Rule 21 with 7.64 for class 1 with likelihood 69.48%: limit_bal < 962707.38 ∧ age < 73.44 ∧ 1.38 < pay_0 < 6.32 ∧ -0.47 < pay_2 < 7.31 ∧ pay_3 < 6.57 ∧ pay_4 < 6.28 ∧ bill_amt1 < 942220.38 ∧ bill_amt2 < 962146.31 ∧ bill_amt3 < 1617797.75 ∧ -136846.56 < bill_amt4 < 871887.31 ∧ bill_amt5 < 899878.88 ∧ bill_amt6 < 943431.81
Rule 18 with 6.22 for class 1 with likelihood 60.77%: limit_bal < 942657.38 ∧ 1.52 < pay_0 < 7.50 ∧ -1.91 < pay_2 < 6.80 ∧ bill_amt1 < 914227.81 ∧ bill_amt2 < 934947.31 ∧ bill_amt3 < 1651160.38 ∧ -144132.23 < bill_amt4 < 847392.31 ∧ bill_amt5 < 754826.94 ∧ bill_amt6 < 920756.44 ∧ education:4 = 0.0
Rule 19 with 6.22 for class 0 with likelihood 51.87%: limit_bal < 952969.19 ∧ 0.61 < pay_0 ∧ -0.35 < pay_2 < 7.46 ∧ pay_4 < 6.30 ∧ bill_amt1 < 933738.38 ∧ bill_amt2 < 953879.12 ∧ -146343.88 < bill_amt3 < 1651989.88 ∧ -119584.01 < bill_amt4 < 864460.56 ∧ bill_amt5 < 737557.25 ∧ bill_amt6 < 936583.81
Rule 20 with 5.62 for class 1 with likelihood 54.89%: limit_bal < 952523.94 ∧ 1.51 < pay_0 < 4.49 ∧ pay_2 < 6.74 ∧ bill_amt1 < 915852.62 ∧ bill_amt2 < 935390.94 ∧ bill_amt3 < 1648510.12 ∧ -149418.03 < bill_amt4 < 847889.94 ∧ bill_amt5 < 741490.94 ∧ bill_amt6 < 921239.12 ∧ education:4 = 0.0
Rule 22 with 4.93 for class 0 with likelihood 52.86%: limit_bal < 964524.00 ∧ 1.50 < pay_0 ∧ pay_2 < 7.46 ∧ bill_amt1 < 937549.19 ∧ bill_amt2 < 957390.12 ∧ -154997.25 < bill_amt3 < 1633468.25 ∧ -156331.92 < bill_amt4 < 867691.94 ∧ bill_amt5 < 745127.06 ∧ bill_amt6 < 939548.62 ∧ education:4 = 0.0
Rule 3 with 3.71 for class 0 with likelihood 90.09%: 152383.05 < limit_bal ∧ pay_0 < 5.58 ∧ pay_5 < 7.26 ∧ pay_6 < 6.73 ∧ -236105.20 < bill_amt6 ∧ 1863.97 < pay_amt1
Rule 9 with 3.65 for class 0 with likelihood 89.83%: 151216.38 < limit_bal ∧ pay_0 < 6.03 ∧ pay_3 < 6.91 ∧ pay_4 < 6.60 ∧ pay_5 < 5.32 ∧ pay_6 < 4.41 ∧ -243122.48 < bill_amt6 ∧ 2588.51 < pay_amt1
Rule 8 with 3.56 for class 0 with likelihood 87.96%: 52248.36 < limit_bal ∧ pay_0 < 6.08 ∧ pay_3 < 7.46 ∧ pay_4 < 6.24 ∧ pay_5 < 5.25 ∧ pay_6 < 4.34 ∧ -243558.64 < bill_amt6 ∧ 2102.01 < pay_amt1
Rule 24 with 3.54 for class 0 with likelihood 67.66%: limit_bal < 964770.81 ∧ 0.62 < pay_0 ∧ pay_2 < 7.35 ∧ pay_4 < 5.26 ∧ bill_amt1 < 942368.31 ∧ bill_amt2 < 962416.25 ∧ -144147.70 < bill_amt3 < 1639477.12 ∧ -144727.20 < bill_amt4 < 872162.88 ∧ bill_amt5 < 899463.00 ∧ bill_amt6 < 943685.56 ∧ education:4 = 0.0 ∧ education:6 = 0.0
Rule 5 with 3.54 for class 0 with likelihood 89.49%: 119324.18 < limit_bal ∧ pay_0 < 6.14 ∧ pay_3 < 6.96 ∧ pay_5 < 6.16 ∧ pay_6 < 5.16 ∧ -245218.95 < bill_amt6 ∧ 2257.85 < pay_amt1
Rule 6 with 3.48 for class 0 with likelihood 88.79%: 80770.98 < limit_bal ∧ pay_0 < 5.95 ∧ pay_3 < 6.46 ∧ pay_4 < 7.80 ∧ pay_5 < 6.06 ∧ pay_6 < 5.13 ∧ -241066.02 < bill_amt6 ∧ 2788.57 < pay_amt1
Rule 7 with 3.28 for class 0 with likelihood 89.23%: 137659.08 < limit_bal ∧ pay_0 < 5.97 ∧ pay_3 < 6.88 ∧ pay_4 < 7.93 ∧ pay_5 < 4.89 ∧ pay_6 < 6.34 ∧ -247228.05 < bill_amt6 ∧ 1450.00 < pay_amt1
Rule 11 with 3.08 for class 0 with likelihood 87.03%: 58358.04 < limit_bal ∧ pay_0 < 6.21 ∧ pay_3 < 7.01 ∧ pay_4 < 7.74 ∧ pay_5 < 5.09 ∧ pay_6 < 4.71 ∧ -248202.23 < bill_amt6 ∧ 1643.02 < pay_amt1
Rule 10 with 3.01 for class 0 with likelihood 83.97%: pay_0 < 5.51 ∧ pay_3 < 6.88 ∧ pay_5 < 5.04 ∧ pay_6 < 0.53 ∧ -246310.27 < bill_amt6
Rule 2 with 2.94 for class 0 with likelihood 83.81%: 39417.64 < limit_bal ∧ pay_0 < 5.44 ∧ pay_3 < 7.23 ∧ pay_4 < 7.75 ∧ pay_5 < 5.53 ∧ pay_6 < 4.21 ∧ -249735.33 < bill_amt6
Rule 4 with 2.91 for class 0 with likelihood 82.73%: pay_0 < 5.46 ∧ pay_3 < 6.28 ∧ pay_4 < 7.93 ∧ pay_5 < 6.07 ∧ pay_6 < 5.20 ∧ -244359.39 < bill_amt6
Rule 1 with 2.90 for class 0 with likelihood 81.99%: pay_0 < 6.05 ∧ pay_3 < 6.98 ∧ pay_4 < 7.65 ∧ pay_5 < 6.08 ∧ pay_6 < 5.05 ∧ -235724.77 < bill_amt6
Rule 0 with 2.87 for class 0 with likelihood 84.07%: 48914.89 < limit_bal ∧ pay_0 < 6.10 ∧ pay_3 < 7.16 ∧ pay_4 < 7.50 ∧ pay_5 < 5.32 ∧ pay_6 < 4.63 ∧ -242458.98 < bill_amt6
Rule 23 with 2.37 for class 0 with likelihood 73.31%: limit_bal < 964225.12 ∧ 0.64 < pay_0 < 7.88 ∧ pay_2 < 6.12 ∧ pay_3 < 6.19 ∧ pay_4 < 6.18 ∧ bill_amt1 < 943383.56 ∧ bill_amt2 < 963445.00 ∧ -139399.09 < bill_amt3 < 1643060.75 ∧ -142580.05 < bill_amt4 < 873088.56 ∧ bill_amt5 < 909112.00 ∧ bill_amt6 < 944541.56 ∧ education:4 = 0.0 ∧ education:6 = 0.0
Rule 15 with 1.67 for class 0 with likelihood 77.03%: limit_bal < 948465.19 ∧ 0.77 < pay_0 ∧ pay_2 < 7.05 ∧ pay_4 < 6.11 ∧ bill_amt1 < 930238.50 ∧ bill_amt2 < 949931.88 ∧ -119687.59 < bill_amt3 < 1639884.62 ∧ -86363.02 < bill_amt4 < 860984.56 ∧ bill_amt5 < 885237.94 ∧ bill_amt6 < 933374.25 ∧ 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 17 with 1.30 for class 0 with likelihood 78.14%: limit_bal < 936948.50 ∧ age < 78.75 ∧ 0.77 < pay_0 ∧ pay_2 < 7.11 ∧ pay_3 < 4.26 ∧ pay_4 < 5.98 ∧ bill_amt1 < 921884.75 ∧ bill_amt2 < 942006.06 ∧ -132403.14 < bill_amt3 < 1647764.25 ∧ -141520.75 < bill_amt4 < 853866.31 ∧ bill_amt5 < 890457.69 ∧ bill_amt6 < 926757.31 ∧ 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 13 with 1.25 for class 0 with likelihood 78.58%: limit_bal < 961771.00 ∧ 0.98 < pay_0 ∧ pay_2 < 6.70 ∧ pay_3 < 7.14 ∧ pay_4 < 5.09 ∧ -9430.02 < bill_amt1 < 941206.00 ∧ -23329.67 < bill_amt2 < 961140.31 ∧ -118529.12 < bill_amt3 < 1629758.75 ∧ -108042.59 < bill_amt4 < 871053.81 ∧ -71101.29 < bill_amt5 < 907682.06 ∧ bill_amt6 < 942662.81 ∧ 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
Rule 14 with 1.12 for class 0 with likelihood 81.43%: 15539.68 < limit_bal < 912675.00 ∧ 22.57 < age < 78.21 ∧ 1.29 < pay_0 ∧ -1.75 < pay_2 < 6.15 ∧ -1.73 < pay_3 ∧ -1.78 < pay_4 ∧ -1.79 < pay_5 ∧ -1.79 < pay_6 ∧ 4052.32 < bill_amt1 < 900809.25 ∧ -14551.65 < bill_amt2 < 919755.62 ∧ -138112.22 < bill_amt3 < 1637835.50 ∧ -90110.02 < bill_amt4 < 834001.69 ∧ -61861.14 < bill_amt5 < 871013.69 ∧ bill_amt6 < 908452.44 ∧ 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
Rule 16 with 1.06 for class 0 with likelihood 81.62%: 24403.21 < limit_bal < 948338.75 ∧ 23.79 < age < 76.72 ∧ 1.62 < pay_0 ∧ -1.48 < pay_2 < 6.72 ∧ -1.48 < pay_3 ∧ -1.54 < pay_4 ∧ -1.57 < pay_5 ∧ -1.57 < pay_6 ∧ 8792.95 < bill_amt1 < 926810.81 ∧ -7870.21 < bill_amt2 < 944952.75 ∧ -115498.05 < bill_amt3 < 1641395.25 ∧ -147895.44 < bill_amt4 < 856686.06 ∧ -54081.70 < bill_amt5 < 894158.50 ∧ bill_amt6 < 929368.31 ∧ 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 = 0.0 ∧ marriage:3 = 1.0
Rule 12 with 1.00 for class 0 with likelihood 82.14%: 23.70 < age < 76.87 ∧ 1.64 < pay_0 ∧ -1.44 < pay_2 < 6.87 ∧ -1.41 < pay_3 ∧ -1.51 < pay_4 ∧ -1.54 < pay_5 ∧ -1.56 < pay_6 ∧ 9182.53 < bill_amt1 < 930638.62 ∧ -7613.76 < bill_amt2 < 950094.31 ∧ -141370.28 < bill_amt3 < 1645385.50 ∧ -154250.80 < bill_amt4 < 861180.75 ∧ -56168.62 < bill_amt5 < 898410.12 ∧ bill_amt6 < 933518.75 ∧ 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
