av_breast-cancer_100-1-AdaBoost_MinRect_correction_none_2

83 rules :

• 16 2
• 67 4

Rules for class 2

• rule number: 1
• hypothesis:
  • 1.0 <= ClumpThickness <= 6.0
  • 1.0 <= UniformityCellSize <= 2.0
  • 1.0 <= MarginalAdhesion <= 2.0
  • 1.0 <= SingleEpithelialCellSize <= 5.0
  • 1.0 <= NormalNucleoli <= 6.0
• conclusion: 2
• covering: 345
• weight: 0.0828670091863068

• rule number: 2
• hypothesis:
  • 1.0 <= ClumpThickness <= 5.0
  • 1.0 <= UniformityCellShape <= 4.0
  • 1.0 <= MarginalAdhesion <= 6.0
  • 2.0 <= SingleEpithelialCellSize <= 5.0
  • 1.0 <= NormalNucleoli <= 3.0
  • 1.0 <= Mitoses <= 2.0
• conclusion: 2
• covering: 338
• weight: 0.061252067203229885

• rule number: 3
• hypothesis:
  • 1.0 <= UniformityCellSize <= 4.0
  • 1.0 <= MarginalAdhesion <= 6.0
  • 1.0 <= BareNuclei <= 3.0
  • 1.0 <= BlandChromatin <= 3.0
  • 1.0 <= NormalNucleoli <= 6.0
  • 1.0 <= Mitoses <= 2.0
• conclusion: 2
• covering: 367
• weight: 0.053861064189721634

• rule number: 4
• hypothesis:
  • 1.0 <= ClumpThickness <= 5.0
  • 1.0 <= UniformityCellShape <= 2.0
  • 2.0 <= SingleEpithelialCellSize <= 10.0
• conclusion: 2
• covering: 313
• weight: 0.03252433530333621

• rule number: 5
• hypothesis:
  • 1.0 <= ClumpThickness <= 8.0
  • 1.0 <= UniformityCellSize <= 9.0
  • 2.0 <= MarginalAdhesion <= 6.0
  • 2.0 <= SingleEpithelialCellSize <= 5.0
  • 1.0 <= BareNuclei <= 8.0
  • 1.0 <= NormalNucleoli <= 3.0
  • 1.0 <= Mitoses <= 3.0
• conclusion: 2
• covering: 57
• weight: 0.00929127980367276

• rule number: 6
• hypothesis:
  • 3.0 <= ClumpThickness <= 6.0
  • 3.0 <= UniformityCellSize <= 4.0
  • 2.0 <= UniformityCellShape <= 5.0
  • 2.0 <= MarginalAdhesion <= 6.0
  • 3.0 <= SingleEpithelialCellSize <= 7.0
  • 2.0 <= NormalNucleoli <= 7.0
• conclusion: 2
• covering: 7
• weight: 0.006721867137962446

• rule number: 7
• hypothesis:
  • 3.0 <= ClumpThickness <= 6.0
  • 1.0 <= UniformityCellShape <= 6.0
  • 3.0 <= MarginalAdhesion <= 9.0
  • 6.0 <= SingleEpithelialCellSize <= 8.0
  • 3.0 <= BlandChromatin <= 7.0
  • 2.0 <= NormalNucleoli <= 8.0
  • 1.0 <= Mitoses <= 1.0
• conclusion: 2
• covering: 5
• weight: 0.006311460763173844

• rule number: 8
• hypothesis:
  • 3.0 <= ClumpThickness <= 6.0
  • 4.0 <= UniformityCellSize <= 9.0
  • 1.0 <= MarginalAdhesion <= 5.0
  • 1.0 <= BareNuclei <= 8.0
  • 2.0 <= BlandChromatin <= 7.0
  • 1.0 <= Mitoses <= 2.0
• conclusion: 2
• covering: 8
• weight: 0.004344478153386616

• rule number: 9
• hypothesis:
  • 2.0 <= ClumpThickness <= 8.0
  • 1.0 <= UniformityCellSize <= 4.0
  • 2.0 <= MarginalAdhesion <= 5.0
  • 3.0 <= SingleEpithelialCellSize <= 4.0
  • 1.0 <= BlandChromatin <= 6.0
  • 1.0 <= NormalNucleoli <= 7.0
  • 1.0 <= Mitoses <= 3.0
• conclusion: 2
• covering: 11
• weight: 0.00403333686563806

• rule number: 10
• hypothesis:
  • 6.0 <= ClumpThickness <= 6.0
  • 6.0 <= UniformityCellSize <= 9.0
  • 1.0 <= Mitoses <= 1.0
• conclusion: 2
• covering: 3
• weight: 0.0039227208742366555

• rule number: 11
• hypothesis:
  • 2.0 <= ClumpThickness <= 6.0
  • 1.0 <= UniformityCellSize <= 3.0
  • 2.0 <= MarginalAdhesion <= 10.0
  • 3.0 <= SingleEpithelialCellSize <= 4.0
  • 1.0 <= BlandChromatin <= 6.0
  • 1.0 <= NormalNucleoli <= 7.0
• conclusion: 2
• covering: 14
• weight: 0.003549072922473781

• rule number: 12
• hypothesis:
  • 1.0 <= ClumpThickness <= 8.0
  • 3.0 <= UniformityCellSize <= 8.0
  • 1.0 <= MarginalAdhesion <= 2.0
  • 1.0 <= BareNuclei <= 8.0
  • 2.0 <= NormalNucleoli <= 8.0
  • 1.0 <= Mitoses <= 2.0
• conclusion: 2
• covering: 10
• weight: 0.002860025499764218

• rule number: 13
• hypothesis:
  • 5.0 <= ClumpThickness <= 8.0
  • 3.0 <= UniformityCellSize <= 9.0
  • 3.0 <= UniformityCellShape <= 8.0
  • 3.0 <= SingleEpithelialCellSize <= 5.0
  • 1.0 <= BareNuclei <= 8.0
  • 3.0 <= BlandChromatin <= 6.0
  • 1.0 <= NormalNucleoli <= 7.0
  • 1.0 <= Mitoses <= 1.0
• conclusion: 2
• covering: 8
• weight: 0.0027786972938156273

• rule number: 14
• hypothesis:
  • 5.0 <= ClumpThickness <= 6.0
  • 1.0 <= MarginalAdhesion <= 5.0
  • 8.0 <= BareNuclei <= 10.0
  • 3.0 <= BlandChromatin <= 3.0
  • 2.0 <= NormalNucleoli <= 5.0
• conclusion: 2
• covering: 3
• weight: 0.002030502357690213

• rule number: 15
• hypothesis:
  • 6.0 <= UniformityCellSize <= 9.0
  • 6.0 <= UniformityCellShape <= 7.0
  • 5.0 <= SingleEpithelialCellSize <= 6.0
  • 1.0 <= Mitoses <= 1.0
• conclusion: 2
• covering: 3
• weight: 0.0018990609526541695

• rule number: 16
• hypothesis:
  • 1.0 <= UniformityCellShape <= 6.0
  • 1.0 <= MarginalAdhesion <= 9.0
  • 4.0 <= BlandChromatin <= 7.0
  • 7.0 <= NormalNucleoli <= 8.0
  • 1.0 <= Mitoses <= 1.0
• conclusion: 2
• covering: 4
• weight: 0.0016244258414493827

Rules for class 4

• rule number: 17
• hypothesis:
  • 7.0 <= ClumpThickness <= 10.0
  • 3.0 <= BareNuclei <= 10.0
• conclusion: 4
• covering: 118
• weight: 0.08711562725777823

• rule number: 18
• hypothesis:
  • 2.0 <= UniformityCellShape <= 10.0
  • 1.0 <= BareNuclei <= 10.0
  • 8.0 <= NormalNucleoli <= 10.0
• conclusion: 4
• covering: 86
• weight: 0.043574469228748317

• rule number: 19
• hypothesis:
  • 4.0 <= UniformityCellSize <= 10.0
  • 6.0 <= MarginalAdhesion <= 10.0
  • 1.0 <= BareNuclei <= 10.0
• conclusion: 4
• covering: 97
• weight: 0.03109737770504109

• rule number: 20
• hypothesis:
  • 5.0 <= ClumpThickness <= 10.0
  • 4.0 <= UniformityCellSize <= 10.0
  • 1.0 <= MarginalAdhesion <= 8.0
  • 5.0 <= BlandChromatin <= 10.0
• conclusion: 4
• covering: 81
• weight: 0.030598873906468378

• rule number: 21
• hypothesis:
  • 1.0 <= ClumpThickness <= 5.0
  • 5.0 <= UniformityCellSize <= 10.0
  • 2.0 <= MarginalAdhesion <= 10.0
• conclusion: 4
• covering: 45
• weight: 0.02998586813490691

• rule number: 22
• hypothesis:
  • 6.0 <= ClumpThickness <= 10.0
  • 4.0 <= SingleEpithelialCellSize <= 10.0
  • 1.0 <= BareNuclei <= 10.0
  • 3.0 <= NormalNucleoli <= 10.0
• conclusion: 4
• covering: 86
• weight: 0.029840625799206107

• rule number: 23
• hypothesis:
  • 1.0 <= ClumpThickness <= 5.0
  • 6.0 <= BareNuclei <= 10.0
  • 4.0 <= BlandChromatin <= 10.0
• conclusion: 4
• covering: 43
• weight: 0.026538341875045956

• rule number: 24
• hypothesis:
  • 5.0 <= UniformityCellSize <= 10.0
  • 1.0 <= BareNuclei <= 10.0
  • 5.0 <= BlandChromatin <= 10.0
• conclusion: 4
• covering: 116
• weight: 0.02426781785876342

• rule number: 25
• hypothesis:
  • 4.0 <= UniformityCellShape <= 10.0
  • 2.0 <= Mitoses <= 10.0
• conclusion: 4
• covering: 80
• weight: 0.016018795505008652

• rule number: 26
• hypothesis:
  • 3.0 <= ClumpThickness <= 10.0
  • 3.0 <= UniformityCellSize <= 10.0
  • 2.0 <= UniformityCellShape <= 10.0
  • 1.0 <= MarginalAdhesion <= 2.0
  • 4.0 <= BlandChromatin <= 9.0
• conclusion: 4
• covering: 26
• weight: 0.015253522773943203

• rule number: 27
• hypothesis:
  • 6.0 <= UniformityCellShape <= 10.0
  • 6.0 <= SingleEpithelialCellSize <= 10.0
  • 1.0 <= BareNuclei <= 10.0
• conclusion: 4
• covering: 61
• weight: 0.014276392290441925

• rule number: 28
• hypothesis:
  • 4.0 <= ClumpThickness <= 10.0
  • 1.0 <= UniformityCellSize <= 3.0
  • 1.0 <= MarginalAdhesion <= 3.0
  • 4.0 <= BareNuclei <= 10.0
  • 1.0 <= NormalNucleoli <= 6.0
• conclusion: 4
• covering: 10
• weight: 0.013072100151040556

• rule number: 29
• hypothesis:
  • 4.0 <= ClumpThickness <= 10.0
  • 2.0 <= UniformityCellShape <= 7.0
  • 2.0 <= BareNuclei <= 4.0
  • 3.0 <= BlandChromatin <= 10.0
  • 3.0 <= NormalNucleoli <= 10.0
• conclusion: 4
• covering: 18
• weight: 0.012632939029350795

• rule number: 30
• hypothesis:
  • 3.0 <= SingleEpithelialCellSize <= 10.0
  • 1.0 <= BareNuclei <= 9.0
  • 2.0 <= BlandChromatin <= 10.0
  • 2.0 <= Mitoses <= 10.0
• conclusion: 4
• covering: 41
• weight: 0.012078135488307324

• rule number: 31
• hypothesis:
  • 5.0 <= UniformityCellSize <= 10.0
  • 1.0 <= BareNuclei <= 7.0
  • 1.0 <= NormalNucleoli <= 6.0
• conclusion: 4
• covering: 20
• weight: 0.012015503317421222

• rule number: 32
• hypothesis:
  • 1.0 <= ClumpThickness <= 7.0
  • 3.0 <= UniformityCellSize <= 8.0
  • 5.0 <= UniformityCellShape <= 10.0
  • 2.0 <= MarginalAdhesion <= 10.0
  • 2.0 <= SingleEpithelialCellSize <= 6.0
  • 1.0 <= BareNuclei <= 10.0
• conclusion: 4
• covering: 40
• weight: 0.011593988846843359

• rule number: 33
• hypothesis:
  • 4.0 <= ClumpThickness <= 10.0
  • 1.0 <= MarginalAdhesion <= 9.0
  • 1.0 <= SingleEpithelialCellSize <= 4.0
  • 4.0 <= BareNuclei <= 10.0
  • 2.0 <= BlandChromatin <= 10.0
  • 1.0 <= NormalNucleoli <= 6.0
  • 1.0 <= Mitoses <= 1.0
• conclusion: 4
• covering: 36
• weight: 0.011034414758215198

• rule number: 34
• hypothesis:
  • 4.0 <= ClumpThickness <= 10.0
  • 1.0 <= SingleEpithelialCellSize <= 3.0
  • 4.0 <= BareNuclei <= 10.0
  • 2.0 <= BlandChromatin <= 10.0
  • 1.0 <= NormalNucleoli <= 6.0
  • 1.0 <= Mitoses <= 1.0
• conclusion: 4
• covering: 29
• weight: 0.010600742954895302

• rule number: 35
• hypothesis:
  • 4.0 <= ClumpThickness <= 10.0
  • 1.0 <= UniformityCellSize <= 6.0
  • 1.0 <= MarginalAdhesion <= 9.0
  • 1.0 <= SingleEpithelialCellSize <= 6.0
  • 4.0 <= BareNuclei <= 10.0
  • 2.0 <= BlandChromatin <= 6.0
  • 1.0 <= NormalNucleoli <= 6.0
  • 1.0 <= Mitoses <= 1.0
• conclusion: 4
• covering: 26
• weight: 0.010187919406265691

• rule number: 36
• hypothesis:
  • 4.0 <= UniformityCellSize <= 10.0
  • 2.0 <= UniformityCellShape <= 5.0
  • 2.0 <= SingleEpithelialCellSize <= 5.0
  • 3.0 <= BlandChromatin <= 10.0
• conclusion: 4
• covering: 36
• weight: 0.009404107795517735

• rule number: 37
• hypothesis:
  • 6.0 <= UniformityCellShape <= 10.0
  • 4.0 <= SingleEpithelialCellSize <= 10.0
  • 1.0 <= BareNuclei <= 7.0
• conclusion: 4
• covering: 34
• weight: 0.009396060148310821

• rule number: 38
• hypothesis:
  • 5.0 <= UniformityCellSize <= 10.0
  • 4.0 <= SingleEpithelialCellSize <= 10.0
  • 1.0 <= BareNuclei <= 7.0
• conclusion: 4
• covering: 42
• weight: 0.009246991295685762

• rule number: 39
• hypothesis:
  • 5.0 <= ClumpThickness <= 10.0
  • 1.0 <= MarginalAdhesion <= 2.0
  • 2.0 <= SingleEpithelialCellSize <= 10.0
  • 4.0 <= BlandChromatin <= 9.0
• conclusion: 4
• covering: 29
• weight: 0.00902986068392877

• rule number: 40
• hypothesis:
  • 3.0 <= ClumpThickness <= 10.0
  • 1.0 <= UniformityCellSize <= 6.0
  • 1.0 <= MarginalAdhesion <= 9.0
  • 1.0 <= SingleEpithelialCellSize <= 6.0
  • 4.0 <= BareNuclei <= 10.0
  • 2.0 <= BlandChromatin <= 4.0
  • 1.0 <= NormalNucleoli <= 6.0
  • 1.0 <= Mitoses <= 1.0
• conclusion: 4
• covering: 20
• weight: 0.008610769297611814

• rule number: 41
• hypothesis:
  • 6.0 <= ClumpThickness <= 10.0
  • 4.0 <= UniformityCellShape <= 5.0
• conclusion: 4
• covering: 41
• weight: 0.008597153545262725

• rule number: 42
• hypothesis:
  • 2.0 <= UniformityCellSize <= 8.0
  • 3.0 <= UniformityCellShape <= 8.0
  • 2.0 <= MarginalAdhesion <= 10.0
  • 2.0 <= SingleEpithelialCellSize <= 6.0
  • 2.0 <= BareNuclei <= 10.0
  • 3.0 <= BlandChromatin <= 5.0
  • 1.0 <= NormalNucleoli <= 6.0
  • 1.0 <= Mitoses <= 2.0
• conclusion: 4
• covering: 28
• weight: 0.008564278947609635

• rule number: 43
• hypothesis:
  • 1.0 <= UniformityCellShape <= 6.0
  • 2.0 <= MarginalAdhesion <= 9.0
  • 1.0 <= SingleEpithelialCellSize <= 5.0
  • 4.0 <= BareNuclei <= 10.0
  • 2.0 <= BlandChromatin <= 10.0
  • 1.0 <= NormalNucleoli <= 6.0
  • 1.0 <= Mitoses <= 2.0
• conclusion: 4
• covering: 32
• weight: 0.008545530412779868

• rule number: 44
• hypothesis:
  • 1.0 <= ClumpThickness <= 5.0
  • 3.0 <= UniformityCellShape <= 10.0
  • 5.0 <= MarginalAdhesion <= 10.0
  • 1.0 <= BareNuclei <= 9.0
• conclusion: 4
• covering: 20
• weight: 0.008464016604558682

• rule number: 45
• hypothesis:
  • 3.0 <= ClumpThickness <= 5.0
  • 3.0 <= UniformityCellShape <= 10.0
  • 2.0 <= SingleEpithelialCellSize <= 5.0
  • 4.0 <= BlandChromatin <= 10.0
  • 1.0 <= NormalNucleoli <= 6.0
• conclusion: 4
• covering: 22
• weight: 0.00845087600847587

• rule number: 46
• hypothesis:
  • 4.0 <= MarginalAdhesion <= 10.0
  • 4.0 <= SingleEpithelialCellSize <= 10.0
  • 1.0 <= BlandChromatin <= 6.0
  • 3.0 <= NormalNucleoli <= 10.0
• conclusion: 4
• covering: 33
• weight: 0.008238440987674556

• rule number: 47
• hypothesis:
  • 2.0 <= MarginalAdhesion <= 3.0
  • 5.0 <= BareNuclei <= 10.0
  • 1.0 <= NormalNucleoli <= 6.0
• conclusion: 4
• covering: 25
• weight: 0.008114152863866578

• rule number: 48
• hypothesis:
  • 1.0 <= ClumpThickness <= 7.0
  • 4.0 <= UniformityCellSize <= 10.0
  • 2.0 <= MarginalAdhesion <= 10.0
  • 2.0 <= SingleEpithelialCellSize <= 5.0
  • 3.0 <= NormalNucleoli <= 10.0
• conclusion: 4
• covering: 41
• weight: 0.007776379437218916

• rule number: 49
• hypothesis:
  • 5.0 <= ClumpThickness <= 10.0
  • 1.0 <= UniformityCellSize <= 6.0
  • 1.0 <= MarginalAdhesion <= 3.0
  • 3.0 <= BareNuclei <= 10.0
  • 1.0 <= NormalNucleoli <= 6.0
• conclusion: 4
• covering: 30
• weight: 0.007724370141358945

• rule number: 50
• hypothesis:
  • 4.0 <= ClumpThickness <= 10.0
  • 3.0 <= MarginalAdhesion <= 10.0
  • 1.0 <= SingleEpithelialCellSize <= 3.0
  • 3.0 <= BareNuclei <= 10.0
  • 2.0 <= BlandChromatin <= 10.0
  • 1.0 <= Mitoses <= 2.0
• conclusion: 4
• covering: 31
• weight: 0.007628659463082942

• rule number: 51
• hypothesis:
  • 3.0 <= UniformityCellShape <= 10.0
  • 4.0 <= MarginalAdhesion <= 10.0
  • 1.0 <= BareNuclei <= 4.0
• conclusion: 4
• covering: 26
• weight: 0.0075737441061475485

• rule number: 52
• hypothesis:
  • 3.0 <= ClumpThickness <= 10.0
  • 3.0 <= UniformityCellShape <= 10.0
  • 1.0 <= MarginalAdhesion <= 2.0
  • 4.0 <= BlandChromatin <= 9.0
• conclusion: 4
• covering: 28
• weight: 0.00745112303707189

• rule number: 53
• hypothesis:
  • 3.0 <= UniformityCellSize <= 8.0
  • 2.0 <= MarginalAdhesion <= 10.0
  • 4.0 <= SingleEpithelialCellSize <= 6.0
  • 1.0 <= BlandChromatin <= 5.0
  • 1.0 <= NormalNucleoli <= 6.0
• conclusion: 4
• covering: 20
• weight: 0.0073416527485684864

• rule number: 54
• hypothesis:
  • 3.0 <= UniformityCellShape <= 6.0
  • 1.0 <= MarginalAdhesion <= 3.0
  • 3.0 <= BareNuclei <= 10.0
  • 3.0 <= BlandChromatin <= 7.0
  • 1.0 <= NormalNucleoli <= 5.0
• conclusion: 4
• covering: 23
• weight: 0.00729603480937016

• rule number: 55
• hypothesis:
  • 2.0 <= UniformityCellShape <= 7.0
  • 1.0 <= MarginalAdhesion <= 5.0
  • 2.0 <= SingleEpithelialCellSize <= 3.0
  • 2.0 <= BareNuclei <= 9.0
  • 3.0 <= BlandChromatin <= 10.0
  • 3.0 <= NormalNucleoli <= 10.0
• conclusion: 4
• covering: 18
• weight: 0.007086650046841828

• rule number: 56
• hypothesis:
  • 4.0 <= ClumpThickness <= 10.0
  • 1.0 <= UniformityCellShape <= 6.0
  • 1.0 <= MarginalAdhesion <= 4.0
  • 4.0 <= BareNuclei <= 10.0
  • 2.0 <= BlandChromatin <= 6.0
  • 1.0 <= NormalNucleoli <= 6.0
  • 1.0 <= Mitoses <= 1.0
• conclusion: 4
• covering: 18
• weight: 0.006464207251408365

• rule number: 57
• hypothesis:
  • 5.0 <= ClumpThickness <= 10.0
  • 2.0 <= UniformityCellShape <= 5.0
  • 3.0 <= BlandChromatin <= 7.0
  • 3.0 <= NormalNucleoli <= 4.0
• conclusion: 4
• covering: 20
• weight: 0.006221498297558835

• rule number: 58
• hypothesis:
  • 1.0 <= UniformityCellSize <= 6.0
  • 1.0 <= MarginalAdhesion <= 2.0
  • 3.0 <= SingleEpithelialCellSize <= 10.0
  • 2.0 <= BareNuclei <= 10.0
  • 3.0 <= BlandChromatin <= 9.0
• conclusion: 4
• covering: 24
• weight: 0.005893162784731517

• rule number: 59
• hypothesis:
  • 2.0 <= UniformityCellShape <= 5.0
  • 3.0 <= SingleEpithelialCellSize <= 10.0
  • 3.0 <= BlandChromatin <= 5.0
  • 3.0 <= NormalNucleoli <= 4.0
• conclusion: 4
• covering: 13
• weight: 0.0057786940349696825

• rule number: 60
• hypothesis:
  • 2.0 <= ClumpThickness <= 5.0
  • 3.0 <= UniformityCellShape <= 10.0
  • 2.0 <= Mitoses <= 10.0
• conclusion: 4
• covering: 19
• weight: 0.005555265331997762

• rule number: 61
• hypothesis:
  • 4.0 <= ClumpThickness <= 10.0
  • 1.0 <= UniformityCellSize <= 3.0
  • 1.0 <= UniformityCellShape <= 3.0
  • 1.0 <= MarginalAdhesion <= 3.0
  • 4.0 <= BareNuclei <= 10.0
• conclusion: 4
• covering: 8
• weight: 0.005470308780226399

• rule number: 62
• hypothesis:
  • 5.0 <= ClumpThickness <= 10.0
  • 1.0 <= UniformityCellSize <= 6.0
  • 2.0 <= UniformityCellShape <= 7.0
  • 1.0 <= MarginalAdhesion <= 2.0
  • 2.0 <= SingleEpithelialCellSize <= 6.0
  • 3.0 <= BlandChromatin <= 9.0
  • 3.0 <= NormalNucleoli <= 10.0
• conclusion: 4
• covering: 19
• weight: 0.005205762189374009

• rule number: 63
• hypothesis:
  • 4.0 <= UniformityCellSize <= 10.0
  • 4.0 <= SingleEpithelialCellSize <= 6.0
  • 1.0 <= BareNuclei <= 4.0
• conclusion: 4
• covering: 19
• weight: 0.0051871984186113475

• rule number: 64
• hypothesis:
  • 3.0 <= ClumpThickness <= 5.0
  • 2.0 <= UniformityCellSize <= 3.0
  • 3.0 <= UniformityCellShape <= 6.0
  • 3.0 <= BareNuclei <= 10.0
  • 1.0 <= NormalNucleoli <= 6.0
• conclusion: 4
• covering: 11
• weight: 0.005039327382035343

• rule number: 65
• hypothesis:
  • 1.0 <= ClumpThickness <= 5.0
  • 3.0 <= UniformityCellShape <= 10.0
  • 3.0 <= MarginalAdhesion <= 10.0
  • 2.0 <= SingleEpithelialCellSize <= 6.0
  • 3.0 <= BlandChromatin <= 6.0
  • 1.0 <= NormalNucleoli <= 6.0
• conclusion: 4
• covering: 16
• weight: 0.0048622933994133125

• rule number: 66
• hypothesis:
  • 3.0 <= ClumpThickness <= 7.0
  • 5.0 <= UniformityCellShape <= 6.0
  • 3.0 <= BlandChromatin <= 7.0
  • 1.0 <= NormalNucleoli <= 5.0
• conclusion: 4
• covering: 17
• weight: 0.004739583256317858

• rule number: 67
• hypothesis:
  • 5.0 <= ClumpThickness <= 10.0
  • 2.0 <= SingleEpithelialCellSize <= 2.0
  • 4.0 <= BlandChromatin <= 7.0
• conclusion: 4
• covering: 13
• weight: 0.004470450439862878

• rule number: 68
• hypothesis:
  • 4.0 <= ClumpThickness <= 5.0
  • 3.0 <= UniformityCellSize <= 10.0
  • 3.0 <= MarginalAdhesion <= 10.0
  • 1.0 <= BareNuclei <= 4.0
  • 3.0 <= BlandChromatin <= 10.0
• conclusion: 4
• covering: 10
• weight: 0.004448867874518638

• rule number: 69
• hypothesis:
  • 5.0 <= ClumpThickness <= 10.0
  • 2.0 <= UniformityCellShape <= 5.0
  • 1.0 <= MarginalAdhesion <= 4.0
  • 3.0 <= BlandChromatin <= 7.0
  • 3.0 <= NormalNucleoli <= 5.0
• conclusion: 4
• covering: 16
• weight: 0.004326469617834346

• rule number: 70
• hypothesis:
  • 4.0 <= ClumpThickness <= 10.0
  • 1.0 <= UniformityCellSize <= 3.0
  • 1.0 <= MarginalAdhesion <= 9.0
  • 5.0 <= BareNuclei <= 10.0
  • 1.0 <= NormalNucleoli <= 6.0
  • 1.0 <= Mitoses <= 2.0
• conclusion: 4
• covering: 12
• weight: 0.003936195842376868

• rule number: 71
• hypothesis:
  • 5.0 <= ClumpThickness <= 10.0
  • 2.0 <= UniformityCellShape <= 5.0
  • 1.0 <= MarginalAdhesion <= 4.0
  • 2.0 <= SingleEpithelialCellSize <= 3.0
  • 3.0 <= BlandChromatin <= 7.0
  • 3.0 <= NormalNucleoli <= 8.0
• conclusion: 4
• covering: 14
• weight: 0.0038903430857503717

• rule number: 72
• hypothesis:
  • 5.0 <= ClumpThickness <= 7.0
  • 2.0 <= UniformityCellSize <= 10.0
  • 3.0 <= UniformityCellShape <= 10.0
  • 2.0 <= SingleEpithelialCellSize <= 6.0
  • 1.0 <= BareNuclei <= 7.0
  • 2.0 <= NormalNucleoli <= 6.0
• conclusion: 4
• covering: 10
• weight: 0.0036379726318190673

• rule number: 73
• hypothesis:
  • 4.0 <= ClumpThickness <= 5.0
  • 3.0 <= MarginalAdhesion <= 9.0
  • 1.0 <= SingleEpithelialCellSize <= 6.0
  • 3.0 <= BareNuclei <= 10.0
  • 2.0 <= BlandChromatin <= 5.0
  • 1.0 <= NormalNucleoli <= 6.0
• conclusion: 4
• covering: 9
• weight: 0.0035589651255755993

• rule number: 74
• hypothesis:
  • 3.0 <= UniformityCellShape <= 4.0
  • 3.0 <= SingleEpithelialCellSize <= 10.0
  • 1.0 <= BareNuclei <= 4.0
  • 2.0 <= NormalNucleoli <= 10.0
• conclusion: 4
• covering: 13
• weight: 0.003479064707951805

• rule number: 75
• hypothesis:
  • 2.0 <= UniformityCellShape <= 3.0
  • 1.0 <= MarginalAdhesion <= 5.0
  • 2.0 <= BareNuclei <= 8.0
  • 3.0 <= BlandChromatin <= 7.0
  • 3.0 <= NormalNucleoli <= 10.0
• conclusion: 4
• covering: 10
• weight: 0.0034426415684172497

• rule number: 76
• hypothesis:
  • 3.0 <= ClumpThickness <= 7.0
  • 3.0 <= UniformityCellShape <= 6.0
  • 3.0 <= SingleEpithelialCellSize <= 10.0
  • 3.0 <= BlandChromatin <= 5.0
  • 3.0 <= NormalNucleoli <= 4.0
• conclusion: 4
• covering: 13
• weight: 0.0034170837726682866

• rule number: 77
• hypothesis:
  • 4.0 <= ClumpThickness <= 10.0
  • 1.0 <= UniformityCellShape <= 3.0
  • 2.0 <= MarginalAdhesion <= 7.0
  • 3.0 <= BareNuclei <= 10.0
  • 2.0 <= BlandChromatin <= 7.0
  • 1.0 <= Mitoses <= 2.0
• conclusion: 4
• covering: 10
• weight: 0.002944249849947277

• rule number: 78
• hypothesis:
  • 1.0 <= UniformityCellShape <= 3.0
  • 2.0 <= MarginalAdhesion <= 7.0
  • 4.0 <= BareNuclei <= 10.0
  • 2.0 <= BlandChromatin <= 7.0
  • 1.0 <= Mitoses <= 2.0
• conclusion: 4
• covering: 10
• weight: 0.00283899346345856

• rule number: 79
• hypothesis:
  • 3.0 <= ClumpThickness <= 5.0
  • 3.0 <= UniformityCellShape <= 10.0
  • 3.0 <= MarginalAdhesion <= 10.0
  • 3.0 <= BlandChromatin <= 10.0
  • 1.0 <= NormalNucleoli <= 1.0
• conclusion: 4
• covering: 10
• weight: 0.002018869359594697

• rule number: 80
• hypothesis:
  • 5.0 <= ClumpThickness <= 10.0
  • 2.0 <= UniformityCellShape <= 4.0
  • 1.0 <= BareNuclei <= 9.0
  • 3.0 <= BlandChromatin <= 6.0
  • 3.0 <= NormalNucleoli <= 6.0
• conclusion: 4
• covering: 10
• weight: 0.0019252876402282109

• rule number: 81
• hypothesis:
  • 2.0 <= UniformityCellSize <= 7.0
  • 1.0 <= MarginalAdhesion <= 5.0
  • 3.0 <= SingleEpithelialCellSize <= 5.0
  • 2.0 <= BareNuclei <= 4.0
  • 3.0 <= BlandChromatin <= 5.0
• conclusion: 4
• covering: 10
• weight: 0.0019123635999839742

• rule number: 82
• hypothesis:
  • 6.0 <= ClumpThickness <= 10.0
  • 1.0 <= UniformityCellShape <= 2.0
  • 2.0 <= BareNuclei <= 10.0
• conclusion: 4
• covering: 6
• weight: 0.0018892244894346336

• rule number: 83
• hypothesis:
  • 4.0 <= ClumpThickness <= 9.0
  • 1.0 <= UniformityCellShape <= 2.0
  • 3.0 <= MarginalAdhesion <= 8.0
  • 2.0 <= BareNuclei <= 10.0
  • 2.0 <= BlandChromatin <= 7.0
• conclusion: 4
• covering: 3
• weight: 0.0012499427867857162