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: 2.97603964020825
mean_surface_roughness: 358.5
mean_magnetosphere_extent: 4.81299703319041
mean_atmospheric_depth: 6.9985096422506
mean_tidal_distortion: 264.0
mean_core_density: 0.903668895716609
mean_ring_system_complexity: 0.870322019147084
mean_impact_crater_count: 0.928237925945178
mean_axial_symmetry: 205.5
mean_cloud_turbulence: 119.0
orbital_radius_error: 0.923525852372309
surface_roughness_error: 1.3597793938724
magnetosphere_extent_error: 2.37318351587061
atmospheric_depth_error: 9.67160793250016
tidal_distortion_error: 0.103682206766639
core_density_error: 0.164984847789123
ring_system_complexity_error: 0.225410736212808
impact_crater_count_error: 0.13823892360692
axial_symmetry_error: 0.151426549851735
cloud_turbulence_error: 0.0649384323802169
max_orbital_radius: 3.10503500844444
max_surface_roughness: 359.0
max_magnetosphere_extent: 4.94805041890463
max_atmospheric_depth: 7.24708058458576
max_tidal_distortion: 301.5
max_core_density: 0.825286787158538
max_ring_system_complexity: 0.743715603153354
max_impact_crater_count: 0.870322019147084
max_axial_symmetry: 82.0
max_cloud_turbulence: 182.0
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 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: 2.52172062291072
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: 3.10772077550204
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: 2.83438912314523
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 Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
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
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: 3.00071981506503
mean_surface_roughness: 529.0
mean_magnetosphere_extent: 4.86830338551846
mean_atmospheric_depth: 7.03262426102801
mean_tidal_distortion: 545.0
mean_core_density: 0.848104486472733
mean_ring_system_complexity: 0.837731423305688
mean_impact_crater_count: 0.871915598570058
mean_axial_symmetry: 155.5
mean_cloud_turbulence: 512.0
orbital_radius_error: 0.720416546173115
surface_roughness_error: 1.7058722109232
magnetosphere_extent_error: 2.40852652051
atmospheric_depth_error: 8.19145896650896
tidal_distortion_error: 0.0868619594529159
core_density_error: 0.245967477524977
ring_system_complexity_error: 0.146082168658601
impact_crater_count_error: 0.135757136092362
axial_symmetry_error: 0.174814187067297
cloud_turbulence_error: 0.101931349446576
max_orbital_radius: 3.06011453248326
max_surface_roughness: 495.0
max_magnetosphere_extent: 4.95793750509581
max_atmospheric_depth: 7.1693500166706
max_tidal_distortion: 357.0
max_core_density: 0.78021377857533
max_ring_system_complexity: 0.804375804375804
max_impact_crater_count: 0.844523266615995
max_axial_symmetry: 76.0
max_cloud_turbulence: 425.0
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: 3.06712226964066
mean_surface_roughness: 407.5
mean_magnetosphere_extent: 4.8941014778403
mean_atmospheric_depth: 7.17548971362422
mean_tidal_distortion: 103.0
mean_core_density: 0.922951969579503
mean_ring_system_complexity: 0.917077823224079
mean_impact_crater_count: 0.943200467827432
mean_axial_symmetry: 45.0
mean_cloud_turbulence: 8.0
orbital_radius_error: 0.829095893126965
surface_roughness_error: 1.02029407525478
magnetosphere_extent_error: 2.26803880037357
atmospheric_depth_error: 9.13783344124853
tidal_distortion_error: 0.0892132277187638
core_density_error: 0.177002824836216
ring_system_complexity_error: 0.206324986368593
impact_crater_count_error: 0.129267165204471
axial_symmetry_error: 0.115801554393713
cloud_turbulence_error: 0.0627136348811006
max_orbital_radius: 3.22763733053677
max_surface_roughness: 319.0
max_magnetosphere_extent: 5.09190801422499
max_atmospheric_depth: 7.46794233228585
max_tidal_distortion: 199.5
max_core_density: 0.812281699293315
max_ring_system_complexity: 0.75999392004864
max_impact_crater_count: 0.873743993010048
max_axial_symmetry: 52.0
max_cloud_turbulence: 141.5
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: 2.78439376768954
mean_surface_roughness: 35.0
mean_magnetosphere_extent: 4.59157823246862
mean_atmospheric_depth: 6.5692008761566
mean_tidal_distortion: 57.0
mean_core_density: 0.935156264611817
mean_ring_system_complexity: 0.967183465031482
mean_impact_crater_count: 0.974117692899656
mean_axial_symmetry: 230.5
mean_cloud_turbulence: 61.5
orbital_radius_error: 0.422255846614348
surface_roughness_error: 0.642261628933256
magnetosphere_extent_error: 1.1567194992737
atmospheric_depth_error: 4.20951303596984
tidal_distortion_error: 0.0707954800817114
core_density_error: 0.121860576069539
ring_system_complexity_error: 0.124539150470846
impact_crater_count_error: 0.0956817641977822
axial_symmetry_error: 0.128335497817245
cloud_turbulence_error: 0.0420356991139674
max_orbital_radius: 2.84490938381941
max_surface_roughness: 14.0
max_magnetosphere_extent: 4.65871095291612
max_atmospheric_depth: 6.70942628404237
max_tidal_distortion: 115.5
max_core_density: 0.852006475249212
max_ring_system_complexity: 0.880126738250308
max_impact_crater_count: 0.924402373865296
max_axial_symmetry: 139.0
max_cloud_turbulence: 79.0
| Predicted + | Predicted - | |
|---|---|---|
| Actual + | 23 | 9 |
| Actual - | 0 | 34 |
Accuracy 0.864, Precision 1.000, Recall 0.719, F1 0.836