`Data distribution:\n 2: 65.52% (458 instances)\n 4: 34.48% (241 instances)\n\n\nPredicted distribution:\n 2: 65.24% (456 instances)\n 4: 34.76% (243 instances)\n\n\nField importance:\n 1. uniformity of cell size: 63.96%\n 2. bare nuclei: 15.93%\n 3. clump thickness: 8.72%\n 4. bland chromatin: 4.59%\n 5. marginal adhesion: 2.70%\n 6. uniformity of cell shape: 1.96%\n 7. normal nuclei: 1.51%\n 8. single epithelial cell size: 0.46%\n 9. mitoses: 0.15%\n\n\nRules summary:\n\n\n2: (data 65.52% / prediction 65.24%) \n \u00b7 85.96%: uniformity of cell size <= 2 and bare nuclei <= 3 and clump thickness <= 7 [Confidence: 99.03%]\n\n \u00b7 4.17%: 2 < uniformity of cell size <= 4 and bare nuclei <= 2 and normal nuclei <= 2 [Confidence: 83.18%]\n\n \u00b7 2.41%: uniformity of cell size <= 2 and bare nuclei > 3 and clump thickness <= 3 [Confidence: 74.12%]\n\n \u00b7 2.41%: uniformity of cell size <= 2 [Confidence: 95.17%; impurity: 0.03%]\n\n \u00b7 1.10%: 2 < uniformity of cell size <= 4 and bare nuclei <= 1 and normal nuclei > 2 and marginal adhesion <= 3 [Confidence: 56.55%]\n\n \u00b7 0.66%: 2 < uniformity of cell size <= 4 and bare nuclei > 2 and clump thickness <= 6 and bland chromatin <= 3 and uniformity of cell shape <= 2 [Confidence: 43.85%]\n\n \u00b7 0.66%: 2 < uniformity of cell size <= 4 and 2 < bare nuclei <= 6 and clump thickness <= 6 and bland chromatin > 3 and single epithelial cell size > 3 [Confidence: 43.85%]\n\n \u00b7 0.66%: uniformity of cell size > 4 and clump thickness <= 6 and bland chromatin <= 4 and bare nuclei <= 8 and 6 < uniformity of cell shape <= 9 [Confidence: 43.85%]\n\n \u00b7 0.44%: uniformity of cell size <= 2 and bare nuclei > 3 and clump thickness > 3 and bland chromatin <= 2 and marginal adhesion > 3 [Confidence: 34.24%]\n\n \u00b7 0.44%: 2 < uniformity of cell size <= 4 and bare nuclei > 2 and clump thickness <= 6 and bland chromatin <= 3 and uniformity of cell shape > 2 and marginal adhesion > 4 [Confidence: 34.24%]\n\n \u00b7 0.22%: uniformity of cell size <= 2 and bare nuclei <= 3 and clump thickness > 7 and uniformity of cell shape <= 2 [Confidence: 20.65%]\n\n \u00b7 0.22%: 2 < uniformity of cell size <= 4 and 1 < bare nuclei <= 2 and normal nuclei > 2 and marginal adhesion <= 3 and uniformity of cell shape <= 1 [Confidence: 20.65%]\n\n \u00b7 0.22%: 3 < uniformity of cell size <= 4 and bare nuclei > 2 and clump thickness <= 6 and bland chromatin <= 3 and uniformity of cell shape > 2 and marginal adhesion <= 4 [Confidence: 20.65%]\n\n \u00b7 0.22%: 2 < uniformity of cell size <= 4 and 2 < bare nuclei <= 7 and clump thickness > 6 and marginal adhesion > 4 and mitoses > 1 [Confidence: 20.65%]\n\n \u00b7 0.22%: 4 < uniformity of cell size <= 6 and clump thickness <= 6 and bland chromatin > 4 and 8 < marginal adhesion <= 9 [Confidence: 20.65%]\n\n\n4: (data 34.48% / prediction 34.76%) \n \u00b7 43.62%: uniformity of cell size > 4 and clump thickness > 6 [Confidence: 96.50%]\n\n \u00b7 16.46%: uniformity of cell size > 6 and clump thickness <= 6 and bland chromatin > 4 [Confidence: 91.24%]\n\n \u00b7 9.47%: 2 < uniformity of cell size <= 4 and bare nuclei > 7 and clump thickness > 6 [Confidence: 85.69%]\n\n \u00b7 4.94%: 2 < uniformity of cell size <= 4 and bare nuclei > 6 and clump thickness <= 6 and bland chromatin > 3 [Confidence: 75.75%]\n\n \u00b7 4.53%: 4 < uniformity of cell size <= 6 and clump thickness <= 6 and bland chromatin > 4 and marginal adhesion <= 8 [Confidence: 74.12%]\n\n \u00b7 3.70%: uniformity of cell size > 4 and clump thickness <= 6 and bland chromatin <= 4 and bare nuclei > 8 [Confidence: 70.08%]\n\n \u00b7 3.29%: uniformity of cell size <= 2 and bare nuclei > 3 and clump thickness > 3 and bland chromatin > 2 [Confidence: 67.56%]\n\n \u00b7 2.88%: 2 < uniformity of cell size <= 4 and 2 < bare nuclei <= 7 and clump thickness > 6 and marginal adhesion <= 4 [Confidence: 64.57%]\n\n \u00b7 1.65%: 2 < uniformity of cell size <= 3 and bare nuclei > 2 and clump thickness <= 6 and bland chromatin <= 3 and uniformity of cell shape > 2 and marginal adhesion <= 4 [Confidence: 51.01%]\n\n \u00b7 1.23%: 2 < uniformity of cell size <= 4 and bare nuclei <= 2 and normal nuclei > 2 and marginal adhesion > 3 [Confidence: 43.85%]\n\n \u00b7 1.23%: 2 < uniformity of cell size <= 4 and 2 < bare nuclei <= 6 and clump thickness <= 6 and bland chromatin > 3 and single epithelial cell size <= 3 [Confidence: 43.85%]\n\n \u00b7 1.23%: uniformity of cell size > 4 and clump thickness <= 6 and bland chromatin <= 4 and bare nuclei <= 8 and uniformity of cell shape <= 6 [Confidence: 43.85%]\n\n \u00b7 1.23%: 4 < uniformity of cell size <= 6 and clump thickness <= 6 and bland chromatin > 4 and marginal adhesion > 9 [Confidence: 43.85%]\n\n \u00b7 0.82%: uniformity of cell size <= 2 and bare nuclei <= 3 and clump thickness > 7 and uniformity of cell shape > 2 [Confidence: 34.24%]\n\n \u00b7 0.82%: uniformity of cell size <= 2 and bare nuclei > 3 and clump thickness > 3 and bland chromatin <= 2 and marginal adhesion <= 3 [Confidence: 34.24%]\n\n \u00b7 0.82%: 2 < uniformity of cell size <= 4 and 1 < bare nuclei <= 2 and normal nuclei > 2 and marginal adhesion <= 3 and uniformity of cell shape > 1 [Confidence: 34.24%]\n\n \u00b7 0.82%: 2 < uniformity of cell size <= 4 [Confidence: 50.65%; impurity: 0.24%]\n\n \u00b7 0.41%: 2 < uniformity of cell size <= 4 and 2 < bare nuclei <= 7 and clump thickness > 6 and marginal adhesion > 4 and mitoses <= 1 [Confidence: 20.65%]\n\n \u00b7 0.41%: uniformity of cell size > 4 and clump thickness <= 6 and bland chromatin <= 4 and bare nuclei <= 8 and uniformity of cell shape > 9 [Confidence: 20.65%]\n\n \u00b7 0.41%: uniformity of cell size > 4 and clump thickness <= 6 and bland chromatin <= 4 [Confidence: 52.74%; impurity: 0.18%]\n`

", "code": 200, "formatter": "summarize"}