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: 3.0248055210397
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: 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 Fylaran when it should have been Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Fylaran)
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
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: 308.0
mean_magnetosphere_extent: 4.42616313016197
mean_atmospheric_depth: 6.26947499986303
mean_tidal_distortion: 70.0
mean_core_density: 0.963493241094914
mean_ring_system_complexity: 0.999308478532855
mean_impact_crater_count: 0.995850291833928
mean_axial_symmetry: 314.0
mean_cloud_turbulence: 47.0
orbital_radius_error: 0.635609943282828
surface_roughness_error: 1.10181668166715
magnetosphere_extent_error: 1.6109003693587
atmospheric_depth_error: 5.74108003776293
tidal_distortion_error: 0.0865505632563994
core_density_error: 0.0926984358012583
ring_system_complexity_error: 0.0263058928759318
impact_crater_count_error: 0.06455230437405
axial_symmetry_error: 0.147986485869487
cloud_turbulence_error: 0.0546808924579693
max_orbital_radius: 2.72326716690707
max_surface_roughness: 181.5
max_magnetosphere_extent: 4.51349339741619
max_atmospheric_depth: 6.43791163693777
max_tidal_distortion: 52.5
max_core_density: 0.941699390720494
max_ring_system_complexity: 0.99815839775614
max_impact_crater_count: 0.989012075837446
max_axial_symmetry: 117.0
max_cloud_turbulence: 32.0
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: 3.10772077550204
mean_surface_roughness: 94.0
mean_magnetosphere_extent: 4.95793750509581
mean_atmospheric_depth: 7.23489842031483
mean_tidal_distortion: 354.5
mean_core_density: 0.868432479374729
mean_ring_system_complexity: 0.838082467314784
mean_impact_crater_count: 0.888494002665482
mean_axial_symmetry: 439.0
mean_cloud_turbulence: 294.5
orbital_radius_error: 0.584294446319662
surface_roughness_error: 1.14411537879709
magnetosphere_extent_error: 1.55145093380358
atmospheric_depth_error: 6.2497999967999
tidal_distortion_error: 0.0665281895139196
core_density_error: 0.163554272337961
ring_system_complexity_error: 0.185391477689779
impact_crater_count_error: 0.115887876846545
axial_symmetry_error: 0.129421791055448
cloud_turbulence_error: 0.0660832807902271
max_orbital_radius: 3.16505301817069
max_surface_roughness: 167.0
max_magnetosphere_extent: 5.03109130266364
max_atmospheric_depth: 7.33693691370762
max_tidal_distortion: 160.0
max_core_density: 0.778816199376947
max_ring_system_complexity: 0.713063320022818
max_impact_crater_count: 0.835701153267591
max_axial_symmetry: 241.0
max_cloud_turbulence: 376.0
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: 2.47737838336721
mean_surface_roughness: 15.0
mean_magnetosphere_extent: 4.25049324471203
mean_atmospheric_depth: 5.89907509781463
mean_tidal_distortion: 134.0
mean_core_density: 0.954918306738858
mean_ring_system_complexity: 0.987790904421352
mean_impact_crater_count: 0.986494885024021
mean_axial_symmetry: 37.0
mean_cloud_turbulence: 231.0
orbital_radius_error: 0.418688428309166
surface_roughness_error: 1.01341008481266
magnetosphere_extent_error: 1.12561094522042
atmospheric_depth_error: 3.33016516106934
tidal_distortion_error: 0.0589745707911469
core_density_error: 0.11049886877249
ring_system_complexity_error: 0.103537432844358
impact_crater_count_error: 0.096917490681507
axial_symmetry_error: 0.171493440107778
cloud_turbulence_error: 0.0585491246732178
max_orbital_radius: 2.5152741864044
max_surface_roughness: 6.0
max_magnetosphere_extent: 4.29619637806869
max_atmospheric_depth: 5.97431838827301
max_tidal_distortion: 16.0
max_core_density: 0.930180641080498
max_ring_system_complexity: 0.971968430465379
max_impact_crater_count: 0.969048588096207
max_axial_symmetry: 31.0
max_cloud_turbulence: 69.0
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: 2.84723226523555
mean_surface_roughness: 280.5
mean_magnetosphere_extent: 4.69866052907543
mean_atmospheric_depth: 6.69220780428956
mean_tidal_distortion: 443.0
mean_core_density: 0.847314014573801
mean_ring_system_complexity: 0.836960160696351
mean_impact_crater_count: 0.916993727762902
mean_axial_symmetry: 359.0
mean_cloud_turbulence: 443.0
orbital_radius_error: 0.536003731330296
surface_roughness_error: 0.957757798193259
magnetosphere_extent_error: 1.56971334962789
atmospheric_depth_error: 5.3
tidal_distortion_error: 0.0675499814951862
core_density_error: 0.186574381949934
ring_system_complexity_error: 0.196773982019981
impact_crater_count_error: 0.109954536059228
axial_symmetry_error: 0.117813411800185
cloud_turbulence_error: 0.0638827050147378
max_orbital_radius: 2.97297528643137
max_surface_roughness: 272.5
max_magnetosphere_extent: 4.8512487085848
max_atmospheric_depth: 6.93925394604151
max_tidal_distortion: 330.5
max_core_density: 0.67999456004352
max_ring_system_complexity: 0.665513110608279
max_impact_crater_count: 0.85236958745312
max_axial_symmetry: 262.0
max_cloud_turbulence: 512.0
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: 2.8100049236252
mean_surface_roughness: 314.0
mean_magnetosphere_extent: 4.61512051684126
mean_atmospheric_depth: 6.63279197893813
mean_tidal_distortion: 48.0
mean_core_density: 0.94682623844872
mean_ring_system_complexity: 0.959610014490111
mean_impact_crater_count: 0.972318103590771
mean_axial_symmetry: 87.0
mean_cloud_turbulence: 37.0
orbital_radius_error: 0.479374592568275
surface_roughness_error: 0.999399819891919
magnetosphere_extent_error: 1.23854753643128
atmospheric_depth_error: 4.70956473572665
tidal_distortion_error: 0.053160135440008
core_density_error: 0.095420123663722
ring_system_complexity_error: 0.114498908291739
impact_crater_count_error: 0.0719305220334178
axial_symmetry_error: 0.100647901120689
cloud_turbulence_error: 0.0366742416417845
max_orbital_radius: 2.93969088267037
max_surface_roughness: 473.0
max_magnetosphere_extent: 4.76131886847802
max_atmospheric_depth: 6.89730082107828
max_tidal_distortion: 84.0
max_core_density: 0.846955196070128
max_ring_system_complexity: 0.815660685154976
max_impact_crater_count: 0.921081718370054
max_axial_symmetry: 220.0
max_cloud_turbulence: 94.0
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: 2.52011290552262
mean_surface_roughness: 198.5
mean_magnetosphere_extent: 4.31294447348644
mean_atmospheric_depth: 5.98896141688986
mean_tidal_distortion: 474.5
mean_core_density: 0.913358785598159
mean_ring_system_complexity: 0.980094285070224
mean_impact_crater_count: 0.981730004614131
mean_axial_symmetry: 165.0
mean_cloud_turbulence: 410.0
orbital_radius_error: 0.533197899470731
surface_roughness_error: 1.38130373198656
magnetosphere_extent_error: 1.39176147381654
atmospheric_depth_error: 4.62385120867876
tidal_distortion_error: 0.0816333265278342
core_density_error: 0.131719398723195
ring_system_complexity_error: 0.107610408418517
impact_crater_count_error: 0.0975704873412037
axial_symmetry_error: 0.151062900806254
cloud_turbulence_error: 0.0593801313572141
max_orbital_radius: 2.62321826558551
max_surface_roughness: 342.0
max_magnetosphere_extent: 4.42676096601405
max_atmospheric_depth: 6.22257626807137
max_tidal_distortion: 380.5
max_core_density: 0.848032564450475
max_ring_system_complexity: 0.928436142162142
max_impact_crater_count: 0.939831958045901
max_axial_symmetry: 179.0
max_cloud_turbulence: 301.0
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
| Predicted + | Predicted - | |
|---|---|---|
| Actual + | 16 | 16 |
| Actual - | 0 | 34 |
Accuracy 0.758, Precision 1.000, Recall 0.500, F1 0.667