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: 3.01553490085017
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 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: 2.52172062291072
mean_surface_roughness: 387.0
mean_magnetosphere_extent: 4.31495156588431
mean_atmospheric_depth: 5.99769509685862
mean_tidal_distortion: 485.0
mean_core_density: 0.914394396591138
mean_ring_system_complexity: 0.956105209817288
mean_impact_crater_count: 0.978157737716784
mean_axial_symmetry: 328.5
mean_cloud_turbulence: 492.5
orbital_radius_error: 0.570175411605937
surface_roughness_error: 1.47444904964532
magnetosphere_extent_error: 1.44118007202431
atmospheric_depth_error: 4.96185449202211
tidal_distortion_error: 0.101833196944808
core_density_error: 0.130613934938046
ring_system_complexity_error: 0.160810447421802
impact_crater_count_error: 0.0866371744691619
axial_symmetry_error: 0.134759044223384
cloud_turbulence_error: 0.0630555310817378
max_orbital_radius: 2.64688376586472
max_surface_roughness: 490.0
max_magnetosphere_extent: 4.44886719159269
max_atmospheric_depth: 6.26549130873676
max_tidal_distortion: 495.0
max_core_density: 0.856457690990065
max_ring_system_complexity: 0.850701829008932
max_impact_crater_count: 0.942267283537648
max_axial_symmetry: 258.0
max_cloud_turbulence: 395.0
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: 3.08831145484708
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: 2.83732253680635
mean_surface_roughness: 326.5
mean_magnetosphere_extent: 4.65491227788291
mean_atmospheric_depth: 6.7077177163824
mean_tidal_distortion: 226.0
mean_core_density: 0.922305024717775
mean_ring_system_complexity: 0.911004017527717
mean_impact_crater_count: 0.937752020855605
mean_axial_symmetry: 290.0
mean_cloud_turbulence: 28.5
orbital_radius_error: 0.864522989862039
surface_roughness_error: 1.00796825346833
magnetosphere_extent_error: 2.24254319913798
atmospheric_depth_error: 8.90224690738243
tidal_distortion_error: 0.104019228991567
core_density_error: 0.14842506526864
ring_system_complexity_error: 0.187082869338697
impact_crater_count_error: 0.134499070628759
axial_symmetry_error: 0.124498995979887
cloud_turbulence_error: 0.0441361529814278
max_orbital_radius: 3.03350963788802
max_surface_roughness: 253.0
max_magnetosphere_extent: 4.86599480426999
max_atmospheric_depth: 7.10987946307227
max_tidal_distortion: 454.5
max_core_density: 0.8302200083022
max_ring_system_complexity: 0.779483981604178
max_impact_crater_count: 0.868055555555556
max_axial_symmetry: 204.0
max_cloud_turbulence: 38.0
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
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: 2.7434173449395
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 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: 2.58926666511224
mean_surface_roughness: 16.0
mean_magnetosphere_extent: 4.38014987466102
mean_atmospheric_depth: 6.14225243623005
mean_tidal_distortion: 391.5
mean_core_density: 0.934745422084295
mean_ring_system_complexity: 0.961658668872071
mean_impact_crater_count: 0.964320154291225
mean_axial_symmetry: 429.0
mean_cloud_turbulence: 205.5
orbital_radius_error: 0.485798312059645
surface_roughness_error: 0.815843122174846
magnetosphere_extent_error: 1.29228479833201
atmospheric_depth_error: 4.17492514902962
tidal_distortion_error: 0.0896939239859646
core_density_error: 0.108627804912002
ring_system_complexity_error: 0.129730489862638
impact_crater_count_error: 0.111400179533069
axial_symmetry_error: 0.138708327075198
cloud_turbulence_error: 0.0474130783645188
max_orbital_radius: 2.67414864942653
max_surface_roughness: 10.0
max_magnetosphere_extent: 4.47699584726458
max_atmospheric_depth: 6.31010007988141
max_tidal_distortion: 348.5
max_core_density: 0.887626486774365
max_ring_system_complexity: 0.889521437466643
max_impact_crater_count: 0.914151986909344
max_axial_symmetry: 289.5
max_cloud_turbulence: 81.0
| Predicted + | Predicted - | |
|---|---|---|
| Actual + | 16 | 16 |
| Actual - | 0 | 34 |
Accuracy 0.758, Precision 1.000, Recall 0.500, F1 0.667