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: 2.8130106367387
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: 2.8100049236252
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: 2.6447553507299
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: 2.72261035243354
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
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: 2.62249231274056
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: 2.36724860631977
mean_surface_roughness: 238.0
mean_magnetosphere_extent: 4.12810165902023
mean_atmospheric_depth: 5.66052696598524
mean_tidal_distortion: 98.0
mean_core_density: 0.948514626095534
mean_ring_system_complexity: 0.98542555602637
mean_impact_crater_count: 0.994264090462124
mean_axial_symmetry: 192.0
mean_cloud_turbulence: 373.5
orbital_radius_error: 0.584465567848098
surface_roughness_error: 1.14542568506211
magnetosphere_extent_error: 1.50831031289984
atmospheric_depth_error: 4.58039299623951
tidal_distortion_error: 0.104785495179438
core_density_error: 0.112116011345392
ring_system_complexity_error: 0.101538170162752
impact_crater_count_error: 0.0627216071222669
axial_symmetry_error: 0.164103625797848
cloud_turbulence_error: 0.0545802161959808
max_orbital_radius: 2.49732916978656
max_surface_roughness: 256.0
max_magnetosphere_extent: 4.27819273092867
max_atmospheric_depth: 5.94332417178005
max_tidal_distortion: 351.0
max_core_density: 0.888494002665482
max_ring_system_complexity: 0.939770132225658
max_impact_crater_count: 0.975609756097561
max_axial_symmetry: 380.0
max_cloud_turbulence: 267.0
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: 2.84723226523555
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: 2.59897910604785
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 - | 0 | 34 |
Accuracy 0.864, Precision 1.000, Recall 0.719, F1 0.836