Decorate base classifiers: J48 pruned tree ------------------ Active = 0 | Travel_cost <= 45: N (11.18/3.18) | Travel_cost > 45: P (179.75/18.46) Active = 1: P (91.44/18.22) Active = 2 | Passive = 0: N (7.0/2.0) | Passive = 1: P (35.21/7.0) | Passive = 2: P (36.0/9.0) | Passive = 3 | | Age <= 35: N (5.21/1.0) | | Age > 35: P (3.0) | Passive = 4: P (0.0) Active = 3: P (27.13/10.07) Active = 4: N (9.04/0.02) Active = 5: N (5.02/1.01) Active = 6: P (2.01/1.0) Number of Leaves : 13 Size of the tree : 17 J48 pruned tree ------------------ Travel_cost <= 52.2 | Travel_cost <= 46.102349 | | Active = 0 | | | Passive = 0 | | | | Income <= 968.75 | | | | | Access_road = 0: P (20.24/8.0) | | | | | Access_road = 1: N (4.0) | | | | Income > 968.75: P (12.3) | | | Passive = 1 | | | | Income <= 1618.55809 | | | | | Logged_income <= 6.568313: N (8.0) | | | | | Logged_income > 6.568313: P (7.0/3.0) | | | | Income > 1618.55809: P (4.0) | | | Passive = 2 | | | | Access_road = 0 | | | | | Income <= 265.63: P (4.0/1.0) | | | | | Income > 265.63: N (7.0) | | | | Access_road = 1: N (3.0/1.0) | | | Passive = 3: P (3.0) | | | Passive = 4: P (0.0) | | Active = 1: N (28.0/5.0) | | Active = 2 | | | Passive = 0: P (16.0/6.0) | | | Passive = 1 | | | | Sex = 0 | | | | | Age <= 32.433027: P (2.0) | | | | | Age > 32.433027: N (2.0) | | | | Sex = 1: N (3.0) | | | | Sex = 4: N (0.0) | | | Passive = 2 | | | | Income <= 1009.134541: P (3.0/1.0) | | | | Income > 1009.134541: N (3.0) | | | Passive = 3: P (3.0/1.0) | | | Passive = 4: P (0.0) | | Active = 3 | | | Sex = 0: N (3.0) | | | Sex = 1: P (3.0/1.0) | | | Sex = 4: N (0.0) | | Active = 4: P (8.0/1.0) | | Active = 5: N (0.0) | | Active = 6: P (1.0) | Travel_cost > 46.102349 | | Active = 0: P (96.68/16.4) | | Active = 1: P (57.47/9.24) | | Active = 2 | | | Sex = 0 | | | | Age <= 29.93097 | | | | | Income <= 1562.5: N (8.0/2.0) | | | | | Income > 1562.5: P (4.0/1.0) | | | | Age > 29.93097: P (15.0/1.0) | | | Sex = 1: P (27.45/3.22) | | | Sex = 4: P (0.0) | | Active = 3 | | | Sex = 0: N (11.0/4.0) | | | Sex = 1: P (8.16/2.08) | | | Sex = 4: P (0.0) | | Active = 4: N (7.06/0.03) | | Active = 5: N (6.05/2.02) | | Active = 6: P (2.02/1.01) Travel_cost > 52.2 | Travel_cost <= 156.577522: N (163.6/42.6) | Travel_cost > 156.577522 | | Passive = 0 | | | Active = 0 | | | | Travel_cost <= 253.816048 | | | | | Travel_cost <= 176.890095: P (38.43/5.0) | | | | | Travel_cost > 176.890095: N (18.21/5.21) | | | | Travel_cost > 253.816048: P (30.34/2.0) | | | Active = 1 | | | | Access_road = 0: N (13.0/3.0) | | | | Access_road = 1: P (7.0/2.0) | | | Active = 2 | | | | Sex = 0 | | | | | Income <= 1466.054461: N (6.0/1.0) | | | | | Income > 1466.054461: P (5.0/1.0) | | | | Sex = 1 | | | | | Logged_income <= 7.354042: P (10.0/1.0) | | | | | Logged_income > 7.354042: N (2.0) | | | | Sex = 4: P (0.0) | | | Active = 3 | | | | Logged_income <= 6.584023: N (6.0) | | | | Logged_income > 6.584023: P (3.0/1.0) | | | Active = 4: P (2.0) | | | Active = 5: P (0.0) | | | Active = 6: P (0.0) | | Passive = 1 | | | Active = 0 | | | | Access_road = 0: N (12.0/3.0) | | | | Access_road = 1 | | | | | Logged_income <= 6.538808: P (2.5) | | | | | Logged_income > 6.538808: N (2.5/0.5) | | | Active = 1: P (25.0/10.0) | | | Active = 2 | | | | Age <= 27.445085: N (8.0/1.0) | | | | Age > 27.445085: P (9.0/1.0) | | | Active = 3 | | | | Income <= 1143.860505: N (2.0) | | | | Income > 1143.860505: P (2.0) | | | Active = 4: P (1.0) | | | Active = 5: P (0.0) | | | Active = 6: P (0.0) | | Passive = 2 | | | Access_road = 0 | | | | Age <= 22.916086: P (5.0/1.0) | | | | Age > 22.916086 | | | | | Age <= 33.504833: N (12.0/2.0) | | | | | Age > 33.504833: P (12.0/3.0) | | | Access_road = 1: P (10.0/5.0) | | Passive = 3 | | | Active = 0: N (8.0/2.0) | | | Active = 1 | | | | Travel_cost <= 190.844893: P (3.0) | | | | Travel_cost > 190.844893: N (2.0) | | | Active = 2 | | | | Age <= 24.434719: P (2.0) | | | | Age > 24.434719: N (4.0/1.0) | | | Active = 3: P (3.0/1.0) | | | Active = 4: N (1.0) | | | Active = 5: N (0.0) | | | Active = 6: N (0.0) | | Passive = 4: N (3.0) Number of Leaves : 81 Size of the tree : 122 J48 pruned tree ------------------ Sex = 0 | Active = 0 | | Passive = 0 | | | Travel_cost <= 47.037145: N (23.52/7.52) | | | Travel_cost > 47.037145 | | | | Access_road = 0: P (94.48/25.0) | | | | Access_road = 1 | | | | | Logged_income <= 7.558352 | | | | | | Age <= 56.121194: P (12.73/0.87) | | | | | | Age > 56.121194: N (2.0) | | | | | Logged_income > 7.558352: N (2.27/0.13) | | Passive = 1: N (45.0/21.0) | | Passive = 2: N (22.0/8.0) | | Passive = 3: N (20.0/8.0) | | Passive = 4: P (0.0) | Active = 1: P (107.55/43.0) | Active = 2 | | Access_road = 0 | | | Logged_income <= 6.333706: N (16.27/5.27) | | | Logged_income > 6.333706: P (44.73/15.0) | | Access_road = 1 | | | Logged_income <= 7.241538: P (12.0/2.0) | | | Logged_income > 7.241538: N (3.0) | Active = 3 | | Travel_cost <= 146.216373 | | | Travel_cost <= 47.037145: P (4.0) | | | Travel_cost > 47.037145: N (16.0/6.0) | | Travel_cost > 146.216373: P (10.0) | Active = 4 | | Age <= 47.379876: N (7.0) | | Age > 47.379876: P (2.0) | Active = 5 | | Access_road = 0: N (5.0/1.0) | | Access_road = 1: P (2.0) | Active = 6: P (2.0/1.0) Sex = 1 | Income <= 31.707243: N (20.33/4.16) | Income > 31.707243 | | Income <= 1562.5: P (271.16/73.21) | | Income > 1562.5 | | | Active = 0 | | | | Logged_income <= 7.148434: N (15.79/2.75) | | | | Logged_income > 7.148434: P (18.95/5.05) | | | Active = 1: N (17.08/4.03) | | | Active = 2 | | | | Logged_income <= 5.439276: N (3.24/0.19) | | | | Logged_income > 5.439276: P (14.05/4.21) | | | Active = 3: P (5.43/1.01) | | | Active = 4: N (1.21) | | | Active = 5: N (0.0) | | | Active = 6: P (0.21/0.0) Sex = 4: P (3.0) Number of Leaves : 34 Size of the tree : 53 J48 pruned tree ------------------ Active = 0 | Passive = 0 | | Travel_cost <= 47.496133: N (33.42/10.42) | | Travel_cost > 47.496133: P (206.58/48.0) | Passive = 1 | | Travel_cost <= 192.824335 | | | Age <= 63 | | | | Income <= 1953.526817: P (56.71/14.89) | | | | Income > 1953.526817: N (6.74/2.64) | | | Age > 63: N (3.0) | | Travel_cost > 192.824335: N (16.0/4.0) | Passive = 2 | | Sex = 0 | | | Access_road = 0 | | | | Income <= 2058.874108: P (9.0/3.0) | | | | Income > 2058.874108: N (3.0) | | | Access_road = 1 | | | | Logged_income <= 7.030842: P (2.0) | | | | Logged_income > 7.030842: N (3.0/1.0) | | Sex = 1: P (16.0/5.0) | | Sex = 4: N (1.0) | Passive = 3 | | Sex = 0 | | | Income <= 375: P (2.0) | | | Income > 375: N (4.0/1.0) | | Sex = 1: N (6.45/2.0) | | Sex = 4: N (0.0) | Passive = 4: P (4.0/2.0) Active = 1 | Travel_cost <= 226.911036 | | Passive = 0 | | | Income <= 1382.433063 | | | | Income <= 168.75: N (9.3/4.0) | | | | Income > 168.75 | | | | | Age <= 34.749195 | | | | | | Travel_cost <= 75.296669: P (10.94/2.56) | | | | | | Travel_cost > 75.296669: N (8.56/2.0) | | | | | Age > 34.749195: P (15.0/1.0) | | | Income > 1382.433063: N (17.57/4.0) | | Passive = 1: P (60.6/17.0) | | Passive = 2 | | | Age <= 26.096751: P (11.2) | | | Age > 26.096751 | | | | Sex = 0 | | | | | Age <= 31.443813: N (3.0) | | | | | Age > 31.443813: P (7.0/2.0) | | | | Sex = 1 | | | | | Travel_cost <= 40.586436: N (4.0/1.0) | | | | | Travel_cost > 40.586436: P (6.0/1.0) | | | | Sex = 4: P (1.0) | | Passive = 3: P (9.29/2.23) | | Passive = 4: N (1.01/0.01) | Travel_cost > 226.911036 | | Travel_cost <= 288: N (11.0) | | Travel_cost > 288 | | | Passive = 0: N (5.0/1.0) | | | Passive = 1 | | | | Age <= 37.637792: P (4.0/1.0) | | | | Age > 37.637792: N (2.0) | | | Passive = 2: P (4.0/1.0) | | | Passive = 3: N (0.0) | | | Passive = 4: N (0.0) Active = 2 | Access_road = 0 | | Passive = 0 | | | Sex = 0 | | | | Logged_income <= 7.482649 | | | | | Income <= 1490.719643 | | | | | | Age <= 41.440389 | | | | | | | Age <= 30.831677: N (3.0/1.0) | | | | | | | Age > 30.831677: P (3.0) | | | | | | Age > 41.440389: N (3.0) | | | | | Income > 1490.719643: P (6.0) | | | | Logged_income > 7.482649: N (4.0) | | | Sex = 1: N (17.0/7.0) | | | Sex = 4: N (0.0) | | Passive = 1 | | | Sex = 0 | | | | Travel_cost <= 17.216811: N (3.0) | | | | Travel_cost > 17.216811: P (23.0/8.0) | | | Sex = 1 | | | | Travel_cost <= 95.920609: P (16.22/2.0) | | | | Travel_cost > 95.920609: N (14.0/5.0) | | | Sex = 4: P (0.0) | | Passive = 2 | | | Travel_cost <= 143.629888: P (30.0/9.0) | | | Travel_cost > 143.629888 | | | | Travel_cost <= 181.541153: N (7.0/1.0) | | | | Travel_cost > 181.541153 | | | | | Travel_cost <= 303.879254: P (8.0/2.0) | | | | | Travel_cost > 303.879254: N (2.0) | | Passive = 3 | | | Logged_income <= 6.731526: P (5.09/0.09) | | | Logged_income > 6.731526: N (7.13/2.0) | | Passive = 4: P (2.0/1.0) | Access_road = 1 | | Logged_income <= 7.139274: P (20.0/3.0) | | Logged_income > 7.139274: N (5.0/1.0) Active = 3 | Access_road = 0 | | Passive = 0 | | | Age <= 41.165164 | | | | Travel_cost <= 122.616929: P (4.0) | | | | Travel_cost > 122.616929: N (3.0/1.0) | | | Age > 41.165164: N (4.0) | | Passive = 1 | | | Travel_cost <= 109.683863 | | | | Sex = 0: N (4.0/1.0) | | | | Sex = 1: P (5.06/1.0) | | | | Sex = 4: P (0.0) | | | Travel_cost > 109.683863: N (3.0) | | Passive = 2: N (11.0/2.0) | | Passive = 3: P (4.06/1.06) | | Passive = 4: P (3.0/1.0) | Access_road = 1 | | Age <= 30.831677: P (4.0) | | Age > 30.831677 | | | Income <= 1048.642504: N (3.0) | | | Income > 1048.642504: P (4.0/1.0) Active = 4 | Travel_cost <= 53.404154: N (8.05/0.02) | Travel_cost > 53.404154 | | Age <= 43.739744: P (9.0) | | Age > 43.739744: N (3.0/1.0) Active = 5 | Age <= 18.384491: P (2.0) | Age > 18.384491: N (4.01/0.01) Active = 6 | Age <= 24.965642: N (2.0) | Age > 24.965642: P (2.0) Number of Leaves : 79 Size of the tree : 131 J48 pruned tree ------------------ Active = 0 | Passive = 0 | | Logged_income <= 5.756647 | | | Sex = 0 | | | | Income <= 204.694177: P (7.3/1.06) | | | | Income > 204.694177: N (14.6/0.48) | | | Sex = 1 | | | | Logged_income <= 5.619213: P (19.65/4.0) | | | | Logged_income > 5.619213: N (2.07/0.07) | | | Sex = 4: P (0.0) | | Logged_income > 5.756647 | | | Travel_cost <= 176.414396: P (138.12/19.82) | | | Travel_cost > 176.414396 | | | | Income <= 335.918953: N (5.26/0.26) | | | | Income > 335.918953: P (55.0/16.0) | Passive = 1 | | Travel_cost <= 50.23585: P (33.45/8.0) | | Travel_cost > 50.23585 | | | Income <= 1584.356058 | | | | Income <= 1474.561147: N (26.97/8.97) | | | | Income > 1474.561147: P (3.24) | | | Income > 1584.356058: N (10.79/0.79) | Passive = 2 | | Sex = 0 | | | Age <= 23.798362: P (4.0) | | | Age > 23.798362 | | | | Logged_income <= 6.332391 | | | | | Age <= 33.075873: N (3.0/1.0) | | | | | Age > 33.075873: P (2.0) | | | | Logged_income > 6.332391: N (7.0) | | Sex = 1: P (20.0/9.0) | | Sex = 4: P (0.0) | Passive = 3 | | Age <= 43: P (11.45/1.45) | | Age > 43: N (4.0) | Passive = 4: N (3.0/1.0) Active = 1 | Passive = 0 | | Travel_cost <= 31.58362: N (19.0/2.0) | | Travel_cost > 31.58362 | | | Age <= 24.220681: P (12.33/1.0) | | | Age > 24.220681 | | | | Sex = 0 | | | | | Age <= 30.669822: N (4.0) | | | | | Age > 30.669822: P (13.59/5.0) | | | | Sex = 1 | | | | | Travel_cost <= 277.961804: N (9.41/2.41) | | | | | Travel_cost > 277.961804: P (3.0) | | | | Sex = 4: N (0.0) | Passive = 1 | | Access_road = 0 | | | Travel_cost <= 23.324098: N (4.0) | | | Travel_cost > 23.324098: P (51.6/17.0) | | Access_road = 1 | | | Travel_cost <= 271.157027: P (12.0/1.0) | | | Travel_cost > 271.157027: N (2.0) | Passive = 2 | | Access_road = 0 | | | Sex = 0 | | | | Age <= 40.086035: P (9.23/1.0) | | | | Age > 40.086035: N (6.0/1.0) | | | Sex = 1 | | | | Income <= 983.791543: P (8.17) | | | | Income > 983.791543: N (5.83/0.83) | | | Sex = 4: P (1.0) | | Access_road = 1: P (12.0/2.0) | Passive = 3: P (10.28/1.22) | Passive = 4: N (1.01/0.01) Active = 2 | Passive = 0 | | Sex = 0 | | | Logged_income <= 7.345214: N (25.0/8.0) | | | Logged_income > 7.345214: P (5.0) | | Sex = 1 | | | Travel_cost <= 208.601302 | | | | Age <= 33.509027: N (4.0/1.0) | | | | Age > 33.509027: P (9.0/1.0) | | | Travel_cost > 208.601302: N (3.0) | | Sex = 4: N (0.0) | Passive = 1 | | Travel_cost <= 45 | | | Age <= 21.732088: P (2.0) | | | Age > 21.732088: N (11.0/1.0) | | Travel_cost > 45 | | | Sex = 0 | | | | Logged_income <= 6.280345: N (7.0/2.0) | | | | Logged_income > 6.280345: P (18.0/4.0) | | | Sex = 1: P (29.22/8.0) | | | Sex = 4: P (0.0) | Passive = 2 | | Sex = 0 | | | Travel_cost <= 185.586959: P (26.0/11.0) | | | Travel_cost > 185.586959: N (4.0) | | Sex = 1: P (24.0/6.0) | | Sex = 4: P (0.0) | Passive = 3: N (15.22/4.0) | Passive = 4: P (0.0) Active = 3 | Sex = 0 | | Passive = 0 | | | Logged_income <= 6.230766: N (5.0/1.0) | | | Logged_income > 6.230766: P (7.0) | | Passive = 1 | | | Income <= 852.343439: P (3.0/1.0) | | | Income > 852.343439: N (5.0/1.0) | | Passive = 2: N (8.0/2.0) | | Passive = 3: P (2.0/1.0) | | Passive = 4: N (0.0) | Sex = 1: P (23.13/5.06) | Sex = 4: P (0.0) Active = 4 | Passive = 0 | | Age <= 32.048785: P (3.0) | | Age > 32.048785: N (3.0) | Passive = 1: P (3.02/1.0) | Passive = 2 | | Travel_cost <= 145.118661: N (3.0) | | Travel_cost > 145.118661: P (2.0) | Passive = 3: N (5.02) | Passive = 4: N (1.0) Active = 5 | Travel_cost <= 70.258087: N (6.02/2.01) | Travel_cost > 70.258087: P (4.0) Active = 6: N (3.01/1.0) Number of Leaves : 77 Size of the tree : 125 J48 pruned tree ------------------ Travel_cost <= 42.585554 | Active = 0 | | Passive = 0 | | | Travel_cost <= -48.64872: P (3.06) | | | Travel_cost > -48.64872: N (18.37/6.37) | | Passive = 1 | | | Sex = 0 | | | | Travel_cost <= -32.581725: P (5.0/1.0) | | | | Travel_cost > -32.581725: N (6.0) | | | Sex = 1: N (6.0/1.0) | | | Sex = 4: N (0.0) | | Passive = 2 | | | Income <= 1206.090954: P (6.0/1.0) | | | Income > 1206.090954: N (3.0) | | Passive = 3 | | | Age <= 36.110677: N (2.0) | | | Age > 36.110677: P (2.0) | | Passive = 4: N (0.0) | Active = 1 | | Access_road = 0 | | | Passive = 0 | | | | Age <= 26.333104: N (5.0/1.0) | | | | Age > 26.333104: P (11.0/2.0) | | | Passive = 1 | | | | Income <= 782.72695: P (2.0) | | | | Income > 782.72695: N (6.0) | | | Passive = 2: N (5.0/1.0) | | | Passive = 3: N (3.0) | | | Passive = 4: N (0.0) | | Access_road = 1: N (4.0) | Active = 2: N (19.0/4.0) | Active = 3 | | Travel_cost <= -59.147926: N (5.0) | | Travel_cost > -59.147926: P (4.0/1.0) | Active = 4: N (3.0/1.0) | Active = 5: P (1.0) | Active = 6: N (0.0) Travel_cost > 42.585554 | Travel_cost <= 48.0003 | | Active = 0: P (94.66/15.4) | | Active = 1: P (55.47/10.24) | | Active = 2 | | | Sex = 0 | | | | Age <= 30 | | | | | Income <= 1562.5: N (8.0/2.0) | | | | | Income > 1562.5: P (4.0/1.0) | | | | Age > 30: P (12.0/1.0) | | | Sex = 1: P (25.42/3.21) | | | Sex = 4: P (0.0) | | Active = 3 | | | Sex = 0: N (11.0/4.0) | | | Sex = 1: P (9.17/2.09) | | | Sex = 4: P (0.0) | | Active = 4: N (6.05/0.03) | | Active = 5: N (6.05/2.03) | | Active = 6: P (2.02/1.01) | Travel_cost > 48.0003 | | Sex = 0 | | | Active = 0 | | | | Income <= 2123.482322 | | | | | Passive = 0 | | | | | | Logged_income <= 6.123433: N (14.53/4.53) | | | | | | Logged_income > 6.123433 | | | | | | | Logged_income <= 7.76281: P (55.62/11.0) | | | | | | | Logged_income > 7.76281 | | | | | | | | Travel_cost <= 253.732622: N (5.15/0.15) | | | | | | | | Travel_cost > 253.732622: P (2.11) | | | | | Passive = 1: P (27.81/11.0) | | | | | Passive = 2 | | | | | | Travel_cost <= 147.2701: N (3.0) | | | | | | Travel_cost > 147.2701: P (5.0/1.0) | | | | | Passive = 3: N (7.0/2.0) | | | | | Passive = 4: P (0.0) | | | | Income > 2123.482322: P (12.48) | | | Active = 1 | | | | Access_road = 0 | | | | | Passive = 0: N (20.0/9.0) | | | | | Passive = 1 | | | | | | Travel_cost <= 159.219827 | | | | | | | Logged_income <= 5.991465: P (4.0) | | | | | | | Logged_income > 5.991465: N (4.0) | | | | | | Travel_cost > 159.219827: P (9.0) | | | | | Passive = 2 | | | | | | Age <= 20: N (3.0) | | | | | | Age > 20 | | | | | | | Logged_income <= 7.354042: P (3.0) | | | | | | | Logged_income > 7.354042: N (2.0) | | | | | Passive = 3: P (2.0/1.0) | | | | | Passive = 4: P (0.0) | | | | Access_road = 1: P (5.0) | | | Active = 2 | | | | Access_road = 0 | | | | | Passive = 0: P (21.0/10.0) | | | | | Passive = 1 | | | | | | Logged_income <= 6.901541: P (7.0) | | | | | | Logged_income > 6.901541: N (4.0) | | | | | Passive = 2 | | | | | | Age <= 25: P (2.0) | | | | | | Age > 25: N (3.0/1.0) | | | | | Passive = 3 | | | | | | Age <= 25.261877: N (3.0) | | | | | | Age > 25.261877: P (3.0/1.0) | | | | | Passive = 4: P (0.0) | | | | Access_road = 1: N (13.0/5.0) | | | Active = 3 | | | | Logged_income <= 7.171761: P (7.0/1.0) | | | | Logged_income > 7.171761: N (5.0/2.0) | | | Active = 4 | | | | Travel_cost <= 145.923839: P (3.0) | | | | Travel_cost > 145.923839: N (3.0) | | | Active = 5: P (1.0) | | | Active = 6: P (0.0) | | Sex = 1 | | | Active = 0 | | | | Passive = 0: P (59.0/23.0) | | | | Passive = 1 | | | | | Travel_cost <= 141.127769: P (10.0/3.0) | | | | | Travel_cost > 141.127769: N (7.0/1.0) | | | | Passive = 2 | | | | | Access_road = 0: N (13.0/5.0) | | | | | Access_road = 1: P (2.0) | | | | Passive = 3 | | | | | Income <= 1016.663867: P (4.0/1.0) | | | | | Income > 1016.663867: N (2.0) | | | | Passive = 4: P (1.0) | | | Active = 1 | | | | Passive = 0 | | | | | Access_road = 0 | | | | | | Income <= 481.508405: P (3.0) | | | | | | Income > 481.508405 | | | | | | | Income <= 1935.082262: N (8.0/1.0) | | | | | | | Income > 1935.082262: P (2.0) | | | | | Access_road = 1: P (4.0/2.0) | | | | Passive = 1 | | | | | Travel_cost <= 129.097678: N (2.0) | | | | | Travel_cost > 129.097678: P (8.0/2.0) | | | | Passive = 2: P (15.0/7.0) | | | | Passive = 3 | | | | | Travel_cost <= 140.625096: N (3.0) | | | | | Travel_cost > 140.625096: P (3.0/1.0) | | | | Passive = 4: P (0.0) | | | Active = 2 | | | | Passive = 0 | | | | | Access_road = 0 | | | | | | Logged_income <= 6.332391: P (5.0/1.0) | | | | | | Logged_income > 6.332391: N (6.0/1.0) | | | | | Access_road = 1: P (2.0/1.0) | | | | Passive = 1: N (17.0/7.0) | | | | Passive = 2 | | | | | Age <= 35.43127 | | | | | | Age <= 31.473034: P (5.0/1.0) | | | | | | Age > 31.473034: N (2.0) | | | | | Age > 35.43127: P (5.0) | | | | Passive = 3 | | | | | Age <= 24.417442: P (2.0) | | | | | Age > 24.417442: N (4.0) | | | | Passive = 4: P (0.0) | | | Active = 3: P (12.0/4.0) | | | Active = 4: N (3.0) | | | Active = 5: P (0.0) | | | Active = 6: P (0.0) | | Sex = 4: N (2.0) Number of Leaves : 106 Size of the tree : 163 J48 pruned tree ------------------ Active = 0 | Access_road = 0 | | Passive = 0 | | | Income <= 312.5 | | | | Logged_income <= 5.061072: P (7.23) | | | | Logged_income > 5.061072 | | | | | Age <= 41.428145: N (13.24/1.24) | | | | | Age > 41.428145 | | | | | | Income <= 203.13: P (4.22) | | | | | | Income > 203.13: N (5.27/1.27) | | | Income > 312.5: P (157.04/34.0) | | Passive = 1 | | | Logged_income <= 6.949477 | | | | Age <= 63: P (42.32/6.73) | | | | Age > 63: N (2.0) | | | Logged_income > 6.949477 | | | | Travel_cost <= 31.72475: N (4.0) | | | | Travel_cost > 31.72475 | | | | | Age <= 19: N (2.0) | | | | | Age > 19: P (10.14/3.27) | | Passive = 2: P (33.0/11.0) | | Passive = 3 | | | Age <= 25.894511: N (5.45/1.0) | | | Age > 25.894511: P (8.0/1.0) | | Passive = 4: P (2.0) | Access_road = 1 | | Logged_income <= 8.006368 | | | Sex = 0 | | | | Passive = 0 | | | | | Travel_cost <= 177.9: P (21.89/5.89) | | | | | Travel_cost > 177.9: N (6.89/0.89) | | | | Passive = 1 | | | | | Logged_income <= 5.941485: P (3.33/1.0) | | | | | Logged_income > 5.941485: N (5.56/0.56) | | | | Passive = 2: N (3.0/1.0) | | | | Passive = 3: P (0.0) | | | | Passive = 4: P (0.0) | | | Sex = 1 | | | | Passive = 0 | | | | | Travel_cost <= 38.480007: N (3.0) | | | | | Travel_cost > 38.480007 | | | | | | Income <= 1779.992713: P (16.79) | | | | | | Income > 1779.992713: N (2.1/0.1) | | | | Passive = 1: P (3.0/1.0) | | | | Passive = 2: P (2.0) | | | | Passive = 3: P (0.0) | | | | Passive = 4: P (0.0) | | | Sex = 4: P (0.0) | | Logged_income > 8.006368: N (8.44/0.33) Active = 1 | Passive = 0 | | Sex = 0 | | | Travel_cost <= 203.7 | | | | Travel_cost <= 27.8529: N (5.0/1.0) | | | | Travel_cost > 27.8529 | | | | | Income <= 594.94821 | | | | | | Logged_income <= 5.999392: P (3.61/0.24) | | | | | | Logged_income > 5.999392: N (6.43) | | | | | Income > 594.94821: P (19.96/2.33) | | | Travel_cost > 203.7: N (7.0) | | Sex = 1 | | | Access_road = 0 | | | | Logged_income <= 7.510252 | | | | | Logged_income <= 5.833964: N (4.0/1.0) | | | | | Logged_income > 5.833964: P (9.34/1.0) | | | | Logged_income > 7.510252: N (3.0) | | | Access_road = 1: P (6.0/1.0) | | Sex = 4: N (2.03/0.03) | Passive = 1: P (68.6/17.0) | Passive = 2 | | Travel_cost <= 45: N (4.0) | | Travel_cost > 45: P (29.18/4.0) | Passive = 3 | | Access_road = 0: P (9.28/2.22) | | Access_road = 1: N (2.0) | Passive = 4: P (2.01) Active = 2 | Passive = 0 | | Sex = 0: P (31.0/15.0) | | Sex = 1 | | | Income <= 951.190654: N (9.0/1.0) | | | Income > 951.190654 | | | | Age <= 22.292238: N (4.0/1.0) | | | | Age > 22.292238: P (5.0) | | Sex = 4: N (1.0) | Passive = 1 | | Sex = 0 | | | Age <= 33.777991 | | | | Logged_income <= 6.455501: N (6.33/0.33) | | | | Logged_income > 6.455501: P (12.67/5.0) | | | Age > 33.777991: P (12.0) | | Sex = 1 | | | Access_road = 0 | | | | Travel_cost <= 95.558409 | | | | | Logged_income <= 5.744604: N (2.4/0.4) | | | | | Logged_income > 5.744604: P (10.82) | | | | Travel_cost > 95.558409 | | | | | Age <= 44.663768: N (9.0/2.0) | | | | | Age > 44.663768: P (2.0) | | | Access_road = 1 | | | | Income <= 806.40656: P (3.0) | | | | Income > 806.40656: N (2.0) | | Sex = 4: P (1.0) | Passive = 2 | | Sex = 0 | | | Access_road = 0 | | | | Age <= 41.533166: N (16.0/5.0) | | | | Age > 41.533166: P (7.0/1.0) | | | Access_road = 1: P (3.0/1.0) | | Sex = 1 | | | Travel_cost <= 40.75687: N (3.0) | | | Travel_cost > 40.75687: P (24.0/5.0) | | Sex = 4: P (0.0) | Passive = 3 | | Age <= 39.031981: N (11.22/4.0) | | Age > 39.031981: P (5.0) | Passive = 4: P (0.0) Active = 3 | Income <= 578.567355: N (12.78/2.76) | Income > 578.567355 | | Passive = 0: P (11.0/1.0) | | Passive = 1 | | | Income <= 1345.248096: P (6.0) | | | Income > 1345.248096 | | | | Income <= 1718.75: N (4.0) | | | | Income > 1718.75: P (2.0) | | Passive = 2 | | | Access_road = 0 | | | | Age <= 41.284107: N (5.77/1.77) | | | | Age > 41.284107: P (3.0) | | | Access_road = 1: P (2.0) | | Passive = 3: P (4.59/0.05) | | Passive = 4: N (4.0/1.0) Active = 4 | Access_road = 0: N (13.04/1.02) | Access_road = 1: P (2.0) Active = 5 | Access_road = 0 | | Sex = 0: N (6.0) | | Sex = 1 | | | Logged_income <= 6.384061: P (2.02/0.01) | | | Logged_income > 6.384061: N (3.01/1.0) | | Sex = 4: N (0.0) | Access_road = 1: P (2.0) Active = 6 | Age <= 35: P (5.02/1.01) | Age > 35: N (2.0) Number of Leaves : 89 Size of the tree : 148 J48 pruned tree ------------------ Travel_cost <= 32.937156 | Passive = 0 | | Active = 0 | | | Income <= 532.007028: N (9.08/0.08) | | | Income > 532.007028 | | | | Income <= 1505.460225 | | | | | Travel_cost <= 2.366799: P (9.15/1.0) | | | | | Travel_cost > 2.366799 | | | | | | Income <= 770.506756: P (5.05/1.0) | | | | | | Income > 770.506756: N (4.11/0.11) | | | | Income > 1505.460225: N (4.04/0.04) | | Active = 1 | | | Travel_cost <= -35.511823: P (3.0) | | | Travel_cost > -35.511823: N (6.0/1.0) | | Active = 2 | | | Logged_income <= 6.51802: P (6.0/1.0) | | | Logged_income > 6.51802: N (7.0/2.0) | | Active = 3: P (4.0/2.0) | | Active = 4: P (1.0) | | Active = 5: P (1.0) | | Active = 6: N (0.0) | Passive = 1 | | Active = 0 | | | Sex = 0: N (6.0) | | | Sex = 1: P (5.0/1.0) | | | Sex = 4: N (0.0) | | Active = 1 | | | Income <= 789.49661: N (4.0/1.0) | | | Income > 789.49661: P (3.0) | | Active = 2 | | | Logged_income <= 6.51008: P (6.75/1.0) | | | Logged_income > 6.51008: N (2.25/0.25) | | Active = 3: P (1.0) | | Active = 4: P (0.0) | | Active = 5: N (1.0) | | Active = 6: P (0.0) | Passive = 2: N (20.0/6.0) | Passive = 3: P (7.0/3.0) | Passive = 4: N (2.0) Travel_cost > 32.937156 | Active = 0 | | Passive = 0 | | | Access_road = 0 | | | | Sex = 0 | | | | | Logged_income <= 7.732681 | | | | | | Income <= 332.106605 | | | | | | | Income <= 205.889337 | | | | | | | | Income <= 3.435511: N (3.09/1.09) | | | | | | | | Income > 3.435511: P (7.2) | | | | | | | Income > 205.889337: N (7.2/0.2) | | | | | | Income > 332.106605: P (72.89/11.0) | | | | | Logged_income > 7.732681: N (7.2/1.2) | | | | Sex = 1 | | | | | Age <= 49: P (72.0/20.0) | | | | | Age > 49: N (6.0/1.0) | | | | Sex = 4: P (0.0) | | | Access_road = 1 | | | | Income <= 941.25668: P (22.7/0.57) | | | | Income > 941.25668 | | | | | Age <= 27.931561: N (4.86/0.43) | | | | | Age > 27.931561: P (12.43/3.0) | | Passive = 1 | | | Access_road = 0: P (47.46/15.0) | | | Access_road = 1 | | | | Age <= 31.029074: N (5.0) | | | | Age > 31.029074: P (5.0) | | Passive = 2 | | | Sex = 0 | | | | Income <= 1813.094403 | | | | | Logged_income <= 6.066688: P (5.0/1.0) | | | | | Logged_income > 6.066688: N (12.0/1.0) | | | | Income > 1813.094403: P (4.0) | | | Sex = 1 | | | | Logged_income <= 6.512575: N (8.0/2.0) | | | | Logged_income > 6.512575: P (12.0/2.0) | | | Sex = 4: P (0.0) | | Passive = 3: P (12.46/3.46) | | Passive = 4: P (2.0) | Active = 1 | | Travel_cost <= 53.663514: P (59.46/10.23) | | Travel_cost > 53.663514 | | | Access_road = 0 | | | | Passive = 0 | | | | | Income <= 205.889337: N (5.18) | | | | | Income > 205.889337 | | | | | | Age <= 49.542347: P (19.82/5.82) | | | | | | Age > 49.542347: N (4.0) | | | | Passive = 1 | | | | | Logged_income <= 6.060565: P (7.22) | | | | | Logged_income > 6.060565 | | | | | | Travel_cost <= 140.433358: N (8.0) | | | | | | Travel_cost > 140.433358 | | | | | | | Income <= 2209.162723 | | | | | | | | Logged_income <= 6.51802 | | | | | | | | | Income <= 562.5: P (2.09) | | | | | | | | | Income > 562.5: N (2.09/0.09) | | | | | | | | Logged_income > 6.51802: P (10.46) | | | | | | | Income > 2209.162723: N (3.14/0.14) | | | | Passive = 2 | | | | | Sex = 0 | | | | | | Age <= 40.569499: P (5.0) | | | | | | Age > 40.569499: N (2.0) | | | | | Sex = 1 | | | | | | Income <= 1379.107308: P (6.67/2.0) | | | | | | Income > 1379.107308: N (3.33/0.33) | | | | | Sex = 4: P (0.0) | | | | Passive = 3: P (5.0/1.0) | | | | Passive = 4: P (1.0) | | | Access_road = 1 | | | | Income <= 1987.276395: N (15.0/3.0) | | | | Income > 1987.276395: P (3.0) | Active = 2 | | Access_road = 0 | | | Passive = 0 | | | | Sex = 0: P (15.0/4.0) | | | | Sex = 1 | | | | | Travel_cost <= 272.417198 | | | | | | Travel_cost <= 127.94365: N (2.0) | | | | | | Travel_cost > 127.94365: P (3.0) | | | | | Travel_cost > 272.417198: N (3.0) | | | | Sex = 4: P (0.0) | | | Passive = 1 | | | | Income <= 327.901311: N (4.41/0.41) | | | | Income > 327.901311: P (34.77/7.0) | | | Passive = 2 | | | | Sex = 0 | | | | | Travel_cost <= 164.287129: P (14.0/6.0) | | | | | Travel_cost > 164.287129: N (4.0) | | | | Sex = 1 | | | | | Travel_cost <= 129.255267: P (14.0/1.0) | | | | | Travel_cost > 129.255267 | | | | | | Travel_cost <= 181.580444: N (3.0) | | | | | | Travel_cost > 181.580444: P (5.0/1.0) | | | | Sex = 4: P (0.0) | | | Passive = 3 | | | | Travel_cost <= 164.287129: P (4.19/0.19) | | | | Travel_cost > 164.287129: N (4.0) | | | Passive = 4: P (1.0) | | Access_road = 1: P (21.0/5.0) | Active = 3 | | Passive = 0 | | | Travel_cost <= 172.446088 | | | | Logged_income <= 7.082313 | | | | | Travel_cost <= 47.083158: P (3.0/1.0) | | | | | Travel_cost > 47.083158: N (7.0) | | | | Logged_income > 7.082313: P (4.0) | | | Travel_cost > 172.446088: P (5.0) | | Passive = 1 | | | Sex = 0: N (6.0/1.0) | | | Sex = 1 | | | | Logged_income <= 6.409999: N (3.08/0.08) | | | | Logged_income > 6.409999: P (7.0) | | | Sex = 4: P (0.0) | | Passive = 2 | | | Access_road = 0: N (8.0/2.0) | | | Access_road = 1: P (2.0) | | Passive = 3: P (6.08/1.08) | | Passive = 4: P (3.0/1.0) | Active = 4: N (15.04/5.02) | Active = 5 | | Access_road = 0 | | | Sex = 0: N (4.0) | | | Sex = 1: P (3.03/1.01) | | | Sex = 4: N (0.0) | | Access_road = 1: P (2.0) | Active = 6: N (5.01/2.01) Number of Leaves : 103 Size of the tree : 167 J48 pruned tree ------------------ Travel_cost <= 47.993464 | Passive = 0: N (78.53/26.53) | Passive = 1 | | Age <= 40.619982 | | | Travel_cost <= 13.431908: P (17.0/4.0) | | | Travel_cost > 13.431908: N (9.0/3.0) | | Age > 40.619982: N (6.0) | Passive = 2 | | Income <= 1167.468872 | | | Active = 0: N (7.0/1.0) | | | Active = 1: P (4.0/1.0) | | | Active = 2: N (0.0) | | | Active = 3: N (0.0) | | | Active = 4: N (1.0) | | | Active = 5: N (0.0) | | | Active = 6: N (0.0) | | Income > 1167.468872: P (11.0/1.0) | Passive = 3 | | Sex = 0: N (7.0/1.0) | | Sex = 1 | | | Logged_income <= 7.015855: N (2.0) | | | Logged_income > 7.015855: P (4.0) | | Sex = 4: N (0.0) | Passive = 4: N (0.0) Travel_cost > 47.993464 | Active = 0 | | Travel_cost <= 375.341023 | | | Travel_cost <= 48.926667: P (89.62/13.45) | | | Travel_cost > 48.926667 | | | | Access_road = 0 | | | | | Passive = 0 | | | | | | Travel_cost <= 156.292412: N (37.59/14.59) | | | | | | Travel_cost > 156.292412 | | | | | | | Travel_cost <= 180.9: P (33.53/2.0) | | | | | | | Travel_cost > 180.9 | | | | | | | | Sex = 0: P (20.46/8.0) | | | | | | | | Sex = 1 | | | | | | | | | Travel_cost <= 273.788864: N (4.0) | | | | | | | | | Travel_cost > 273.788864 | | | | | | | | | | Travel_cost <= 318.633998: P (3.0) | | | | | | | | | | Travel_cost > 318.633998: N (2.0) | | | | | | | | Sex = 4: P (0.0) | | | | | Passive = 1 | | | | | | Sex = 0: P (19.0/7.0) | | | | | | Sex = 1 | | | | | | | Income <= 1017.396384: N (6.4/0.4) | | | | | | | Income > 1017.396384 | | | | | | | | Age <= 44.663779: P (7.6/1.0) | | | | | | | | Age > 44.663779: N (2.0) | | | | | | Sex = 4: P (0.0) | | | | | Passive = 2 | | | | | | Income <= 1116.360307: P (12.0) | | | | | | Income > 1116.360307 | | | | | | | Sex = 0: N (4.0/1.0) | | | | | | | Sex = 1 | | | | | | | | Travel_cost <= 114.926196: P (2.0) | | | | | | | | Travel_cost > 114.926196: N (2.0) | | | | | | | Sex = 4: N (0.0) | | | | | Passive = 3 | | | | | | Income <= 1534.396741: N (5.0/1.0) | | | | | | Income > 1534.396741: P (3.0) | | | | | Passive = 4: P (1.0) | | | | Access_road = 1 | | | | | Passive = 0: P (13.0/1.0) | | | | | Passive = 1 | | | | | | Age <= 24: N (3.0) | | | | | | Age > 24: P (7.0/1.0) | | | | | Passive = 2: P (2.0/1.0) | | | | | Passive = 3 | | | | | | Logged_income <= 6.986977: N (2.0) | | | | | | Logged_income > 6.986977: P (3.0) | | | | | Passive = 4: P (0.0) | | Travel_cost > 375.341023: P (19.16) | Active = 1 | | Travel_cost <= 48.50401: P (54.46/9.23) | | Travel_cost > 48.50401 | | | Passive = 0: N (36.0/15.0) | | | Passive = 1 | | | | Access_road = 0 | | | | | Travel_cost <= 99.310362: N (9.0/3.0) | | | | | Travel_cost > 99.310362: P (22.0/6.0) | | | | Access_road = 1 | | | | | Sex = 0: N (2.0) | | | | | Sex = 1: P (2.0) | | | | | Sex = 4: P (0.0) | | | Passive = 2 | | | | Sex = 0 | | | | | Logged_income <= 6.812682: N (8.0/2.0) | | | | | Logged_income > 6.812682: P (5.0) | | | | Sex = 1: P (11.0/3.0) | | | | Sex = 4: P (0.0) | | | Passive = 3 | | | | Sex = 0: N (5.0/1.0) | | | | Sex = 1: P (2.0) | | | | Sex = 4: N (0.0) | | | Passive = 4: P (0.0) | Active = 2 | | Passive = 0 | | | Age <= 24.55515: P (4.0) | | | Age > 24.55515 | | | | Age <= 42: N (19.0/4.0) | | | | Age > 42: P (9.0/2.0) | | Passive = 1 | | | Sex = 0 | | | | Logged_income <= 6.407144 | | | | | Income <= 406.25: P (3.0/1.0) | | | | | Income > 406.25: N (5.0) | | | | Logged_income > 6.407144: P (16.0/3.0) | | | Sex = 1 | | | | Travel_cost <= 329.992775: P (23.22/4.0) | | | | Travel_cost > 329.992775: N (2.0) | | | Sex = 4: N (1.0) | | Passive = 2: P (49.0/13.0) | | Passive = 3 | | | Age <= 35.2093: N (6.22/1.0) | | | Age > 35.2093: P (8.0/1.0) | | Passive = 4: N (1.0) | Active = 3 | | Passive = 0 | | | Sex = 0 | | | | Logged_income <= 8.072392: P (5.0) | | | | Logged_income > 8.072392: N (2.0) | | | Sex = 1 | | | | Logged_income <= 6.757222: N (2.0) | | | | Logged_income > 6.757222: P (3.0/1.0) | | | Sex = 4: P (0.0) | | Passive = 1 | | | Travel_cost <= 100.353272 | | | | Sex = 0 | | | | | Travel_cost <= 66.191067: N (4.0/1.0) | | | | | Travel_cost > 66.191067: P (2.0) | | | | Sex = 1 | | | | | Income <= 979.288927: N (2.07/0.07) | | | | | Income > 979.288927: P (4.0) | | | | Sex = 4: P (0.0) | | | Travel_cost > 100.353272: N (3.0) | | Passive = 2 | | | Access_road = 0: N (9.0/2.0) | | | Access_road = 1: P (2.0) | | Passive = 3: P (4.07/1.07) | | Passive = 4: P (2.0/1.0) | Active = 4: N (16.05/3.02) | Active = 5 | | Logged_income <= 6.812682: P (3.39/0.01) | | Logged_income > 6.812682: N (5.63/0.62) | Active = 6: P (2.01/1.0) Number of Leaves : 93 Size of the tree : 147 J48 pruned tree ------------------ Active = 0 | Travel_cost <= 45.769004 | | Passive = 0 | | | Travel_cost <= -89.217217: N (7.11/0.11) | | | Travel_cost > -89.217217 | | | | Logged_income <= 6.869978 | | | | | Travel_cost <= 26.888375 | | | | | | Sex = 0 | | | | | | | Travel_cost <= -31.48627: N (2.03/0.03) | | | | | | | Travel_cost > -31.48627 | | | | | | | | Logged_income <= 6.419513: P (6.08/1.0) | | | | | | | | Logged_income > 6.419513 | | | | | | | | | Logged_income <= 6.528403: N (2.03/0.03) | | | | | | | | | Logged_income > 6.528403: P (2.03) | | | | | | Sex = 1: N (4.0/1.0) | | | | | | Sex = 4: P (0.0) | | | | | Travel_cost > 26.888375: N (7.07/0.07) | | | | Logged_income > 6.869978: P (5.2) | | Passive = 1 | | | Access_road = 0 | | | | Travel_cost <= -71.267171: P (4.0/1.0) | | | | Travel_cost > -71.267171: N (13.0/1.0) | | | Access_road = 1: N (5.0/2.0) | | Passive = 2 | | | Age <= 24: N (2.0) | | | Age > 24: P (9.0/1.0) | | Passive = 3: P (2.0/1.0) | | Passive = 4: N (0.0) | Travel_cost > 45.769004 | | Travel_cost <= 53.229408: P (95.68/14.46) | | Travel_cost > 53.229408 | | | Travel_cost <= 390.046154 | | | | Passive = 0 | | | | | Income <= 347.29195 | | | | | | Logged_income <= 5.457456: P (3.08) | | | | | | Logged_income > 5.457456: N (19.49/3.49) | | | | | Income > 347.29195 | | | | | | Logged_income <= 5.887592 | | | | | | | Income <= 1672.977618: N (7.18/0.18) | | | | | | | Income > 1672.977618: P (3.08/1.0) | | | | | | Logged_income > 5.887592 | | | | | | | Sex = 0: P (57.02/16.0) | | | | | | | Sex = 1 | | | | | | | | Logged_income <= 7.129687 | | | | | | | | | Logged_income <= 6.923816 | | | | | | | | | | Income <= 2149.198953: P (13.32/2.0) | | | | | | | | | | Income > 2149.198953: N (2.05/0.05) | | | | | | | | | Logged_income > 6.923816: N (3.07/0.07) | | | | | | | | Logged_income > 7.129687: P (12.29/1.0) | | | | | | | Sex = 4: P (0.0) | | | | Passive = 1 | | | | | Access_road = 0 | | | | | | Sex = 0: N (18.0/8.0) | | | | | | Sex = 1 | | | | | | | Logged_income <= 6.487406: P (3.27) | | | | | | | Logged_income > 6.487406: N (8.73/2.73) | | | | | | Sex = 4: N (0.0) | | | | | Access_road = 1 | | | | | | Age <= 38.93759: P (6.0/1.0) | | | | | | Age > 38.93759: N (2.0) | | | | Passive = 2 | | | | | Access_road = 0: N (24.0/9.0) | | | | | Access_road = 1: P (4.0/1.0) | | | | Passive = 3 | | | | | Access_road = 0 | | | | | | Income <= 1272.576893 | | | | | | | Income <= 1153.800721: P (3.0) | | | | | | | Income > 1153.800721: N (2.0) | | | | | | Income > 1272.576893: P (5.0) | | | | | Access_road = 1: N (2.0) | | | | Passive = 4: N (2.0) | | | Travel_cost > 390.046154: P (15.12) Active = 1 | Access_road = 0 | | Passive = 0 | | | Sex = 0 | | | | Age <= 39.565834 | | | | | Income <= 228.022778: P (3.66/0.29) | | | | | Income > 228.022778: N (21.71/7.0) | | | | Age > 39.565834: P (4.54) | | | Sex = 1: P (24.44/8.0) | | | Sex = 4: N (1.02/0.02) | | Passive = 1 | | | Logged_income <= 6.35979 | | | | Income <= 479.005217: P (12.52/3.0) | | | | Income > 479.005217: N (7.56/0.56) | | | Logged_income > 6.35979: P (33.5/11.0) | | Passive = 2 | | | Travel_cost <= 191.355808: P (23.18/6.0) | | | Travel_cost > 191.355808: N (4.0/1.0) | | Passive = 3 | | | Sex = 0 | | | | Age <= 37.007131: P (2.08) | | | | Age > 37.007131: N (3.0) | | | Sex = 1 | | | | Age <= 35.577909: N (4.22/1.0) | | | | Age > 35.577909: P (2.0) | | | Sex = 4: N (0.0) | | Passive = 4: P (0.0) | Access_road = 1 | | Passive = 0 | | | Travel_cost <= 155.879661: P (8.0) | | | Travel_cost > 155.879661: N (4.0/1.0) | | Passive = 1: P (13.0/1.0) | | Passive = 2 | | | Age <= 27.148239: P (5.0) | | | Age > 27.148239 | | | | Income <= 1306.939671: N (3.0) | | | | Income > 1306.939671: P (3.0) | | Passive = 3: N (1.0) | | Passive = 4: P (0.0) Active = 2 | Passive = 0 | | Sex = 0 | | | Access_road = 0 | | | | Income <= 1406.25: N (13.0/4.0) | | | | Income > 1406.25: P (7.0/1.0) | | | Access_road = 1 | | | | Logged_income <= 6.684612: N (3.0/1.0) | | | | Logged_income > 6.684612: P (2.0) | | Sex = 1 | | | Income <= 1049.852539: N (6.0) | | | Income > 1049.852539 | | | | Income <= 1648.19202: P (5.0) | | | | Income > 1648.19202: N (3.0) | | Sex = 4: N (0.0) | Passive = 1 | | Sex = 0 | | | Access_road = 0 | | | | Income <= 602.183294: N (9.32/1.32) | | | | Income > 602.183294 | | | | | Income <= 952.420058: P (6.21) | | | | | Income > 952.420058 | | | | | | Age <= 46.296841: P (10.46/3.0) | | | | | | Age > 46.296841: N (3.0) | | | Access_road = 1 | | | | Age <= 50.766393: N (4.0/1.0) | | | | Age > 50.766393: P (3.0) | | Sex = 1 | | | Travel_cost <= 234.158662: P (22.2/6.0) | | | Travel_cost > 234.158662: N (3.0) | | Sex = 4: P (0.0) | Passive = 2: P (47.0/14.0) | Passive = 3 | | Logged_income <= 7.031619: P (7.1/0.1) | | Logged_income > 7.031619 | | | Sex = 0: N (2.0) | | | Sex = 1 | | | | Travel_cost <= 164.66777: P (2.1/0.1) | | | | Travel_cost > 164.66777: N (3.0) | | | Sex = 4: N (0.0) | Passive = 4: P (2.0/1.0) Active = 3 | Sex = 0: N (23.0/6.0) | Sex = 1 | | Logged_income <= 6.951012: N (15.17/4.14) | | Logged_income > 6.951012: P (12.95/2.03) | Sex = 4: N (0.0) Active = 4 | Passive = 0 | | Logged_income <= 6.792943: P (5.0) | | Logged_income > 6.792943: N (2.0) | Passive = 1: N (4.03/1.03) | Passive = 2: N (6.0/2.0) | Passive = 3 | | Sex = 0: P (3.0/1.0) | | Sex = 1: N (4.03) | | Sex = 4: N (0.0) | Passive = 4: N (1.0) Active = 5 | Income <= 445.544555: P (2.19/0.0) | Income > 445.544555: N (10.85/2.83) Active = 6: P (5.01/1.01) Number of Leaves : 104 Size of the tree : 174 J48 pruned tree ------------------ Active = 0 | Passive = 0 | | Travel_cost <= 46.96864 | | | Income <= 469: N (8.07/0.07) | | | Income > 469 | | | | Sex = 0 | | | | | Age <= 33.750293: N (7.24/1.24) | | | | | Age > 33.750293: P (7.1/1.0) | | | | Sex = 1 | | | | | Logged_income <= 6.916881: N (6.0/1.0) | | | | | Logged_income > 6.916881: P (3.0/1.0) | | | | Sex = 4: N (0.0) | | Travel_cost > 46.96864 | | | Sex = 0 | | | | Logged_income <= 5.829194 | | | | | Income <= 206.665967: P (6.27/0.06) | | | | | Income > 206.665967: N (11.49/1.38) | | | | Logged_income > 5.829194: P (93.84/15.84) | | | Sex = 1 | | | | Travel_cost <= 200.381619 | | | | | Travel_cost <= 128.871567 | | | | | | Travel_cost <= 65.034541: P (41.0/3.0) | | | | | | Travel_cost > 65.034541 | | | | | | | Income <= 1347.750699: P (5.0/1.0) | | | | | | | Income > 1347.750699: N (4.0) | | | | | Travel_cost > 128.871567: P (22.0) | | | | Travel_cost > 200.381619 | | | | | Travel_cost <= 358.28796 | | | | | | Access_road = 0 | | | | | | | Travel_cost <= 293.815564: P (4.0/1.0) | | | | | | | Travel_cost > 293.815564: N (4.0) | | | | | | Access_road = 1: N (2.0) | | | | | Travel_cost > 358.28796: P (4.0) | | | Sex = 4: N (1.0) | Passive = 1 | | Access_road = 0: P (68.45/29.0) | | Access_road = 1: N (18.0/7.0) | Passive = 2 | | Logged_income <= 6.847843 | | | Travel_cost <= 195.08663 | | | | Logged_income <= 5.435026: N (3.0/1.0) | | | | Logged_income > 5.435026: P (17.0) | | | Travel_cost > 195.08663: N (5.0/1.0) | | Logged_income > 6.847843: N (13.0/2.0) | Passive = 3: N (13.45/2.0) | Passive = 4: N (1.0) Active = 1 | Access_road = 0 | | Passive = 0 | | | Sex = 0: N (40.05/18.05) | | | Sex = 1 | | | | Travel_cost <= 270.677281 | | | | | Logged_income <= 5.511511: P (3.0) | | | | | Logged_income > 5.511511: N (13.33/2.33) | | | | Travel_cost > 270.677281: P (3.0) | | | Sex = 4: N (0.0) | | Passive = 1 | | | Sex = 0: P (35.37/12.0) | | | Sex = 1 | | | | Income <= 301.970033: P (5.46) | | | | Income > 301.970033 | | | | | Logged_income <= 7.043857: N (10.43/2.43) | | | | | Logged_income > 7.043857: P (8.34/2.0) | | | Sex = 4: P (0.0) | | Passive = 2 | | | Travel_cost <= 41.980082: N (5.0/1.0) | | | Travel_cost > 41.980082: P (25.19/8.0) | | Passive = 3: P (10.3/2.24) | | Passive = 4: P (0.0) | Access_road = 1: P (36.0/9.0) Active = 2 | Travel_cost <= 59.395087: P (72.4/17.2) | Travel_cost > 59.395087 | | Passive = 0 | | | Sex = 0: P (19.0/9.0) | | | Sex = 1 | | | | Age <= 31.697102: N (6.0/1.0) | | | | Age > 31.697102: P (7.0/1.0) | | | Sex = 4: P (0.0) | | Passive = 1 | | | Income <= 1579.203955 | | | | Income <= 349.022724: N (4.14/1.14) | | | | Income > 349.022724 | | | | | Age <= 27.43292: N (4.64/1.64) | | | | | Age > 27.43292: P (14.0) | | | Income > 1579.203955: N (6.21/0.21) | | Passive = 2 | | | Access_road = 0 | | | | Age <= 38.48723: N (12.0/2.0) | | | | Age > 38.48723 | | | | | Logged_income <= 6.831864: N (2.29/0.29) | | | | | Logged_income > 6.831864: P (5.71) | | | Access_road = 1: N (3.0/1.0) | | Passive = 3 | | | Travel_cost <= 165.155926: P (3.0/1.0) | | | Travel_cost > 165.155926: N (5.0) | | Passive = 4: P (1.0) Active = 3 | Sex = 0 | | Passive = 0 | | | Logged_income <= 6.326092: N (5.0) | | | Logged_income > 6.326092: P (4.0/1.0) | | Passive = 1: N (9.0/3.0) | | Passive = 2 | | | Travel_cost <= 24.114399: P (2.0) | | | Travel_cost > 24.114399: N (6.0/1.0) | | Passive = 3: P (1.0) | | Passive = 4: P (1.0) | Sex = 1: P (33.15/10.07) | Sex = 4: P (0.0) Active = 4 | Passive = 0: P (5.0/1.0) | Passive = 1: P (2.02/1.0) | Passive = 2 | | Travel_cost <= 65.034541: N (2.0) | | Travel_cost > 65.034541: P (2.0) | Passive = 3: N (5.02) | Passive = 4: N (1.0) Active = 5 | Travel_cost <= 148.046679: N (9.03/2.01) | Travel_cost > 148.046679: P (2.0) Active = 6 | Passive = 0: N (1.0) | Passive = 1: N (2.01/0.01) | Passive = 2: N (0.0) | Passive = 3: P (2.01/0.01) | Passive = 4: N (0.0) Number of Leaves : 79 Size of the tree : 128 J48 pruned tree ------------------ Sex = 0 | Active = 0 | | Logged_income <= 7.695695 | | | Passive = 0: P (133.65/43.93) | | | Passive = 1 | | | | Income <= 1544.061614 | | | | | Age <= 30.112715: P (11.0) | | | | | Age > 30.112715 | | | | | | Income <= 1271.050525: P (20.41/6.68) | | | | | | Income > 1271.050525: N (3.6/0.48) | | | | Income > 1544.061614: N (5.65/0.52) | | | Passive = 2 | | | | Income <= 1093.75 | | | | | Travel_cost <= 23.996133: N (3.0/1.0) | | | | | Travel_cost > 23.996133: P (10.0/2.0) | | | | Income > 1093.75: N (5.0/1.0) | | | Passive = 3 | | | | Age <= 43: P (3.0) | | | | Age > 43: N (2.0) | | | Passive = 4: P (0.0) | | Logged_income > 7.695695 | | | Travel_cost <= -74.223788: P (2.02) | | | Travel_cost > -74.223788: N (12.67/0.54) | Active = 1 | | Passive = 0: N (33.92/14.92) | | Passive = 1: P (40.44/11.0) | | Passive = 2 | | | Age <= 42.604762: P (8.14) | | | Age > 42.604762 | | | | Logged_income <= 7.481839: N (3.0) | | | | Logged_income > 7.481839: P (2.0) | | Passive = 3 | | | Income <= 1539.326113: P (3.05/1.0) | | | Income > 1539.326113: N (2.0) | | Passive = 4: P (0.0) | Active = 2 | | Passive = 0 | | | Age <= 19.54389: N (6.0) | | | Age > 19.54389: P (28.0/11.0) | | Passive = 1 | | | Access_road = 0: P (22.0/7.0) | | | Access_road = 1 | | | | Income <= 957.616249: P (3.0/1.0) | | | | Income > 957.616249: N (2.0) | | Passive = 2: P (22.0/10.0) | | Passive = 3 | | | Logged_income <= 6.85183: N (5.0) | | | Logged_income > 6.85183: P (4.0/1.0) | | Passive = 4: P (0.0) | Active = 3: N (34.0/13.0) | Active = 4 | | Income <= 1687.268852: P (9.45/2.45) | | Income > 1687.268852: N (3.55) | Active = 5: N (9.0/4.0) | Active = 6: N (3.0) Sex = 1 | Travel_cost <= 61.95946: P (190.45/48.0) | Travel_cost > 61.95946 | | Passive = 0 | | | Income <= 2351.485149: P (76.9/26.0) | | | Income > 2351.485149: N (4.1/0.1) | | Passive = 1 | | | Active = 0 | | | | Access_road = 0 | | | | | Income <= 382.88612: P (2.2) | | | | | Income > 382.88612: N (8.8/1.8) | | | | Access_road = 1: P (2.0) | | | Active = 1 | | | | Age <= 19.157613: N (3.0) | | | | Age > 19.157613: P (7.0/2.0) | | | Active = 2 | | | | Access_road = 0 | | | | | Income <= 1562.624906: P (7.7/1.0) | | | | | Income > 1562.624906: N (3.3/0.3) | | | | Access_road = 1: P (2.0) | | | Active = 3: P (3.0/1.0) | | | Active = 4: P (1.0) | | | Active = 5: P (0.0) | | | Active = 6: P (0.0) | | Passive = 2 | | | Travel_cost <= 112.689912: N (6.0) | | | Travel_cost > 112.689912 | | | | Logged_income <= 6.768032 | | | | | Income <= 674.725299: P (4.48/1.16) | | | | | Income > 674.725299: N (8.96/0.64) | | | | Logged_income > 6.768032 | | | | | Logged_income <= 7.283585: P (8.96/0.32) | | | | | Logged_income > 7.283585 | | | | | | Logged_income <= 7.401721: N (2.24/0.16) | | | | | | Logged_income > 7.401721: P (3.36/1.12) | | Passive = 3 | | | Active = 0: P (9.0/3.0) | | | Active = 1: N (3.0/1.0) | | | Active = 2: N (4.0/1.0) | | | Active = 3: P (3.0/1.0) | | | Active = 4: P (0.0) | | | Active = 5: P (0.0) | | | Active = 6: P (0.0) | | Passive = 4: P (3.0/1.0) Sex = 4: P (1.0) Number of Leaves : 65 Size of the tree : 101 J48 pruned tree ------------------ Active = 0 | Passive = 0 | | Travel_cost <= 37.050915: N (28.36/8.36) | | Travel_cost > 37.050915 | | | Sex = 0 | | | | Age <= 19.874505: N (7.06/1.06) | | | | Age > 19.874505 | | | | | Income <= 562.5 | | | | | | Logged_income <= 5.332807: P (6.22/0.06) | | | | | | Logged_income > 5.332807 | | | | | | | Logged_income <= 5.78795: N (6.22/0.16) | | | | | | | Logged_income > 5.78795 | | | | | | | | Income <= 479.23325 | | | | | | | | | Income <= -163.444192: N (2.07/0.05) | | | | | | | | | Income > -163.444192: P (10.36/0.1) | | | | | | | | Income > 479.23325: N (5.18/1.13) | | | | | Income > 562.5: P (78.54/12.72) | | | Sex = 1: P (95.0/19.0) | | | Sex = 4: P (0.0) | Passive = 1 | | Access_road = 0: P (63.45/25.0) | | Access_road = 1 | | | Income <= 1638.326065: P (10.67/3.0) | | | Income > 1638.326065: N (5.33/1.33) | Passive = 2 | | Access_road = 0 | | | Sex = 0 | | | | Income <= -238.462883: N (4.0) | | | | Income > -238.462883 | | | | | Logged_income <= 7.506808: P (12.0/2.0) | | | | | Logged_income > 7.506808: N (2.0) | | | Sex = 1: N (20.0/8.0) | | | Sex = 4: P (1.0) | | Access_road = 1: P (3.0) | Passive = 3 | | Sex = 0 | | | Income <= 1830.675165: N (5.0) | | | Income > 1830.675165: P (2.0) | | Sex = 1: P (4.45/0.45) | | Sex = 4: P (0.0) | Passive = 4: P (0.0) Active = 1 | Age <= 16.617198 | | Income <= 277.568698: P (2.15) | | Income > 277.568698: N (11.85/0.85) | Age > 16.617198 | | Sex = 0: P (93.55/32.0) | | Sex = 1 | | | Travel_cost <= 244.357325: P (66.9/14.23) | | | Travel_cost > 244.357325 | | | | Income <= 1612.869227: N (8.0/1.0) | | | | Income > 1612.869227: P (2.0) | | Sex = 4: P (1.01) Active = 2 | Travel_cost <= 57.763914: P (84.44/24.22) | Travel_cost > 57.763914 | | Access_road = 0 | | | Passive = 0 | | | | Sex = 0 | | | | | Travel_cost <= 148.993201: P (3.0) | | | | | Travel_cost > 148.993201 | | | | | | Age <= 39: P (3.0/1.0) | | | | | | Age > 39: N (4.0) | | | | Sex = 1 | | | | | Logged_income <= 7.185522: N (5.0) | | | | | Logged_income > 7.185522: P (4.0/1.0) | | | | Sex = 4: N (0.0) | | | Passive = 1 | | | | Sex = 0 | | | | | Income <= 1121.5211 | | | | | | Age <= 42.853842: P (5.0) | | | | | | Age > 42.853842: N (3.0/1.0) | | | | | Income > 1121.5211: N (3.0) | | | | Sex = 1: P (23.0/11.0) | | | | Sex = 4: P (0.0) | | | Passive = 2 | | | | Age <= 38.689587: N (13.0/4.0) | | | | Age > 38.689587: P (6.0) | | | Passive = 3 | | | | Travel_cost <= 166.048193: P (4.0/1.0) | | | | Travel_cost > 166.048193: N (3.0) | | | Passive = 4: N (0.0) | | Access_road = 1 | | | Travel_cost <= 218.228447 | | | | Travel_cost <= 101.176131: N (3.0) | | | | Travel_cost > 101.176131: P (7.0/1.0) | | | Travel_cost > 218.228447: N (8.0) Active = 3 | Passive = 0 | | Sex = 0 | | | Travel_cost <= 232.582668: P (5.0/1.0) | | | Travel_cost > 232.582668: N (2.0) | | Sex = 1: N (7.0/1.0) | | Sex = 4: N (0.0) | Passive = 1 | | Sex = 0 | | | Logged_income <= 7.16676: P (5.0/1.0) | | | Logged_income > 7.16676: N (3.0) | | Sex = 1: P (10.06/3.0) | | Sex = 4: P (0.0) | Passive = 2 | | Access_road = 0: N (11.0/3.0) | | Access_road = 1: P (2.0) | Passive = 3: P (5.06/0.06) | Passive = 4: N (3.0/1.0) Active = 4: N (22.05/6.03) Active = 5: N (7.02/2.01) Active = 6: N (3.01/1.0) Number of Leaves : 66 Size of the tree : 109 J48 pruned tree ------------------ Travel_cost <= 46.43754 | Passive = 0: N (72.53/27.53) | Passive = 1 | | Active = 0 | | | Logged_income <= 6.332391: P (4.0/1.0) | | | Logged_income > 6.332391: N (13.0/3.0) | | Active = 1 | | | Age <= 32.625377: P (3.0) | | | Age > 32.625377: N (3.0) | | Active = 2: P (4.0) | | Active = 3 | | | Age <= 43.304934: N (4.0/1.0) | | | Age > 43.304934: P (2.0) | | Active = 4: N (0.0) | | Active = 5: N (0.0) | | Active = 6: N (0.0) | Passive = 2 | | Age <= 28.211442: P (9.0/1.0) | | Age > 28.211442 | | | Sex = 0: N (12.0/5.0) | | | Sex = 1 | | | | Logged_income <= 5.457456: P (2.0) | | | | Logged_income > 5.457456: N (9.0) | | | Sex = 4: N (0.0) | Passive = 3 | | Travel_cost <= -22.285517: N (5.0) | | Travel_cost > -22.285517: P (3.0/1.0) | Passive = 4: P (1.0) Travel_cost > 46.43754 | Travel_cost <= 56.478238 | | Access_road = 0 | | | Active = 0: P (77.68/14.39) | | | Active = 1: P (42.42/8.21) | | | Active = 2 | | | | Sex = 0 | | | | | Age <= 30 | | | | | | Income <= 1562.5: N (8.0/2.0) | | | | | | Income > 1562.5: P (4.0/1.0) | | | | | Age > 30: P (9.0/1.0) | | | | Sex = 1: P (24.45/3.23) | | | | Sex = 4: P (0.0) | | | Active = 3 | | | | Passive = 0: P (2.0) | | | | Passive = 1 | | | | | Sex = 0: N (4.0/1.0) | | | | | Sex = 1: P (4.1/1.0) | | | | | Sex = 4: P (0.0) | | | | Passive = 2: N (8.0/3.0) | | | | Passive = 3: P (1.1/0.1) | | | | Passive = 4: P (0.0) | | | Active = 4: N (7.07/0.04) | | | Active = 5: N (7.07/1.04) | | | Active = 6: P (2.02/1.01) | | Access_road = 1: P (48.0/3.0) | Travel_cost > 56.478238 | | Passive = 0 | | | Active = 0 | | | | Logged_income <= 7.762802 | | | | | Logged_income <= 6.620073 | | | | | | Logged_income <= 6.486542 | | | | | | | Logged_income <= 6.436194 | | | | | | | | Sex = 0 | | | | | | | | | Logged_income <= 5.693832: N (6.19/0.19) | | | | | | | | | Logged_income > 5.693832 | | | | | | | | | | Age <= 39.66535 | | | | | | | | | | | Income <= 658.901388: P (5.15/2.0) | | | | | | | | | | | Income > 658.901388: N (3.09/0.09) | | | | | | | | | | Age > 39.66535: P (2.08) | | | | | | | | Sex = 1 | | | | | | | | | Access_road = 0: P (12.49/3.0) | | | | | | | | | Access_road = 1: N (3.0/1.0) | | | | | | | | Sex = 4: N (0.0) | | | | | | | Logged_income > 6.436194: P (9.29) | | | | | | Logged_income > 6.486542: N (6.19/0.19) | | | | | Logged_income > 6.620073 | | | | | | Income <= 754.774826 | | | | | | | Income <= 312.5: P (4.13/1.0) | | | | | | | Income > 312.5: N (5.16/0.16) | | | | | | Income > 754.774826: P (64.52/7.0) | | | | Logged_income > 7.762802: N (9.29/0.29) | | | Active = 1 | | | | Sex = 0: P (19.0/7.0) | | | | Sex = 1 | | | | | Access_road = 0: P (7.0/3.0) | | | | | Access_road = 1 | | | | | | Income <= 1162.692765: N (4.0) | | | | | | Income > 1162.692765: P (2.0) | | | | Sex = 4: P (0.0) | | | Active = 2 | | | | Income <= 1913.937598 | | | | | Sex = 0: N (8.0/1.0) | | | | | Sex = 1 | | | | | | Travel_cost <= 291.629706 | | | | | | | Travel_cost <= 120.305919: P (4.0/1.0) | | | | | | | Travel_cost > 120.305919: N (3.0) | | | | | | Travel_cost > 291.629706: P (3.0) | | | | | Sex = 4: N (0.0) | | | | Income > 1913.937598: P (5.0) | | | Active = 3 | | | | Access_road = 0 | | | | | Travel_cost <= 140.356304: P (5.0/1.0) | | | | | Travel_cost > 140.356304: N (7.0/2.0) | | | | Access_road = 1: P (2.0) | | | Active = 4: P (2.0/1.0) | | | Active = 5: P (1.0) | | | Active = 6: P (2.0/1.0) | | Passive = 1 | | | Active = 0 | | | | Income <= 729.479887: P (10.86/2.0) | | | | Income > 729.479887: N (27.14/12.14) | | | Active = 1 | | | | Travel_cost <= 111.011467: N (6.0) | | | | Travel_cost > 111.011467 | | | | | Sex = 0: P (11.0/1.0) | | | | | Sex = 1 | | | | | | Age <= 21.496304: P (2.0) | | | | | | Age > 21.496304: N (8.0/2.0) | | | | | Sex = 4: P (0.0) | | | Active = 2 | | | | Age <= 48.550212 | | | | | Income <= 2000: P (20.91/5.0) | | | | | Income > 2000: N (2.09/0.09) | | | | Age > 48.550212: N (3.0) | | | Active = 3 | | | | Age <= 30: P (3.0) | | | | Age > 30: N (3.0/1.0) | | | Active = 4: N (1.0) | | | Active = 5: P (0.0) | | | Active = 6: P (0.0) | | Passive = 2 | | | Active = 0 | | | | Sex = 0 | | | | | Logged_income <= 6.577514: N (5.0) | | | | | Logged_income > 6.577514 | | | | | | Income <= 1424.508892: N (4.0/1.0) | | | | | | Income > 1424.508892: P (3.0) | | | | Sex = 1 | | | | | Access_road = 0 | | | | | | Income <= 937.386312: N (4.0/1.0) | | | | | | Income > 937.386312: P (4.0) | | | | | Access_road = 1: P (2.0/1.0) | | | | Sex = 4: N (0.0) | | | Active = 1 | | | | Age <= 35.493554: P (6.0) | | | | Age > 35.493554 | | | | | Age <= 39.542996: N (6.0) | | | | | Age > 39.542996: P (7.0/1.0) | | | Active = 2 | | | | Sex = 0 | | | | | Age <= 28.44942: P (4.0) | | | | | Age > 28.44942: N (7.0/1.0) | | | | Sex = 1 | | | | | Travel_cost <= 183.515896: N (5.0) | | | | | Travel_cost > 183.515896: P (7.0/1.0) | | | | Sex = 4: N (0.0) | | | Active = 3 | | | | Travel_cost <= 178.997467: N (4.0) | | | | Travel_cost > 178.997467: P (5.0/1.0) | | | Active = 4: P (0.0) | | | Active = 5: N (1.0) | | | Active = 6: P (0.0) | | Passive = 3 | | | Active = 0 | | | | Sex = 0 | | | | | Access_road = 0 | | | | | | Income <= 1718.75 | | | | | | | Travel_cost <= 139.235932 | | | | | | | | Logged_income <= 6.876007: P (2.0) | | | | | | | | Logged_income > 6.876007: N (2.0) | | | | | | | Travel_cost > 139.235932: N (6.0) | | | | | | Income > 1718.75: P (2.0) | | | | | Access_road = 1: P (2.0/1.0) | | | | Sex = 1 | | | | | Income <= 1021.059556: P (2.0) | | | | | Income > 1021.059556: N (6.0/2.0) | | | | Sex = 4: N (0.0) | | | Active = 1 | | | | Age <= 38.553396: P (5.0/1.0) | | | | Age > 38.553396: N (3.0) | | | Active = 2 | | | | Income <= 1131.52838: P (4.0) | | | | Income > 1131.52838: N (8.0/1.0) | | | Active = 3: P (3.0/1.0) | | | Active = 4: N (2.0) | | | Active = 5: N (0.0) | | | Active = 6: N (0.0) | | Passive = 4: P (5.0/1.0) Number of Leaves : 119 Size of the tree : 188 J48 pruned tree ------------------ Active = 0 | Travel_cost <= 30.778334 | | Access_road = 0 | | | Passive = 0 | | | | Sex = 0 | | | | | Travel_cost <= 25.2 | | | | | | Income <= 600: P (4.1) | | | | | | Income > 600 | | | | | | | Logged_income <= 6.030495: P (2.05) | | | | | | | Logged_income > 6.030495: N (4.23/0.23) | | | | | Travel_cost > 25.2: N (3.11/0.11) | | | | Sex = 1 | | | | | Age <= 48.673264: N (5.0) | | | | | Age > 48.673264: P (2.0) | | | | Sex = 4: N (0.0) | | | Passive = 1: N (14.0/4.0) | | | Passive = 2 | | | | Travel_cost <= -18.662118: N (5.0) | | | | Travel_cost > -18.662118: P (8.0/2.0) | | | Passive = 3: P (2.0/1.0) | | | Passive = 4: N (0.0) | | Access_road = 1 | | | Income <= 763.885282: N (6.0) | | | Income > 763.885282 | | | | Sex = 0: P (2.0) | | | | Sex = 1: N (3.0/1.0) | | | | Sex = 4: P (0.0) | Travel_cost > 30.778334 | | Passive = 0: P (215.51/55.0) | | Passive = 1 | | | Travel_cost <= 91.111174 | | | | Age <= 63: P (22.45/3.0) | | | | Age > 63: N (2.0) | | | Travel_cost > 91.111174 | | | | Sex = 0 | | | | | Logged_income <= 6.653698: P (10.38/3.0) | | | | | Logged_income > 6.653698: N (4.62/0.62) | | | | Sex = 1: N (8.0) | | | | Sex = 4: N (1.0) | | Passive = 2 | | | Sex = 0 | | | | Income <= 1563.117745 | | | | | Age <= 33.078387: N (5.0/1.0) | | | | | Age > 33.078387: P (8.0) | | | | Income > 1563.117745: N (7.0/1.0) | | | Sex = 1: P (15.0/6.0) | | | Sex = 4: P (0.0) | | Passive = 3 | | | Logged_income <= 6.099297: N (5.21/1.0) | | | Logged_income > 6.099297: P (6.25/1.25) | | Passive = 4: P (2.0/1.0) Active = 1 | Travel_cost <= 53.01494 | | Travel_cost <= 46.381009 | | | Access_road = 0 | | | | Travel_cost <= -4.24721: P (11.0/2.0) | | | | Travel_cost > -4.24721: N (7.0/2.0) | | | Access_road = 1: N (6.0/1.0) | | Travel_cost > 46.381009: P (58.44/9.22) | Travel_cost > 53.01494 | | Passive = 0 | | | Sex = 0 | | | | Access_road = 0: N (14.0/6.0) | | | | Access_road = 1 | | | | | Income <= 1690.469612: P (2.0) | | | | | Income > 1690.469612: N (2.0) | | | Sex = 1 | | | | Access_road = 0 | | | | | Travel_cost <= 219.410742: P (8.0/2.0) | | | | | Travel_cost > 219.410742: N (3.0) | | | | Access_road = 1: P (2.0/1.0) | | | Sex = 4: N (0.0) | | Passive = 1 | | | Sex = 0 | | | | Travel_cost <= 105.264902: N (3.0) | | | | Travel_cost > 105.264902 | | | | | Travel_cost <= 221.125459: P (6.0) | | | | | Travel_cost > 221.125459 | | | | | | Logged_income <= 6.177937: N (2.0) | | | | | | Logged_income > 6.177937: P (5.0/1.0) | | | Sex = 1 | | | | Age <= 21.449675: P (2.0) | | | | Age > 21.449675: N (10.0/2.0) | | | Sex = 4: P (0.0) | | Passive = 2 | | | Travel_cost <= 239.939093 | | | | Travel_cost <= 200.589539 | | | | | Sex = 0: P (6.0/2.0) | | | | | Sex = 1 | | | | | | Income <= 357.393517: P (2.22) | | | | | | Income > 357.393517: N (7.78/1.78) | | | | | Sex = 4: P (0.0) | | | | Travel_cost > 200.589539: N (7.0) | | | Travel_cost > 239.939093: P (4.0) | | Passive = 3 | | | Sex = 0: N (6.0/1.0) | | | Sex = 1 | | | | Logged_income <= 7.318552: P (2.0) | | | | Logged_income > 7.318552: N (2.0) | | | Sex = 4: N (0.0) | | Passive = 4: N (1.0) Active = 2 | Passive = 0 | | Sex = 0 | | | Access_road = 0 | | | | Travel_cost <= 267.683029 | | | | | Logged_income <= 6.44994: P (6.0) | | | | | Logged_income > 6.44994 | | | | | | Logged_income <= 7.339344: N (7.0/1.0) | | | | | | Logged_income > 7.339344: P (3.0) | | | | Travel_cost > 267.683029: N (4.0) | | | Access_road = 1: P (6.0/1.0) | | Sex = 1: N (27.0/9.0) | | Sex = 4: N (0.0) | Passive = 1 | | Access_road = 0 | | | Logged_income <= 5.395036: N (4.5/0.5) | | | Logged_income > 5.395036 | | | | Travel_cost <= 241.377655: P (38.72/8.0) | | | | Travel_cost > 241.377655: N (5.0/1.0) | | Access_road = 1 | | | Income <= 1010.78659 | | | | Age <= 38.241897: N (3.0/1.0) | | | | Age > 38.241897: P (3.0) | | | Income > 1010.78659: N (4.0) | Passive = 2: P (51.0/15.0) | Passive = 3: N (14.22/5.0) | Passive = 4: N (1.0) Active = 3 | Sex = 0 | | Passive = 0: P (14.0/7.0) | | Passive = 1 | | | Income <= 1093.75: P (8.0/2.0) | | | Income > 1093.75: N (5.0) | | Passive = 2 | | | Travel_cost <= -5.902481: P (2.0) | | | Travel_cost > -5.902481: N (6.0/1.0) | | Passive = 3: N (3.0/1.0) | | Passive = 4: N (0.0) | Sex = 1 | | Logged_income <= 6.938527 | | | Passive = 0: N (2.0) | | | Passive = 1: N (4.08/0.08) | | | Passive = 2: N (1.45/0.45) | | | Passive = 3: P (3.48/0.04) | | | Passive = 4: N (2.0) | | Logged_income > 6.938527: P (16.15/1.05) | Sex = 4: P (0.0) Active = 4 | Travel_cost <= 206.371884: N (13.04/1.02) | Travel_cost > 206.371884: P (2.0) Active = 5 | Age <= 26.773981: N (5.01/1.0) | Age > 26.773981: P (4.01) Active = 6: N (3.01/1.0) Number of Leaves : 95 Size of the tree : 156 Number of classifier in the ensemble: 15