Rule 18 with 7.58 for class 1 with likelihood 64.97%: limit_bal < 975377.62 ∧ 1.08 < pay_0 ∧ -0.44 < pay_2 < 7.20 ∧ pay_4 < 7.51 ∧ -82553.61 < bill_amt1 < 949784.06 ∧ bill_amt2 < 969696.88 ∧ bill_amt3 < 1639420.38 ∧ -167616.98 < bill_amt4 < 878720.44 ∧ bill_amt5 < 907897.75 ∧ -87043.27 < bill_amt6 < 949749.12
Rule 8 with 4.19 for class 0 with likelihood 86.08%: pay_0 < 0.38 ∧ pay_3 < 6.74 ∧ pay_4 < 6.06 ∧ pay_5 < 0.92 ∧ pay_6 < 4.44
Rule 11 with 4.01 for class 0 with likelihood 86.62%: 21772.26 < limit_bal ∧ pay_0 < 0.36 ∧ pay_3 < 6.48 ∧ pay_4 < 7.69 ∧ pay_5 < 5.00 ∧ pay_6 < 0.91
Rule 19 with 3.91 for class 0 with likelihood 53.51%: 1.42 < pay_0 ∧ pay_2 < 7.56 ∧ -83381.39 < bill_amt1 < 941877.06 ∧ bill_amt2 < 962018.94 ∧ bill_amt3 < 1631802.50 ∧ -154832.61 < bill_amt4 < 871828.00 ∧ bill_amt5 < 895150.19 ∧ -91086.92 < bill_amt6 < 943371.06 ∧ education:4 = 0.0
Rule 20 with 3.86 for class 0 with likelihood 53.93%: 1.55 < pay_0 ∧ -1.98 < pay_2 < 6.35 ∧ -84827.48 < bill_amt1 < 946532.94 ∧ bill_amt2 < 966555.38 ∧ -152373.67 < bill_amt3 < 1633550.88 ∧ -113810.05 < bill_amt4 < 875880.12 ∧ bill_amt5 < 911066.62 ∧ -91952.30 < bill_amt6 < 947126.62 ∧ education:4 = 0.0 ∧ education:6 = 0.0
Rule 0 with 3.82 for class 0 with likelihood 86.38%: pay_0 < 0.35 ∧ pay_3 < 6.77 ∧ pay_4 < 6.66 ∧ pay_5 < 3.43 ∧ pay_6 < 0.78
Rule 5 with 3.79 for class 0 with likelihood 85.70%: pay_0 < 0.47 ∧ pay_3 < 6.65 ∧ pay_4 < 5.91 ∧ pay_5 < 0.61 ∧ pay_6 < 5.18
Rule 4 with 3.39 for class 0 with likelihood 80.90%: pay_0 < 4.97 ∧ pay_3 < 6.64 ∧ pay_4 < 5.92 ∧ pay_5 < 0.70 ∧ pay_6 < 4.30
Rule 1 with 3.15 for class 0 with likelihood 86.45%: 148669.77 < limit_bal ∧ pay_0 < 6.08 ∧ pay_3 < 6.08 ∧ pay_4 < 7.50 ∧ pay_5 < 6.18 ∧ pay_6 < 6.26 ∧ 2110.99 < pay_amt1
Rule 7 with 3.14 for class 0 with likelihood 86.44%: 149344.83 < limit_bal ∧ pay_0 < 5.00 ∧ pay_3 < 6.32 ∧ pay_5 < 6.28 ∧ pay_6 < 6.13 ∧ 2238.81 < pay_amt1
Rule 6 with 3.09 for class 0 with likelihood 82.65%: 37121.59 < limit_bal ∧ pay_0 < 4.79 ∧ pay_3 < 5.95 ∧ pay_5 < 5.58 ∧ pay_6 < 0.70
Rule 3 with 3.00 for class 0 with likelihood 82.31%: 52850.50 < limit_bal ∧ pay_0 < 5.63 ∧ pay_3 < 6.66 ∧ pay_4 < 6.93 ∧ pay_5 < 5.25 ∧ pay_6 < 0.65
Rule 2 with 2.93 for class 0 with likelihood 86.31%: 153884.44 < limit_bal ∧ pay_0 < 6.11 ∧ pay_3 < 6.75 ∧ pay_4 < 7.86 ∧ pay_5 < 6.17 ∧ pay_6 < 5.20 ∧ 1986.34 < pay_amt1
Rule 9 with 2.52 for class 0 with likelihood 82.07%: 163896.11 < limit_bal ∧ pay_0 < 5.18 ∧ pay_3 < 7.00 ∧ pay_4 < 7.65 ∧ pay_5 < 5.23 ∧ pay_6 < 4.32
Rule 10 with 2.23 for class 0 with likelihood 79.69%: 74924.41 < limit_bal ∧ pay_0 < 5.11 ∧ pay_3 < 7.00 ∧ pay_4 < 7.01 ∧ pay_5 < 5.63 ∧ pay_6 < 4.47 ∧ 20738.83 < pay_amt2
Rule 15 with 1.92 for class 0 with likelihood 64.17%: age < 78.88 ∧ 0.44 < pay_0 ∧ pay_2 < 7.26 ∧ -73142.41 < bill_amt1 < 944234.69 ∧ bill_amt2 < 964325.75 ∧ -134001.92 < bill_amt3 < 1644478.62 ∧ -154216.70 < bill_amt4 < 873872.56 ∧ bill_amt5 < 909814.50 ∧ -194589.08 < bill_amt6 < 945267.00 ∧ 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 21 with 1.43 for class 0 with likelihood 72.67%: 21.23 < age < 77.85 ∧ 1.28 < pay_0 ∧ -1.68 < pay_2 < 7.17 ∧ -1.91 < pay_3 ∧ -1.92 < pay_4 < 7.29 ∧ -1.94 < pay_5 ∧ -1.97 < pay_6 ∧ -58178.86 < bill_amt1 < 948357.75 ∧ -46193.11 < bill_amt2 < 968316.31 ∧ -124849.03 < bill_amt3 < 1649500.38 ∧ -86770.77 < bill_amt4 < 877470.19 ∧ -71666.55 < bill_amt5 < 913809.94 ∧ -180532.86 < bill_amt6 < 948600.06 ∧ 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 16 with 1.31 for class 0 with likelihood 74.55%: 24.55 < age < 75.75 ∧ 0.12 < pay_0 ∧ -1.43 < pay_2 < 6.44 ∧ -1.41 < pay_3 ∧ -1.48 < pay_4 ∧ -1.52 < pay_5 ∧ -1.51 < pay_6 ∧ -143679.36 < bill_amt1 < 937633.25 ∧ -39723.14 < bill_amt2 < 957882.19 ∧ -120736.42 < bill_amt3 < 1638866.50 ∧ -22612.25 < bill_amt4 < 867978.25 ∧ -61711.05 < bill_amt5 < 904960.12 ∧ -170712.34 < bill_amt6 < 939909.94 ∧ 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 24 with 1.29 for class 0 with likelihood 68.89%: age < 77.45 ∧ 0.62 < pay_0 ∧ pay_2 < 7.32 ∧ -60776.96 < bill_amt1 < 940735.44 ∧ -38000.79 < bill_amt2 < 960946.31 ∧ -141603.89 < bill_amt3 < 1633026.25 ∧ -88926.09 < bill_amt4 < 870813.50 ∧ -72494.33 < bill_amt5 < 907529.00 ∧ -106716.87 < bill_amt6 < 942437.56 ∧ 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 23 with 1.19 for class 0 with likelihood 73.47%: 24.42 < age < 76.77 ∧ 0.78 < pay_0 ∧ -1.43 < pay_2 < 6.54 ∧ -1.42 < pay_3 ∧ -1.46 < pay_4 ∧ -1.52 < pay_5 ∧ -1.53 < pay_6 ∧ -144606.38 < bill_amt1 < 946109.19 ∧ -40034.05 < bill_amt2 < 966142.62 ∧ -143019.75 < bill_amt3 < 1651195.25 ∧ -156871.31 < bill_amt4 < 875509.06 ∧ -58056.66 < bill_amt5 < 911974.00 ∧ -186871.69 < bill_amt6 < 946780.81 ∧ 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 = 1.0 ∧ marriage:3 = 1.0
Rule 13 with 1.18 for class 0 with likelihood 73.46%: 24.45 < age < 76.26 ∧ 1.40 < pay_0 ∧ -1.50 < pay_2 < 6.74 ∧ -1.50 < pay_3 ∧ -1.52 < pay_4 ∧ -1.56 < pay_5 ∧ -1.56 < pay_6 ∧ -31420.83 < bill_amt1 < 941830.12 ∧ -40796.85 < bill_amt2 < 962017.81 ∧ -134919.77 < bill_amt3 < 1642148.75 ∧ -33865.33 < bill_amt4 < 871780.50 ∧ -57179.47 < bill_amt5 < 908452.50 ∧ -179927.34 < bill_amt6 < 943332.44 ∧ 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 22 with 1.16 for class 0 with likelihood 72.13%: 24.18 < age < 75.20 ∧ 1.77 < pay_0 ∧ -1.46 < pay_2 < 6.97 ∧ -1.48 < pay_3 ∧ -1.55 < pay_4 ∧ -1.59 < pay_5 ∧ -1.59 < pay_6 ∧ -70822.19 < bill_amt1 < 946618.19 ∧ -41964.68 < bill_amt2 < 966634.88 ∧ -136868.09 < bill_amt3 < 1639105.88 ∧ -139540.59 < bill_amt4 < 875957.31 ∧ -58328.97 < bill_amt5 < 912399.31 ∧ -182612.78 < bill_amt6 < 947195.56 ∧ sex:1 = 1.0 ∧ sex:2 = 0.0 ∧ 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 1.09 for class 0 with likelihood 72.57%: 0.01 < pay_0 ∧ -1.43 < pay_2 < 6.46 ∧ -1.41 < pay_3 ∧ -1.46 < pay_4 < 7.94 ∧ -1.52 < pay_5 ∧ -1.51 < pay_6 ∧ -41746.69 < bill_amt1 < 941902.50 ∧ -40194.82 < bill_amt2 < 962084.94 ∧ -140523.91 < bill_amt3 < 1621427.88 ∧ -45188.65 < bill_amt4 < 871838.06 ∧ -57047.25 < bill_amt5 < 908507.75 ∧ -183732.42 < bill_amt6 < 943388.38 ∧ 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 17 with 1.07 for class 0 with likelihood 74.08%: 24.16 < age < 75.78 ∧ 1.77 < pay_0 ∧ -1.50 < pay_2 < 6.77 ∧ -1.51 < pay_3 ∧ -1.55 < pay_4 ∧ -1.61 < pay_5 ∧ -1.63 < pay_6 ∧ -144340.89 < bill_amt1 < 946473.06 ∧ -42582.00 < bill_amt2 < 966486.31 ∧ -134408.16 < bill_amt3 < 1641360.88 ∧ -108056.48 < bill_amt4 < 875825.56 ∧ -59734.71 < bill_amt5 < 912271.44 ∧ -159592.38 < bill_amt6 < 947071.94 ∧ sex:1 = 1.0 ∧ sex:2 = 0.0 ∧ 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 14 with 1.00 for class 0 with likelihood 73.81%: 24.35 < age < 72.61 ∧ 1.85 < pay_0 ∧ -1.48 < pay_2 < 7.54 ∧ -1.48 < pay_3 ∧ -1.52 < pay_4 ∧ -1.56 < pay_5 ∧ -1.58 < pay_6 ∧ -95252.06 < bill_amt1 < 943597.38 ∧ -41364.29 < bill_amt2 < 963704.69 ∧ -133184.97 < bill_amt3 < 1651179.00 ∧ -159071.94 < bill_amt4 < 873320.06 ∧ -58413.17 < bill_amt5 < 909901.50 ∧ -162478.00 < bill_amt6 < 944746.62 ∧ sex:1 = 1.0 ∧ sex:2 = 0.0 ∧ 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
