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: 3.02916704964023
mean_surface_roughness: 422.5
mean_magnetosphere_extent: 4.87443367291585
mean_atmospheric_depth: 7.08590146436561
mean_tidal_distortion: 318.0
mean_core_density: 0.881911985183879
mean_ring_system_complexity: 0.842957093483942
mean_impact_crater_count: 0.900657479960371
mean_axial_symmetry: 483.5
mean_cloud_turbulence: 126.5
orbital_radius_error: 0.789050061783155
surface_roughness_error: 1.511290838985
magnetosphere_extent_error: 2.27442300375282
atmospheric_depth_error: 8.22556988907152
tidal_distortion_error: 0.0689637585982667
core_density_error: 0.183521115951271
ring_system_complexity_error: 0.208446635856758
impact_crater_count_error: 0.134387499418659
axial_symmetry_error: 0.19380402472601
cloud_turbulence_error: 0.0573410847473258
max_orbital_radius: 3.16758253048065
max_surface_roughness: 526.0
max_magnetosphere_extent: 5.06638530920075
max_atmospheric_depth: 7.34018683532012
max_tidal_distortion: 184.0
max_core_density: 0.743052459503641
max_ring_system_complexity: 0.678702321161938
max_impact_crater_count: 0.815993472052224
max_axial_symmetry: 539.0
max_cloud_turbulence: 271.5
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: 2.72261035243354
mean_surface_roughness: 545.0
mean_magnetosphere_extent: 4.5384960527201
mean_atmospheric_depth: 6.43759163693504
mean_tidal_distortion: 89.0
mean_core_density: 0.905879155720627
mean_ring_system_complexity: 0.900657479960371
mean_impact_crater_count: 0.957781012949199
mean_axial_symmetry: 11.0
mean_cloud_turbulence: 273.5
orbital_radius_error: 0.57913728942281
surface_roughness_error: 1.52446712001276
magnetosphere_extent_error: 1.45086181285469
atmospheric_depth_error: 5.4735728733616
tidal_distortion_error: 0.0794166229450737
core_density_error: 0.16867127793433
ring_system_complexity_error: 0.196214168703486
impact_crater_count_error: 0.100548495761995
axial_symmetry_error: 0.108857705285386
cloud_turbulence_error: 0.0599082632030006
max_orbital_radius: 2.81839825827108
max_surface_roughness: 560.0
max_magnetosphere_extent: 4.63957161270542
max_atmospheric_depth: 6.63987583382654
max_tidal_distortion: 83.0
max_core_density: 0.804764204088202
max_ring_system_complexity: 0.765462339252909
max_impact_crater_count: 0.924052153503544
max_axial_symmetry: 11.0
max_cloud_turbulence: 250.0
Examples for Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.5922651681085
mean_surface_roughness: 265.0
mean_magnetosphere_extent: 4.38215162686203
mean_atmospheric_depth: 6.14782706473184
mean_tidal_distortion: 126.0
mean_core_density: 0.936198099517858
mean_ring_system_complexity: 0.974250557758444
mean_impact_crater_count: 0.981152068759137
mean_axial_symmetry: 130.0
mean_cloud_turbulence: 241.0
orbital_radius_error: 0.346265793863616
surface_roughness_error: 0.945727233402951
magnetosphere_extent_error: 0.921086315173556
atmospheric_depth_error: 3.03759773505315
tidal_distortion_error: 0.0587962583843564
core_density_error: 0.102323017938292
ring_system_complexity_error: 0.108027774206451
impact_crater_count_error: 0.0745519952784632
axial_symmetry_error: 0.111848111293843
cloud_turbulence_error: 0.0368239052790439
max_orbital_radius: 2.65955999194178
max_surface_roughness: 365.0
max_magnetosphere_extent: 4.46083781509817
max_atmospheric_depth: 6.30096926407024
max_tidal_distortion: 156.0
max_core_density: 0.835910724734598
max_ring_system_complexity: 0.837731423305688
max_impact_crater_count: 0.922151933752605
max_axial_symmetry: 351.5
max_cloud_turbulence: 146.0
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: 3.0568273729138
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 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: 2.41412646772695
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: 196
Prompt used:
Add a new rule based on the mean_surface_roughness feature: If mean_surface_roughness is below a certain threshold, predict Fylaran; otherwise, predict Qtharri. This rule aims to improve the classification accuracy and reduce false positives and false negatives in the dataset based on the analysis of previous misclassifications.
Confusion Matrix:
Predicted Fylaran Predicted Qtharri
Actual Fylaran 4 28
Actual Qtharri 2 32
Accuracy: 0.545
Precision: 0.667
Recall: 0.125
F1 Score: 0.211
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: 2.6217658325052
mean_surface_roughness: 285.0
mean_magnetosphere_extent: 4.41727311486095
mean_atmospheric_depth: 6.20979654142497
mean_tidal_distortion: 294.0
mean_core_density: 0.926337631539944
mean_ring_system_complexity: 0.973823621065753
mean_impact_crater_count: 0.982501645690256
mean_axial_symmetry: 257.0
mean_cloud_turbulence: 294.5
orbital_radius_error: 0.470425339453563
surface_roughness_error: 1.13357840487546
magnetosphere_extent_error: 1.23895116933639
atmospheric_depth_error: 4.1545156155682
tidal_distortion_error: 0.0748865809073962
core_density_error: 0.128296531519757
ring_system_complexity_error: 0.123652739557197
impact_crater_count_error: 0.0999849988748312
axial_symmetry_error: 0.138166566143912
cloud_turbulence_error: 0.046184412955022
max_orbital_radius: 2.69124308278583
max_surface_roughness: 312.0
max_magnetosphere_extent: 4.48661184986396
max_atmospheric_depth: 6.364234272378
max_tidal_distortion: 269.0
max_core_density: 0.844665934622857
max_ring_system_complexity: 0.888494002665482
max_impact_crater_count: 0.923258734027624
max_axial_symmetry: 250.5
max_cloud_turbulence: 156.0
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 + | 16 | 16 |
| Actual - | 0 | 34 |
Accuracy 0.758, Precision 1.000, Recall 0.500, F1 0.667