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: 2.59897910604785
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: 2.6447553507299
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: 2.64119789411437
mean_surface_roughness: 260.0
mean_magnetosphere_extent: 4.42616313016197
mean_atmospheric_depth: 6.26301723762988
mean_tidal_distortion: 196.5
mean_core_density: 0.963706801842607
mean_ring_system_complexity: 0.975019987909752
mean_impact_crater_count: 0.971600128251217
mean_axial_symmetry: 45.0
mean_cloud_turbulence: 161.0
orbital_radius_error: 0.428835632847831
surface_roughness_error: 1.5303594349041
magnetosphere_extent_error: 1.0816653826392
atmospheric_depth_error: 3.76297754444536
tidal_distortion_error: 0.0659696900098826
core_density_error: 0.0699928567783885
ring_system_complexity_error: 0.115887876846545
impact_crater_count_error: 0.107888831674089
axial_symmetry_error: 0.163431943022164
cloud_turbulence_error: 0.042154477816716
max_orbital_radius: 2.66025953726586
max_surface_roughness: 197.0
max_magnetosphere_extent: 4.44804843021588
max_atmospheric_depth: 6.30426597035273
max_tidal_distortion: 31.0
max_core_density: 0.955849319913209
max_ring_system_complexity: 0.953898104604466
max_impact_crater_count: 0.952263053145801
max_axial_symmetry: 18.0
max_cloud_turbulence: 25.0
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: 2.89092715918786
mean_surface_roughness: 360.5
mean_magnetosphere_extent: 4.70682383971459
mean_atmospheric_depth: 6.80826638048139
mean_tidal_distortion: 167.5
mean_core_density: 0.931931708044434
mean_ring_system_complexity: 0.935016362786349
mean_impact_crater_count: 0.948856627763545
mean_axial_symmetry: 464.0
mean_cloud_turbulence: 10.0
orbital_radius_error: 0.765375724726098
surface_roughness_error: 0.924878370381749
magnetosphere_extent_error: 2.02632672587616
atmospheric_depth_error: 8.27405583737504
tidal_distortion_error: 0.0709788700952615
core_density_error: 0.122596900450215
ring_system_complexity_error: 0.139499103939774
impact_crater_count_error: 0.105971694333912
axial_symmetry_error: 0.151459565561241
cloud_turbulence_error: 0.0508035431835221
max_orbital_radius: 3.03495298670727
max_surface_roughness: 269.5
max_magnetosphere_extent: 4.87519732320115
max_atmospheric_depth: 7.09920174355309
max_tidal_distortion: 105.0
max_core_density: 0.870625108828139
max_ring_system_complexity: 0.838082467314784
max_impact_crater_count: 0.901225666906994
max_axial_symmetry: 463.0
max_cloud_turbulence: 45.5
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 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: 212
Prompt used:
Choose randomly
Confusion Matrix:
Predicted Fylaran Predicted Qtharri
Actual Fylaran 13 19
Actual Qtharri 21 13
Accuracy: 0.394
Precision: 0.382
Recall: 0.406
F1 Score: 0.394
Examples for Correctly predicted Fylaran: (Correct answer: Fylaran, What the previous set of rules predicted: Fylaran)
Entity Data:
mean_orbital_radius: 3.00419635196612
mean_surface_roughness: 507.0
mean_magnetosphere_extent: 4.89335213348152
mean_atmospheric_depth: 7.02464903045364
mean_tidal_distortion: 305.0
mean_core_density: 0.802697062128753
mean_ring_system_complexity: 0.828843762950684
mean_impact_crater_count: 0.899442345745638
mean_axial_symmetry: 550.5
mean_cloud_turbulence: 551.0
orbital_radius_error: 0.977496803063826
surface_roughness_error: 1.88891503249882
magnetosphere_extent_error: 3.32716095192283
atmospheric_depth_error: 10.7796103825695
tidal_distortion_error: 0.0560267793113258
core_density_error: 0.288045135352083
ring_system_complexity_error: 0.298161030317512
impact_crater_count_error: 0.202237484161567
axial_symmetry_error: 0.211754574921063
cloud_turbulence_error: 0.113313723793722
max_orbital_radius: 3.08922261664133
max_surface_roughness: 430.0
max_magnetosphere_extent: 5.02847521222459
max_atmospheric_depth: 7.19518732017871
max_tidal_distortion: 61.5
max_core_density: 0.719269222469971
max_ring_system_complexity: 0.733191582960628
max_impact_crater_count: 0.849834282314949
max_axial_symmetry: 426.0
max_cloud_turbulence: 490.5
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: 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 Fylaran when it should have been Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Fylaran)
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
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 + | 19 | 13 |
| Actual - | 1 | 33 |
Accuracy 0.788, Precision 0.950, Recall 0.594, F1 0.731