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: 3.11839228628988
mean_surface_roughness: 449.0
mean_magnetosphere_extent: 4.97948856509942
mean_atmospheric_depth: 7.24992553671799
mean_tidal_distortion: 528.5
mean_core_density: 0.827335153470671
mean_ring_system_complexity: 0.78064012490242
mean_impact_crater_count: 0.864902266043937
mean_axial_symmetry: 517.0
mean_cloud_turbulence: 424.0
orbital_radius_error: 0.790063288604147
surface_roughness_error: 0.959635347410671
magnetosphere_extent_error: 2.03911745615597
atmospheric_depth_error: 8.99944442729661
tidal_distortion_error: 0.0722149568995232
core_density_error: 0.193028495305745
ring_system_complexity_error: 0.217209576216151
impact_crater_count_error: 0.113490087672889
axial_symmetry_error: 0.143003496460751
cloud_turbulence_error: 0.0634665266104897
max_orbital_radius: 3.30431930668567
max_surface_roughness: 405.0
max_magnetosphere_extent: 5.15329159449778
max_atmospheric_depth: 7.64108424917491
max_tidal_distortion: 456.0
max_core_density: 0.636253737990711
max_ring_system_complexity: 0.586407083797572
max_impact_crater_count: 0.805023345677025
max_axial_symmetry: 532.0
max_cloud_turbulence: 481.0
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: 2.5922651681085
mean_surface_roughness: 265.0
mean_magnetosphere_extent: 4.38215162686203
mean_atmospheric_depth: 6.14782706473184
mean_tidal_distortion: 126.0
mean_core_density: 0.936198099517858
mean_ring_system_complexity: 0.974250557758444
mean_impact_crater_count: 0.981152068759137
mean_axial_symmetry: 130.0
mean_cloud_turbulence: 241.0
orbital_radius_error: 0.346265793863616
surface_roughness_error: 0.945727233402951
magnetosphere_extent_error: 0.921086315173556
atmospheric_depth_error: 3.03759773505315
tidal_distortion_error: 0.0587962583843564
core_density_error: 0.102323017938292
ring_system_complexity_error: 0.108027774206451
impact_crater_count_error: 0.0745519952784632
axial_symmetry_error: 0.111848111293843
cloud_turbulence_error: 0.0368239052790439
max_orbital_radius: 2.65955999194178
max_surface_roughness: 365.0
max_magnetosphere_extent: 4.46083781509817
max_atmospheric_depth: 6.30096926407024
max_tidal_distortion: 156.0
max_core_density: 0.835910724734598
max_ring_system_complexity: 0.837731423305688
max_impact_crater_count: 0.922151933752605
max_axial_symmetry: 351.5
max_cloud_turbulence: 146.0
Examples for Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.76945882923085
mean_surface_roughness: 280.5
mean_magnetosphere_extent: 4.59350238112041
mean_atmospheric_depth: 6.53741597284935
mean_tidal_distortion: 79.0
mean_core_density: 0.895495656846064
mean_ring_system_complexity: 0.917010545621275
mean_impact_crater_count: 0.965605144744211
mean_axial_symmetry: 254.0
mean_cloud_turbulence: 396.0
orbital_radius_error: 0.649615270756469
surface_roughness_error: 1.38166566143912
magnetosphere_extent_error: 1.80859061149836
atmospheric_depth_error: 6.27933117457584
tidal_distortion_error: 0.0760920495189872
core_density_error: 0.220839308095275
ring_system_complexity_error: 0.230282435283284
impact_crater_count_error: 0.123571841452655
axial_symmetry_error: 0.183193886360872
cloud_turbulence_error: 0.0967884290605029
max_orbital_radius: 2.84781214347737
max_surface_roughness: 289.5
max_magnetosphere_extent: 4.68305672464516
max_atmospheric_depth: 6.69789807199366
max_tidal_distortion: 39.0
max_core_density: 0.798658254133056
max_ring_system_complexity: 0.8
max_impact_crater_count: 0.922466675891333
max_axial_symmetry: 305.0
max_cloud_turbulence: 431.0
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: 3.01553490085017
mean_surface_roughness: 244.5
mean_magnetosphere_extent: 4.85359154448657
mean_atmospheric_depth: 7.04403289727469
mean_tidal_distortion: 405.0
mean_core_density: 0.873973081629086
mean_ring_system_complexity: 0.860141063134354
mean_impact_crater_count: 0.91354235182343
mean_axial_symmetry: 371.5
mean_cloud_turbulence: 178.0
orbital_radius_error: 0.68622153857191
surface_roughness_error: 0.997546991374341
magnetosphere_extent_error: 1.70381923923872
atmospheric_depth_error: 7.29109045342327
tidal_distortion_error: 0.0751930847884298
core_density_error: 0.148290255917238
ring_system_complexity_error: 0.174899971412233
impact_crater_count_error: 0.122433655503705
axial_symmetry_error: 0.127397017233529
cloud_turbulence_error: 0.044328320518603
max_orbital_radius: 3.2104403460471
max_surface_roughness: 402.0
max_magnetosphere_extent: 5.03304888893316
max_atmospheric_depth: 7.39572160860205
max_tidal_distortion: 468.0
max_core_density: 0.727325623681722
max_ring_system_complexity: 0.69851913942442
max_impact_crater_count: 0.816193274567418
max_axial_symmetry: 508.0
max_cloud_turbulence: 249.0
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: 2.69462718077007
mean_surface_roughness: 125.5
mean_magnetosphere_extent: 4.51557365217633
mean_atmospheric_depth: 6.37178277279419
mean_tidal_distortion: 366.0
mean_core_density: 0.886524822695035
mean_ring_system_complexity: 0.927738451975619
mean_impact_crater_count: 0.951755513043809
mean_axial_symmetry: 177.0
mean_cloud_turbulence: 411.0
orbital_radius_error: 0.52792044855262
surface_roughness_error: 0.787718223732319
magnetosphere_extent_error: 1.39892816112908
atmospheric_depth_error: 4.83218377133983
tidal_distortion_error: 0.0686804193347711
core_density_error: 0.143701078631999
ring_system_complexity_error: 0.132627297341083
impact_crater_count_error: 0.0959479025304879
axial_symmetry_error: 0.110453610171873
cloud_turbulence_error: 0.0559464029227975
max_orbital_radius: 2.86619290219901
max_surface_roughness: 136.0
max_magnetosphere_extent: 4.7122292582815
max_atmospheric_depth: 6.70122299347312
max_tidal_distortion: 377.5
max_core_density: 0.738443361394181
max_ring_system_complexity: 0.782533844588778
max_impact_crater_count: 0.878503030835456
max_axial_symmetry: 180.0
max_cloud_turbulence: 495.5
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: 2.6217658325052
mean_surface_roughness: 285.0
mean_magnetosphere_extent: 4.41727311486095
mean_atmospheric_depth: 6.20979654142497
mean_tidal_distortion: 294.0
mean_core_density: 0.926337631539944
mean_ring_system_complexity: 0.973823621065753
mean_impact_crater_count: 0.982501645690256
mean_axial_symmetry: 257.0
mean_cloud_turbulence: 294.5
orbital_radius_error: 0.470425339453563
surface_roughness_error: 1.13357840487546
magnetosphere_extent_error: 1.23895116933639
atmospheric_depth_error: 4.1545156155682
tidal_distortion_error: 0.0748865809073962
core_density_error: 0.128296531519757
ring_system_complexity_error: 0.123652739557197
impact_crater_count_error: 0.0999849988748312
axial_symmetry_error: 0.138166566143912
cloud_turbulence_error: 0.046184412955022
max_orbital_radius: 2.69124308278583
max_surface_roughness: 312.0
max_magnetosphere_extent: 4.48661184986396
max_atmospheric_depth: 6.364234272378
max_tidal_distortion: 269.0
max_core_density: 0.844665934622857
max_ring_system_complexity: 0.888494002665482
max_impact_crater_count: 0.923258734027624
max_axial_symmetry: 250.5
max_cloud_turbulence: 156.0
Examples for Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.5687881337687
mean_surface_roughness: 70.0
mean_magnetosphere_extent: 4.36995405343961
mean_atmospheric_depth: 6.10991402730753
mean_tidal_distortion: 396.5
mean_core_density: 0.916657500091666
mean_ring_system_complexity: 0.938156709696788
mean_impact_crater_count: 0.973245481707851
mean_axial_symmetry: 190.0
mean_cloud_turbulence: 232.0
orbital_radius_error: 0.513419906119737
surface_roughness_error: 0.854049178911847
magnetosphere_extent_error: 1.35941163743731
atmospheric_depth_error: 4.45757781760453
tidal_distortion_error: 0.0740810367098085
core_density_error: 0.119457105272144
ring_system_complexity_error: 0.152381101190404
impact_crater_count_error: 0.0752329714952161
axial_symmetry_error: 0.119498953970317
cloud_turbulence_error: 0.0492138191974571
max_orbital_radius: 2.69192081917233
max_surface_roughness: 130.0
max_magnetosphere_extent: 4.50953995497284
max_atmospheric_depth: 6.36921581664863
max_tidal_distortion: 449.0
max_core_density: 0.822639025995393
max_ring_system_complexity: 0.766283524904215
max_impact_crater_count: 0.938544130345009
max_axial_symmetry: 252.0
max_cloud_turbulence: 338.0
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: 3.10772077550204
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: 2.84723226523555
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 Fylaran when it should have been Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Fylaran)
Entity Data:
mean_orbital_radius: 2.61227324570844
mean_surface_roughness: 381.5
mean_magnetosphere_extent: 4.42064620563894
mean_atmospheric_depth: 6.17669852534897
mean_tidal_distortion: 341.0
mean_core_density: 0.892140244446427
mean_ring_system_complexity: 0.903750564844103
mean_impact_crater_count: 0.943209364182568
mean_axial_symmetry: 244.0
mean_cloud_turbulence: 500.0
orbital_radius_error: 0.585149553533112
surface_roughness_error: 1.34275835502893
magnetosphere_extent_error: 1.64651146367099
atmospheric_depth_error: 4.5254833995939
tidal_distortion_error: 0.113622180933126
core_density_error: 0.201047258126044
ring_system_complexity_error: 0.225853935099657
impact_crater_count_error: 0.151492574075431
axial_symmetry_error: 0.146424041741785
cloud_turbulence_error: 0.0767528501099471
max_orbital_radius: 2.66235524184008
max_surface_roughness: 289.5
max_magnetosphere_extent: 4.49980967033027
max_atmospheric_depth: 6.26985357264817
max_tidal_distortion: 252.5
max_core_density: 0.816326530612245
max_ring_system_complexity: 0.818598559266536
max_impact_crater_count: 0.90049527239982
max_axial_symmetry: 46.0
max_cloud_turbulence: 357.0
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