Rule 29 with 8.92 for class 1 with likelihood 69.64%: limit_bal < 894486.69 ∧ 1.45 < pay_0 < 6.43 ∧ -0.57 < pay_2 ∧ pay_3 < 7.49 ∧ pay_4 < 7.54 ∧ -91296.31 < bill_amt1 < 894496.44 ∧ -65805.19 < bill_amt2 < 916092.06 ∧ bill_amt3 < 1643651.00 ∧ -146554.16 < bill_amt4 < 830423.56 ∧ bill_amt5 < 744456.69 ∧ bill_amt6 < 905074.12
Rule 15 with 6.13 for class 0 with likelihood 54.69%: limit_bal < 920794.00 ∧ age < 70.36 ∧ 0.62 < pay_0 < 5.40 ∧ -0.31 < pay_2 ∧ pay_3 < 7.37 ∧ pay_4 < 6.16 ∧ -89048.77 < bill_amt1 < 907268.69 ∧ -4512.53 < bill_amt2 < 928532.06 ∧ bill_amt3 < 1623697.25 ∧ -120464.37 < bill_amt4 < 841550.44 ∧ bill_amt5 < 755583.56 ∧ bill_amt6 < 915455.88
Rule 16 with 4.79 for class 0 with likelihood 59.78%: limit_bal < 928861.31 ∧ 1.49 < pay_0 ∧ pay_4 < 7.37 ∧ -71251.41 < bill_amt1 < 916115.31 ∧ bill_amt2 < 937084.75 ∧ bill_amt3 < 1640896.00 ∧ -150841.11 < bill_amt4 < 849306.31 ∧ bill_amt5 < 744581.62 ∧ bill_amt6 < 922551.75 ∧ education:4 = 0.0
Rule 28 with 4.60 for class 0 with likelihood 63.38%: limit_bal < 920616.56 ∧ 1.45 < pay_0 < 6.52 ∧ -1.82 < pay_2 ∧ pay_4 < 6.16 ∧ -30706.49 < bill_amt1 < 916068.25 ∧ bill_amt2 < 937115.00 ∧ bill_amt3 < 1631279.25 ∧ -136550.16 < bill_amt4 < 849286.81 ∧ bill_amt5 < 761634.69 ∧ bill_amt6 < 922526.81 ∧ education:4 = 0.0
Rule 24 with 4.31 for class 0 with likelihood 66.80%: limit_bal < 857737.50 ∧ 1.41 < pay_0 < 5.60 ∧ pay_2 < 6.93 ∧ pay_3 < 7.06 ∧ pay_4 < 6.44 ∧ -76706.43 < bill_amt1 < 881129.62 ∧ bill_amt2 < 903294.25 ∧ bill_amt3 < 1649906.75 ∧ -148983.62 < bill_amt4 < 818750.62 ∧ bill_amt5 < 740799.12 ∧ bill_amt6 < 894266.75
Rule 14 with 3.85 for class 0 with likelihood 90.28%: 153396.67 < limit_bal ∧ age < 49.87 ∧ pay_0 < 6.95 ∧ pay_2 < 4.21 ∧ pay_3 < 6.26 ∧ pay_5 < 5.07 ∧ pay_6 < 7.15 ∧ -247180.95 < bill_amt6 ∧ 2695.16 < pay_amt1
Rule 26 with 3.75 for class 0 with likelihood 67.35%: limit_bal < 938774.88 ∧ 0.62 < pay_0 < 7.57 ∧ pay_2 < 6.44 ∧ pay_3 < 6.24 ∧ pay_4 < 6.14 ∧ -77691.11 < bill_amt1 < 921747.56 ∧ -25062.18 < bill_amt2 < 942534.06 ∧ bill_amt3 < 1643758.00 ∧ -145554.00 < bill_amt4 < 854235.06 ∧ bill_amt5 < 761879.50 ∧ bill_amt6 < 927126.25 ∧ education:0 = 0.0
Rule 0 with 3.60 for class 0 with likelihood 89.43%: 147622.27 < limit_bal ∧ age < 57.64 ∧ pay_0 < 6.97 ∧ pay_2 < 3.29 ∧ pay_3 < 6.00 ∧ pay_4 < 7.88 ∧ pay_5 < 4.58 ∧ pay_6 < 6.88 ∧ -244757.36 < bill_amt6 ∧ 2648.95 < pay_amt1
Rule 18 with 3.57 for class 0 with likelihood 68.46%: limit_bal < 973961.44 ∧ 0.65 < pay_0 < 6.34 ∧ pay_4 < 6.16 ∧ -50873.81 < bill_amt1 < 949015.25 ∧ -21538.99 < bill_amt2 < 968948.06 ∧ bill_amt3 < 1642519.88 ∧ -130756.68 < bill_amt4 < 878049.12 ∧ bill_amt5 < 911186.50 ∧ bill_amt6 < 949135.00 ∧ education:6 = 0.0
Rule 13 with 3.55 for class 0 with likelihood 86.21%: 28860.13 < limit_bal ∧ age < 70.56 ∧ pay_0 < 6.99 ∧ pay_2 < 1.27 ∧ pay_3 < 4.30 ∧ pay_5 < 4.92 ∧ pay_6 < 0.52 ∧ -249636.14 < bill_amt6 ∧ 2290.23 < pay_amt1
Rule 12 with 3.54 for class 0 with likelihood 85.44%: 46805.64 < limit_bal ∧ age < 67.67 ∧ pay_0 < 7.16 ∧ pay_2 < 3.39 ∧ pay_3 < 4.96 ∧ pay_5 < 4.67 ∧ pay_6 < 0.51 ∧ -244172.45 < bill_amt6
Rule 8 with 3.49 for class 0 with likelihood 89.55%: 147836.33 < limit_bal ∧ age < 68.07 ∧ pay_0 < 6.66 ∧ pay_2 < 3.28 ∧ pay_3 < 5.02 ∧ pay_5 < 5.02 ∧ pay_6 < 4.31 ∧ -236355.70 < bill_amt6 ∧ 2347.41 < pay_amt1
Rule 2 with 3.46 for class 0 with likelihood 84.82%: 35621.37 < limit_bal ∧ age < 61.18 ∧ pay_2 < 6.68 ∧ pay_3 < 5.62 ∧ pay_4 < 7.99 ∧ pay_5 < 4.93 ∧ pay_6 < 0.77 ∧ -239862.08 < bill_amt6
Rule 4 with 3.21 for class 0 with likelihood 83.07%: age < 70.60 ∧ pay_0 < 7.02 ∧ pay_2 < 0.95 ∧ pay_3 < 5.24 ∧ pay_5 < 4.35 ∧ pay_6 < 6.84 ∧ -246715.83 < bill_amt6
Rule 5 with 3.15 for class 0 with likelihood 83.63%: age < 66.59 ∧ pay_0 < 7.03 ∧ pay_2 < 0.60 ∧ pay_3 < 5.01 ∧ pay_5 < 3.03 ∧ pay_6 < 6.84 ∧ -243756.33 < bill_amt6
Rule 22 with 3.12 for class 0 with likelihood 71.07%: limit_bal < 948406.31 ∧ 0.66 < pay_0 < 7.40 ∧ pay_2 < 6.28 ∧ pay_4 < 6.35 ∧ -69840.12 < bill_amt1 < 930302.81 ∧ -31951.52 < bill_amt2 < 950828.06 ∧ bill_amt3 < 1641080.38 ∧ -123979.24 < bill_amt4 < 861680.50 ∧ bill_amt5 < 742416.56 ∧ bill_amt6 < 934006.62 ∧ education:4 = 0.0
Rule 10 with 3.08 for class 0 with likelihood 89.07%: 105384.77 < limit_bal ∧ age < 69.91 ∧ pay_0 < 7.02 ∧ pay_2 < 3.36 ∧ pay_3 < 5.19 ∧ pay_5 < 4.39 ∧ pay_6 < 7.13 ∧ -237299.36 < bill_amt6 ∧ 3767.31 < pay_amt1
Rule 11 with 3.08 for class 0 with likelihood 87.56%: 77972.12 < limit_bal ∧ age < 70.87 ∧ pay_0 < 7.16 ∧ pay_2 < 2.54 ∧ pay_3 < 5.10 ∧ pay_5 < 3.33 ∧ pay_6 < 6.37 ∧ -242264.98 < bill_amt6 ∧ 1672.51 < pay_amt1
Rule 7 with 3.04 for class 0 with likelihood 89.00%: 162090.19 < limit_bal ∧ pay_0 < 7.13 ∧ pay_2 < 3.63 ∧ pay_3 < 4.16 ∧ pay_5 < 4.70 ∧ pay_6 < 7.13 ∧ -243017.89 < bill_amt6 ∧ 4179.84 < pay_amt1
Rule 6 with 3.02 for class 0 with likelihood 88.60%: 139773.09 < limit_bal ∧ age < 73.06 ∧ pay_0 < 6.94 ∧ pay_2 < 3.63 ∧ pay_3 < 5.03 ∧ pay_5 < 4.33 ∧ pay_6 < 7.08 ∧ -242407.36 < bill_amt6 ∧ 2060.71 < pay_amt1
Rule 3 with 2.86 for class 0 with likelihood 87.67%: 87764.30 < limit_bal ∧ age < 66.65 ∧ pay_0 < 6.84 ∧ pay_2 < 2.93 ∧ pay_3 < 5.21 ∧ pay_5 < 4.23 ∧ pay_6 < 6.96 ∧ -236586.45 < bill_amt6 ∧ 2456.60 < pay_amt1
Rule 9 with 2.82 for class 0 with likelihood 84.83%: 119756.36 < limit_bal ∧ pay_0 < 7.21 ∧ pay_2 < 3.42 ∧ pay_3 < 5.16 ∧ pay_5 < 4.41 ∧ pay_6 < 7.16 ∧ -246971.42 < bill_amt6
Rule 1 with 2.79 for class 0 with likelihood 85.40%: 147217.83 < limit_bal ∧ age < 71.02 ∧ pay_0 < 6.99 ∧ pay_2 < 3.59 ∧ pay_3 < 5.22 ∧ pay_4 < 7.95 ∧ pay_5 < 4.36 ∧ pay_6 < 6.85 ∧ -245495.73 < bill_amt6
Rule 21 with 2.41 for class 0 with likelihood 73.00%: limit_bal < 959312.19 ∧ 0.67 < pay_0 < 6.49 ∧ pay_3 < 7.83 ∧ pay_4 < 6.25 ∧ -68486.84 < bill_amt1 < 937937.75 ∧ -43693.17 < bill_amt2 < 958225.50 ∧ bill_amt3 < 1634020.12 ∧ -125204.66 < bill_amt4 < 868375.75 ∧ bill_amt5 < 901853.75 ∧ bill_amt6 < 940183.75 ∧ education:4 = 0.0 ∧ education:6 = 0.0
Rule 20 with 2.31 for class 0 with likelihood 72.79%: limit_bal < 957645.19 ∧ 0.71 < pay_0 ∧ pay_4 < 6.13 ∧ -69810.00 < bill_amt1 < 937462.25 ∧ -32883.89 < bill_amt2 < 957788.94 ∧ bill_amt3 < 1643063.75 ∧ -133193.28 < bill_amt4 < 867973.44 ∧ bill_amt5 < 902068.06 ∧ bill_amt6 < 939815.50 ∧ education:4 = 0.0 ∧ education:6 = 0.0
Rule 19 with 2.26 for class 0 with likelihood 73.58%: limit_bal < 938889.94 ∧ 0.72 < pay_0 < 7.40 ∧ pay_3 < 5.43 ∧ pay_4 < 6.37 ∧ -75652.35 < bill_amt1 < 921516.69 ∧ -28793.18 < bill_amt2 < 942321.50 ∧ bill_amt3 < 1637684.00 ∧ -123464.18 < bill_amt4 < 854049.38 ∧ bill_amt5 < 778000.69 ∧ bill_amt6 < 926937.12 ∧ education:4 = 0.0 ∧ education:6 = 0.0
Rule 25 with 1.97 for class 0 with likelihood 75.68%: limit_bal < 927639.94 ∧ 0.74 < pay_0 < 5.77 ∧ pay_2 < 6.92 ∧ pay_3 < 5.74 ∧ pay_4 < 6.31 ∧ -68899.79 < bill_amt1 < 917340.38 ∧ -27952.27 < bill_amt2 < 938303.88 ∧ bill_amt3 < 1645614.00 ∧ -120582.99 < bill_amt4 < 850368.88 ∧ bill_amt5 < 878592.62 ∧ bill_amt6 < 923525.25 ∧ education:0 = 0.0 ∧ education:4 = 0.0 ∧ education:6 = 0.0
Rule 17 with 1.76 for class 0 with likelihood 77.69%: limit_bal < 943563.19 ∧ 0.74 < pay_0 < 6.84 ∧ pay_2 < 6.35 ∧ pay_3 < 6.22 ∧ pay_4 < 6.37 ∧ -64972.78 < bill_amt1 < 925829.44 ∧ -34454.96 < bill_amt2 < 946506.00 ∧ bill_amt3 < 1637449.12 ∧ -112884.76 < bill_amt4 < 857791.44 ∧ bill_amt5 < 876536.12 ∧ bill_amt6 < 930402.44 ∧ education:4 = 0.0
Rule 27 with 1.18 for class 0 with likelihood 78.78%: limit_bal < 944265.81 ∧ 22.33 < age ∧ 1.18 < pay_0 ∧ -1.91 < pay_2 ∧ -1.92 < pay_3 ∧ -1.91 < pay_4 < 6.00 ∧ -1.93 < pay_5 ∧ -1.94 < pay_6 ∧ -56125.07 < bill_amt1 < 924872.50 ∧ -18935.76 < bill_amt2 < 945596.81 ∧ -48845.27 < bill_amt3 < 1627165.75 ∧ -135844.75 < bill_amt4 < 857000.81 ∧ -66828.72 < bill_amt5 < 894374.25 ∧ bill_amt6 < 929669.75 ∧ sex:1 = 1.0 ∧ sex:2 = 0.0 ∧ education:0 = 0.0 ∧ education:2 = 1.0 ∧ education:3 = 0.0 ∧ education:4 = 0.0 ∧ education:6 = 0.0 ∧ marriage:1 = 1.0 ∧ marriage:2 = 0.0
Rule 23 with 1.00 for class 0 with likelihood 80.27%: limit_bal < 950636.94 ∧ 21.64 < age ∧ 1.29 < pay_0 ∧ -1.96 < pay_2 ∧ -2.00 < pay_3 ∧ pay_4 < 5.29 ∧ -51500.08 < bill_amt1 < 932030.62 ∧ -23672.55 < bill_amt2 < 952500.69 ∧ -53501.52 < bill_amt3 < 1641393.62 ∧ -134060.56 < bill_amt4 < 863218.81 ∧ -76230.52 < bill_amt5 < 899759.62 ∧ bill_amt6 < 935412.81 ∧ sex:1 = 0.0 ∧ sex:2 = 0.0 ∧ education:0 = 0.0 ∧ education:3 = 0.0 ∧ education:4 = 0.0 ∧ education:6 = 0.0 ∧ marriage:1 = 1.0 ∧ marriage:2 = 0.0
