Ensemble

Dataset: wisconsin

Models

Model Narratives

anthropic

Round ID: 59
Prompt used:
	Classify a planet as Fylaran if it meets the following criteria:
	
	1. Orbital and Magnetic Characteristics:
	- Mean orbital radius between 2.7 and 3.2
	- Magnetosphere extent greater than 4.5
	- Magnetosphere extent error less than 2.0
	
	2. Surface and Structural Parameters:
	- Surface roughness between 300 and 550
	- Tidal distortion greater than 350
	- Axial symmetry between 250 and 600
	
	3. Complexity Metrics:
	- Ring system complexity between 0.7 and 0.95
	- Impact crater count between 0.84 and 0.94
	
	If a planet does not meet at least 4 out of these 6 conditions, classify it as Qtharri.
	
	Additional guidance:
	- Use precise numerical comparisons
	- Consider both mean values and error margins
	- Look for consistent patterns across multiple parameters

Confusion Matrix:
                Predicted Fylaran    Predicted Qtharri   
Actual Fylaran                    26                    6
Actual Qtharri                     5                   29

Accuracy: 0.833
Precision: 0.839
Recall: 0.812
F1 Score: 0.825

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: 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 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: 2.5687881337687
	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


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: 3.10772077550204
	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: 2.59076704048748
	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: 2.64119789411437
	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


gemini2510

Round ID: 105
Prompt used:
	Classify the entity as 'Fylaran' (Positive) or 'Qtharri' (Negative) based on its data. Apply the following rules in order:
	
	1. If the 'mean_orbital_radius' is greater than or equal to 2.82, classify as 'Fylaran'.
	2. Else (if 'mean_orbital_radius' is less than 2.82), check if 'mean_core_density' is less than or equal to 0.87 AND 'mean_ring_system_complexity' is less than or equal to 0.92. If both conditions are true, classify as 'Fylaran'.
	3. Otherwise (if 'mean_orbital_radius' is less than 2.82 AND the conditions in rule 2 are not met), classify as 'Qtharri'.
	
	Provide only the classification ('Fylaran' or 'Qtharri').

Confusion Matrix:
                Predicted Fylaran    Predicted Qtharri   
Actual Fylaran                    25                    7
Actual Qtharri                     0                   34

Accuracy: 0.894
Precision: 1.000
Recall: 0.781
F1 Score: 0.877

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


Ensemble Confusion Matrix

Predicted +Predicted -
Actual +257
Actual -133

Accuracy 0.879, Precision 0.962, Recall 0.781, F1 0.862