Rule 16 with 9.23 for class 1 with likelihood 70.04%: limit_bal < 964909.56 ∧ 1.42 < pay_0 < 6.47 ∧ -0.47 < pay_2 < 7.32 ∧ bill_amt1 < 941030.25 ∧ bill_amt2 < 960545.06 ∧ bill_amt3 < 1652240.75 ∧ -148569.03 < bill_amt4 < 870435.62 ∧ bill_amt5 < 759318.62 ∧ bill_amt6 < 942090.62 ∧ education:4 = 0.0
Rule 27 with 4.92 for class 0 with likelihood 64.64%: limit_bal < 978358.31 ∧ 1.51 < pay_0 < 7.66 ∧ -1.72 < pay_2 < 6.85 ∧ bill_amt1 < 944526.56 ∧ bill_amt2 < 964331.12 ∧ -157123.45 < bill_amt3 < 1650250.25 ∧ -127356.59 < bill_amt4 < 873920.62 ∧ bill_amt5 < 768774.44 ∧ bill_amt6 < 945324.69 ∧ education:4 = 0.0
Rule 28 with 4.70 for class 0 with likelihood 58.05%: limit_bal < 955339.81 ∧ 0.63 < pay_0 ∧ -0.27 < pay_2 < 7.45 ∧ -0.35 < pay_3 < 7.42 ∧ pay_4 < 6.33 ∧ bill_amt1 < 936471.81 ∧ bill_amt2 < 956249.38 ∧ -154327.25 < bill_amt3 < 1638565.25 ∧ -113853.02 < bill_amt4 < 866549.62 ∧ bill_amt5 < 881400.19 ∧ bill_amt6 < 938499.12 ∧ education:4 = 0.0
Rule 5 with 4.42 for class 0 with likelihood 89.68%: 75997.03 < limit_bal ∧ pay_0 < 5.02 ∧ pay_3 < 7.23 ∧ pay_4 < 5.82 ∧ pay_5 < 4.99 ∧ pay_6 < 0.74 ∧ -245175.05 < bill_amt6 ∧ 2655.77 < pay_amt3
Rule 17 with 4.32 for class 0 with likelihood 65.17%: limit_bal < 942172.50 ∧ 0.64 < pay_0 < 7.67 ∧ pay_2 < 6.25 ∧ bill_amt1 < 914942.38 ∧ bill_amt2 < 934378.56 ∧ -137523.31 < bill_amt3 < 1635051.88 ∧ -123034.98 < bill_amt4 < 847122.56 ∧ bill_amt5 < 732131.50 ∧ bill_amt6 < 920546.81 ∧ education:4 = 0.0 ∧ education:6 = 0.0
Rule 29 with 3.99 for class 0 with likelihood 64.04%: limit_bal < 962991.94 ∧ 0.65 < pay_0 < 6.34 ∧ -0.22 < pay_2 < 6.50 ∧ pay_3 < 7.55 ∧ pay_4 < 6.24 ∧ bill_amt1 < 940683.19 ∧ bill_amt2 < 960170.75 ∧ -113641.36 < bill_amt3 < 1636327.75 ∧ -93305.27 < bill_amt4 < 870106.38 ∧ bill_amt5 < 902208.88 ∧ bill_amt6 < 941789.25 ∧ education:4 = 0.0
Rule 0 with 3.86 for class 0 with likelihood 90.05%: 149469.23 < limit_bal ∧ pay_0 < 5.80 ∧ pay_3 < 7.15 ∧ pay_4 < 5.66 ∧ pay_5 < 4.35 ∧ pay_6 < 6.75 ∧ -240925.05 < bill_amt6 ∧ 2599.53 < pay_amt1
Rule 26 with 3.80 for class 0 with likelihood 73.91%: limit_bal < 957243.25 ∧ 1.36 < pay_0 < 7.39 ∧ pay_2 < 6.90 ∧ bill_amt1 < 925372.81 ∧ bill_amt2 < 945381.50 ∧ -147114.97 < bill_amt3 < 1647717.62 ∧ -122763.48 < bill_amt4 < 856834.25 ∧ bill_amt5 < 747446.81 ∧ bill_amt6 < 929520.81 ∧ education:4 = 0.0
Rule 24 with 3.78 for class 0 with likelihood 66.20%: limit_bal < 911650.88 ∧ 0.63 < pay_0 ∧ pay_2 < 7.38 ∧ pay_4 < 6.38 ∧ bill_amt1 < 897897.00 ∧ bill_amt2 < 918971.31 ∧ -146842.11 < bill_amt3 < 1631779.38 ∧ -130842.34 < bill_amt4 < 832888.38 ∧ bill_amt5 < 754952.25 ∧ bill_amt6 < 907330.62 ∧ education:4 = 0.0 ∧ education:6 = 0.0
Rule 25 with 3.76 for class 0 with likelihood 67.86%: limit_bal < 948929.00 ∧ 0.61 < pay_0 < 7.63 ∧ pay_2 < 6.33 ∧ pay_4 < 5.37 ∧ bill_amt1 < 918714.50 ∧ bill_amt2 < 937417.81 ∧ -141137.17 < bill_amt3 < 1631383.00 ∧ -144802.30 < bill_amt4 < 849706.69 ∧ bill_amt5 < 759569.88 ∧ bill_amt6 < 922907.69 ∧ education:4 = 0.0 ∧ education:6 = 0.0
Rule 18 with 3.63 for class 0 with likelihood 67.00%: limit_bal < 934922.38 ∧ 0.66 < pay_0 ∧ pay_2 < 7.38 ∧ bill_amt1 < 901829.62 ∧ bill_amt2 < 922412.38 ∧ -132422.72 < bill_amt3 < 1619441.50 ∧ -135277.42 < bill_amt4 < 836108.94 ∧ bill_amt5 < 745741.75 ∧ bill_amt6 < 910326.94 ∧ education:4 = 0.0 ∧ education:6 = 0.0
Rule 11 with 3.51 for class 0 with likelihood 90.12%: 151491.67 < limit_bal ∧ pay_0 < 6.12 ∧ pay_3 < 7.27 ∧ pay_4 < 6.20 ∧ pay_5 < 5.35 ∧ pay_6 < 4.55 ∧ -247096.95 < bill_amt6 ∧ 4568.30 < pay_amt1
Rule 4 with 3.38 for class 0 with likelihood 88.75%: 116508.98 < limit_bal ∧ pay_0 < 6.05 ∧ pay_3 < 7.15 ∧ pay_4 < 7.75 ∧ pay_5 < 6.30 ∧ pay_6 < 5.19 ∧ -244818.36 < bill_amt6 ∧ 2441.13 < pay_amt1
Rule 2 with 3.33 for class 0 with likelihood 89.17%: 144285.17 < limit_bal ∧ pay_0 < 6.12 ∧ pay_3 < 7.00 ∧ pay_4 < 6.17 ∧ pay_5 < 5.33 ∧ pay_6 < 4.37 ∧ -246352.42 < bill_amt6 ∧ 3962.95 < pay_amt1
Rule 7 with 3.20 for class 0 with likelihood 86.69%: 50868.41 < limit_bal ∧ pay_0 < 6.10 ∧ pay_3 < 7.59 ∧ pay_4 < 6.41 ∧ pay_5 < 5.49 ∧ pay_6 < 4.54 ∧ -251585.08 < bill_amt6 ∧ 1603.85 < pay_amt1
Rule 14 with 3.11 for class 0 with likelihood 88.96%: 147815.56 < limit_bal ∧ pay_0 < 6.12 ∧ pay_3 < 6.95 ∧ pay_4 < 7.02 ∧ pay_5 < 6.01 ∧ pay_6 < 5.04 ∧ -239418.42 < bill_amt6 ∧ 2714.77 < pay_amt1
Rule 8 with 3.11 for class 0 with likelihood 83.33%: 32583.31 < limit_bal ∧ pay_0 < 6.07 ∧ pay_3 < 7.00 ∧ pay_4 < 7.72 ∧ pay_5 < 6.42 ∧ pay_6 < 5.08 ∧ -235977.23 < bill_amt6 ∧ 99.17 < pay_amt1
Rule 19 with 3.10 for class 0 with likelihood 70.09%: limit_bal < 943350.12 ∧ 0.65 < pay_0 ∧ pay_2 < 7.20 ∧ pay_4 < 6.17 ∧ bill_amt1 < 916166.38 ∧ bill_amt2 < 933879.56 ∧ -138429.33 < bill_amt3 < 1645489.00 ∧ -121074.57 < bill_amt4 < 846374.50 ∧ bill_amt5 < 757534.94 ∧ bill_amt6 < 919841.88 ∧ education:0 = 0.0 ∧ education:4 = 0.0
Rule 1 with 3.06 for class 0 with likelihood 83.26%: pay_0 < 5.75 ∧ pay_3 < 7.04 ∧ pay_4 < 6.17 ∧ pay_5 < 0.50 ∧ pay_6 < 6.70 ∧ -246703.92 < bill_amt6
Rule 13 with 3.01 for class 0 with likelihood 83.83%: 48104.14 < limit_bal ∧ pay_0 < 6.08 ∧ pay_3 < 7.19 ∧ pay_4 < 6.66 ∧ pay_5 < 5.22 ∧ pay_6 < 4.75 ∧ -244960.20 < bill_amt6
Rule 9 with 2.94 for class 0 with likelihood 87.40%: 87399.99 < limit_bal ∧ pay_0 < 6.06 ∧ pay_3 < 6.90 ∧ pay_4 < 6.06 ∧ pay_5 < 4.22 ∧ pay_6 < 6.37 ∧ -243415.02 < bill_amt6 ∧ 4461.49 < pay_amt1
Rule 3 with 2.86 for class 0 with likelihood 87.83%: 79207.40 < limit_bal ∧ pay_0 < 5.79 ∧ pay_3 < 6.88 ∧ pay_4 < 7.79 ∧ pay_5 < 6.17 ∧ pay_6 < 5.05 ∧ -249785.17 < bill_amt6 ∧ 2628.83 < pay_amt1
Rule 10 with 2.82 for class 0 with likelihood 88.20%: 167208.20 < limit_bal ∧ pay_0 < 6.07 ∧ pay_3 < 6.94 ∧ pay_4 < 7.23 ∧ pay_5 < 5.07 ∧ pay_6 < 4.16 ∧ -234418.05 < bill_amt6 ∧ 4123.62 < pay_amt1
Rule 12 with 2.66 for class 0 with likelihood 81.37%: age < 60.03 ∧ pay_0 < 5.89 ∧ pay_3 < 7.09 ∧ pay_5 < 6.41 ∧ pay_6 < 5.12 ∧ -237698.73 < bill_amt6
Rule 6 with 2.65 for class 0 with likelihood 86.78%: 80303.02 < limit_bal ∧ pay_0 < 5.89 ∧ pay_3 < 7.24 ∧ pay_4 < 6.24 ∧ pay_5 < 5.06 ∧ pay_6 < 2.68 ∧ -242449.67 < bill_amt6 ∧ 2653.36 < pay_amt1
Rule 21 with 2.60 for class 0 with likelihood 72.61%: limit_bal < 924696.56 ∧ 0.69 < pay_0 ∧ pay_2 < 7.20 ∧ pay_3 < 6.37 ∧ pay_4 < 6.11 ∧ bill_amt1 < 918535.06 ∧ bill_amt2 < 939261.19 ∧ -137356.42 < bill_amt3 < 1620343.75 ∧ -102794.01 < bill_amt4 < 851257.44 ∧ bill_amt5 < 876080.31 ∧ bill_amt6 < 924339.75 ∧ education:0 = 0.0 ∧ education:4 = 0.0 ∧ education:6 = 0.0
Rule 15 with 2.43 for class 0 with likelihood 73.34%: limit_bal < 916803.88 ∧ 0.73 < pay_0 < 7.36 ∧ pay_2 < 6.13 ∧ pay_3 < 7.83 ∧ pay_4 < 5.90 ∧ bill_amt1 < 905494.38 ∧ bill_amt2 < 925842.94 ∧ -143463.67 < bill_amt3 < 1645750.62 ∧ -124408.93 < bill_amt4 < 839224.38 ∧ bill_amt5 < 756994.81 ∧ bill_amt6 < 913201.69 ∧ education:4 = 0.0 ∧ education:6 = 0.0
Rule 23 with 2.23 for class 0 with likelihood 74.83%: limit_bal < 973616.88 ∧ 0.78 < pay_0 ∧ pay_2 < 6.79 ∧ bill_amt1 < 949073.81 ∧ bill_amt2 < 968953.50 ∧ -134343.33 < bill_amt3 < 1638409.25 ∧ -126497.57 < bill_amt4 < 878057.88 ∧ bill_amt5 < 913251.75 ∧ bill_amt6 < 949141.19 ∧ education:0 = 0.0 ∧ education:4 = 0.0 ∧ education:6 = 0.0
Rule 22 with 1.10 for class 0 with likelihood 80.85%: 23.74 < age < 77.01 ∧ 1.65 < pay_0 ∧ -1.45 < pay_2 < 7.32 ∧ -1.41 < pay_3 ∧ -1.50 < pay_4 ∧ -1.53 < pay_5 ∧ -1.54 < pay_6 ∧ 9801.12 < bill_amt1 < 917111.81 ∧ -7287.81 < bill_amt2 < 937401.75 ∧ -127009.81 < bill_amt3 < 1635307.38 ∧ -118853.85 < bill_amt4 < 849581.94 ∧ -55614.23 < bill_amt5 < 887472.44 ∧ bill_amt6 < 922791.19 ∧ sex:1 = 1.0 ∧ sex:2 = 1.0 ∧ education:0 = 1.0 ∧ education:1 = 1.0 ∧ education:2 = 1.0 ∧ education:3 = 1.0 ∧ education:4 = 1.0 ∧ education:5 = 1.0 ∧ education:6 = 1.0 ∧ marriage:0 = 1.0 ∧ marriage:1 = 1.0 ∧ marriage:2 = 1.0 ∧ marriage:3 = 1.0
Rule 20 with 1.00 for class 0 with likelihood 80.92%: 15310.49 < limit_bal < 973710.75 ∧ 22.99 < age < 79.00 ∧ 1.25 < pay_0 ∧ -1.76 < pay_2 < 6.92 ∧ -1.78 < pay_3 ∧ -1.82 < pay_4 ∧ -1.82 < pay_5 ∧ -1.81 < pay_6 ∧ 4138.27 < bill_amt1 < 949634.56 ∧ -12574.82 < bill_amt2 < 969536.50 ∧ -112908.47 < bill_amt3 < 1647647.62 ∧ -98859.41 < bill_amt4 < 878579.62 ∧ -65388.17 < bill_amt5 < 914827.19 ∧ bill_amt6 < 949624.00 ∧ sex:1 = 1.0 ∧ sex:2 = 0.0 ∧ education:0 = 1.0 ∧ education:2 = 1.0 ∧ education:3 = 1.0 ∧ education:4 = 1.0 ∧ education:5 = 1.0 ∧ education:6 = 1.0 ∧ marriage:0 = 1.0 ∧ marriage:1 = 1.0 ∧ marriage:2 = 0.0 ∧ marriage:3 = 1.0
