Rule 19 with 8.20 for class 1 with likelihood 68.21%: 1.51 < pay_0 ∧ pay_2 < 7.31 ∧ -91099.89 < bill_amt1 ∧ bill_amt2 < 714597.31 ∧ -145901.92 < bill_amt3 < 1650043.75 ∧ bill_amt4 < 683635.12
Rule 21 with 5.21 for class 0 with likelihood 54.83%: 0.60 < pay_0 ∧ -0.23 < pay_2 < 7.33 ∧ pay_4 < 6.34 ∧ -91081.06 < bill_amt1 ∧ -10112.24 < bill_amt2 < 708193.62 ∧ -143294.36 < bill_amt3 < 1640888.00 ∧ bill_amt4 < 689171.75 ∧ marriage:1 = 0.0 ∧ marriage:2 = 0.0
Rule 10 with 4.04 for class 0 with likelihood 87.75%: 126651.71 < limit_bal ∧ age < 49.36 ∧ pay_0 < 5.44 ∧ pay_3 < 0.69 ∧ pay_5 < 5.60 ∧ pay_6 < 1.16 ∧ -244221.08 < bill_amt6
Rule 18 with 4.03 for class 0 with likelihood 60.70%: 0.63 < pay_0 ∧ -0.09 < pay_2 < 7.27 ∧ pay_4 < 6.33 ∧ -87746.30 < bill_amt1 ∧ -13865.85 < bill_amt2 < 673126.94 ∧ -142966.62 < bill_amt3 < 1639608.88 ∧ bill_amt4 < 670288.19 ∧ education:4 = 0.0 ∧ marriage:1 = 0.0 ∧ marriage:2 = 0.0
Rule 1 with 3.65 for class 0 with likelihood 86.81%: 79390.14 < limit_bal ∧ pay_0 < 5.32 ∧ pay_3 < 0.79 ∧ pay_4 < 7.90 ∧ pay_5 < 5.03 ∧ pay_6 < 0.99 ∧ -237827.64 < bill_amt6
Rule 3 with 3.31 for class 0 with likelihood 85.95%: 75916.71 < limit_bal ∧ pay_0 < 6.24 ∧ pay_3 < 7.38 ∧ pay_4 < 5.85 ∧ pay_5 < 4.95 ∧ pay_6 < 0.72 ∧ -240830.30 < bill_amt6
Rule 2 with 3.28 for class 0 with likelihood 85.35%: 44160.26 < limit_bal ∧ pay_0 < 6.26 ∧ pay_3 < 6.97 ∧ pay_4 < 5.92 ∧ pay_5 < 4.95 ∧ pay_6 < 0.77 ∧ -241309.27 < bill_amt6
Rule 9 with 3.20 for class 0 with likelihood 88.38%: 140735.86 < limit_bal ∧ pay_0 < 6.13 ∧ pay_3 < 6.51 ∧ pay_4 < 7.91 ∧ pay_5 < 5.19 ∧ pay_6 < 0.71 ∧ -230968.42 < bill_amt6 ∧ 2021.01 < pay_amt1
Rule 4 with 3.15 for class 0 with likelihood 88.10%: 197743.58 < limit_bal ∧ pay_0 < 6.00 ∧ pay_3 < 7.18 ∧ pay_5 < 6.42 ∧ pay_6 < 5.65 ∧ -247495.80 < bill_amt6 ∧ 4084.40 < pay_amt1
Rule 11 with 3.03 for class 0 with likelihood 88.07%: 165389.83 < limit_bal ∧ pay_0 < 6.07 ∧ pay_3 < 6.68 ∧ pay_4 < 5.25 ∧ pay_5 < 4.29 ∧ pay_6 < 6.32 ∧ -245429.77 < bill_amt6 ∧ 2005.88 < pay_amt1
Rule 6 with 2.97 for class 0 with likelihood 84.62%: 42212.71 < limit_bal ∧ pay_0 < 5.31 ∧ pay_3 < 6.79 ∧ pay_4 < 6.30 ∧ pay_5 < 4.30 ∧ pay_6 < 0.74 ∧ -246248.70 < bill_amt6
Rule 8 with 2.96 for class 0 with likelihood 83.94%: 14953.73 < limit_bal ∧ pay_0 < 5.38 ∧ pay_3 < 6.72 ∧ pay_4 < 7.24 ∧ pay_5 < 4.66 ∧ pay_6 < 0.77 ∧ -236917.33 < bill_amt6
Rule 0 with 2.79 for class 0 with likelihood 83.02%: 16753.53 < limit_bal ∧ pay_0 < 6.20 ∧ pay_3 < 7.12 ∧ pay_4 < 7.11 ∧ pay_5 < 0.50 ∧ pay_6 < 5.03 ∧ -247503.92 < bill_amt6
Rule 7 with 2.79 for class 0 with likelihood 87.49%: 185593.66 < limit_bal ∧ pay_0 < 6.15 ∧ pay_3 < 6.77 ∧ pay_4 < 5.67 ∧ pay_5 < 5.20 ∧ pay_6 < 4.37 ∧ -244711.89 < bill_amt6 ∧ 1681.31 < pay_amt1
Rule 5 with 2.04 for class 0 with likelihood 80.39%: pay_0 < 6.10 ∧ pay_3 < 5.23 ∧ pay_4 < 7.83 ∧ pay_5 < 5.09 ∧ pay_6 < 3.30 ∧ -236299.45 < bill_amt6
Rule 20 with 1.94 for class 0 with likelihood 73.57%: 0.85 < pay_0 ∧ -0.55 < pay_2 < 6.22 ∧ -78313.96 < bill_amt1 ∧ -22705.38 < bill_amt2 < 722349.06 ∧ -129205.83 < bill_amt3 < 1633810.12 ∧ bill_amt4 < 685969.44 ∧ 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 17 with 1.79 for class 0 with likelihood 74.38%: 0.71 < pay_0 ∧ pay_2 < 7.10 ∧ pay_4 < 5.61 ∧ -77501.65 < bill_amt1 ∧ -44991.52 < bill_amt2 < 728097.38 ∧ -130267.16 < bill_amt3 < 1639839.50 ∧ -74989.43 < bill_amt4 < 678659.62 ∧ -75385.17 < bill_amt5 < 582576.69 ∧ bill_amt6 < 552654.12 ∧ 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 24 with 1.62 for class 0 with likelihood 74.02%: 0.70 < pay_0 ∧ pay_2 < 6.45 ∧ pay_3 < 7.59 ∧ pay_4 < 6.08 ∧ -73197.32 < bill_amt1 < 651550.50 ∧ -43368.38 < bill_amt2 < 715697.69 ∧ -139088.80 < bill_amt3 < 1645574.75 ∧ -75251.99 < bill_amt4 < 688850.44 ∧ -78435.80 < bill_amt5 ∧ bill_amt6 < 564767.19 ∧ 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 = 0.0 ∧ marriage:2 = 0.0
Rule 22 with 1.49 for class 0 with likelihood 74.87%: age < 78.98 ∧ 0.75 < pay_0 ∧ pay_2 < 7.27 ∧ pay_4 < 6.30 ∧ -65976.22 < bill_amt1 < 652690.44 ∧ -32683.77 < bill_amt2 < 708605.94 ∧ -141722.41 < bill_amt3 < 1643917.00 ∧ -71237.45 < bill_amt4 < 672371.31 ∧ -72805.28 < bill_amt5 < 584628.62 ∧ bill_amt6 < 551752.75 ∧ 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 12 with 1.43 for class 0 with likelihood 75.45%: 0.71 < pay_0 ∧ pay_2 < 7.16 ∧ -71167.06 < bill_amt1 ∧ -41796.79 < bill_amt2 < 719573.44 ∧ -133415.55 < bill_amt3 < 1641708.50 ∧ -79581.86 < bill_amt4 < 687027.00 ∧ -80619.66 < bill_amt5 < 586583.75 ∧ bill_amt6 < 558191.19 ∧ 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 = 0.0 ∧ marriage:2 = 0.0
Rule 15 with 1.37 for class 0 with likelihood 78.99%: 24.33 < age < 76.78 ∧ 1.54 < pay_0 ∧ -1.45 < pay_2 < 7.19 ∧ -1.45 < pay_3 ∧ -1.52 < pay_4 ∧ -1.56 < pay_5 ∧ -1.55 < pay_6 ∧ -129182.45 < bill_amt1 < 624037.25 ∧ -40765.22 < bill_amt2 < 715897.25 ∧ -123948.62 < bill_amt3 < 1637846.12 ∧ -54789.74 < bill_amt4 < 686301.69 ∧ -57718.69 < bill_amt5 < 567278.44 ∧ bill_amt6 < 545356.12 ∧ 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 23 with 1.35 for class 0 with likelihood 78.71%: 24.11 < age < 76.76 ∧ 1.82 < pay_0 ∧ -1.45 < pay_2 < 6.56 ∧ -1.52 < pay_3 ∧ -1.59 < pay_4 ∧ -1.64 < pay_5 ∧ -1.64 < pay_6 ∧ -37843.96 < bill_amt1 < 636098.38 ∧ -43136.61 < bill_amt2 < 722537.62 ∧ -140960.34 < bill_amt3 < 1648346.88 ∧ -58826.61 < bill_amt4 < 690484.06 ∧ -57496.21 < bill_amt5 < 574914.19 ∧ bill_amt6 < 555766.75 ∧ 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 13 with 1.34 for class 0 with likelihood 78.71%: 24.32 < age < 76.12 ∧ 1.85 < pay_0 ∧ -1.45 < pay_2 < 7.65 ∧ -1.45 < pay_3 ∧ -1.54 < pay_4 ∧ -1.58 < pay_5 ∧ -1.58 < pay_6 ∧ -29740.32 < bill_amt1 < 638333.38 ∧ -41274.17 < bill_amt2 < 712940.94 ∧ -115860.14 < bill_amt3 < 1624661.62 ∧ -55608.28 < bill_amt4 < 689945.75 ∧ -54224.98 < bill_amt5 < 573260.56 ∧ bill_amt6 < 512008.50 ∧ 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 16 with 1.29 for class 0 with likelihood 78.53%: 24.42 < age < 76.67 ∧ -0.30 < pay_0 ∧ -1.40 < pay_2 < 6.67 ∧ -1.35 < pay_3 ∧ -1.44 < pay_4 ∧ -1.50 < pay_5 ∧ -1.49 < pay_6 ∧ -22899.26 < bill_amt1 < 627134.12 ∧ -40651.55 < bill_amt2 < 720067.62 ∧ -139704.84 < bill_amt3 < 1624481.25 ∧ -55764.18 < bill_amt4 < 685303.12 ∧ -56574.00 < bill_amt5 < 567103.38 ∧ bill_amt6 < 547804.88 ∧ 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 14 with 1.00 for class 0 with likelihood 78.49%: 24.18 < age < 76.46 ∧ 1.35 < pay_0 ∧ -1.59 < pay_2 < 6.38 ∧ -1.59 < pay_3 ∧ -1.65 < pay_4 ∧ -1.69 < pay_5 ∧ -1.69 < pay_6 ∧ -104543.17 < bill_amt1 < 634339.06 ∧ -41563.26 < bill_amt2 < 720125.44 ∧ -131006.22 < bill_amt3 < 1644702.50 ∧ -58512.10 < bill_amt4 < 685251.94 ∧ -60006.14 < bill_amt5 < 572172.44 ∧ bill_amt6 < 538482.00 ∧ 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
