0
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: 2.59076704048748
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: 2.41412646772695
mean_surface_roughness: 211.5
mean_magnetosphere_extent: 4.19147127295282
mean_atmospheric_depth: 5.7497114065446
mean_tidal_distortion: 434.5
mean_core_density: 0.921641997382537
mean_ring_system_complexity: 0.982627151953463
mean_impact_crater_count: 0.981209831722514
mean_axial_symmetry: 385.0
mean_cloud_turbulence: 483.0
orbital_radius_error: 0.496689037527506
surface_roughness_error: 1.10317722964173
magnetosphere_extent_error: 1.28101522239199
atmospheric_depth_error: 3.87943294825416
tidal_distortion_error: 0.0888763185556198
core_density_error: 0.118321595661992
ring_system_complexity_error: 0.092379651439048
impact_crater_count_error: 0.0873155198117723
axial_symmetry_error: 0.162388423232692
cloud_turbulence_error: 0.0613269924258479
max_orbital_radius: 2.49897390699944
max_surface_roughness: 199.0
max_magnetosphere_extent: 4.28963718538053
max_atmospheric_depth: 5.93118361622305
max_tidal_distortion: 372.5
max_core_density: 0.874125874125874
max_ring_system_complexity: 0.938332770333671
max_impact_crater_count: 0.947193937958797
max_axial_symmetry: 378.5
max_cloud_turbulence: 388.0
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: 3.08831145484708
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: 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: 2.76945882923085
mean_surface_roughness: 280.5
mean_magnetosphere_extent: 4.59350238112041
mean_atmospheric_depth: 6.53741597284935
mean_tidal_distortion: 79.0
mean_core_density: 0.895495656846064
mean_ring_system_complexity: 0.917010545621275
mean_impact_crater_count: 0.965605144744211
mean_axial_symmetry: 254.0
mean_cloud_turbulence: 396.0
orbital_radius_error: 0.649615270756469
surface_roughness_error: 1.38166566143912
magnetosphere_extent_error: 1.80859061149836
atmospheric_depth_error: 6.27933117457584
tidal_distortion_error: 0.0760920495189872
core_density_error: 0.220839308095275
ring_system_complexity_error: 0.230282435283284
impact_crater_count_error: 0.123571841452655
axial_symmetry_error: 0.183193886360872
cloud_turbulence_error: 0.0967884290605029
max_orbital_radius: 2.84781214347737
max_surface_roughness: 289.5
max_magnetosphere_extent: 4.68305672464516
max_atmospheric_depth: 6.69789807199366
max_tidal_distortion: 39.0
max_core_density: 0.798658254133056
max_ring_system_complexity: 0.8
max_impact_crater_count: 0.922466675891333
max_axial_symmetry: 305.0
max_cloud_turbulence: 431.0
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 - | 0 | 34 |
Accuracy 0.864, Precision 1.000, Recall 0.719, F1 0.836