ID,sex,personal_status,checking_account_status,credit_duration_months,credit_history,credit_purpose,credit_amount,savings,employed_since_years,installment_rate,other_debtors_guarantors,present_residence_since,property,age_years,other_installment_plans,housing,num_existing_credits,job_status,num_people_liable_for,telephone,foreign_worker,age_groups 963,male,married/widowed,... >= 200 DM,24,no credits taken/all credits paid back duly,furniture/equipment,2397,100 <= ... < 500 DM,.. >= 7 years,20 <= ... < 25,none,1 <= ... < 4 yrs,building society savings agreement/life insurance,35,bank,rent,2-3,skilled employee/official,0 to 2,True,False,1 611,female/male,female (non-single) or male (single),0 <= ... < 200 DM,10,no credits taken/all credits paid back duly,others,1240,... < 100 DM,.. >= 7 years,>= 35,none,>= 7 yrs,real estate,48,none,own,1,unskilled - resident,3 or more,False,False,1 106,male,married/widowed,... >= 200 DM,18,critical account/other credits existing (not at this bank),others,6458,unknown/no savings account,.. >= 7 years,25 <= ... < 35,none,>= 7 yrs,real estate,39,bank,rent,2-3,management/self-employed/highly qualified employee/officer,3 or more,True,False,1 891,male,married/widowed,... >= 200 DM,15,all credits at this bank paid back duly,furniture/equipment,1829,unknown/no savings account,.. >= 7 years,< 20,none,>= 7 yrs,building society savings agreement/life insurance,46,none,rent,2-3,skilled employee/official,0 to 2,True,False,1 342,female,single,... < 0 DM,18,no credits taken/all credits paid back duly,furniture/equipment,3213,100 <= ... < 500 DM,... < 1 year,>= 35,none,4 <= ... < 7 yrs,unknown/no property,25,none,for free,1,skilled employee/official,0 to 2,False,False,1 539,female/male,female (non-single) or male (single),0 <= ... < 200 DM,18,no credits taken/all credits paid back duly,car (used),3049,unknown/no savings account,... < 1 year,>= 35,none,< 1 yr,car or other,45,stores,rent,1,unskilled - resident,0 to 2,False,False,1 839,female,single,... >= 200 DM,24,all credits at this bank paid back duly,furniture/equipment,2611,unknown/no savings account,.. >= 7 years,< 20,co-applicant,4 <= ... < 7 yrs,unknown/no property,46,none,rent,2-3,skilled employee/official,0 to 2,False,False,1 769,male,married/widowed,... >= 200 DM,12,all credits at this bank paid back duly,furniture/equipment,1655,unknown/no savings account,.. >= 7 years,25 <= ... < 35,none,>= 7 yrs,unknown/no property,63,none,rent,2-3,unskilled - resident,0 to 2,True,False,1 943,male,married/widowed,... >= 200 DM,4,all credits at this bank paid back duly,others,1455,unknown/no savings account,4 <= ... < 7 years,25 <= ... < 35,none,< 1 yr,unknown/no property,42,none,rent,4-5,unskilled - resident,3 or more,False,False,1 537,female/male,female (non-single) or male (single),... < 0 DM,18,all credits at this bank paid back duly,car (used),3612,unknown/no savings account,.. >= 7 years,20 <= ... < 25,none,>= 7 yrs,car or other,37,none,rent,1,skilled employee/official,0 to 2,True,False,1 189,female/male,female (non-single) or male (single),... < 0 DM,18,delay in paying off in the past,car (used),3244,unknown/no savings account,1 <= ... < 4 years,>= 35,none,>= 7 yrs,building society savings agreement/life insurance,33,bank,rent,2-3,skilled employee/official,0 to 2,True,False,1 901,male,divorced/separated,... >= 200 DM,20,all credits at this bank paid back duly,others,3485,.. >= 1000 DM,... < 1 year,25 <= ... < 35,none,>= 7 yrs,unknown/no property,44,none,rent,2-3,skilled employee/official,0 to 2,True,False,1 883,female/male,female (non-single) or male (single),... >= 200 DM,18,all credits at this bank paid back duly,furniture/equipment,1098,unknown/no savings account,unemployed,< 20,none,>= 7 yrs,building society savings agreement/life insurance,65,none,rent,2-3,unemployed/unskilled - non-resident,0 to 2,False,False,1 241,male,married/widowed,... >= 200 DM,6,no credits taken/all credits paid back duly,furniture/equipment,1595,unknown/no savings account,4 <= ... < 7 years,20 <= ... < 25,none,1 <= ... < 4 yrs,car or other,51,none,rent,1,skilled employee/official,3 or more,False,False,1 232,male,married/widowed,... >= 200 DM,12,no credits taken/all credits paid back duly,furniture/equipment,2141,... < 100 DM,4 <= ... < 7 years,20 <= ... < 25,none,< 1 yr,real estate,35,none,rent,1,skilled employee/official,0 to 2,False,False,1 378,male,married/widowed,... < 0 DM,36,no credits taken/all credits paid back duly,others,14318,unknown/no savings account,.. >= 7 years,< 20,none,1 <= ... < 4 yrs,real estate,57,none,own,1,management/self-employed/highly qualified employee/officer,0 to 2,True,False,1 20,male,married/widowed,... >= 200 DM,9,all credits at this bank paid back duly,others,2134,unknown/no savings account,1 <= ... < 4 years,< 20,none,>= 7 yrs,building society savings agreement/life insurance,48,none,rent,4-5,skilled employee/official,0 to 2,True,False,1 554,female/male,female (non-single) or male (single),... < 0 DM,9,no credits taken/all credits paid back duly,repairs,1199,unknown/no savings account,4 <= ... < 7 years,< 20,none,>= 7 yrs,car or other,67,none,rent,2-3,management/self-employed/highly qualified employee/officer,0 to 2,True,False,1 438,male,married/widowed,no checking account,42,all credits at this bank paid back duly,domestic appliances,3394,unknown/no savings account,unemployed,< 20,co-applicant,>= 7 yrs,building society savings agreement/life insurance,65,none,rent,2-3,unemployed/unskilled - non-resident,0 to 2,False,False,1 726,female,single,... >= 200 DM,15,all credits at this bank paid back duly,furniture/equipment,1316,100 <= ... < 500 DM,1 <= ... < 4 years,25 <= ... < 35,none,1 <= ... < 4 yrs,car or other,47,none,rent,2-3,unskilled - resident,0 to 2,False,False,1 375,female/male,female (non-single) or male (single),no checking account,48,critical account/other credits existing (not at this bank),retraining,7685,unknown/no savings account,4 <= ... < 7 years,25 <= ... < 35,guarantor,>= 7 yrs,building society savings agreement/life insurance,37,none,for free,1,skilled employee/official,0 to 2,False,False,1 742,male,married/widowed,... >= 200 DM,21,no credits taken/all credits paid back duly,furniture/equipment,3160,.. >= 1000 DM,.. >= 7 years,< 20,none,4 <= ... < 7 yrs,car or other,41,none,rent,1,skilled employee/official,0 to 2,True,False,1 278,female/male,female (non-single) or male (single),... >= 200 DM,6,no credits taken/all credits paid back duly,car (used),4611,unknown/no savings account,... < 1 year,>= 35,none,>= 7 yrs,car or other,32,none,rent,1,skilled employee/official,0 to 2,False,False,1 280,male,married/widowed,... >= 200 DM,15,all credits at this bank paid back duly,car (new),3368,500 <= ... < 1000 DM,.. >= 7 years,20 <= ... < 25,none,>= 7 yrs,real estate,23,none,for free,2-3,skilled employee/official,0 to 2,True,False,0 945,female/male,female (non-single) or male (single),... < 0 DM,48,delay in paying off in the past,others,8358,100 <= ... < 500 DM,... < 1 year,>= 35,none,< 1 yr,building society savings agreement/life insurance,30,none,rent,2-3,skilled employee/official,0 to 2,False,False,1 28,male,married/widowed,... < 0 DM,7,no credits taken/all credits paid back duly,furniture/equipment,2415,unknown/no savings account,1 <= ... < 4 years,20 <= ... < 25,guarantor,1 <= ... < 4 yrs,unknown/no property,34,none,rent,1,skilled employee/official,0 to 2,False,False,1 331,female/male,female (non-single) or male (single),... >= 200 DM,18,all credits at this bank paid back duly,repairs,1864,... < 100 DM,1 <= ... < 4 years,< 20,none,1 <= ... < 4 yrs,unknown/no property,30,none,rent,2-3,skilled employee/official,0 to 2,False,False,1 480,female/male,female (non-single) or male (single),... < 0 DM,12,all credits at this bank paid back duly,furniture/equipment,3573,unknown/no savings account,1 <= ... < 4 years,>= 35,none,< 1 yr,unknown/no property,23,none,rent,1,unskilled - resident,0 to 2,False,False,0 503,male,married/widowed,... < 0 DM,24,all credits at this bank paid back duly,furniture/equipment,1216,... < 100 DM,... < 1 year,< 20,none,>= 7 yrs,real estate,38,bank,rent,2-3,skilled employee/official,3 or more,False,False,1 814,male,married/widowed,no checking account,48,no credits taken/all credits paid back duly,others,3931,unknown/no savings account,4 <= ... < 7 years,< 20,none,>= 7 yrs,real estate,46,none,own,1,skilled employee/official,3 or more,False,False,1 174,male,married/widowed,no checking account,21,existing credits paid back duly till now,repairs,3414,unknown/no savings account,... < 1 year,25 <= ... < 35,none,< 1 yr,car or other,26,none,rent,2-3,skilled employee/official,0 to 2,False,False,1 327,female/male,female (non-single) or male (single),... >= 200 DM,24,no credits taken/all credits paid back duly,others,1525,500 <= ... < 1000 DM,4 <= ... < 7 years,< 20,none,4 <= ... < 7 yrs,building society savings agreement/life insurance,34,none,rent,1,skilled employee/official,3 or more,True,False,1 487,female/male,female (non-single) or male (single),... >= 200 DM,24,no credits taken/all credits paid back duly,others,3757,unknown/no savings account,.. >= 7 years,< 20,co-applicant,>= 7 yrs,real estate,62,none,own,1,skilled employee/official,0 to 2,True,False,1 743,male,married/widowed,no checking account,24,critical account/other credits existing (not at this bank),car (used),2483,100 <= ... < 500 DM,1 <= ... < 4 years,< 20,none,>= 7 yrs,unknown/no property,22,stores,rent,1,skilled employee/official,0 to 2,True,False,0 386,female/male,female (non-single) or male (single),... >= 200 DM,18,no credits taken/all credits paid back duly,furniture/equipment,1126,.. >= 1000 DM,... < 1 year,< 20,none,1 <= ... < 4 yrs,unknown/no property,21,none,for free,1,skilled employee/official,0 to 2,True,False,0 394,male,married/widowed,... >= 200 DM,9,all credits at this bank paid back duly,car (used),2406,unknown/no savings account,unemployed,25 <= ... < 35,none,4 <= ... < 7 yrs,building society savings agreement/life insurance,31,none,rent,1,management/self-employed/highly qualified employee/officer,0 to 2,False,False,1 574,male,married/widowed,... < 0 DM,9,no credits taken/all credits paid back duly,furniture/equipment,1082,unknown/no savings account,.. >= 7 years,< 20,none,>= 7 yrs,building society savings agreement/life insurance,27,none,rent,2-3,unskilled - resident,0 to 2,False,False,1 657,male,married/widowed,... >= 200 DM,48,no credits taken/all credits paid back duly,furniture/equipment,10222,.. >= 1000 DM,4 <= ... < 7 years,< 20,none,4 <= ... < 7 yrs,building society savings agreement/life insurance,37,stores,rent,1,skilled employee/official,0 to 2,True,False,1 578,male,divorced/separated,... < 0 DM,36,all credits at this bank paid back duly,others,2820,unknown/no savings account,... < 1 year,< 20,none,>= 7 yrs,building society savings agreement/life insurance,27,none,rent,2-3,skilled employee/official,0 to 2,False,False,1 179,male,married/widowed,no checking account,21,all credits at this bank paid back duly,others,571,unknown/no savings account,.. >= 7 years,< 20,none,>= 7 yrs,unknown/no property,65,none,rent,2-3,skilled employee/official,0 to 2,False,False,1 233,female,single,... < 0 DM,18,no credits taken/all credits paid back duly,furniture/equipment,866,unknown/no savings account,1 <= ... < 4 years,< 20,guarantor,1 <= ... < 4 yrs,unknown/no property,25,none,rent,1,unskilled - resident,0 to 2,False,False,1 662,male,married/widowed,... >= 200 DM,21,no credits taken/all credits paid back duly,car (used),2241,unknown/no savings account,.. >= 7 years,< 20,none,1 <= ... < 4 yrs,unknown/no property,50,none,rent,2-3,skilled employee/official,0 to 2,False,False,1 752,female/male,female (non-single) or male (single),... < 0 DM,12,no credits taken/all credits paid back duly,retraining,841,... < 100 DM,4 <= ... < 7 years,25 <= ... < 35,none,>= 7 yrs,unknown/no property,23,none,for free,1,unskilled - resident,0 to 2,False,False,0 94,male,married/widowed,... < 0 DM,12,no credits taken/all credits paid back duly,others,1318,500 <= ... < 1000 DM,.. >= 7 years,< 20,none,>= 7 yrs,unknown/no property,54,none,rent,1,skilled employee/official,0 to 2,True,False,1 411,male,married/widowed,... >= 200 DM,33,all credits at this bank paid back duly,car (new),7253,unknown/no savings account,4 <= ... < 7 years,20 <= ... < 25,none,1 <= ... < 4 yrs,building society savings agreement/life insurance,35,none,rent,2-3,management/self-employed/highly qualified employee/officer,0 to 2,True,False,1 371,male,married/widowed,... >= 200 DM,18,all credits at this bank paid back duly,furniture/equipment,6070,unknown/no savings account,.. >= 7 years,20 <= ... < 25,none,>= 7 yrs,building society savings agreement/life insurance,33,none,rent,2-3,skilled employee/official,0 to 2,True,False,1 103,male,married/widowed,... < 0 DM,9,all credits at this bank paid back duly,car (used),1919,unknown/no savings account,4 <= ... < 7 years,< 20,none,4 <= ... < 7 yrs,building society savings agreement/life insurance,35,none,for free,1,skilled employee/official,0 to 2,True,False,1 741,male,married/widowed,... < 0 DM,10,critical account/other credits existing (not at this bank),furniture/equipment,1048,unknown/no savings account,1 <= ... < 4 years,< 20,none,>= 7 yrs,unknown/no property,23,stores,rent,1,unskilled - resident,0 to 2,False,False,0 870,female/male,female (non-single) or male (single),... >= 200 DM,36,existing credits paid back duly till now,car (used),7678,100 <= ... < 500 DM,4 <= ... < 7 years,25 <= ... < 35,none,>= 7 yrs,building society savings agreement/life insurance,40,none,rent,2-3,skilled employee/official,0 to 2,True,False,1 842,female/male,female (non-single) or male (single),... >= 200 DM,18,no credits taken/all credits paid back duly,domestic appliances,1943,unknown/no savings account,... < 1 year,< 20,none,>= 7 yrs,unknown/no property,23,none,rent,1,skilled employee/official,0 to 2,False,False,0 866,female/male,female (non-single) or male (single),no checking account,18,no credits taken/all credits paid back duly,furniture/equipment,2389,unknown/no savings account,... < 1 year,< 20,none,< 1 yr,building society savings agreement/life insurance,27,stores,rent,1,skilled employee/official,0 to 2,False,False,1 66,female/male,female (non-single) or male (single),... >= 200 DM,12,no credits taken/all credits paid back duly,furniture/equipment,2171,unknown/no savings account,... < 1 year,25 <= ... < 35,none,1 <= ... < 4 yrs,building society savings agreement/life insurance,29,bank,rent,1,skilled employee/official,0 to 2,False,False,1 101,male,married/widowed,... < 0 DM,36,no credits taken/all credits paid back duly,furniture/equipment,2323,unknown/no savings account,4 <= ... < 7 years,< 20,none,>= 7 yrs,building society savings agreement/life insurance,24,none,for free,1,skilled employee/official,0 to 2,False,False,0 888,male,married/widowed,... >= 200 DM,36,all credits at this bank paid back duly,others,6614,unknown/no savings account,.. >= 7 years,< 20,none,>= 7 yrs,building society savings agreement/life insurance,34,none,rent,2-3,management/self-employed/highly qualified employee/officer,0 to 2,True,False,1 693,male,married/widowed,no checking account,6,all credits at this bank paid back duly,others,4716,.. >= 1000 DM,... < 1 year,>= 35,none,4 <= ... < 7 yrs,unknown/no property,44,none,rent,2-3,unskilled - resident,3 or more,False,False,1 122,male,married/widowed,... >= 200 DM,12,no credits taken/all credits paid back duly,car (used),1768,unknown/no savings account,1 <= ... < 4 years,20 <= ... < 25,none,1 <= ... < 4 yrs,unknown/no property,24,none,for free,1,unskilled - resident,0 to 2,False,False,0 715,male,married/widowed,... >= 200 DM,30,all credits at this bank paid back duly,car (new),7596,.. >= 1000 DM,.. >= 7 years,>= 35,none,>= 7 yrs,building society savings agreement/life insurance,63,none,rent,2-3,skilled employee/official,0 to 2,False,False,1 364,male,married/widowed,no checking account,18,no credits taken/all credits paid back duly,car (used),2473,unknown/no savings account,unemployed,< 20,none,< 1 yr,building society savings agreement/life insurance,25,none,rent,1,unemployed/unskilled - non-resident,0 to 2,False,False,1 266,male,married/widowed,... >= 200 DM,36,all credits at this bank paid back duly,retraining,6304,.. >= 1000 DM,.. >= 7 years,< 20,none,>= 7 yrs,unknown/no property,36,none,rent,2-3,skilled employee/official,0 to 2,False,False,1 926,female/male,female (non-single) or male (single),no checking account,18,all credits at this bank paid back duly,car (used),1049,unknown/no savings account,... < 1 year,< 20,none,>= 7 yrs,car or other,21,none,for free,1,skilled employee/official,0 to 2,False,False,0 199,male,divorced/separated,... < 0 DM,18,existing credits paid back duly till now,car (used),4297,unknown/no savings account,.. >= 7 years,< 20,none,4 <= ... < 7 yrs,real estate,40,none,rent,1,management/self-employed/highly qualified employee/officer,0 to 2,True,False,1 761,female/male,female (non-single) or male (single),no checking account,18,all credits at this bank paid back duly,car (used),2124,unknown/no savings account,1 <= ... < 4 years,< 20,none,>= 7 yrs,unknown/no property,24,none,for free,2-3,skilled employee/official,0 to 2,False,False,0 352,male,married/widowed,... >= 200 DM,18,all credits at this bank paid back duly,car (new),3229,.. >= 1000 DM,unemployed,25 <= ... < 35,none,>= 7 yrs,real estate,38,none,rent,1,management/self-employed/highly qualified employee/officer,0 to 2,True,False,1 933,male,married/widowed,... >= 200 DM,12,all credits at this bank paid back duly,furniture/equipment,522,100 <= ... < 500 DM,.. >= 7 years,< 20,none,>= 7 yrs,car or other,42,none,rent,2-3,skilled employee/official,3 or more,True,False,1 555,male,married/widowed,... < 0 DM,12,no credits taken/all credits paid back duly,furniture/equipment,1331,unknown/no savings account,... < 1 year,25 <= ... < 35,none,< 1 yr,building society savings agreement/life insurance,22,stores,rent,1,skilled employee/official,0 to 2,False,False,0 708,female/male,female (non-single) or male (single),... < 0 DM,9,no credits taken/all credits paid back duly,furniture/equipment,1206,unknown/no savings account,.. >= 7 years,< 20,none,>= 7 yrs,unknown/no property,25,none,rent,1,skilled employee/official,0 to 2,False,False,1 702,female/male,female (non-single) or male (single),0 <= ... < 200 DM,24,no credits taken/all credits paid back duly,furniture/equipment,1377,... < 100 DM,.. >= 7 years,< 20,none,1 <= ... < 4 yrs,real estate,47,none,own,1,skilled employee/official,0 to 2,True,False,1 240,female/male,female (non-single) or male (single),no checking account,24,no credits taken/all credits paid back duly,others,915,.. >= 1000 DM,.. >= 7 years,< 20,none,1 <= ... < 4 yrs,building society savings agreement/life insurance,29,bank,rent,1,skilled employee/official,0 to 2,False,False,1 400,female,single,... >= 200 DM,18,no credits taken/all credits paid back duly,furniture/equipment,1473,unknown/no savings account,... < 1 year,20 <= ... < 25,none,>= 7 yrs,unknown/no property,39,none,rent,1,skilled employee/official,0 to 2,True,False,1 519,male,married/widowed,... >= 200 DM,6,all credits at this bank paid back duly,furniture/equipment,700,.. >= 1000 DM,.. >= 7 years,< 20,none,>= 7 yrs,real estate,36,none,own,2-3,skilled employee/official,0 to 2,False,False,1 330,male,married/widowed,no checking account,24,all credits at this bank paid back duly,car (new),6615,unknown/no savings account,unemployed,25 <= ... < 35,none,>= 7 yrs,real estate,75,none,own,2-3,management/self-employed/highly qualified employee/officer,0 to 2,True,False,1 18,female/male,female (non-single) or male (single),... < 0 DM,24,no credits taken/all credits paid back duly,car (new),12579,unknown/no savings account,.. >= 7 years,< 20,none,1 <= ... < 4 yrs,real estate,44,none,own,1,management/self-employed/highly qualified employee/officer,0 to 2,True,False,1 218,male,divorced/separated,no checking account,24,no credits taken/all credits paid back duly,car (used),3021,unknown/no savings account,1 <= ... < 4 years,25 <= ... < 35,none,1 <= ... < 4 yrs,unknown/no property,24,none,for free,1,unskilled - resident,0 to 2,False,False,0 469,male,married/widowed,... >= 200 DM,24,existing credits paid back duly till now,car (new),4679,unknown/no savings account,4 <= ... < 7 years,20 <= ... < 25,none,4 <= ... < 7 yrs,building society savings agreement/life insurance,35,none,rent,2-3,unskilled - resident,0 to 2,True,False,1 838,male,married/widowed,no checking account,24,all credits at this bank paid back duly,car (new),2957,unknown/no savings account,.. >= 7 years,< 20,none,>= 7 yrs,car or other,63,none,rent,2-3,skilled employee/official,0 to 2,True,False,1 593,female/male,female (non-single) or male (single),... < 0 DM,24,no credits taken/all credits paid back duly,others,2718,unknown/no savings account,1 <= ... < 4 years,20 <= ... < 25,none,>= 7 yrs,car or other,20,none,for free,1,unskilled - resident,0 to 2,True,False,0 684,male,married/widowed,... < 0 DM,36,existing credits paid back duly till now,retraining,9857,... < 100 DM,4 <= ... < 7 years,>= 35,none,4 <= ... < 7 yrs,car or other,31,none,rent,2-3,unskilled - resident,3 or more,True,False,1 36,male,married/widowed,... >= 200 DM,48,all credits at this bank paid back duly,repairs,6110,unknown/no savings account,1 <= ... < 4 years,>= 35,none,4 <= ... < 7 yrs,real estate,31,bank,own,1,skilled employee/official,0 to 2,True,False,1 372,female/male,female (non-single) or male (single),... >= 200 DM,10,all credits at this bank paid back duly,car (used),2146,unknown/no savings account,... < 1 year,>= 35,none,4 <= ... < 7 yrs,unknown/no property,23,none,for free,2-3,skilled employee/official,0 to 2,False,False,0 52,male,married/widowed,... >= 200 DM,12,no credits taken/all credits paid back duly,furniture/equipment,1262,unknown/no savings account,1 <= ... < 4 years,20 <= ... < 25,none,1 <= ... < 4 yrs,building society savings agreement/life insurance,25,none,rent,1,skilled employee/official,0 to 2,False,False,1 864,male,married/widowed,... >= 200 DM,10,no credits taken/all credits paid back duly,car (used),2210,unknown/no savings account,1 <= ... < 4 years,25 <= ... < 35,none,1 <= ... < 4 yrs,unknown/no property,25,bank,for free,1,unskilled - resident,0 to 2,False,False,1 653,male,married/widowed,... < 0 DM,36,existing credits paid back duly till now,others,8086,... < 100 DM,.. >= 7 years,25 <= ... < 35,none,>= 7 yrs,building society savings agreement/life insurance,42,none,rent,>= 6,management/self-employed/highly qualified employee/officer,0 to 2,True,False,1 553,male,married/widowed,... < 0 DM,12,all credits at this bank paid back duly,others,1995,... < 100 DM,... < 1 year,< 20,none,< 1 yr,building society savings agreement/life insurance,27,none,rent,1,skilled employee/official,0 to 2,False,False,1 607,female/male,female (non-single) or male (single),... < 0 DM,36,no credits taken/all credits paid back duly,furniture/equipment,2671,... < 100 DM,1 <= ... < 4 years,< 20,co-applicant,>= 7 yrs,real estate,50,none,own,1,skilled employee/official,0 to 2,False,False,1 548,female/male,female (non-single) or male (single),no checking account,12,critical account/other credits existing (not at this bank),furniture/equipment,626,unknown/no savings account,1 <= ... < 4 years,< 20,none,>= 7 yrs,unknown/no property,24,bank,rent,1,unskilled - resident,0 to 2,False,False,0 994,male,married/widowed,... >= 200 DM,12,no credits taken/all credits paid back duly,others,2390,.. >= 1000 DM,.. >= 7 years,< 20,none,4 <= ... < 7 yrs,building society savings agreement/life insurance,50,none,rent,1,skilled employee/official,0 to 2,True,False,1 599,male,married/widowed,... >= 200 DM,24,existing credits paid back duly till now,retraining,3863,unknown/no savings account,1 <= ... < 4 years,>= 35,none,1 <= ... < 4 yrs,real estate,32,none,own,1,skilled employee/official,0 to 2,False,False,1 788,male,married/widowed,... < 0 DM,48,existing credits paid back duly till now,repairs,6224,unknown/no savings account,.. >= 7 years,< 20,none,>= 7 yrs,real estate,50,none,own,1,skilled employee/official,0 to 2,False,False,1 462,female/male,female (non-single) or male (single),... < 0 DM,12,no credits taken/all credits paid back duly,car (used),3017,unknown/no savings account,... < 1 year,20 <= ... < 25,none,< 1 yr,unknown/no property,34,none,for free,1,management/self-employed/highly qualified employee/officer,0 to 2,False,False,1 551,male,married/widowed,... >= 200 DM,6,critical account/other credits existing (not at this bank),furniture/equipment,1750,100 <= ... < 500 DM,.. >= 7 years,25 <= ... < 35,none,>= 7 yrs,car or other,45,bank,rent,1,unskilled - resident,3 or more,False,False,1 658,female/male,female (non-single) or male (single),... < 0 DM,30,delay in paying off in the past,retraining,4221,unknown/no savings account,1 <= ... < 4 years,25 <= ... < 35,none,< 1 yr,building society savings agreement/life insurance,28,none,rent,2-3,skilled employee/official,0 to 2,False,False,1 139,female/male,female (non-single) or male (single),0 <= ... < 200 DM,12,no credits taken/all credits paid back duly,furniture/equipment,1881,unknown/no savings account,1 <= ... < 4 years,25 <= ... < 35,none,1 <= ... < 4 yrs,building society savings agreement/life insurance,44,none,for free,1,unskilled - resident,0 to 2,True,False,1 622,male,divorced/separated,... >= 200 DM,48,no credits taken/all credits paid back duly,retraining,3914,.. >= 1000 DM,1 <= ... < 4 years,< 20,none,1 <= ... < 4 yrs,unknown/no property,38,bank,rent,1,skilled employee/official,0 to 2,False,False,1 512,male,married/widowed,0 <= ... < 200 DM,15,no credits taken/all credits paid back duly,retraining,2687,unknown/no savings account,4 <= ... < 7 years,25 <= ... < 35,none,>= 7 yrs,car or other,26,none,for free,1,skilled employee/official,0 to 2,True,False,1 612,female/male,female (non-single) or male (single),no checking account,21,no credits taken/all credits paid back duly,furniture/equipment,3357,500 <= ... < 1000 DM,... < 1 year,< 20,none,1 <= ... < 4 yrs,building society savings agreement/life insurance,29,bank,rent,1,skilled employee/official,0 to 2,False,False,1 155,female/male,female (non-single) or male (single),no checking account,12,no credits taken/all credits paid back duly,car (used),1282,unknown/no savings account,1 <= ... < 4 years,25 <= ... < 35,none,>= 7 yrs,building society savings agreement/life insurance,20,none,for free,1,skilled employee/official,0 to 2,False,False,0 107,male,married/widowed,... < 0 DM,12,no credits taken/all credits paid back duly,others,6078,unknown/no savings account,4 <= ... < 7 years,25 <= ... < 35,none,1 <= ... < 4 yrs,building society savings agreement/life insurance,32,none,rent,1,skilled employee/official,0 to 2,False,False,1 580,male,married/widowed,... < 0 DM,18,all credits at this bank paid back duly,others,1056,unknown/no savings account,.. >= 7 years,20 <= ... < 25,guarantor,4 <= ... < 7 yrs,unknown/no property,30,bank,rent,2-3,skilled employee/official,0 to 2,False,False,1 987,female/male,female (non-single) or male (single),... >= 200 DM,13,no credits taken/all credits paid back duly,furniture/equipment,1409,... < 100 DM,unemployed,25 <= ... < 35,none,>= 7 yrs,unknown/no property,64,none,rent,1,skilled employee/official,0 to 2,False,False,1 990,male,married/widowed,... >= 200 DM,12,all credits at this bank paid back duly,repairs,3565,.. >= 1000 DM,... < 1 year,25 <= ... < 35,none,< 1 yr,car or other,37,none,rent,2-3,unskilled - resident,3 or more,False,False,1 894,male,married/widowed,... >= 200 DM,18,all credits at this bank paid back duly,furniture/equipment,1169,.. >= 1000 DM,1 <= ... < 4 years,< 20,none,4 <= ... < 7 yrs,car or other,29,none,rent,2-3,skilled employee/official,0 to 2,True,False,1 219,female/male,female (non-single) or male (single),... >= 200 DM,10,no credits taken/all credits paid back duly,others,1364,unknown/no savings account,1 <= ... < 4 years,25 <= ... < 35,none,>= 7 yrs,building society savings agreement/life insurance,64,none,rent,1,skilled employee/official,0 to 2,True,False,1 325,male,married/widowed,no checking account,8,all credits at this bank paid back duly,others,3398,unknown/no savings account,4 <= ... < 7 years,>= 35,none,>= 7 yrs,unknown/no property,39,none,rent,2-3,unskilled - resident,0 to 2,False,True,1 899,male,married/widowed,no checking account,18,no credits taken/all credits paid back duly,car (used),4153,unknown/no savings account,1 <= ... < 4 years,25 <= ... < 35,co-applicant,4 <= ... < 7 yrs,building society savings agreement/life insurance,42,none,rent,1,skilled employee/official,0 to 2,False,False,1 904,male,married/widowed,... >= 200 DM,24,no credits taken/all credits paid back duly,furniture/equipment,1278,unknown/no savings account,.. >= 7 years,< 20,none,< 1 yr,unknown/no property,36,none,rent,1,management/self-employed/highly qualified employee/officer,0 to 2,True,False,1 239,male,married/widowed,no checking account,30,no credits taken/all credits paid back duly,furniture/equipment,2522,unknown/no savings account,.. >= 7 years,>= 35,guarantor,4 <= ... < 7 yrs,car or other,39,none,rent,1,skilled employee/official,3 or more,False,False,1 44,female/male,female (non-single) or male (single),no checking account,48,all credits at this bank paid back duly,car (new),6143,unknown/no savings account,.. >= 7 years,< 20,none,>= 7 yrs,real estate,58,stores,own,2-3,unskilled - resident,0 to 2,False,False,1 558,male,married/widowed,no checking account,24,critical account/other credits existing (not at this bank),car (used),3552,unknown/no savings account,4 <= ... < 7 years,20 <= ... < 25,none,>= 7 yrs,building society savings agreement/life insurance,27,bank,rent,1,skilled employee/official,0 to 2,False,False,1 118,female/male,female (non-single) or male (single),no checking account,33,all credits at this bank paid back duly,car (used),4281,100 <= ... < 500 DM,1 <= ... < 4 years,>= 35,none,>= 7 yrs,building society savings agreement/life insurance,23,none,rent,2-3,skilled employee/official,0 to 2,False,False,0 238,female/male,female (non-single) or male (single),... >= 200 DM,12,all credits at this bank paid back duly,furniture/equipment,1291,unknown/no savings account,1 <= ... < 4 years,< 20,none,1 <= ... < 4 yrs,car or other,35,none,rent,2-3,skilled employee/official,0 to 2,False,False,1 357,male,married/widowed,... >= 200 DM,36,existing credits paid back duly till now,furniture/equipment,4463,unknown/no savings account,1 <= ... < 4 years,< 20,none,1 <= ... < 4 yrs,building society savings agreement/life insurance,26,none,rent,2-3,management/self-employed/highly qualified employee/officer,0 to 2,True,False,1 34,female/male,female (non-single) or male (single),0 <= ... < 200 DM,12,no credits taken/all credits paid back duly,car (used),1474,unknown/no savings account,... < 1 year,< 20,none,< 1 yr,car or other,33,bank,rent,1,management/self-employed/highly qualified employee/officer,0 to 2,True,False,1 343,male,married/widowed,... < 0 DM,18,no credits taken/all credits paid back duly,retraining,4439,unknown/no savings account,.. >= 7 years,>= 35,co-applicant,< 1 yr,unknown/no property,33,bank,rent,1,management/self-employed/highly qualified employee/officer,0 to 2,True,False,1 522,male,married/widowed,no checking account,48,delay in paying off in the past,car (used),7119,unknown/no savings account,1 <= ... < 4 years,20 <= ... < 25,none,>= 7 yrs,real estate,53,none,own,2-3,skilled employee/official,3 or more,False,False,1 283,male,married/widowed,... >= 200 DM,15,all credits at this bank paid back duly,car (used),1520,.. >= 1000 DM,.. >= 7 years,< 20,none,>= 7 yrs,car or other,63,none,rent,1,skilled employee/official,0 to 2,False,False,1 48,male,married/widowed,... >= 200 DM,11,all credits at this bank paid back duly,others,7228,unknown/no savings account,1 <= ... < 4 years,>= 35,none,>= 7 yrs,car or other,39,none,rent,2-3,unskilled - resident,0 to 2,False,False,1 42,male,married/widowed,... < 0 DM,18,existing credits paid back duly till now,domestic appliances,6204,unknown/no savings account,1 <= ... < 4 years,25 <= ... < 35,none,>= 7 yrs,unknown/no property,44,none,rent,1,unskilled - resident,3 or more,True,False,1 934,female/male,female (non-single) or male (single),no checking account,12,no credits taken/all credits paid back duly,furniture/equipment,1498,unknown/no savings account,1 <= ... < 4 years,< 20,none,< 1 yr,building society savings agreement/life insurance,23,bank,rent,1,skilled employee/official,0 to 2,False,False,0 691,female/male,female (non-single) or male (single),... < 0 DM,15,no credits taken/all credits paid back duly,domestic appliances,2631,... < 100 DM,1 <= ... < 4 years,20 <= ... < 25,none,1 <= ... < 4 yrs,unknown/no property,25,none,rent,1,unskilled - resident,0 to 2,False,False,1 458,female/male,female (non-single) or male (single),no checking account,6,no credits taken/all credits paid back duly,radio/television,343,unknown/no savings account,... < 1 year,< 20,none,< 1 yr,unknown/no property,27,none,rent,1,skilled employee/official,0 to 2,False,False,1 632,male,married/widowed,... < 0 DM,15,no credits taken/all credits paid back duly,furniture/equipment,1444,.. >= 1000 DM,... < 1 year,< 20,none,< 1 yr,car or other,23,none,rent,1,skilled employee/official,0 to 2,False,False,0 205,male,married/widowed,no checking account,30,all credits at this bank paid back duly,car (new),10623,unknown/no savings account,.. >= 7 years,20 <= ... < 25,none,>= 7 yrs,real estate,38,none,own,4-5,management/self-employed/highly qualified employee/officer,3 or more,True,False,1 365,male,married/widowed,... >= 200 DM,12,no credits taken/all credits paid back duly,retraining,1542,unknown/no savings account,4 <= ... < 7 years,25 <= ... < 35,none,>= 7 yrs,building society savings agreement/life insurance,36,none,rent,1,skilled employee/official,0 to 2,True,False,1 1,female/male,female (non-single) or male (single),... < 0 DM,48,no credits taken/all credits paid back duly,furniture/equipment,5951,unknown/no savings account,1 <= ... < 4 years,25 <= ... < 35,none,1 <= ... < 4 yrs,unknown/no property,22,none,rent,1,skilled employee/official,0 to 2,False,False,0 706,male,married/widowed,... < 0 DM,48,no credits taken/all credits paid back duly,others,6560,... < 100 DM,4 <= ... < 7 years,20 <= ... < 25,none,1 <= ... < 4 yrs,car or other,24,none,rent,1,skilled employee/official,0 to 2,False,False,0 631,male,married/widowed,no checking account,18,critical account/other credits existing (not at this bank),car (used),1553,unknown/no savings account,1 <= ... < 4 years,< 20,none,4 <= ... < 7 yrs,building society savings agreement/life insurance,44,bank,rent,1,skilled employee/official,0 to 2,False,False,1 617,male,married/widowed,no checking account,6,all credits at this bank paid back duly,others,3676,unknown/no savings account,1 <= ... < 4 years,>= 35,none,4 <= ... < 7 yrs,unknown/no property,37,none,for free,4-5,skilled employee/official,3 or more,False,False,1 729,male,divorced/separated,0 <= ... < 200 DM,24,all credits at this bank paid back duly,retraining,1275,500 <= ... < 1000 DM,1 <= ... < 4 years,25 <= ... < 35,none,>= 7 yrs,unknown/no property,36,none,rent,2-3,skilled employee/official,0 to 2,True,False,1 220,female,single,... < 0 DM,12,no credits taken/all credits paid back duly,furniture/equipment,625,unknown/no savings account,... < 1 year,< 20,guarantor,< 1 yr,unknown/no property,26,bank,rent,1,unskilled - resident,0 to 2,False,False,1 642,male,married/widowed,... >= 200 DM,15,no credits taken/all credits paid back duly,repairs,4623,... < 100 DM,1 <= ... < 4 years,20 <= ... < 25,none,1 <= ... < 4 yrs,car or other,40,none,rent,1,management/self-employed/highly qualified employee/officer,0 to 2,True,False,1 598,male,married/widowed,... >= 200 DM,18,all credits at this bank paid back duly,others,2775,unknown/no savings account,4 <= ... < 7 years,25 <= ... < 35,none,1 <= ... < 4 yrs,car or other,31,bank,rent,2-3,skilled employee/official,0 to 2,False,False,1 753,female/male,female (non-single) or male (single),... >= 200 DM,30,all credits at this bank paid back duly,furniture/equipment,5771,unknown/no savings account,4 <= ... < 7 years,< 20,none,1 <= ... < 4 yrs,building society savings agreement/life insurance,25,none,rent,2-3,skilled employee/official,0 to 2,False,False,1 376,female,single,... >= 200 DM,18,existing credits paid back duly till now,furniture/equipment,2320,unknown/no savings account,unemployed,25 <= ... < 35,none,4 <= ... < 7 yrs,unknown/no property,34,none,rent,2-3,skilled employee/official,0 to 2,False,False,1 61,male,married/widowed,... < 0 DM,15,all credits at this bank paid back duly,furniture/equipment,1537,.. >= 1000 DM,.. >= 7 years,< 20,guarantor,>= 7 yrs,unknown/no property,50,none,rent,2-3,skilled employee/official,0 to 2,True,False,1 274,male,divorced/separated,no checking account,30,no credits taken/all credits paid back duly,domestic appliances,11998,unknown/no savings account,... < 1 year,>= 35,none,< 1 yr,real estate,34,none,rent,1,unskilled - resident,0 to 2,True,False,1 789,male,married/widowed,no checking account,40,all credits at this bank paid back duly,repairs,5998,unknown/no savings account,1 <= ... < 4 years,< 20,none,4 <= ... < 7 yrs,real estate,27,bank,rent,1,skilled employee/official,0 to 2,True,False,1 680,female/male,female (non-single) or male (single),... >= 200 DM,6,no credits taken/all credits paid back duly,repairs,1538,unknown/no savings account,... < 1 year,>= 35,none,1 <= ... < 4 yrs,real estate,56,none,rent,1,skilled employee/official,0 to 2,False,False,1 315,male,married/widowed,no checking account,36,critical account/other credits existing (not at this bank),car (used),2746,unknown/no savings account,.. >= 7 years,< 20,none,>= 7 yrs,building society savings agreement/life insurance,31,bank,rent,1,skilled employee/official,0 to 2,False,False,1 628,male,married/widowed,... >= 200 DM,42,all credits at this bank paid back duly,car (used),4042,100 <= ... < 500 DM,1 <= ... < 4 years,< 20,none,>= 7 yrs,unknown/no property,36,none,rent,2-3,skilled employee/official,0 to 2,True,False,1 49,female/male,female (non-single) or male (single),... >= 200 DM,12,no credits taken/all credits paid back duly,furniture/equipment,2073,... < 100 DM,1 <= ... < 4 years,< 20,co-applicant,1 <= ... < 4 yrs,unknown/no property,28,none,rent,1,skilled employee/official,0 to 2,False,False,1 419,female/male,female (non-single) or male (single),... < 0 DM,18,no credits taken/all credits paid back duly,others,1042,.. >= 1000 DM,1 <= ... < 4 years,< 20,none,1 <= ... < 4 yrs,car or other,33,none,rent,1,skilled employee/official,0 to 2,False,False,1 858,female/male,female (non-single) or male (single),no checking account,15,no credits taken/all credits paid back duly,others,3959,unknown/no savings account,1 <= ... < 4 years,20 <= ... < 25,none,1 <= ... < 4 yrs,car or other,29,none,rent,1,skilled employee/official,0 to 2,True,False,1 311,male,married/widowed,... >= 200 DM,24,no credits taken/all credits paid back duly,car (used),5511,... < 100 DM,1 <= ... < 4 years,< 20,none,< 1 yr,building society savings agreement/life insurance,25,stores,rent,1,skilled employee/official,0 to 2,False,False,1 302,male,married/widowed,0 <= ... < 200 DM,24,all credits at this bank paid back duly,others,1344,.. >= 1000 DM,4 <= ... < 7 years,< 20,none,1 <= ... < 4 yrs,unknown/no property,37,bank,rent,2-3,unskilled - resident,3 or more,False,False,1 132,male,married/widowed,... >= 200 DM,15,no credits taken/all credits paid back duly,car (used),2708,unknown/no savings account,... < 1 year,25 <= ... < 35,none,4 <= ... < 7 yrs,car or other,27,bank,rent,2-3,unskilled - resident,0 to 2,False,False,1 513,female,single,... < 0 DM,12,existing credits paid back duly till now,furniture/equipment,585,unknown/no savings account,1 <= ... < 4 years,< 20,co-applicant,>= 7 yrs,unknown/no property,20,none,for free,2-3,skilled employee/official,0 to 2,False,False,0 897,female/male,female (non-single) or male (single),... >= 200 DM,12,all credits at this bank paid back duly,car (used),1592,500 <= ... < 1000 DM,4 <= ... < 7 years,20 <= ... < 25,none,1 <= ... < 4 yrs,car or other,35,none,rent,1,skilled employee/official,0 to 2,False,True,1 915,female/male,female (non-single) or male (single),... < 0 DM,48,delay in paying off in the past,business,18424,unknown/no savings account,1 <= ... < 4 years,>= 35,none,1 <= ... < 4 yrs,car or other,32,bank,rent,1,management/self-employed/highly qualified employee/officer,0 to 2,True,True,1 65,male,married/widowed,... >= 200 DM,27,no credits taken/all credits paid back duly,domestic appliances,5190,.. >= 1000 DM,.. >= 7 years,< 20,none,>= 7 yrs,car or other,48,none,rent,>= 6,skilled employee/official,3 or more,True,False,1 244,female/male,female (non-single) or male (single),... >= 200 DM,12,critical account/other credits existing (not at this bank),vacation,3447,100 <= ... < 500 DM,1 <= ... < 4 years,< 20,none,4 <= ... < 7 yrs,unknown/no property,35,none,rent,1,unskilled - resident,3 or more,False,False,1 783,female/male,female (non-single) or male (single),... < 0 DM,12,no credits taken/all credits paid back duly,others,836,... < 100 DM,... < 1 year,< 20,none,1 <= ... < 4 yrs,car or other,23,bank,rent,1,unskilled - resident,0 to 2,False,False,0 125,male,married/widowed,no checking account,12,all credits at this bank paid back duly,others,2121,unknown/no savings account,1 <= ... < 4 years,< 20,none,1 <= ... < 4 yrs,car or other,30,none,rent,2-3,skilled employee/official,0 to 2,False,False,1 849,male,married/widowed,no checking account,12,no credits taken/all credits paid back duly,furniture/equipment,709,unknown/no savings account,.. >= 7 years,< 20,none,>= 7 yrs,unknown/no property,57,stores,rent,1,unskilled - resident,0 to 2,False,False,1 436,female,single,... >= 200 DM,6,no credits taken/all credits paid back duly,domestic appliances,660,100 <= ... < 500 DM,4 <= ... < 7 years,25 <= ... < 35,none,>= 7 yrs,unknown/no property,23,none,for free,1,unskilled - resident,0 to 2,False,False,0 980,male,married/widowed,... < 0 DM,30,all credits at this bank paid back duly,car (used),8386,unknown/no savings account,4 <= ... < 7 years,25 <= ... < 35,none,1 <= ... < 4 yrs,car or other,49,none,rent,1,skilled employee/official,0 to 2,False,False,1 751,female/male,female (non-single) or male (single),no checking account,18,no credits taken/all credits paid back duly,others,976,unknown/no savings account,... < 1 year,>= 35,none,1 <= ... < 4 yrs,building society savings agreement/life insurance,23,none,rent,1,unskilled - resident,0 to 2,False,False,0 760,female/male,female (non-single) or male (single),... >= 200 DM,15,all credits at this bank paid back duly,others,5045,.. >= 1000 DM,.. >= 7 years,>= 35,none,>= 7 yrs,building society savings agreement/life insurance,59,none,rent,1,skilled employee/official,0 to 2,True,False,1 734,female/male,female (non-single) or male (single),... >= 200 DM,4,all credits at this bank paid back duly,others,3380,unknown/no savings account,4 <= ... < 7 years,>= 35,none,< 1 yr,unknown/no property,37,none,rent,1,skilled employee/official,3 or more,False,False,1 913,male,divorced/separated,... >= 200 DM,11,no credits taken/all credits paid back duly,retraining,2142,500 <= ... < 1000 DM,.. >= 7 years,>= 35,none,1 <= ... < 4 yrs,unknown/no property,28,none,rent,1,skilled employee/official,0 to 2,True,False,1 569,female/male,female (non-single) or male (single),no checking account,48,no credits taken/all credits paid back duly,furniture/equipment,6758,unknown/no savings account,1 <= ... < 4 years,20 <= ... < 25,none,1 <= ... < 4 yrs,building society savings agreement/life insurance,31,none,rent,1,skilled employee/official,0 to 2,True,False,1 932,male,married/widowed,... >= 200 DM,9,all credits at this bank paid back duly,others,1224,unknown/no savings account,1 <= ... < 4 years,20 <= ... < 25,none,< 1 yr,unknown/no property,30,none,rent,2-3,skilled employee/official,0 to 2,False,False,1 766,male,divorced/separated,no checking account,30,no credits taken/all credits paid back duly,car (used),3108,unknown/no savings account,... < 1 year,25 <= ... < 35,none,>= 7 yrs,car or other,31,none,rent,1,unskilled - resident,0 to 2,False,False,1 861,female,single,... >= 200 DM,18,existing credits paid back duly till now,retraining,2169,unknown/no savings account,1 <= ... < 4 years,< 20,none,1 <= ... < 4 yrs,building society savings agreement/life insurance,28,none,rent,1,skilled employee/official,0 to 2,True,False,1 168,female/male,female (non-single) or male (single),... >= 200 DM,24,no credits taken/all credits paid back duly,car (used),3972,unknown/no savings account,4 <= ... < 7 years,25 <= ... < 35,none,>= 7 yrs,car or other,25,none,for free,1,skilled employee/official,0 to 2,True,False,1 511,male,married/widowed,... >= 200 DM,36,no credits taken/all credits paid back duly,car (new),4686,unknown/no savings account,1 <= ... < 4 years,25 <= ... < 35,none,1 <= ... < 4 yrs,real estate,32,none,own,1,management/self-employed/highly qualified employee/officer,0 to 2,True,False,1 112,male,married/widowed,... < 0 DM,18,no credits taken/all credits paid back duly,others,6260,unknown/no savings account,4 <= ... < 7 years,20 <= ... < 25,none,4 <= ... < 7 yrs,unknown/no property,28,none,for free,1,unskilled - resident,0 to 2,False,False,1 437,female/male,female (non-single) or male (single),... >= 200 DM,24,all credits at this bank paid back duly,others,1287,500 <= ... < 1000 DM,.. >= 7 years,< 20,none,>= 7 yrs,unknown/no property,37,none,rent,2-3,skilled employee/official,0 to 2,True,False,1 165,male,married/widowed,... >= 200 DM,6,no credits taken/all credits paid back duly,car (used),2978,100 <= ... < 500 DM,1 <= ... < 4 years,>= 35,none,1 <= ... < 4 yrs,building society savings agreement/life insurance,32,none,rent,1,skilled employee/official,0 to 2,True,False,1 176,male,divorced/separated,no checking account,12,no credits taken/all credits paid back duly,car (used),2577,unknown/no savings account,1 <= ... < 4 years,25 <= ... < 35,none,< 1 yr,building society savings agreement/life insurance,42,none,rent,1,skilled employee/official,0 to 2,False,False,1 414,female/male,female (non-single) or male (single),no checking account,24,no credits taken/all credits paid back duly,others,1381,.. >= 1000 DM,1 <= ... < 4 years,< 20,none,1 <= ... < 4 yrs,car or other,35,none,rent,1,skilled employee/official,0 to 2,False,False,1 892,male,married/widowed,no checking account,12,all credits at this bank paid back duly,others,2171,unknown/no savings account,1 <= ... < 4 years,< 20,none,>= 7 yrs,car or other,38,bank,rent,2-3,unskilled - resident,0 to 2,False,True,1 588,female,single,no checking account,18,no credits taken/all credits paid back duly,radio/television,1217,unknown/no savings account,1 <= ... < 4 years,< 20,none,4 <= ... < 7 yrs,unknown/no property,47,none,rent,1,unskilled - resident,0 to 2,True,False,1 955,female/male,female (non-single) or male (single),no checking account,24,all credits at this bank paid back duly,furniture/equipment,1231,500 <= ... < 1000 DM,.. >= 7 years,< 20,none,>= 7 yrs,car or other,57,none,for free,2-3,management/self-employed/highly qualified employee/officer,0 to 2,True,False,1 648,male,married/widowed,0 <= ... < 200 DM,24,no credits taken/all credits paid back duly,others,947,unknown/no savings account,4 <= ... < 7 years,< 20,none,4 <= ... < 7 yrs,real estate,38,bank,own,1,skilled employee/official,3 or more,False,False,1 516,male,married/widowed,no checking account,6,all credits at this bank paid back duly,others,1361,unknown/no savings account,... < 1 year,25 <= ... < 35,none,>= 7 yrs,unknown/no property,40,none,rent,1,unskilled - resident,3 or more,False,True,1 410,female/male,female (non-single) or male (single),... < 0 DM,24,no credits taken/all credits paid back duly,furniture/equipment,1967,unknown/no savings account,.. >= 7 years,< 20,none,>= 7 yrs,building society savings agreement/life insurance,20,none,rent,1,skilled employee/official,0 to 2,True,False,0 956,male,married/widowed,0 <= ... < 200 DM,30,all credits at this bank paid back duly,furniture/equipment,3656,.. >= 1000 DM,.. >= 7 years,< 20,none,>= 7 yrs,car or other,49,stores,rent,2-3,unskilled - resident,0 to 2,False,False,1 277,male,divorced/separated,no checking account,12,no credits taken/all credits paid back duly,car (used),1262,.. >= 1000 DM,.. >= 7 years,25 <= ... < 35,none,>= 7 yrs,car or other,49,none,rent,1,unskilled - resident,0 to 2,True,False,1 215,female/male,female (non-single) or male (single),... < 0 DM,6,all credits at this bank paid back duly,vacation,932,.. >= 1000 DM,4 <= ... < 7 years,>= 35,none,4 <= ... < 7 yrs,car or other,39,none,rent,2-3,unskilled - resident,0 to 2,False,False,1 142,male,married/widowed,no checking account,27,no credits taken/all credits paid back duly,furniture/equipment,3416,unknown/no savings account,1 <= ... < 4 years,20 <= ... < 25,none,1 <= ... < 4 yrs,building society savings agreement/life insurance,27,none,rent,1,management/self-employed/highly qualified employee/officer,0 to 2,False,False,1 798,female,single,... >= 200 DM,24,existing credits paid back duly till now,others,717,.. >= 1000 DM,.. >= 7 years,< 20,none,>= 7 yrs,building society savings agreement/life insurance,54,none,rent,2-3,skilled employee/official,0 to 2,True,False,1 314,male,married/widowed,0 <= ... < 200 DM,4,no credits taken/all credits paid back duly,others,1494,.. >= 1000 DM,... < 1 year,>= 35,none,1 <= ... < 4 yrs,unknown/no property,29,none,rent,1,unskilled - resident,3 or more,False,True,1 312,female/male,female (non-single) or male (single),0 <= ... < 200 DM,24,no credits taken/all credits paid back duly,car (used),3749,unknown/no savings account,... < 1 year,25 <= ... < 35,none,>= 7 yrs,building society savings agreement/life insurance,26,none,rent,1,skilled employee/official,0 to 2,False,False,1 57,female/male,female (non-single) or male (single),... >= 200 DM,36,all credits at this bank paid back duly,furniture/equipment,9566,unknown/no savings account,1 <= ... < 4 years,25 <= ... < 35,none,1 <= ... < 4 yrs,building society savings agreement/life insurance,31,stores,rent,2-3,skilled employee/official,0 to 2,False,False,1 294,male,divorced/separated,... >= 200 DM,48,all credits at this bank paid back duly,retraining,7629,.. >= 1000 DM,.. >= 7 years,< 20,none,1 <= ... < 4 yrs,building society savings agreement/life insurance,46,bank,rent,2-3,management/self-employed/highly qualified employee/officer,3 or more,False,False,1 461,male,married/widowed,no checking account,15,no credits taken/all credits paid back duly,others,1721,unknown/no savings account,... < 1 year,25 <= ... < 35,none,4 <= ... < 7 yrs,unknown/no property,36,none,rent,1,skilled employee/official,0 to 2,False,False,1 610,female/male,female (non-single) or male (single),no checking account,12,no credits taken/all credits paid back duly,radio/television,741,... < 100 DM,unemployed,< 20,none,4 <= ... < 7 yrs,car or other,22,none,rent,1,skilled employee/official,0 to 2,False,False,0 275,male,married/widowed,... >= 200 DM,9,no credits taken/all credits paid back duly,furniture/equipment,2697,unknown/no savings account,1 <= ... < 4 years,>= 35,none,1 <= ... < 4 yrs,unknown/no property,32,none,rent,1,skilled employee/official,3 or more,False,False,1 833,female/male,female (non-single) or male (single),... < 0 DM,24,no credits taken/all credits paid back duly,furniture/equipment,5084,.. >= 1000 DM,.. >= 7 years,25 <= ... < 35,none,>= 7 yrs,building society savings agreement/life insurance,42,none,rent,1,skilled employee/official,0 to 2,True,False,1 983,male,married/widowed,no checking account,36,no credits taken/all credits paid back duly,car (new),8229,unknown/no savings account,1 <= ... < 4 years,25 <= ... < 35,none,1 <= ... < 4 yrs,car or other,26,none,rent,1,skilled employee/official,3 or more,False,False,1 401,female,single,... < 0 DM,18,all credits at this bank paid back duly,retraining,1887,.. >= 1000 DM,1 <= ... < 4 years,< 20,none,>= 7 yrs,unknown/no property,28,bank,rent,2-3,skilled employee/official,0 to 2,False,False,1 528,male,divorced/separated,no checking account,36,no credits taken/all credits paid back duly,furniture/equipment,2302,unknown/no savings account,1 <= ... < 4 years,< 20,none,>= 7 yrs,building society savings agreement/life insurance,31,none,for free,1,skilled employee/official,0 to 2,False,False,1 984,male,married/widowed,... >= 200 DM,24,all credits at this bank paid back duly,car (used),2028,unknown/no savings account,4 <= ... < 7 years,25 <= ... < 35,none,1 <= ... < 4 yrs,car or other,30,none,rent,2-3,unskilled - resident,0 to 2,False,False,1 221,female/male,female (non-single) or male (single),no checking account,12,no credits taken/all credits paid back duly,repairs,1200,.. >= 1000 DM,1 <= ... < 4 years,< 20,none,>= 7 yrs,car or other,23,bank,for free,1,skilled employee/official,0 to 2,True,False,0 952,female/male,female (non-single) or male (single),... < 0 DM,24,no credits taken/all credits paid back duly,car (new),4113,100 <= ... < 500 DM,... < 1 year,20 <= ... < 25,none,>= 7 yrs,building society savings agreement/life insurance,28,none,for free,1,skilled employee/official,0 to 2,False,False,1 263,female/male,female (non-single) or male (single),... >= 200 DM,12,all credits at this bank paid back duly,repairs,2748,unknown/no savings account,.. >= 7 years,25 <= ... < 35,none,>= 7 yrs,real estate,57,bank,own,4-5,unskilled - resident,0 to 2,False,False,1 4,male,married/widowed,no checking account,24,existing credits paid back duly till now,others,4870,unknown/no savings account,1 <= ... < 4 years,20 <= ... < 25,none,>= 7 yrs,real estate,53,none,own,2-3,skilled employee/official,3 or more,False,False,1 749,male,married/widowed,... >= 200 DM,15,no credits taken/all credits paid back duly,car (new),3029,unknown/no savings account,4 <= ... < 7 years,25 <= ... < 35,none,1 <= ... < 4 yrs,building society savings agreement/life insurance,33,none,rent,1,skilled employee/official,0 to 2,False,False,1 797,female/male,female (non-single) or male (single),... >= 200 DM,12,all credits at this bank paid back duly,car (used),1258,unknown/no savings account,... < 1 year,25 <= ... < 35,none,>= 7 yrs,car or other,22,none,for free,2-3,unskilled - resident,0 to 2,False,False,0 460,male,married/widowed,no checking account,36,no credits taken/all credits paid back duly,car (used),3620,unknown/no savings account,1 <= ... < 4 years,>= 35,guarantor,1 <= ... < 4 yrs,car or other,37,none,rent,1,skilled employee/official,3 or more,False,False,1