Dataset: wisconsin
Round ID: 348
Prompt used:
Using the provided entity data, classify the entity as either 'Fylaran' or 'Qtharri' by strictly adhering to the following defined rules:
1. Classify as 'Qtharri' if:
- Mean orbital radius is greater than 3.0 AND Mean surface roughness is greater than 460.
- Mean core density is below 0.70 AND mean axial symmetry is below 250.
- Mean magnetosphere extent is below 4.5 AND mean axial symmetry is below 340.
- Mean tidal distortion is below 20, regardless of other conditions.
- Mean core density is strictly between 0.68 and 0.75 AND mean ring system complexity is below 0.85.
- Mean axial symmetry is above 400 AND mean impact crater count is below 0.80.
- Mean impact crater count exceeds 0.85 AND mean core density is greater than 0.85 AND mean surface roughness is below 350.
- Mean tidal distortion exceeds 500 AND mean core density is below 0.85 AND mean ring system complexity is below 0.90.
- Mean orbital radius is between 2.5 and 2.8 AND mean tidal distortion is above 300.
- Mean core density is greater than 0.91 AND mean axial symmetry is below 200.
- Mean impact crater count is above 0.90 AND mean tidal distortion is below 100, classify as 'Qtharri' regardless of other conditions.
- If mean core density is below 0.80 AND mean tidal distortion is below 50, classify as 'Qtharri' regardless of other conditions.
- If mean tidal distortion exceeds 300 AND mean axial symmetry is below 400, classify as 'Qtharri' regardless of other conditions.
2. Classify as 'Fylaran' if:
- Mean core density is greater than 0.95 AND mean impact crater count is above 0.90.
- Mean tidal distortion is above 30 AND mean atmospheric depth is below 6.5.
- Mean ring system complexity exceeds 0.95 AND mean cloud turbulence is below 140.
- Mean orbital radius is strictly between 2.8 and 3.0 AND mean surface roughness is greater than 470.
- Mean orbital radius is below 2.5 AND mean core density is above 0.95.
- Mean tidal distortion is between 100 and 400 AND mean impact crater count is greater than 0.85.
- Mean axial symmetry is below 150 AND mean core density is above 0.90, classify as 'Fylaran' regardless of other conditions.
3. If mean tidal distortion is significantly low (below 30), classify as 'Qtharri' regardless of other conditions.
4. If mean impact crater count is greater than 0.90 and mean core density is below 0.85, classify as 'Qtharri' regardless of other conditions.
5. If mean core density is below 0.85 AND mean ring system complexity is above 0.90, classify as 'Qtharri' regardless of other conditions.
6. If mean core density is below 0.90 AND mean tidal distortion exceeds 500, classify as 'Fylaran' regardless of other conditions.
Follow these rules strictly to minimize errors in classification.
Confusion Matrix:
Predicted Fylaran Predicted Qtharri
Actual Fylaran 12 20
Actual Qtharri 12 22
Accuracy: 0.515
Precision: 0.500
Recall: 0.375
F1 Score: 0.429
Examples for Correctly predicted Fylaran: (Correct answer: Fylaran, What the previous set of rules predicted: Fylaran)
Entity Data:
mean_orbital_radius: 2.77757626375082
mean_surface_roughness: 527.0
mean_magnetosphere_extent: 4.59511985013459
mean_atmospheric_depth: 6.57591231074459
mean_tidal_distortion: 385.0
mean_core_density: 0.911004017527717
mean_ring_system_complexity: 0.890075656430797
mean_impact_crater_count: 0.938500089157508
mean_axial_symmetry: 167.0
mean_cloud_turbulence: 387.0
orbital_radius_error: 0.808331615118449
surface_roughness_error: 1.2271919165314
magnetosphere_extent_error: 2.04303695512343
atmospheric_depth_error: 7.96052762070455
tidal_distortion_error: 0.102567051239665
core_density_error: 0.155916644396934
ring_system_complexity_error: 0.221630322835121
impact_crater_count_error: 0.132136293273271
axial_symmetry_error: 0.14560219778561
cloud_turbulence_error: 0.0697638875063596
max_orbital_radius: 2.97092715463502
max_surface_roughness: 505.0
max_magnetosphere_extent: 4.8056590467375
max_atmospheric_depth: 6.95749737087695
max_tidal_distortion: 528.0
max_core_density: 0.809323405632891
max_ring_system_complexity: 0.712809180982251
max_impact_crater_count: 0.867603678639597
max_axial_symmetry: 207.0
max_cloud_turbulence: 446.0
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: 2.90087199253003
mean_surface_roughness: 441.0
mean_magnetosphere_extent: 4.72384171570559
mean_atmospheric_depth: 6.83443161456329
mean_tidal_distortion: 304.0
mean_core_density: 0.917473278590761
mean_ring_system_complexity: 0.916918055033422
mean_impact_crater_count: 0.93872914847879
mean_axial_symmetry: 349.0
mean_cloud_turbulence: 69.5
orbital_radius_error: 0.648305483549229
surface_roughness_error: 0.859243853629457
magnetosphere_extent_error: 1.67898779030701
atmospheric_depth_error: 6.7394361781977
tidal_distortion_error: 0.0670298440994756
core_density_error: 0.109818031306339
ring_system_complexity_error: 0.143108350559987
impact_crater_count_error: 0.099373034571759
axial_symmetry_error: 0.106957935656967
cloud_turbulence_error: 0.0396862696659689
max_orbital_radius: 3.11706455872152
max_surface_roughness: 420.0
max_magnetosphere_extent: 4.95229971708329
max_atmospheric_depth: 7.27031288607902
max_tidal_distortion: 496.0
max_core_density: 0.795734861144267
max_ring_system_complexity: 0.71999424004608
max_impact_crater_count: 0.834445927903872
max_axial_symmetry: 443.5
max_cloud_turbulence: 199.0
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: 2.52011290552262
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
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: 3.0174937653355
mean_surface_roughness: 283.0
mean_magnetosphere_extent: 4.8605872978526
mean_atmospheric_depth: 7.06304816338817
mean_tidal_distortion: 471.0
mean_core_density: 0.873515024458421
mean_ring_system_complexity: 0.815926892950392
mean_impact_crater_count: 0.893335715561908
mean_axial_symmetry: 317.0
mean_cloud_turbulence: 267.0
orbital_radius_error: 0.752263251794211
surface_roughness_error: 1.18659175793531
magnetosphere_extent_error: 1.90551830219497
atmospheric_depth_error: 8.2304313374209
tidal_distortion_error: 0.0727186358507914
core_density_error: 0.168315180539368
ring_system_complexity_error: 0.206300751331642
impact_crater_count_error: 0.108443533693808
axial_symmetry_error: 0.131034346642398
cloud_turbulence_error: 0.0566656862660288
max_orbital_radius: 3.21727454350123
max_surface_roughness: 441.0
max_magnetosphere_extent: 5.04277974742282
max_atmospheric_depth: 7.46221493976819
max_tidal_distortion: 464.0
max_core_density: 0.728597449908925
max_ring_system_complexity: 0.627510040160643
max_impact_crater_count: 0.829187396351575
max_axial_symmetry: 458.0
max_cloud_turbulence: 407.0
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: 3.0568273729138
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 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: 2.48989419129904
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
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: 3.06712226964066
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 Qtharri when it should have been Fylaran: (Correct answer: Fylaran, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.77757626375082
mean_surface_roughness: 527.0
mean_magnetosphere_extent: 4.59511985013459
mean_atmospheric_depth: 6.57591231074459
mean_tidal_distortion: 385.0
mean_core_density: 0.911004017527717
mean_ring_system_complexity: 0.890075656430797
mean_impact_crater_count: 0.938500089157508
mean_axial_symmetry: 167.0
mean_cloud_turbulence: 387.0
orbital_radius_error: 0.808331615118449
surface_roughness_error: 1.2271919165314
magnetosphere_extent_error: 2.04303695512343
atmospheric_depth_error: 7.96052762070455
tidal_distortion_error: 0.102567051239665
core_density_error: 0.155916644396934
ring_system_complexity_error: 0.221630322835121
impact_crater_count_error: 0.132136293273271
axial_symmetry_error: 0.14560219778561
cloud_turbulence_error: 0.0697638875063596
max_orbital_radius: 2.97092715463502
max_surface_roughness: 505.0
max_magnetosphere_extent: 4.8056590467375
max_atmospheric_depth: 6.95749737087695
max_tidal_distortion: 528.0
max_core_density: 0.809323405632891
max_ring_system_complexity: 0.712809180982251
max_impact_crater_count: 0.867603678639597
max_axial_symmetry: 207.0
max_cloud_turbulence: 446.0
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: 2.70938264633599
mean_surface_roughness: 115.0
mean_magnetosphere_extent: 4.5063438316812
mean_atmospheric_depth: 6.4093521752147
mean_tidal_distortion: 58.0
mean_core_density: 0.947140110436537
mean_ring_system_complexity: 0.979556652659007
mean_impact_crater_count: 0.974165140474613
mean_axial_symmetry: 116.0
mean_cloud_turbulence: 74.5
orbital_radius_error: 0.462817458616245
surface_roughness_error: 0.809258920247408
magnetosphere_extent_error: 1.26728055299527
atmospheric_depth_error: 4.38748219369606
tidal_distortion_error: 0.0695485441975603
core_density_error: 0.0961145150328503
ring_system_complexity_error: 0.0959843737282272
impact_crater_count_error: 0.10373041983912
axial_symmetry_error: 0.10821275340735
cloud_turbulence_error: 0.0458693797647189
max_orbital_radius: 2.7669478423497
max_surface_roughness: 90.5
max_magnetosphere_extent: 4.58016002298392
max_atmospheric_depth: 6.53654665955206
max_tidal_distortion: 59.0
max_core_density: 0.907688118362531
max_ring_system_complexity: 0.941087897609637
max_impact_crater_count: 0.924077770385156
max_axial_symmetry: 30.0
max_cloud_turbulence: 72.0
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
| Predicted + | Predicted - | |
|---|---|---|
| Actual + | 6 | 26 |
| Actual - | 7 | 27 |
Accuracy 0.500, Precision 0.462, Recall 0.188, F1 0.267