Rule 20 with 8.08 for class 1 with likelihood 67.02%: limit_bal < 963087.69 ∧ 1.44 < pay_0 < 7.47 ∧ -1.15 < pay_2 < 6.70 ∧ -47491.75 < bill_amt1 < 937931.00 ∧ bill_amt2 < 958224.69 ∧ bill_amt3 < 751119.38 ∧ -149650.72 < bill_amt4 < 868356.88 ∧ bill_amt5 < 769114.88 ∧ bill_amt6 < 940167.81 ∧ education:4 = 0.0
Rule 28 with 7.35 for class 1 with likelihood 63.58%: limit_bal < 965484.44 ∧ 1.42 < pay_0 ∧ -0.44 < pay_2 < 7.53 ∧ pay_3 < 7.34 ∧ -46326.91 < bill_amt1 < 935406.06 ∧ bill_amt2 < 955786.88 ∧ bill_amt3 < 741644.44 ∧ -133703.50 < bill_amt4 < 866141.19 ∧ bill_amt5 < 758620.88 ∧ bill_amt6 < 938138.00
Rule 24 with 4.95 for class 0 with likelihood 59.09%: limit_bal < 971055.69 ∧ age < 71.18 ∧ 1.50 < pay_0 < 7.65 ∧ pay_2 < 6.62 ∧ -84965.16 < bill_amt1 < 942463.12 ∧ bill_amt2 < 962589.00 ∧ -153331.27 < bill_amt3 < 746850.75 ∧ -145710.97 < bill_amt4 < 872324.69 ∧ bill_amt5 < 872338.88 ∧ bill_amt6 < 943841.00
Rule 21 with 4.55 for class 0 with likelihood 64.05%: limit_bal < 944654.69 ∧ 0.61 < pay_0 ∧ pay_2 < 7.27 ∧ pay_3 < 6.29 ∧ -68761.64 < bill_amt1 < 921958.50 ∧ -35850.13 < bill_amt2 < 942765.50 ∧ -142818.61 < bill_amt3 < 817223.88 ∧ -132691.03 < bill_amt4 < 854399.75 ∧ bill_amt5 < 755289.00 ∧ bill_amt6 < 927255.31 ∧ education:4 = 0.0
Rule 10 with 3.75 for class 0 with likelihood 90.44%: 139409.80 < limit_bal ∧ pay_0 < 5.88 ∧ pay_3 < 7.91 ∧ pay_4 < 6.35 ∧ pay_5 < 5.29 ∧ pay_6 < 6.45 ∧ -245403.61 < bill_amt6 ∧ 1137.36 < pay_amt1
Rule 18 with 3.68 for class 0 with likelihood 65.56%: limit_bal < 940747.31 ∧ age < 66.84 ∧ 0.65 < pay_0 < 7.23 ∧ 0.29 < pay_2 < 5.70 ∧ -1.18 < pay_3 < 6.39 ∧ -78189.05 < bill_amt1 < 926860.19 ∧ -33149.57 < bill_amt2 < 947510.50 ∧ -138885.08 < bill_amt3 < 811674.88 ∧ -112944.73 < bill_amt4 < 858668.62 ∧ bill_amt5 < 884664.06 ∧ bill_amt6 < 931225.38 ∧ education:6 = 0.0
Rule 3 with 3.66 for class 0 with likelihood 90.19%: 137987.81 < limit_bal ∧ pay_0 < 6.04 ∧ pay_4 < 7.26 ∧ pay_5 < 6.28 ∧ pay_6 < 5.21 ∧ -244154.14 < bill_amt6 ∧ 2010.10 < pay_amt1
Rule 17 with 3.58 for class 0 with likelihood 64.85%: limit_bal < 945355.94 ∧ age < 78.48 ∧ 0.65 < pay_0 < 6.62 ∧ -0.05 < pay_2 < 7.41 ∧ pay_3 < 6.29 ∧ -80153.38 < bill_amt1 < 925899.88 ∧ -4333.82 < bill_amt2 < 946584.12 ∧ -145453.20 < bill_amt3 < 810345.00 ∧ -128711.49 < bill_amt4 < 857849.81 ∧ bill_amt5 < 770417.31 ∧ bill_amt6 < 930455.94 ∧ education:4 = 0.0
Rule 22 with 3.56 for class 0 with likelihood 66.69%: limit_bal < 922048.06 ∧ 0.64 < pay_0 ∧ pay_2 < 7.26 ∧ pay_3 < 6.26 ∧ -62948.21 < bill_amt1 < 898485.94 ∧ -33242.93 < bill_amt2 < 920005.94 ∧ -143418.97 < bill_amt3 < 756396.25 ∧ -112997.26 < bill_amt4 < 833891.31 ∧ bill_amt5 < 758241.12 ∧ bill_amt6 < 908289.06 ∧ education:4 = 0.0
Rule 6 with 3.44 for class 0 with likelihood 85.32%: 53046.36 < limit_bal ∧ pay_0 < 5.24 ∧ pay_4 < 6.06 ∧ pay_5 < 5.04 ∧ pay_6 < 0.78 ∧ -242617.30 < bill_amt6
Rule 2 with 3.29 for class 0 with likelihood 89.24%: 91598.22 < limit_bal ∧ pay_0 < 5.52 ∧ pay_4 < 6.34 ∧ pay_5 < 5.36 ∧ pay_6 < 4.16 ∧ -245575.27 < bill_amt6 ∧ 1365.19 < pay_amt1
Rule 26 with 3.29 for class 0 with likelihood 68.55%: limit_bal < 971783.50 ∧ age < 71.51 ∧ 0.65 < pay_0 < 6.57 ∧ pay_2 < 6.33 ∧ pay_3 < 6.21 ∧ -65026.17 < bill_amt1 < 946585.25 ∧ -37541.99 < bill_amt2 < 966592.19 ∧ -138911.91 < bill_amt3 < 763269.00 ∧ -136873.62 < bill_amt4 < 875922.56 ∧ bill_amt5 < 909935.94 ∧ bill_amt6 < 947167.31 ∧ education:0 = 0.0 ∧ education:4 = 0.0
Rule 4 with 3.21 for class 0 with likelihood 86.50%: 143166.31 < limit_bal ∧ pay_0 < 5.67 ∧ pay_4 < 7.29 ∧ pay_5 < 6.28 ∧ pay_6 < 5.22 ∧ -240550.30 < bill_amt6
Rule 9 with 3.21 for class 0 with likelihood 88.76%: 88474.94 < limit_bal ∧ pay_0 < 5.72 ∧ pay_4 < 6.50 ∧ pay_5 < 5.47 ∧ pay_6 < 4.20 ∧ -245717.05 < bill_amt6 ∧ 2487.37 < pay_amt1
Rule 1 with 3.18 for class 0 with likelihood 89.13%: 144176.00 < limit_bal ∧ pay_0 < 5.57 ∧ pay_3 < 7.57 ∧ pay_4 < 6.30 ∧ pay_5 < 5.25 ∧ pay_6 < 4.54 ∧ -250241.58 < bill_amt6 ∧ 2676.21 < pay_amt1
Rule 5 with 3.18 for class 0 with likelihood 88.94%: 124495.23 < limit_bal ∧ pay_0 < 5.59 ∧ pay_4 < 7.26 ∧ pay_5 < 6.22 ∧ pay_6 < 5.18 ∧ -245577.23 < bill_amt6 ∧ 1692.93 < pay_amt1
Rule 27 with 3.15 for class 0 with likelihood 68.46%: limit_bal < 973546.38 ∧ age < 78.53 ∧ 0.66 < pay_0 ∧ pay_2 < 7.21 ∧ pay_3 < 6.28 ∧ -72197.99 < bill_amt1 < 948889.56 ∧ -34853.15 < bill_amt2 < 968830.50 ∧ -126690.81 < bill_amt3 < 771043.19 ∧ -129499.74 < bill_amt4 < 877937.62 ∧ bill_amt5 < 913329.12 ∧ bill_amt6 < 949031.19 ∧ education:0 = 0.0 ∧ education:4 = 0.0
Rule 13 with 3.05 for class 0 with likelihood 84.79%: 51291.48 < limit_bal ∧ pay_0 < 5.44 ∧ pay_3 < 7.80 ∧ pay_4 < 6.67 ∧ pay_5 < 5.63 ∧ pay_6 < 2.56 ∧ -238749.42 < bill_amt6
Rule 7 with 2.96 for class 0 with likelihood 88.73%: 107101.80 < limit_bal ∧ pay_0 < 5.59 ∧ pay_4 < 6.47 ∧ pay_5 < 5.45 ∧ pay_6 < 4.16 ∧ -241069.92 < bill_amt6 ∧ 2549.32 < pay_amt1
Rule 8 with 2.85 for class 0 with likelihood 81.63%: pay_0 < 6.03 ∧ pay_4 < 6.56 ∧ pay_5 < 5.54 ∧ pay_6 < 3.46 ∧ -244027.86 < bill_amt6
Rule 11 with 2.80 for class 0 with likelihood 82.51%: pay_0 < 5.67 ∧ pay_4 < 7.13 ∧ pay_5 < 6.09 ∧ pay_6 < 4.44 ∧ -244626.77 < bill_amt6
Rule 12 with 2.77 for class 0 with likelihood 86.19%: 32815.17 < limit_bal ∧ pay_0 < 5.55 ∧ pay_4 < 6.00 ∧ pay_5 < 4.28 ∧ pay_6 < 5.00 ∧ -235504.52 < bill_amt6 ∧ 2760.09 < pay_amt1
Rule 14 with 2.72 for class 0 with likelihood 86.54%: 63547.79 < limit_bal ∧ pay_0 < 5.24 ∧ pay_3 < 7.69 ∧ pay_4 < 6.55 ∧ pay_5 < 5.57 ∧ pay_6 < 4.19 ∧ -232825.33 < bill_amt6 ∧ 2606.11 < pay_amt1
Rule 0 with 2.69 for class 0 with likelihood 86.74%: 63270.44 < limit_bal ∧ pay_0 < 5.72 ∧ pay_4 < 6.56 ∧ pay_5 < 5.55 ∧ pay_6 < 4.15 ∧ -237553.77 < bill_amt6 ∧ 3364.64 < pay_amt1
Rule 16 with 2.13 for class 0 with likelihood 73.79%: limit_bal < 910142.38 ∧ age < 76.13 ∧ 0.74 < pay_0 < 7.64 ∧ pay_2 < 6.29 ∧ pay_3 < 5.99 ∧ -63606.82 < bill_amt1 < 899076.12 ∧ -36653.54 < bill_amt2 < 920584.69 ∧ -110924.59 < bill_amt3 < 774740.94 ∧ -117973.71 < bill_amt4 < 834428.44 ∧ bill_amt5 < 848789.00 ∧ bill_amt6 < 908781.56 ∧ 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 15 with 1.61 for class 0 with likelihood 76.59%: limit_bal < 962964.75 ∧ age < 77.18 ∧ 0.90 < pay_0 < 6.55 ∧ pay_2 < 5.88 ∧ pay_3 < 6.17 ∧ -56816.48 < bill_amt1 < 941651.50 ∧ -32931.35 < bill_amt2 < 961830.19 ∧ -132240.95 < bill_amt3 < 756426.38 ∧ -155292.14 < bill_amt4 < 871620.62 ∧ bill_amt5 < 908069.00 ∧ bill_amt6 < 943182.38 ∧ 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 1.55 for class 0 with likelihood 77.16%: limit_bal < 958771.62 ∧ 26.12 < age < 76.55 ∧ 0.85 < pay_0 ∧ pay_2 < 7.12 ∧ pay_3 < 6.20 ∧ -48316.21 < bill_amt1 < 940763.88 ∧ -30312.69 < bill_amt2 < 960977.56 ∧ -114767.03 < bill_amt3 < 736496.56 ∧ -100287.65 < bill_amt4 < 870841.38 ∧ -51455.88 < bill_amt5 < 907532.19 ∧ bill_amt6 < 942460.88 ∧ 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 25 with 1.46 for class 0 with likelihood 79.99%: 21599.67 < limit_bal < 932663.25 ∧ 22.11 < age < 77.31 ∧ 0.94 < pay_0 ∧ pay_2 < 6.21 ∧ -51775.46 < bill_amt1 < 917359.00 ∧ -23772.36 < bill_amt2 < 938295.94 ∧ -123877.72 < bill_amt3 < 833132.06 ∧ -121972.12 < bill_amt4 < 850342.56 ∧ -49098.93 < bill_amt5 < 887872.50 ∧ bill_amt6 < 923562.94 ∧ 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 1.27 for class 0 with likelihood 82.35%: 14079.70 < limit_bal < 960340.19 ∧ 23.31 < age < 74.42 ∧ 1.25 < pay_0 ∧ -1.74 < pay_2 < 6.27 ∧ -1.81 < pay_3 ∧ -1.78 < pay_4 ∧ -1.84 < pay_5 ∧ -1.82 < pay_6 ∧ -65042.19 < bill_amt1 < 940844.50 ∧ -17673.78 < bill_amt2 < 961038.56 ∧ -111693.31 < bill_amt3 < 837340.44 ∧ -148403.52 < bill_amt4 < 870908.19 ∧ -45852.88 < bill_amt5 < 907628.94 ∧ bill_amt6 < 942524.81 ∧ 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 19 with 1.00 for class 0 with likelihood 81.85%: 25303.45 < limit_bal < 930322.75 ∧ 23.82 < age < 75.11 ∧ 1.41 < pay_0 ∧ -1.48 < pay_2 < 6.73 ∧ -1.47 < pay_3 ∧ -1.53 < pay_4 ∧ -1.58 < pay_5 ∧ -1.59 < pay_6 ∧ -31511.91 < bill_amt1 < 905514.62 ∧ -38262.70 < bill_amt2 < 926869.56 ∧ -143742.97 < bill_amt3 < 825735.00 ∧ -132877.47 < bill_amt4 < 840089.81 ∧ -38502.66 < bill_amt5 < 878463.12 ∧ bill_amt6 < 914033.81 ∧ 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
