credit_data.csv

,Status of existing checking account,Duration in month,Credit history,Purpose,Credit amount,Savings account/bonds,Present employment since,Installment rate in percentage of disposable income,Personal status and sex,Other debtors/guarantors,Present residence since,Property,Age in years,Other installment plans,Housing,Number of existing credits at this bank,Job,Number of people being liable to provide maintenance for,Telephone,Foreign worker,Debtor status
0,"less, than 0 DM",6,critical account/other credits existing (not at this bank),radio/television,1169,unknown/no savings account,"more, than 7 years",4,male & single,none,4,real estate,67,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
1,between 0 & 200 DM,48,existing credits paid back duly till now,radio/television,5951,"less, than 100 DM",between 1 & 4 years,2,female & divorced/separated/married,none,2,real estate,22,none,own,1,skilled employee/official,1,none,yes,bad
2,no checking account,12,critical account/other credits existing (not at this bank),education,2096,"less, than 100 DM",between 4 & 7 years,2,male & single,none,3,real estate,49,none,own,1,unskilled & resident,2,none,yes,good
3,"less, than 0 DM",42,existing credits paid back duly till now,furniture/equipment,7882,"less, than 100 DM",between 4 & 7 years,2,male & single,guarantor,4,building society savings agreement/life insurance,45,none,for free,1,skilled employee/official,2,none,yes,good
4,"less, than 0 DM",24,delay in paying off in the past,car (new),4870,"less, than 100 DM",between 1 & 4 years,3,male & single,none,4,unknown/no property,53,none,for free,2,skilled employee/official,2,none,yes,bad
5,no checking account,36,existing credits paid back duly till now,education,9055,unknown/no savings account,between 1 & 4 years,2,male & single,none,4,unknown/no property,35,none,for free,1,unskilled & resident,2,"yes, registered under the customers name",yes,good
6,no checking account,24,existing credits paid back duly till now,furniture/equipment,2835,between 500 & 1000 DM,"more, than 7 years",3,male & single,none,4,building society savings agreement/life insurance,53,none,own,1,skilled employee/official,1,none,yes,good
7,between 0 & 200 DM,36,existing credits paid back duly till now,car (used),6948,"less, than 100 DM",between 1 & 4 years,2,male & single,none,2,"car or other, not in attribute 6",35,none,rent,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
8,no checking account,12,existing credits paid back duly till now,radio/television,3059,"more, than 1000 DM",between 4 & 7 years,2,male & divorced/separated,none,4,real estate,61,none,own,1,unskilled & resident,1,none,yes,good
9,between 0 & 200 DM,30,critical account/other credits existing (not at this bank),car (new),5234,"less, than 100 DM",unemployed,4,male & married/widowed,none,2,"car or other, not in attribute 6",28,none,own,2,management/self-employed/highly qualified employee/officer,1,none,yes,bad
10,between 0 & 200 DM,12,existing credits paid back duly till now,car (new),1295,"less, than 100 DM","less, than 1 year",3,female & divorced/separated/married,none,1,"car or other, not in attribute 6",25,none,rent,1,skilled employee/official,1,none,yes,bad
11,"less, than 0 DM",48,existing credits paid back duly till now,business,4308,"less, than 100 DM","less, than 1 year",3,female & divorced/separated/married,none,4,building society savings agreement/life insurance,24,none,rent,1,skilled employee/official,1,none,yes,bad
12,between 0 & 200 DM,12,existing credits paid back duly till now,radio/television,1567,"less, than 100 DM",between 1 & 4 years,1,female & divorced/separated/married,none,1,"car or other, not in attribute 6",22,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
13,"less, than 0 DM",24,critical account/other credits existing (not at this bank),car (new),1199,"less, than 100 DM","more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",60,none,own,2,unskilled & resident,1,none,yes,bad
14,"less, than 0 DM",15,existing credits paid back duly till now,car (new),1403,"less, than 100 DM",between 1 & 4 years,2,female & divorced/separated/married,none,4,"car or other, not in attribute 6",28,none,rent,1,skilled employee/official,1,none,yes,good
15,"less, than 0 DM",24,existing credits paid back duly till now,radio/television,1282,between 100 & 500 DM,between 1 & 4 years,4,female & divorced/separated/married,none,2,"car or other, not in attribute 6",32,none,own,1,unskilled & resident,1,none,yes,bad
16,no checking account,24,critical account/other credits existing (not at this bank),radio/television,2424,unknown/no savings account,"more, than 7 years",4,male & single,none,4,building society savings agreement/life insurance,53,none,own,2,skilled employee/official,1,none,yes,good
17,"less, than 0 DM",30,no credits taken/all credits paid back duly,business,8072,unknown/no savings account,"less, than 1 year",2,male & single,none,3,"car or other, not in attribute 6",25,bank,own,3,skilled employee/official,1,none,yes,good
18,between 0 & 200 DM,24,existing credits paid back duly till now,car (used),12579,"less, than 100 DM","more, than 7 years",4,female & divorced/separated/married,none,2,unknown/no property,44,none,for free,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
19,no checking account,24,existing credits paid back duly till now,radio/television,3430,between 500 & 1000 DM,"more, than 7 years",3,male & single,none,2,"car or other, not in attribute 6",31,none,own,1,skilled employee/official,2,"yes, registered under the customers name",yes,good
20,no checking account,9,critical account/other credits existing (not at this bank),car (new),2134,"less, than 100 DM",between 1 & 4 years,4,male & single,none,4,"car or other, not in attribute 6",48,none,own,3,skilled employee/official,1,"yes, registered under the customers name",yes,good
21,"less, than 0 DM",6,existing credits paid back duly till now,radio/television,2647,between 500 & 1000 DM,between 1 & 4 years,2,male & single,none,3,real estate,44,none,rent,1,skilled employee/official,2,none,yes,good
22,"less, than 0 DM",10,critical account/other credits existing (not at this bank),car (new),2241,"less, than 100 DM","less, than 1 year",1,male & single,none,3,real estate,48,none,rent,2,unskilled & resident,2,none,no,good
23,between 0 & 200 DM,12,critical account/other credits existing (not at this bank),car (used),1804,between 100 & 500 DM,"less, than 1 year",3,male & single,none,4,building society savings agreement/life insurance,44,none,own,1,skilled employee/official,1,none,yes,good
24,no checking account,10,critical account/other credits existing (not at this bank),furniture/equipment,2069,unknown/no savings account,between 1 & 4 years,2,male & married/widowed,none,1,"car or other, not in attribute 6",26,none,own,2,skilled employee/official,1,none,no,good
25,"less, than 0 DM",6,existing credits paid back duly till now,furniture/equipment,1374,"less, than 100 DM",between 1 & 4 years,1,male & single,none,2,real estate,36,bank,own,1,unskilled & resident,1,"yes, registered under the customers name",yes,good
26,no checking account,6,no credits taken/all credits paid back duly,radio/television,426,"less, than 100 DM","more, than 7 years",4,male & married/widowed,none,4,"car or other, not in attribute 6",39,none,own,1,unskilled & resident,1,none,yes,good
27,"more, than 200 DM",12,all credits at this bank paid back duly,radio/television,409,"more, than 1000 DM",between 1 & 4 years,3,female & divorced/separated/married,none,3,real estate,42,none,rent,2,skilled employee/official,1,none,yes,good
28,between 0 & 200 DM,7,existing credits paid back duly till now,radio/television,2415,"less, than 100 DM",between 1 & 4 years,3,male & single,guarantor,2,real estate,34,none,own,1,skilled employee/official,1,none,yes,good
29,"less, than 0 DM",60,delay in paying off in the past,business,6836,"less, than 100 DM","more, than 7 years",3,male & single,none,4,unknown/no property,63,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
30,between 0 & 200 DM,18,existing credits paid back duly till now,business,1913,"more, than 1000 DM","less, than 1 year",3,male & married/widowed,none,3,real estate,36,bank,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
31,"less, than 0 DM",24,existing credits paid back duly till now,furniture/equipment,4020,"less, than 100 DM",between 1 & 4 years,2,male & single,none,2,"car or other, not in attribute 6",27,stores,own,1,skilled employee/official,1,none,yes,good
32,between 0 & 200 DM,18,existing credits paid back duly till now,car (new),5866,between 100 & 500 DM,between 1 & 4 years,2,male & single,none,2,"car or other, not in attribute 6",30,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
33,no checking account,12,critical account/other credits existing (not at this bank),business,1264,unknown/no savings account,"more, than 7 years",4,male & single,none,4,unknown/no property,57,none,rent,1,unskilled & resident,1,none,yes,good
34,"more, than 200 DM",12,existing credits paid back duly till now,furniture/equipment,1474,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,1,building society savings agreement/life insurance,33,bank,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
35,between 0 & 200 DM,45,critical account/other credits existing (not at this bank),radio/television,4746,"less, than 100 DM","less, than 1 year",4,male & single,none,2,building society savings agreement/life insurance,25,none,own,2,unskilled & resident,1,none,yes,bad
36,no checking account,48,critical account/other credits existing (not at this bank),education,6110,"less, than 100 DM",between 1 & 4 years,1,male & single,none,3,unknown/no property,31,bank,for free,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
37,"more, than 200 DM",18,existing credits paid back duly till now,radio/television,2100,"less, than 100 DM",between 1 & 4 years,4,male & single,co-applicant,2,real estate,37,stores,own,1,skilled employee/official,1,none,yes,bad
38,"more, than 200 DM",10,existing credits paid back duly till now,domestic appliances,1225,"less, than 100 DM",between 1 & 4 years,2,male & single,none,2,"car or other, not in attribute 6",37,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
39,between 0 & 200 DM,9,existing credits paid back duly till now,radio/television,458,"less, than 100 DM",between 1 & 4 years,4,male & single,none,3,real estate,24,none,own,1,skilled employee/official,1,none,yes,good
40,no checking account,30,existing credits paid back duly till now,radio/television,2333,between 500 & 1000 DM,"more, than 7 years",4,male & single,none,2,"car or other, not in attribute 6",30,bank,own,1,management/self-employed/highly qualified employee/officer,1,none,yes,good
41,between 0 & 200 DM,12,existing credits paid back duly till now,radio/television,1158,between 500 & 1000 DM,between 1 & 4 years,3,male & divorced/separated,none,1,"car or other, not in attribute 6",26,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
42,between 0 & 200 DM,18,delay in paying off in the past,repairs,6204,"less, than 100 DM",between 1 & 4 years,2,male & single,none,4,real estate,44,none,own,1,unskilled & resident,2,"yes, registered under the customers name",yes,good
43,"less, than 0 DM",30,critical account/other credits existing (not at this bank),car (used),6187,between 100 & 500 DM,between 4 & 7 years,1,male & married/widowed,none,4,"car or other, not in attribute 6",24,none,rent,2,skilled employee/official,1,none,yes,good
44,"less, than 0 DM",48,critical account/other credits existing (not at this bank),car (used),6143,"less, than 100 DM","more, than 7 years",4,female & divorced/separated/married,none,4,unknown/no property,58,stores,for free,2,unskilled & resident,1,none,yes,bad
45,no checking account,11,critical account/other credits existing (not at this bank),car (new),1393,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,4,"car or other, not in attribute 6",35,none,own,2,management/self-employed/highly qualified employee/officer,1,none,yes,good
46,no checking account,36,existing credits paid back duly till now,radio/television,2299,between 500 & 1000 DM,"more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",39,none,own,1,skilled employee/official,1,none,yes,good
47,"less, than 0 DM",6,existing credits paid back duly till now,car (used),1352,between 500 & 1000 DM,unemployed,1,female & divorced/separated/married,none,2,building society savings agreement/life insurance,23,none,rent,1,unemployed/unskilled & non-resident,1,"yes, registered under the customers name",yes,good
48,no checking account,11,critical account/other credits existing (not at this bank),car (new),7228,"less, than 100 DM",between 1 & 4 years,1,male & single,none,4,building society savings agreement/life insurance,39,none,own,2,unskilled & resident,1,none,yes,good
49,no checking account,12,existing credits paid back duly till now,radio/television,2073,between 100 & 500 DM,between 1 & 4 years,4,female & divorced/separated/married,co-applicant,2,real estate,28,none,own,1,skilled employee/official,1,none,yes,good
50,between 0 & 200 DM,24,delay in paying off in the past,furniture/equipment,2333,unknown/no savings account,"less, than 1 year",4,male & single,none,2,building society savings agreement/life insurance,29,bank,own,1,unskilled & resident,1,none,yes,good
51,between 0 & 200 DM,27,delay in paying off in the past,car (used),5965,"less, than 100 DM","more, than 7 years",1,male & single,none,2,"car or other, not in attribute 6",30,none,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
52,no checking account,12,existing credits paid back duly till now,radio/television,1262,"less, than 100 DM",between 1 & 4 years,3,male & single,none,2,"car or other, not in attribute 6",25,none,own,1,skilled employee/official,1,none,yes,good
53,no checking account,18,existing credits paid back duly till now,car (used),3378,unknown/no savings account,between 1 & 4 years,2,male & single,none,1,building society savings agreement/life insurance,31,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
54,between 0 & 200 DM,36,delay in paying off in the past,car (new),2225,"less, than 100 DM","more, than 7 years",4,male & single,none,4,unknown/no property,57,bank,for free,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
55,no checking account,6,all credits at this bank paid back duly,car (new),783,unknown/no savings account,between 1 & 4 years,1,male & single,guarantor,2,real estate,26,stores,own,1,unskilled & resident,2,none,yes,good
56,between 0 & 200 DM,12,existing credits paid back duly till now,radio/television,6468,unknown/no savings account,unemployed,2,male & single,none,1,unknown/no property,52,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
57,no checking account,36,critical account/other credits existing (not at this bank),radio/television,9566,"less, than 100 DM",between 1 & 4 years,2,female & divorced/separated/married,none,2,"car or other, not in attribute 6",31,stores,own,2,skilled employee/official,1,none,yes,good
58,"more, than 200 DM",18,existing credits paid back duly till now,car (new),1961,"less, than 100 DM","more, than 7 years",3,female & divorced/separated/married,none,2,"car or other, not in attribute 6",23,none,own,1,management/self-employed/highly qualified employee/officer,1,none,yes,good
59,"less, than 0 DM",36,critical account/other credits existing (not at this bank),furniture/equipment,6229,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,co-applicant,4,unknown/no property,23,none,rent,2,unskilled & resident,1,"yes, registered under the customers name",yes,bad
60,between 0 & 200 DM,9,existing credits paid back duly till now,business,1391,"less, than 100 DM",between 1 & 4 years,2,male & married/widowed,none,1,real estate,27,bank,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
61,between 0 & 200 DM,15,critical account/other credits existing (not at this bank),radio/television,1537,unknown/no savings account,"more, than 7 years",4,male & single,guarantor,4,real estate,50,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
62,between 0 & 200 DM,36,no credits taken/all credits paid back duly,business,1953,"less, than 100 DM","more, than 7 years",4,male & single,none,4,unknown/no property,61,none,for free,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
63,between 0 & 200 DM,48,no credits taken/all credits paid back duly,business,14421,"less, than 100 DM",between 1 & 4 years,2,male & single,none,2,"car or other, not in attribute 6",25,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
64,no checking account,24,existing credits paid back duly till now,radio/television,3181,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,4,building society savings agreement/life insurance,26,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
65,no checking account,27,existing credits paid back duly till now,repairs,5190,unknown/no savings account,"more, than 7 years",4,male & single,none,4,building society savings agreement/life insurance,48,none,own,4,skilled employee/official,2,"yes, registered under the customers name",yes,good
66,no checking account,12,existing credits paid back duly till now,radio/television,2171,"less, than 100 DM","less, than 1 year",2,female & divorced/separated/married,none,2,"car or other, not in attribute 6",29,bank,own,1,skilled employee/official,1,none,yes,good
67,between 0 & 200 DM,12,existing credits paid back duly till now,car (new),1007,"more, than 1000 DM",between 1 & 4 years,4,male & married/widowed,none,1,real estate,22,none,own,1,skilled employee/official,1,none,yes,good
68,no checking account,36,existing credits paid back duly till now,education,1819,"less, than 100 DM",between 1 & 4 years,4,male & single,none,4,unknown/no property,37,stores,for free,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
69,no checking account,36,existing credits paid back duly till now,radio/television,2394,unknown/no savings account,between 1 & 4 years,4,female & divorced/separated/married,none,4,"car or other, not in attribute 6",25,none,own,1,skilled employee/official,1,none,yes,good
70,no checking account,36,existing credits paid back duly till now,car (used),8133,"less, than 100 DM",between 1 & 4 years,1,female & divorced/separated/married,none,2,building society savings agreement/life insurance,30,bank,own,1,skilled employee/official,1,none,yes,good
71,no checking account,7,critical account/other credits existing (not at this bank),radio/television,730,unknown/no savings account,"more, than 7 years",4,male & single,none,2,building society savings agreement/life insurance,46,none,rent,2,unskilled & resident,1,"yes, registered under the customers name",yes,good
72,"less, than 0 DM",8,critical account/other credits existing (not at this bank),others,1164,"less, than 100 DM","more, than 7 years",3,male & single,none,4,unknown/no property,51,bank,for free,2,management/self-employed/highly qualified employee/officer,2,"yes, registered under the customers name",yes,good
73,between 0 & 200 DM,42,critical account/other credits existing (not at this bank),business,5954,"less, than 100 DM",between 4 & 7 years,2,female & divorced/separated/married,none,1,real estate,41,bank,own,2,unskilled & resident,1,none,yes,good
74,"less, than 0 DM",36,existing credits paid back duly till now,education,1977,unknown/no savings account,"more, than 7 years",4,male & single,none,4,unknown/no property,40,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
75,"less, than 0 DM",12,critical account/other credits existing (not at this bank),car (used),1526,"less, than 100 DM","more, than 7 years",4,male & single,none,4,unknown/no property,66,none,for free,2,management/self-employed/highly qualified employee/officer,1,none,yes,good
76,"less, than 0 DM",42,existing credits paid back duly till now,radio/television,3965,"less, than 100 DM","less, than 1 year",4,male & single,none,3,"car or other, not in attribute 6",34,none,own,1,skilled employee/official,1,none,yes,bad
77,between 0 & 200 DM,11,delay in paying off in the past,radio/television,4771,"less, than 100 DM",between 4 & 7 years,2,male & single,none,4,building society savings agreement/life insurance,51,none,own,1,skilled employee/official,1,none,yes,good
78,no checking account,54,no credits taken/all credits paid back duly,car (used),9436,unknown/no savings account,between 1 & 4 years,2,male & single,none,2,building society savings agreement/life insurance,39,none,own,1,unskilled & resident,2,none,yes,good
79,between 0 & 200 DM,30,existing credits paid back duly till now,furniture/equipment,3832,"less, than 100 DM","less, than 1 year",2,male & married/widowed,none,1,building society savings agreement/life insurance,22,none,own,1,skilled employee/official,1,none,yes,good
80,no checking account,24,existing credits paid back duly till now,radio/television,5943,unknown/no savings account,"less, than 1 year",1,female & divorced/separated/married,none,1,"car or other, not in attribute 6",44,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
81,no checking account,15,existing credits paid back duly till now,radio/television,1213,between 500 & 1000 DM,"more, than 7 years",4,male & single,none,3,building society savings agreement/life insurance,47,stores,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
82,no checking account,18,existing credits paid back duly till now,business,1568,between 100 & 500 DM,between 1 & 4 years,3,female & divorced/separated/married,none,4,building society savings agreement/life insurance,24,none,rent,1,unskilled & resident,1,none,yes,good
83,"less, than 0 DM",24,existing credits paid back duly till now,others,1755,"less, than 100 DM","more, than 7 years",4,female & divorced/separated/married,guarantor,4,real estate,58,none,own,1,unskilled & resident,1,"yes, registered under the customers name",yes,good
84,"less, than 0 DM",10,existing credits paid back duly till now,radio/television,2315,"less, than 100 DM","more, than 7 years",3,male & single,none,4,real estate,52,none,own,1,unskilled & resident,1,none,yes,good
85,no checking account,12,critical account/other credits existing (not at this bank),business,1412,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,guarantor,2,real estate,29,none,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
86,between 0 & 200 DM,18,critical account/other credits existing (not at this bank),furniture/equipment,1295,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,1,building society savings agreement/life insurance,27,none,own,2,skilled employee/official,1,none,yes,good
87,between 0 & 200 DM,36,existing credits paid back duly till now,education,12612,between 100 & 500 DM,between 1 & 4 years,1,male & single,none,4,unknown/no property,47,none,for free,1,skilled employee/official,2,"yes, registered under the customers name",yes,bad
88,"less, than 0 DM",18,existing credits paid back duly till now,car (new),2249,between 100 & 500 DM,between 4 & 7 years,4,male & single,none,3,"car or other, not in attribute 6",30,none,own,1,management/self-employed/highly qualified employee/officer,2,"yes, registered under the customers name",yes,good
89,"less, than 0 DM",12,no credits taken/all credits paid back duly,repairs,1108,"less, than 100 DM",between 4 & 7 years,4,male & single,none,3,real estate,28,none,own,2,skilled employee/official,1,none,yes,bad
90,no checking account,12,critical account/other credits existing (not at this bank),radio/television,618,"less, than 100 DM","more, than 7 years",4,male & single,none,4,real estate,56,none,own,1,skilled employee/official,1,none,yes,good
91,"less, than 0 DM",12,critical account/other credits existing (not at this bank),car (used),1409,"less, than 100 DM","more, than 7 years",4,male & single,none,3,real estate,54,none,own,1,skilled employee/official,1,none,yes,good
92,no checking account,12,critical account/other credits existing (not at this bank),radio/television,797,unknown/no savings account,"more, than 7 years",4,female & divorced/separated/married,none,3,building society savings agreement/life insurance,33,bank,own,1,unskilled & resident,2,none,yes,bad
93,"more, than 200 DM",24,critical account/other credits existing (not at this bank),furniture/equipment,3617,unknown/no savings account,"more, than 7 years",4,male & single,co-applicant,4,unknown/no property,20,none,rent,2,skilled employee/official,1,none,yes,good
94,between 0 & 200 DM,12,existing credits paid back duly till now,car (new),1318,"more, than 1000 DM","more, than 7 years",4,male & single,none,4,real estate,54,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
95,between 0 & 200 DM,54,no credits taken/all credits paid back duly,business,15945,"less, than 100 DM","less, than 1 year",3,male & single,none,4,unknown/no property,58,none,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
96,no checking account,12,critical account/other credits existing (not at this bank),education,2012,unknown/no savings account,between 4 & 7 years,4,female & divorced/separated/married,none,2,"car or other, not in attribute 6",61,none,own,1,skilled employee/official,1,none,yes,good
97,between 0 & 200 DM,18,existing credits paid back duly till now,business,2622,between 100 & 500 DM,between 1 & 4 years,4,male & single,none,4,"car or other, not in attribute 6",34,none,own,1,skilled employee/official,1,none,yes,good
98,between 0 & 200 DM,36,critical account/other credits existing (not at this bank),radio/television,2337,"less, than 100 DM","more, than 7 years",4,male & single,none,4,real estate,36,none,own,1,skilled employee/official,1,none,yes,good
99,between 0 & 200 DM,20,delay in paying off in the past,car (used),7057,unknown/no savings account,between 4 & 7 years,3,male & single,none,4,building society savings agreement/life insurance,36,bank,rent,2,management/self-employed/highly qualified employee/officer,2,"yes, registered under the customers name",yes,good
100,no checking account,24,existing credits paid back duly till now,car (new),1469,between 100 & 500 DM,"more, than 7 years",4,male & married/widowed,none,4,real estate,41,none,rent,1,unskilled & resident,1,none,yes,good
101,between 0 & 200 DM,36,existing credits paid back duly till now,radio/television,2323,"less, than 100 DM",between 4 & 7 years,4,male & single,none,4,"car or other, not in attribute 6",24,none,rent,1,skilled employee/official,1,none,yes,good
102,no checking account,6,delay in paying off in the past,radio/television,932,"less, than 100 DM",between 1 & 4 years,3,female & divorced/separated/married,none,2,real estate,24,none,own,1,skilled employee/official,1,none,yes,good
103,between 0 & 200 DM,9,critical account/other credits existing (not at this bank),furniture/equipment,1919,"less, than 100 DM",between 4 & 7 years,4,male & single,none,3,"car or other, not in attribute 6",35,none,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
104,no checking account,12,existing credits paid back duly till now,car (used),2445,unknown/no savings account,"less, than 1 year",2,male & married/widowed,none,4,"car or other, not in attribute 6",26,none,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
105,between 0 & 200 DM,24,critical account/other credits existing (not at this bank),others,11938,"less, than 100 DM",between 1 & 4 years,2,male & single,co-applicant,3,"car or other, not in attribute 6",39,none,own,2,management/self-employed/highly qualified employee/officer,2,"yes, registered under the customers name",yes,bad
106,no checking account,18,all credits at this bank paid back duly,car (new),6458,"less, than 100 DM","more, than 7 years",2,male & single,none,4,unknown/no property,39,bank,own,2,management/self-employed/highly qualified employee/officer,2,"yes, registered under the customers name",yes,bad
107,between 0 & 200 DM,12,existing credits paid back duly till now,car (new),6078,"less, than 100 DM",between 4 & 7 years,2,male & single,none,2,"car or other, not in attribute 6",32,none,own,1,skilled employee/official,1,none,yes,good
108,"less, than 0 DM",24,existing credits paid back duly till now,furniture/equipment,7721,unknown/no savings account,"less, than 1 year",1,female & divorced/separated/married,none,2,building society savings agreement/life insurance,30,none,own,1,skilled employee/official,1,"yes, registered under the customers name",no,good
109,between 0 & 200 DM,14,existing credits paid back duly till now,business,1410,between 500 & 1000 DM,"more, than 7 years",1,male & married/widowed,none,2,real estate,35,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
110,between 0 & 200 DM,6,delay in paying off in the past,business,1449,between 100 & 500 DM,"more, than 7 years",1,male & divorced/separated,none,2,"car or other, not in attribute 6",31,bank,own,2,skilled employee/official,2,none,yes,good
111,"more, than 200 DM",15,existing credits paid back duly till now,education,392,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,4,building society savings agreement/life insurance,23,none,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
112,between 0 & 200 DM,18,existing credits paid back duly till now,car (new),6260,"less, than 100 DM",between 4 & 7 years,3,male & single,none,3,real estate,28,none,rent,1,unskilled & resident,1,none,yes,good
113,no checking account,36,critical account/other credits existing (not at this bank),car (new),7855,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,2,real estate,25,stores,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
114,"less, than 0 DM",12,existing credits paid back duly till now,radio/television,1680,between 500 & 1000 DM,"more, than 7 years",3,male & married/widowed,none,1,real estate,35,none,own,1,skilled employee/official,1,none,yes,good
115,no checking account,48,critical account/other credits existing (not at this bank),radio/television,3578,unknown/no savings account,"more, than 7 years",4,male & single,none,1,real estate,47,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
116,"less, than 0 DM",42,existing credits paid back duly till now,radio/television,7174,unknown/no savings account,between 4 & 7 years,4,female & divorced/separated/married,none,3,"car or other, not in attribute 6",30,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
117,"less, than 0 DM",10,critical account/other credits existing (not at this bank),furniture/equipment,2132,unknown/no savings account,"less, than 1 year",2,female & divorced/separated/married,co-applicant,3,real estate,27,none,rent,2,skilled employee/official,1,none,no,good
118,"less, than 0 DM",33,critical account/other credits existing (not at this bank),furniture/equipment,4281,between 500 & 1000 DM,between 1 & 4 years,1,female & divorced/separated/married,none,4,"car or other, not in attribute 6",23,none,own,2,skilled employee/official,1,none,yes,bad
119,between 0 & 200 DM,12,critical account/other credits existing (not at this bank),car (new),2366,between 500 & 1000 DM,between 4 & 7 years,3,male & divorced/separated,none,3,"car or other, not in attribute 6",36,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
120,"less, than 0 DM",21,existing credits paid back duly till now,radio/television,1835,"less, than 100 DM",between 1 & 4 years,3,female & divorced/separated/married,none,2,real estate,25,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
121,no checking account,24,critical account/other credits existing (not at this bank),car (used),3868,"less, than 100 DM","more, than 7 years",4,female & divorced/separated/married,none,2,"car or other, not in attribute 6",41,none,rent,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
122,no checking account,12,existing credits paid back duly till now,furniture/equipment,1768,"less, than 100 DM",between 1 & 4 years,3,male & single,none,2,real estate,24,none,rent,1,unskilled & resident,1,none,yes,good
123,"more, than 200 DM",10,critical account/other credits existing (not at this bank),car (new),781,"less, than 100 DM","more, than 7 years",4,male & single,none,4,unknown/no property,63,none,for free,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
124,between 0 & 200 DM,18,existing credits paid back duly till now,furniture/equipment,1924,unknown/no savings account,"less, than 1 year",4,female & divorced/separated/married,none,3,real estate,27,none,rent,1,skilled employee/official,1,none,yes,bad
125,"less, than 0 DM",12,critical account/other credits existing (not at this bank),car (new),2121,"less, than 100 DM",between 1 & 4 years,4,male & single,none,2,building society savings agreement/life insurance,30,none,own,2,skilled employee/official,1,none,yes,good
126,"less, than 0 DM",12,existing credits paid back duly till now,radio/television,701,"less, than 100 DM",between 1 & 4 years,4,male & married/widowed,none,2,real estate,40,none,own,1,unskilled & resident,1,none,yes,good
127,between 0 & 200 DM,12,existing credits paid back duly till now,repairs,639,"less, than 100 DM",between 1 & 4 years,4,male & single,none,2,"car or other, not in attribute 6",30,none,own,1,skilled employee/official,1,none,yes,bad
128,between 0 & 200 DM,12,critical account/other credits existing (not at this bank),car (used),1860,"less, than 100 DM",unemployed,4,male & single,none,2,"car or other, not in attribute 6",34,none,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
129,"less, than 0 DM",12,critical account/other credits existing (not at this bank),car (new),3499,"less, than 100 DM",between 1 & 4 years,3,female & divorced/separated/married,co-applicant,2,real estate,29,none,own,2,skilled employee/official,1,none,yes,bad
130,between 0 & 200 DM,48,existing credits paid back duly till now,car (new),8487,unknown/no savings account,between 4 & 7 years,1,female & divorced/separated/married,none,2,"car or other, not in attribute 6",24,none,own,1,skilled employee/official,1,none,yes,good
131,"less, than 0 DM",36,delay in paying off in the past,education,6887,"less, than 100 DM",between 1 & 4 years,4,male & single,none,3,building society savings agreement/life insurance,29,stores,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
132,no checking account,15,existing credits paid back duly till now,furniture/equipment,2708,"less, than 100 DM","less, than 1 year",2,male & single,none,3,building society savings agreement/life insurance,27,bank,own,2,unskilled & resident,1,none,yes,good
133,no checking account,18,existing credits paid back duly till now,furniture/equipment,1984,"less, than 100 DM",between 1 & 4 years,4,male & single,none,4,unknown/no property,47,bank,for free,2,skilled employee/official,1,none,yes,good
134,no checking account,60,existing credits paid back duly till now,radio/television,10144,between 100 & 500 DM,between 4 & 7 years,2,female & divorced/separated/married,none,4,real estate,21,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
135,no checking account,12,critical account/other credits existing (not at this bank),radio/television,1240,unknown/no savings account,"more, than 7 years",4,female & divorced/separated/married,none,2,real estate,38,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
136,no checking account,27,delay in paying off in the past,car (used),8613,"more, than 1000 DM",between 1 & 4 years,2,male & single,none,2,"car or other, not in attribute 6",27,none,own,2,skilled employee/official,1,none,yes,good
137,between 0 & 200 DM,12,existing credits paid back duly till now,radio/television,766,between 500 & 1000 DM,between 1 & 4 years,4,male & single,none,3,real estate,66,none,own,1,unskilled & resident,1,none,yes,bad
138,between 0 & 200 DM,15,critical account/other credits existing (not at this bank),radio/television,2728,unknown/no savings account,between 4 & 7 years,4,male & single,guarantor,2,real estate,35,bank,own,3,skilled employee/official,1,"yes, registered under the customers name",yes,good
139,"more, than 200 DM",12,existing credits paid back duly till now,radio/television,1881,"less, than 100 DM",between 1 & 4 years,2,female & divorced/separated/married,none,2,"car or other, not in attribute 6",44,none,rent,1,unskilled & resident,1,"yes, registered under the customers name",yes,good
140,"more, than 200 DM",6,existing credits paid back duly till now,car (new),709,"more, than 1000 DM","less, than 1 year",2,male & married/widowed,none,2,real estate,27,none,own,1,unemployed/unskilled & non-resident,1,none,no,good
141,between 0 & 200 DM,36,existing credits paid back duly till now,radio/television,4795,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,1,unknown/no property,30,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
142,"less, than 0 DM",27,existing credits paid back duly till now,radio/television,3416,"less, than 100 DM",between 1 & 4 years,3,male & single,none,2,"car or other, not in attribute 6",27,none,own,1,management/self-employed/highly qualified employee/officer,1,none,yes,good
143,"less, than 0 DM",18,existing credits paid back duly till now,furniture/equipment,2462,"less, than 100 DM",between 1 & 4 years,2,male & single,none,2,"car or other, not in attribute 6",22,none,own,1,skilled employee/official,1,none,yes,bad
144,no checking account,21,critical account/other credits existing (not at this bank),furniture/equipment,2288,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,4,building society savings agreement/life insurance,23,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
145,between 0 & 200 DM,48,all credits at this bank paid back duly,business,3566,between 100 & 500 DM,between 4 & 7 years,4,male & single,none,2,"car or other, not in attribute 6",30,none,own,1,skilled employee/official,1,none,yes,good
146,"less, than 0 DM",6,critical account/other credits existing (not at this bank),car (new),860,"less, than 100 DM","more, than 7 years",1,female & divorced/separated/married,none,4,unknown/no property,39,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
147,no checking account,12,critical account/other credits existing (not at this bank),car (new),682,between 100 & 500 DM,between 4 & 7 years,4,female & divorced/separated/married,none,3,"car or other, not in attribute 6",51,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
148,"less, than 0 DM",36,critical account/other credits existing (not at this bank),furniture/equipment,5371,"less, than 100 DM",between 1 & 4 years,3,male & single,guarantor,2,building society savings agreement/life insurance,28,none,own,2,skilled employee/official,1,none,yes,good
149,no checking account,18,critical account/other credits existing (not at this bank),radio/television,1582,"more, than 1000 DM","more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",46,none,own,2,skilled employee/official,1,none,yes,good
150,no checking account,6,existing credits paid back duly till now,radio/television,1346,between 100 & 500 DM,"more, than 7 years",2,male & single,none,4,unknown/no property,42,bank,for free,1,skilled employee/official,2,"yes, registered under the customers name",yes,good
151,no checking account,10,existing credits paid back duly till now,radio/television,1924,"less, than 100 DM",between 1 & 4 years,1,male & single,none,4,building society savings agreement/life insurance,38,none,own,1,skilled employee/official,1,"yes, registered under the customers name",no,good
152,"more, than 200 DM",36,existing credits paid back duly till now,radio/television,5848,"less, than 100 DM",between 1 & 4 years,4,male & single,none,1,"car or other, not in attribute 6",24,none,own,1,skilled employee/official,1,none,yes,good
153,between 0 & 200 DM,24,critical account/other credits existing (not at this bank),car (used),7758,"more, than 1000 DM","more, than 7 years",2,female & divorced/separated/married,none,4,unknown/no property,29,none,rent,1,skilled employee/official,1,none,yes,good
154,between 0 & 200 DM,24,delay in paying off in the past,business,6967,between 100 & 500 DM,between 4 & 7 years,4,male & single,none,4,"car or other, not in attribute 6",36,none,rent,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
155,"less, than 0 DM",12,existing credits paid back duly till now,furniture/equipment,1282,"less, than 100 DM",between 1 & 4 years,2,female & divorced/separated/married,none,4,"car or other, not in attribute 6",20,none,rent,1,skilled employee/official,1,none,yes,bad
156,"less, than 0 DM",9,critical account/other credits existing (not at this bank),repairs,1288,between 100 & 500 DM,"more, than 7 years",3,male & single,guarantor,4,real estate,48,none,own,2,skilled employee/official,2,none,no,good
157,"less, than 0 DM",12,all credits at this bank paid back duly,retraining,339,"less, than 100 DM","more, than 7 years",4,male & married/widowed,none,1,"car or other, not in attribute 6",45,bank,own,1,unskilled & resident,1,none,yes,good
158,between 0 & 200 DM,24,existing credits paid back duly till now,car (new),3512,between 100 & 500 DM,between 4 & 7 years,2,male & single,none,3,"car or other, not in attribute 6",38,bank,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
159,no checking account,6,critical account/other credits existing (not at this bank),radio/television,1898,unknown/no savings account,between 1 & 4 years,1,male & single,none,2,real estate,34,none,own,2,unskilled & resident,2,none,yes,good
160,no checking account,24,critical account/other credits existing (not at this bank),radio/television,2872,between 100 & 500 DM,"more, than 7 years",3,male & single,none,4,real estate,36,none,own,1,skilled employee/official,2,"yes, registered under the customers name",yes,good
161,no checking account,18,critical account/other credits existing (not at this bank),car (new),1055,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,1,building society savings agreement/life insurance,30,none,own,2,skilled employee/official,1,none,yes,good
162,no checking account,15,existing credits paid back duly till now,domestic appliances,1262,between 500 & 1000 DM,between 4 & 7 years,4,male & single,none,3,building society savings agreement/life insurance,36,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
163,between 0 & 200 DM,10,existing credits paid back duly till now,car (new),7308,"less, than 100 DM",unemployed,2,male & single,none,4,unknown/no property,70,bank,for free,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
164,no checking account,36,existing credits paid back duly till now,car (new),909,between 500 & 1000 DM,"more, than 7 years",4,male & single,none,4,building society savings agreement/life insurance,36,none,own,1,skilled employee/official,1,none,yes,good
165,no checking account,6,existing credits paid back duly till now,furniture/equipment,2978,between 500 & 1000 DM,between 1 & 4 years,1,male & single,none,2,"car or other, not in attribute 6",32,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
166,"less, than 0 DM",18,existing credits paid back duly till now,furniture/equipment,1131,"less, than 100 DM",unemployed,4,female & divorced/separated/married,none,2,"car or other, not in attribute 6",33,none,own,1,skilled employee/official,1,none,yes,bad
167,between 0 & 200 DM,11,existing credits paid back duly till now,furniture/equipment,1577,"more, than 1000 DM","less, than 1 year",4,female & divorced/separated/married,none,1,real estate,20,none,own,1,skilled employee/official,1,none,yes,good
168,no checking account,24,existing credits paid back duly till now,furniture/equipment,3972,"less, than 100 DM",between 4 & 7 years,2,female & divorced/separated/married,none,4,building society savings agreement/life insurance,25,none,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
169,between 0 & 200 DM,24,critical account/other credits existing (not at this bank),business,1935,"less, than 100 DM","more, than 7 years",4,male & divorced/separated,none,4,real estate,31,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
170,"less, than 0 DM",15,no credits taken/all credits paid back duly,car (new),950,"less, than 100 DM","more, than 7 years",4,male & single,none,3,"car or other, not in attribute 6",33,none,rent,2,skilled employee/official,2,none,yes,bad
171,no checking account,12,existing credits paid back duly till now,furniture/equipment,763,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,1,real estate,26,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
172,between 0 & 200 DM,24,delay in paying off in the past,furniture/equipment,2064,"less, than 100 DM",unemployed,3,female & divorced/separated/married,none,2,building society savings agreement/life insurance,34,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
173,between 0 & 200 DM,8,existing credits paid back duly till now,radio/television,1414,"less, than 100 DM",between 1 & 4 years,4,male & single,guarantor,2,real estate,33,none,own,1,skilled employee/official,1,none,no,good
174,"less, than 0 DM",21,delay in paying off in the past,education,3414,"less, than 100 DM","less, than 1 year",2,male & single,none,1,building society savings agreement/life insurance,26,none,own,2,skilled employee/official,1,none,yes,bad
175,no checking account,30,all credits at this bank paid back duly,car (used),7485,unknown/no savings account,unemployed,4,female & divorced/separated/married,none,1,real estate,53,bank,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
176,"less, than 0 DM",12,existing credits paid back duly till now,furniture/equipment,2577,"less, than 100 DM",between 1 & 4 years,2,male & divorced/separated,none,1,"car or other, not in attribute 6",42,none,own,1,skilled employee/official,1,none,yes,good
177,"less, than 0 DM",6,critical account/other credits existing (not at this bank),radio/television,338,between 500 & 1000 DM,"more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",52,none,own,2,skilled employee/official,1,none,yes,good
178,no checking account,12,existing credits paid back duly till now,radio/television,1963,"less, than 100 DM",between 4 & 7 years,4,male & single,none,2,"car or other, not in attribute 6",31,none,rent,2,management/self-employed/highly qualified employee/officer,2,"yes, registered under the customers name",yes,good
179,"less, than 0 DM",21,critical account/other credits existing (not at this bank),car (new),571,"less, than 100 DM","more, than 7 years",4,male & single,none,4,real estate,65,none,own,2,skilled employee/official,1,none,yes,good
180,no checking account,36,delay in paying off in the past,business,9572,"less, than 100 DM","less, than 1 year",1,male & divorced/separated,none,1,"car or other, not in attribute 6",28,none,own,2,skilled employee/official,1,none,yes,bad
181,between 0 & 200 DM,36,delay in paying off in the past,business,4455,"less, than 100 DM",between 1 & 4 years,2,male & divorced/separated,none,2,real estate,30,stores,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
182,"less, than 0 DM",21,all credits at this bank paid back duly,car (new),1647,unknown/no savings account,between 1 & 4 years,4,male & single,none,2,building society savings agreement/life insurance,40,none,own,2,unskilled & resident,2,none,yes,bad
183,no checking account,24,critical account/other credits existing (not at this bank),furniture/equipment,3777,"more, than 1000 DM",between 1 & 4 years,4,male & single,none,4,real estate,50,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
184,between 0 & 200 DM,18,critical account/other credits existing (not at this bank),car (new),884,"less, than 100 DM","more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",36,bank,own,1,skilled employee/official,2,"yes, registered under the customers name",yes,bad
185,no checking account,15,critical account/other credits existing (not at this bank),radio/television,1360,"less, than 100 DM",between 1 & 4 years,4,male & single,none,2,building society savings agreement/life insurance,31,none,own,2,skilled employee/official,1,none,yes,good
186,between 0 & 200 DM,9,all credits at this bank paid back duly,car (used),5129,"less, than 100 DM","more, than 7 years",2,female & divorced/separated/married,none,4,unknown/no property,74,bank,for free,1,management/self-employed/highly qualified employee/officer,2,"yes, registered under the customers name",yes,bad
187,between 0 & 200 DM,16,critical account/other credits existing (not at this bank),car (new),1175,"less, than 100 DM",unemployed,2,male & single,none,3,"car or other, not in attribute 6",68,none,for free,3,unemployed/unskilled & non-resident,1,"yes, registered under the customers name",yes,good
188,"less, than 0 DM",12,existing credits paid back duly till now,radio/television,674,between 100 & 500 DM,between 4 & 7 years,4,male & married/widowed,none,1,building society savings agreement/life insurance,20,none,own,1,skilled employee/official,1,none,yes,bad
189,between 0 & 200 DM,18,no credits taken/all credits paid back duly,furniture/equipment,3244,"less, than 100 DM",between 1 & 4 years,1,female & divorced/separated/married,none,4,"car or other, not in attribute 6",33,bank,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
190,no checking account,24,existing credits paid back duly till now,business,4591,"more, than 1000 DM",between 1 & 4 years,2,male & single,none,3,building society savings agreement/life insurance,54,none,own,3,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
191,between 0 & 200 DM,48,no credits taken/all credits paid back duly,business,3844,between 100 & 500 DM,between 4 & 7 years,4,male & single,none,4,unknown/no property,34,none,for free,1,unskilled & resident,2,none,yes,bad
192,between 0 & 200 DM,27,existing credits paid back duly till now,business,3915,"less, than 100 DM",between 1 & 4 years,4,male & single,none,2,"car or other, not in attribute 6",36,none,own,1,skilled employee/official,2,"yes, registered under the customers name",yes,bad
193,no checking account,6,existing credits paid back duly till now,radio/television,2108,"less, than 100 DM",between 4 & 7 years,2,male & married/widowed,none,2,real estate,29,none,rent,1,skilled employee/official,1,none,yes,good
194,between 0 & 200 DM,45,existing credits paid back duly till now,radio/television,3031,between 100 & 500 DM,between 1 & 4 years,4,male & single,guarantor,4,building society savings agreement/life insurance,21,none,rent,1,skilled employee/official,1,none,yes,bad
195,between 0 & 200 DM,9,critical account/other credits existing (not at this bank),education,1501,"less, than 100 DM","more, than 7 years",2,female & divorced/separated/married,none,3,"car or other, not in attribute 6",34,none,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
196,no checking account,6,critical account/other credits existing (not at this bank),radio/television,1382,"less, than 100 DM",between 1 & 4 years,1,female & divorced/separated/married,none,1,"car or other, not in attribute 6",28,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
197,between 0 & 200 DM,12,existing credits paid back duly till now,furniture/equipment,951,between 100 & 500 DM,"less, than 1 year",4,female & divorced/separated/married,none,4,"car or other, not in attribute 6",27,bank,rent,4,skilled employee/official,1,none,yes,bad
198,between 0 & 200 DM,24,existing credits paid back duly till now,car (used),2760,unknown/no savings account,"more, than 7 years",4,male & single,none,4,unknown/no property,36,bank,for free,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
199,between 0 & 200 DM,18,delay in paying off in the past,furniture/equipment,4297,"less, than 100 DM","more, than 7 years",4,male & divorced/separated,none,3,unknown/no property,40,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
200,no checking account,9,critical account/other credits existing (not at this bank),education,936,between 500 & 1000 DM,"more, than 7 years",4,male & single,none,2,"car or other, not in attribute 6",52,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
201,"less, than 0 DM",12,existing credits paid back duly till now,car (new),1168,"less, than 100 DM",between 1 & 4 years,4,male & married/widowed,none,3,real estate,27,none,own,1,unskilled & resident,1,none,yes,good
202,no checking account,27,delay in paying off in the past,business,5117,"less, than 100 DM",between 4 & 7 years,3,male & single,none,4,"car or other, not in attribute 6",26,none,own,2,skilled employee/official,1,none,yes,good
203,"less, than 0 DM",12,existing credits paid back duly till now,retraining,902,"less, than 100 DM",between 4 & 7 years,4,male & married/widowed,none,4,building society savings agreement/life insurance,21,none,rent,1,skilled employee/official,1,none,yes,bad
204,no checking account,12,critical account/other credits existing (not at this bank),car (new),1495,"less, than 100 DM","more, than 7 years",4,male & single,none,1,real estate,38,none,own,2,unskilled & resident,2,none,yes,good
205,"less, than 0 DM",30,critical account/other credits existing (not at this bank),car (used),10623,"less, than 100 DM","more, than 7 years",3,male & single,none,4,unknown/no property,38,none,for free,3,management/self-employed/highly qualified employee/officer,2,"yes, registered under the customers name",yes,good
206,no checking account,12,critical account/other credits existing (not at this bank),furniture/equipment,1935,"less, than 100 DM","more, than 7 years",4,male & single,none,4,real estate,43,none,own,3,skilled employee/official,1,"yes, registered under the customers name",yes,good
207,between 0 & 200 DM,12,critical account/other credits existing (not at this bank),domestic appliances,1424,"less, than 100 DM",between 4 & 7 years,4,male & single,none,3,building society savings agreement/life insurance,26,none,own,1,skilled employee/official,1,none,yes,good
208,"less, than 0 DM",24,existing credits paid back duly till now,business,6568,"less, than 100 DM",between 1 & 4 years,2,male & married/widowed,none,2,"car or other, not in attribute 6",21,stores,own,1,unskilled & resident,1,none,yes,good
209,no checking account,12,existing credits paid back duly till now,car (used),1413,"more, than 1000 DM",between 4 & 7 years,3,male & single,none,2,building society savings agreement/life insurance,55,none,own,1,skilled employee/official,1,none,no,good
210,no checking account,9,critical account/other credits existing (not at this bank),radio/television,3074,unknown/no savings account,between 1 & 4 years,1,male & single,none,2,real estate,33,none,own,2,skilled employee/official,2,none,yes,good
211,no checking account,36,existing credits paid back duly till now,radio/television,3835,unknown/no savings account,"more, than 7 years",2,female & divorced/separated/married,none,4,real estate,45,none,own,1,unskilled & resident,1,"yes, registered under the customers name",yes,good
212,"less, than 0 DM",27,no credits taken/all credits paid back duly,business,5293,"less, than 100 DM",unemployed,2,male & single,none,4,building society savings agreement/life insurance,50,stores,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
213,"more, than 200 DM",30,delay in paying off in the past,business,1908,"less, than 100 DM","more, than 7 years",4,male & single,none,4,real estate,66,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
214,no checking account,36,critical account/other credits existing (not at this bank),radio/television,3342,unknown/no savings account,"more, than 7 years",4,male & single,none,2,"car or other, not in attribute 6",51,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
215,between 0 & 200 DM,6,critical account/other credits existing (not at this bank),retraining,932,unknown/no savings account,between 4 & 7 years,1,female & divorced/separated/married,none,3,building society savings agreement/life insurance,39,none,own,2,unskilled & resident,1,none,yes,good
216,"less, than 0 DM",18,no credits taken/all credits paid back duly,business,3104,"less, than 100 DM",between 4 & 7 years,3,male & single,none,1,building society savings agreement/life insurance,31,bank,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
217,"more, than 200 DM",36,existing credits paid back duly till now,radio/television,3913,"less, than 100 DM",between 1 & 4 years,2,male & single,none,2,real estate,23,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
218,"less, than 0 DM",24,existing credits paid back duly till now,furniture/equipment,3021,"less, than 100 DM",between 1 & 4 years,2,male & divorced/separated,none,2,real estate,24,none,rent,1,unskilled & resident,1,none,yes,good
219,no checking account,10,existing credits paid back duly till now,car (new),1364,"less, than 100 DM",between 1 & 4 years,2,female & divorced/separated/married,none,4,"car or other, not in attribute 6",64,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
220,between 0 & 200 DM,12,existing credits paid back duly till now,radio/television,625,"less, than 100 DM","less, than 1 year",4,male & married/widowed,guarantor,1,real estate,26,bank,own,1,unskilled & resident,1,none,yes,good
221,"less, than 0 DM",12,existing credits paid back duly till now,education,1200,unknown/no savings account,between 1 & 4 years,4,female & divorced/separated/married,none,4,building society savings agreement/life insurance,23,bank,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
222,no checking account,12,existing credits paid back duly till now,radio/television,707,"less, than 100 DM",between 1 & 4 years,4,male & single,none,2,real estate,30,bank,own,2,skilled employee/official,1,none,yes,good
223,no checking account,24,delay in paying off in the past,business,2978,unknown/no savings account,between 1 & 4 years,4,male & single,none,4,real estate,32,none,own,2,skilled employee/official,2,"yes, registered under the customers name",yes,good
224,no checking account,15,existing credits paid back duly till now,car (used),4657,"less, than 100 DM",between 1 & 4 years,3,male & single,none,2,"car or other, not in attribute 6",30,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
225,no checking account,36,no credits taken/all credits paid back duly,repairs,2613,"less, than 100 DM",between 1 & 4 years,4,male & single,none,2,"car or other, not in attribute 6",27,none,own,2,skilled employee/official,1,none,yes,good
226,between 0 & 200 DM,48,existing credits paid back duly till now,radio/television,10961,"more, than 1000 DM",between 4 & 7 years,1,male & single,co-applicant,2,unknown/no property,27,bank,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
227,"less, than 0 DM",12,existing credits paid back duly till now,furniture/equipment,7865,"less, than 100 DM","more, than 7 years",4,male & single,none,4,unknown/no property,53,none,for free,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
228,no checking account,9,existing credits paid back duly till now,radio/television,1478,"less, than 100 DM",between 4 & 7 years,4,male & single,none,2,"car or other, not in attribute 6",22,none,own,1,skilled employee/official,1,none,yes,bad
229,"less, than 0 DM",24,existing credits paid back duly till now,furniture/equipment,3149,"less, than 100 DM","less, than 1 year",4,male & single,none,1,unknown/no property,22,bank,for free,1,skilled employee/official,1,none,yes,good
230,"more, than 200 DM",36,existing credits paid back duly till now,radio/television,4210,"less, than 100 DM",between 1 & 4 years,4,male & single,none,2,"car or other, not in attribute 6",26,none,own,1,skilled employee/official,1,none,yes,bad
231,no checking account,9,existing credits paid back duly till now,car (new),2507,between 500 & 1000 DM,"more, than 7 years",2,male & single,none,4,unknown/no property,51,none,for free,1,unskilled & resident,1,none,yes,good
232,no checking account,12,existing credits paid back duly till now,radio/television,2141,between 100 & 500 DM,between 4 & 7 years,3,male & single,none,1,unknown/no property,35,none,own,1,skilled employee/official,1,none,yes,good
233,between 0 & 200 DM,18,existing credits paid back duly till now,radio/television,866,"less, than 100 DM",between 1 & 4 years,4,male & married/widowed,guarantor,2,real estate,25,none,own,1,unskilled & resident,1,none,yes,good
234,no checking account,4,critical account/other credits existing (not at this bank),radio/television,1544,"less, than 100 DM",between 4 & 7 years,2,male & single,none,1,real estate,42,none,own,3,unskilled & resident,2,none,yes,good
235,"less, than 0 DM",24,existing credits paid back duly till now,radio/television,1823,"less, than 100 DM",unemployed,4,male & single,none,2,"car or other, not in attribute 6",30,stores,own,1,management/self-employed/highly qualified employee/officer,2,none,yes,bad
236,between 0 & 200 DM,6,existing credits paid back duly till now,car (new),14555,unknown/no savings account,unemployed,1,male & single,none,2,building society savings agreement/life insurance,23,none,own,1,unemployed/unskilled & non-resident,1,"yes, registered under the customers name",yes,bad
237,between 0 & 200 DM,21,existing credits paid back duly till now,business,2767,between 100 & 500 DM,"more, than 7 years",4,male & divorced/separated,none,2,"car or other, not in attribute 6",61,bank,rent,2,unskilled & resident,1,none,yes,bad
238,no checking account,12,critical account/other credits existing (not at this bank),radio/television,1291,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,2,building society savings agreement/life insurance,35,none,own,2,skilled employee/official,1,none,yes,good
239,"less, than 0 DM",30,existing credits paid back duly till now,radio/television,2522,"less, than 100 DM","more, than 7 years",1,male & single,guarantor,3,building society savings agreement/life insurance,39,none,own,1,skilled employee/official,2,none,yes,good
240,"less, than 0 DM",24,existing credits paid back duly till now,car (new),915,unknown/no savings account,"more, than 7 years",4,female & divorced/separated/married,none,2,"car or other, not in attribute 6",29,bank,own,1,skilled employee/official,1,none,yes,bad
241,no checking account,6,existing credits paid back duly till now,radio/television,1595,"less, than 100 DM",between 4 & 7 years,3,male & single,none,2,building society savings agreement/life insurance,51,none,own,1,skilled employee/official,2,none,yes,good
242,"less, than 0 DM",48,no credits taken/all credits paid back duly,car (used),4605,"less, than 100 DM","more, than 7 years",3,male & single,none,4,unknown/no property,24,none,for free,2,skilled employee/official,2,none,yes,bad
243,no checking account,12,critical account/other credits existing (not at this bank),business,1185,"less, than 100 DM",between 1 & 4 years,3,female & divorced/separated/married,none,2,real estate,27,none,own,2,skilled employee/official,1,none,yes,good
244,no checking account,12,all credits at this bank paid back duly,retraining,3447,between 500 & 1000 DM,between 1 & 4 years,4,female & divorced/separated/married,none,3,real estate,35,none,own,1,unskilled & resident,2,none,yes,good
245,no checking account,24,existing credits paid back duly till now,business,1258,"less, than 100 DM",between 4 & 7 years,4,male & single,none,1,real estate,25,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
246,no checking account,12,critical account/other credits existing (not at this bank),radio/television,717,"less, than 100 DM","more, than 7 years",4,male & single,none,4,real estate,52,none,own,3,skilled employee/official,1,none,yes,good
247,no checking account,6,no credits taken/all credits paid back duly,car (new),1204,between 100 & 500 DM,between 1 & 4 years,4,male & single,none,1,unknown/no property,35,bank,rent,1,skilled employee/official,1,none,no,good
248,"more, than 200 DM",24,existing credits paid back duly till now,furniture/equipment,1925,"less, than 100 DM",between 1 & 4 years,2,male & single,none,2,real estate,26,none,own,1,skilled employee/official,1,none,yes,good
249,no checking account,18,existing credits paid back duly till now,radio/television,433,"less, than 100 DM",unemployed,3,female & divorced/separated/married,co-applicant,4,real estate,22,none,rent,1,skilled employee/official,1,none,yes,bad
250,"less, than 0 DM",6,critical account/other credits existing (not at this bank),car (new),666,"more, than 1000 DM",between 4 & 7 years,3,female & divorced/separated/married,none,4,real estate,39,none,own,2,unskilled & resident,1,"yes, registered under the customers name",yes,good
251,"more, than 200 DM",12,existing credits paid back duly till now,furniture/equipment,2251,"less, than 100 DM",between 1 & 4 years,1,female & divorced/separated/married,none,2,"car or other, not in attribute 6",46,none,own,1,unskilled & resident,1,none,yes,good
252,between 0 & 200 DM,30,existing credits paid back duly till now,car (new),2150,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,guarantor,2,unknown/no property,24,bank,own,1,skilled employee/official,1,none,yes,bad
253,no checking account,24,delay in paying off in the past,furniture/equipment,4151,between 100 & 500 DM,between 1 & 4 years,2,male & single,none,3,building society savings agreement/life insurance,35,none,own,2,skilled employee/official,1,none,yes,good
254,between 0 & 200 DM,9,existing credits paid back duly till now,furniture/equipment,2030,unknown/no savings account,between 4 & 7 years,2,male & single,none,1,"car or other, not in attribute 6",24,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
255,between 0 & 200 DM,60,delay in paying off in the past,radio/television,7418,unknown/no savings account,between 1 & 4 years,1,male & single,none,1,real estate,27,none,own,1,unskilled & resident,1,none,yes,good
256,no checking account,24,critical account/other credits existing (not at this bank),radio/television,2684,"less, than 100 DM",between 1 & 4 years,4,male & single,none,2,real estate,35,none,own,2,unskilled & resident,1,none,yes,good
257,"less, than 0 DM",12,all credits at this bank paid back duly,radio/television,2149,"less, than 100 DM",between 1 & 4 years,4,male & divorced/separated,none,1,unknown/no property,29,none,for free,1,skilled employee/official,1,none,yes,bad
258,no checking account,15,existing credits paid back duly till now,car (used),3812,between 100 & 500 DM,"less, than 1 year",1,female & divorced/separated/married,none,4,"car or other, not in attribute 6",23,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
259,no checking account,11,critical account/other credits existing (not at this bank),radio/television,1154,between 100 & 500 DM,unemployed,4,female & divorced/separated/married,none,4,real estate,57,none,own,3,unskilled & resident,1,none,yes,good
260,"less, than 0 DM",12,existing credits paid back duly till now,furniture/equipment,1657,"less, than 100 DM",between 1 & 4 years,2,male & single,none,2,real estate,27,none,own,1,skilled employee/official,1,none,yes,good
261,"less, than 0 DM",24,existing credits paid back duly till now,radio/television,1603,"less, than 100 DM","more, than 7 years",4,female & divorced/separated/married,none,4,"car or other, not in attribute 6",55,none,own,1,skilled employee/official,1,none,yes,good
262,"less, than 0 DM",18,critical account/other credits existing (not at this bank),car (new),5302,"less, than 100 DM","more, than 7 years",2,male & single,none,4,unknown/no property,36,none,for free,3,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
263,no checking account,12,critical account/other credits existing (not at this bank),education,2748,"less, than 100 DM","more, than 7 years",2,female & divorced/separated/married,none,4,unknown/no property,57,bank,for free,3,unskilled & resident,1,none,yes,good
264,no checking account,10,critical account/other credits existing (not at this bank),car (new),1231,"less, than 100 DM","more, than 7 years",3,male & single,none,4,real estate,32,none,own,2,unskilled & resident,2,none,no,good
265,between 0 & 200 DM,15,existing credits paid back duly till now,radio/television,802,"less, than 100 DM","more, than 7 years",4,male & single,none,3,"car or other, not in attribute 6",37,none,own,1,skilled employee/official,2,none,yes,bad
266,no checking account,36,critical account/other credits existing (not at this bank),business,6304,unknown/no savings account,"more, than 7 years",4,male & single,none,4,real estate,36,none,own,2,skilled employee/official,1,none,yes,good
267,no checking account,24,existing credits paid back duly till now,radio/television,1533,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,3,"car or other, not in attribute 6",38,stores,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
268,"less, than 0 DM",14,existing credits paid back duly till now,car (new),8978,"less, than 100 DM","more, than 7 years",1,male & divorced/separated,none,4,building society savings agreement/life insurance,45,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",no,bad
269,no checking account,24,existing credits paid back duly till now,radio/television,999,unknown/no savings account,"more, than 7 years",4,male & single,none,2,"car or other, not in attribute 6",25,none,own,2,skilled employee/official,1,none,yes,good
270,no checking account,18,existing credits paid back duly till now,car (new),2662,unknown/no savings account,between 4 & 7 years,4,male & single,none,3,building society savings agreement/life insurance,32,none,own,1,skilled employee/official,1,none,no,good
271,no checking account,12,critical account/other credits existing (not at this bank),furniture/equipment,1402,between 500 & 1000 DM,between 4 & 7 years,3,female & divorced/separated/married,none,4,"car or other, not in attribute 6",37,none,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
272,between 0 & 200 DM,48,all credits at this bank paid back duly,car (new),12169,unknown/no savings account,unemployed,4,male & single,co-applicant,4,unknown/no property,36,none,for free,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
273,between 0 & 200 DM,48,existing credits paid back duly till now,radio/television,3060,"less, than 100 DM",between 4 & 7 years,4,male & single,none,4,real estate,28,none,own,2,skilled employee/official,1,none,yes,bad
274,"less, than 0 DM",30,existing credits paid back duly till now,repairs,11998,"less, than 100 DM","less, than 1 year",1,male & divorced/separated,none,1,unknown/no property,34,none,own,1,unskilled & resident,1,"yes, registered under the customers name",yes,bad
275,no checking account,9,existing credits paid back duly till now,radio/television,2697,"less, than 100 DM",between 1 & 4 years,1,male & single,none,2,real estate,32,none,own,1,skilled employee/official,2,none,yes,good
276,no checking account,18,critical account/other credits existing (not at this bank),radio/television,2404,"less, than 100 DM",between 1 & 4 years,2,female & divorced/separated/married,none,2,"car or other, not in attribute 6",26,none,own,2,skilled employee/official,1,none,yes,good
277,"less, than 0 DM",12,existing credits paid back duly till now,furniture/equipment,1262,unknown/no savings account,"more, than 7 years",2,male & divorced/separated,none,4,building society savings agreement/life insurance,49,none,own,1,unskilled & resident,1,"yes, registered under the customers name",yes,good
278,no checking account,6,existing credits paid back duly till now,furniture/equipment,4611,"less, than 100 DM","less, than 1 year",1,female & divorced/separated/married,none,4,building society savings agreement/life insurance,32,none,own,1,skilled employee/official,1,none,yes,bad
279,no checking account,24,existing credits paid back duly till now,radio/television,1901,between 100 & 500 DM,between 1 & 4 years,4,male & single,none,4,"car or other, not in attribute 6",29,none,rent,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
280,no checking account,15,critical account/other credits existing (not at this bank),car (used),3368,"more, than 1000 DM","more, than 7 years",3,male & single,none,4,unknown/no property,23,none,rent,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
281,no checking account,12,existing credits paid back duly till now,furniture/equipment,1574,"less, than 100 DM",between 1 & 4 years,4,male & single,none,2,real estate,50,none,own,1,skilled employee/official,1,none,yes,good
282,"more, than 200 DM",18,all credits at this bank paid back duly,radio/television,1445,unknown/no savings account,between 4 & 7 years,4,male & single,none,4,"car or other, not in attribute 6",49,bank,own,1,unskilled & resident,1,none,yes,good
283,no checking account,15,critical account/other credits existing (not at this bank),furniture/equipment,1520,unknown/no savings account,"more, than 7 years",4,male & single,none,4,building society savings agreement/life insurance,63,none,own,1,skilled employee/official,1,none,yes,good
284,between 0 & 200 DM,24,critical account/other credits existing (not at this bank),car (new),3878,between 100 & 500 DM,"less, than 1 year",4,male & divorced/separated,none,2,"car or other, not in attribute 6",37,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
285,"less, than 0 DM",47,existing credits paid back duly till now,car (new),10722,"less, than 100 DM","less, than 1 year",1,female & divorced/separated/married,none,1,real estate,35,none,own,1,unskilled & resident,1,"yes, registered under the customers name",yes,good
286,"less, than 0 DM",48,existing credits paid back duly till now,car (used),4788,"less, than 100 DM",between 4 & 7 years,4,male & single,none,3,building society savings agreement/life insurance,26,none,own,1,skilled employee/official,2,none,yes,good
287,between 0 & 200 DM,48,delay in paying off in the past,others,7582,between 100 & 500 DM,unemployed,2,male & single,none,4,unknown/no property,31,none,for free,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
288,between 0 & 200 DM,12,existing credits paid back duly till now,radio/television,1092,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,guarantor,4,real estate,49,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
289,"less, than 0 DM",24,delay in paying off in the past,radio/television,1024,"less, than 100 DM","less, than 1 year",4,male & married/widowed,none,4,real estate,48,stores,own,1,skilled employee/official,1,none,yes,bad
290,no checking account,12,existing credits paid back duly till now,business,1076,"less, than 100 DM",between 1 & 4 years,2,male & married/widowed,none,2,real estate,26,none,own,1,skilled employee/official,1,"yes, registered under the customers name",no,good
291,between 0 & 200 DM,36,existing credits paid back duly till now,car (used),9398,"less, than 100 DM","less, than 1 year",1,male & married/widowed,none,4,"car or other, not in attribute 6",28,none,rent,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
292,"less, than 0 DM",24,critical account/other credits existing (not at this bank),car (used),6419,"less, than 100 DM","more, than 7 years",2,female & divorced/separated/married,none,4,unknown/no property,44,none,for free,2,management/self-employed/highly qualified employee/officer,2,"yes, registered under the customers name",yes,good
293,"more, than 200 DM",42,critical account/other credits existing (not at this bank),car (used),4796,"less, than 100 DM","more, than 7 years",4,male & single,none,4,unknown/no property,56,none,for free,1,skilled employee/official,1,none,yes,good
294,no checking account,48,critical account/other credits existing (not at this bank),business,7629,unknown/no savings account,"more, than 7 years",4,male & divorced/separated,none,2,"car or other, not in attribute 6",46,bank,own,2,management/self-employed/highly qualified employee/officer,2,none,yes,good
295,between 0 & 200 DM,48,existing credits paid back duly till now,furniture/equipment,9960,"less, than 100 DM","less, than 1 year",1,female & divorced/separated/married,none,2,"car or other, not in attribute 6",26,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
296,no checking account,12,existing credits paid back duly till now,car (used),4675,unknown/no savings account,"less, than 1 year",1,female & divorced/separated/married,none,4,"car or other, not in attribute 6",20,none,rent,1,skilled employee/official,1,none,yes,good
297,no checking account,10,existing credits paid back duly till now,car (new),1287,unknown/no savings account,"more, than 7 years",4,male & single,co-applicant,2,building society savings agreement/life insurance,45,none,own,1,unskilled & resident,1,none,no,good
298,no checking account,18,existing credits paid back duly till now,furniture/equipment,2515,"less, than 100 DM",between 1 & 4 years,3,male & single,none,4,real estate,43,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
299,between 0 & 200 DM,21,critical account/other credits existing (not at this bank),furniture/equipment,2745,"more, than 1000 DM",between 4 & 7 years,3,male & single,none,2,"car or other, not in attribute 6",32,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
300,no checking account,6,existing credits paid back duly till now,car (new),672,"less, than 100 DM",unemployed,1,female & divorced/separated/married,none,4,real estate,54,none,own,1,unemployed/unskilled & non-resident,1,"yes, registered under the customers name",yes,good
301,between 0 & 200 DM,36,no credits taken/all credits paid back duly,radio/television,3804,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,1,"car or other, not in attribute 6",42,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
302,"more, than 200 DM",24,critical account/other credits existing (not at this bank),car (new),1344,unknown/no savings account,between 4 & 7 years,4,male & single,none,2,real estate,37,bank,own,2,unskilled & resident,2,none,yes,bad
303,"less, than 0 DM",10,critical account/other credits existing (not at this bank),car (new),1038,"less, than 100 DM",between 4 & 7 years,4,male & single,co-applicant,3,building society savings agreement/life insurance,49,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
304,no checking account,48,critical account/other credits existing (not at this bank),car (new),10127,between 500 & 1000 DM,between 1 & 4 years,2,male & single,none,2,unknown/no property,44,bank,for free,1,skilled employee/official,1,none,yes,bad
305,no checking account,6,existing credits paid back duly till now,furniture/equipment,1543,"more, than 1000 DM",between 1 & 4 years,4,male & divorced/separated,none,2,real estate,33,none,own,1,skilled employee/official,1,none,yes,good
306,no checking account,30,existing credits paid back duly till now,car (used),4811,unknown/no savings account,between 4 & 7 years,2,female & divorced/separated/married,none,4,building society savings agreement/life insurance,24,stores,rent,1,unskilled & resident,1,none,yes,good
307,"less, than 0 DM",12,existing credits paid back duly till now,radio/television,727,between 100 & 500 DM,"less, than 1 year",4,male & married/widowed,none,3,unknown/no property,33,none,own,1,unskilled & resident,1,"yes, registered under the customers name",yes,bad
308,between 0 & 200 DM,8,existing credits paid back duly till now,furniture/equipment,1237,"less, than 100 DM",between 1 & 4 years,3,female & divorced/separated/married,none,4,real estate,24,none,own,1,skilled employee/official,1,none,yes,bad
309,between 0 & 200 DM,9,existing credits paid back duly till now,car (new),276,"less, than 100 DM",between 1 & 4 years,4,male & married/widowed,none,4,real estate,22,none,rent,1,unskilled & resident,1,none,yes,good
310,between 0 & 200 DM,48,existing credits paid back duly till now,others,5381,unknown/no savings account,unemployed,3,male & single,none,4,unknown/no property,40,bank,for free,1,unemployed/unskilled & non-resident,1,"yes, registered under the customers name",yes,good
311,no checking account,24,existing credits paid back duly till now,furniture/equipment,5511,between 100 & 500 DM,between 1 & 4 years,4,male & single,none,1,"car or other, not in attribute 6",25,stores,own,1,skilled employee/official,1,none,yes,good
312,"more, than 200 DM",24,existing credits paid back duly till now,furniture/equipment,3749,"less, than 100 DM","less, than 1 year",2,female & divorced/separated/married,none,4,"car or other, not in attribute 6",26,none,own,1,skilled employee/official,1,none,yes,good
313,between 0 & 200 DM,12,existing credits paid back duly till now,car (new),685,"less, than 100 DM",between 4 & 7 years,2,male & married/widowed,none,3,"car or other, not in attribute 6",25,bank,own,1,unskilled & resident,1,none,yes,bad
314,"more, than 200 DM",4,existing credits paid back duly till now,car (new),1494,unknown/no savings account,"less, than 1 year",1,male & single,none,2,real estate,29,none,own,1,unskilled & resident,2,none,no,good
315,"less, than 0 DM",36,all credits at this bank paid back duly,furniture/equipment,2746,"less, than 100 DM","more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",31,bank,own,1,skilled employee/official,1,none,yes,bad
316,"less, than 0 DM",12,existing credits paid back duly till now,furniture/equipment,708,"less, than 100 DM",between 1 & 4 years,2,male & single,guarantor,3,building society savings agreement/life insurance,38,none,own,1,unskilled & resident,2,none,yes,good
317,between 0 & 200 DM,24,existing credits paid back duly till now,furniture/equipment,4351,unknown/no savings account,between 1 & 4 years,1,female & divorced/separated/married,none,4,building society savings agreement/life insurance,48,none,own,1,unskilled & resident,1,"yes, registered under the customers name",yes,good
318,no checking account,12,critical account/other credits existing (not at this bank),education,701,"less, than 100 DM",between 1 & 4 years,4,male & single,none,2,"car or other, not in attribute 6",32,none,own,2,skilled employee/official,1,none,yes,good
319,"less, than 0 DM",15,delay in paying off in the past,furniture/equipment,3643,"less, than 100 DM","more, than 7 years",1,female & divorced/separated/married,none,4,building society savings agreement/life insurance,27,none,own,2,unskilled & resident,1,none,yes,good
320,between 0 & 200 DM,30,critical account/other credits existing (not at this bank),car (new),4249,"less, than 100 DM",unemployed,4,male & married/widowed,none,2,"car or other, not in attribute 6",28,none,own,2,management/self-employed/highly qualified employee/officer,1,none,yes,bad
321,"less, than 0 DM",24,existing credits paid back duly till now,radio/television,1938,"less, than 100 DM","less, than 1 year",4,male & divorced/separated,none,3,building society savings agreement/life insurance,32,none,own,1,skilled employee/official,1,none,yes,bad
322,"less, than 0 DM",24,existing credits paid back duly till now,car (used),2910,"less, than 100 DM",between 4 & 7 years,2,male & single,none,1,unknown/no property,34,none,for free,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
323,"less, than 0 DM",18,existing credits paid back duly till now,furniture/equipment,2659,"more, than 1000 DM",between 1 & 4 years,4,male & single,none,2,"car or other, not in attribute 6",28,none,own,1,skilled employee/official,1,none,yes,good
324,no checking account,18,critical account/other credits existing (not at this bank),car (new),1028,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,3,real estate,36,none,own,2,skilled employee/official,1,none,yes,good
325,"less, than 0 DM",8,critical account/other credits existing (not at this bank),car (new),3398,"less, than 100 DM",between 4 & 7 years,1,male & single,none,4,real estate,39,none,own,2,unskilled & resident,1,none,no,good
326,no checking account,12,critical account/other credits existing (not at this bank),furniture/equipment,5801,unknown/no savings account,"more, than 7 years",2,male & single,none,4,building society savings agreement/life insurance,49,none,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
327,no checking account,24,existing credits paid back duly till now,car (new),1525,"more, than 1000 DM",between 4 & 7 years,4,female & divorced/separated/married,none,3,"car or other, not in attribute 6",34,none,own,1,skilled employee/official,2,"yes, registered under the customers name",yes,good
328,"more, than 200 DM",36,existing credits paid back duly till now,radio/television,4473,"less, than 100 DM","more, than 7 years",4,male & single,none,2,"car or other, not in attribute 6",31,none,own,1,skilled employee/official,1,none,yes,good
329,between 0 & 200 DM,6,existing credits paid back duly till now,radio/television,1068,"less, than 100 DM","more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",28,none,own,1,skilled employee/official,2,none,yes,good
330,"less, than 0 DM",24,critical account/other credits existing (not at this bank),car (used),6615,"less, than 100 DM",unemployed,2,male & single,none,4,unknown/no property,75,none,for free,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
331,no checking account,18,critical account/other credits existing (not at this bank),education,1864,between 100 & 500 DM,between 1 & 4 years,4,female & divorced/separated/married,none,2,real estate,30,none,own,2,skilled employee/official,1,none,yes,bad
332,between 0 & 200 DM,60,existing credits paid back duly till now,car (new),7408,between 100 & 500 DM,"less, than 1 year",4,female & divorced/separated/married,none,2,building society savings agreement/life insurance,24,none,own,1,management/self-employed/highly qualified employee/officer,1,none,yes,bad
333,no checking account,48,critical account/other credits existing (not at this bank),car (used),11590,between 100 & 500 DM,between 1 & 4 years,2,female & divorced/separated/married,none,4,"car or other, not in attribute 6",24,bank,rent,2,unskilled & resident,1,none,yes,bad
334,"less, than 0 DM",24,no credits taken/all credits paid back duly,furniture/equipment,4110,"less, than 100 DM","more, than 7 years",3,male & single,none,4,unknown/no property,23,bank,rent,2,skilled employee/official,2,none,yes,bad
335,"less, than 0 DM",6,critical account/other credits existing (not at this bank),furniture/equipment,3384,"less, than 100 DM",between 1 & 4 years,1,male & divorced/separated,none,4,real estate,44,none,rent,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
336,between 0 & 200 DM,13,existing credits paid back duly till now,radio/television,2101,"less, than 100 DM","less, than 1 year",2,female & divorced/separated/married,guarantor,4,building society savings agreement/life insurance,23,none,own,1,unskilled & resident,1,none,yes,good
337,"less, than 0 DM",15,existing credits paid back duly till now,domestic appliances,1275,unknown/no savings account,between 1 & 4 years,4,female & divorced/separated/married,none,2,"car or other, not in attribute 6",24,none,rent,1,skilled employee/official,1,none,yes,bad
338,"less, than 0 DM",24,existing credits paid back duly till now,furniture/equipment,4169,"less, than 100 DM",between 1 & 4 years,4,male & single,none,4,building society savings agreement/life insurance,28,none,own,1,skilled employee/official,1,none,yes,good
339,between 0 & 200 DM,10,existing credits paid back duly till now,furniture/equipment,1521,"less, than 100 DM",between 1 & 4 years,4,male & divorced/separated,none,2,"car or other, not in attribute 6",31,none,own,1,unskilled & resident,1,none,yes,good
340,between 0 & 200 DM,24,critical account/other credits existing (not at this bank),education,5743,"less, than 100 DM","less, than 1 year",2,female & divorced/separated/married,none,4,unknown/no property,24,none,for free,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
341,"less, than 0 DM",21,existing credits paid back duly till now,furniture/equipment,3599,"less, than 100 DM",between 4 & 7 years,1,female & divorced/separated/married,none,4,"car or other, not in attribute 6",26,none,rent,1,unskilled & resident,1,none,yes,good
342,between 0 & 200 DM,18,existing credits paid back duly till now,radio/television,3213,between 500 & 1000 DM,"less, than 1 year",1,male & married/widowed,none,3,real estate,25,none,rent,1,skilled employee/official,1,none,yes,good
343,between 0 & 200 DM,18,existing credits paid back duly till now,business,4439,"less, than 100 DM","more, than 7 years",1,male & single,co-applicant,1,real estate,33,bank,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
344,"more, than 200 DM",10,existing credits paid back duly till now,car (new),3949,"less, than 100 DM","less, than 1 year",1,male & single,guarantor,1,building society savings agreement/life insurance,37,none,own,1,unskilled & resident,2,none,yes,good
345,no checking account,15,critical account/other credits existing (not at this bank),radio/television,1459,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,2,"car or other, not in attribute 6",43,none,own,1,unskilled & resident,1,none,yes,good
346,between 0 & 200 DM,13,critical account/other credits existing (not at this bank),radio/television,882,"less, than 100 DM","less, than 1 year",4,male & single,guarantor,4,real estate,23,none,own,2,skilled employee/official,1,none,yes,good
347,between 0 & 200 DM,24,existing credits paid back duly till now,radio/television,3758,between 500 & 1000 DM,unemployed,1,female & divorced/separated/married,none,4,unknown/no property,23,none,rent,1,unemployed/unskilled & non-resident,1,none,yes,good
348,no checking account,6,delay in paying off in the past,business,1743,between 100 & 500 DM,between 1 & 4 years,1,male & single,none,2,real estate,34,none,own,2,unskilled & resident,1,none,yes,good
349,between 0 & 200 DM,9,critical account/other credits existing (not at this bank),education,1136,"more, than 1000 DM","more, than 7 years",4,male & single,none,3,unknown/no property,32,none,for free,2,skilled employee/official,2,none,yes,bad
350,no checking account,9,existing credits paid back duly till now,domestic appliances,1236,"less, than 100 DM","less, than 1 year",1,female & divorced/separated/married,none,4,real estate,23,none,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
351,between 0 & 200 DM,9,existing credits paid back duly till now,furniture/equipment,959,"less, than 100 DM",between 1 & 4 years,1,female & divorced/separated/married,none,2,"car or other, not in attribute 6",29,none,own,1,skilled employee/official,1,none,no,bad
352,no checking account,18,critical account/other credits existing (not at this bank),car (used),3229,unknown/no savings account,unemployed,2,male & single,none,4,unknown/no property,38,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
353,"less, than 0 DM",12,no credits taken/all credits paid back duly,radio/television,6199,"less, than 100 DM",between 1 & 4 years,4,male & single,none,2,building society savings agreement/life insurance,28,none,rent,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
354,no checking account,10,existing credits paid back duly till now,education,727,between 500 & 1000 DM,"more, than 7 years",4,male & single,none,4,unknown/no property,46,none,for free,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
355,between 0 & 200 DM,24,existing credits paid back duly till now,car (new),1246,"less, than 100 DM","less, than 1 year",4,male & single,none,2,real estate,23,stores,own,1,unskilled & resident,1,none,yes,bad
356,no checking account,12,critical account/other credits existing (not at this bank),radio/television,2331,unknown/no savings account,"more, than 7 years",1,male & single,co-applicant,4,real estate,49,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
357,no checking account,36,delay in paying off in the past,radio/television,4463,"less, than 100 DM",between 1 & 4 years,4,male & single,none,2,"car or other, not in attribute 6",26,none,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
358,no checking account,12,existing credits paid back duly till now,radio/television,776,"less, than 100 DM",between 1 & 4 years,4,male & married/widowed,none,2,real estate,28,none,own,1,skilled employee/official,1,none,yes,good
359,"less, than 0 DM",30,existing credits paid back duly till now,furniture/equipment,2406,"less, than 100 DM",between 4 & 7 years,4,female & divorced/separated/married,none,4,real estate,23,none,rent,1,skilled employee/official,1,none,yes,bad
360,between 0 & 200 DM,18,existing credits paid back duly till now,education,1239,unknown/no savings account,between 1 & 4 years,4,male & single,none,4,unknown/no property,61,none,for free,1,skilled employee/official,1,none,yes,good
361,"more, than 200 DM",12,existing credits paid back duly till now,radio/television,3399,unknown/no savings account,"more, than 7 years",2,male & single,none,3,"car or other, not in attribute 6",37,none,own,1,management/self-employed/highly qualified employee/officer,1,none,yes,good
362,"more, than 200 DM",12,delay in paying off in the past,car (new),2247,"less, than 100 DM",between 1 & 4 years,2,female & divorced/separated/married,none,2,"car or other, not in attribute 6",36,stores,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
363,no checking account,6,existing credits paid back duly till now,furniture/equipment,1766,"less, than 100 DM",between 1 & 4 years,1,male & married/widowed,none,2,building society savings agreement/life insurance,21,none,rent,1,skilled employee/official,1,none,yes,good
364,"less, than 0 DM",18,existing credits paid back duly till now,furniture/equipment,2473,"less, than 100 DM",unemployed,4,male & single,none,1,"car or other, not in attribute 6",25,none,own,1,unemployed/unskilled & non-resident,1,none,yes,bad
365,no checking account,12,existing credits paid back duly till now,business,1542,"less, than 100 DM",between 4 & 7 years,2,male & single,none,4,"car or other, not in attribute 6",36,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
366,no checking account,18,critical account/other credits existing (not at this bank),car (used),3850,"less, than 100 DM",between 4 & 7 years,3,male & single,none,1,"car or other, not in attribute 6",27,none,own,2,skilled employee/official,1,none,yes,good
367,"less, than 0 DM",18,existing credits paid back duly till now,furniture/equipment,3650,"less, than 100 DM","less, than 1 year",1,female & divorced/separated/married,none,4,"car or other, not in attribute 6",22,none,rent,1,skilled employee/official,1,none,yes,good
368,"less, than 0 DM",36,existing credits paid back duly till now,furniture/equipment,3446,"less, than 100 DM","more, than 7 years",4,male & single,none,2,"car or other, not in attribute 6",42,none,own,1,skilled employee/official,2,none,yes,bad
369,between 0 & 200 DM,18,existing credits paid back duly till now,furniture/equipment,3001,"less, than 100 DM",between 4 & 7 years,2,female & divorced/separated/married,none,4,real estate,40,none,rent,1,skilled employee/official,1,none,yes,good
370,no checking account,36,existing credits paid back duly till now,car (new),3079,unknown/no savings account,between 1 & 4 years,4,male & single,none,4,real estate,36,none,own,1,skilled employee/official,1,none,yes,good
371,no checking account,18,critical account/other credits existing (not at this bank),radio/television,6070,"less, than 100 DM","more, than 7 years",3,male & single,none,4,"car or other, not in attribute 6",33,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
372,no checking account,10,critical account/other credits existing (not at this bank),furniture/equipment,2146,"less, than 100 DM","less, than 1 year",1,female & divorced/separated/married,none,3,real estate,23,none,rent,2,skilled employee/official,1,none,yes,good
373,no checking account,60,critical account/other credits existing (not at this bank),car (new),13756,unknown/no savings account,"more, than 7 years",2,male & single,none,4,unknown/no property,63,bank,for free,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
374,between 0 & 200 DM,60,all credits at this bank paid back duly,others,14782,between 100 & 500 DM,"more, than 7 years",3,female & divorced/separated/married,none,4,unknown/no property,60,bank,for free,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
375,"less, than 0 DM",48,all credits at this bank paid back duly,business,7685,"less, than 100 DM",between 4 & 7 years,2,female & divorced/separated/married,guarantor,4,"car or other, not in attribute 6",37,none,rent,1,skilled employee/official,1,none,yes,bad
376,no checking account,18,delay in paying off in the past,radio/television,2320,"less, than 100 DM",unemployed,2,male & married/widowed,none,3,real estate,34,none,own,2,skilled employee/official,1,none,yes,good
377,no checking account,7,delay in paying off in the past,radio/television,846,unknown/no savings account,"more, than 7 years",3,male & single,none,4,unknown/no property,36,none,for free,1,skilled employee/official,1,none,yes,good
378,between 0 & 200 DM,36,existing credits paid back duly till now,car (new),14318,"less, than 100 DM","more, than 7 years",4,male & single,none,2,unknown/no property,57,none,for free,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
379,no checking account,6,critical account/other credits existing (not at this bank),car (new),362,between 100 & 500 DM,between 1 & 4 years,4,female & divorced/separated/married,none,4,"car or other, not in attribute 6",52,none,own,2,unskilled & resident,1,none,yes,good
380,"less, than 0 DM",20,existing credits paid back duly till now,furniture/equipment,2212,unknown/no savings account,between 4 & 7 years,4,male & single,none,4,"car or other, not in attribute 6",39,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
381,between 0 & 200 DM,18,existing credits paid back duly till now,car (used),12976,"less, than 100 DM",unemployed,3,female & divorced/separated/married,none,4,unknown/no property,38,none,for free,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
382,no checking account,22,existing credits paid back duly till now,car (new),1283,unknown/no savings account,between 4 & 7 years,4,female & divorced/separated/married,none,4,building society savings agreement/life insurance,25,none,rent,1,skilled employee/official,1,none,yes,good
383,"more, than 200 DM",12,existing credits paid back duly till now,car (new),1330,"less, than 100 DM","less, than 1 year",4,male & single,none,1,real estate,26,none,own,1,skilled employee/official,1,none,yes,good
384,no checking account,30,delay in paying off in the past,business,4272,between 100 & 500 DM,between 1 & 4 years,2,male & single,none,2,building society savings agreement/life insurance,26,none,own,2,unskilled & resident,1,none,yes,good
385,no checking account,18,critical account/other credits existing (not at this bank),radio/television,2238,"less, than 100 DM",between 1 & 4 years,2,female & divorced/separated/married,none,1,"car or other, not in attribute 6",25,none,own,2,skilled employee/official,1,none,yes,good
386,no checking account,18,existing credits paid back duly till now,radio/television,1126,unknown/no savings account,"less, than 1 year",4,female & divorced/separated/married,none,2,real estate,21,none,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
387,between 0 & 200 DM,18,critical account/other credits existing (not at this bank),furniture/equipment,7374,"less, than 100 DM",unemployed,4,male & single,none,4,building society savings agreement/life insurance,40,stores,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
388,between 0 & 200 DM,15,critical account/other credits existing (not at this bank),business,2326,between 500 & 1000 DM,between 1 & 4 years,2,male & single,none,4,"car or other, not in attribute 6",27,bank,own,1,skilled employee/official,1,none,yes,good
389,no checking account,9,existing credits paid back duly till now,business,1449,"less, than 100 DM",between 4 & 7 years,3,female & divorced/separated/married,none,2,"car or other, not in attribute 6",27,none,own,2,skilled employee/official,1,none,yes,good
390,no checking account,18,existing credits paid back duly till now,car (new),1820,"less, than 100 DM",between 1 & 4 years,2,male & married/widowed,none,2,building society savings agreement/life insurance,30,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
391,between 0 & 200 DM,12,existing credits paid back duly till now,furniture/equipment,983,"more, than 1000 DM","less, than 1 year",1,female & divorced/separated/married,none,4,real estate,19,none,rent,1,unskilled & resident,1,none,yes,good
392,"less, than 0 DM",36,existing credits paid back duly till now,car (new),3249,"less, than 100 DM",between 4 & 7 years,2,male & single,none,4,unknown/no property,39,bank,for free,1,management/self-employed/highly qualified employee/officer,2,"yes, registered under the customers name",yes,good
393,"less, than 0 DM",6,critical account/other credits existing (not at this bank),radio/television,1957,"less, than 100 DM",between 4 & 7 years,1,female & divorced/separated/married,none,4,"car or other, not in attribute 6",31,none,own,1,skilled employee/official,1,none,yes,good
394,no checking account,9,critical account/other credits existing (not at this bank),furniture/equipment,2406,"less, than 100 DM",unemployed,2,male & single,none,3,"car or other, not in attribute 6",31,none,own,1,management/self-employed/highly qualified employee/officer,1,none,yes,good
395,between 0 & 200 DM,39,delay in paying off in the past,education,11760,between 100 & 500 DM,between 4 & 7 years,2,male & single,none,3,unknown/no property,32,none,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
396,"less, than 0 DM",12,existing credits paid back duly till now,furniture/equipment,2578,"less, than 100 DM",unemployed,3,female & divorced/separated/married,none,4,unknown/no property,55,none,for free,1,management/self-employed/highly qualified employee/officer,1,none,yes,good
397,"less, than 0 DM",36,critical account/other credits existing (not at this bank),furniture/equipment,2348,"less, than 100 DM",between 1 & 4 years,3,male & married/widowed,none,2,building society savings agreement/life insurance,46,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
398,between 0 & 200 DM,12,existing credits paid back duly till now,car (new),1223,"less, than 100 DM","more, than 7 years",1,male & divorced/separated,none,1,real estate,46,none,rent,2,skilled employee/official,1,none,yes,bad
399,no checking account,24,critical account/other credits existing (not at this bank),radio/television,1516,"more, than 1000 DM",between 1 & 4 years,4,female & divorced/separated/married,none,1,real estate,43,none,own,2,unskilled & resident,1,none,yes,good
400,no checking account,18,existing credits paid back duly till now,radio/television,1473,"less, than 100 DM","less, than 1 year",3,male & married/widowed,none,4,real estate,39,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
401,between 0 & 200 DM,18,critical account/other credits existing (not at this bank),business,1887,unknown/no savings account,between 1 & 4 years,4,male & married/widowed,none,4,real estate,28,bank,own,2,skilled employee/official,1,none,yes,good
402,no checking account,24,delay in paying off in the past,business,8648,"less, than 100 DM","less, than 1 year",2,male & single,none,2,"car or other, not in attribute 6",27,bank,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
403,no checking account,14,delay in paying off in the past,car (new),802,"less, than 100 DM",between 1 & 4 years,4,male & single,none,2,"car or other, not in attribute 6",27,none,own,2,unskilled & resident,1,none,yes,good
404,between 0 & 200 DM,18,delay in paying off in the past,car (new),2899,unknown/no savings account,"more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",43,none,own,1,skilled employee/official,2,none,yes,good
405,between 0 & 200 DM,24,existing credits paid back duly till now,radio/television,2039,"less, than 100 DM","less, than 1 year",1,male & married/widowed,none,1,building society savings agreement/life insurance,22,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
406,no checking account,24,critical account/other credits existing (not at this bank),car (used),2197,unknown/no savings account,between 4 & 7 years,4,male & single,none,4,"car or other, not in attribute 6",43,none,own,2,skilled employee/official,2,"yes, registered under the customers name",yes,good
407,"less, than 0 DM",15,existing credits paid back duly till now,radio/television,1053,"less, than 100 DM","less, than 1 year",4,male & married/widowed,none,2,real estate,27,none,own,1,skilled employee/official,1,none,no,good
408,no checking account,24,existing credits paid back duly till now,radio/television,3235,between 500 & 1000 DM,"more, than 7 years",3,male & divorced/separated,none,2,"car or other, not in attribute 6",26,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
409,"more, than 200 DM",12,critical account/other credits existing (not at this bank),car (new),939,between 500 & 1000 DM,between 4 & 7 years,4,male & married/widowed,none,2,real estate,28,none,own,3,skilled employee/official,1,"yes, registered under the customers name",yes,bad
410,between 0 & 200 DM,24,existing credits paid back duly till now,radio/television,1967,"less, than 100 DM","more, than 7 years",4,female & divorced/separated/married,none,4,"car or other, not in attribute 6",20,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
411,no checking account,33,critical account/other credits existing (not at this bank),car (used),7253,"less, than 100 DM",between 4 & 7 years,3,male & single,none,2,"car or other, not in attribute 6",35,none,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
412,no checking account,12,critical account/other credits existing (not at this bank),business,2292,"less, than 100 DM",unemployed,4,male & single,none,2,"car or other, not in attribute 6",42,stores,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
413,no checking account,10,existing credits paid back duly till now,car (new),1597,between 500 & 1000 DM,between 1 & 4 years,3,male & single,none,2,unknown/no property,40,none,rent,1,unskilled & resident,2,none,no,good
414,"less, than 0 DM",24,existing credits paid back duly till now,car (new),1381,unknown/no savings account,between 1 & 4 years,4,female & divorced/separated/married,none,2,building society savings agreement/life insurance,35,none,own,1,skilled employee/official,1,none,yes,bad
415,no checking account,36,critical account/other credits existing (not at this bank),car (used),5842,"less, than 100 DM","more, than 7 years",2,male & single,none,2,building society savings agreement/life insurance,35,none,own,2,skilled employee/official,2,"yes, registered under the customers name",yes,good
416,"less, than 0 DM",12,existing credits paid back duly till now,car (new),2579,"less, than 100 DM","less, than 1 year",4,male & single,none,1,real estate,33,none,own,1,unskilled & resident,2,none,yes,bad
417,"less, than 0 DM",18,delay in paying off in the past,education,8471,unknown/no savings account,between 1 & 4 years,1,female & divorced/separated/married,none,2,"car or other, not in attribute 6",23,none,rent,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
418,no checking account,21,existing credits paid back duly till now,car (new),2782,between 500 & 1000 DM,between 4 & 7 years,1,female & divorced/separated/married,none,2,"car or other, not in attribute 6",31,bank,own,1,management/self-employed/highly qualified employee/officer,1,none,yes,good
419,between 0 & 200 DM,18,existing credits paid back duly till now,car (new),1042,unknown/no savings account,between 1 & 4 years,4,female & divorced/separated/married,none,2,building society savings agreement/life insurance,33,none,own,1,skilled employee/official,1,none,yes,bad
420,no checking account,15,existing credits paid back duly till now,car (new),3186,"more, than 1000 DM",between 4 & 7 years,2,female & divorced/separated/married,none,3,"car or other, not in attribute 6",20,none,rent,1,skilled employee/official,1,none,yes,good
421,between 0 & 200 DM,12,existing credits paid back duly till now,car (used),2028,unknown/no savings account,between 1 & 4 years,4,male & single,none,2,"car or other, not in attribute 6",30,none,own,1,skilled employee/official,1,none,yes,good
422,between 0 & 200 DM,12,critical account/other credits existing (not at this bank),car (new),958,"less, than 100 DM",between 4 & 7 years,2,male & single,none,3,real estate,47,none,own,2,unskilled & resident,2,none,yes,good
423,no checking account,21,delay in paying off in the past,furniture/equipment,1591,between 100 & 500 DM,between 4 & 7 years,4,male & single,none,3,real estate,34,none,own,2,management/self-employed/highly qualified employee/officer,1,none,yes,good
424,between 0 & 200 DM,12,existing credits paid back duly till now,furniture/equipment,2762,unknown/no savings account,"more, than 7 years",1,female & divorced/separated/married,none,2,building society savings agreement/life insurance,25,bank,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
425,between 0 & 200 DM,18,existing credits paid back duly till now,car (used),2779,"less, than 100 DM",between 1 & 4 years,1,male & married/widowed,none,3,"car or other, not in attribute 6",21,none,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
426,no checking account,28,critical account/other credits existing (not at this bank),radio/television,2743,"less, than 100 DM","more, than 7 years",4,male & single,none,2,"car or other, not in attribute 6",29,none,own,2,skilled employee/official,1,none,yes,good
427,no checking account,18,critical account/other credits existing (not at this bank),radio/television,1149,"more, than 1000 DM",between 1 & 4 years,4,male & single,none,3,real estate,46,none,own,2,skilled employee/official,1,none,yes,good
428,no checking account,9,existing credits paid back duly till now,furniture/equipment,1313,"less, than 100 DM","more, than 7 years",1,male & single,none,4,"car or other, not in attribute 6",20,none,own,1,skilled employee/official,1,none,yes,good
429,"less, than 0 DM",18,critical account/other credits existing (not at this bank),repairs,1190,"less, than 100 DM",unemployed,2,female & divorced/separated/married,none,4,unknown/no property,55,none,for free,3,unemployed/unskilled & non-resident,2,none,yes,bad
430,no checking account,5,existing credits paid back duly till now,business,3448,"less, than 100 DM",between 4 & 7 years,1,male & single,none,4,real estate,74,none,own,1,unskilled & resident,1,none,yes,good
431,between 0 & 200 DM,24,existing credits paid back duly till now,others,11328,"less, than 100 DM",between 1 & 4 years,2,male & single,co-applicant,3,"car or other, not in attribute 6",29,bank,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
432,"less, than 0 DM",6,critical account/other credits existing (not at this bank),furniture/equipment,1872,"less, than 100 DM",unemployed,4,male & single,none,4,unknown/no property,36,none,for free,3,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
433,no checking account,24,critical account/other credits existing (not at this bank),repairs,2058,"less, than 100 DM",between 1 & 4 years,4,male & divorced/separated,none,2,real estate,33,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
434,"less, than 0 DM",9,existing credits paid back duly till now,furniture/equipment,2136,"less, than 100 DM",between 1 & 4 years,3,male & single,none,2,real estate,25,none,own,1,skilled employee/official,1,none,yes,good
435,between 0 & 200 DM,12,existing credits paid back duly till now,radio/television,1484,unknown/no savings account,between 1 & 4 years,2,male & married/widowed,none,1,real estate,25,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
436,no checking account,6,existing credits paid back duly till now,repairs,660,between 500 & 1000 DM,between 4 & 7 years,2,male & married/widowed,none,4,real estate,23,none,rent,1,unskilled & resident,1,none,yes,good
437,no checking account,24,critical account/other credits existing (not at this bank),car (new),1287,"more, than 1000 DM","more, than 7 years",4,female & divorced/separated/married,none,4,real estate,37,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
438,"less, than 0 DM",42,critical account/other credits existing (not at this bank),repairs,3394,"less, than 100 DM",unemployed,4,male & single,co-applicant,4,"car or other, not in attribute 6",65,none,own,2,unemployed/unskilled & non-resident,1,none,yes,good
439,"more, than 200 DM",12,all credits at this bank paid back duly,business,609,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,1,real estate,26,none,own,1,unemployed/unskilled & non-resident,1,none,yes,bad
440,no checking account,12,existing credits paid back duly till now,car (new),1884,"less, than 100 DM","more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",39,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
441,"less, than 0 DM",12,existing credits paid back duly till now,furniture/equipment,1620,"less, than 100 DM",between 1 & 4 years,2,female & divorced/separated/married,co-applicant,3,building society savings agreement/life insurance,30,none,own,1,skilled employee/official,1,none,yes,good
442,between 0 & 200 DM,20,delay in paying off in the past,others,2629,"less, than 100 DM",between 1 & 4 years,2,male & single,none,3,"car or other, not in attribute 6",29,bank,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
443,no checking account,12,existing credits paid back duly till now,education,719,"less, than 100 DM","more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",41,bank,own,1,unskilled & resident,2,none,yes,bad
444,between 0 & 200 DM,48,critical account/other credits existing (not at this bank),furniture/equipment,5096,"less, than 100 DM",between 1 & 4 years,2,female & divorced/separated/married,none,3,"car or other, not in attribute 6",30,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
445,no checking account,9,critical account/other credits existing (not at this bank),education,1244,unknown/no savings account,"more, than 7 years",4,female & divorced/separated/married,none,4,building society savings agreement/life insurance,41,none,rent,2,unskilled & resident,1,none,yes,good
446,"less, than 0 DM",36,existing credits paid back duly till now,car (new),1842,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,4,"car or other, not in attribute 6",34,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
447,between 0 & 200 DM,7,existing credits paid back duly till now,radio/television,2576,"less, than 100 DM",between 1 & 4 years,2,male & single,guarantor,2,real estate,35,none,own,1,skilled employee/official,1,none,yes,good
448,"more, than 200 DM",12,existing credits paid back duly till now,furniture/equipment,1424,unknown/no savings account,"more, than 7 years",3,female & divorced/separated/married,none,4,real estate,55,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
449,between 0 & 200 DM,15,delay in paying off in the past,repairs,1512,"more, than 1000 DM",between 1 & 4 years,3,male & married/widowed,none,3,building society savings agreement/life insurance,61,stores,own,2,skilled employee/official,1,none,yes,bad
450,no checking account,36,critical account/other credits existing (not at this bank),car (used),11054,unknown/no savings account,between 1 & 4 years,4,male & single,none,2,"car or other, not in attribute 6",30,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
451,no checking account,6,existing credits paid back duly till now,radio/television,518,"less, than 100 DM",between 1 & 4 years,3,female & divorced/separated/married,none,1,real estate,29,none,own,1,skilled employee/official,1,none,yes,good
452,no checking account,12,no credits taken/all credits paid back duly,furniture/equipment,2759,"less, than 100 DM","more, than 7 years",2,male & single,none,4,building society savings agreement/life insurance,34,none,own,2,skilled employee/official,1,none,yes,good
453,no checking account,24,existing credits paid back duly till now,car (used),2670,"less, than 100 DM","more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",35,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
454,"less, than 0 DM",24,existing credits paid back duly till now,car (new),4817,"less, than 100 DM",between 4 & 7 years,2,male & single,co-applicant,3,building society savings agreement/life insurance,31,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
455,no checking account,24,existing credits paid back duly till now,car (used),2679,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,1,unknown/no property,29,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
456,"less, than 0 DM",11,critical account/other credits existing (not at this bank),car (new),3905,"less, than 100 DM",between 1 & 4 years,2,male & single,none,2,real estate,36,none,rent,2,skilled employee/official,2,none,yes,good
457,"less, than 0 DM",12,existing credits paid back duly till now,car (used),3386,"less, than 100 DM","more, than 7 years",3,male & single,none,4,unknown/no property,35,none,for free,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
458,"less, than 0 DM",6,existing credits paid back duly till now,domestic appliances,343,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,1,real estate,27,none,own,1,skilled employee/official,1,none,yes,good
459,no checking account,18,existing credits paid back duly till now,radio/television,4594,"less, than 100 DM","less, than 1 year",3,male & single,none,2,"car or other, not in attribute 6",32,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
460,"less, than 0 DM",36,existing credits paid back duly till now,furniture/equipment,3620,"less, than 100 DM",between 1 & 4 years,1,male & single,guarantor,2,building society savings agreement/life insurance,37,none,own,1,skilled employee/official,2,none,yes,good
461,"less, than 0 DM",15,existing credits paid back duly till now,car (new),1721,"less, than 100 DM","less, than 1 year",2,male & single,none,3,real estate,36,none,own,1,skilled employee/official,1,none,yes,good
462,between 0 & 200 DM,12,existing credits paid back duly till now,furniture/equipment,3017,"less, than 100 DM","less, than 1 year",3,female & divorced/separated/married,none,1,real estate,34,none,rent,1,management/self-employed/highly qualified employee/officer,1,none,yes,good
463,between 0 & 200 DM,12,existing credits paid back duly till now,retraining,754,unknown/no savings account,"more, than 7 years",4,male & single,none,4,building society savings agreement/life insurance,38,none,own,2,skilled employee/official,1,none,yes,good
464,no checking account,18,existing credits paid back duly till now,business,1950,"less, than 100 DM",between 4 & 7 years,4,male & single,none,1,"car or other, not in attribute 6",34,stores,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
465,"less, than 0 DM",24,existing credits paid back duly till now,car (used),2924,"less, than 100 DM",between 1 & 4 years,3,male & single,guarantor,4,unknown/no property,63,bank,own,1,skilled employee/official,2,"yes, registered under the customers name",yes,good
466,"less, than 0 DM",24,delay in paying off in the past,radio/television,1659,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,2,"car or other, not in attribute 6",29,none,rent,1,unskilled & resident,1,"yes, registered under the customers name",yes,bad
467,no checking account,48,delay in paying off in the past,radio/television,7238,unknown/no savings account,"more, than 7 years",3,male & single,none,3,"car or other, not in attribute 6",32,bank,own,2,skilled employee/official,2,none,yes,good
468,no checking account,33,delay in paying off in the past,business,2764,"less, than 100 DM",between 1 & 4 years,2,female & divorced/separated/married,none,2,"car or other, not in attribute 6",26,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
469,no checking account,24,delay in paying off in the past,car (used),4679,"less, than 100 DM",between 4 & 7 years,3,male & single,none,3,"car or other, not in attribute 6",35,none,own,2,unskilled & resident,1,"yes, registered under the customers name",yes,good
470,between 0 & 200 DM,24,existing credits paid back duly till now,radio/television,3092,between 100 & 500 DM,"less, than 1 year",3,male & married/widowed,none,2,"car or other, not in attribute 6",22,none,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
471,"less, than 0 DM",6,existing credits paid back duly till now,education,448,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,4,building society savings agreement/life insurance,23,none,own,1,skilled employee/official,1,none,yes,bad
472,"less, than 0 DM",9,existing credits paid back duly till now,car (new),654,"less, than 100 DM",between 1 & 4 years,4,male & single,none,3,"car or other, not in attribute 6",28,none,own,1,unskilled & resident,1,none,yes,bad
473,no checking account,6,existing credits paid back duly till now,retraining,1238,unknown/no savings account,unemployed,4,male & single,none,4,building society savings agreement/life insurance,36,none,own,1,management/self-employed/highly qualified employee/officer,2,"yes, registered under the customers name",yes,good
474,between 0 & 200 DM,18,critical account/other credits existing (not at this bank),radio/television,1245,"less, than 100 DM",between 1 & 4 years,4,male & married/widowed,none,2,"car or other, not in attribute 6",33,none,own,1,skilled employee/official,1,none,yes,bad
475,"less, than 0 DM",18,no credits taken/all credits paid back duly,furniture/equipment,3114,"less, than 100 DM","less, than 1 year",1,female & divorced/separated/married,none,4,building society savings agreement/life insurance,26,none,rent,1,skilled employee/official,1,none,yes,bad
476,no checking account,39,existing credits paid back duly till now,car (used),2569,between 500 & 1000 DM,between 1 & 4 years,4,male & single,none,4,"car or other, not in attribute 6",24,none,own,1,skilled employee/official,1,none,yes,good
477,"more, than 200 DM",24,existing credits paid back duly till now,radio/television,5152,"less, than 100 DM",between 4 & 7 years,4,male & single,none,2,"car or other, not in attribute 6",25,bank,own,1,skilled employee/official,1,none,yes,good
478,between 0 & 200 DM,12,existing credits paid back duly till now,business,1037,between 100 & 500 DM,between 4 & 7 years,3,male & single,none,4,real estate,39,none,own,1,unskilled & resident,1,none,yes,good
479,"less, than 0 DM",15,critical account/other credits existing (not at this bank),furniture/equipment,1478,"less, than 100 DM","more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",44,none,own,2,skilled employee/official,2,"yes, registered under the customers name",yes,good
480,between 0 & 200 DM,12,critical account/other credits existing (not at this bank),radio/television,3573,"less, than 100 DM",between 1 & 4 years,1,female & divorced/separated/married,none,1,real estate,23,none,own,1,unskilled & resident,1,none,yes,good
481,between 0 & 200 DM,24,existing credits paid back duly till now,car (new),1201,"less, than 100 DM","less, than 1 year",4,male & single,none,1,building society savings agreement/life insurance,26,none,own,1,skilled employee/official,1,none,yes,good
482,"less, than 0 DM",30,existing credits paid back duly till now,furniture/equipment,3622,"more, than 1000 DM","more, than 7 years",4,female & divorced/separated/married,none,4,building society savings agreement/life insurance,57,none,rent,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
483,no checking account,15,delay in paying off in the past,furniture/equipment,960,"more, than 1000 DM",between 4 & 7 years,3,female & divorced/separated/married,none,2,building society savings agreement/life insurance,30,none,own,2,skilled employee/official,1,none,yes,good
484,no checking account,12,critical account/other credits existing (not at this bank),car (new),1163,between 500 & 1000 DM,between 1 & 4 years,4,male & single,none,4,real estate,44,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
485,between 0 & 200 DM,6,delay in paying off in the past,car (new),1209,"less, than 100 DM",unemployed,4,male & single,none,4,building society savings agreement/life insurance,47,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
486,no checking account,12,existing credits paid back duly till now,radio/television,3077,"less, than 100 DM",between 1 & 4 years,2,male & single,none,4,"car or other, not in attribute 6",52,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
487,no checking account,24,existing credits paid back duly till now,car (new),3757,"less, than 100 DM","more, than 7 years",4,female & divorced/separated/married,co-applicant,4,unknown/no property,62,none,for free,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
488,no checking account,10,existing credits paid back duly till now,car (new),1418,between 100 & 500 DM,between 1 & 4 years,3,male & single,none,2,real estate,35,none,rent,1,unskilled & resident,1,none,no,good
489,no checking account,6,existing credits paid back duly till now,car (new),3518,"less, than 100 DM",between 1 & 4 years,2,male & single,guarantor,3,building society savings agreement/life insurance,26,none,rent,1,skilled employee/official,1,none,yes,good
490,no checking account,12,critical account/other credits existing (not at this bank),radio/television,1934,"less, than 100 DM","more, than 7 years",2,male & single,none,2,unknown/no property,26,none,own,2,skilled employee/official,1,none,yes,good
491,between 0 & 200 DM,27,no credits taken/all credits paid back duly,business,8318,"less, than 100 DM","more, than 7 years",2,female & divorced/separated/married,none,4,unknown/no property,42,none,for free,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
492,no checking account,6,critical account/other credits existing (not at this bank),radio/television,1237,between 100 & 500 DM,between 1 & 4 years,1,female & divorced/separated/married,none,1,building society savings agreement/life insurance,27,none,own,2,skilled employee/official,1,none,yes,good
493,between 0 & 200 DM,6,existing credits paid back duly till now,radio/television,368,unknown/no savings account,"more, than 7 years",4,male & single,none,4,building society savings agreement/life insurance,38,none,own,1,skilled employee/official,1,none,yes,good
494,"less, than 0 DM",12,critical account/other credits existing (not at this bank),car (new),2122,"less, than 100 DM",between 1 & 4 years,3,male & single,none,2,real estate,39,none,rent,2,unskilled & resident,2,none,no,good
495,"less, than 0 DM",24,existing credits paid back duly till now,furniture/equipment,2996,unknown/no savings account,between 1 & 4 years,2,male & married/widowed,none,4,"car or other, not in attribute 6",20,none,own,1,skilled employee/official,1,none,yes,bad
496,between 0 & 200 DM,36,existing credits paid back duly till now,furniture/equipment,9034,between 100 & 500 DM,"less, than 1 year",4,male & single,co-applicant,1,unknown/no property,29,none,rent,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
497,no checking account,24,critical account/other credits existing (not at this bank),furniture/equipment,1585,"less, than 100 DM",between 4 & 7 years,4,male & single,none,3,building society savings agreement/life insurance,40,none,own,2,skilled employee/official,1,none,yes,good
498,between 0 & 200 DM,18,existing credits paid back duly till now,radio/television,1301,"less, than 100 DM","more, than 7 years",4,male & married/widowed,guarantor,2,real estate,32,none,own,1,unskilled & resident,1,none,yes,good
499,"more, than 200 DM",6,critical account/other credits existing (not at this bank),car (new),1323,between 100 & 500 DM,"more, than 7 years",2,male & divorced/separated,none,4,"car or other, not in attribute 6",28,none,own,2,skilled employee/official,2,"yes, registered under the customers name",yes,good
500,"less, than 0 DM",24,existing credits paid back duly till now,car (new),3123,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,1,building society savings agreement/life insurance,27,none,own,1,skilled employee/official,1,none,yes,bad
501,"less, than 0 DM",36,existing credits paid back duly till now,car (used),5493,"less, than 100 DM","more, than 7 years",2,male & single,none,4,unknown/no property,42,none,for free,1,skilled employee/official,2,none,yes,good
502,"more, than 200 DM",9,existing credits paid back duly till now,radio/television,1126,between 100 & 500 DM,"more, than 7 years",2,male & divorced/separated,none,4,real estate,49,none,own,1,skilled employee/official,1,none,yes,good
503,between 0 & 200 DM,24,critical account/other credits existing (not at this bank),radio/television,1216,between 100 & 500 DM,"less, than 1 year",4,male & single,none,4,unknown/no property,38,bank,own,2,skilled employee/official,2,none,yes,bad
504,"less, than 0 DM",24,existing credits paid back duly till now,car (new),1207,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,4,building society savings agreement/life insurance,24,none,rent,1,skilled employee/official,1,none,yes,bad
505,no checking account,10,existing credits paid back duly till now,car (new),1309,unknown/no savings account,between 1 & 4 years,4,male & single,guarantor,4,building society savings agreement/life insurance,27,none,own,1,unskilled & resident,1,none,yes,bad
506,"more, than 200 DM",15,critical account/other credits existing (not at this bank),car (used),2360,between 500 & 1000 DM,between 1 & 4 years,2,male & single,none,2,"car or other, not in attribute 6",36,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
507,between 0 & 200 DM,15,all credits at this bank paid back duly,car (new),6850,between 100 & 500 DM,unemployed,1,male & single,none,2,building society savings agreement/life insurance,34,none,own,1,management/self-employed/highly qualified employee/officer,2,"yes, registered under the customers name",yes,bad
508,no checking account,24,existing credits paid back duly till now,radio/television,1413,"less, than 100 DM",between 1 & 4 years,4,male & married/widowed,none,2,building society savings agreement/life insurance,28,none,own,1,skilled employee/official,1,none,yes,good
509,no checking account,39,existing credits paid back duly till now,car (used),8588,between 100 & 500 DM,"more, than 7 years",4,male & single,none,2,"car or other, not in attribute 6",45,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
510,"less, than 0 DM",12,existing credits paid back duly till now,car (new),759,"less, than 100 DM",between 4 & 7 years,4,male & single,none,2,real estate,26,none,own,1,skilled employee/official,1,none,yes,bad
511,no checking account,36,existing credits paid back duly till now,car (used),4686,"less, than 100 DM",between 1 & 4 years,2,male & single,none,2,unknown/no property,32,none,for free,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
512,"more, than 200 DM",15,existing credits paid back duly till now,business,2687,"less, than 100 DM",between 4 & 7 years,2,male & single,none,4,building society savings agreement/life insurance,26,none,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
513,between 0 & 200 DM,12,delay in paying off in the past,radio/television,585,"less, than 100 DM",between 1 & 4 years,4,male & married/widowed,co-applicant,4,real estate,20,none,rent,2,skilled employee/official,1,none,yes,good
514,no checking account,24,existing credits paid back duly till now,car (new),2255,unknown/no savings account,"less, than 1 year",4,male & single,none,1,building society savings agreement/life insurance,54,none,own,1,skilled employee/official,1,none,yes,good
515,"less, than 0 DM",6,critical account/other credits existing (not at this bank),car (new),609,"less, than 100 DM",between 4 & 7 years,4,female & divorced/separated/married,none,3,building society savings agreement/life insurance,37,none,own,2,skilled employee/official,1,none,no,good
516,"less, than 0 DM",6,critical account/other credits existing (not at this bank),car (new),1361,"less, than 100 DM","less, than 1 year",2,male & single,none,4,real estate,40,none,own,1,unskilled & resident,2,none,no,good
517,no checking account,36,critical account/other credits existing (not at this bank),furniture/equipment,7127,"less, than 100 DM","less, than 1 year",2,female & divorced/separated/married,none,4,building society savings agreement/life insurance,23,none,rent,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
518,"less, than 0 DM",6,existing credits paid back duly till now,car (new),1203,between 100 & 500 DM,"more, than 7 years",3,male & single,none,2,building society savings agreement/life insurance,43,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
519,no checking account,6,critical account/other credits existing (not at this bank),radio/television,700,unknown/no savings account,"more, than 7 years",4,male & single,none,4,unknown/no property,36,none,for free,2,skilled employee/official,1,none,yes,good
520,no checking account,24,critical account/other credits existing (not at this bank),repairs,5507,"less, than 100 DM","more, than 7 years",3,male & single,none,4,unknown/no property,44,none,for free,2,skilled employee/official,1,none,yes,good
521,"less, than 0 DM",18,existing credits paid back duly till now,radio/television,3190,"less, than 100 DM",between 1 & 4 years,2,female & divorced/separated/married,none,2,real estate,24,none,own,1,skilled employee/official,1,none,yes,bad
522,"less, than 0 DM",48,no credits taken/all credits paid back duly,furniture/equipment,7119,"less, than 100 DM",between 1 & 4 years,3,male & single,none,4,unknown/no property,53,none,for free,2,skilled employee/official,2,none,yes,bad
523,no checking account,24,existing credits paid back duly till now,car (used),3488,between 100 & 500 DM,between 4 & 7 years,3,female & divorced/separated/married,none,4,"car or other, not in attribute 6",23,none,own,1,skilled employee/official,1,none,yes,good
524,between 0 & 200 DM,18,existing credits paid back duly till now,radio/television,1113,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,guarantor,4,real estate,26,none,own,1,unskilled & resident,2,none,yes,good
525,between 0 & 200 DM,26,existing credits paid back duly till now,car (used),7966,"less, than 100 DM","less, than 1 year",2,male & single,none,3,"car or other, not in attribute 6",30,none,own,2,skilled employee/official,1,none,yes,good
526,no checking account,15,critical account/other credits existing (not at this bank),education,1532,between 100 & 500 DM,between 1 & 4 years,4,female & divorced/separated/married,none,3,"car or other, not in attribute 6",31,none,own,1,skilled employee/official,1,none,yes,good
527,no checking account,4,critical account/other credits existing (not at this bank),radio/television,1503,"less, than 100 DM",between 4 & 7 years,2,male & single,none,1,real estate,42,none,own,2,unskilled & resident,2,none,yes,good
528,"less, than 0 DM",36,existing credits paid back duly till now,radio/television,2302,"less, than 100 DM",between 1 & 4 years,4,male & divorced/separated,none,4,"car or other, not in attribute 6",31,none,rent,1,skilled employee/official,1,none,yes,bad
529,"less, than 0 DM",6,existing credits paid back duly till now,car (new),662,"less, than 100 DM","less, than 1 year",3,male & single,none,4,real estate,41,none,own,1,unskilled & resident,2,"yes, registered under the customers name",yes,good
530,between 0 & 200 DM,36,existing credits paid back duly till now,education,2273,"less, than 100 DM",between 4 & 7 years,3,male & single,none,1,"car or other, not in attribute 6",32,none,own,2,skilled employee/official,2,none,yes,good
531,between 0 & 200 DM,15,existing credits paid back duly till now,car (new),2631,between 100 & 500 DM,between 1 & 4 years,2,female & divorced/separated/married,none,4,"car or other, not in attribute 6",28,none,rent,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
532,no checking account,12,delay in paying off in the past,car (used),1503,"less, than 100 DM",between 1 & 4 years,4,male & married/widowed,none,4,real estate,41,none,rent,1,skilled employee/official,1,none,yes,good
533,no checking account,24,existing credits paid back duly till now,radio/television,1311,between 100 & 500 DM,between 4 & 7 years,4,male & married/widowed,none,3,building society savings agreement/life insurance,26,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
534,no checking account,24,existing credits paid back duly till now,radio/television,3105,unknown/no savings account,"less, than 1 year",4,male & single,none,2,"car or other, not in attribute 6",25,none,own,2,skilled employee/official,1,none,yes,good
535,"more, than 200 DM",21,critical account/other credits existing (not at this bank),education,2319,"less, than 100 DM","less, than 1 year",2,male & divorced/separated,none,1,"car or other, not in attribute 6",33,none,rent,1,skilled employee/official,1,none,yes,bad
536,"less, than 0 DM",6,existing credits paid back duly till now,car (new),1374,unknown/no savings account,unemployed,4,female & divorced/separated/married,none,3,building society savings agreement/life insurance,75,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
537,between 0 & 200 DM,18,critical account/other credits existing (not at this bank),furniture/equipment,3612,"less, than 100 DM","more, than 7 years",3,female & divorced/separated/married,none,4,building society savings agreement/life insurance,37,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
538,"less, than 0 DM",48,existing credits paid back duly till now,car (new),7763,"less, than 100 DM","more, than 7 years",4,male & single,none,4,unknown/no property,42,bank,for free,1,management/self-employed/highly qualified employee/officer,1,none,yes,bad
539,"more, than 200 DM",18,existing credits paid back duly till now,furniture/equipment,3049,"less, than 100 DM","less, than 1 year",1,female & divorced/separated/married,none,1,building society savings agreement/life insurance,45,stores,own,1,unskilled & resident,1,none,yes,good
540,between 0 & 200 DM,12,existing credits paid back duly till now,radio/television,1534,"less, than 100 DM","less, than 1 year",1,male & married/widowed,none,1,real estate,23,none,rent,1,skilled employee/official,1,none,yes,bad
541,no checking account,24,delay in paying off in the past,car (new),2032,"less, than 100 DM","more, than 7 years",4,male & single,none,4,unknown/no property,60,none,for free,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
542,"less, than 0 DM",30,existing credits paid back duly till now,furniture/equipment,6350,unknown/no savings account,"more, than 7 years",4,male & single,none,4,building society savings agreement/life insurance,31,none,own,1,skilled employee/official,1,none,yes,bad
543,"more, than 200 DM",18,existing credits paid back duly till now,furniture/equipment,2864,"less, than 100 DM",between 1 & 4 years,2,male & single,none,1,real estate,34,none,own,1,unskilled & resident,2,none,yes,bad
544,no checking account,12,critical account/other credits existing (not at this bank),car (new),1255,"less, than 100 DM","more, than 7 years",4,male & single,none,4,real estate,61,none,own,2,unskilled & resident,1,none,yes,good
545,"less, than 0 DM",24,delay in paying off in the past,car (new),1333,"less, than 100 DM",unemployed,4,male & single,none,2,real estate,43,none,for free,2,skilled employee/official,2,none,yes,bad
546,no checking account,24,critical account/other credits existing (not at this bank),car (new),2022,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,4,"car or other, not in attribute 6",37,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
547,no checking account,24,existing credits paid back duly till now,radio/television,1552,"less, than 100 DM",between 4 & 7 years,3,male & single,none,1,"car or other, not in attribute 6",32,bank,own,1,skilled employee/official,2,none,yes,good
548,"less, than 0 DM",12,all credits at this bank paid back duly,radio/television,626,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,4,real estate,24,bank,own,1,unskilled & resident,1,none,yes,bad
549,no checking account,48,critical account/other credits existing (not at this bank),car (used),8858,unknown/no savings account,between 4 & 7 years,2,male & single,none,1,unknown/no property,35,none,for free,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
550,no checking account,12,critical account/other credits existing (not at this bank),repairs,996,unknown/no savings account,between 4 & 7 years,4,female & divorced/separated/married,none,4,real estate,23,none,own,2,skilled employee/official,1,none,yes,good
551,no checking account,6,all credits at this bank paid back duly,radio/television,1750,between 500 & 1000 DM,"more, than 7 years",2,male & single,none,4,building society savings agreement/life insurance,45,bank,own,1,unskilled & resident,2,none,yes,good
552,"less, than 0 DM",48,existing credits paid back duly till now,radio/television,6999,"less, than 100 DM",between 4 & 7 years,1,male & married/widowed,guarantor,1,real estate,34,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
553,between 0 & 200 DM,12,critical account/other credits existing (not at this bank),car (new),1995,between 100 & 500 DM,"less, than 1 year",4,male & single,none,1,"car or other, not in attribute 6",27,none,own,1,skilled employee/official,1,none,yes,good
554,between 0 & 200 DM,9,existing credits paid back duly till now,education,1199,"less, than 100 DM",between 4 & 7 years,4,female & divorced/separated/married,none,4,building society savings agreement/life insurance,67,none,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
555,between 0 & 200 DM,12,existing credits paid back duly till now,radio/television,1331,"less, than 100 DM","less, than 1 year",2,male & single,none,1,"car or other, not in attribute 6",22,stores,own,1,skilled employee/official,1,none,yes,bad
556,between 0 & 200 DM,18,no credits taken/all credits paid back duly,car (new),2278,between 100 & 500 DM,"less, than 1 year",3,female & divorced/separated/married,none,3,"car or other, not in attribute 6",28,none,own,2,skilled employee/official,1,none,yes,bad
557,no checking account,21,no credits taken/all credits paid back duly,car (new),5003,unknown/no savings account,between 1 & 4 years,1,female & divorced/separated/married,none,4,building society savings agreement/life insurance,29,bank,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
558,"less, than 0 DM",24,all credits at this bank paid back duly,furniture/equipment,3552,"less, than 100 DM",between 4 & 7 years,3,male & single,none,4,"car or other, not in attribute 6",27,bank,own,1,skilled employee/official,1,none,yes,bad
559,between 0 & 200 DM,18,critical account/other credits existing (not at this bank),furniture/equipment,1928,"less, than 100 DM","less, than 1 year",2,male & single,none,2,real estate,31,none,own,2,unskilled & resident,1,none,yes,bad
560,"less, than 0 DM",24,existing credits paid back duly till now,car (used),2964,unknown/no savings account,"more, than 7 years",4,male & single,none,4,unknown/no property,49,bank,for free,1,skilled employee/official,2,"yes, registered under the customers name",yes,good
561,"less, than 0 DM",24,all credits at this bank paid back duly,radio/television,1546,"less, than 100 DM",between 4 & 7 years,4,male & single,guarantor,4,"car or other, not in attribute 6",24,bank,rent,1,unskilled & resident,1,none,yes,bad
562,"more, than 200 DM",6,delay in paying off in the past,radio/television,683,"less, than 100 DM","less, than 1 year",2,female & divorced/separated/married,none,1,building society savings agreement/life insurance,29,bank,own,1,skilled employee/official,1,none,yes,good
563,between 0 & 200 DM,36,existing credits paid back duly till now,car (new),12389,unknown/no savings account,between 1 & 4 years,1,male & single,none,4,unknown/no property,37,none,for free,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
564,between 0 & 200 DM,24,delay in paying off in the past,business,4712,unknown/no savings account,between 1 & 4 years,4,male & single,none,2,building society savings agreement/life insurance,37,bank,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
565,between 0 & 200 DM,24,delay in paying off in the past,radio/television,1553,between 100 & 500 DM,between 4 & 7 years,3,female & divorced/separated/married,none,2,building society savings agreement/life insurance,23,none,rent,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
566,"less, than 0 DM",12,existing credits paid back duly till now,car (new),1372,"less, than 100 DM",between 4 & 7 years,2,male & divorced/separated,none,3,"car or other, not in attribute 6",36,none,own,1,skilled employee/official,1,none,yes,bad
567,no checking account,24,critical account/other credits existing (not at this bank),radio/television,2578,"more, than 1000 DM","more, than 7 years",2,male & single,none,2,"car or other, not in attribute 6",34,none,own,1,skilled employee/official,1,none,yes,good
568,between 0 & 200 DM,48,existing credits paid back duly till now,radio/television,3979,unknown/no savings account,between 4 & 7 years,4,male & single,none,1,"car or other, not in attribute 6",41,none,own,2,skilled employee/official,2,"yes, registered under the customers name",yes,good
569,"less, than 0 DM",48,existing credits paid back duly till now,radio/television,6758,"less, than 100 DM",between 1 & 4 years,3,female & divorced/separated/married,none,2,"car or other, not in attribute 6",31,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
570,"less, than 0 DM",24,existing credits paid back duly till now,furniture/equipment,3234,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,4,real estate,23,none,rent,1,unskilled & resident,1,"yes, registered under the customers name",yes,bad
571,no checking account,30,critical account/other credits existing (not at this bank),radio/television,5954,"less, than 100 DM",between 4 & 7 years,3,male & single,co-applicant,2,"car or other, not in attribute 6",38,none,own,1,skilled employee/official,1,none,yes,good
572,no checking account,24,existing credits paid back duly till now,car (used),5433,unknown/no savings account,unemployed,2,female & divorced/separated/married,none,4,building society savings agreement/life insurance,26,none,rent,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
573,"less, than 0 DM",15,existing credits paid back duly till now,business,806,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,4,building society savings agreement/life insurance,22,none,own,1,unskilled & resident,1,none,yes,good
574,between 0 & 200 DM,9,existing credits paid back duly till now,radio/television,1082,"less, than 100 DM","more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",27,none,own,2,unskilled & resident,1,none,yes,good
575,no checking account,15,critical account/other credits existing (not at this bank),furniture/equipment,2788,"less, than 100 DM",between 4 & 7 years,2,female & divorced/separated/married,co-applicant,3,"car or other, not in attribute 6",24,bank,own,2,skilled employee/official,1,none,yes,good
576,between 0 & 200 DM,12,existing credits paid back duly till now,radio/television,2930,"less, than 100 DM",between 4 & 7 years,2,female & divorced/separated/married,none,1,real estate,27,none,own,1,skilled employee/official,1,none,yes,good
577,no checking account,24,critical account/other credits existing (not at this bank),education,1927,unknown/no savings account,between 1 & 4 years,3,female & divorced/separated/married,none,2,"car or other, not in attribute 6",33,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
578,between 0 & 200 DM,36,critical account/other credits existing (not at this bank),car (new),2820,"less, than 100 DM","less, than 1 year",4,male & divorced/separated,none,4,"car or other, not in attribute 6",27,none,own,2,skilled employee/official,1,none,yes,bad
579,no checking account,24,existing credits paid back duly till now,retraining,937,"less, than 100 DM","less, than 1 year",4,male & married/widowed,none,3,"car or other, not in attribute 6",27,none,own,2,unskilled & resident,1,none,yes,good
580,between 0 & 200 DM,18,critical account/other credits existing (not at this bank),car (new),1056,"less, than 100 DM","more, than 7 years",3,male & single,guarantor,3,real estate,30,bank,own,2,skilled employee/official,1,none,yes,bad
581,between 0 & 200 DM,12,critical account/other credits existing (not at this bank),car (new),3124,"less, than 100 DM","less, than 1 year",1,male & single,none,3,real estate,49,bank,own,2,unskilled & resident,2,none,yes,good
582,no checking account,9,existing credits paid back duly till now,furniture/equipment,1388,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,2,real estate,26,none,rent,1,skilled employee/official,1,none,yes,good
583,between 0 & 200 DM,36,existing credits paid back duly till now,repairs,2384,"less, than 100 DM","less, than 1 year",4,male & single,none,1,unknown/no property,33,none,rent,1,unskilled & resident,1,none,yes,bad
584,no checking account,12,existing credits paid back duly till now,car (new),2133,unknown/no savings account,"more, than 7 years",4,female & divorced/separated/married,none,4,unknown/no property,52,none,for free,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
585,"less, than 0 DM",18,existing credits paid back duly till now,furniture/equipment,2039,"less, than 100 DM",between 1 & 4 years,1,female & divorced/separated/married,none,4,real estate,20,bank,rent,1,skilled employee/official,1,none,yes,bad
586,"less, than 0 DM",9,critical account/other credits existing (not at this bank),car (new),2799,"less, than 100 DM",between 1 & 4 years,2,male & single,none,2,real estate,36,none,rent,2,skilled employee/official,2,none,yes,good
587,"less, than 0 DM",12,existing credits paid back duly till now,furniture/equipment,1289,"less, than 100 DM",between 1 & 4 years,4,male & single,guarantor,1,building society savings agreement/life insurance,21,none,own,1,unskilled & resident,1,none,yes,good
588,"less, than 0 DM",18,existing credits paid back duly till now,domestic appliances,1217,"less, than 100 DM",between 1 & 4 years,4,male & married/widowed,none,3,real estate,47,none,own,1,unskilled & resident,1,"yes, registered under the customers name",yes,bad
589,"less, than 0 DM",12,critical account/other credits existing (not at this bank),furniture/equipment,2246,"less, than 100 DM","more, than 7 years",3,male & single,none,3,building society savings agreement/life insurance,60,none,own,2,skilled employee/official,1,none,yes,bad
590,"less, than 0 DM",12,critical account/other credits existing (not at this bank),radio/television,385,"less, than 100 DM",between 4 & 7 years,4,female & divorced/separated/married,none,3,real estate,58,none,own,4,unskilled & resident,1,"yes, registered under the customers name",yes,good
591,between 0 & 200 DM,24,delay in paying off in the past,car (new),1965,unknown/no savings account,between 1 & 4 years,4,female & divorced/separated/married,none,4,"car or other, not in attribute 6",42,none,rent,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
592,no checking account,21,existing credits paid back duly till now,business,1572,"more, than 1000 DM","more, than 7 years",4,female & divorced/separated/married,none,4,real estate,36,bank,own,1,unskilled & resident,1,none,yes,good
593,between 0 & 200 DM,24,existing credits paid back duly till now,car (new),2718,"less, than 100 DM",between 1 & 4 years,3,female & divorced/separated/married,none,4,building society savings agreement/life insurance,20,none,rent,1,unskilled & resident,1,"yes, registered under the customers name",yes,bad
594,"less, than 0 DM",24,all credits at this bank paid back duly,others,1358,unknown/no savings account,"more, than 7 years",4,male & single,none,3,"car or other, not in attribute 6",40,stores,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
595,between 0 & 200 DM,6,all credits at this bank paid back duly,car (new),931,between 100 & 500 DM,"less, than 1 year",1,female & divorced/separated/married,none,1,building society savings agreement/life insurance,32,stores,own,1,unskilled & resident,1,none,yes,bad
596,"less, than 0 DM",24,existing credits paid back duly till now,car (new),1442,"less, than 100 DM",between 4 & 7 years,4,female & divorced/separated/married,none,4,"car or other, not in attribute 6",23,none,rent,2,skilled employee/official,1,none,yes,bad
597,between 0 & 200 DM,24,no credits taken/all credits paid back duly,business,4241,"less, than 100 DM",between 1 & 4 years,1,male & single,none,4,real estate,36,none,own,3,unskilled & resident,1,"yes, registered under the customers name",yes,bad
598,no checking account,18,critical account/other credits existing (not at this bank),car (new),2775,"less, than 100 DM",between 4 & 7 years,2,male & single,none,2,building society savings agreement/life insurance,31,bank,own,2,skilled employee/official,1,none,yes,bad
599,no checking account,24,delay in paying off in the past,business,3863,"less, than 100 DM",between 1 & 4 years,1,male & single,none,2,unknown/no property,32,none,for free,1,skilled employee/official,1,none,yes,good
600,between 0 & 200 DM,7,existing credits paid back duly till now,radio/television,2329,"less, than 100 DM","less, than 1 year",1,female & divorced/separated/married,guarantor,1,real estate,45,none,own,1,skilled employee/official,1,none,yes,good
601,between 0 & 200 DM,9,existing credits paid back duly till now,furniture/equipment,918,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,1,building society savings agreement/life insurance,30,none,own,1,skilled employee/official,1,none,yes,bad
602,between 0 & 200 DM,24,all credits at this bank paid back duly,education,1837,"less, than 100 DM",between 4 & 7 years,4,female & divorced/separated/married,none,4,unknown/no property,34,bank,for free,1,unskilled & resident,1,none,yes,bad
603,no checking account,36,existing credits paid back duly till now,furniture/equipment,3349,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,2,"car or other, not in attribute 6",28,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
604,"more, than 200 DM",10,existing credits paid back duly till now,furniture/equipment,1275,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,2,building society savings agreement/life insurance,23,none,own,1,skilled employee/official,1,none,yes,good
605,"less, than 0 DM",24,all credits at this bank paid back duly,furniture/equipment,2828,between 500 & 1000 DM,between 1 & 4 years,4,male & single,none,4,real estate,22,stores,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
606,no checking account,24,critical account/other credits existing (not at this bank),business,4526,"less, than 100 DM",between 1 & 4 years,3,male & single,none,2,real estate,74,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
607,between 0 & 200 DM,36,existing credits paid back duly till now,radio/television,2671,between 100 & 500 DM,between 1 & 4 years,4,female & divorced/separated/married,co-applicant,4,unknown/no property,50,none,for free,1,skilled employee/official,1,none,yes,bad
608,no checking account,18,existing credits paid back duly till now,radio/television,2051,"less, than 100 DM","less, than 1 year",4,male & single,none,1,real estate,33,none,own,1,skilled employee/official,1,none,yes,good
609,no checking account,15,existing credits paid back duly till now,car (used),1300,unknown/no savings account,"more, than 7 years",4,male & single,none,4,unknown/no property,45,bank,for free,1,skilled employee/official,2,none,yes,good
610,"less, than 0 DM",12,existing credits paid back duly till now,domestic appliances,741,between 100 & 500 DM,unemployed,4,female & divorced/separated/married,none,3,building society savings agreement/life insurance,22,none,own,1,skilled employee/official,1,none,yes,bad
611,"more, than 200 DM",10,existing credits paid back duly till now,car (new),1240,between 100 & 500 DM,"more, than 7 years",1,female & divorced/separated/married,none,4,unknown/no property,48,none,for free,1,unskilled & resident,2,none,yes,bad
612,"less, than 0 DM",21,existing credits paid back duly till now,radio/television,3357,"more, than 1000 DM","less, than 1 year",4,female & divorced/separated/married,none,2,"car or other, not in attribute 6",29,bank,own,1,skilled employee/official,1,none,yes,good
613,"less, than 0 DM",24,all credits at this bank paid back duly,car (used),3632,"less, than 100 DM",between 1 & 4 years,1,female & divorced/separated/married,guarantor,4,"car or other, not in attribute 6",22,bank,rent,1,skilled employee/official,1,none,no,good
614,no checking account,18,delay in paying off in the past,furniture/equipment,1808,"less, than 100 DM",between 4 & 7 years,4,female & divorced/separated/married,none,1,real estate,22,none,own,1,skilled employee/official,1,none,yes,bad
615,between 0 & 200 DM,48,no credits taken/all credits paid back duly,business,12204,unknown/no savings account,between 1 & 4 years,2,male & single,none,2,"car or other, not in attribute 6",48,bank,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
616,between 0 & 200 DM,60,delay in paying off in the past,radio/television,9157,unknown/no savings account,between 1 & 4 years,2,male & single,none,2,unknown/no property,27,none,for free,1,management/self-employed/highly qualified employee/officer,1,none,yes,good
617,"less, than 0 DM",6,critical account/other credits existing (not at this bank),car (new),3676,"less, than 100 DM",between 1 & 4 years,1,male & single,none,3,real estate,37,none,rent,3,skilled employee/official,2,none,yes,good
618,between 0 & 200 DM,30,existing credits paid back duly till now,furniture/equipment,3441,between 100 & 500 DM,between 1 & 4 years,2,female & divorced/separated/married,co-applicant,4,"car or other, not in attribute 6",21,none,rent,1,skilled employee/official,1,none,yes,bad
619,no checking account,12,existing credits paid back duly till now,car (new),640,"less, than 100 DM",between 1 & 4 years,4,male & divorced/separated,none,2,real estate,49,none,own,1,unskilled & resident,1,none,yes,good
620,between 0 & 200 DM,21,critical account/other credits existing (not at this bank),business,3652,"less, than 100 DM",between 4 & 7 years,2,male & single,none,3,building society savings agreement/life insurance,27,none,own,2,skilled employee/official,1,none,yes,good
621,no checking account,18,critical account/other credits existing (not at this bank),car (new),1530,"less, than 100 DM",between 1 & 4 years,3,male & single,none,2,building society savings agreement/life insurance,32,bank,own,2,skilled employee/official,1,none,yes,bad
622,no checking account,48,existing credits paid back duly till now,business,3914,unknown/no savings account,between 1 & 4 years,4,male & divorced/separated,none,2,real estate,38,bank,own,1,skilled employee/official,1,none,yes,bad
623,"less, than 0 DM",12,existing credits paid back duly till now,furniture/equipment,1858,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,1,"car or other, not in attribute 6",22,none,rent,1,skilled employee/official,1,none,yes,good
624,"less, than 0 DM",18,existing credits paid back duly till now,radio/television,2600,"less, than 100 DM",between 1 & 4 years,4,male & single,none,4,unknown/no property,65,none,for free,2,skilled employee/official,1,none,yes,bad
625,no checking account,15,existing credits paid back duly till now,radio/television,1979,unknown/no savings account,"more, than 7 years",4,male & single,none,2,"car or other, not in attribute 6",35,none,own,1,skilled employee/official,1,none,yes,good
626,"more, than 200 DM",6,existing credits paid back duly till now,furniture/equipment,2116,"less, than 100 DM",between 1 & 4 years,2,male & single,none,2,real estate,41,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
627,between 0 & 200 DM,9,all credits at this bank paid back duly,car (new),1437,between 100 & 500 DM,between 4 & 7 years,2,male & single,none,3,unknown/no property,29,none,own,1,skilled employee/official,1,none,yes,bad
628,no checking account,42,critical account/other credits existing (not at this bank),furniture/equipment,4042,between 500 & 1000 DM,between 1 & 4 years,4,male & single,none,4,real estate,36,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
629,no checking account,9,existing credits paid back duly till now,education,3832,unknown/no savings account,"more, than 7 years",1,male & single,none,4,real estate,64,none,own,1,unskilled & resident,1,none,yes,good
630,"less, than 0 DM",24,existing credits paid back duly till now,radio/television,3660,"less, than 100 DM",between 1 & 4 years,2,female & divorced/separated/married,none,4,"car or other, not in attribute 6",28,none,own,1,skilled employee/official,1,none,yes,good
631,"less, than 0 DM",18,all credits at this bank paid back duly,furniture/equipment,1553,"less, than 100 DM",between 1 & 4 years,4,male & single,none,3,"car or other, not in attribute 6",44,bank,own,1,skilled employee/official,1,none,yes,bad
632,between 0 & 200 DM,15,existing credits paid back duly till now,radio/television,1444,unknown/no savings account,"less, than 1 year",4,male & single,none,1,building society savings agreement/life insurance,23,none,own,1,skilled employee/official,1,none,yes,good
633,no checking account,9,existing credits paid back duly till now,furniture/equipment,1980,"less, than 100 DM","less, than 1 year",2,female & divorced/separated/married,co-applicant,2,"car or other, not in attribute 6",19,none,rent,2,skilled employee/official,1,none,yes,bad
634,between 0 & 200 DM,24,existing credits paid back duly till now,car (new),1355,"less, than 100 DM","less, than 1 year",3,female & divorced/separated/married,none,4,"car or other, not in attribute 6",25,none,own,1,unskilled & resident,1,"yes, registered under the customers name",yes,bad
635,no checking account,12,existing credits paid back duly till now,education,1393,"less, than 100 DM","more, than 7 years",4,male & single,none,4,building society savings agreement/life insurance,47,bank,own,3,skilled employee/official,2,"yes, registered under the customers name",yes,good
636,no checking account,24,existing credits paid back duly till now,radio/television,1376,between 500 & 1000 DM,between 4 & 7 years,4,female & divorced/separated/married,none,1,"car or other, not in attribute 6",28,none,own,1,skilled employee/official,1,none,yes,good
637,no checking account,60,delay in paying off in the past,radio/television,15653,"less, than 100 DM",between 4 & 7 years,2,male & single,none,4,"car or other, not in attribute 6",21,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
638,no checking account,12,existing credits paid back duly till now,radio/television,1493,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,3,"car or other, not in attribute 6",34,none,own,1,skilled employee/official,2,none,yes,good
639,"less, than 0 DM",42,delay in paying off in the past,radio/television,4370,"less, than 100 DM",between 4 & 7 years,3,male & single,none,2,building society savings agreement/life insurance,26,bank,own,2,skilled employee/official,2,"yes, registered under the customers name",yes,bad
640,"less, than 0 DM",18,existing credits paid back duly till now,education,750,"less, than 100 DM",unemployed,4,female & divorced/separated/married,none,1,real estate,27,none,own,1,unemployed/unskilled & non-resident,1,none,yes,bad
641,between 0 & 200 DM,15,existing credits paid back duly till now,repairs,1308,"less, than 100 DM","more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",38,none,own,2,unskilled & resident,1,none,yes,good
642,no checking account,15,existing credits paid back duly till now,education,4623,between 100 & 500 DM,between 1 & 4 years,3,male & single,none,2,building society savings agreement/life insurance,40,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
643,no checking account,24,critical account/other credits existing (not at this bank),radio/television,1851,"less, than 100 DM",between 4 & 7 years,4,male & married/widowed,guarantor,2,"car or other, not in attribute 6",33,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
644,"less, than 0 DM",18,critical account/other credits existing (not at this bank),radio/television,1880,"less, than 100 DM",between 4 & 7 years,4,male & married/widowed,none,1,building society savings agreement/life insurance,32,none,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
645,no checking account,36,delay in paying off in the past,business,7980,unknown/no savings account,"less, than 1 year",4,male & single,none,4,"car or other, not in attribute 6",27,none,rent,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
646,"less, than 0 DM",30,no credits taken/all credits paid back duly,furniture/equipment,4583,"less, than 100 DM",between 1 & 4 years,2,male & divorced/separated,guarantor,2,real estate,32,none,own,2,skilled employee/official,1,none,yes,good
647,no checking account,12,existing credits paid back duly till now,car (new),1386,between 500 & 1000 DM,between 1 & 4 years,2,female & divorced/separated/married,none,2,building society savings agreement/life insurance,26,none,own,1,skilled employee/official,1,none,yes,bad
648,"more, than 200 DM",24,existing credits paid back duly till now,car (new),947,"less, than 100 DM",between 4 & 7 years,4,male & single,none,3,unknown/no property,38,bank,for free,1,skilled employee/official,2,none,yes,bad
649,"less, than 0 DM",12,existing credits paid back duly till now,education,684,"less, than 100 DM",between 1 & 4 years,4,male & single,none,4,"car or other, not in attribute 6",40,none,rent,1,unskilled & resident,2,none,yes,bad
650,"less, than 0 DM",48,existing credits paid back duly till now,education,7476,"less, than 100 DM",between 4 & 7 years,4,male & single,none,1,unknown/no property,50,none,for free,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
651,between 0 & 200 DM,12,existing credits paid back duly till now,furniture/equipment,1922,"less, than 100 DM",between 1 & 4 years,4,male & single,none,2,building society savings agreement/life insurance,37,none,own,1,unskilled & resident,1,none,yes,bad
652,"less, than 0 DM",24,existing credits paid back duly till now,car (new),2303,"less, than 100 DM","more, than 7 years",4,male & single,co-applicant,1,real estate,45,none,own,1,skilled employee/official,1,none,yes,bad
653,between 0 & 200 DM,36,delay in paying off in the past,car (new),8086,between 100 & 500 DM,"more, than 7 years",2,male & single,none,4,"car or other, not in attribute 6",42,none,own,4,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
654,no checking account,24,critical account/other credits existing (not at this bank),car (used),2346,"less, than 100 DM",between 4 & 7 years,4,male & single,none,3,"car or other, not in attribute 6",35,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
655,"less, than 0 DM",14,existing credits paid back duly till now,car (new),3973,"less, than 100 DM",unemployed,1,male & single,none,4,unknown/no property,22,none,for free,1,skilled employee/official,1,none,yes,good
656,between 0 & 200 DM,12,existing credits paid back duly till now,car (new),888,"less, than 100 DM","more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",41,bank,own,1,unskilled & resident,2,none,yes,bad
657,no checking account,48,existing credits paid back duly till now,radio/television,10222,unknown/no savings account,between 4 & 7 years,4,male & single,none,3,"car or other, not in attribute 6",37,stores,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
658,between 0 & 200 DM,30,no credits taken/all credits paid back duly,business,4221,"less, than 100 DM",between 1 & 4 years,2,female & divorced/separated/married,none,1,"car or other, not in attribute 6",28,none,own,2,skilled employee/official,1,none,yes,good
659,between 0 & 200 DM,18,critical account/other credits existing (not at this bank),furniture/equipment,6361,"less, than 100 DM","more, than 7 years",2,male & single,none,1,unknown/no property,41,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
660,"more, than 200 DM",12,existing credits paid back duly till now,radio/television,1297,"less, than 100 DM",between 1 & 4 years,3,male & married/widowed,none,4,real estate,23,none,rent,1,skilled employee/official,1,none,yes,good
661,"less, than 0 DM",12,existing credits paid back duly till now,car (new),900,unknown/no savings account,between 1 & 4 years,4,male & married/widowed,none,2,"car or other, not in attribute 6",23,none,own,1,skilled employee/official,1,none,yes,bad
662,no checking account,21,existing credits paid back duly till now,furniture/equipment,2241,"less, than 100 DM","more, than 7 years",4,male & single,none,2,real estate,50,none,own,2,skilled employee/official,1,none,yes,good
663,between 0 & 200 DM,6,delay in paying off in the past,furniture/equipment,1050,"less, than 100 DM",unemployed,4,male & single,none,1,building society savings agreement/life insurance,35,stores,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
664,"more, than 200 DM",6,critical account/other credits existing (not at this bank),education,1047,"less, than 100 DM",between 1 & 4 years,2,female & divorced/separated/married,none,4,building society savings agreement/life insurance,50,none,own,1,unskilled & resident,1,none,yes,good
665,no checking account,24,critical account/other credits existing (not at this bank),others,6314,"less, than 100 DM",unemployed,4,male & single,co-applicant,2,unknown/no property,27,bank,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
666,between 0 & 200 DM,30,all credits at this bank paid back duly,furniture/equipment,3496,"more, than 1000 DM",between 1 & 4 years,4,male & single,none,2,"car or other, not in attribute 6",34,stores,own,1,skilled employee/official,2,"yes, registered under the customers name",yes,good
667,no checking account,48,all credits at this bank paid back duly,business,3609,"less, than 100 DM",between 1 & 4 years,1,female & divorced/separated/married,none,1,real estate,27,stores,own,1,skilled employee/official,1,none,yes,good
668,"less, than 0 DM",12,critical account/other credits existing (not at this bank),car (new),4843,"less, than 100 DM","more, than 7 years",3,male & single,co-applicant,4,building society savings agreement/life insurance,43,none,rent,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
669,"more, than 200 DM",30,critical account/other credits existing (not at this bank),radio/television,3017,"less, than 100 DM","more, than 7 years",4,male & single,none,4,building society savings agreement/life insurance,47,none,own,1,skilled employee/official,1,none,yes,good
670,no checking account,24,critical account/other credits existing (not at this bank),business,4139,between 100 & 500 DM,between 1 & 4 years,3,male & single,none,3,building society savings agreement/life insurance,27,none,own,2,unskilled & resident,1,"yes, registered under the customers name",yes,good
671,no checking account,36,existing credits paid back duly till now,business,5742,between 100 & 500 DM,between 4 & 7 years,2,male & single,none,2,"car or other, not in attribute 6",31,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
672,no checking account,60,existing credits paid back duly till now,car (new),10366,"less, than 100 DM","more, than 7 years",2,male & single,none,4,building society savings agreement/life insurance,42,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
673,no checking account,6,critical account/other credits existing (not at this bank),car (new),2080,between 500 & 1000 DM,between 1 & 4 years,1,male & married/widowed,none,2,"car or other, not in attribute 6",24,none,own,1,skilled employee/official,1,none,yes,good
674,no checking account,21,delay in paying off in the past,business,2580,between 500 & 1000 DM,"less, than 1 year",4,male & single,none,2,real estate,41,bank,own,1,unskilled & resident,2,none,yes,bad
675,no checking account,30,critical account/other credits existing (not at this bank),radio/television,4530,"less, than 100 DM",between 4 & 7 years,4,female & divorced/separated/married,none,4,"car or other, not in attribute 6",26,none,rent,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
676,no checking account,24,critical account/other credits existing (not at this bank),furniture/equipment,5150,"less, than 100 DM","more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",33,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
677,between 0 & 200 DM,72,existing credits paid back duly till now,radio/television,5595,between 100 & 500 DM,between 1 & 4 years,2,male & married/widowed,none,2,"car or other, not in attribute 6",24,none,own,1,skilled employee/official,1,none,yes,bad
678,"less, than 0 DM",24,existing credits paid back duly till now,radio/television,2384,"less, than 100 DM","more, than 7 years",4,male & single,none,4,real estate,64,bank,rent,1,unskilled & resident,1,none,yes,good
679,no checking account,18,existing credits paid back duly till now,radio/television,1453,"less, than 100 DM","less, than 1 year",3,female & divorced/separated/married,none,1,real estate,26,none,own,1,skilled employee/official,1,none,yes,good
680,no checking account,6,existing credits paid back duly till now,education,1538,"less, than 100 DM","less, than 1 year",1,female & divorced/separated/married,none,2,unknown/no property,56,none,own,1,skilled employee/official,1,none,yes,good
681,no checking account,12,existing credits paid back duly till now,radio/television,2279,unknown/no savings account,between 1 & 4 years,4,male & single,none,4,unknown/no property,37,none,for free,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
682,no checking account,15,delay in paying off in the past,radio/television,1478,"less, than 100 DM",between 1 & 4 years,4,male & married/widowed,none,3,real estate,33,bank,own,2,skilled employee/official,1,none,yes,good
683,no checking account,24,critical account/other credits existing (not at this bank),radio/television,5103,"less, than 100 DM","less, than 1 year",3,male & married/widowed,none,3,unknown/no property,47,none,for free,3,skilled employee/official,1,"yes, registered under the customers name",yes,good
684,between 0 & 200 DM,36,delay in paying off in the past,business,9857,between 100 & 500 DM,between 4 & 7 years,1,male & single,none,3,building society savings agreement/life insurance,31,none,own,2,unskilled & resident,2,"yes, registered under the customers name",yes,good
685,no checking account,60,existing credits paid back duly till now,car (new),6527,unknown/no savings account,between 1 & 4 years,4,male & single,none,4,unknown/no property,34,none,for free,1,skilled employee/official,2,"yes, registered under the customers name",yes,good
686,"more, than 200 DM",10,critical account/other credits existing (not at this bank),radio/television,1347,unknown/no savings account,between 4 & 7 years,4,male & single,none,2,building society savings agreement/life insurance,27,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
687,between 0 & 200 DM,36,delay in paying off in the past,car (new),2862,between 100 & 500 DM,"more, than 7 years",4,male & single,none,3,unknown/no property,30,none,for free,1,skilled employee/official,1,none,yes,good
688,no checking account,9,existing credits paid back duly till now,radio/television,2753,between 100 & 500 DM,"more, than 7 years",3,male & single,co-applicant,4,"car or other, not in attribute 6",35,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
689,"less, than 0 DM",12,existing credits paid back duly till now,car (new),3651,"more, than 1000 DM",between 1 & 4 years,1,male & single,none,3,building society savings agreement/life insurance,31,none,own,1,skilled employee/official,2,none,yes,good
690,"less, than 0 DM",15,critical account/other credits existing (not at this bank),furniture/equipment,975,"less, than 100 DM",between 1 & 4 years,2,male & divorced/separated,none,3,building society savings agreement/life insurance,25,none,own,2,skilled employee/official,1,none,yes,good
691,between 0 & 200 DM,15,existing credits paid back duly till now,repairs,2631,between 100 & 500 DM,between 1 & 4 years,3,female & divorced/separated/married,none,2,real estate,25,none,own,1,unskilled & resident,1,none,yes,good
692,between 0 & 200 DM,24,existing credits paid back duly till now,radio/television,2896,between 100 & 500 DM,"less, than 1 year",2,male & single,none,1,"car or other, not in attribute 6",29,none,own,1,skilled employee/official,1,none,yes,good
693,"less, than 0 DM",6,critical account/other credits existing (not at this bank),car (new),4716,unknown/no savings account,"less, than 1 year",1,male & single,none,3,real estate,44,none,own,2,unskilled & resident,2,none,yes,good
694,no checking account,24,existing credits paid back duly till now,radio/television,2284,"less, than 100 DM",between 4 & 7 years,4,male & single,none,2,"car or other, not in attribute 6",28,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
695,no checking account,6,existing credits paid back duly till now,car (used),1236,between 500 & 1000 DM,between 1 & 4 years,2,male & single,none,4,building society savings agreement/life insurance,50,none,rent,1,skilled employee/official,1,none,yes,good
696,between 0 & 200 DM,12,existing credits paid back duly till now,radio/television,1103,"less, than 100 DM",between 4 & 7 years,4,male & single,guarantor,3,real estate,29,none,own,2,skilled employee/official,1,none,no,good
697,no checking account,12,critical account/other credits existing (not at this bank),car (new),926,"less, than 100 DM",unemployed,1,female & divorced/separated/married,none,2,building society savings agreement/life insurance,38,none,own,1,unemployed/unskilled & non-resident,1,none,yes,good
698,no checking account,18,critical account/other credits existing (not at this bank),radio/television,1800,"less, than 100 DM",between 1 & 4 years,4,male & single,none,2,"car or other, not in attribute 6",24,none,own,2,skilled employee/official,1,none,yes,good
699,"more, than 200 DM",15,existing credits paid back duly till now,education,1905,"less, than 100 DM","more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",40,none,rent,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
700,no checking account,12,existing credits paid back duly till now,furniture/equipment,1123,between 500 & 1000 DM,between 1 & 4 years,4,female & divorced/separated/married,none,4,"car or other, not in attribute 6",29,none,rent,1,unskilled & resident,1,none,yes,bad
701,"less, than 0 DM",48,critical account/other credits existing (not at this bank),car (used),6331,"less, than 100 DM","more, than 7 years",4,male & single,none,4,unknown/no property,46,none,for free,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
702,"more, than 200 DM",24,existing credits paid back duly till now,radio/television,1377,between 100 & 500 DM,"more, than 7 years",4,female & divorced/separated/married,none,2,unknown/no property,47,none,for free,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
703,between 0 & 200 DM,30,delay in paying off in the past,business,2503,between 100 & 500 DM,"more, than 7 years",4,male & single,none,2,building society savings agreement/life insurance,41,stores,own,2,skilled employee/official,1,none,yes,good
704,between 0 & 200 DM,27,existing credits paid back duly till now,business,2528,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,1,building society savings agreement/life insurance,32,none,own,1,skilled employee/official,2,"yes, registered under the customers name",yes,good
705,no checking account,15,existing credits paid back duly till now,car (new),5324,between 500 & 1000 DM,"more, than 7 years",1,female & divorced/separated/married,none,4,unknown/no property,35,none,for free,1,skilled employee/official,1,none,yes,good
706,between 0 & 200 DM,48,existing credits paid back duly till now,car (new),6560,between 100 & 500 DM,between 4 & 7 years,3,male & single,none,2,building society savings agreement/life insurance,24,none,own,1,skilled employee/official,1,none,yes,bad
707,between 0 & 200 DM,12,no credits taken/all credits paid back duly,furniture/equipment,2969,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,3,building society savings agreement/life insurance,25,none,rent,2,skilled employee/official,1,none,yes,bad
708,between 0 & 200 DM,9,existing credits paid back duly till now,radio/television,1206,"less, than 100 DM","more, than 7 years",4,female & divorced/separated/married,none,4,real estate,25,none,own,1,skilled employee/official,1,none,yes,good
709,between 0 & 200 DM,9,existing credits paid back duly till now,radio/television,2118,"less, than 100 DM",between 1 & 4 years,2,male & single,none,2,real estate,37,none,own,1,unskilled & resident,2,none,yes,good
710,no checking account,18,critical account/other credits existing (not at this bank),radio/television,629,between 500 & 1000 DM,"more, than 7 years",4,male & single,none,3,building society savings agreement/life insurance,32,bank,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
711,"less, than 0 DM",6,all credits at this bank paid back duly,education,1198,"less, than 100 DM","more, than 7 years",4,female & divorced/separated/married,none,4,unknown/no property,35,none,for free,1,skilled employee/official,1,none,yes,bad
712,no checking account,21,existing credits paid back duly till now,car (used),2476,unknown/no savings account,"more, than 7 years",4,male & single,none,4,real estate,46,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
713,"less, than 0 DM",9,critical account/other credits existing (not at this bank),radio/television,1138,"less, than 100 DM",between 1 & 4 years,4,male & single,none,4,real estate,25,none,own,2,unskilled & resident,1,none,yes,good
714,between 0 & 200 DM,60,existing credits paid back duly till now,car (new),14027,"less, than 100 DM",between 4 & 7 years,4,male & single,none,2,unknown/no property,27,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
715,no checking account,30,critical account/other credits existing (not at this bank),car (used),7596,unknown/no savings account,"more, than 7 years",1,male & single,none,4,"car or other, not in attribute 6",63,none,own,2,skilled employee/official,1,none,yes,good
716,no checking account,30,critical account/other credits existing (not at this bank),radio/television,3077,unknown/no savings account,"more, than 7 years",3,male & single,none,2,"car or other, not in attribute 6",40,none,own,2,skilled employee/official,2,"yes, registered under the customers name",yes,good
717,no checking account,18,existing credits paid back duly till now,radio/television,1505,"less, than 100 DM",between 1 & 4 years,4,male & single,none,2,unknown/no property,32,none,for free,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
718,"more, than 200 DM",24,critical account/other credits existing (not at this bank),radio/television,3148,unknown/no savings account,between 1 & 4 years,3,male & single,none,2,"car or other, not in attribute 6",31,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
719,between 0 & 200 DM,20,no credits taken/all credits paid back duly,car (used),6148,between 100 & 500 DM,"more, than 7 years",3,male & married/widowed,none,4,"car or other, not in attribute 6",31,bank,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
720,"more, than 200 DM",9,no credits taken/all credits paid back duly,radio/television,1337,"less, than 100 DM","less, than 1 year",4,male & single,none,2,"car or other, not in attribute 6",34,none,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
721,between 0 & 200 DM,6,all credits at this bank paid back duly,education,433,"more, than 1000 DM","less, than 1 year",4,female & divorced/separated/married,none,2,building society savings agreement/life insurance,24,bank,rent,1,skilled employee/official,2,none,yes,bad
722,"less, than 0 DM",12,existing credits paid back duly till now,car (new),1228,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,2,real estate,24,none,own,1,unskilled & resident,1,none,yes,bad
723,between 0 & 200 DM,9,existing credits paid back duly till now,radio/television,790,between 500 & 1000 DM,between 1 & 4 years,4,female & divorced/separated/married,none,3,real estate,66,none,own,1,unskilled & resident,1,none,yes,good
724,no checking account,27,existing credits paid back duly till now,car (new),2570,"less, than 100 DM",between 1 & 4 years,3,female & divorced/separated/married,none,3,real estate,21,none,rent,1,skilled employee/official,1,none,yes,bad
725,no checking account,6,critical account/other credits existing (not at this bank),car (new),250,"more, than 1000 DM",between 1 & 4 years,2,female & divorced/separated/married,none,2,real estate,41,bank,own,2,unskilled & resident,1,none,yes,good
726,no checking account,15,critical account/other credits existing (not at this bank),radio/television,1316,between 500 & 1000 DM,between 1 & 4 years,2,male & married/widowed,none,2,building society savings agreement/life insurance,47,none,own,2,unskilled & resident,1,none,yes,good
727,"less, than 0 DM",18,existing credits paid back duly till now,radio/television,1882,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,4,"car or other, not in attribute 6",25,bank,rent,2,skilled employee/official,1,none,yes,bad
728,between 0 & 200 DM,48,all credits at this bank paid back duly,business,6416,"less, than 100 DM","more, than 7 years",4,female & divorced/separated/married,none,3,unknown/no property,59,none,rent,1,skilled employee/official,1,none,yes,bad
729,"more, than 200 DM",24,critical account/other credits existing (not at this bank),business,1275,"more, than 1000 DM",between 1 & 4 years,2,male & divorced/separated,none,4,real estate,36,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
730,between 0 & 200 DM,24,delay in paying off in the past,radio/television,6403,"less, than 100 DM","less, than 1 year",1,male & single,none,2,"car or other, not in attribute 6",33,none,own,1,skilled employee/official,1,none,yes,good
731,"less, than 0 DM",24,existing credits paid back duly till now,radio/television,1987,"less, than 100 DM",between 1 & 4 years,2,male & single,none,4,real estate,21,none,rent,1,unskilled & resident,2,none,yes,bad
732,between 0 & 200 DM,8,existing credits paid back duly till now,radio/television,760,"less, than 100 DM",between 4 & 7 years,4,female & divorced/separated/married,guarantor,2,real estate,44,none,own,1,unskilled & resident,1,none,yes,good
733,no checking account,24,existing credits paid back duly till now,car (used),2603,"more, than 1000 DM",between 1 & 4 years,2,female & divorced/separated/married,none,4,"car or other, not in attribute 6",28,none,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
734,no checking account,4,critical account/other credits existing (not at this bank),car (new),3380,"less, than 100 DM",between 4 & 7 years,1,female & divorced/separated/married,none,1,real estate,37,none,own,1,skilled employee/official,2,none,yes,good
735,between 0 & 200 DM,36,all credits at this bank paid back duly,domestic appliances,3990,unknown/no savings account,"less, than 1 year",3,female & divorced/separated/married,none,2,unknown/no property,29,bank,own,1,unemployed/unskilled & non-resident,1,none,yes,good
736,between 0 & 200 DM,24,existing credits paid back duly till now,car (used),11560,"less, than 100 DM",between 1 & 4 years,1,female & divorced/separated/married,none,4,"car or other, not in attribute 6",23,none,rent,2,management/self-employed/highly qualified employee/officer,1,none,yes,bad
737,"less, than 0 DM",18,existing credits paid back duly till now,car (new),4380,between 100 & 500 DM,between 1 & 4 years,3,male & single,none,4,"car or other, not in attribute 6",35,none,own,1,unskilled & resident,2,"yes, registered under the customers name",yes,good
738,no checking account,6,critical account/other credits existing (not at this bank),car (new),6761,"less, than 100 DM",between 4 & 7 years,1,male & single,none,3,unknown/no property,45,none,own,2,management/self-employed/highly qualified employee/officer,2,"yes, registered under the customers name",yes,good
739,between 0 & 200 DM,30,no credits taken/all credits paid back duly,business,4280,between 100 & 500 DM,between 1 & 4 years,4,female & divorced/separated/married,none,4,"car or other, not in attribute 6",26,none,rent,2,unskilled & resident,1,none,yes,bad
740,"less, than 0 DM",24,all credits at this bank paid back duly,car (new),2325,between 100 & 500 DM,between 4 & 7 years,2,male & single,none,3,"car or other, not in attribute 6",32,bank,own,1,skilled employee/official,1,none,yes,good
741,between 0 & 200 DM,10,all credits at this bank paid back duly,radio/television,1048,"less, than 100 DM",between 1 & 4 years,4,male & single,none,4,real estate,23,stores,own,1,unskilled & resident,1,none,yes,good
742,no checking account,21,existing credits paid back duly till now,radio/television,3160,unknown/no savings account,"more, than 7 years",4,male & single,none,3,building society savings agreement/life insurance,41,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
743,"less, than 0 DM",24,all credits at this bank paid back duly,furniture/equipment,2483,between 500 & 1000 DM,between 1 & 4 years,4,male & single,none,4,real estate,22,stores,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
744,"less, than 0 DM",39,critical account/other credits existing (not at this bank),furniture/equipment,14179,unknown/no savings account,between 4 & 7 years,4,male & single,none,4,building society savings agreement/life insurance,30,none,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
745,"less, than 0 DM",13,critical account/other credits existing (not at this bank),business,1797,"less, than 100 DM","less, than 1 year",3,male & single,none,1,building society savings agreement/life insurance,28,bank,own,2,unskilled & resident,1,none,yes,good
746,"less, than 0 DM",15,existing credits paid back duly till now,car (new),2511,"less, than 100 DM",unemployed,1,female & divorced/separated/married,none,4,"car or other, not in attribute 6",23,none,rent,1,skilled employee/official,1,none,yes,good
747,"less, than 0 DM",12,existing credits paid back duly till now,car (new),1274,"less, than 100 DM","less, than 1 year",3,female & divorced/separated/married,none,1,real estate,37,none,own,1,unskilled & resident,1,none,yes,bad
748,no checking account,21,existing credits paid back duly till now,car (used),5248,unknown/no savings account,between 1 & 4 years,1,male & single,none,3,"car or other, not in attribute 6",26,none,own,1,skilled employee/official,1,none,yes,good
749,no checking account,15,existing credits paid back duly till now,car (used),3029,"less, than 100 DM",between 4 & 7 years,2,male & single,none,2,"car or other, not in attribute 6",33,none,own,1,skilled employee/official,1,none,yes,good
750,"less, than 0 DM",6,existing credits paid back duly till now,furniture/equipment,428,"less, than 100 DM","more, than 7 years",2,female & divorced/separated/married,none,1,building society savings agreement/life insurance,49,bank,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
751,"less, than 0 DM",18,existing credits paid back duly till now,car (new),976,"less, than 100 DM","less, than 1 year",1,female & divorced/separated/married,none,2,"car or other, not in attribute 6",23,none,own,1,unskilled & resident,1,none,yes,bad
752,between 0 & 200 DM,12,existing credits paid back duly till now,business,841,between 100 & 500 DM,between 4 & 7 years,2,female & divorced/separated/married,none,4,real estate,23,none,rent,1,unskilled & resident,1,none,yes,good
753,no checking account,30,critical account/other credits existing (not at this bank),radio/television,5771,"less, than 100 DM",between 4 & 7 years,4,female & divorced/separated/married,none,2,"car or other, not in attribute 6",25,none,own,2,skilled employee/official,1,none,yes,good
754,no checking account,12,delay in paying off in the past,repairs,1555,"more, than 1000 DM","more, than 7 years",4,male & single,none,4,unknown/no property,55,none,for free,2,skilled employee/official,2,none,yes,bad
755,"less, than 0 DM",24,existing credits paid back duly till now,car (new),1285,unknown/no savings account,between 4 & 7 years,4,female & divorced/separated/married,none,4,unknown/no property,32,none,rent,1,skilled employee/official,1,none,yes,bad
756,"more, than 200 DM",6,critical account/other credits existing (not at this bank),car (new),1299,"less, than 100 DM",between 1 & 4 years,1,male & single,none,1,real estate,74,none,own,3,unemployed/unskilled & non-resident,2,none,no,good
757,"more, than 200 DM",15,critical account/other credits existing (not at this bank),radio/television,1271,unknown/no savings account,between 1 & 4 years,3,male & single,none,4,unknown/no property,39,none,for free,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
758,no checking account,24,existing credits paid back duly till now,car (new),1393,"less, than 100 DM",between 1 & 4 years,2,male & single,guarantor,2,real estate,31,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
759,"less, than 0 DM",12,critical account/other credits existing (not at this bank),car (new),691,"less, than 100 DM","more, than 7 years",4,male & single,none,3,building society savings agreement/life insurance,35,none,own,2,skilled employee/official,1,none,yes,bad
760,no checking account,15,critical account/other credits existing (not at this bank),car (new),5045,unknown/no savings account,"more, than 7 years",1,female & divorced/separated/married,none,4,"car or other, not in attribute 6",59,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
761,"less, than 0 DM",18,critical account/other credits existing (not at this bank),furniture/equipment,2124,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,4,real estate,24,none,rent,2,skilled employee/official,1,none,yes,bad
762,"less, than 0 DM",12,existing credits paid back duly till now,radio/television,2214,"less, than 100 DM",between 1 & 4 years,4,male & single,none,3,building society savings agreement/life insurance,24,none,own,1,unskilled & resident,1,none,yes,good
763,no checking account,21,critical account/other credits existing (not at this bank),car (new),12680,unknown/no savings account,"more, than 7 years",4,male & single,none,4,unknown/no property,30,none,for free,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
764,no checking account,24,critical account/other credits existing (not at this bank),car (new),2463,between 100 & 500 DM,between 4 & 7 years,4,male & married/widowed,none,3,building society savings agreement/life insurance,27,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
765,between 0 & 200 DM,12,existing credits paid back duly till now,radio/television,1155,"less, than 100 DM","more, than 7 years",3,male & married/widowed,guarantor,3,real estate,40,bank,own,2,unskilled & resident,1,none,yes,good
766,"less, than 0 DM",30,existing credits paid back duly till now,furniture/equipment,3108,"less, than 100 DM","less, than 1 year",2,male & divorced/separated,none,4,building society savings agreement/life insurance,31,none,own,1,unskilled & resident,1,none,yes,bad
767,no checking account,10,existing credits paid back duly till now,car (used),2901,unknown/no savings account,"less, than 1 year",1,female & divorced/separated/married,none,4,real estate,31,none,rent,1,skilled employee/official,1,none,yes,good
768,between 0 & 200 DM,12,critical account/other credits existing (not at this bank),furniture/equipment,3617,"less, than 100 DM","more, than 7 years",1,male & single,none,4,"car or other, not in attribute 6",28,none,rent,3,skilled employee/official,1,"yes, registered under the customers name",yes,good
769,no checking account,12,critical account/other credits existing (not at this bank),radio/television,1655,"less, than 100 DM","more, than 7 years",2,male & single,none,4,real estate,63,none,own,2,unskilled & resident,1,"yes, registered under the customers name",yes,good
770,"less, than 0 DM",24,existing credits paid back duly till now,car (used),2812,unknown/no savings account,"more, than 7 years",2,female & divorced/separated/married,none,4,real estate,26,none,rent,1,skilled employee/official,1,none,yes,good
771,"less, than 0 DM",36,critical account/other credits existing (not at this bank),education,8065,"less, than 100 DM",between 1 & 4 years,3,female & divorced/separated/married,none,2,unknown/no property,25,none,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
772,no checking account,21,critical account/other credits existing (not at this bank),car (used),3275,"less, than 100 DM","more, than 7 years",1,male & single,none,4,"car or other, not in attribute 6",36,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
773,no checking account,24,critical account/other credits existing (not at this bank),radio/television,2223,between 100 & 500 DM,"more, than 7 years",4,male & single,none,4,building society savings agreement/life insurance,52,bank,own,2,skilled employee/official,1,none,yes,good
774,"more, than 200 DM",12,critical account/other credits existing (not at this bank),car (new),1480,between 500 & 1000 DM,unemployed,2,male & single,none,4,unknown/no property,66,bank,for free,3,unemployed/unskilled & non-resident,1,none,yes,good
775,"less, than 0 DM",24,existing credits paid back duly till now,car (new),1371,unknown/no savings account,between 1 & 4 years,4,female & divorced/separated/married,none,4,real estate,25,none,rent,1,skilled employee/official,1,none,yes,bad
776,no checking account,36,critical account/other credits existing (not at this bank),car (new),3535,"less, than 100 DM",between 4 & 7 years,4,male & single,none,4,"car or other, not in attribute 6",37,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
777,"less, than 0 DM",18,existing credits paid back duly till now,radio/television,3509,"less, than 100 DM",between 4 & 7 years,4,female & divorced/separated/married,guarantor,1,real estate,25,none,own,1,skilled employee/official,1,none,yes,good
778,no checking account,36,critical account/other credits existing (not at this bank),car (used),5711,"more, than 1000 DM","more, than 7 years",4,male & single,none,2,"car or other, not in attribute 6",38,none,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
779,between 0 & 200 DM,18,existing credits paid back duly till now,repairs,3872,"less, than 100 DM",unemployed,2,female & divorced/separated/married,none,4,"car or other, not in attribute 6",67,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
780,between 0 & 200 DM,39,critical account/other credits existing (not at this bank),radio/television,4933,"less, than 100 DM",between 4 & 7 years,2,male & single,guarantor,2,real estate,25,none,own,2,skilled employee/official,1,none,yes,bad
781,no checking account,24,critical account/other credits existing (not at this bank),car (new),1940,"more, than 1000 DM","more, than 7 years",4,male & single,none,4,real estate,60,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
782,between 0 & 200 DM,12,no credits taken/all credits paid back duly,retraining,1410,"less, than 100 DM",between 1 & 4 years,2,male & single,none,2,real estate,31,none,own,1,unskilled & resident,1,"yes, registered under the customers name",yes,good
783,between 0 & 200 DM,12,existing credits paid back duly till now,car (new),836,between 100 & 500 DM,"less, than 1 year",4,female & divorced/separated/married,none,2,building society savings agreement/life insurance,23,bank,own,1,unskilled & resident,1,none,yes,bad
784,between 0 & 200 DM,20,existing credits paid back duly till now,car (used),6468,unknown/no savings account,unemployed,1,male & divorced/separated,none,4,real estate,60,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
785,between 0 & 200 DM,18,existing credits paid back duly till now,business,1941,"more, than 1000 DM",between 1 & 4 years,4,male & single,none,2,building society savings agreement/life insurance,35,none,own,1,unskilled & resident,1,"yes, registered under the customers name",yes,good
786,no checking account,22,existing credits paid back duly till now,radio/television,2675,between 500 & 1000 DM,"more, than 7 years",3,male & single,none,4,"car or other, not in attribute 6",40,none,own,1,skilled employee/official,1,none,yes,good
787,no checking account,48,critical account/other credits existing (not at this bank),car (used),2751,unknown/no savings account,"more, than 7 years",4,male & single,none,3,"car or other, not in attribute 6",38,none,own,2,skilled employee/official,2,"yes, registered under the customers name",yes,good
788,between 0 & 200 DM,48,delay in paying off in the past,education,6224,"less, than 100 DM","more, than 7 years",4,male & single,none,4,unknown/no property,50,none,for free,1,skilled employee/official,1,none,yes,bad
789,"less, than 0 DM",40,critical account/other credits existing (not at this bank),education,5998,"less, than 100 DM",between 1 & 4 years,4,male & single,none,3,unknown/no property,27,bank,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
790,between 0 & 200 DM,21,existing credits paid back duly till now,business,1188,"less, than 100 DM","more, than 7 years",2,female & divorced/separated/married,none,4,building society savings agreement/life insurance,39,none,own,1,skilled employee/official,2,none,yes,bad
791,no checking account,24,existing credits paid back duly till now,car (used),6313,unknown/no savings account,"more, than 7 years",3,male & single,none,4,"car or other, not in attribute 6",41,none,own,1,management/self-employed/highly qualified employee/officer,2,"yes, registered under the customers name",yes,good
792,no checking account,6,critical account/other credits existing (not at this bank),furniture/equipment,1221,unknown/no savings account,between 1 & 4 years,1,male & married/widowed,none,2,building society savings agreement/life insurance,27,none,own,2,skilled employee/official,1,none,yes,good
793,"more, than 200 DM",24,existing credits paid back duly till now,furniture/equipment,2892,"less, than 100 DM","more, than 7 years",3,male & divorced/separated,none,4,unknown/no property,51,none,for free,1,skilled employee/official,1,none,yes,good
794,no checking account,24,existing credits paid back duly till now,furniture/equipment,3062,between 500 & 1000 DM,"more, than 7 years",4,male & single,none,3,unknown/no property,32,none,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
795,no checking account,9,existing credits paid back duly till now,furniture/equipment,2301,between 100 & 500 DM,"less, than 1 year",2,female & divorced/separated/married,none,4,building society savings agreement/life insurance,22,none,rent,1,skilled employee/official,1,none,yes,good
796,"less, than 0 DM",18,existing credits paid back duly till now,car (used),7511,unknown/no savings account,"more, than 7 years",1,male & single,none,4,building society savings agreement/life insurance,51,none,for free,1,skilled employee/official,2,"yes, registered under the customers name",yes,bad
797,no checking account,12,critical account/other credits existing (not at this bank),furniture/equipment,1258,"less, than 100 DM","less, than 1 year",2,female & divorced/separated/married,none,4,building society savings agreement/life insurance,22,none,rent,2,unskilled & resident,1,none,yes,good
798,no checking account,24,delay in paying off in the past,car (new),717,unknown/no savings account,"more, than 7 years",4,male & married/widowed,none,4,"car or other, not in attribute 6",54,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
799,between 0 & 200 DM,9,existing credits paid back duly till now,car (new),1549,unknown/no savings account,"less, than 1 year",4,male & single,none,2,real estate,35,none,own,1,unemployed/unskilled & non-resident,1,none,yes,good
800,no checking account,24,critical account/other credits existing (not at this bank),education,1597,"less, than 100 DM","more, than 7 years",4,male & single,none,4,unknown/no property,54,none,for free,2,skilled employee/official,2,none,yes,good
801,between 0 & 200 DM,18,critical account/other credits existing (not at this bank),radio/television,1795,"less, than 100 DM","more, than 7 years",3,female & divorced/separated/married,guarantor,4,real estate,48,bank,rent,2,unskilled & resident,1,"yes, registered under the customers name",yes,good
802,"less, than 0 DM",20,critical account/other credits existing (not at this bank),furniture/equipment,4272,"less, than 100 DM","more, than 7 years",1,female & divorced/separated/married,none,4,building society savings agreement/life insurance,24,none,own,2,skilled employee/official,1,none,yes,good
803,no checking account,12,critical account/other credits existing (not at this bank),radio/television,976,unknown/no savings account,"more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",35,none,own,2,skilled employee/official,1,none,yes,good
804,between 0 & 200 DM,12,existing credits paid back duly till now,car (new),7472,unknown/no savings account,unemployed,1,female & divorced/separated/married,none,2,real estate,24,none,rent,1,unemployed/unskilled & non-resident,1,none,yes,good
805,"less, than 0 DM",36,existing credits paid back duly till now,car (new),9271,"less, than 100 DM",between 4 & 7 years,2,male & single,none,1,"car or other, not in attribute 6",24,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
806,between 0 & 200 DM,6,existing credits paid back duly till now,radio/television,590,"less, than 100 DM","less, than 1 year",3,male & married/widowed,none,3,real estate,26,none,own,1,unskilled & resident,1,none,no,good
807,no checking account,12,critical account/other credits existing (not at this bank),radio/television,930,unknown/no savings account,"more, than 7 years",4,male & single,none,4,real estate,65,none,own,4,skilled employee/official,1,none,yes,good
808,between 0 & 200 DM,42,all credits at this bank paid back duly,car (used),9283,"less, than 100 DM",unemployed,1,male & single,none,2,unknown/no property,55,bank,for free,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
809,between 0 & 200 DM,15,no credits taken/all credits paid back duly,car (new),1778,"less, than 100 DM","less, than 1 year",2,female & divorced/separated/married,none,1,real estate,26,none,rent,2,unemployed/unskilled & non-resident,1,none,yes,bad
810,between 0 & 200 DM,8,existing credits paid back duly till now,business,907,"less, than 100 DM","less, than 1 year",3,male & married/widowed,none,2,real estate,26,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
811,between 0 & 200 DM,6,existing credits paid back duly till now,radio/television,484,"less, than 100 DM",between 4 & 7 years,3,male & married/widowed,guarantor,3,real estate,28,bank,own,1,unskilled & resident,1,none,yes,good
812,"less, than 0 DM",36,critical account/other credits existing (not at this bank),car (used),9629,"less, than 100 DM",between 4 & 7 years,4,male & single,none,4,"car or other, not in attribute 6",24,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
813,"less, than 0 DM",48,existing credits paid back duly till now,domestic appliances,3051,"less, than 100 DM",between 1 & 4 years,3,male & single,none,4,"car or other, not in attribute 6",54,none,own,1,skilled employee/official,1,none,yes,bad
814,"less, than 0 DM",48,existing credits paid back duly till now,car (new),3931,"less, than 100 DM",between 4 & 7 years,4,male & single,none,4,unknown/no property,46,none,for free,1,skilled employee/official,2,none,yes,bad
815,between 0 & 200 DM,36,delay in paying off in the past,car (new),7432,"less, than 100 DM",between 1 & 4 years,2,female & divorced/separated/married,none,2,building society savings agreement/life insurance,54,none,rent,1,skilled employee/official,1,none,yes,good
816,no checking account,6,existing credits paid back duly till now,domestic appliances,1338,between 500 & 1000 DM,between 1 & 4 years,1,male & divorced/separated,none,4,real estate,62,none,own,1,skilled employee/official,1,none,yes,good
817,no checking account,6,critical account/other credits existing (not at this bank),radio/television,1554,"less, than 100 DM",between 4 & 7 years,1,female & divorced/separated/married,none,2,"car or other, not in attribute 6",24,none,rent,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
818,"less, than 0 DM",36,existing credits paid back duly till now,others,15857,"less, than 100 DM",unemployed,2,male & divorced/separated,co-applicant,3,"car or other, not in attribute 6",43,none,own,1,management/self-employed/highly qualified employee/officer,1,none,yes,good
819,"less, than 0 DM",18,existing credits paid back duly till now,radio/television,1345,"less, than 100 DM",between 1 & 4 years,4,male & married/widowed,none,3,real estate,26,bank,own,1,skilled employee/official,1,none,yes,bad
820,no checking account,12,existing credits paid back duly till now,car (new),1101,"less, than 100 DM",between 1 & 4 years,3,male & married/widowed,none,2,real estate,27,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
821,"more, than 200 DM",12,existing credits paid back duly till now,radio/television,3016,"less, than 100 DM",between 1 & 4 years,3,male & married/widowed,none,1,"car or other, not in attribute 6",24,none,own,1,skilled employee/official,1,none,yes,good
822,"less, than 0 DM",36,existing credits paid back duly till now,furniture/equipment,2712,"less, than 100 DM","more, than 7 years",2,male & single,none,2,building society savings agreement/life insurance,41,bank,own,1,skilled employee/official,2,none,yes,bad
823,"less, than 0 DM",8,critical account/other credits existing (not at this bank),car (new),731,"less, than 100 DM","more, than 7 years",4,male & single,none,4,real estate,47,none,own,2,unskilled & resident,1,none,yes,good
824,no checking account,18,critical account/other credits existing (not at this bank),furniture/equipment,3780,"less, than 100 DM","less, than 1 year",3,male & divorced/separated,none,2,"car or other, not in attribute 6",35,none,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
825,"less, than 0 DM",21,critical account/other credits existing (not at this bank),car (new),1602,"less, than 100 DM","more, than 7 years",4,male & married/widowed,none,3,"car or other, not in attribute 6",30,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
826,"less, than 0 DM",18,critical account/other credits existing (not at this bank),car (new),3966,"less, than 100 DM","more, than 7 years",1,female & divorced/separated/married,none,4,real estate,33,bank,rent,3,skilled employee/official,1,"yes, registered under the customers name",yes,bad
827,no checking account,18,no credits taken/all credits paid back duly,business,4165,"less, than 100 DM",between 1 & 4 years,2,male & single,none,2,"car or other, not in attribute 6",36,stores,own,2,skilled employee/official,2,none,yes,bad
828,"less, than 0 DM",36,existing credits paid back duly till now,car (used),8335,unknown/no savings account,"more, than 7 years",3,male & single,none,4,unknown/no property,47,none,for free,1,skilled employee/official,1,none,yes,bad
829,between 0 & 200 DM,48,delay in paying off in the past,business,6681,unknown/no savings account,between 1 & 4 years,4,male & single,none,4,unknown/no property,38,none,for free,1,skilled employee/official,2,"yes, registered under the customers name",yes,good
830,no checking account,24,delay in paying off in the past,business,2375,between 500 & 1000 DM,between 1 & 4 years,4,male & single,none,2,"car or other, not in attribute 6",44,none,own,2,skilled employee/official,2,"yes, registered under the customers name",yes,good
831,"less, than 0 DM",18,existing credits paid back duly till now,car (new),1216,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,3,"car or other, not in attribute 6",23,none,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
832,"less, than 0 DM",45,no credits taken/all credits paid back duly,business,11816,"less, than 100 DM","more, than 7 years",2,male & single,none,4,"car or other, not in attribute 6",29,none,rent,2,skilled employee/official,1,none,yes,bad
833,between 0 & 200 DM,24,existing credits paid back duly till now,radio/television,5084,unknown/no savings account,"more, than 7 years",2,female & divorced/separated/married,none,4,"car or other, not in attribute 6",42,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
834,"more, than 200 DM",15,existing credits paid back duly till now,radio/television,2327,"less, than 100 DM","less, than 1 year",2,female & divorced/separated/married,none,3,real estate,25,none,own,1,unskilled & resident,1,none,yes,bad
835,"less, than 0 DM",12,no credits taken/all credits paid back duly,car (new),1082,"less, than 100 DM",between 1 & 4 years,4,male & single,none,4,"car or other, not in attribute 6",48,bank,own,2,skilled employee/official,1,none,yes,bad
836,no checking account,12,existing credits paid back duly till now,radio/television,886,unknown/no savings account,between 1 & 4 years,4,female & divorced/separated/married,none,2,"car or other, not in attribute 6",21,none,own,1,skilled employee/official,1,none,yes,good
837,no checking account,4,existing credits paid back duly till now,furniture/equipment,601,"less, than 100 DM","less, than 1 year",1,female & divorced/separated/married,none,3,real estate,23,none,rent,1,unskilled & resident,2,none,yes,good
838,"less, than 0 DM",24,critical account/other credits existing (not at this bank),car (used),2957,"less, than 100 DM","more, than 7 years",4,male & single,none,4,building society savings agreement/life insurance,63,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
839,no checking account,24,critical account/other credits existing (not at this bank),radio/television,2611,"less, than 100 DM","more, than 7 years",4,male & married/widowed,co-applicant,3,real estate,46,none,own,2,skilled employee/official,1,none,yes,good
840,"less, than 0 DM",36,existing credits paid back duly till now,furniture/equipment,5179,"less, than 100 DM",between 4 & 7 years,4,male & single,none,2,building society savings agreement/life insurance,29,none,own,1,skilled employee/official,1,none,yes,bad
841,no checking account,21,delay in paying off in the past,car (used),2993,"less, than 100 DM",between 1 & 4 years,3,male & single,none,2,real estate,28,stores,own,2,unskilled & resident,1,none,yes,good
842,no checking account,18,existing credits paid back duly till now,repairs,1943,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,4,real estate,23,none,own,1,skilled employee/official,1,none,yes,bad
843,no checking account,24,all credits at this bank paid back duly,business,1559,"less, than 100 DM",between 4 & 7 years,4,male & single,none,4,"car or other, not in attribute 6",50,bank,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
844,no checking account,18,existing credits paid back duly till now,furniture/equipment,3422,"less, than 100 DM","more, than 7 years",4,male & single,none,4,building society savings agreement/life insurance,47,bank,own,3,skilled employee/official,2,"yes, registered under the customers name",yes,good
845,between 0 & 200 DM,21,existing credits paid back duly till now,furniture/equipment,3976,unknown/no savings account,between 4 & 7 years,2,male & single,none,3,"car or other, not in attribute 6",35,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
846,no checking account,18,existing credits paid back duly till now,car (new),6761,unknown/no savings account,between 1 & 4 years,2,male & single,none,4,"car or other, not in attribute 6",68,none,rent,2,skilled employee/official,1,none,yes,bad
847,no checking account,24,existing credits paid back duly till now,car (new),1249,"less, than 100 DM","less, than 1 year",4,male & married/widowed,none,2,real estate,28,none,own,1,skilled employee/official,1,none,yes,good
848,"less, than 0 DM",9,existing credits paid back duly till now,radio/television,1364,"less, than 100 DM",between 4 & 7 years,3,male & single,none,4,real estate,59,none,own,1,skilled employee/official,1,none,yes,good
849,"less, than 0 DM",12,existing credits paid back duly till now,radio/television,709,"less, than 100 DM","more, than 7 years",4,male & single,none,4,real estate,57,stores,own,1,unskilled & resident,1,none,yes,bad
850,"less, than 0 DM",20,critical account/other credits existing (not at this bank),car (new),2235,"less, than 100 DM",between 1 & 4 years,4,male & married/widowed,guarantor,2,building society savings agreement/life insurance,33,bank,rent,2,skilled employee/official,1,none,no,bad
851,no checking account,24,critical account/other credits existing (not at this bank),car (used),4042,unknown/no savings account,between 4 & 7 years,3,male & single,none,4,building society savings agreement/life insurance,43,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
852,no checking account,15,critical account/other credits existing (not at this bank),radio/television,1471,"less, than 100 DM",between 1 & 4 years,4,male & single,none,4,unknown/no property,35,none,for free,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
853,"less, than 0 DM",18,all credits at this bank paid back duly,car (new),1442,"less, than 100 DM",between 4 & 7 years,4,male & single,none,4,unknown/no property,32,none,for free,2,unskilled & resident,2,none,yes,bad
854,no checking account,36,delay in paying off in the past,car (new),10875,"less, than 100 DM","more, than 7 years",2,male & single,none,2,"car or other, not in attribute 6",45,none,own,2,skilled employee/official,2,"yes, registered under the customers name",yes,good
855,no checking account,24,existing credits paid back duly till now,car (new),1474,between 100 & 500 DM,"less, than 1 year",4,male & married/widowed,none,3,real estate,33,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
856,no checking account,10,existing credits paid back duly till now,retraining,894,unknown/no savings account,between 4 & 7 years,4,female & divorced/separated/married,none,3,building society savings agreement/life insurance,40,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
857,no checking account,15,critical account/other credits existing (not at this bank),furniture/equipment,3343,"less, than 100 DM",between 1 & 4 years,4,male & single,none,2,unknown/no property,28,none,for free,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
858,"less, than 0 DM",15,existing credits paid back duly till now,car (new),3959,"less, than 100 DM",between 1 & 4 years,3,female & divorced/separated/married,none,2,building society savings agreement/life insurance,29,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
859,no checking account,9,existing credits paid back duly till now,car (new),3577,between 100 & 500 DM,between 1 & 4 years,1,male & single,guarantor,2,real estate,26,none,rent,1,skilled employee/official,2,none,no,good
860,no checking account,24,critical account/other credits existing (not at this bank),car (used),5804,"more, than 1000 DM",between 1 & 4 years,4,male & single,none,2,real estate,27,none,own,2,skilled employee/official,1,none,yes,good
861,no checking account,18,delay in paying off in the past,business,2169,"less, than 100 DM",between 1 & 4 years,4,male & married/widowed,none,2,"car or other, not in attribute 6",28,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
862,"less, than 0 DM",24,existing credits paid back duly till now,radio/television,2439,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,4,real estate,35,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
863,no checking account,27,critical account/other credits existing (not at this bank),furniture/equipment,4526,"more, than 1000 DM","less, than 1 year",4,male & single,none,2,real estate,32,stores,own,2,unskilled & resident,2,"yes, registered under the customers name",yes,good
864,no checking account,10,existing credits paid back duly till now,furniture/equipment,2210,"less, than 100 DM",between 1 & 4 years,2,male & single,none,2,real estate,25,bank,rent,1,unskilled & resident,1,none,yes,bad
865,no checking account,15,existing credits paid back duly till now,furniture/equipment,2221,between 500 & 1000 DM,between 1 & 4 years,2,female & divorced/separated/married,none,4,"car or other, not in attribute 6",20,none,rent,1,skilled employee/official,1,none,yes,good
866,"less, than 0 DM",18,existing credits paid back duly till now,radio/television,2389,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,1,"car or other, not in attribute 6",27,stores,own,1,skilled employee/official,1,none,yes,good
867,no checking account,12,critical account/other credits existing (not at this bank),furniture/equipment,3331,"less, than 100 DM","more, than 7 years",2,male & single,none,4,building society savings agreement/life insurance,42,stores,own,1,skilled employee/official,1,none,yes,good
868,no checking account,36,existing credits paid back duly till now,business,7409,unknown/no savings account,"more, than 7 years",3,male & single,none,2,building society savings agreement/life insurance,37,none,own,2,skilled employee/official,1,none,yes,good
869,"less, than 0 DM",12,existing credits paid back duly till now,furniture/equipment,652,"less, than 100 DM","more, than 7 years",4,female & divorced/separated/married,none,4,building society savings agreement/life insurance,24,none,rent,1,skilled employee/official,1,none,yes,good
870,no checking account,36,delay in paying off in the past,furniture/equipment,7678,between 500 & 1000 DM,between 4 & 7 years,2,female & divorced/separated/married,none,4,"car or other, not in attribute 6",40,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
871,"more, than 200 DM",6,critical account/other credits existing (not at this bank),car (new),1343,"less, than 100 DM","more, than 7 years",1,male & single,none,4,real estate,46,none,own,2,skilled employee/official,2,none,no,good
872,"less, than 0 DM",24,critical account/other credits existing (not at this bank),business,1382,between 100 & 500 DM,between 4 & 7 years,4,male & single,none,1,real estate,26,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
873,no checking account,15,existing credits paid back duly till now,domestic appliances,874,unknown/no savings account,"less, than 1 year",4,female & divorced/separated/married,none,1,real estate,24,none,own,1,skilled employee/official,1,none,yes,good
874,"less, than 0 DM",12,existing credits paid back duly till now,furniture/equipment,3590,"less, than 100 DM",between 1 & 4 years,2,male & single,co-applicant,2,building society savings agreement/life insurance,29,none,own,1,unskilled & resident,2,none,yes,good
875,between 0 & 200 DM,11,critical account/other credits existing (not at this bank),car (new),1322,"more, than 1000 DM",between 1 & 4 years,4,female & divorced/separated/married,none,4,"car or other, not in attribute 6",40,none,own,2,skilled employee/official,1,none,yes,good
876,"less, than 0 DM",18,all credits at this bank paid back duly,radio/television,1940,"less, than 100 DM","less, than 1 year",3,male & single,co-applicant,4,unknown/no property,36,bank,for free,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
877,no checking account,36,existing credits paid back duly till now,radio/television,3595,"less, than 100 DM","more, than 7 years",4,male & single,none,2,"car or other, not in attribute 6",28,none,own,1,skilled employee/official,1,none,yes,good
878,"less, than 0 DM",9,existing credits paid back duly till now,car (new),1422,"less, than 100 DM","less, than 1 year",3,male & single,none,2,unknown/no property,27,none,for free,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
879,no checking account,30,critical account/other credits existing (not at this bank),radio/television,6742,unknown/no savings account,between 4 & 7 years,2,male & single,none,3,building society savings agreement/life insurance,36,none,own,2,skilled employee/official,1,none,yes,good
880,no checking account,24,existing credits paid back duly till now,car (used),7814,"less, than 100 DM",between 4 & 7 years,3,male & single,none,3,"car or other, not in attribute 6",38,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
881,no checking account,24,existing credits paid back duly till now,car (used),9277,unknown/no savings account,between 1 & 4 years,2,male & divorced/separated,none,4,unknown/no property,48,none,for free,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
882,between 0 & 200 DM,30,critical account/other credits existing (not at this bank),car (new),2181,unknown/no savings account,"more, than 7 years",4,male & single,none,4,real estate,36,none,own,2,skilled employee/official,1,none,yes,good
883,no checking account,18,critical account/other credits existing (not at this bank),radio/television,1098,"less, than 100 DM",unemployed,4,female & divorced/separated/married,none,4,"car or other, not in attribute 6",65,none,own,2,unemployed/unskilled & non-resident,1,none,yes,good
884,between 0 & 200 DM,24,existing credits paid back duly till now,furniture/equipment,4057,"less, than 100 DM",between 4 & 7 years,3,male & divorced/separated,none,3,"car or other, not in attribute 6",43,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
885,"less, than 0 DM",12,existing credits paid back duly till now,education,795,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,4,building society savings agreement/life insurance,53,none,own,1,skilled employee/official,1,none,yes,bad
886,between 0 & 200 DM,24,critical account/other credits existing (not at this bank),business,2825,unknown/no savings account,between 4 & 7 years,4,male & single,none,3,unknown/no property,34,none,own,2,skilled employee/official,2,"yes, registered under the customers name",yes,good
887,between 0 & 200 DM,48,existing credits paid back duly till now,business,15672,"less, than 100 DM",between 1 & 4 years,2,male & single,none,2,"car or other, not in attribute 6",23,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
888,no checking account,36,critical account/other credits existing (not at this bank),car (new),6614,"less, than 100 DM","more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",34,none,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
889,no checking account,28,all credits at this bank paid back duly,car (used),7824,unknown/no savings account,"less, than 1 year",3,male & single,guarantor,4,real estate,40,bank,rent,2,skilled employee/official,2,"yes, registered under the customers name",yes,good
890,"less, than 0 DM",27,critical account/other credits existing (not at this bank),business,2442,"less, than 100 DM","more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",43,stores,own,4,management/self-employed/highly qualified employee/officer,2,"yes, registered under the customers name",yes,good
891,no checking account,15,critical account/other credits existing (not at this bank),radio/television,1829,"less, than 100 DM","more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",46,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
892,"less, than 0 DM",12,critical account/other credits existing (not at this bank),car (new),2171,"less, than 100 DM",between 1 & 4 years,4,male & single,none,4,building society savings agreement/life insurance,38,bank,own,2,unskilled & resident,1,none,no,good
893,between 0 & 200 DM,36,critical account/other credits existing (not at this bank),car (used),5800,"less, than 100 DM",between 1 & 4 years,3,male & single,none,4,"car or other, not in attribute 6",34,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
894,no checking account,18,critical account/other credits existing (not at this bank),radio/television,1169,unknown/no savings account,between 1 & 4 years,4,male & single,none,3,building society savings agreement/life insurance,29,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
895,no checking account,36,delay in paying off in the past,car (used),8947,unknown/no savings account,between 4 & 7 years,3,male & single,none,2,"car or other, not in attribute 6",31,stores,own,1,management/self-employed/highly qualified employee/officer,2,"yes, registered under the customers name",yes,good
896,"less, than 0 DM",21,existing credits paid back duly till now,radio/television,2606,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,4,building society savings agreement/life insurance,28,none,rent,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
897,no checking account,12,critical account/other credits existing (not at this bank),furniture/equipment,1592,"more, than 1000 DM",between 4 & 7 years,3,female & divorced/separated/married,none,2,building society savings agreement/life insurance,35,none,own,1,skilled employee/official,1,none,no,good
898,no checking account,15,existing credits paid back duly till now,furniture/equipment,2186,unknown/no savings account,between 4 & 7 years,1,female & divorced/separated/married,none,4,real estate,33,bank,rent,1,unskilled & resident,1,none,yes,good
899,"less, than 0 DM",18,existing credits paid back duly till now,furniture/equipment,4153,"less, than 100 DM",between 1 & 4 years,2,male & single,co-applicant,3,"car or other, not in attribute 6",42,none,own,1,skilled employee/official,1,none,yes,bad
900,"less, than 0 DM",16,critical account/other credits existing (not at this bank),car (new),2625,"less, than 100 DM","more, than 7 years",2,male & single,guarantor,4,building society savings agreement/life insurance,43,bank,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
901,no checking account,20,critical account/other credits existing (not at this bank),car (new),3485,unknown/no savings account,"less, than 1 year",2,male & divorced/separated,none,4,real estate,44,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,good
902,no checking account,36,critical account/other credits existing (not at this bank),car (used),10477,unknown/no savings account,"more, than 7 years",2,male & single,none,4,unknown/no property,42,none,for free,2,skilled employee/official,1,none,yes,good
903,no checking account,15,existing credits paid back duly till now,radio/television,1386,unknown/no savings account,between 1 & 4 years,4,male & married/widowed,none,2,real estate,40,none,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
904,no checking account,24,existing credits paid back duly till now,radio/television,1278,"less, than 100 DM","more, than 7 years",4,male & single,none,1,real estate,36,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
905,"less, than 0 DM",12,existing credits paid back duly till now,radio/television,1107,"less, than 100 DM",between 1 & 4 years,2,male & single,none,2,real estate,20,none,rent,1,management/self-employed/highly qualified employee/officer,2,"yes, registered under the customers name",yes,good
906,"less, than 0 DM",21,existing credits paid back duly till now,car (new),3763,unknown/no savings account,between 4 & 7 years,2,male & single,co-applicant,2,real estate,24,none,own,1,unskilled & resident,1,none,no,good
907,between 0 & 200 DM,36,existing credits paid back duly till now,education,3711,unknown/no savings account,between 1 & 4 years,2,male & married/widowed,none,2,"car or other, not in attribute 6",27,none,own,1,skilled employee/official,1,none,yes,good
908,no checking account,15,delay in paying off in the past,car (used),3594,"less, than 100 DM","less, than 1 year",1,female & divorced/separated/married,none,2,building society savings agreement/life insurance,46,none,own,2,unskilled & resident,1,none,yes,good
909,between 0 & 200 DM,9,existing credits paid back duly till now,car (new),3195,unknown/no savings account,between 1 & 4 years,1,female & divorced/separated/married,none,2,real estate,33,none,own,1,unskilled & resident,1,none,yes,good
910,no checking account,36,delay in paying off in the past,radio/television,4454,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,4,real estate,34,none,own,2,skilled employee/official,1,none,yes,good
911,between 0 & 200 DM,24,critical account/other credits existing (not at this bank),furniture/equipment,4736,"less, than 100 DM","less, than 1 year",2,female & divorced/separated/married,none,4,"car or other, not in attribute 6",25,bank,own,1,unskilled & resident,1,none,yes,bad
912,between 0 & 200 DM,30,existing credits paid back duly till now,radio/television,2991,unknown/no savings account,"more, than 7 years",2,female & divorced/separated/married,none,4,"car or other, not in attribute 6",25,none,own,1,skilled employee/official,1,none,yes,good
913,no checking account,11,existing credits paid back duly till now,business,2142,"more, than 1000 DM","more, than 7 years",1,male & divorced/separated,none,2,real estate,28,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
914,"less, than 0 DM",24,all credits at this bank paid back duly,business,3161,"less, than 100 DM",between 1 & 4 years,4,male & single,none,2,building society savings agreement/life insurance,31,none,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
915,between 0 & 200 DM,48,no credits taken/all credits paid back duly,others,18424,"less, than 100 DM",between 1 & 4 years,1,female & divorced/separated/married,none,2,building society savings agreement/life insurance,32,bank,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",no,bad
916,no checking account,10,existing credits paid back duly till now,car (used),2848,between 100 & 500 DM,between 1 & 4 years,1,male & single,co-applicant,2,real estate,32,none,own,1,skilled employee/official,2,none,yes,good
917,"less, than 0 DM",6,existing credits paid back duly till now,car (new),14896,"less, than 100 DM","more, than 7 years",1,male & single,none,4,unknown/no property,68,bank,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
918,"less, than 0 DM",24,existing credits paid back duly till now,furniture/equipment,2359,between 100 & 500 DM,unemployed,1,male & divorced/separated,none,1,building society savings agreement/life insurance,33,none,own,1,skilled employee/official,1,none,yes,bad
919,"less, than 0 DM",24,existing credits paid back duly till now,furniture/equipment,3345,"less, than 100 DM","more, than 7 years",4,male & single,none,2,building society savings agreement/life insurance,39,none,rent,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
920,no checking account,18,critical account/other credits existing (not at this bank),furniture/equipment,1817,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,2,unknown/no property,28,none,own,2,skilled employee/official,1,none,yes,good
921,no checking account,48,delay in paying off in the past,radio/television,12749,between 500 & 1000 DM,between 4 & 7 years,4,male & single,none,1,"car or other, not in attribute 6",37,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
922,"less, than 0 DM",9,existing credits paid back duly till now,radio/television,1366,"less, than 100 DM","less, than 1 year",3,female & divorced/separated/married,none,4,building society savings agreement/life insurance,22,none,rent,1,skilled employee/official,1,none,yes,bad
923,between 0 & 200 DM,12,existing credits paid back duly till now,car (new),2002,"less, than 100 DM",between 4 & 7 years,3,male & single,none,4,building society savings agreement/life insurance,30,none,rent,1,skilled employee/official,2,"yes, registered under the customers name",yes,good
924,"less, than 0 DM",24,all credits at this bank paid back duly,furniture/equipment,6872,"less, than 100 DM","less, than 1 year",2,male & divorced/separated,none,1,building society savings agreement/life insurance,55,bank,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
925,"less, than 0 DM",12,all credits at this bank paid back duly,car (new),697,"less, than 100 DM","less, than 1 year",4,male & single,none,2,"car or other, not in attribute 6",46,bank,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
926,"less, than 0 DM",18,critical account/other credits existing (not at this bank),furniture/equipment,1049,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,4,building society savings agreement/life insurance,21,none,rent,1,skilled employee/official,1,none,yes,good
927,"less, than 0 DM",48,existing credits paid back duly till now,car (used),10297,"less, than 100 DM",between 4 & 7 years,4,male & single,none,4,unknown/no property,39,stores,for free,3,skilled employee/official,2,"yes, registered under the customers name",yes,bad
928,no checking account,30,existing credits paid back duly till now,radio/television,1867,unknown/no savings account,"more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",58,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
929,"less, than 0 DM",12,delay in paying off in the past,car (new),1344,"less, than 100 DM",between 1 & 4 years,4,male & single,none,2,real estate,43,none,own,2,unskilled & resident,2,none,yes,good
930,"less, than 0 DM",24,existing credits paid back duly till now,furniture/equipment,1747,"less, than 100 DM","less, than 1 year",4,male & single,co-applicant,1,building society savings agreement/life insurance,24,none,own,1,unskilled & resident,1,none,no,good
931,between 0 & 200 DM,9,existing credits paid back duly till now,radio/television,1670,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,none,2,"car or other, not in attribute 6",22,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
932,no checking account,9,critical account/other credits existing (not at this bank),car (new),1224,"less, than 100 DM",between 1 & 4 years,3,male & single,none,1,real estate,30,none,own,2,skilled employee/official,1,none,yes,good
933,no checking account,12,critical account/other credits existing (not at this bank),radio/television,522,between 500 & 1000 DM,"more, than 7 years",4,male & single,none,4,building society savings agreement/life insurance,42,none,own,2,skilled employee/official,2,"yes, registered under the customers name",yes,good
934,"less, than 0 DM",12,existing credits paid back duly till now,radio/television,1498,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,1,"car or other, not in attribute 6",23,bank,own,1,skilled employee/official,1,none,yes,good
935,between 0 & 200 DM,30,delay in paying off in the past,radio/television,1919,between 100 & 500 DM,"less, than 1 year",4,male & single,none,3,unknown/no property,30,stores,own,2,management/self-employed/highly qualified employee/officer,1,none,yes,bad
936,"more, than 200 DM",9,existing credits paid back duly till now,radio/television,745,"less, than 100 DM",between 1 & 4 years,3,female & divorced/separated/married,none,2,real estate,28,none,own,1,unskilled & resident,1,none,yes,bad
937,between 0 & 200 DM,6,existing credits paid back duly till now,radio/television,2063,"less, than 100 DM","less, than 1 year",4,male & married/widowed,none,3,"car or other, not in attribute 6",30,none,rent,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
938,between 0 & 200 DM,60,existing credits paid back duly till now,education,6288,"less, than 100 DM",between 1 & 4 years,4,male & single,none,4,unknown/no property,42,none,for free,1,skilled employee/official,1,none,yes,bad
939,no checking account,24,critical account/other credits existing (not at this bank),car (used),6842,unknown/no savings account,between 1 & 4 years,2,male & single,none,4,building society savings agreement/life insurance,46,none,own,2,management/self-employed/highly qualified employee/officer,2,"yes, registered under the customers name",yes,good
940,no checking account,12,existing credits paid back duly till now,car (new),3527,unknown/no savings account,"less, than 1 year",2,male & single,none,3,building society savings agreement/life insurance,45,none,own,1,management/self-employed/highly qualified employee/officer,2,"yes, registered under the customers name",yes,good
941,no checking account,10,existing credits paid back duly till now,car (new),1546,"less, than 100 DM",between 1 & 4 years,3,male & single,none,2,real estate,31,none,own,1,unskilled & resident,2,none,no,good
942,no checking account,24,existing credits paid back duly till now,furniture/equipment,929,unknown/no savings account,between 4 & 7 years,4,male & single,none,2,"car or other, not in attribute 6",31,stores,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
943,no checking account,4,critical account/other credits existing (not at this bank),car (new),1455,"less, than 100 DM",between 4 & 7 years,2,male & single,none,1,real estate,42,none,own,3,unskilled & resident,2,none,yes,good
944,"less, than 0 DM",15,existing credits paid back duly till now,furniture/equipment,1845,"less, than 100 DM","less, than 1 year",4,female & divorced/separated/married,guarantor,1,building society savings agreement/life insurance,46,none,rent,1,skilled employee/official,1,none,yes,good
945,between 0 & 200 DM,48,no credits taken/all credits paid back duly,car (new),8358,between 500 & 1000 DM,"less, than 1 year",1,female & divorced/separated/married,none,1,"car or other, not in attribute 6",30,none,own,2,skilled employee/official,1,none,yes,good
946,"less, than 0 DM",24,all credits at this bank paid back duly,furniture/equipment,3349,between 500 & 1000 DM,"less, than 1 year",4,male & single,none,4,unknown/no property,30,none,for free,1,skilled employee/official,2,"yes, registered under the customers name",yes,bad
947,no checking account,12,existing credits paid back duly till now,car (new),2859,unknown/no savings account,unemployed,4,male & single,none,4,unknown/no property,38,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
948,no checking account,18,existing credits paid back duly till now,furniture/equipment,1533,"less, than 100 DM","less, than 1 year",4,male & married/widowed,co-applicant,1,building society savings agreement/life insurance,43,none,own,1,unskilled & resident,2,none,yes,bad
949,no checking account,24,existing credits paid back duly till now,radio/television,3621,between 100 & 500 DM,"more, than 7 years",2,male & single,none,4,"car or other, not in attribute 6",31,none,own,2,skilled employee/official,1,none,yes,bad
950,between 0 & 200 DM,18,critical account/other credits existing (not at this bank),business,3590,"less, than 100 DM",unemployed,3,male & married/widowed,none,3,"car or other, not in attribute 6",40,none,own,3,unemployed/unskilled & non-resident,2,"yes, registered under the customers name",yes,good
951,"less, than 0 DM",36,delay in paying off in the past,business,2145,"less, than 100 DM",between 4 & 7 years,2,male & single,none,1,"car or other, not in attribute 6",24,none,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
952,between 0 & 200 DM,24,existing credits paid back duly till now,car (used),4113,between 500 & 1000 DM,"less, than 1 year",3,female & divorced/separated/married,none,4,"car or other, not in attribute 6",28,none,rent,1,skilled employee/official,1,none,yes,bad
953,no checking account,36,existing credits paid back duly till now,furniture/equipment,10974,"less, than 100 DM",unemployed,4,female & divorced/separated/married,none,2,"car or other, not in attribute 6",26,none,own,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
954,"less, than 0 DM",12,existing credits paid back duly till now,car (new),1893,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,guarantor,4,building society savings agreement/life insurance,29,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
955,"less, than 0 DM",24,critical account/other credits existing (not at this bank),radio/television,1231,"more, than 1000 DM","more, than 7 years",4,female & divorced/separated/married,none,4,building society savings agreement/life insurance,57,none,rent,2,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
956,"more, than 200 DM",30,critical account/other credits existing (not at this bank),radio/television,3656,unknown/no savings account,"more, than 7 years",4,male & single,none,4,building society savings agreement/life insurance,49,stores,own,2,unskilled & resident,1,none,yes,good
957,between 0 & 200 DM,9,critical account/other credits existing (not at this bank),radio/television,1154,"less, than 100 DM","more, than 7 years",2,male & single,none,4,real estate,37,none,own,3,unskilled & resident,1,none,yes,good
958,"less, than 0 DM",28,existing credits paid back duly till now,car (new),4006,"less, than 100 DM",between 1 & 4 years,3,male & single,none,2,"car or other, not in attribute 6",45,none,own,1,unskilled & resident,1,none,yes,bad
959,between 0 & 200 DM,24,existing credits paid back duly till now,furniture/equipment,3069,between 100 & 500 DM,"more, than 7 years",4,male & single,none,4,unknown/no property,30,none,for free,1,skilled employee/official,1,none,yes,good
960,no checking account,6,critical account/other credits existing (not at this bank),radio/television,1740,"less, than 100 DM","more, than 7 years",2,male & married/widowed,none,2,real estate,30,none,rent,2,skilled employee/official,1,none,yes,good
961,between 0 & 200 DM,21,delay in paying off in the past,car (new),2353,"less, than 100 DM",between 1 & 4 years,1,male & divorced/separated,none,4,building society savings agreement/life insurance,47,none,own,2,skilled employee/official,1,none,yes,good
962,no checking account,15,existing credits paid back duly till now,car (new),3556,unknown/no savings account,between 1 & 4 years,3,male & single,none,2,unknown/no property,29,none,own,1,skilled employee/official,1,none,yes,good
963,no checking account,24,existing credits paid back duly till now,radio/television,2397,between 500 & 1000 DM,"more, than 7 years",3,male & single,none,2,"car or other, not in attribute 6",35,bank,own,2,skilled employee/official,1,"yes, registered under the customers name",yes,bad
964,between 0 & 200 DM,6,existing credits paid back duly till now,repairs,454,"less, than 100 DM","less, than 1 year",3,male & married/widowed,none,1,building society savings agreement/life insurance,22,none,own,1,unskilled & resident,1,none,yes,good
965,between 0 & 200 DM,30,existing credits paid back duly till now,radio/television,1715,unknown/no savings account,between 1 & 4 years,4,female & divorced/separated/married,none,1,"car or other, not in attribute 6",26,none,own,1,skilled employee/official,1,none,yes,good
966,between 0 & 200 DM,27,critical account/other credits existing (not at this bank),radio/television,2520,between 500 & 1000 DM,between 1 & 4 years,4,male & single,none,2,building society savings agreement/life insurance,23,none,own,2,unskilled & resident,1,none,yes,bad
967,no checking account,15,existing credits paid back duly till now,radio/television,3568,"less, than 100 DM","more, than 7 years",4,female & divorced/separated/married,none,2,"car or other, not in attribute 6",54,bank,rent,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
968,no checking account,42,existing credits paid back duly till now,radio/television,7166,unknown/no savings account,between 4 & 7 years,2,male & married/widowed,none,4,building society savings agreement/life insurance,29,none,rent,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
969,"less, than 0 DM",11,critical account/other credits existing (not at this bank),car (new),3939,"less, than 100 DM",between 1 & 4 years,1,male & single,none,2,real estate,40,none,own,2,unskilled & resident,2,none,yes,good
970,between 0 & 200 DM,15,existing credits paid back duly till now,repairs,1514,between 100 & 500 DM,between 1 & 4 years,4,male & single,guarantor,2,real estate,22,none,own,1,skilled employee/official,1,none,yes,good
971,no checking account,24,existing credits paid back duly till now,car (new),7393,"less, than 100 DM",between 1 & 4 years,1,male & single,none,4,building society savings agreement/life insurance,43,none,own,1,unskilled & resident,2,none,yes,good
972,"less, than 0 DM",24,all credits at this bank paid back duly,car (new),1193,"less, than 100 DM",unemployed,1,female & divorced/separated/married,co-applicant,4,unknown/no property,29,none,rent,2,unemployed/unskilled & non-resident,1,none,yes,bad
973,"less, than 0 DM",60,existing credits paid back duly till now,business,7297,"less, than 100 DM","more, than 7 years",4,male & single,co-applicant,4,unknown/no property,36,none,rent,1,skilled employee/official,1,none,yes,bad
974,no checking account,30,critical account/other credits existing (not at this bank),radio/television,2831,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,2,"car or other, not in attribute 6",33,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
975,"more, than 200 DM",24,existing credits paid back duly till now,radio/television,1258,between 500 & 1000 DM,between 1 & 4 years,3,female & divorced/separated/married,none,3,"car or other, not in attribute 6",57,none,own,1,unskilled & resident,1,none,yes,good
976,between 0 & 200 DM,6,existing credits paid back duly till now,radio/television,753,"less, than 100 DM",between 1 & 4 years,2,female & divorced/separated/married,guarantor,3,real estate,64,none,own,1,skilled employee/official,1,none,yes,good
977,between 0 & 200 DM,18,delay in paying off in the past,business,2427,unknown/no savings account,"more, than 7 years",4,male & single,none,2,building society savings agreement/life insurance,42,none,own,2,skilled employee/official,1,none,yes,good
978,no checking account,24,delay in paying off in the past,car (new),2538,"less, than 100 DM","more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",47,none,own,2,unskilled & resident,2,none,yes,bad
979,between 0 & 200 DM,15,all credits at this bank paid back duly,car (new),1264,between 100 & 500 DM,between 1 & 4 years,2,male & married/widowed,none,2,building society savings agreement/life insurance,25,none,rent,1,skilled employee/official,1,none,yes,bad
980,between 0 & 200 DM,30,critical account/other credits existing (not at this bank),furniture/equipment,8386,"less, than 100 DM",between 4 & 7 years,2,male & single,none,2,building society savings agreement/life insurance,49,none,own,1,skilled employee/official,1,none,yes,bad
981,no checking account,48,existing credits paid back duly till now,business,4844,"less, than 100 DM",unemployed,3,male & single,none,2,"car or other, not in attribute 6",33,bank,rent,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,bad
982,"more, than 200 DM",21,existing credits paid back duly till now,car (new),2923,between 100 & 500 DM,between 1 & 4 years,1,female & divorced/separated/married,none,1,"car or other, not in attribute 6",28,bank,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
983,"less, than 0 DM",36,existing credits paid back duly till now,car (used),8229,"less, than 100 DM",between 1 & 4 years,2,male & single,none,2,building society savings agreement/life insurance,26,none,own,1,skilled employee/official,2,none,yes,bad
984,no checking account,24,critical account/other credits existing (not at this bank),furniture/equipment,2028,"less, than 100 DM",between 4 & 7 years,2,male & single,none,2,building society savings agreement/life insurance,30,none,own,2,unskilled & resident,1,none,yes,good
985,"less, than 0 DM",15,critical account/other credits existing (not at this bank),furniture/equipment,1433,"less, than 100 DM",between 1 & 4 years,4,female & divorced/separated/married,none,3,building society savings agreement/life insurance,25,none,rent,2,skilled employee/official,1,none,yes,good
986,"more, than 200 DM",42,no credits taken/all credits paid back duly,business,6289,"less, than 100 DM","less, than 1 year",2,male & divorced/separated,none,1,building society savings agreement/life insurance,33,none,own,2,skilled employee/official,1,none,yes,good
987,no checking account,13,existing credits paid back duly till now,radio/television,1409,between 100 & 500 DM,unemployed,2,female & divorced/separated/married,none,4,real estate,64,none,own,1,skilled employee/official,1,none,yes,good
988,"less, than 0 DM",24,existing credits paid back duly till now,car (used),6579,"less, than 100 DM",unemployed,4,male & single,none,2,unknown/no property,29,none,for free,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
989,between 0 & 200 DM,24,critical account/other credits existing (not at this bank),radio/television,1743,"less, than 100 DM","more, than 7 years",4,male & single,none,2,building society savings agreement/life insurance,48,none,own,2,unskilled & resident,1,none,yes,good
990,no checking account,12,critical account/other credits existing (not at this bank),education,3565,unknown/no savings account,"less, than 1 year",2,male & single,none,1,building society savings agreement/life insurance,37,none,own,2,unskilled & resident,2,none,yes,good
991,no checking account,15,all credits at this bank paid back duly,radio/television,1569,between 100 & 500 DM,"more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",34,bank,own,1,unskilled & resident,2,none,yes,good
992,"less, than 0 DM",18,existing credits paid back duly till now,radio/television,1936,unknown/no savings account,between 4 & 7 years,2,male & married/widowed,none,4,"car or other, not in attribute 6",23,none,rent,2,unskilled & resident,1,none,yes,good
993,"less, than 0 DM",36,existing credits paid back duly till now,furniture/equipment,3959,"less, than 100 DM",unemployed,4,male & single,none,3,building society savings agreement/life insurance,30,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
994,no checking account,12,existing credits paid back duly till now,car (new),2390,unknown/no savings account,"more, than 7 years",4,male & single,none,3,"car or other, not in attribute 6",50,none,own,1,skilled employee/official,1,"yes, registered under the customers name",yes,good
995,no checking account,12,existing credits paid back duly till now,furniture/equipment,1736,"less, than 100 DM",between 4 & 7 years,3,female & divorced/separated/married,none,4,real estate,31,none,own,1,unskilled & resident,1,none,yes,good
996,"less, than 0 DM",30,existing credits paid back duly till now,car (used),3857,"less, than 100 DM",between 1 & 4 years,4,male & divorced/separated,none,4,building society savings agreement/life insurance,40,none,own,1,management/self-employed/highly qualified employee/officer,1,"yes, registered under the customers name",yes,good
997,no checking account,12,existing credits paid back duly till now,radio/television,804,"less, than 100 DM","more, than 7 years",4,male & single,none,4,"car or other, not in attribute 6",38,none,own,1,skilled employee/official,1,none,yes,good
998,"less, than 0 DM",45,existing credits paid back duly till now,radio/television,1845,"less, than 100 DM",between 1 & 4 years,4,male & single,none,4,unknown/no property,23,none,for free,1,skilled employee/official,1,"yes, registered under the customers name",yes,bad
999,between 0 & 200 DM,45,critical account/other credits existing (not at this bank),car (used),4576,between 100 & 500 DM,unemployed,3,male & single,none,4,"car or other, not in attribute 6",27,none,own,1,skilled employee/official,1,none,yes,good