Decorate base classifiers: J48 pruned tree ------------------ plas <= 127 | mass <= 26.4: tested_negative (132.0/3.0) | mass > 26.4 | | age <= 28: tested_negative (180.0/22.0) | | age > 28 | | | plas <= 99: tested_negative (55.0/10.0) | | | plas > 99 | | | | pedi <= 0.561: tested_negative (84.0/34.0) | | | | pedi > 0.561 | | | | | preg <= 6 | | | | | | age <= 30: tested_positive (4.0) | | | | | | age > 30 | | | | | | | age <= 34: tested_negative (7.0/1.0) | | | | | | | age > 34 | | | | | | | | mass <= 33.1: tested_positive (6.0) | | | | | | | | mass > 33.1: tested_negative (4.0/1.0) | | | | | preg > 6: tested_positive (13.0) plas > 127 | mass <= 29.9 | | plas <= 145: tested_negative (41.0/6.0) | | plas > 145 | | | age <= 25: tested_negative (4.0) | | | age > 25 | | | | age <= 61 | | | | | mass <= 27.1: tested_positive (12.0/1.0) | | | | | mass > 27.1 | | | | | | pres <= 82 | | | | | | | pedi <= 0.396: tested_positive (8.0/1.0) | | | | | | | pedi > 0.396: tested_negative (3.0) | | | | | | pres > 82: tested_negative (4.0) | | | | age > 61: tested_negative (4.0) | mass > 29.9 | | plas <= 157 | | | pres <= 61: tested_positive (15.0/1.0) | | | pres > 61 | | | | age <= 30: tested_negative (40.0/13.0) | | | | age > 30: tested_positive (60.0/17.0) | | plas > 157: tested_positive (92.0/12.0) Number of Leaves : 20 Size of the tree : 39 J48 pruned tree ------------------ age <= 30 | age <= 20.882731 | | plas <= 135.850073: tested_positive (78.0/6.0) | | plas > 135.850073 | | | mass <= 29.774071: tested_positive (11.0/1.0) | | | mass > 29.774071 | | | | skin <= 33.596106: tested_negative (23.0/2.0) | | | | skin > 33.596106: tested_positive (3.0) | age > 20.882731 | | age <= 21 | | | mass <= 33.395388: tested_negative (48.0) | | | mass > 33.395388 | | | | mass <= 35.146236: tested_positive (3.0) | | | | mass > 35.146236 | | | | | pres <= 78.986439: tested_negative (10.0) | | | | | pres > 78.986439: tested_positive (3.0/1.0) | | age > 21 | | | plas <= 103.356829 | | | | pres <= 80.246912 | | | | | insu <= 86.095499 | | | | | | pres <= 55.591523 | | | | | | | insu <= -17.780849: tested_positive (2.0) | | | | | | | insu > -17.780849 | | | | | | | | pedi <= 0.571: tested_negative (15.0) | | | | | | | | pedi > 0.571 | | | | | | | | | pres <= 48.173991: tested_negative (2.0) | | | | | | | | | pres > 48.173991: tested_positive (2.0) | | | | | | pres > 55.591523: tested_negative (84.0/1.0) | | | | | insu > 86.095499 | | | | | | preg <= 4.698817 | | | | | | | preg <= -1.503746: tested_positive (2.0) | | | | | | | preg > -1.503746 | | | | | | | | age <= 25.456793: tested_negative (19.0/1.0) | | | | | | | | age > 25.456793 | | | | | | | | | insu <= 91: tested_positive (2.0) | | | | | | | | | insu > 91: tested_negative (5.0/1.0) | | | | | | preg > 4.698817: tested_positive (4.0) | | | | pres > 80.246912 | | | | | plas <= 80.948553: tested_positive (11.0/1.0) | | | | | plas > 80.948553: tested_negative (17.0/7.0) | | | plas > 103.356829 | | | | plas <= 165.143156 | | | | | preg <= 6.154751: tested_negative (285.0/106.0) | | | | | preg > 6.154751 | | | | | | mass <= 35.268322 | | | | | | | plas <= 105.410702: tested_negative (2.0) | | | | | | | plas > 105.410702: tested_positive (19.0/1.0) | | | | | | mass > 35.268322 | | | | | | | preg <= 6.996549: tested_positive (4.0/1.0) | | | | | | | preg > 6.996549: tested_negative (7.0) | | | | plas > 165.143156 | | | | | preg <= 5.076183 | | | | | | skin <= 30.678052 | | | | | | | insu <= 26.462356: tested_positive (7.0/1.0) | | | | | | | insu > 26.462356: tested_negative (8.0/1.0) | | | | | | skin > 30.678052: tested_positive (20.0) | | | | | preg > 5.076183: tested_negative (5.0) age > 30 | plas <= 121.428305 | | skin <= 0 | | | insu <= 29.071031 | | | | insu <= -17.780849: tested_positive (5.0/1.0) | | | | insu > -17.780849: tested_negative (62.0/17.0) | | | insu > 29.071031: tested_positive (10.0) | | skin > 0: tested_positive (322.0/98.0) | plas > 121.428305 | | pres <= 61.238089: tested_negative (111.0/37.0) | | pres > 61.238089: tested_positive (325.0/147.0) Number of Leaves : 35 Size of the tree : 69 J48 pruned tree ------------------ age <= 25 | plas <= 133.850022: tested_negative (338.0/85.0) | plas > 133.850022 | | mass <= 34.302162 | | | pedi <= 0.1: tested_positive (5.0) | | | pedi > 0.1: tested_negative (55.0/16.0) | | mass > 34.302162: tested_positive (60.0/18.0) age > 25 | plas <= 110.681643 | | insu <= -0.880228: tested_positive (57.0/19.0) | | insu > -0.880228: tested_negative (345.0/134.0) | plas > 110.681643: tested_positive (676.0/299.0) Number of Leaves : 7 Size of the tree : 13 J48 pruned tree ------------------ plas <= 122 | skin <= -0.022819 | | insu <= 193: tested_positive (41.0/9.0) | | insu > 193: tested_negative (6.0/1.0) | skin > -0.022819 | | insu <= 135.251325 | | | insu <= -1.500083 | | | | plas <= 66.518117: tested_positive (7.0) | | | | plas > 66.518117 | | | | | age <= 27.488214 | | | | | | skin <= 22: tested_positive (10.0) | | | | | | skin > 22 | | | | | | | skin <= 38.011417 | | | | | | | | pedi <= 0.758357: tested_negative (5.0) | | | | | | | | pedi > 0.758357: tested_positive (2.0) | | | | | | | skin > 38.011417: tested_positive (3.0) | | | | | age > 27.488214: tested_negative (55.0/19.0) | | | insu > -1.500083 | | | | mass <= 26.4 | | | | | insu <= 18: tested_negative (78.0/1.0) | | | | | insu > 18 | | | | | | age <= 31.359306: tested_negative (51.0/5.0) | | | | | | age > 31.359306 | | | | | | | mass <= 22.6: tested_negative (6.0) | | | | | | | mass > 22.6 | | | | | | | | pedi <= 0.669033 | | | | | | | | | preg <= -0.723026 | | | | | | | | | | pres <= 66.750664: tested_positive (2.0) | | | | | | | | | | pres > 66.750664: tested_negative (2.0) | | | | | | | | | preg > -0.723026: tested_positive (6.0) | | | | | | | | pedi > 0.669033: tested_negative (3.0) | | | | mass > 26.4 | | | | | preg <= 6.306967 | | | | | | age <= 20.67764 | | | | | | | age <= 7.832915 | | | | | | | | preg <= 1.051954 | | | | | | | | | preg <= 0.028528: tested_negative (3.0/1.0) | | | | | | | | | preg > 0.028528: tested_positive (2.0) | | | | | | | | preg > 1.051954: tested_negative (3.0) | | | | | | | age > 7.832915: tested_positive (9.0) | | | | | | age > 20.67764: tested_negative (295.0/69.0) | | | | | preg > 6.306967 | | | | | | pedi <= 0.91216 | | | | | | | plas <= 75: tested_negative (10.0) | | | | | | | plas > 75 | | | | | | | | age <= 40.249756 | | | | | | | | | age <= 20.127341: tested_negative (4.0) | | | | | | | | | age > 20.127341: tested_positive (28.0/8.0) | | | | | | | | age > 40.249756 | | | | | | | | | pres <= 84.258862: tested_negative (26.0/5.0) | | | | | | | | | pres > 84.258862: tested_positive (2.0) | | | | | | pedi > 0.91216: tested_positive (9.0) | | insu > 135.251325 | | | plas <= 96.526548 | | | | mass <= 38.3 | | | | | plas <= 85.209168 | | | | | | skin <= 17.008485 | | | | | | | age <= 29.418327: tested_positive (2.0) | | | | | | | age > 29.418327: tested_negative (4.0) | | | | | | skin > 17.008485: tested_positive (12.0/1.0) | | | | | plas > 85.209168: tested_positive (17.0) | | | | mass > 38.3 | | | | | insu <= 150.081428: tested_positive (3.0) | | | | | insu > 150.081428 | | | | | | plas <= 91.889835: tested_negative (9.0/1.0) | | | | | | plas > 91.889835: tested_positive (3.0/1.0) | | | plas > 96.526548 | | | | preg <= 6.794832: tested_negative (92.0/33.0) | | | | preg > 6.794832 | | | | | age <= 51.32545 | | | | | | pres <= 80.081274: tested_positive (13.0) | | | | | | pres > 80.081274 | | | | | | | plas <= 106.833002: tested_positive (4.0) | | | | | | | plas > 106.833002 | | | | | | | | preg <= 8.369247: tested_negative (3.0) | | | | | | | | preg > 8.369247: tested_positive (3.0/1.0) | | | | | age > 51.32545: tested_negative (2.0) plas > 122 | mass <= 28.8: tested_negative (195.0/77.0) | mass > 28.8: tested_positive (506.0/211.0) Number of Leaves : 41 Size of the tree : 81 J48 pruned tree ------------------ age <= 28.975747 | plas <= 105 | | age <= 20.62753 | | | mass <= 24.631613: tested_positive (8.0/1.0) | | | mass > 24.631613: tested_negative (28.0/9.0) | | age > 20.62753 | | | age <= 21.168783: tested_negative (35.0) | | | age > 21.168783 | | | | insu <= 157.69718 | | | | | insu <= -16.733209 | | | | | | skin <= 13.955296: tested_negative (4.0/1.0) | | | | | | skin > 13.955296: tested_positive (5.0) | | | | | insu > -16.733209 | | | | | | age <= 21.860837: tested_positive (7.0/1.0) | | | | | | age > 21.860837: tested_negative (147.0/13.0) | | | | insu > 157.69718 | | | | | age <= 27.981355: tested_positive (15.0/6.0) | | | | | age > 27.981355: tested_negative (4.0) | plas > 105 | | plas <= 154.396424 | | | skin <= 7.877464 | | | | pedi <= 0.269 | | | | | pres <= 53.594725 | | | | | | plas <= 117.436215: tested_negative (2.0) | | | | | | plas > 117.436215: tested_positive (5.0) | | | | | pres > 53.594725 | | | | | | preg <= 4.497982: tested_negative (16.0) | | | | | | preg > 4.497982: tested_positive (2.0) | | | | pedi > 0.269: tested_positive (48.0/16.0) | | | skin > 7.877464 | | | | pres <= 89.830029 | | | | | preg <= 2.043404 | | | | | | preg <= -2.919718: tested_positive (7.0) | | | | | | preg > -2.919718 | | | | | | | plas <= 124.426407: tested_negative (63.0/3.0) | | | | | | | plas > 124.426407 | | | | | | | | age <= 23.212393 | | | | | | | | | skin <= 32.536338: tested_negative (26.0) | | | | | | | | | skin > 32.536338 | | | | | | | | | | mass <= 35.44964: tested_positive (4.0/1.0) | | | | | | | | | | mass > 35.44964: tested_negative (4.0) | | | | | | | | age > 23.212393 | | | | | | | | | skin <= 23.570786: tested_positive (6.0) | | | | | | | | | skin > 23.570786 | | | | | | | | | | insu <= 129: tested_negative (6.0) | | | | | | | | | | insu > 129 | | | | | | | | | | | insu <= 196.807723: tested_positive (4.0) | | | | | | | | | | | insu > 196.807723: tested_negative (8.0/2.0) | | | | | preg > 2.043404 | | | | | | insu <= -47.569651: tested_negative (18.0/1.0) | | | | | | insu > -47.569651 | | | | | | | pedi <= 0.472788 | | | | | | | | insu <= -4.444227: tested_positive (6.0/1.0) | | | | | | | | insu > -4.444227 | | | | | | | | | preg <= 2.733705: tested_positive (3.0) | | | | | | | | | preg > 2.733705 | | | | | | | | | | mass <= 31.655703 | | | | | | | | | | | insu <= 159 | | | | | | | | | | | | skin <= 27.218811: tested_negative (12.0/1.0) | | | | | | | | | | | | skin > 27.218811 | | | | | | | | | | | | | preg <= 4.734481: tested_positive (5.0/1.0) | | | | | | | | | | | | | preg > 4.734481: tested_negative (4.0/1.0) | | | | | | | | | | | insu > 159: tested_positive (3.0) | | | | | | | | | | mass > 31.655703: tested_negative (30.0/2.0) | | | | | | | pedi > 0.472788 | | | | | | | | insu <= 137.014798 | | | | | | | | | age <= 16.66329: tested_positive (6.0) | | | | | | | | | age > 16.66329 | | | | | | | | | | skin <= 33.794356 | | | | | | | | | | | pres <= 57.515486: tested_negative (7.0) | | | | | | | | | | | pres > 57.515486: tested_positive (12.0/1.0) | | | | | | | | | | skin > 33.794356: tested_positive (6.0) | | | | | | | | insu > 137.014798 | | | | | | | | | pedi <= 0.593 | | | | | | | | | | age <= 23: tested_negative (2.0) | | | | | | | | | | age > 23: tested_positive (4.0/1.0) | | | | | | | | | pedi > 0.593: tested_negative (6.0) | | | | pres > 89.830029 | | | | | mass <= 29.108696 | | | | | | pres <= 91.772616: tested_positive (3.0/1.0) | | | | | | pres > 91.772616: tested_negative (5.0) | | | | | mass > 29.108696 | | | | | | skin <= 32.657948: tested_positive (9.0) | | | | | | skin > 32.657948 | | | | | | | skin <= 35.388839: tested_negative (3.0) | | | | | | | skin > 35.388839: tested_positive (8.0/1.0) | | plas > 154.396424 | | | insu <= -41.057718: tested_negative (7.0) | | | insu > -41.057718 | | | | preg <= 6.174974 | | | | | age <= 26.780738 | | | | | | insu <= 153.462206 | | | | | | | pedi <= 0.345 | | | | | | | | pres <= 74.765762: tested_positive (5.0/1.0) | | | | | | | | pres > 74.765762: tested_negative (2.0) | | | | | | | pedi > 0.345: tested_positive (16.0) | | | | | | insu > 153.462206 | | | | | | | insu <= 262.753458: tested_negative (12.0/2.0) | | | | | | | insu > 262.753458 | | | | | | | | age <= 22.363929: tested_positive (4.0) | | | | | | | | age > 22.363929 | | | | | | | | | age <= 24.497243: tested_negative (3.0) | | | | | | | | | age > 24.497243: tested_positive (4.0) | | | | | age > 26.780738: tested_positive (11.0) | | | | preg > 6.174974: tested_negative (3.0) age > 28.975747 | insu <= 73: tested_negative (479.0/207.0) | insu > 73: tested_positive (384.0/169.0) Number of Leaves : 55 Size of the tree : 109 J48 pruned tree ------------------ plas <= 166.402219 | age <= 27.313271 | | age <= 14.772834 | | | mass <= 26.841356: tested_positive (15.0) | | | mass > 26.841356 | | | | plas <= 127.774769 | | | | | preg <= 5.78459 | | | | | | pedi <= 0.833: tested_positive (19.0/3.0) | | | | | | pedi > 0.833: tested_negative (2.0) | | | | | preg > 5.78459: tested_negative (3.0) | | | | plas > 127.774769: tested_negative (7.0) | | age > 14.772834 | | | mass <= 25.4: tested_negative (105.0/6.0) | | | mass > 25.4 | | | | pres <= 42.84365 | | | | | skin <= 3.636492: tested_positive (9.0) | | | | | skin > 3.636492 | | | | | | mass <= 29.665982: tested_negative (5.0) | | | | | | mass > 29.665982 | | | | | | | preg <= 4.211295: tested_positive (3.0) | | | | | | | preg > 4.211295: tested_negative (3.0/1.0) | | | | pres > 42.84365 | | | | | pres <= 88 | | | | | | preg <= 2.052543 | | | | | | | plas <= 130.984933 | | | | | | | | preg <= -0.206676 | | | | | | | | | pres <= 59.231644: tested_negative (3.0) | | | | | | | | | pres > 59.231644: tested_positive (5.0/1.0) | | | | | | | | preg > -0.206676: tested_negative (142.0/14.0) | | | | | | | plas > 130.984933 | | | | | | | | preg <= 1.756118 | | | | | | | | | plas <= 159.450051 | | | | | | | | | | insu <= 115.53203: tested_negative (12.0/1.0) | | | | | | | | | | insu > 115.53203 | | | | | | | | | | | insu <= 167.362855: tested_positive (4.0) | | | | | | | | | | | insu > 167.362855: tested_negative (11.0/1.0) | | | | | | | | | plas > 159.450051: tested_positive (4.0/1.0) | | | | | | | | preg > 1.756118: tested_positive (5.0/1.0) | | | | | | preg > 2.052543: tested_negative (131.0/43.0) | | | | | pres > 88: tested_positive (24.0/10.0) | age > 27.313271 | | age <= 54.051245 | | | plas <= 99 | | | | plas <= 52.695734: tested_positive (10.0/2.0) | | | | plas > 52.695734: tested_negative (192.0/57.0) | | | plas > 99: tested_positive (621.0/305.0) | | age > 54.051245 | | | pres <= 81.237128 | | | | preg <= 4.401852 | | | | | preg <= 3.913: tested_negative (12.0) | | | | | preg > 3.913: tested_positive (3.0) | | | | preg > 4.401852: tested_negative (26.0) | | | pres > 81.237128 | | | | plas <= 138.354517 | | | | | plas <= 113.559455 | | | | | | age <= 63: tested_positive (3.0) | | | | | | age > 63: tested_negative (4.0/1.0) | | | | | plas > 113.559455: tested_negative (7.0) | | | | plas > 138.354517: tested_positive (7.0/1.0) plas > 166.402219 | plas <= 199: tested_positive (131.0/30.0) | plas > 199 | | age <= 43.524672: tested_negative (5.0) | | age > 43.524672: tested_positive (3.0/1.0) Number of Leaves : 33 Size of the tree : 65 J48 pruned tree ------------------ plas <= 157.325282 | age <= 25 | | age <= 20.415161 | | | age <= 5.907246: tested_positive (10.0/1.0) | | | age > 5.907246 | | | | pedi <= 0.503: tested_positive (45.0/18.0) | | | | pedi > 0.503: tested_negative (49.0/13.0) | | age > 20.415161 | | | mass <= 31.1 | | | | preg <= 2.227121: tested_negative (122.0/3.0) | | | | preg > 2.227121 | | | | | age <= 23.82201 | | | | | | age <= 21.115909: tested_negative (7.0) | | | | | | age > 21.115909 | | | | | | | pedi <= 0.536183 | | | | | | | | preg <= 6.055335: tested_negative (12.0/1.0) | | | | | | | | preg > 6.055335 | | | | | | | | | plas <= 131.37991: tested_positive (3.0) | | | | | | | | | plas > 131.37991: tested_negative (2.0) | | | | | | | pedi > 0.536183: tested_positive (5.0) | | | | | age > 23.82201: tested_negative (12.0) | | | mass > 31.1 | | | | pres <= 40: tested_positive (7.0) | | | | pres > 40: tested_negative (145.0/44.0) | age > 25 | | mass <= 47.627259: tested_negative (893.0/378.0) | | mass > 47.627259 | | | preg <= 4.865343 | | | | age <= 33.27998 | | | | | preg <= 4.285308: tested_positive (9.0) | | | | | preg > 4.285308: tested_negative (2.0) | | | | age > 33.27998: tested_negative (4.0) | | | preg > 4.865343: tested_positive (12.0) plas > 157.325282 | mass <= 29.552677 | | preg <= 4.931403: tested_negative (27.0/8.0) | | preg > 4.931403 | | | insu <= 32.50523 | | | | pres <= 78.999703 | | | | | plas <= 174: tested_negative (3.0/1.0) | | | | | plas > 174: tested_positive (5.0) | | | | pres > 78.999703: tested_negative (3.0) | | | insu > 32.50523: tested_positive (6.0) | mass > 29.552677: tested_positive (153.0/43.0) Number of Leaves : 23 Size of the tree : 45 J48 pruned tree ------------------ age <= 26 | plas <= 148.912505 | | insu <= -5.062317 | | | pres <= 39.665969: tested_negative (6.0/1.0) | | | pres > 39.665969: tested_positive (38.0/11.0) | | insu > -5.062317 | | | pres <= 82 | | | | plas <= 119.173047 | | | | | skin <= 28.348312 | | | | | | preg <= 4.038662: tested_negative (146.0/6.0) | | | | | | preg > 4.038662 | | | | | | | preg <= 4.217703: tested_positive (2.0) | | | | | | | preg > 4.217703 | | | | | | | | pres <= 70.121905: tested_negative (14.0) | | | | | | | | pres > 70.121905 | | | | | | | | | preg <= 6.02032: tested_negative (4.0) | | | | | | | | | preg > 6.02032: tested_positive (3.0) | | | | | skin > 28.348312 | | | | | | preg <= 2 | | | | | | | pres <= 64.902195 | | | | | | | | pedi <= 0.509 | | | | | | | | | age <= 23.073981: tested_negative (10.0) | | | | | | | | | age > 23.073981 | | | | | | | | | | plas <= 96.41813: tested_positive (2.0) | | | | | | | | | | plas > 96.41813: tested_negative (3.0) | | | | | | | | pedi > 0.509 | | | | | | | | | age <= 22.303345: tested_positive (5.0) | | | | | | | | | age > 22.303345 | | | | | | | | | | pres <= 61.360088: tested_negative (3.0) | | | | | | | | | | pres > 61.360088: tested_positive (3.0/1.0) | | | | | | | pres > 64.902195: tested_negative (26.0) | | | | | | preg > 2 | | | | | | | pedi <= 0.254: tested_positive (5.0) | | | | | | | pedi > 0.254 | | | | | | | | skin <= 40 | | | | | | | | | skin <= 31.619256 | | | | | | | | | | preg <= 2.942368: tested_positive (2.0) | | | | | | | | | | preg > 2.942368: tested_negative (6.0/1.0) | | | | | | | | | skin > 31.619256: tested_negative (8.0) | | | | | | | | skin > 40: tested_positive (3.0) | | | | plas > 119.173047 | | | | | skin <= 9.53571 | | | | | | pres <= 71.460252 | | | | | | | pedi <= 0.358 | | | | | | | | mass <= 31.797116: tested_negative (3.0) | | | | | | | | mass > 31.797116 | | | | | | | | | preg <= 3.499941: tested_positive (4.0) | | | | | | | | | preg > 3.499941 | | | | | | | | | | mass <= 33.6: tested_positive (2.0) | | | | | | | | | | mass > 33.6: tested_negative (2.0) | | | | | | | pedi > 0.358: tested_positive (8.0) | | | | | | pres > 71.460252: tested_negative (6.0) | | | | | skin > 9.53571 | | | | | | preg <= 0.266436 | | | | | | | mass <= 29.33988: tested_negative (6.0) | | | | | | | mass > 29.33988 | | | | | | | | pres <= 69.781265: tested_positive (8.0) | | | | | | | | pres > 69.781265: tested_negative (3.0) | | | | | | preg > 0.266436: tested_negative (57.0/8.0) | | | pres > 82 | | | | preg <= 1.343612: tested_negative (17.0/3.0) | | | | preg > 1.343612: tested_positive (40.0/17.0) | plas > 148.912505 | | pedi <= 0.123089: tested_negative (6.0) | | pedi > 0.123089: tested_positive (56.0/18.0) age > 26 | plas <= 123 | | insu <= 142: tested_negative (415.0/154.0) | | insu > 142: tested_positive (115.0/46.0) | plas > 123: tested_positive (499.0/208.0) Number of Leaves : 36 Size of the tree : 71 J48 pruned tree ------------------ plas <= 127.270425 | preg <= 3.372958 | | age <= 27 | | | preg <= -0.143904 | | | | pres <= 49.16474: tested_negative (2.0) | | | | pres > 49.16474 | | | | | skin <= 28.943846: tested_positive (10.0) | | | | | skin > 28.943846: tested_negative (3.0/1.0) | | | preg > -0.143904 | | | | mass <= 30.947525: tested_negative (146.0/7.0) | | | | mass > 30.947525 | | | | | age <= 18.433479 | | | | | | pres <= 61.180445: tested_negative (4.0/1.0) | | | | | | pres > 61.180445: tested_positive (6.0) | | | | | age > 18.433479 | | | | | | preg <= 2.934104 | | | | | | | mass <= 45.4 | | | | | | | | skin <= 15.52099 | | | | | | | | | skin <= 0 | | | | | | | | | | plas <= 110.179145: tested_negative (7.0) | | | | | | | | | | plas > 110.179145: tested_positive (3.0) | | | | | | | | | skin > 0: tested_positive (2.0) | | | | | | | | skin > 15.52099: tested_negative (76.0/6.0) | | | | | | | mass > 45.4: tested_positive (5.0/1.0) | | | | | | preg > 2.934104 | | | | | | | insu <= 96.741848 | | | | | | | | age <= 24.497263: tested_negative (3.0/1.0) | | | | | | | | age > 24.497263: tested_positive (7.0/1.0) | | | | | | | insu > 96.741848: tested_negative (5.0) | | age > 27 | | | preg <= 2.40287: tested_positive (166.0/81.0) | | | preg > 2.40287 | | | | mass <= 39.5: tested_negative (37.0/3.0) | | | | mass > 39.5: tested_positive (6.0/2.0) | preg > 3.372958 | | pedi <= 0.658 | | | pedi <= 0.007064 | | | | age <= 21.688267: tested_negative (3.0) | | | | age > 21.688267 | | | | | insu <= 18.431697 | | | | | | mass <= 32.9: tested_positive (4.0) | | | | | | mass > 32.9: tested_negative (4.0/1.0) | | | | | insu > 18.431697: tested_positive (16.0) | | | pedi > 0.007064: tested_negative (314.0/125.0) | | pedi > 0.658: tested_positive (123.0/47.0) plas > 127.270425 | plas <= 165.235181: tested_positive (438.0/205.0) | plas > 165.235181 | | insu <= 113.03443 | | | preg <= -0.060926: tested_negative (5.0) | | | preg > -0.060926: tested_positive (84.0/29.0) | | insu > 113.03443 | | | plas <= 190: tested_positive (46.0/3.0) | | | plas > 190 | | | | plas <= 194: tested_negative (4.0) | | | | plas > 194: tested_positive (7.0/1.0) Number of Leaves : 29 Size of the tree : 57 J48 pruned tree ------------------ plas <= 166.722205 | age <= 28.197772 | | preg <= 4.189509 | | | mass <= 31.534551 | | | | plas <= 126.147493 | | | | | skin <= 24: tested_negative (128.0/5.0) | | | | | skin > 24 | | | | | | age <= 24.053439 | | | | | | | preg <= -1.293248: tested_positive (2.0) | | | | | | | preg > -1.293248 | | | | | | | | pres <= 53.551381: tested_positive (2.0) | | | | | | | | pres > 53.551381 | | | | | | | | | preg <= 2.19164: tested_negative (21.0) | | | | | | | | | preg > 2.19164 | | | | | | | | | | preg <= 2.947564: tested_positive (2.0) | | | | | | | | | | preg > 2.947564: tested_negative (5.0) | | | | | | age > 24.053439: tested_positive (11.0/4.0) | | | | plas > 126.147493 | | | | | skin <= 5.369829 | | | | | | pres <= 81.511366 | | | | | | | pedi <= 0.358: tested_negative (3.0/1.0) | | | | | | | pedi > 0.358: tested_positive (9.0) | | | | | | pres > 81.511366: tested_negative (3.0) | | | | | skin > 5.369829 | | | | | | plas <= 129.056163 | | | | | | | insu <= 181.499552: tested_positive (4.0) | | | | | | | insu > 181.499552: tested_negative (2.0) | | | | | | plas > 129.056163: tested_negative (34.0/4.0) | | | mass > 31.534551 | | | | pres <= 57.138993: tested_positive (33.0/12.0) | | | | pres > 57.138993: tested_negative (198.0/60.0) | | preg > 4.189509 | | | age <= 27.069047: tested_positive (104.0/43.0) | | | age > 27.069047 | | | | skin <= 3.623151 | | | | | pres <= 93.5416: tested_negative (3.0) | | | | | pres > 93.5416: tested_positive (2.0) | | | | skin > 3.623151: tested_negative (13.0) | age > 28.197772 | | mass <= 29.876631: tested_negative (313.0/123.0) | | mass > 29.876631: tested_positive (513.0/244.0) plas > 166.722205 | age <= 21.295929: tested_negative (8.0/1.0) | age > 21.295929 | | insu <= -1.270678 | | | pres <= 73.60605: tested_negative (8.0) | | | pres > 73.60605 | | | | plas <= 182: tested_negative (3.0/1.0) | | | | plas > 182: tested_positive (4.0) | | insu > -1.270678: tested_positive (108.0/22.0) Number of Leaves : 26 Size of the tree : 51 J48 pruned tree ------------------ plas <= 157.312882 | age <= 30.054343 | | age <= 20.937296: tested_positive (124.0/53.0) | | age > 20.937296 | | | plas <= 112.057399 | | | | preg <= 6 | | | | | pedi <= 0.495451 | | | | | | preg <= 2.046906: tested_negative (111.0/2.0) | | | | | | preg > 2.046906 | | | | | | | pedi <= 0.057009: tested_positive (5.0/1.0) | | | | | | | pedi > 0.057009 | | | | | | | | preg <= 2.949059 | | | | | | | | | preg <= 2.656551: tested_negative (2.0) | | | | | | | | | preg > 2.656551: tested_positive (2.0) | | | | | | | | preg > 2.949059 | | | | | | | | | skin <= 29.38009: tested_negative (42.0) | | | | | | | | | skin > 29.38009 | | | | | | | | | | mass <= 32.328102 | | | | | | | | | | | age <= 24: tested_negative (2.0) | | | | | | | | | | | age > 24: tested_positive (3.0) | | | | | | | | | | mass > 32.328102: tested_negative (9.0) | | | | | pedi > 0.495451 | | | | | | age <= 24.058311: tested_negative (44.0/5.0) | | | | | | age > 24.058311 | | | | | | | age <= 24.937197: tested_positive (3.0) | | | | | | | age > 24.937197 | | | | | | | | pedi <= 0.521091: tested_positive (6.0/1.0) | | | | | | | | pedi > 0.521091: tested_negative (36.0/8.0) | | | | preg > 6 | | | | | plas <= 78.216733: tested_negative (3.0) | | | | | plas > 78.216733: tested_positive (19.0/6.0) | | | plas > 112.057399 | | | | pres <= 56.81581: tested_positive (60.0/26.0) | | | | pres > 56.81581: tested_negative (190.0/63.0) | age > 30.054343: tested_negative (673.0/336.0) plas > 157.312882: tested_positive (202.0/64.0) Number of Leaves : 19 Size of the tree : 37 Number of classifier in the ensemble: 11