Ensemble

Dataset: wisconsin

Models

Model Narratives

gemini

Round ID: 85
Prompt used:
	If mean_surface_roughness > 400 AND mean_tidal_distortion < 200, then Qtharri. Else If mean_surface_roughness > 400, then Fylaran. Else if mean_cloud_turbulence > 400 AND mean_surface_roughness < 400, then Qtharri. Else if mean_cloud_turbulence > 400, then Fylaran. Else if mean_cloud_turbulence < 200 AND mean_tidal_distortion > 400, then Fylaran. Else Qtharri

Confusion Matrix:
                Predicted Fylaran    Predicted Qtharri   
Actual Fylaran                    14                   18
Actual Qtharri                     2                   32

Accuracy: 0.697
Precision: 0.875
Recall: 0.438
F1 Score: 0.583

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: 2.8100049236252
	mean_surface_roughness: 314.0
	mean_magnetosphere_extent: 4.61512051684126
	mean_atmospheric_depth: 6.63279197893813
	mean_tidal_distortion: 48.0
	mean_core_density: 0.94682623844872
	mean_ring_system_complexity: 0.959610014490111
	mean_impact_crater_count: 0.972318103590771
	mean_axial_symmetry: 87.0
	mean_cloud_turbulence: 37.0
	orbital_radius_error: 0.479374592568275
	surface_roughness_error: 0.999399819891919
	magnetosphere_extent_error: 1.23854753643128
	atmospheric_depth_error: 4.70956473572665
	tidal_distortion_error: 0.053160135440008
	core_density_error: 0.095420123663722
	ring_system_complexity_error: 0.114498908291739
	impact_crater_count_error: 0.0719305220334178
	axial_symmetry_error: 0.100647901120689
	cloud_turbulence_error: 0.0366742416417845
	max_orbital_radius: 2.93969088267037
	max_surface_roughness: 473.0
	max_magnetosphere_extent: 4.76131886847802
	max_atmospheric_depth: 6.89730082107828
	max_tidal_distortion: 84.0
	max_core_density: 0.846955196070128
	max_ring_system_complexity: 0.815660685154976
	max_impact_crater_count: 0.921081718370054
	max_axial_symmetry: 220.0
	max_cloud_turbulence: 94.0


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: 2.48989419129904
	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


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


gemini25

Round ID: 125
Prompt used:
	Predict the classification based on the following rules. Use the first rule that matches:
	
	1. If mean_atmospheric_depth >= 6.7 AND mean_surface_roughness >= 200, predict Fylaran.
	2. Else if max_atmospheric_depth >= 7.0 AND mean_surface_roughness >= 100, predict Fylaran.
	3. Else if mean_core_density >= 0.92 AND mean_atmospheric_depth < 6.2, predict Qtharri.
	4. Else if max_atmospheric_depth >= 6.8 AND mean_surface_roughness >= 100, predict Fylaran.
	5. Else if mean_atmospheric_depth >= 6.2 AND mean_surface_roughness >= 400 AND mean_core_density < 0.92, predict Fylaran.
	6. Else (if none of the above conditions is met), predict Qtharri.
	
	Classification:
	

Confusion Matrix:
                Predicted Fylaran    Predicted Qtharri   
Actual Fylaran                    26                    6
Actual Qtharri                     1                   33

Accuracy: 0.894
Precision: 0.963
Recall: 0.812
F1 Score: 0.881

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: 2.59076704048748
	mean_surface_roughness: 535.0
	mean_magnetosphere_extent: 4.40854684448328
	mean_atmospheric_depth: 6.17044720263642
	mean_tidal_distortion: 400.0
	mean_core_density: 0.880824451686779
	mean_ring_system_complexity: 0.9021199819576
	mean_impact_crater_count: 0.956370383121976
	mean_axial_symmetry: 413.0
	mean_cloud_turbulence: 488.0
	orbital_radius_error: 0.63663176169588
	surface_roughness_error: 1.34499070628759
	magnetosphere_extent_error: 1.62542302186231
	atmospheric_depth_error: 5.86856030044848
	tidal_distortion_error: 0.0953834367172834
	core_density_error: 0.196086715511276
	ring_system_complexity_error: 0.193984535466104
	impact_crater_count_error: 0.114934764105557
	axial_symmetry_error: 0.137040140105007
	cloud_turbulence_error: 0.0753126815350509
	max_orbital_radius: 2.81241021642645
	max_surface_roughness: 558.0
	max_magnetosphere_extent: 4.63181211693451
	max_atmospheric_depth: 6.646260636284
	max_tidal_distortion: 550.0
	max_core_density: 0.67999456004352
	max_ring_system_complexity: 0.693240901213172
	max_impact_crater_count: 0.872676498821887
	max_axial_symmetry: 442.0
	max_cloud_turbulence: 544.0


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: 2.73890266458497
	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: 2.64262239577975
	mean_surface_roughness: 308.0
	mean_magnetosphere_extent: 4.42616313016197
	mean_atmospheric_depth: 6.26947499986303
	mean_tidal_distortion: 70.0
	mean_core_density: 0.963493241094914
	mean_ring_system_complexity: 0.999308478532855
	mean_impact_crater_count: 0.995850291833928
	mean_axial_symmetry: 314.0
	mean_cloud_turbulence: 47.0
	orbital_radius_error: 0.635609943282828
	surface_roughness_error: 1.10181668166715
	magnetosphere_extent_error: 1.6109003693587
	atmospheric_depth_error: 5.74108003776293
	tidal_distortion_error: 0.0865505632563994
	core_density_error: 0.0926984358012583
	ring_system_complexity_error: 0.0263058928759318
	impact_crater_count_error: 0.06455230437405
	axial_symmetry_error: 0.147986485869487
	cloud_turbulence_error: 0.0546808924579693
	max_orbital_radius: 2.72326716690707
	max_surface_roughness: 181.5
	max_magnetosphere_extent: 4.51349339741619
	max_atmospheric_depth: 6.43791163693777
	max_tidal_distortion: 52.5
	max_core_density: 0.941699390720494
	max_ring_system_complexity: 0.99815839775614
	max_impact_crater_count: 0.989012075837446
	max_axial_symmetry: 117.0
	max_cloud_turbulence: 32.0


openai4110

Round ID: 117
Prompt used:
	Inference rules for classifying entities as Fylaran or Qtharri:
	
	1. If mean_ring_system_complexity ≥ 0.97 OR mean_impact_crater_count ≥ 0.97, predict Qtharri.
	2. If BOTH mean_ring_system_complexity ≥ 0.945 AND mean_impact_crater_count ≥ 0.945, predict Qtharri UNLESS mean_core_density ≥ 0.94 AND max_ring_system_complexity < 0.9 AND max_impact_crater_count < 0.9, in which case predict Fylaran.
	3. Otherwise, predict Fylaran.
	
	Apply these rules strictly and use only the provided feature values.

Confusion Matrix:
                Predicted Fylaran    Predicted Qtharri   
Actual Fylaran                    25                    7
Actual Qtharri                     7                   27

Accuracy: 0.788
Precision: 0.781
Recall: 0.781
F1 Score: 0.781

Examples for Correctly predicted Fylaran: (Correct answer: Fylaran, What the previous set of rules predicted: Fylaran)
  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 Qtharri when it should have been Fylaran: (Correct answer: Fylaran, What the previous set of rules predicted: Qtharri)
  Entity Data:
	mean_orbital_radius: 2.82435065679837
	mean_surface_roughness: 489.5
	mean_magnetosphere_extent: 4.65109911787649
	mean_atmospheric_depth: 6.66402629405882
	mean_tidal_distortion: 112.0
	mean_core_density: 0.90892564988184
	mean_ring_system_complexity: 0.909603594753406
	mean_impact_crater_count: 0.949090771041342
	mean_axial_symmetry: 333.5
	mean_cloud_turbulence: 23.0
	orbital_radius_error: 0.635059052372297
	surface_roughness_error: 1.03826778819339
	magnetosphere_extent_error: 1.70381923923872
	atmospheric_depth_error: 6.04814021001498
	tidal_distortion_error: 0.0988382517044894
	core_density_error: 0.176804977305505
	ring_system_complexity_error: 0.224744299149055
	impact_crater_count_error: 0.141138230115019
	axial_symmetry_error: 0.172655726809162
	cloud_turbulence_error: 0.0547905101272109
	max_orbital_radius: 2.88144312715186
	max_surface_roughness: 368.5
	max_magnetosphere_extent: 4.72738781871234
	max_atmospheric_depth: 6.77707695534002
	max_tidal_distortion: 118.0
	max_core_density: 0.838644750083865
	max_ring_system_complexity: 0.811556565492615
	max_impact_crater_count: 0.899361453368109
	max_axial_symmetry: 279.0
	max_cloud_turbulence: 31.0


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: 2.53449014997683
	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


Examples for Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
  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


Ensemble Confusion Matrix

Predicted +Predicted -
Actual +248
Actual -133

Accuracy 0.864, Precision 0.960, Recall 0.750, F1 0.842