Decorate base classifiers: J48 pruned tree ------------------ time <= 152 | patient <= 27 | | patient <= 5: N (8.0) | | patient > 5: P (30.0/10.0) | patient > 27: N (21.0/3.0) time > 152: P (17.0) Number of Leaves : 4 Size of the tree : 7 J48 pruned tree ------------------ sex = female | age <= 17: P (6.0) | age > 17 | | age <= 25.581948: N (9.0) | | age > 25.581948 | | | disease_type = Acute_Nephritis | | | | status = 0 | | | | | age <= 42: P (2.0) | | | | | age > 42: N (8.0/2.0) | | | | status = 1 | | | | | patient <= 11.52818: P (5.0) | | | | | patient > 11.52818: N (24.0/6.0) | | | disease_type = Glomerulo_Nephritis | | | | patient <= 30.34243 | | | | | status = 0: P (4.0/1.0) | | | | | status = 1 | | | | | | patient <= 10: P (3.0/1.0) | | | | | | patient > 10: N (9.0) | | | | patient > 30.34243: P (5.0) | | | disease_type = Other | | | | status = 0 | | | | | age <= 43: P (7.0/1.0) | | | | | age > 43: N (5.0) | | | | status = 1 | | | | | time <= 280.21285 | | | | | | time <= 186.924204 | | | | | | | age <= 34.473297: N (2.0) | | | | | | | age > 34.473297 | | | | | | | | patient <= 19: P (4.0) | | | | | | | | patient > 19 | | | | | | | | | patient <= 25: N (2.0) | | | | | | | | | patient > 25: P (2.0) | | | | | | time > 186.924204: N (5.0) | | | | | time > 280.21285: P (4.0) | | | disease_type = Polycystic_Kidney_Disease | | | | age <= 43: P (2.0) | | | | age > 43: N (5.0) sex = male | age <= 38.154309: N (12.0) | age > 38.154309 | | disease_type = Acute_Nephritis | | | patient <= 25.803494: P (6.0) | | | patient > 25.803494: N (4.0/1.0) | | disease_type = Glomerulo_Nephritis | | | patient <= 11.52818 | | | | patient <= 8: N (2.0) | | | | patient > 8: P (2.0) | | | patient > 11.52818: N (3.0) | | disease_type = Other | | | time <= 70: P (2.0) | | | time > 70: N (3.0) | | disease_type = Polycystic_Kidney_Disease | | | age <= 52.053527: P (2.0) | | | age > 52.053527: N (3.0) Number of Leaves : 30 Size of the tree : 55 J48 pruned tree ------------------ time <= 311.364752 | sex = female | | disease_type = Acute_Nephritis | | | time <= 119.777341 | | | | status = 0 | | | | | patient <= 29: P (4.0/1.0) | | | | | patient > 29: N (2.0) | | | | status = 1 | | | | | time <= 9: P (3.0) | | | | | time > 9: N (14.0/3.0) | | | time > 119.777341: P (6.0) | | disease_type = Glomerulo_Nephritis: P (22.0/11.0) | | disease_type = Other | | | status = 0 | | | | patient <= 25 | | | | | time <= 66 | | | | | | time <= 18.71971: N (2.0) | | | | | | time > 18.71971: P (2.0) | | | | | time > 66: N (3.0) | | | | patient > 25: P (3.0) | | | status = 1: N (32.0/14.0) | | disease_type = Polycystic_Kidney_Disease | | | patient <= 12.384578: P (2.0) | | | patient > 12.384578: N (6.0/1.0) | sex = male: N (41.0/14.0) time > 311.364752: P (10.0) Number of Leaves : 15 Size of the tree : 27 J48 pruned tree ------------------ disease_type = Acute_Nephritis | status = 0 | | patient <= 14: P (6.0/1.0) | | patient > 14 | | | patient <= 22: N (7.0/1.0) | | | patient > 22: P (6.0/2.0) | status = 1 | | sex = female: N (27.0/12.0) | | sex = male | | | age <= 47.233732: P (3.0) | | | age > 47.233732: N (4.0/1.0) disease_type = Glomerulo_Nephritis | sex = female | | status = 0 | | | patient <= 11: N (2.0) | | | patient > 11: P (5.0/1.0) | | status = 1 | | | patient <= 28.472864: P (11.0/2.0) | | | patient > 28.472864: N (5.0/1.0) | sex = male | | time <= 12: N (3.0) | | time > 12 | | | patient <= 18: P (3.0) | | | patient > 18: N (3.0/1.0) disease_type = Other | sex = female: P (36.0/12.0) | sex = male | | status = 0: P (2.0) | | status = 1 | | | time <= 84.384595: N (7.0) | | | time > 84.384595 | | | | patient <= 18: P (4.0/1.0) | | | | patient > 18: N (3.0) disease_type = Polycystic_Kidney_Disease | sex = female: N (10.0) | sex = male | | patient <= 29.456045: P (2.0) | | patient > 29.456045: N (3.0) Number of Leaves : 21 Size of the tree : 39 J48 pruned tree ------------------ patient <= 27.429614 | disease_type = Acute_Nephritis | | patient <= 23.097334 | | | patient <= 20.405346: P (28.0/11.0) | | | patient > 20.405346: N (5.0) | | patient > 23.097334: P (6.0) | disease_type = Glomerulo_Nephritis: P (30.0/13.0) | disease_type = Other | | sex = female | | | status = 0 | | | | time <= 187.904568 | | | | | age <= 30.362203: P (2.0) | | | | | age > 30.362203 | | | | | | age <= 44.424892: N (3.0) | | | | | | age > 44.424892: P (2.0) | | | | time > 187.904568: N (3.0) | | | status = 1 | | | | age <= 32.857734: P (7.0) | | | | age > 32.857734 | | | | | patient <= 20.405346 | | | | | | age <= 50 | | | | | | | patient <= 17.46607: N (3.0) | | | | | | | patient > 17.46607: P (3.0/1.0) | | | | | | age > 50: P (4.0) | | | | | patient > 20.405346: N (3.0) | | sex = male: N (9.0/1.0) | disease_type = Polycystic_Kidney_Disease: P (7.0/1.0) patient > 27.429614: N (37.0/9.0) Number of Leaves : 16 Size of the tree : 29 J48 pruned tree ------------------ disease_type = Acute_Nephritis | sex = female | | age <= 44 | | | age <= 35 | | | | time <= 70: P (3.0/1.0) | | | | time > 70: N (3.0) | | | age > 35: P (10.0) | | age > 44: N (23.0/6.0) | sex = male | | time <= 66.631011: P (8.0) | | time > 66.631011 | | | age <= 54.073039: N (3.0) | | | age > 54.073039: P (2.0) disease_type = Glomerulo_Nephritis | sex = female | | status = 0 | | | patient <= 17.187033: N (2.0) | | | patient > 17.187033 | | | | patient <= 34: P (3.0) | | | | patient > 34: N (2.0) | | status = 1: P (19.0/7.0) | sex = male | | status = 0: P (3.0/1.0) | | status = 1 | | | age <= 39.179958: P (2.0) | | | age > 39.179958 | | | | patient <= 14.643209 | | | | | patient <= 8: N (2.0) | | | | | patient > 8: P (2.0) | | | | patient > 14.643209: N (5.0) disease_type = Other | sex = female | | time <= 178.791126 | | | status = 0 | | | | age <= 32: P (2.0) | | | | age > 32 | | | | | patient <= 31: N (4.0) | | | | | patient > 31: P (2.0) | | | status = 1: N (16.0/7.0) | | time > 178.791126: P (8.0) | sex = male | | time <= 6: P (2.0) | | time > 6: N (10.0) disease_type = Polycystic_Kidney_Disease | age <= 47.021803: P (6.0/1.0) | age > 47.021803: N (10.0/1.0) Number of Leaves : 25 Size of the tree : 47 J48 pruned tree ------------------ status = 0 | time <= 13: N (15.0/3.0) | time > 13: P (18.0/4.0) status = 1 | disease_type = Acute_Nephritis | | age <= 63.387658 | | | age <= 44 | | | | age <= 40.273051 | | | | | age <= 31: P (3.0/1.0) | | | | | age > 31: N (4.0) | | | | age > 40.273051: P (6.0) | | | age > 44: N (16.0/2.0) | | age > 63.387658: P (5.0) | disease_type = Glomerulo_Nephritis | | age <= 54 | | | time <= 193.41645 | | | | age <= 38.597237: P (4.0) | | | | age > 38.597237 | | | | | sex = female: N (6.0/1.0) | | | | | sex = male | | | | | | patient <= 17.297898 | | | | | | | patient <= 8: N (2.0) | | | | | | | patient > 8: P (3.0) | | | | | | patient > 17.297898: N (3.0) | | | time > 193.41645: N (7.0) | | age > 54: P (8.0/1.0) | disease_type = Other | | patient <= 22 | | | sex = female | | | | time <= 159: N (8.0/2.0) | | | | time > 159: P (10.0/1.0) | | | sex = male | | | | patient <= 6.032256: N (6.0) | | | | patient > 6.032256: P (3.0/1.0) | | patient > 22: N (8.0) | disease_type = Polycystic_Kidney_Disease | | age <= 35.826568: N (4.0) | | age > 35.826568 | | | patient <= 31: P (8.0/1.0) | | | patient > 31: N (5.0/1.0) Number of Leaves : 22 Size of the tree : 41 J48 pruned tree ------------------ disease_type = Acute_Nephritis | patient <= 26.157026 | | age <= 35.122845: N (6.0/1.0) | | age > 35.122845: P (31.0/7.0) | patient > 26.157026: N (16.0/3.0) disease_type = Glomerulo_Nephritis | sex = female | | status = 0 | | | patient <= 17.048993: N (3.0) | | | patient > 17.048993: P (3.0) | | status = 1: P (20.0/8.0) | sex = male | | age <= 52.242474 | | | patient <= 8.248793: N (2.0) | | | patient > 8.248793: P (4.0/1.0) | | age > 52.242474: N (3.0) disease_type = Other | sex = female: P (39.0/16.0) | sex = male | | time <= 141: N (7.0) | | time > 141: P (3.0) disease_type = Polycystic_Kidney_Disease | age <= 61.326469 | | sex = female: N (7.0) | | sex = male | | | time <= 132: N (4.0) | | | time > 132: P (2.0) | age > 61.326469: P (2.0) Number of Leaves : 16 Size of the tree : 29 J48 pruned tree ------------------ disease_type = Acute_Nephritis | status = 0 | | sex = female | | | patient <= 14.467642: P (2.0) | | | patient > 14.467642 | | | | patient <= 23: N (3.0) | | | | patient > 23: P (3.0/1.0) | | sex = male: P (3.0/1.0) | status = 1: N (32.0/15.0) disease_type = Glomerulo_Nephritis | status = 0 | | sex = female: P (5.0/1.0) | | sex = male: N (2.0) | status = 1 | | sex = female: N (21.0/8.0) | | sex = male | | | age <= 42.086781: P (3.0) | | | age > 42.086781 | | | | patient <= 12.472785 | | | | | patient <= 8: N (2.0) | | | | | patient > 8: P (2.0) | | | | patient > 12.472785: N (3.0) disease_type = Other | status = 0 | | age <= 43: P (9.0/1.0) | | age > 43: N (2.0) | status = 1 | | time <= 23 | | | time <= -32.591286 | | | | patient <= 21: N (2.0) | | | | patient > 21: P (4.0/1.0) | | | time > -32.591286: N (7.0) | | time > 23: P (28.0/9.0) disease_type = Polycystic_Kidney_Disease | sex = female | | patient <= 10.37762: P (3.0/1.0) | | patient > 10.37762: N (10.0/2.0) | sex = male | | time <= 130: N (4.0/1.0) | | time > 130: P (2.0) Number of Leaves : 22 Size of the tree : 41 J48 pruned tree ------------------ sex = female | disease_type = Acute_Nephritis | | status = 0 | | | patient <= 29: P (8.0/2.0) | | | patient > 29: N (3.0) | | status = 1 | | | time <= 9.088274: P (6.0/1.0) | | | time > 9.088274: N (22.0/7.0) | disease_type = Glomerulo_Nephritis | | patient <= 5: N (3.0) | | patient > 5: P (21.0/6.0) | disease_type = Other: P (36.0/13.0) | disease_type = Polycystic_Kidney_Disease | | age <= 35.497105: P (2.0) | | age > 35.497105: N (8.0/1.0) sex = male | disease_type = Acute_Nephritis | | time <= 78.110754 | | | patient <= 25: P (6.0/1.0) | | | patient > 25: N (2.0) | | time > 78.110754: N (3.0) | disease_type = Glomerulo_Nephritis | | patient <= 35.34412 | | | patient <= 21.442261 | | | | patient <= 8: N (2.0) | | | | patient > 8: P (4.0/1.0) | | | patient > 21.442261: N (4.0) | | patient > 35.34412: P (2.0) | disease_type = Other | | patient <= 13: N (6.0) | | patient > 13: P (7.0/2.0) | disease_type = Polycystic_Kidney_Disease | | status = 0: N (2.0) | | status = 1: P (5.0/1.0) Number of Leaves : 20 Size of the tree : 35 J48 pruned tree ------------------ time <= 351.499349 | status = 0 | | patient <= 13: N (6.0) | | patient > 13: P (26.0/6.0) | status = 1 | | disease_type = Acute_Nephritis | | | sex = female | | | | patient <= 27: P (18.0/8.0) | | | | patient > 27: N (6.0) | | | sex = male | | | | patient <= 10.222474: N (2.0) | | | | patient > 10.222474: P (5.0) | | disease_type = Glomerulo_Nephritis | | | time <= 28: N (11.0/1.0) | | | time > 28 | | | | sex = female | | | | | time <= 190: P (9.0/2.0) | | | | | time > 190: N (3.0) | | | | sex = male: P (4.0/1.0) | | disease_type = Other: N (38.0/15.0) | | disease_type = Polycystic_Kidney_Disease | | | age <= 33.00853: P (4.0) | | | age > 33.00853: N (12.0/2.0) time > 351.499349: P (8.0) Number of Leaves : 14 Size of the tree : 25 J48 pruned tree ------------------ time <= 153.122311 | status = 0 | | disease_type = Acute_Nephritis | | | sex = female | | | | time <= 34.202433: N (3.0) | | | | time > 34.202433: P (5.0) | | | sex = male: P (2.0) | | disease_type = Glomerulo_Nephritis | | | age <= 46: P (2.0) | | | age > 46: N (4.0/1.0) | | disease_type = Other: P (10.0/2.0) | | disease_type = Polycystic_Kidney_Disease: N (4.0/1.0) | status = 1 | | disease_type = Acute_Nephritis | | | age <= 50.500661 | | | | age <= 35.116548: N (4.0/1.0) | | | | age > 35.116548: P (9.0) | | | age > 50.500661 | | | | patient <= 19.438393: P (3.0/1.0) | | | | patient > 19.438393: N (8.0) | | disease_type = Glomerulo_Nephritis | | | sex = female | | | | age <= 28.909673: P (2.0) | | | | age > 28.909673: N (13.0/1.0) | | | sex = male | | | | age <= 50: P (2.0) | | | | age > 50 | | | | | patient <= 19.438393 | | | | | | patient <= 8: N (2.0) | | | | | | patient > 8: P (2.0) | | | | | patient > 19.438393: N (3.0) | | disease_type = Other | | | sex = female | | | | patient <= 11.244032: P (3.0) | | | | patient > 11.244032 | | | | | time <= 100.741884: N (11.0) | | | | | time > 100.741884 | | | | | | age <= 38.680352: N (2.0) | | | | | | age > 38.680352: P (2.0) | | | sex = male | | | | age <= 32.274642: N (6.0) | | | | age > 32.274642: P (2.0) | | disease_type = Polycystic_Kidney_Disease | | | patient <= 27: P (5.0) | | | patient > 27: N (4.0) time > 153.122311 | patient <= 3.896273: N (3.0) | patient > 3.896273: P (36.0/5.0) Number of Leaves : 27 Size of the tree : 49 J48 pruned tree ------------------ disease_type = Acute_Nephritis | patient <= 27: P (37.0/14.0) | patient > 27: N (9.0) disease_type = Glomerulo_Nephritis | patient <= 32.139248 | | sex = female | | | status = 0 | | | | patient <= 18: N (3.0) | | | | patient > 18: P (3.0) | | | status = 1: N (16.0/6.0) | | sex = male | | | patient <= 2: P (2.0) | | | patient > 2 | | | | patient <= 8.265945: N (3.0) | | | | patient > 8.265945 | | | | | patient <= 19: P (2.0) | | | | | patient > 19: N (4.0) | patient > 32.139248: P (4.0) disease_type = Other | sex = female | | status = 0 | | | patient <= 21.797872: N (7.0/2.0) | | | patient > 21.797872: P (3.0) | | status = 1: P (33.0/11.0) | sex = male | | patient <= 6: N (8.0/1.0) | | patient > 6: P (3.0/1.0) disease_type = Polycystic_Kidney_Disease | patient <= 29 | | age <= 35: N (2.0) | | age > 35: P (6.0/1.0) | patient > 29: N (7.0) Number of Leaves : 18 Size of the tree : 33 J48 pruned tree ------------------ disease_type = Acute_Nephritis: P (47.0/23.0) disease_type = Glomerulo_Nephritis | patient <= 7: N (5.0) | patient > 7 | | status = 0: P (6.0/1.0) | | status = 1 | | | patient <= 28.147314 | | | | age <= 48.557754 | | | | | patient <= 20.594264: N (3.0) | | | | | patient > 20.594264: P (6.0/2.0) | | | | age > 48.557754: P (7.0) | | | patient > 28.147314: N (7.0/1.0) disease_type = Other | sex = female | | status = 0: P (9.0/2.0) | | status = 1 | | | time <= 159 | | | | time <= -4.704302: P (3.0) | | | | time > -4.704302: N (10.0/3.0) | | | time > 159: P (13.0/1.0) | sex = male | | time <= 43: N (8.0) | | time > 43 | | | time <= 275.679069: P (5.0) | | | time > 275.679069: N (2.0) disease_type = Polycystic_Kidney_Disease: N (21.0/5.0) Number of Leaves : 15 Size of the tree : 27 J48 pruned tree ------------------ patient <= 27.413726 | sex = female: P (83.0/33.0) | sex = male | | patient <= 13.295323: N (15.0/4.0) | | patient > 13.295323: P (17.0/3.0) patient > 27.413726 | status = 0 | | age <= 47.201535: P (4.0) | | age > 47.201535: N (4.0) | status = 1: N (29.0/5.0) Number of Leaves : 6 Size of the tree : 11 Number of classifier in the ensemble: 15