% 1. Title: Credit Approval
%
% 2. Sources:
% (confidential)
% Submitted by quinlan@cs.su.oz.au
%
% 3. Past Usage:
%
% See Quinlan,
% * "Simplifying decision trees", Int J Man-Machine Studies 27,
% Dec 1987, pp. 221-234.
% * "C4.5: Programs for Machine Learning", Morgan Kaufmann, Oct 1992
%
% 4. Relevant Information:
%
% This file concerns credit card applications. All attribute names
% and values have been changed to meaningless symbols to protect
% confidentiality of the data.
%
% This dataset is interesting because there is a good mix of
% attributes -- continuous, nominal with small numbers of
% values, and nominal with larger numbers of values. There
% are also a few missing values.
%
% 5. Number of Instances: 690
%
% 6. Number of Attributes: 15 + class attribute
%
% 7. Attribute Information:
%
% A1: b, a.
% A2: continuous.
% A3: continuous.
% A4: u, y, l, t.
% A5: g, p, gg.
% A6: c, d, cc, i, j, k, m, r, q, w, x, e, aa, ff.
% A7: v, h, bb, j, n, z, dd, ff, o.
% A8: continuous.
% A9: t, f.
% A10: t, f.
% A11: continuous.
% A12: t, f.
% A13: g, p, s.
% A14: continuous.
% A15: continuous.
% A16: +,- (class attribute)
%
% 8. Missing Attribute Values:
% 37 cases (5%) have one or more missing values. The missing
% values from particular attributes are:
%
% A1: 12
% A2: 12
% A4: 6
% A5: 6
% A6: 9
% A7: 9
% A14: 13
%
% 9. Class Distribution
%
% +: 307 (44.5%)
% -: 383 (55.5%)
@relation credit-rating
@attribute 'A1' {b,a}
@attribute 'A2' REAL
@attribute 'A3' REAL
@attribute 'A4' {u, y, l, t}
@attribute 'A5' {g, p, gg}
@attribute 'A6' {c, d, cc, i, j, k, m, r, q, w, x, e, aa, ff}
@attribute 'A7' {v, h, bb, j, n, z, dd, ff, o}
@attribute 'A8' REAL
@attribute 'A9' {t,f}
@attribute 'A10' {t,f}
@attribute 'A11' REAL
@attribute 'A12' {t,f}
@attribute 'A13' {g, p, s}
@attribute 'A14' REAL
@attribute 'A15' REAL
@attribute 'class' {+, -}
@data
%
% 690 instances
%
b,30.83,0,u,g,w,v,1.25,t,t,01,f,g,00202,0,+
a,58.67,4.46,u,g,q,h,3.04,t,t,06,f,g,00043,560,+
a,24.50,0.5,u,g,q,h,1.5,t,f,0,f,g,00280,824,+
b,27.83,1.54,u,g,w,v,3.75,t,t,05,t,g,00100,3,+
b,20.17,5.625,u,g,w,v,1.71,t,f,0,f,s,00120,0,+
b,32.08,4,u,g,m,v,2.5,t,f,0,t,g,00360,0,+
b,33.17,1.04,u,g,r,h,6.5,t,f,0,t,g,00164,31285,+
a,22.92,11.585,u,g,cc,v,0.04,t,f,0,f,g,00080,1349,+
b,54.42,0.5,y,p,k,h,3.96,t,f,0,f,g,00180,314,+
b,42.50,4.915,y,p,w,v,3.165,t,f,0,t,g,00052,1442,+
b,22.08,0.83,u,g,c,h,2.165,f,f,0,t,g,00128,0,+
b,29.92,1.835,u,g,c,h,4.335,t,f,0,f,g,00260,200,+
a,38.25,6,u,g,k,v,1,t,f,0,t,g,00000,0,+
b,48.08,6.04,u,g,k,v,0.04,f,f,0,f,g,00000,2690,+
a,45.83,10.5,u,g,q,v,5,t,t,07,t,g,00000,0,+
b,36.67,4.415,y,p,k,v,0.25,t,t,10,t,g,00320,0,+
b,28.25,0.875,u,g,m,v,0.96,t,t,03,t,g,00396,0,+
a,23.25,5.875,u,g,q,v,3.17,t,t,10,f,g,00120,245,+
b,21.83,0.25,u,g,d,h,0.665,t,f,0,t,g,00000,0,+
a,19.17,8.585,u,g,cc,h,0.75,t,t,07,f,g,00096,0,+
b,25.00,11.25,u,g,c,v,2.5,t,t,17,f,g,00200,1208,+
b,23.25,1,u,g,c,v,0.835,t,f,0,f,s,00300,0,+
a,47.75,8,u,g,c,v,7.875,t,t,06,t,g,00000,1260,+
a,27.42,14.5,u,g,x,h,3.085,t,t,01,f,g,00120,11,+
a,41.17,6.5,u,g,q,v,0.5,t,t,03,t,g,00145,0,+
a,15.83,0.585,u,g,c,h,1.5,t,t,02,f,g,00100,0,+
a,47.00,13,u,g,i,bb,5.165,t,t,09,t,g,00000,0,+
b,56.58,18.5,u,g,d,bb,15,t,t,17,t,g,00000,0,+
b,57.42,8.5,u,g,e,h,7,t,t,03,f,g,00000,0,+
b,42.08,1.04,u,g,w,v,5,t,t,06,t,g,00500,10000,+
b,29.25,14.79,u,g,aa,v,5.04,t,t,05,t,g,00168,0,+
b,42.00,9.79,u,g,x,h,7.96,t,t,08,f,g,00000,0,+
b,49.50,7.585,u,g,i,bb,7.585,t,t,15,t,g,00000,5000,+
a,36.75,5.125,u,g,e,v,5,t,f,0,t,g,00000,4000,+
a,22.58,10.75,u,g,q,v,0.415,t,t,05,t,g,00000,560,+
b,27.83,1.5,u,g,w,v,2,t,t,11,t,g,00434,35,+
b,27.25,1.585,u,g,cc,h,1.835,t,t,12,t,g,00583,713,+
a,23.00,11.75,u,g,x,h,0.5,t,t,02,t,g,00300,551,+
b,27.75,0.585,y,p,cc,v,0.25,t,t,02,f,g,00260,500,+
b,54.58,9.415,u,g,ff,ff,14.415,t,t,11,t,g,00030,300,+
b,34.17,9.17,u,g,c,v,4.5,t,t,12,t,g,00000,221,+
b,28.92,15,u,g,c,h,5.335,t,t,11,f,g,00000,2283,+
b,29.67,1.415,u,g,w,h,0.75,t,t,01,f,g,00240,100,+
b,39.58,13.915,u,g,w,v,8.625,t,t,06,t,g,00070,0,+
b,56.42,28,y,p,c,v,28.5,t,t,40,f,g,00000,15,+
b,54.33,6.75,u,g,c,h,2.625,t,t,11,t,g,00000,284,+
a,41.00,2.04,y,p,q,h,0.125,t,t,23,t,g,00455,1236,+
b,31.92,4.46,u,g,cc,h,6.04,t,t,03,f,g,00311,300,+
b,41.50,1.54,u,g,i,bb,3.5,f,f,0,f,g,00216,0,+
b,23.92,0.665,u,g,c,v,0.165,f,f,0,f,g,00100,0,+
a,25.75,0.5,u,g,c,h,0.875,t,f,0,t,g,00491,0,+
b,26.00,1,u,g,q,v,1.75,t,f,0,t,g,00280,0,+
b,37.42,2.04,u,g,w,v,0.04,t,f,0,t,g,00400,5800,+
b,34.92,2.5,u,g,w,v,0,t,f,0,t,g,00239,200,+
b,34.25,3,u,g,cc,h,7.415,t,f,0,t,g,00000,0,+
b,23.33,11.625,y,p,w,v,0.835,t,f,0,t,g,00160,300,+
b,23.17,0,u,g,cc,v,0.085,t,f,0,f,g,00000,0,+
b,44.33,0.5,u,g,i,h,5,t,f,0,t,g,00320,0,+
b,35.17,4.5,u,g,x,h,5.75,f,f,0,t,s,00711,0,+
b,43.25,3,u,g,q,h,6,t,t,11,f,g,00080,0,+
b,56.75,12.25,u,g,m,v,1.25,t,t,04,t,g,00200,0,+
b,31.67,16.165,u,g,d,v,3,t,t,09,f,g,00250,730,+
a,23.42,0.79,y,p,q,v,1.5,t,t,02,t,g,00080,400,+
a,20.42,0.835,u,g,q,v,1.585,t,t,01,f,g,00000,0,+
b,26.67,4.25,u,g,cc,v,4.29,t,t,01,t,g,00120,0,+
b,34.17,1.54,u,g,cc,v,1.54,t,t,01,t,g,00520,50000,+
a,36.00,1,u,g,c,v,2,t,t,11,f,g,00000,456,+
b,25.50,0.375,u,g,m,v,0.25,t,t,03,f,g,00260,15108,+
b,19.42,6.5,u,g,w,h,1.46,t,t,07,f,g,00080,2954,+
b,35.17,25.125,u,g,x,h,1.625,t,t,01,t,g,00515,500,+
b,32.33,7.5,u,g,e,bb,1.585,t,f,0,t,s,00420,0,-
b,34.83,4,u,g,d,bb,12.5,t,f,0,t,g,?,0,-
a,38.58,5,u,g,cc,v,13.5,t,f,0,t,g,00980,0,-
b,44.25,0.5,u,g,m,v,10.75,t,f,0,f,s,00400,0,-
b,44.83,7,y,p,c,v,1.625,f,f,0,f,g,00160,2,-
b,20.67,5.29,u,g,q,v,0.375,t,t,01,f,g,00160,0,-
b,34.08,6.5,u,g,aa,v,0.125,t,f,0,t,g,00443,0,-
a,19.17,0.585,y,p,aa,v,0.585,t,f,0,t,g,00160,0,-
b,21.67,1.165,y,p,k,v,2.5,t,t,01,f,g,00180,20,-
b,21.50,9.75,u,g,c,v,0.25,t,f,0,f,g,00140,0,-
b,49.58,19,u,g,ff,ff,0,t,t,01,f,g,00094,0,-
a,27.67,1.5,u,g,m,v,2,t,f,0,f,s,00368,0,-
b,39.83,0.5,u,g,m,v,0.25,t,f,0,f,s,00288,0,-
a,?,3.5,u,g,d,v,3,t,f,0,t,g,00300,0,-
b,27.25,0.625,u,g,aa,v,0.455,t,f,0,t,g,00200,0,-
b,37.17,4,u,g,c,bb,5,t,f,0,t,s,00280,0,-
b,?,0.375,u,g,d,v,0.875,t,f,0,t,s,00928,0,-
b,25.67,2.21,y,p,aa,v,4,t,f,0,f,g,00188,0,-
b,34.00,4.5,u,g,aa,v,1,t,f,0,t,g,00240,0,-
a,49.00,1.5,u,g,j,j,0,t,f,0,t,g,00100,27,-
b,62.50,12.75,y,p,c,h,5,t,f,0,f,g,00112,0,-
b,31.42,15.5,u,g,c,v,0.5,t,f,0,f,g,00120,0,-
b,?,5,y,p,aa,v,8.5,t,f,0,f,g,00000,0,-
b,52.33,1.375,y,p,c,h,9.46,t,f,0,t,g,00200,100,-
b,28.75,1.5,y,p,c,v,1.5,t,f,0,t,g,00000,225,-
a,28.58,3.54,u,g,i,bb,0.5,t,f,0,t,g,00171,0,-
b,23.00,0.625,y,p,aa,v,0.125,t,f,0,f,g,00180,1,-
b,?,0.5,u,g,c,bb,0.835,t,f,0,t,s,00320,0,-
a,22.50,11,y,p,q,v,3,t,f,0,t,g,00268,0,-
a,28.50,1,u,g,q,v,1,t,t,02,t,g,00167,500,-
b,37.50,1.75,y,p,c,bb,0.25,t,f,0,t,g,00164,400,-
b,35.25,16.5,y,p,c,v,4,t,f,0,f,g,00080,0,-
b,18.67,5,u,g,q,v,0.375,t,t,02,f,g,00000,38,-
b,25.00,12,u,g,k,v,2.25,t,t,02,t,g,00120,5,-
b,27.83,4,y,p,i,h,5.75,t,t,02,t,g,00075,0,-
b,54.83,15.5,u,g,e,z,0,t,t,20,f,g,00152,130,-
b,28.75,1.165,u,g,k,v,0.5,t,f,0,f,s,00280,0,-
a,25.00,11,y,p,aa,v,4.5,t,f,0,f,g,00120,0,-
b,40.92,2.25,y,p,x,h,10,t,f,0,t,g,00176,0,-
a,19.75,0.75,u,g,c,v,0.795,t,t,05,t,g,00140,5,-
b,29.17,3.5,u,g,w,v,3.5,t,t,03,t,g,00329,0,-
a,24.50,1.04,y,p,ff,ff,0.5,t,t,03,f,g,00180,147,-
b,24.58,12.5,u,g,w,v,0.875,t,f,0,t,g,00260,0,-
a,33.75,0.75,u,g,k,bb,1,t,t,03,t,g,00212,0,-
b,20.67,1.25,y,p,c,h,1.375,t,t,03,t,g,00140,210,-
a,25.42,1.125,u,g,q,v,1.29,t,t,02,f,g,00200,0,-
b,37.75,7,u,g,q,h,11.5,t,t,07,t,g,00300,5,-
b,52.50,6.5,u,g,k,v,6.29,t,t,15,f,g,00000,11202,+
b,57.83,7.04,u,g,m,v,14,t,t,06,t,g,00360,1332,+
a,20.75,10.335,u,g,cc,h,0.335,t,t,01,t,g,00080,50,+
b,39.92,6.21,u,g,q,v,0.04,t,t,01,f,g,00200,300,+
b,25.67,12.5,u,g,cc,v,1.21,t,t,67,t,g,00140,258,+
a,24.75,12.5,u,g,aa,v,1.5,t,t,12,t,g,00120,567,+
a,44.17,6.665,u,g,q,v,7.375,t,t,03,t,g,00000,0,+
a,23.50,9,u,g,q,v,8.5,t,t,05,t,g,00120,0,+
b,34.92,5,u,g,x,h,7.5,t,t,06,t,g,00000,1000,+
b,47.67,2.5,u,g,m,bb,2.5,t,t,12,t,g,00410,2510,+
b,22.75,11,u,g,q,v,2.5,t,t,07,t,g,00100,809,+
b,34.42,4.25,u,g,i,bb,3.25,t,t,02,f,g,00274,610,+
a,28.42,3.5,u,g,w,v,0.835,t,f,0,f,s,00280,0,+
b,67.75,5.5,u,g,e,z,13,t,t,01,t,g,00000,0,+
b,20.42,1.835,u,g,c,v,2.25,t,t,01,f,g,00100,150,+
a,47.42,8,u,g,e,bb,6.5,t,t,06,f,g,00375,51100,+
b,36.25,5,u,g,c,bb,2.5,t,t,06,f,g,00000,367,+
b,32.67,5.5,u,g,q,h,5.5,t,t,12,t,g,00408,1000,+
b,48.58,6.5,u,g,q,h,6,t,f,0,t,g,00350,0,+
b,39.92,0.54,y,p,aa,v,0.5,t,t,03,f,g,00200,1000,+
b,33.58,2.75,u,g,m,v,4.25,t,t,06,f,g,00204,0,+
a,18.83,9.5,u,g,w,v,1.625,t,t,06,t,g,00040,600,+
a,26.92,13.5,u,g,q,h,5,t,t,02,f,g,00000,5000,+
a,31.25,3.75,u,g,cc,h,0.625,t,t,09,t,g,00181,0,+
a,56.50,16,u,g,j,ff,0,t,t,15,f,g,00000,247,+
b,43.00,0.29,y,p,cc,h,1.75,t,t,08,f,g,00100,375,+
b,22.33,11,u,g,w,v,2,t,t,01,f,g,00080,278,+
b,27.25,1.665,u,g,cc,h,5.085,t,t,09,f,g,00399,827,+
b,32.83,2.5,u,g,cc,h,2.75,t,t,06,f,g,00160,2072,+
b,23.25,1.5,u,g,q,v,2.375,t,t,03,t,g,00000,582,+
a,40.33,7.54,y,p,q,h,8,t,t,14,f,g,00000,2300,+
a,30.50,6.5,u,g,c,bb,4,t,t,07,t,g,00000,3065,+
a,52.83,15,u,g,c,v,5.5,t,t,14,f,g,00000,2200,+
a,46.67,0.46,u,g,cc,h,0.415,t,t,11,t,g,00440,6,+
a,58.33,10,u,g,q,v,4,t,t,14,f,g,00000,1602,+
b,37.33,6.5,u,g,m,h,4.25,t,t,12,t,g,00093,0,+
b,23.08,2.5,u,g,c,v,1.085,t,t,11,t,g,00060,2184,+
b,32.75,1.5,u,g,cc,h,5.5,t,t,03,t,g,00000,0,+
a,21.67,11.5,y,p,j,j,0,t,t,11,t,g,00000,0,+
a,28.50,3.04,y,p,x,h,2.54,t,t,01,f,g,00070,0,+
a,68.67,15,u,g,e,z,0,t,t,14,f,g,00000,3376,+
b,28.00,2,u,g,k,h,4.165,t,t,02,t,g,00181,0,+
b,34.08,0.08,y,p,m,bb,0.04,t,t,01,t,g,00280,2000,+
b,27.67,2,u,g,x,h,1,t,t,04,f,g,00140,7544,+
b,44.00,2,u,g,m,v,1.75,t,t,02,t,g,00000,15,+
b,25.08,1.71,u,g,x,v,1.665,t,t,01,t,g,00395,20,+
b,32.00,1.75,y,p,e,h,0.04,t,f,0,t,g,00393,0,+
a,60.58,16.5,u,g,q,v,11,t,f,0,t,g,00021,10561,+
a,40.83,10,u,g,q,h,1.75,t,f,0,f,g,00029,837,+
b,19.33,9.5,u,g,q,v,1,t,f,0,t,g,00060,400,+
a,32.33,0.54,u,g,cc,v,0.04,t,f,0,f,g,00440,11177,+
b,36.67,3.25,u,g,q,h,9,t,f,0,t,g,00102,639,+
b,37.50,1.125,y,p,d,v,1.5,f,f,0,t,g,00431,0,+
a,25.08,2.54,y,p,aa,v,0.25,t,f,0,t,g,00370,0,+
b,41.33,0,u,g,c,bb,15,t,f,0,f,g,00000,0,+
b,56.00,12.5,u,g,k,h,8,t,f,0,t,g,00024,2028,+
a,49.83,13.585,u,g,k,h,8.5,t,f,0,t,g,00000,0,+
b,22.67,10.5,u,g,q,h,1.335,t,f,0,f,g,00100,0,+
b,27.00,1.5,y,p,w,v,0.375,t,f,0,t,g,00260,1065,+
b,25.00,12.5,u,g,aa,v,3,t,f,0,t,s,00020,0,+
a,26.08,8.665,u,g,aa,v,1.415,t,f,0,f,g,00160,150,+
a,18.42,9.25,u,g,q,v,1.21,t,t,04,f,g,00060,540,+
b,20.17,8.17,u,g,aa,v,1.96,t,t,14,f,g,00060,158,+
b,47.67,0.29,u,g,c,bb,15,t,t,20,f,g,00000,15000,+
a,21.25,2.335,u,g,i,bb,0.5,t,t,04,f,s,00080,0,+
a,20.67,3,u,g,q,v,0.165,t,t,03,f,g,00100,6,+
a,57.08,19.5,u,g,c,v,5.5,t,t,07,f,g,00000,3000,+
a,22.42,5.665,u,g,q,v,2.585,t,t,07,f,g,00129,3257,+
b,48.75,8.5,u,g,c,h,12.5,t,t,09,f,g,00181,1655,+
b,40.00,6.5,u,g,aa,bb,3.5,t,t,01,f,g,00000,500,+
b,40.58,5,u,g,c,v,5,t,t,07,f,g,00000,3065,+
a,28.67,1.04,u,g,c,v,2.5,t,t,05,t,g,00300,1430,+
a,33.08,4.625,u,g,q,h,1.625,t,t,02,f,g,00000,0,+
b,21.33,10.5,u,g,c,v,3,t,f,0,t,g,00000,0,+
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%
%
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