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: 2.7434173449395
mean_surface_roughness: 542.0
mean_magnetosphere_extent: 4.58220857435074
mean_atmospheric_depth: 6.49193675879448
mean_tidal_distortion: 506.0
mean_core_density: 0.86244070720138
mean_ring_system_complexity: 0.859180341953776
mean_impact_crater_count: 0.931410901233188
mean_axial_symmetry: 540.0
mean_cloud_turbulence: 501.0
orbital_radius_error: 0.608276253029822
surface_roughness_error: 1.01636607578175
magnetosphere_extent_error: 1.69676162144245
atmospheric_depth_error: 5.70526073023836
tidal_distortion_error: 0.0748799038460921
core_density_error: 0.20591260281974
ring_system_complexity_error: 0.217738375120235
impact_crater_count_error: 0.104403065089106
axial_symmetry_error: 0.136271787248865
cloud_turbulence_error: 0.0739324015570981
max_orbital_radius: 2.91560622907471
max_surface_roughness: 546.0
max_magnetosphere_extent: 4.82911341747287
max_atmospheric_depth: 6.85033800811219
max_tidal_distortion: 531.0
max_core_density: 0.603245460577909
max_ring_system_complexity: 0.587337013978621
max_impact_crater_count: 0.853825136612022
max_axial_symmetry: 547.0
max_cloud_turbulence: 559.0
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: 2.64119789411437
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
Examples for Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.53686638871871
mean_surface_roughness: 256.0
mean_magnetosphere_extent: 4.3329676843847
mean_atmospheric_depth: 6.02465751446375
mean_tidal_distortion: 510.5
mean_core_density: 0.907688118362531
mean_ring_system_complexity: 0.933968431867003
mean_impact_crater_count: 0.966323621780934
mean_axial_symmetry: 295.5
mean_cloud_turbulence: 401.0
orbital_radius_error: 0.553172667437573
surface_roughness_error: 1.28724512040248
magnetosphere_extent_error: 1.46799182559032
atmospheric_depth_error: 4.54092501589709
tidal_distortion_error: 0.0924121204171834
core_density_error: 0.151986841535707
ring_system_complexity_error: 0.171610023017305
impact_crater_count_error: 0.11823705003086
axial_symmetry_error: 0.125099960031968
cloud_turbulence_error: 0.0619677335393187
max_orbital_radius: 2.64900766046843
max_surface_roughness: 419.0
max_magnetosphere_extent: 4.46026001419228
max_atmospheric_depth: 6.25900768571888
max_tidal_distortion: 534.0
max_core_density: 0.789889415481833
max_ring_system_complexity: 0.776819700147596
max_impact_crater_count: 0.89142449634516
max_axial_symmetry: 276.5
max_cloud_turbulence: 416.0
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: 2.90690105984738
mean_surface_roughness: 185.0
mean_magnetosphere_extent: 4.7361984483945
mean_atmospheric_depth: 6.83432400089625
mean_tidal_distortion: 369.5
mean_core_density: 0.905715062041482
mean_ring_system_complexity: 0.887626486774365
mean_impact_crater_count: 0.922909379528024
mean_axial_symmetry: 307.5
mean_cloud_turbulence: 82.0
orbital_radius_error: 0.556147462459373
surface_roughness_error: 0.925634917232491
magnetosphere_extent_error: 1.48087811787466
atmospheric_depth_error: 5.79913786695919
tidal_distortion_error: 0.0689710084020815
core_density_error: 0.122596900450215
ring_system_complexity_error: 0.152708873350569
impact_crater_count_error: 0.112338773359869
axial_symmetry_error: 0.118067777145164
cloud_turbulence_error: 0.0486004115208915
max_orbital_radius: 3.03735394824481
max_surface_roughness: 272.5
max_magnetosphere_extent: 4.88204405972327
max_atmospheric_depth: 7.10906213568717
max_tidal_distortion: 387.0
max_core_density: 0.806126561870214
max_ring_system_complexity: 0.747495888772612
max_impact_crater_count: 0.843383655224762
max_axial_symmetry: 413.0
max_cloud_turbulence: 302.0
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: 2.52011290552262
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: 2.62900699376176
mean_surface_roughness: 232.0
mean_magnetosphere_extent: 4.43307614934957
mean_atmospheric_depth: 6.22910254457264
mean_tidal_distortion: 342.0
mean_core_density: 0.912858525185767
mean_ring_system_complexity: 0.96256581543763
mean_impact_crater_count: 0.977373796608513
mean_axial_symmetry: 225.5
mean_cloud_turbulence: 218.0
orbital_radius_error: 0.51526692111953
surface_roughness_error: 1.04642247682282
magnetosphere_extent_error: 1.33341666406266
atmospheric_depth_error: 4.51109742745598
tidal_distortion_error: 0.0727530068107154
core_density_error: 0.128879788950789
ring_system_complexity_error: 0.143909693905588
impact_crater_count_error: 0.0904378239455152
axial_symmetry_error: 0.132211951048307
cloud_turbulence_error: 0.0533666562565053
max_orbital_radius: 2.7239235502585
max_surface_roughness: 261.0
max_magnetosphere_extent: 4.53130833738964
max_atmospheric_depth: 6.43470701955018
max_tidal_distortion: 256.0
max_core_density: 0.823655382587925
max_ring_system_complexity: 0.852442247037763
max_impact_crater_count: 0.92656079165354
max_axial_symmetry: 266.5
max_cloud_turbulence: 271.5
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: 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: 2.48240351956988
mean_surface_roughness: 191.0
mean_magnetosphere_extent: 4.28675395416645
mean_atmospheric_depth: 5.92023703781961
mean_tidal_distortion: 187.0
mean_core_density: 0.899847026005579
mean_ring_system_complexity: 0.913600774733457
mean_impact_crater_count: 0.965129858222424
mean_axial_symmetry: 55.0
mean_cloud_turbulence: 433.0
orbital_radius_error: 0.507346035758633
surface_roughness_error: 1.17303026388921
magnetosphere_extent_error: 1.67511193655827
atmospheric_depth_error: 4.26028168082816
tidal_distortion_error: 0.0925472852113988
core_density_error: 0.215360163447189
ring_system_complexity_error: 0.253574446662119
impact_crater_count_error: 0.132966161108757
axial_symmetry_error: 0.123125951772971
cloud_turbulence_error: 0.0705407683541936
max_orbital_radius: 2.5922651681085
max_surface_roughness: 345.0
max_magnetosphere_extent: 4.51239678583574
max_atmospheric_depth: 6.16835471390473
max_tidal_distortion: 356.0
max_core_density: 0.710126402499645
max_ring_system_complexity: 0.676635766966642
max_impact_crater_count: 0.865426222414539
max_axial_symmetry: 160.0
max_cloud_turbulence: 452.0
Examples for Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.53449014997683
mean_surface_roughness: 135.5
mean_magnetosphere_extent: 4.33676772826827
mean_atmospheric_depth: 6.01420403407747
mean_tidal_distortion: 468.5
mean_core_density: 0.89541547277937
mean_ring_system_complexity: 0.933732971044941
mean_impact_crater_count: 0.956965271730289
mean_axial_symmetry: 368.0
mean_cloud_turbulence: 345.0
orbital_radius_error: 0.495580467734555
surface_roughness_error: 0.856679636737094
magnetosphere_extent_error: 1.29112354172635
atmospheric_depth_error: 3.98622628559895
tidal_distortion_error: 0.0767072356430604
core_density_error: 0.141598022585063
ring_system_complexity_error: 0.162203575792891
impact_crater_count_error: 0.114192819388962
axial_symmetry_error: 0.135941163743731
cloud_turbulence_error: 0.0445196585791041
max_orbital_radius: 2.61300665241532
max_surface_roughness: 102.0
max_magnetosphere_extent: 4.41799687846311
max_atmospheric_depth: 6.16688736221078
max_tidal_distortion: 384.5
max_core_density: 0.821692686935086
max_ring_system_complexity: 0.812875955129247
max_impact_crater_count: 0.90049527239982
max_axial_symmetry: 271.0
max_cloud_turbulence: 185.0
| Predicted + | Predicted - | |
|---|---|---|
| Actual + | 6 | 26 |
| Actual - | 7 | 27 |
Accuracy 0.500, Precision 0.462, Recall 0.188, F1 0.267