Dataset: wisconsin
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: 3.00071981506503
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: 2.59897910604785
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: 2.48989419129904
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
Round ID: 314
Prompt used:
Using the following explicit rules, classify each entity as Fylaran or Qtharri:
1. If mean_magnetosphere_extent is greater than 5.1, classify as Fylaran.
2. If mean_magnetosphere_extent is less than 4.4, classify as Qtharri.
3. If mean_magnetosphere_extent is between 4.4 and 4.7:
a. Classify as Fylaran if mean_cloud_turbulence exceeds 360 AND mean_tidal_distortion is greater than 400.
b. Default to Qtharri otherwise.
4. If mean_magnetosphere_extent is between 4.7 and 4.9:
a. Classify as Fylaran if mean_core_density is greater than 0.89 AND mean_tidal_distortion is between 350 and 600.
b. Classify as Qtharri if mean_core_density is less than 0.85 AND mean_orbital_radius is less than 2.7.
c. For all other values in this range, classify as Fylaran if mean_cloud_turbulence exceeds 400 OR mean_surface_roughness exceeds 400 and axial_symmetry is above 350.
5. If mean_magnetosphere_extent is between 4.95 and 5.1:
a. Classify as Fylaran if either mean_cloud_turbulence exceeds 450, OR mean_tidal_distortion is between 450 and 550, AND mean_orbital_radius exceeds 3.0.
b. For all other cases in this range, classify as Qtharri.
6. If mean_orbital_radius is greater than 3.0 AND mean_surface_roughness is greater than 450 while mean_magnetosphere_extent is greater than 4.6, classify as Fylaran, irrespective of other conditions.
7. If mean_tidal_distortion is less than 200 and mean_magnetosphere_extent is less than 4.8, classify as Qtharri unless mean_cloud_turbulence exceeds 320.
8. If mean_cloud_turbulence is greater than 500 AND mean_tidal_distortion exceeds 400 with mean_core_density over 0.90, classify as Fylaran.
9. For borderline cases (mean_magnetosphere_extent between 4.87 and 4.93):
a. Prioritize Qtharri if mean_cloud_turbulence is less than 300 and mean_axial_symmetry is below 100.
b. Otherwise, classify as Fylaran.
10. For all remaining uncertainties:
a. Default to Qtharri if mean_core_density is below 0.85 OR mean_cloud_turbulence below 300.
b. Otherwise, default to Fylaran.
These rules aim to reduce misclassification by modifying thresholds and incorporating additional conditions, especially involving mean_orbital_radius, mean_cloud_turbulence, and mean_core_density in specific ranges.
Confusion Matrix:
Predicted Fylaran Predicted Qtharri
Actual Fylaran 14 18
Actual Qtharri 1 33
Accuracy: 0.712
Precision: 0.933
Recall: 0.438
F1 Score: 0.596
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: 2.83732253680635
mean_surface_roughness: 326.5
mean_magnetosphere_extent: 4.65491227788291
mean_atmospheric_depth: 6.7077177163824
mean_tidal_distortion: 226.0
mean_core_density: 0.922305024717775
mean_ring_system_complexity: 0.911004017527717
mean_impact_crater_count: 0.937752020855605
mean_axial_symmetry: 290.0
mean_cloud_turbulence: 28.5
orbital_radius_error: 0.864522989862039
surface_roughness_error: 1.00796825346833
magnetosphere_extent_error: 2.24254319913798
atmospheric_depth_error: 8.90224690738243
tidal_distortion_error: 0.104019228991567
core_density_error: 0.14842506526864
ring_system_complexity_error: 0.187082869338697
impact_crater_count_error: 0.134499070628759
axial_symmetry_error: 0.124498995979887
cloud_turbulence_error: 0.0441361529814278
max_orbital_radius: 3.03350963788802
max_surface_roughness: 253.0
max_magnetosphere_extent: 4.86599480426999
max_atmospheric_depth: 7.10987946307227
max_tidal_distortion: 454.5
max_core_density: 0.8302200083022
max_ring_system_complexity: 0.779483981604178
max_impact_crater_count: 0.868055555555556
max_axial_symmetry: 204.0
max_cloud_turbulence: 38.0
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: 2.6447553507299
mean_surface_roughness: 122.0
mean_magnetosphere_extent: 4.46164617590205
mean_atmospheric_depth: 6.25575004175337
mean_tidal_distortion: 456.5
mean_core_density: 0.887311446317657
mean_ring_system_complexity: 0.956315507612271
mean_impact_crater_count: 0.969838037047813
mean_axial_symmetry: 435.5
mean_cloud_turbulence: 462.0
orbital_radius_error: 0.430348695827
surface_roughness_error: 0.864696478540303
magnetosphere_extent_error: 1.17601020403736
atmospheric_depth_error: 3.83014360044111
tidal_distortion_error: 0.064007812023221
core_density_error: 0.137767920794356
ring_system_complexity_error: 0.130307329034095
impact_crater_count_error: 0.0805605362444913
axial_symmetry_error: 0.12953763931769
cloud_turbulence_error: 0.0492442890089805
max_orbital_radius: 2.7408400239252
max_surface_roughness: 124.0
max_magnetosphere_extent: 4.57563838338205
max_atmospheric_depth: 6.44809794179055
max_tidal_distortion: 281.5
max_core_density: 0.782717595491547
max_ring_system_complexity: 0.841042893187553
max_impact_crater_count: 0.932114128053839
max_axial_symmetry: 428.0
max_cloud_turbulence: 319.0
Examples for Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.36799823154228
mean_surface_roughness: 32.0
mean_magnetosphere_extent: 4.17623172169429
mean_atmospheric_depth: 5.61130162186204
mean_tidal_distortion: 556.0
mean_core_density: 0.819403474270731
mean_ring_system_complexity: 0.893814801573114
mean_impact_crater_count: 0.934247650367159
mean_axial_symmetry: 475.0
mean_cloud_turbulence: 568.0
orbital_radius_error: 0.523832034148352
surface_roughness_error: 1.17898261225516
magnetosphere_extent_error: 1.33678719323608
atmospheric_depth_error: 4.20356991139674
tidal_distortion_error: 0.147546602807384
core_density_error: 0.221088217686968
ring_system_complexity_error: 0.227793766376519
impact_crater_count_error: 0.120415945787923
axial_symmetry_error: 0.162234398325386
cloud_turbulence_error: 0.107144761887831
max_orbital_radius: 2.45100509811232
max_surface_roughness: 63.0
max_magnetosphere_extent: 4.25518708733893
max_atmospheric_depth: 5.79636165594929
max_tidal_distortion: 566.0
max_core_density: 0.731903681475518
max_ring_system_complexity: 0.774413381863238
max_impact_crater_count: 0.90293453724605
max_axial_symmetry: 301.0
max_cloud_turbulence: 560.0
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: 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: 2.8100049236252
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: 2.64262239577975
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
Examples for Correctly predicted Qtharri: (Correct answer: Qtharri, What the previous set of rules predicted: Qtharri)
Entity Data:
mean_orbital_radius: 2.78439376768954
mean_surface_roughness: 35.0
mean_magnetosphere_extent: 4.59157823246862
mean_atmospheric_depth: 6.5692008761566
mean_tidal_distortion: 57.0
mean_core_density: 0.935156264611817
mean_ring_system_complexity: 0.967183465031482
mean_impact_crater_count: 0.974117692899656
mean_axial_symmetry: 230.5
mean_cloud_turbulence: 61.5
orbital_radius_error: 0.422255846614348
surface_roughness_error: 0.642261628933256
magnetosphere_extent_error: 1.1567194992737
atmospheric_depth_error: 4.20951303596984
tidal_distortion_error: 0.0707954800817114
core_density_error: 0.121860576069539
ring_system_complexity_error: 0.124539150470846
impact_crater_count_error: 0.0956817641977822
axial_symmetry_error: 0.128335497817245
cloud_turbulence_error: 0.0420356991139674
max_orbital_radius: 2.84490938381941
max_surface_roughness: 14.0
max_magnetosphere_extent: 4.65871095291612
max_atmospheric_depth: 6.70942628404237
max_tidal_distortion: 115.5
max_core_density: 0.852006475249212
max_ring_system_complexity: 0.880126738250308
max_impact_crater_count: 0.924402373865296
max_axial_symmetry: 139.0
max_cloud_turbulence: 79.0
| Predicted + | Predicted - | |
|---|---|---|
| Actual + | 24 | 8 |
| Actual - | 1 | 33 |
Accuracy 0.864, Precision 0.960, Recall 0.750, F1 0.842