Rule 15 with 6.85 for class 1 with likelihood 67.98%: limit_bal < 779585.94 ∧ 1.44 < pay_0 < 4.57 ∧ -0.49 < pay_2 < 7.30 ∧ pay_4 < 7.59 ∧ -84270.70 < bill_amt1 ∧ -46691.44 < bill_amt2 < 719968.31 ∧ -153112.17 < bill_amt3 < 1644408.88 ∧ bill_amt4 < 648074.81
Rule 18 with 6.80 for class 1 with likelihood 54.01%: 0.70 < pay_0 ∧ -0.43 < pay_2 < 7.41 ∧ pay_4 < 6.27 ∧ -84497.69 < bill_amt1 ∧ -28618.42 < bill_amt2 < 714125.88 ∧ bill_amt3 < 1635778.50 ∧ bill_amt4 < 689113.75
Rule 27 with 6.53 for class 1 with likelihood 54.00%: 0.67 < pay_0 < 5.38 ∧ -0.46 < pay_2 < 7.33 ∧ pay_4 < 5.33 ∧ -84492.89 < bill_amt1 ∧ -38675.25 < bill_amt2 < 716442.50 ∧ -136775.50 < bill_amt3 < 1640258.00 ∧ bill_amt4 < 628297.50 ∧ education:4 = 0.0
Rule 23 with 5.61 for class 1 with likelihood 56.14%: 1.51 < pay_0 < 4.61 ∧ -1.58 < pay_2 < 6.87 ∧ -64378.39 < bill_amt1 ∧ bill_amt2 < 719206.50 ∧ -144482.72 < bill_amt3 < 1650998.50 ∧ bill_amt4 < 685398.94 ∧ education:4 = 0.0
Rule 17 with 4.90 for class 0 with likelihood 50.65%: 1.51 < pay_0 < 7.93 ∧ -1.88 < pay_2 < 6.58 ∧ pay_4 < 4.50 ∧ -38868.75 < bill_amt1 ∧ bill_amt2 < 715613.00 ∧ -148901.69 < bill_amt3 < 1641427.25 ∧ bill_amt4 < 686616.75 ∧ education:4 = 0.0
Rule 24 with 4.04 for class 0 with likelihood 61.01%: 1.47 < pay_0 ∧ -1.75 < pay_2 < 7.21 ∧ -65181.93 < bill_amt1 ∧ bill_amt2 < 721914.31 ∧ -150528.00 < bill_amt3 < 1630407.50 ∧ bill_amt4 < 642441.50 ∧ education:4 = 0.0
Rule 21 with 3.77 for class 0 with likelihood 64.20%: 1.44 < pay_0 < 6.39 ∧ -1.48 < pay_2 < 6.31 ∧ pay_4 < 7.49 ∧ -70138.75 < bill_amt1 ∧ bill_amt2 < 704341.38 ∧ -129382.30 < bill_amt3 < 1628565.88 ∧ bill_amt4 < 643351.06
Rule 3 with 3.57 for class 0 with likelihood 89.50%: 142370.06 < limit_bal ∧ pay_0 < 6.15 ∧ pay_3 < 7.24 ∧ pay_4 < 6.20 ∧ pay_5 < 5.22 ∧ pay_6 < 4.24 ∧ -237971.64 < bill_amt6 ∧ 2331.64 < pay_amt1 ∧ 2844.60 < pay_amt2
Rule 0 with 3.56 for class 0 with likelihood 89.40%: 149282.25 < limit_bal ∧ pay_0 < 6.15 ∧ pay_3 < 7.54 ∧ pay_4 < 5.39 ∧ pay_5 < 4.58 ∧ pay_6 < 6.35 ∧ -20650.66 < bill_amt4 ∧ -242034.48 < bill_amt6 ∧ 1477.32 < pay_amt1
Rule 7 with 3.53 for class 0 with likelihood 89.68%: 137808.44 < limit_bal ∧ pay_0 < 6.27 ∧ pay_3 < 7.80 ∧ pay_4 < 7.98 ∧ pay_5 < 6.53 ∧ pay_6 < 5.26 ∧ -244642.11 < bill_amt6 ∧ 2267.02 < pay_amt1
Rule 13 with 3.42 for class 0 with likelihood 88.86%: 135050.22 < limit_bal ∧ pay_0 < 6.23 ∧ pay_3 < 6.84 ∧ pay_4 < 7.98 ∧ pay_5 < 5.84 ∧ pay_6 < 4.25 ∧ -241370.42 < bill_amt6 ∧ 2804.67 < pay_amt1
Rule 16 with 3.37 for class 0 with likelihood 69.34%: 0.60 < pay_0 ∧ pay_2 < 6.58 ∧ pay_4 < 6.72 ∧ -76861.96 < bill_amt1 ∧ -36044.54 < bill_amt2 < 698964.19 ∧ -142173.81 < bill_amt3 < 1644316.38 ∧ bill_amt4 < 657372.00 ∧ education:4 = 0.0
Rule 12 with 3.35 for class 0 with likelihood 84.61%: 43524.50 < limit_bal ∧ pay_0 < 6.16 ∧ pay_3 < 7.18 ∧ pay_4 < 7.92 ∧ pay_5 < 5.47 ∧ pay_6 < 4.32 ∧ -245554.45 < bill_amt6
Rule 8 with 3.33 for class 0 with likelihood 84.07%: 19852.12 < limit_bal ∧ pay_0 < 6.48 ∧ pay_3 < 6.74 ∧ pay_4 < 7.72 ∧ pay_5 < 4.92 ∧ pay_6 < 0.76 ∧ -244593.86 < bill_amt6
Rule 10 with 3.31 for class 0 with likelihood 85.03%: 80973.70 < limit_bal ∧ pay_0 < 6.22 ∧ pay_3 < 7.11 ∧ pay_4 < 7.63 ∧ pay_5 < 5.21 ∧ pay_6 < 4.17 ∧ -245603.23 < bill_amt6
Rule 2 with 3.28 for class 0 with likelihood 84.19%: pay_0 < 6.10 ∧ pay_3 < 6.70 ∧ pay_4 < 5.93 ∧ pay_5 < 0.60 ∧ pay_6 < 4.93 ∧ -235131.64 < bill_amt6
Rule 14 with 3.07 for class 0 with likelihood 88.96%: 143649.55 < limit_bal ∧ pay_0 < 6.18 ∧ pay_3 < 6.46 ∧ pay_4 < 7.64 ∧ pay_5 < 6.13 ∧ pay_6 < 5.94 ∧ -239681.67 < bill_amt6 ∧ 1506.87 < pay_amt1
Rule 11 with 3.04 for class 0 with likelihood 82.15%: pay_0 < 6.16 ∧ pay_3 < 6.17 ∧ pay_4 < 7.77 ∧ pay_5 < 6.11 ∧ pay_6 < 5.00 ∧ -244137.08 < bill_amt6
Rule 4 with 2.98 for class 0 with likelihood 84.05%: 55922.59 < limit_bal ∧ pay_0 < 6.19 ∧ pay_3 < 7.14 ∧ pay_4 < 7.69 ∧ pay_5 < 5.39 ∧ pay_6 < 4.15 ∧ -243586.23 < bill_amt6
Rule 9 with 2.95 for class 0 with likelihood 88.83%: 136628.84 < limit_bal ∧ pay_0 < 6.17 ∧ pay_3 < 6.89 ∧ pay_4 < 7.73 ∧ pay_5 < 6.04 ∧ pay_6 < 4.54 ∧ -243280.80 < bill_amt6 ∧ 2812.78 < pay_amt1
Rule 5 with 2.91 for class 0 with likelihood 88.48%: 106924.40 < limit_bal ∧ pay_0 < 6.39 ∧ pay_3 < 6.84 ∧ pay_4 < 7.89 ∧ pay_5 < 5.74 ∧ pay_6 < 4.19 ∧ -245874.02 < bill_amt6 ∧ 2871.91 < pay_amt1
Rule 19 with 2.83 for class 0 with likelihood 72.04%: 0.64 < pay_0 ∧ pay_2 < 5.76 ∧ pay_4 < 6.40 ∧ -71783.53 < bill_amt1 ∧ -40726.97 < bill_amt2 < 709315.00 ∧ -143804.80 < bill_amt3 < 1640831.50 ∧ bill_amt4 < 661955.19 ∧ education:4 = 0.0
Rule 1 with 2.78 for class 0 with likelihood 88.23%: 135605.11 < limit_bal ∧ pay_0 < 6.09 ∧ pay_3 < 6.81 ∧ pay_4 < 7.77 ∧ pay_5 < 5.81 ∧ pay_6 < 4.37 ∧ -236382.95 < bill_amt6 ∧ 2626.60 < pay_amt1
Rule 6 with 2.65 for class 0 with likelihood 82.64%: pay_0 < 6.11 ∧ pay_3 < 7.16 ∧ pay_4 < 7.54 ∧ pay_5 < 4.46 ∧ pay_6 < 5.06 ∧ -239668.58 < bill_amt6
Rule 25 with 1.61 for class 0 with likelihood 76.39%: 0.75 < pay_0 ∧ pay_2 < 7.28 ∧ -60901.88 < bill_amt1 ∧ -32960.00 < bill_amt2 < 704868.31 ∧ -138978.66 < bill_amt3 < 1619064.38 ∧ -80885.70 < bill_amt4 < 672070.00 ∧ -79421.53 < bill_amt5 ∧ bill_amt6 < 561745.44 ∧ 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 22 with 1.46 for class 0 with likelihood 78.10%: 0.77 < pay_0 ∧ pay_2 < 6.82 ∧ -67448.93 < bill_amt1 ∧ -34392.82 < bill_amt2 < 713159.56 ∧ -140834.72 < bill_amt3 < 1622005.00 ∧ -74163.02 < bill_amt4 < 664594.19 ∧ -78867.57 < bill_amt5 ∧ bill_amt6 < 564277.94 ∧ 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 29 with 1.29 for class 0 with likelihood 80.33%: limit_bal < 781831.94 ∧ 21.54 < age < 78.73 ∧ 0.88 < pay_0 ∧ pay_2 < 5.33 ∧ pay_4 < 5.45 ∧ -58041.27 < bill_amt1 ∧ -28075.36 < bill_amt2 < 727199.81 ∧ -138270.22 < bill_amt3 < 1645427.75 ∧ -71823.78 < bill_amt4 < 664085.56 ∧ -69957.34 < bill_amt5 < 582203.25 ∧ bill_amt6 < 544567.50 ∧ sex:1 = 1.0 ∧ 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 26 with 1.26 for class 0 with likelihood 80.34%: limit_bal < 772273.75 ∧ 23.61 < age < 77.14 ∧ 1.36 < pay_0 ∧ -1.50 < pay_2 < 7.14 ∧ -1.54 < pay_3 ∧ -1.63 < pay_4 ∧ -1.72 < pay_5 ∧ -1.72 < pay_6 ∧ -79981.50 < bill_amt1 < 648705.12 ∧ -35404.53 < bill_amt2 < 713283.06 ∧ -133708.80 < bill_amt3 < 1652217.12 ∧ -63982.39 < bill_amt4 < 679591.00 ∧ -57258.96 < bill_amt5 < 580645.94 ∧ bill_amt6 < 547159.38 ∧ 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 28 with 1.21 for class 0 with likelihood 80.45%: limit_bal < 776380.81 ∧ 26.09 < age ∧ 1.19 < pay_0 ∧ -1.75 < pay_2 < 6.42 ∧ -1.80 < pay_3 < 7.55 ∧ -1.85 < pay_4 ∧ -1.89 < pay_5 ∧ -1.88 < pay_6 ∧ -52593.93 < bill_amt1 ∧ -33668.33 < bill_amt2 < 721051.19 ∧ -139316.27 < bill_amt3 < 1644229.25 ∧ -69157.46 < bill_amt4 < 610047.94 ∧ -69297.94 < bill_amt5 < 578965.88 ∧ bill_amt6 < 551462.06 ∧ 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 20 with 1.00 for class 0 with likelihood 81.29%: 19275.01 < limit_bal < 685764.12 ∧ 24.03 < age < 75.11 ∧ 1.51 < pay_0 ∧ -1.48 < pay_2 < 6.70 ∧ -1.45 < pay_3 ∧ -1.55 < pay_4 ∧ -1.61 < pay_5 ∧ -1.59 < pay_6 ∧ -82077.23 < bill_amt1 < 631177.06 ∧ -39015.50 < bill_amt2 < 708669.44 ∧ -137113.16 < bill_amt3 < 1650787.00 ∧ -57449.06 < bill_amt4 < 687200.94 ∧ -49923.64 < bill_amt5 < 575772.75 ∧ bill_amt6 < 531569.62 ∧ 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
