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: 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 Qtharri when it should have been Fylaran: (Correct answer: Fylaran, What the previous set of rules predicted: Qtharri)
  Entity Data:
	mean_orbital_radius: 2.83438912314523
	mean_surface_roughness: 476.0
	mean_magnetosphere_extent: 4.64150211523548
	mean_atmospheric_depth: 6.68311060154166
	mean_tidal_distortion: 87.0
	mean_core_density: 0.937479492636099
	mean_ring_system_complexity: 0.968063582416093
	mean_impact_crater_count: 0.967838719355806
	mean_axial_symmetry: 74.5
	mean_cloud_turbulence: 117.0
	orbital_radius_error: 0.616035713250458
	surface_roughness_error: 1.08949529599719
	magnetosphere_extent_error: 1.57035027939629
	atmospheric_depth_error: 6.36474665638783
	tidal_distortion_error: 0.0634744042902334
	core_density_error: 0.0962756459339536
	ring_system_complexity_error: 0.104928547116597
	impact_crater_count_error: 0.0871263450398328
	axial_symmetry_error: 0.120830459735946
	cloud_turbulence_error: 0.0551543289325507
	max_orbital_radius: 3.00518743232475
	max_surface_roughness: 516.0
	max_magnetosphere_extent: 4.82671245593533
	max_atmospheric_depth: 7.04838640872188
	max_tidal_distortion: 154.0
	max_core_density: 0.865725911176522
	max_ring_system_complexity: 0.872676498821887
	max_impact_crater_count: 0.909297567629007
	max_axial_symmetry: 336.0
	max_cloud_turbulence: 350.0


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: 2.76945882923085
	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


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


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: 2.82435065679837
	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: 2.7434173449395
	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: 2.73890266458497
	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: 2.53686638871871
	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


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: 2.59897910604785
	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 Qtharri when it should have been Fylaran: (Correct answer: Fylaran, What the previous set of rules predicted: Qtharri)
  Entity Data:
	mean_orbital_radius: 2.62249231274056
	mean_surface_roughness: 457.0
	mean_magnetosphere_extent: 4.41546141076012
	mean_atmospheric_depth: 6.22910254457264
	mean_tidal_distortion: 207.0
	mean_core_density: 0.94552812473407
	mean_ring_system_complexity: 0.955009502344548
	mean_impact_crater_count: 0.973671911512697
	mean_axial_symmetry: 112.0
	mean_cloud_turbulence: 240.0
	orbital_radius_error: 0.486518242206806
	surface_roughness_error: 1.17473401244707
	magnetosphere_extent_error: 1.20706255016051
	atmospheric_depth_error: 4.45757781760453
	tidal_distortion_error: 0.086596766683289
	core_density_error: 0.109635760589326
	ring_system_complexity_error: 0.152708873350569
	impact_crater_count_error: 0.0944457516249408
	axial_symmetry_error: 0.128335497817245
	cloud_turbulence_error: 0.0512737749731771
	max_orbital_radius: 2.74019465442878
	max_surface_roughness: 507.0
	max_magnetosphere_extent: 4.53302950821041
	max_atmospheric_depth: 6.48402436206708
	max_tidal_distortion: 393.0
	max_core_density: 0.867829558274755
	max_ring_system_complexity: 0.821220333415455
	max_impact_crater_count: 0.914653666389222
	max_axial_symmetry: 291.5
	max_cloud_turbulence: 297.0


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: 268.5
	mean_magnetosphere_extent: 4.45539326066986
	mean_atmospheric_depth: 6.24027584517077
	mean_tidal_distortion: 464.0
	mean_core_density: 0.884642604387827
	mean_ring_system_complexity: 0.912383785115371
	mean_impact_crater_count: 0.946942795185743
	mean_axial_symmetry: 470.0
	mean_cloud_turbulence: 397.0
	orbital_radius_error: 0.557314991723711
	surface_roughness_error: 1.22882057274445
	magnetosphere_extent_error: 1.60934769394311
	atmospheric_depth_error: 4.64435140789325
	tidal_distortion_error: 0.088357229472183
	core_density_error: 0.198292712927127
	ring_system_complexity_error: 0.226097324177001
	impact_crater_count_error: 0.136967149346111
	axial_symmetry_error: 0.169115345252878
	cloud_turbulence_error: 0.0755976190101249
	max_orbital_radius: 2.72063731660768
	max_surface_roughness: 262.0
	max_magnetosphere_extent: 4.55619000376637
	max_atmospheric_depth: 6.38384441566749
	max_tidal_distortion: 309.5
	max_core_density: 0.790014220255965
	max_ring_system_complexity: 0.795355126063788
	max_impact_crater_count: 0.8882572392965
	max_axial_symmetry: 408.5
	max_cloud_turbulence: 341.0


Ensemble Confusion Matrix

Predicted +Predicted -
Actual +257
Actual -133

Accuracy 0.879, Precision 0.962, Recall 0.781, F1 0.862