{"rules": "
Data distribution:\n no: 76.22% (218 instances)\n yes: 23.78% (68 instances)\n\n\nPredicted distribution:\n no: 75.52% (216 instances)\n yes: 24.48% (70 instances)\n\n\nField importance:\n 1. Lymph node invasion: 26.44%\n 2. Tumor size (mm): 23.72%\n 3. Age range: 16.54%\n 4. Node caps: 10.54%\n 5. Malignant degree: 7.80%\n 6. Menopause: 6.01%\n 7. Breast quadrant: 4.65%\n 8. Breast: 2.93%\n 9. Class: 1.37%\n\n\nRules summary:\n\n\nno: (data 76.22% / prediction 75.52%) \n \u00b7 25.00%: Lymph node invasion = 0-2 and Node caps = no and Age range = 50-59 and Class = No recurrence events [Confidence: 93.36%]\n\n \u00b7 11.11%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) != 45-49 and Breast quadrant != central or left_low and Malignant degree <= 1 [Confidence: 86.20%]\n\n \u00b7 5.09%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 20-24 and Breast quadrant != central and 1 < Malignant degree <= 2 [Confidence: 74.12%]\n\n \u00b7 4.63%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) != 45-49 and Breast quadrant = central [Confidence: 72.25%]\n\n \u00b7 4.17%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 or 40-49 and Tumor size (mm) != 45-49 and Breast quadrant = left_low and Malignant degree <= 1 [Confidence: 70.08%]\n\n \u00b7 3.24%: Lymph node invasion = 0-2 and Node caps = no and Age range = 50-59 and Class = Recurrence events and Breast = left [Confidence: 64.57%]\n\n \u00b7 3.24%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) != 45-49 or 35-39 or 20-24 or 25-29 and Breast quadrant = left_up and Malignant degree > 1 and Menopause != ge40 [Confidence: 64.57%]\n\n \u00b7 3.24%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 25-29 and Breast quadrant != central or left_up and Malignant degree > 1 and Class = No recurrence events [Confidence: 64.57%]\n\n \u00b7 3.24%: Lymph node invasion != 0-2 or 9-11 or 12-14 and Tumor size (mm) = 30-34 and Breast quadrant != central and Age range = 40-49 [Confidence: 64.57%]\n\n \u00b7 2.31%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) != 45-49 or 35-39 or 20-24 or 25-29 and Breast quadrant = right_low and Malignant degree > 1 and Class = No recurrence events [Confidence: 56.55%]\n\n \u00b7 2.31%: Lymph node invasion != 0-2 or 9-11 or 12-14 and Tumor size (mm) = 30-34 and Breast quadrant != central or right_low and Age range != 40-49 and Menopause = ge40 [Confidence: 56.55%]\n\n \u00b7 1.85%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 35-39 and Breast quadrant != central and Malignant degree > 1 [Confidence: 51.01%]\n\n \u00b7 1.85%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 15-19 and Breast quadrant != central or left_up or right_low and Malignant degree > 1 and Class = No recurrence events [Confidence: 51.01%]\n\n \u00b7 1.85%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 20-24 and Breast quadrant != central and Malignant degree > 2 and Menopause = ge40 [Confidence: 51.01%]\n\n \u00b7 1.85%: Lymph node invasion != 0-2 and Tumor size (mm) = 35-39 and Age range != 40-49 [Confidence: 51.01%]\n\n \u00b7 1.39%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) != 45-49 or 35-39 or 20-24 or 50-54 and Breast quadrant = left_low and Malignant degree > 1 and Class = Recurrence events and Breast = right [Confidence: 43.85%]\n\n \u00b7 1.39%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) != 45-49 or 35-39 or 20-24 or 25-29 or 15-19 or 50-54 or 30-34 and Breast quadrant != central or left_up or right_low and 1 < Malignant degree <= 2 and Class = No recurrence events and Breast = right [Confidence: 43.85%]\n\n \u00b7 1.39%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) != 45-49 or 35-39 or 20-24 or 25-29 or 15-19 or 50-54 and Breast quadrant != central or left_up or right_low and Malignant degree > 2 and Class = No recurrence events [Confidence: 43.85%]\n\n \u00b7 1.39%: Lymph node invasion = 0-2 and Node caps = no and Age range = 40-49 and Tumor size (mm) != 45-49 or 25-29 or 5-9 or 30-34 and Breast quadrant = left_low and Malignant degree <= 1 [Confidence: 43.85%]\n\n \u00b7 1.39%: Lymph node invasion = 0-2 [Confidence: 80.61%; impurity: 0.12%]\n\n \u00b7 1.39%: Lymph node invasion != 0-2 and Tumor size (mm) = 20-24 and Age range = 50-59 [Confidence: 43.85%]\n\n \u00b7 1.39%: Lymph node invasion = 3-5 and Tumor size (mm) = 20-24 and Age range != 50-59 and Menopause = premeno and Node caps = no [Confidence: 43.85%]\n\n \u00b7 0.93%: Lymph node invasion = 0-2 and Node caps = yes and Tumor size (mm) != 35-39 or 50-54 and Age range != 40-49 and Breast quadrant = left_up [Confidence: 34.24%]\n\n \u00b7 0.93%: Lymph node invasion = 0-2 and Node caps = yes and Tumor size (mm) != 35-39 and Age range = 40-49 [Confidence: 34.24%]\n\n \u00b7 0.93%: Lymph node invasion = 0-2 and Node caps = no and Age range = 50-59 and Class = Recurrence events and Breast = right and Malignant degree <= 2 [Confidence: 34.24%]\n\n \u00b7 0.93%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 25-29 and Breast quadrant = left_up and Malignant degree > 1 and Menopause = ge40 [Confidence: 34.24%]\n\n \u00b7 0.93%: Lymph node invasion = 0-2 and Node caps = no and Age range = 60-69 and Tumor size (mm) != 45-49 or 35-39 or 20-24 or 25-29 or 10-14 or 50-54 and Breast quadrant = left_up and 1 < Malignant degree <= 2 and Menopause = ge40 and Breast = right [Confidence: 34.24%]\n\n \u00b7 0.93%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) != 45-49 or 35-39 or 20-24 and Breast quadrant = right_up and Malignant degree > 1 and Class = Recurrence events [Confidence: 34.24%]\n\n \u00b7 0.93%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 50-54 and Breast quadrant != central or left_up or right_low and Malignant degree > 1 and Class = No recurrence events [Confidence: 34.24%]\n\n \u00b7 0.93%: Lymph node invasion = 3-5 and Tumor size (mm) = 40-44 and Breast quadrant = left_low [Confidence: 34.24%]\n\n \u00b7 0.46%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 25-29 and Breast quadrant = left_up and Malignant degree > 1 and Menopause != ge40 and Class = Recurrence events [Confidence: 20.65%]\n\n \u00b7 0.46%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 25-29 and Breast quadrant = left_up and 1 < Malignant degree <= 2 and Menopause != ge40 and Class = No recurrence events and Breast = right [Confidence: 20.65%]\n\n \u00b7 0.46%: Lymph node invasion = 0-2 and Node caps = no and Age range = 60-69 and Tumor size (mm) = 50-54 and Breast quadrant = left_up and Malignant degree > 2 and Menopause = ge40 [Confidence: 20.65%]\n\n \u00b7 0.46%: Lymph node invasion = 0-2 and Node caps = no and Age range = 60-69 and Tumor size (mm) = 30-34 and Breast quadrant = left_up and 1 < Malignant degree <= 2 and Menopause = ge40 and Breast = left [Confidence: 20.65%]\n\n \u00b7 0.46%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 10-14 and Breast quadrant != central or left_up or right_low and 1 < Malignant degree <= 2 and Class = No recurrence events and Breast = left and Menopause = ge40 [Confidence: 20.65%]\n\n \u00b7 0.46%: Lymph node invasion = 0-2 and Node caps = no and Age range = 40-49 and Tumor size (mm) = 30-34 and Breast quadrant = left_low and Malignant degree <= 1 and Class = No recurrence events [Confidence: 20.65%]\n\n \u00b7 0.46%: Lymph node invasion != 0-2 and Tumor size (mm) = 45-49 [Confidence: 20.65%]\n\n \u00b7 0.46%: Lymph node invasion != 0-2 and Tumor size (mm) = 20-24 and Age range = 30-39 and Menopause = premeno and Node caps = yes and Breast quadrant = left_low [Confidence: 20.65%]\n\n \u00b7 0.46%: Lymph node invasion = 15-17 and Tumor size (mm) = 15-19 [Confidence: 20.65%]\n\n \u00b7 0.46%: Lymph node invasion = 9-11 and Tumor size (mm) = 25-29 and Breast quadrant = left_up [Confidence: 20.65%]\n\n \u00b7 0.46%: Lymph node invasion = 3-5 and Tumor size (mm) = 25-29 and Breast quadrant = left_up and Node caps = yes [Confidence: 20.65%]\n\n \u00b7 0.46%: Lymph node invasion = 15-17 and Tumor size (mm) = 25-29 and Breast quadrant = left_up [Confidence: 20.65%]\n\n \u00b7 0.46%: Lymph node invasion != 0-2 and Tumor size (mm) = 25-29 and Breast quadrant = right_up [Confidence: 20.65%]\n\n \u00b7 0.46%: Lymph node invasion != 0-2 or 9-11 or 12-14 and Tumor size (mm) = 30-34 and Breast quadrant = right_up and Age range != 40-49 and Menopause = premeno [Confidence: 20.65%]\n\n \u00b7 0.46%: Lymph node invasion != 0-2 or 9-11 or 12-14 and Tumor size (mm) = 30-34 and Breast quadrant = right_low and Age range != 40-49 and Menopause = ge40 and Malignant degree > 2 [Confidence: 20.65%]\n\n \u00b7 0.46%: Lymph node invasion != 0-2 and Tumor size (mm) = 10-14 and Breast = right [Confidence: 20.65%]\n\n \u00b7 0.46%: Lymph node invasion != 0-2 and Tumor size (mm) = 50-54 [Confidence: 20.65%]\n\n\nyes: (data 23.78% / prediction 24.48%) \n \u00b7 7.14%: Lymph node invasion != 0-2 and Tumor size (mm) = 25-29 and Breast quadrant = left_low [Confidence: 56.55%]\n\n \u00b7 5.71%: Lymph node invasion = 9-11 and Tumor size (mm) = 30-34 [Confidence: 51.01%]\n\n \u00b7 5.71%: Lymph node invasion != 0-2 and Tumor size (mm) = 40-44 and Breast quadrant != left_low [Confidence: 51.01%]\n\n \u00b7 4.29%: Lymph node invasion != 0-2 and Tumor size (mm) = 20-24 and Age range != 50-59 and Menopause = ge40 [Confidence: 43.85%]\n\n \u00b7 4.29%: Lymph node invasion != 0-2 or 15-17 and Tumor size (mm) = 15-19 [Confidence: 43.85%]\n\n \u00b7 2.86%: Lymph node invasion = 0-2 and Node caps = yes and Tumor size (mm) = 35-39 [Confidence: 34.24%]\n\n \u00b7 2.86%: Lymph node invasion = 0-2 and Node caps = yes and Tumor size (mm) != 35-39 and Age range != 40-49 and Breast quadrant != left_up [Confidence: 34.24%]\n\n \u00b7 2.86%: Lymph node invasion = 0-2 and Node caps = no and Age range = 50-59 and Class = Recurrence events and Breast = right and Malignant degree > 2 [Confidence: 34.24%]\n\n \u00b7 2.86%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 25-29 and Breast quadrant = left_up and 1 < Malignant degree <= 2 and Menopause != ge40 and Class = No recurrence events and Breast = left [Confidence: 9.45%; impurity: 0.25%]\n\n \u00b7 2.86%: Lymph node invasion = 0-2 and Node caps = no and Age range = 60-69 and Tumor size (mm) != 45-49 or 35-39 or 20-24 or 25-29 or 10-14 or 50-54 and Breast quadrant = left_up and Malignant degree > 2 and Menopause = ge40 [Confidence: 34.24%]\n\n \u00b7 2.86%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 10-14 and Breast quadrant != central or left_up or right_low and 1 < Malignant degree <= 2 and Class = No recurrence events and Breast = left and Menopause = premeno [Confidence: 9.45%; impurity: 0.25%]\n\n \u00b7 2.86%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 30-34 and Breast quadrant = left_low and 1 < Malignant degree <= 2 and Class = No recurrence events [Confidence: 9.45%; impurity: 0.25%]\n\n \u00b7 2.86%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 20-24 and Breast quadrant != central and Malignant degree > 2 and Menopause = premeno [Confidence: 34.24%]\n\n \u00b7 2.86%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 45-49 [Confidence: 34.24%]\n\n \u00b7 2.86%: Lymph node invasion != 0-2 and Tumor size (mm) = 20-24 and Age range != 50-59 and Menopause = premeno and Node caps = yes and Breast quadrant != left_low [Confidence: 34.24%]\n\n \u00b7 2.86%: Lymph node invasion != 0-2 and Tumor size (mm) = 35-39 and Age range = 40-49 [Confidence: 34.24%]\n\n \u00b7 2.86%: Lymph node invasion != 0-2 and Tumor size (mm) = 25-29 and Breast quadrant = right_low [Confidence: 34.24%]\n\n \u00b7 2.86%: Lymph node invasion != 0-2 or 9-11 or 12-14 and Tumor size (mm) = 30-34 and Breast quadrant != central or right_up and Age range != 40-49 and Menopause = premeno [Confidence: 34.24%]\n\n \u00b7 2.86%: Lymph node invasion = 6-8 and Tumor size (mm) = 40-44 and Breast quadrant = left_low [Confidence: 34.24%]\n\n \u00b7 1.43%: Lymph node invasion = 0-2 and Node caps = yes and Tumor size (mm) = 50-54 and Age range != 40-49 and Breast quadrant = left_up [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 25-29 and Breast quadrant = left_up and Malignant degree > 2 and Menopause != ge40 and Class = No recurrence events [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion = 0-2 and Node caps = no and Age range = 40-49 and Tumor size (mm) != 45-49 or 35-39 or 20-24 or 25-29 or 10-14 and Breast quadrant = left_up and Malignant degree > 1 and Menopause = ge40 [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion = 0-2 and Node caps = no and Age range = 60-69 and Tumor size (mm) = 50-54 and Breast quadrant = left_up and 1 < Malignant degree <= 2 and Menopause = ge40 [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion = 0-2 and Node caps = no and Age range = 60-69 and Tumor size (mm) = 15-19 and Breast quadrant = left_up and 1 < Malignant degree <= 2 and Menopause = ge40 and Breast = left [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 10-14 and Breast quadrant = left_up and Malignant degree > 1 and Menopause = ge40 [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) != 45-49 or 35-39 or 20-24 and Breast quadrant = right_low and Malignant degree > 1 and Class = Recurrence events [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) != 45-49 or 35-39 or 20-24 and Breast quadrant = left_low and Malignant degree > 1 and Class = Recurrence events and Breast = left [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 50-54 and Breast quadrant = left_low and Malignant degree > 1 and Class = Recurrence events and Breast = right [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 40-44 and Breast quadrant != central or left_up or right_low and 1 < Malignant degree <= 2 and Class = No recurrence events and Breast = left [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion = 0-2 and Node caps = no and Age range != 50-59 and Tumor size (mm) = 30-34 and Breast quadrant = right_up and 1 < Malignant degree <= 2 and Class = No recurrence events [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion = 0-2 and Node caps = no and Age range = 40-49 and Tumor size (mm) = 25-29 and Breast quadrant = left_low and Malignant degree <= 1 [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion = 0-2 and Node caps = no and Age range = 40-49 and Tumor size (mm) = 30-34 and Breast quadrant = left_low and Malignant degree <= 1 and Class = Recurrence events [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion = 0-2 and Node caps = no and Age range = 40-49 and Tumor size (mm) = 5-9 and Breast quadrant = left_low and Malignant degree <= 1 [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion = 6-8 and Tumor size (mm) = 20-24 and Age range != 50-59 and Menopause = premeno and Node caps = no [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion != 0-2 and Tumor size (mm) = 20-24 and Age range = 40-49 and Menopause = premeno and Node caps = yes and Breast quadrant = left_low [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion = 6-8 and Tumor size (mm) = 25-29 and Breast quadrant = left_up [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion = 3-5 and Tumor size (mm) = 25-29 and Breast quadrant = left_up and Node caps = no [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion = 3-5 and Tumor size (mm) = 25-29 and Breast quadrant = left_up [Confidence: 20.77%; impurity: 0.22%]\n\n \u00b7 1.43%: Lymph node invasion = 12-14 and Tumor size (mm) = 30-34 and Breast quadrant != central [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion != 0-2 or 9-11 or 12-14 and Tumor size (mm) = 30-34 and Breast quadrant = right_low and Age range != 40-49 and Menopause = ge40 and Malignant degree <= 2 [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion != 0-2 or 9-11 and Tumor size (mm) = 30-34 and Breast quadrant = central [Confidence: 20.65%]\n\n \u00b7 1.43%: Lymph node invasion != 0-2 and Tumor size (mm) = 10-14 and Breast = left [Confidence: 20.65%]\n
", "code": 200, "formatter": "summarize"}