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: 3.0568273729138
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: 2.62249231274056
mean_surface_roughness: 457.0
mean_magnetosphere_extent: 4.41546141076012
mean_atmospheric_depth: 6.22910254457264
mean_tidal_distortion: 207.0
mean_core_density: 0.94552812473407
mean_ring_system_complexity: 0.955009502344548
mean_impact_crater_count: 0.973671911512697
mean_axial_symmetry: 112.0
mean_cloud_turbulence: 240.0
orbital_radius_error: 0.486518242206806
surface_roughness_error: 1.17473401244707
magnetosphere_extent_error: 1.20706255016051
atmospheric_depth_error: 4.45757781760453
tidal_distortion_error: 0.086596766683289
core_density_error: 0.109635760589326
ring_system_complexity_error: 0.152708873350569
impact_crater_count_error: 0.0944457516249408
axial_symmetry_error: 0.128335497817245
cloud_turbulence_error: 0.0512737749731771
max_orbital_radius: 2.74019465442878
max_surface_roughness: 507.0
max_magnetosphere_extent: 4.53302950821041
max_atmospheric_depth: 6.48402436206708
max_tidal_distortion: 393.0
max_core_density: 0.867829558274755
max_ring_system_complexity: 0.821220333415455
max_impact_crater_count: 0.914653666389222
max_axial_symmetry: 291.5
max_cloud_turbulence: 297.0
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: 2.53686638871871
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: 2.64262239577975
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: 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 Qtharri when it should have been Fylaran: (Correct answer: Fylaran, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.62249231274056
mean_surface_roughness: 457.0
mean_magnetosphere_extent: 4.41546141076012
mean_atmospheric_depth: 6.22910254457264
mean_tidal_distortion: 207.0
mean_core_density: 0.94552812473407
mean_ring_system_complexity: 0.955009502344548
mean_impact_crater_count: 0.973671911512697
mean_axial_symmetry: 112.0
mean_cloud_turbulence: 240.0
orbital_radius_error: 0.486518242206806
surface_roughness_error: 1.17473401244707
magnetosphere_extent_error: 1.20706255016051
atmospheric_depth_error: 4.45757781760453
tidal_distortion_error: 0.086596766683289
core_density_error: 0.109635760589326
ring_system_complexity_error: 0.152708873350569
impact_crater_count_error: 0.0944457516249408
axial_symmetry_error: 0.128335497817245
cloud_turbulence_error: 0.0512737749731771
max_orbital_radius: 2.74019465442878
max_surface_roughness: 507.0
max_magnetosphere_extent: 4.53302950821041
max_atmospheric_depth: 6.48402436206708
max_tidal_distortion: 393.0
max_core_density: 0.867829558274755
max_ring_system_complexity: 0.821220333415455
max_impact_crater_count: 0.914653666389222
max_axial_symmetry: 291.5
max_cloud_turbulence: 297.0
Examples for Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.53369681395743
mean_surface_roughness: 500.5
mean_magnetosphere_extent: 4.32055008757213
mean_atmospheric_depth: 6.03595978699453
mean_tidal_distortion: 28.0
mean_core_density: 0.946181212625842
mean_ring_system_complexity: 0.980642124463098
mean_impact_crater_count: 0.987040162664219
mean_axial_symmetry: 406.5
mean_cloud_turbulence: 168.0
orbital_radius_error: 0.501198563445667
surface_roughness_error: 1.33641310978305
magnetosphere_extent_error: 1.40035709731482
atmospheric_depth_error: 4.26731765867037
tidal_distortion_error: 0.0782432105680742
core_density_error: 0.152872495891184
ring_system_complexity_error: 0.12633289357883
impact_crater_count_error: 0.0836540495134575
axial_symmetry_error: 0.178717654416121
cloud_turbulence_error: 0.047021271782035
max_orbital_radius: 2.598235335095
max_surface_roughness: 471.0
max_magnetosphere_extent: 4.4114640703275
max_atmospheric_depth: 6.16856415992078
max_tidal_distortion: 29.0
max_core_density: 0.880204207376111
max_ring_system_complexity: 0.932496573075094
max_impact_crater_count: 0.954061918618518
max_axial_symmetry: 453.0
max_cloud_turbulence: 77.0
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: 2.8130106367387
mean_surface_roughness: 472.0
mean_magnetosphere_extent: 4.71133038181648
mean_atmospheric_depth: 6.65221765985692
mean_tidal_distortion: 487.5
mean_core_density: 0.762543846271161
mean_ring_system_complexity: 0.758955676988464
mean_impact_crater_count: 0.878966335589347
mean_axial_symmetry: 556.0
mean_cloud_turbulence: 558.0
orbital_radius_error: 1.13666177907063
surface_roughness_error: 1.56652481627327
magnetosphere_extent_error: 3.18119474411737
atmospheric_depth_error: 11.7686022959398
tidal_distortion_error: 0.111175536877498
core_density_error: 0.244846890933906
ring_system_complexity_error: 0.286914621446869
impact_crater_count_error: 0.173896520954273
axial_symmetry_error: 0.152872495891184
cloud_turbulence_error: 0.0777303029712351
max_orbital_radius: 3.03735394824481
max_surface_roughness: 472.0
max_magnetosphere_extent: 4.97466263363744
max_atmospheric_depth: 7.11232744471091
max_tidal_distortion: 459.5
max_core_density: 0.659108884787767
max_ring_system_complexity: 0.618008775724615
max_impact_crater_count: 0.802439415824105
max_axial_symmetry: 464.0
max_cloud_turbulence: 488.5
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: 2.73890266458497
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: 2.48989419129904
mean_surface_roughness: 186.5
mean_magnetosphere_extent: 4.28013232699254
mean_atmospheric_depth: 5.90672331865289
mean_tidal_distortion: 542.0
mean_core_density: 0.903260771384699
mean_ring_system_complexity: 0.960956343753303
mean_impact_crater_count: 0.95906701960333
mean_axial_symmetry: 424.5
mean_cloud_turbulence: 556.0
orbital_radius_error: 0.421781934179263
surface_roughness_error: 1.01488915650922
magnetosphere_extent_error: 1.14804181108529
atmospheric_depth_error: 3.50713558335004
tidal_distortion_error: 0.112338773359869
core_density_error: 0.153231850475024
ring_system_complexity_error: 0.134164078649987
impact_crater_count_error: 0.113357840487546
axial_symmetry_error: 0.148996644257513
cloud_turbulence_error: 0.0911756546453054
max_orbital_radius: 2.5408142817263
max_surface_roughness: 132.0
max_magnetosphere_extent: 4.34484384354617
max_atmospheric_depth: 6.02126603834477
max_tidal_distortion: 529.0
max_core_density: 0.831186102568365
max_ring_system_complexity: 0.888415067519545
max_impact_crater_count: 0.913125262523513
max_axial_symmetry: 268.0
max_cloud_turbulence: 534.0
| Predicted + | Predicted - | |
|---|---|---|
| Actual + | 23 | 9 |
| Actual - | 1 | 33 |
Accuracy 0.848, Precision 0.958, Recall 0.719, F1 0.821