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: 3.00071981506503
	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 Qtharri when it should have been Fylaran: (Correct answer: Fylaran, What the previous set of rules predicted: Qtharri)
  Entity Data:
	mean_orbital_radius: 2.80093319524892
	mean_surface_roughness: 10.0
	mean_magnetosphere_extent: 4.63957161270542
	mean_atmospheric_depth: 6.60380831406432
	mean_tidal_distortion: 557.0
	mean_core_density: 0.865426222414539
	mean_ring_system_complexity: 0.831117021276596
	mean_impact_crater_count: 0.901144453455889
	mean_axial_symmetry: 433.0
	mean_cloud_turbulence: 499.0
	orbital_radius_error: 0.648768063332344
	surface_roughness_error: 0.811356888181767
	magnetosphere_extent_error: 1.67481342244442
	atmospheric_depth_error: 6.68131723539603
	tidal_distortion_error: 0.0734370478709486
	core_density_error: 0.152348285188905
	ring_system_complexity_error: 0.207436737344184
	impact_crater_count_error: 0.114891252930761
	axial_symmetry_error: 0.133865604245452
	cloud_turbulence_error: 0.0645600495662759
	max_orbital_radius: 2.98517675961447
	max_surface_roughness: 39.5
	max_magnetosphere_extent: 4.83628190695148
	max_atmospheric_depth: 7.0057890192535
	max_tidal_distortion: 478.5
	max_core_density: 0.736214385629095
	max_ring_system_complexity: 0.631711939355654
	max_impact_crater_count: 0.845522955948254
	max_axial_symmetry: 443.5
	max_cloud_turbulence: 483.0


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: 2.41412646772695
	mean_surface_roughness: 211.5
	mean_magnetosphere_extent: 4.19147127295282
	mean_atmospheric_depth: 5.7497114065446
	mean_tidal_distortion: 434.5
	mean_core_density: 0.921641997382537
	mean_ring_system_complexity: 0.982627151953463
	mean_impact_crater_count: 0.981209831722514
	mean_axial_symmetry: 385.0
	mean_cloud_turbulence: 483.0
	orbital_radius_error: 0.496689037527506
	surface_roughness_error: 1.10317722964173
	magnetosphere_extent_error: 1.28101522239199
	atmospheric_depth_error: 3.87943294825416
	tidal_distortion_error: 0.0888763185556198
	core_density_error: 0.118321595661992
	ring_system_complexity_error: 0.092379651439048
	impact_crater_count_error: 0.0873155198117723
	axial_symmetry_error: 0.162388423232692
	cloud_turbulence_error: 0.0613269924258479
	max_orbital_radius: 2.49897390699944
	max_surface_roughness: 199.0
	max_magnetosphere_extent: 4.28963718538053
	max_atmospheric_depth: 5.93118361622305
	max_tidal_distortion: 372.5
	max_core_density: 0.874125874125874
	max_ring_system_complexity: 0.938332770333671
	max_impact_crater_count: 0.947193937958797
	max_axial_symmetry: 378.5
	max_cloud_turbulence: 388.0


Examples for Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
  Entity Data:
	mean_orbital_radius: 2.44060639089142
	mean_surface_roughness: 337.5
	mean_magnetosphere_extent: 4.21538155726493
	mean_atmospheric_depth: 5.82511475982373
	mean_tidal_distortion: 448.0
	mean_core_density: 0.943654396014004
	mean_ring_system_complexity: 0.953916303383541
	mean_impact_crater_count: 0.970214417386242
	mean_axial_symmetry: 246.5
	mean_cloud_turbulence: 381.0
	orbital_radius_error: 0.609836043539573
	surface_roughness_error: 1.61616830806695
	magnetosphere_extent_error: 1.58650559406515
	atmospheric_depth_error: 4.8187135212627
	tidal_distortion_error: 0.126649121591901
	core_density_error: 0.117728501222091
	ring_system_complexity_error: 0.136565002837477
	impact_crater_count_error: 0.106442472725881
	axial_symmetry_error: 0.186440338982743
	cloud_turbulence_error: 0.0596657355607052
	max_orbital_radius: 2.52412736294128
	max_surface_roughness: 424.0
	max_magnetosphere_extent: 4.31321231867352
	max_atmospheric_depth: 6.00091970587874
	max_tidal_distortion: 465.5
	max_core_density: 0.906947215672048
	max_ring_system_complexity: 0.89437438511761
	max_impact_crater_count: 0.936891020836456
	max_axial_symmetry: 317.0
	max_cloud_turbulence: 243.0


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: 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: 2.73890266458497
	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: 2.76945882923085
	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


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: 3.06712226964066
	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: 3.08831145484708
	mean_surface_roughness: 481.0
	mean_magnetosphere_extent: 4.94092788167144
	mean_atmospheric_depth: 7.21890970761906
	mean_tidal_distortion: 366.0
	mean_core_density: 0.861623298293986
	mean_ring_system_complexity: 0.78665827564506
	mean_impact_crater_count: 0.884173297966401
	mean_axial_symmetry: 529.0
	mean_cloud_turbulence: 181.5
	orbital_radius_error: 1.00199800399003
	surface_roughness_error: 0.90598013223249
	magnetosphere_extent_error: 2.52428207615552
	atmospheric_depth_error: 11.7430830704717
	tidal_distortion_error: 0.0726842486375143
	core_density_error: 0.197686620690425
	ring_system_complexity_error: 0.308512560522258
	impact_crater_count_error: 0.136528385327008
	axial_symmetry_error: 0.154951605348251
	cloud_turbulence_error: 0.0707248188403477
	max_orbital_radius: 3.2801590532851
	max_surface_roughness: 349.0
	max_magnetosphere_extent: 5.11379338619888
	max_atmospheric_depth: 7.60638738977265
	max_tidal_distortion: 174.0
	max_core_density: 0.759186152444579
	max_ring_system_complexity: 0.588546877758813
	max_impact_crater_count: 0.826104915324246
	max_axial_symmetry: 411.0
	max_cloud_turbulence: 261.0


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: 2.52172062291072
	mean_surface_roughness: 387.0
	mean_magnetosphere_extent: 4.31495156588431
	mean_atmospheric_depth: 5.99769509685862
	mean_tidal_distortion: 485.0
	mean_core_density: 0.914394396591138
	mean_ring_system_complexity: 0.956105209817288
	mean_impact_crater_count: 0.978157737716784
	mean_axial_symmetry: 328.5
	mean_cloud_turbulence: 492.5
	orbital_radius_error: 0.570175411605937
	surface_roughness_error: 1.47444904964532
	magnetosphere_extent_error: 1.44118007202431
	atmospheric_depth_error: 4.96185449202211
	tidal_distortion_error: 0.101833196944808
	core_density_error: 0.130613934938046
	ring_system_complexity_error: 0.160810447421802
	impact_crater_count_error: 0.0866371744691619
	axial_symmetry_error: 0.134759044223384
	cloud_turbulence_error: 0.0630555310817378
	max_orbital_radius: 2.64688376586472
	max_surface_roughness: 490.0
	max_magnetosphere_extent: 4.44886719159269
	max_atmospheric_depth: 6.26549130873676
	max_tidal_distortion: 495.0
	max_core_density: 0.856457690990065
	max_ring_system_complexity: 0.850701829008932
	max_impact_crater_count: 0.942267283537648
	max_axial_symmetry: 258.0
	max_cloud_turbulence: 395.0


Ensemble Confusion Matrix

Predicted +Predicted -
Actual +248
Actual -133

Accuracy 0.864, Precision 0.960, Recall 0.750, F1 0.842