Rule 28 with 7.89 for class 1 with likelihood 56.29%: limit_bal < 948873.31 ∧ age < 72.00 ∧ 0.68 < pay_0 < 7.69 ∧ -0.46 < pay_2 < 6.41 ∧ pay_4 < 6.34 ∧ -90952.95 < bill_amt1 < 925270.31 ∧ -3688.31 < bill_amt2 < 946009.50 ∧ -153756.20 < bill_amt3 < 1620582.75 ∧ -144942.98 < bill_amt4 < 857331.25 ∧ bill_amt5 < 736138.75 ∧ -89856.81 < bill_amt6 < 929967.12
Rule 19 with 6.40 for class 1 with likelihood 63.66%: limit_bal < 957191.94 ∧ 1.49 < pay_0 ∧ -1.21 < pay_2 < 7.36 ∧ -60306.07 < bill_amt1 < 928542.12 ∧ bill_amt2 < 949100.38 ∧ bill_amt3 < 1639007.62 ∧ -137897.08 < bill_amt4 < 860122.69 ∧ bill_amt5 < 740822.12 ∧ -83620.18 < bill_amt6 < 932541.38 ∧ education:4 = 0.0
Rule 18 with 5.53 for class 1 with likelihood 54.70%: limit_bal < 977297.31 ∧ 1.52 < pay_0 < 7.62 ∧ -1.84 < pay_2 < 6.32 ∧ -69764.62 < bill_amt1 < 949129.62 ∧ bill_amt2 < 969062.62 ∧ -130963.95 < bill_amt3 < 1649204.62 ∧ -136592.16 < bill_amt4 < 878152.00 ∧ bill_amt5 < 901110.00 ∧ -96624.32 < bill_amt6 < 949230.56
Rule 26 with 5.32 for class 1 with likelihood 53.43%: limit_bal < 937970.44 ∧ 1.49 < pay_0 < 7.33 ∧ -1.80 < pay_2 < 5.27 ∧ -35187.32 < bill_amt1 < 917636.19 ∧ bill_amt2 < 938602.88 ∧ -144364.78 < bill_amt3 < 1644195.12 ∧ -124048.55 < bill_amt4 < 850622.44 ∧ bill_amt5 < 757173.88 ∧ -93742.90 < bill_amt6 < 923749.56
Rule 25 with 4.24 for class 0 with likelihood 58.74%: limit_bal < 943697.69 ∧ 1.33 < pay_0 ∧ -1.82 < pay_2 < 6.59 ∧ -71458.77 < bill_amt1 < 921095.81 ∧ bill_amt2 < 941960.25 ∧ -138656.62 < bill_amt3 < 1648145.62 ∧ -123301.43 < bill_amt4 < 853657.94 ∧ bill_amt5 < 751271.25 ∧ -90819.12 < bill_amt6 < 926555.88
Rule 21 with 3.83 for class 0 with likelihood 64.20%: limit_bal < 960113.06 ∧ 1.25 < pay_0 < 7.97 ∧ -1.85 < pay_2 < 6.30 ∧ pay_4 < 6.19 ∧ -40447.64 < bill_amt1 < 934206.19 ∧ bill_amt2 < 954611.38 ∧ -152135.55 < bill_amt3 < 1645864.00 ∧ -132048.41 < bill_amt4 < 865089.31 ∧ bill_amt5 < 764418.75 ∧ -96496.40 < bill_amt6 < 937153.31
Rule 11 with 3.65 for class 0 with likelihood 89.65%: 152310.05 < limit_bal ∧ pay_0 < 6.04 ∧ pay_3 < 5.98 ∧ pay_5 < 6.47 ∧ pay_6 < 5.50 ∧ 2046.06 < pay_amt1
Rule 10 with 3.63 for class 0 with likelihood 85.59%: 52206.81 < limit_bal ∧ pay_0 < 6.17 ∧ pay_3 < 7.04 ∧ pay_4 < 6.33 ∧ pay_5 < 5.02 ∧ pay_6 < 0.52
Rule 2 with 3.63 for class 0 with likelihood 85.32%: 47030.93 < limit_bal ∧ pay_0 < 5.55 ∧ pay_3 < 6.89 ∧ pay_4 < 6.41 ∧ pay_5 < 5.13 ∧ pay_6 < 0.60
Rule 20 with 3.56 for class 0 with likelihood 66.83%: limit_bal < 943773.38 ∧ 1.36 < pay_0 ∧ pay_2 < 7.39 ∧ -78152.30 < bill_amt1 < 916751.88 ∧ bill_amt2 < 937793.62 ∧ -140791.91 < bill_amt3 < 1644426.62 ∧ -128075.98 < bill_amt4 < 849883.94 ∧ bill_amt5 < 755896.06 ∧ -89172.60 < bill_amt6 < 923086.44 ∧ education:4 = 0.0
Rule 9 with 3.51 for class 0 with likelihood 90.04%: 152404.62 < limit_bal ∧ pay_0 < 5.95 ∧ pay_3 < 6.43 ∧ pay_4 < 7.40 ∧ pay_5 < 6.09 ∧ pay_6 < 5.20 ∧ 2037.91 < pay_amt1
Rule 8 with 3.46 for class 0 with likelihood 88.89%: 118733.88 < limit_bal ∧ pay_0 < 6.02 ∧ pay_3 < 6.73 ∧ pay_4 < 7.88 ∧ pay_5 < 6.07 ∧ pay_6 < 5.30 ∧ 2121.65 < pay_amt1
Rule 3 with 3.45 for class 0 with likelihood 84.71%: 41267.04 < limit_bal ∧ pay_0 < 5.38 ∧ pay_3 < 6.78 ∧ pay_4 < 7.83 ∧ pay_5 < 5.56 ∧ pay_6 < 0.62
Rule 5 with 3.32 for class 0 with likelihood 83.45%: pay_0 < 6.03 ∧ pay_3 < 6.72 ∧ pay_4 < 6.96 ∧ pay_5 < 0.57 ∧ pay_6 < 6.63
Rule 12 with 3.28 for class 0 with likelihood 89.39%: 157172.91 < limit_bal ∧ pay_0 < 6.06 ∧ pay_3 < 6.22 ∧ pay_4 < 7.52 ∧ pay_5 < 6.06 ∧ pay_6 < 6.28 ∧ 1486.76 < pay_amt1
Rule 17 with 3.26 for class 0 with likelihood 68.86%: limit_bal < 961799.38 ∧ age < 76.29 ∧ 0.71 < pay_0 ∧ -0.30 < pay_2 < 7.37 ∧ pay_4 < 6.16 ∧ -79602.42 < bill_amt1 < 939749.62 ∧ -44993.03 < bill_amt2 < 959993.38 ∧ -136893.64 < bill_amt3 < 1644840.50 ∧ -111786.01 < bill_amt4 < 869946.56 ∧ bill_amt5 < 880520.62 ∧ -81987.80 < bill_amt6 < 941617.31 ∧ education:4 = 0.0
Rule 13 with 3.26 for class 0 with likelihood 86.24%: 110571.76 < limit_bal ∧ pay_0 < 6.03 ∧ pay_3 < 6.88 ∧ pay_4 < 7.66 ∧ pay_5 < 4.36 ∧ pay_6 < 6.25 ∧ 1806.51 < pay_amt1
Rule 0 with 3.21 for class 0 with likelihood 85.75%: 83308.05 < limit_bal ∧ pay_0 < 6.07 ∧ pay_3 < 7.02 ∧ pay_4 < 6.49 ∧ pay_5 < 4.34 ∧ pay_6 < 6.45 ∧ 2225.37 < pay_amt1
Rule 6 with 3.19 for class 0 with likelihood 89.16%: 136147.03 < limit_bal ∧ pay_0 < 6.10 ∧ pay_3 < 6.88 ∧ pay_4 < 7.78 ∧ pay_5 < 6.04 ∧ pay_6 < 5.06 ∧ 1840.24 < pay_amt1
Rule 15 with 3.13 for class 0 with likelihood 70.41%: limit_bal < 950468.00 ∧ 0.57 < pay_0 ∧ pay_2 < 6.32 ∧ pay_4 < 5.56 ∧ -48315.96 < bill_amt1 < 927698.31 ∧ -35206.19 < bill_amt2 < 948308.12 ∧ -143774.78 < bill_amt3 < 1621637.50 ∧ -110963.77 < bill_amt4 < 859344.50 ∧ bill_amt5 < 753764.25 ∧ -119282.13 < bill_amt6 < 931896.06 ∧ education:4 = 0.0
Rule 7 with 3.09 for class 0 with likelihood 89.13%: 156393.86 < limit_bal ∧ pay_0 < 6.08 ∧ pay_3 < 7.07 ∧ pay_4 < 7.10 ∧ pay_5 < 4.73 ∧ pay_6 < 6.29 ∧ 4434.27 < pay_amt1
Rule 14 with 2.88 for class 0 with likelihood 80.64%: pay_0 < 6.10 ∧ pay_3 < 7.04 ∧ pay_5 < 5.73 ∧ pay_6 < 3.30
Rule 1 with 2.77 for class 0 with likelihood 81.47%: pay_0 < 6.03 ∧ pay_3 < 6.97 ∧ pay_4 < 7.20 ∧ pay_5 < 3.57 ∧ pay_6 < 6.19
Rule 4 with 2.68 for class 0 with likelihood 87.95%: 130114.24 < limit_bal ∧ pay_0 < 6.03 ∧ pay_3 < 6.75 ∧ pay_4 < 7.65 ∧ pay_5 < 5.88 ∧ pay_6 < 4.64 ∧ 4449.98 < pay_amt1
Rule 16 with 2.19 for class 0 with likelihood 73.48%: limit_bal < 962352.44 ∧ 0.66 < pay_0 ∧ pay_2 < 6.09 ∧ pay_4 < 5.76 ∧ -65021.18 < bill_amt1 < 938925.44 ∧ -36273.10 < bill_amt2 < 959190.50 ∧ -143573.77 < bill_amt3 < 1638461.75 ∧ -136642.03 < bill_amt4 < 869243.75 ∧ bill_amt5 < 904626.69 ∧ -108638.65 < bill_amt6 < 940979.06 ∧ education:4 = 0.0 ∧ marriage:1 = 0.0 ∧ marriage:2 = 0.0
Rule 23 with 2.04 for class 0 with likelihood 75.00%: limit_bal < 943711.00 ∧ 0.66 < pay_0 < 7.96 ∧ pay_2 < 6.31 ∧ pay_4 < 5.70 ∧ -70690.40 < bill_amt1 < 923227.44 ∧ -41338.13 < bill_amt2 < 944088.44 ∧ -139396.27 < bill_amt3 < 1613216.88 ∧ -113438.07 < bill_amt4 < 855659.88 ∧ bill_amt5 < 874138.38 ∧ -112865.71 < bill_amt6 < 928418.38 ∧ education:4 = 0.0
Rule 22 with 1.54 for class 0 with likelihood 77.79%: limit_bal < 968017.75 ∧ 0.74 < pay_0 ∧ pay_2 < 6.33 ∧ pay_4 < 5.55 ∧ -63515.93 < bill_amt1 < 946061.62 ∧ -34388.54 < bill_amt2 < 966097.12 ∧ -141023.23 < bill_amt3 < 1619697.75 ∧ -143532.12 < bill_amt4 < 875469.56 ∧ bill_amt5 < 911764.44 ∧ -109068.96 < bill_amt6 < 946745.12 ∧ 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 = 0.0 ∧ marriage:2 = 0.0
Rule 27 with 1.32 for class 0 with likelihood 80.07%: limit_bal < 979926.81 ∧ 22.19 < age < 77.94 ∧ 0.91 < pay_0 ∧ pay_2 < 5.11 ∧ pay_4 < 6.12 ∧ -34507.18 < bill_amt1 < 952767.25 ∧ -16230.46 < bill_amt2 < 972579.62 ∧ -88763.69 < bill_amt3 < 1640301.62 ∧ -120273.12 < bill_amt4 < 881327.75 ∧ -72172.91 < bill_amt5 < 917466.62 ∧ -192401.50 < bill_amt6 < 952168.19 ∧ 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
Rule 29 with 1.18 for class 0 with likelihood 78.93%: limit_bal < 926630.88 ∧ 23.66 < age ∧ 0.81 < pay_0 ∧ pay_2 < 6.12 ∧ -51009.22 < bill_amt1 < 911916.00 ∧ -35100.45 < bill_amt2 < 933116.62 ∧ -119926.94 < bill_amt3 < 1636150.12 ∧ -117642.79 < bill_amt4 < 845690.50 ∧ -79004.64 < bill_amt5 < 881972.50 ∧ -185516.86 < bill_amt6 < 919194.06 ∧ 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
Rule 24 with 1.00 for class 0 with likelihood 80.26%: limit_bal < 977026.94 ∧ 23.97 < age < 77.84 ∧ 1.20 < pay_0 ∧ -1.68 < pay_2 < 6.87 ∧ -1.71 < pay_3 ∧ -1.72 < pay_4 ∧ -1.78 < pay_5 ∧ -1.81 < pay_6 ∧ -42730.49 < bill_amt1 < 951084.50 ∧ -30513.30 < bill_amt2 < 970953.00 ∧ -139746.00 < bill_amt3 < 1638182.25 ∧ -83679.94 < bill_amt4 < 879844.56 ∧ -64077.48 < bill_amt5 < 916086.94 ∧ -176609.39 < bill_amt6 < 950807.50 ∧ 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:6 = 1.0 ∧ marriage:0 = 1.0 ∧ marriage:1 = 1.0 ∧ marriage:2 = 0.0 ∧ marriage:3 = 1.0
