train/german_train.csv

gender,checking_status,duration,credit_history,purpose,credit_amount,savings_status,employment,installment_commitment,other_parties,residence_since,property_magnitude,age,other_payment_plans,housing,existing_credits,job,num_dependents,own_telephone,foreign_worker,class
male,'<0',60,'delayed previously',business,6836,'<100','>=7',3,none,4,'no known property',63,none,own,2,skilled,1,yes,yes,bad
male,'>=200',21,'critical/other existing credit',education,2319,'<100','<1',2,none,1,car,33,none,rent,1,skilled,1,none,yes,bad
male,'no checking',6,'existing paid','used car',1236,'500<=X<1000','1<=X<4',2,none,4,'life insurance',50,none,rent,1,skilled,1,none,yes,good
female,'no checking',21,'no credits/all paid','new car',5003,'no known savings','1<=X<4',1,none,4,'life insurance',29,bank,own,2,skilled,1,yes,yes,bad
female,'no checking',12,'existing paid',radio/tv,886,'no known savings','1<=X<4',4,none,2,car,21,none,own,1,skilled,1,none,yes,good
female,'<0',24,'existing paid','new car',1442,'<100','4<=X<7',4,none,4,car,23,none,rent,2,skilled,1,none,yes,bad
male,'no checking',6,'existing paid',furniture/equipment,2978,'500<=X<1000','1<=X<4',1,none,2,car,32,none,own,1,skilled,1,yes,yes,good
male,'<0',24,'existing paid',furniture/equipment,2359,'100<=X<500',unemployed,1,none,1,'life insurance',33,none,own,1,skilled,1,none,yes,bad
male,'<0',24,'existing paid',furniture/equipment,2996,'no known savings','1<=X<4',2,none,4,car,20,none,own,1,skilled,1,none,yes,bad
male,'no checking',18,'critical/other existing credit',furniture/equipment,3780,'<100','<1',3,none,2,car,35,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',27,'existing paid',repairs,5190,'no known savings','>=7',4,none,4,'life insurance',48,none,own,4,skilled,2,yes,yes,good
female,'0<=X<200',36,'existing paid',radio/tv,4795,'<100','<1',4,none,1,'no known property',30,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'<0',12,'all paid','new car',697,'<100','<1',4,none,2,car,46,bank,own,2,skilled,1,yes,yes,bad
male,'no checking',18,'no credits/all paid',business,4165,'<100','1<=X<4',2,none,2,car,36,stores,own,2,skilled,2,none,yes,bad
male,'<0',14,'existing paid','new car',3973,'<100',unemployed,1,none,4,'no known property',22,none,'for free',1,skilled,1,none,yes,good
female,'no checking',18,'critical/other existing credit',education,1864,'100<=X<500','1<=X<4',4,none,2,'real estate',30,none,own,2,skilled,1,none,yes,bad
female,'>=200',6,'critical/other existing credit',education,1047,'<100','1<=X<4',2,none,4,'life insurance',50,none,own,1,'unskilled resident',1,none,yes,good
female,'no checking',18,'existing paid',radio/tv,433,'<100',unemployed,3,'co applicant',4,'real estate',22,none,rent,1,skilled,1,none,yes,bad
male,'0<=X<200',36,'existing paid',education,3711,'no known savings','1<=X<4',2,none,2,car,27,none,own,1,skilled,1,none,yes,good
female,'0<=X<200',9,'existing paid',radio/tv,1206,'<100','>=7',4,none,4,'real estate',25,none,own,1,skilled,1,none,yes,good
male,'no checking',6,'existing paid',furniture/equipment,1543,'>=1000','1<=X<4',4,none,2,'real estate',33,none,own,1,skilled,1,none,yes,good
female,'no checking',4,'critical/other existing credit','new car',3380,'<100','4<=X<7',1,none,1,'real estate',37,none,own,1,skilled,2,none,yes,good
female,'>=200',24,'existing paid',radio/tv,1258,'500<=X<1000','1<=X<4',3,none,3,car,57,none,own,1,'unskilled resident',1,none,yes,good
female,'no checking',12,'existing paid',radio/tv,2073,'100<=X<500','1<=X<4',4,'co applicant',2,'real estate',28,none,own,1,skilled,1,none,yes,good
female,'<0',21,'existing paid',radio/tv,2606,'<100','<1',4,none,4,'life insurance',28,none,rent,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',12,'critical/other existing credit',education,2096,'<100','4<=X<7',2,none,3,'real estate',49,none,own,1,'unskilled resident',2,none,yes,good
male,'no checking',12,'critical/other existing credit','new car',1255,'<100','>=7',4,none,4,'real estate',61,none,own,2,'unskilled resident',1,none,yes,good
female,'no checking',9,'existing paid','domestic appliance',1236,'<100','<1',1,none,4,'real estate',23,none,rent,1,skilled,1,yes,yes,good
male,'no checking',24,'existing paid',radio/tv,1278,'<100','>=7',4,none,1,'real estate',36,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
female,'<0',6,'existing paid','new car',1374,'no known savings',unemployed,4,none,3,'life insurance',75,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'>=200',10,'existing paid','new car',3949,'<100','<1',1,guarantor,1,'life insurance',37,none,own,1,'unskilled resident',2,none,yes,good
male,'no checking',12,'existing paid','new car',2390,'no known savings','>=7',4,none,3,car,50,none,own,1,skilled,1,yes,yes,good
male,'0<=X<200',24,'existing paid','new car',1201,'<100','<1',4,none,1,'life insurance',26,none,own,1,skilled,1,none,yes,good
female,'no checking',15,'critical/other existing credit',furniture/equipment,2788,'<100','4<=X<7',2,'co applicant',3,car,24,bank,own,2,skilled,1,none,yes,good
male,'no checking',12,'critical/other existing credit',business,1264,'no known savings','>=7',4,none,4,'no known property',57,none,rent,1,'unskilled resident',1,none,yes,good
male,'<0',24,'existing paid',furniture/equipment,4020,'<100','1<=X<4',2,none,2,car,27,stores,own,1,skilled,1,none,yes,good
male,'no checking',9,'existing paid','new car',2507,'500<=X<1000','>=7',2,none,4,'no known property',51,none,'for free',1,'unskilled resident',1,none,yes,good
male,'no checking',24,'existing paid',radio/tv,2397,'500<=X<1000','>=7',3,none,2,car,35,bank,own,2,skilled,1,yes,yes,bad
male,'0<=X<200',27,'existing paid',business,3915,'<100','1<=X<4',4,none,2,car,36,none,own,1,skilled,2,yes,yes,bad
female,'no checking',48,'critical/other existing credit','used car',11590,'100<=X<500','1<=X<4',2,none,4,car,24,bank,rent,2,'unskilled resident',1,none,yes,bad
male,'<0',42,'existing paid',furniture/equipment,7882,'<100','4<=X<7',2,guarantor,4,'life insurance',45,none,'for free',1,skilled,2,none,yes,good
male,'no checking',12,'critical/other existing credit','new car',1495,'<100','>=7',4,none,1,'real estate',38,none,own,2,'unskilled resident',2,none,yes,good
male,'no checking',24,'existing paid','new car',2255,'no known savings','<1',4,none,1,'life insurance',54,none,own,1,skilled,1,none,yes,good
male,'0<=X<200',9,'existing paid','new car',1549,'no known savings','<1',4,none,2,'real estate',35,none,own,1,'unemp/unskilled non res',1,none,yes,good
female,'no checking',30,'existing paid','used car',4811,'no known savings','4<=X<7',2,none,4,'life insurance',24,stores,rent,1,'unskilled resident',1,none,yes,good
male,'0<=X<200',14,'existing paid',business,1410,'500<=X<1000','>=7',1,none,2,'real estate',35,none,own,1,skilled,1,yes,yes,good
male,'no checking',5,'existing paid',business,3448,'<100','4<=X<7',1,none,4,'real estate',74,none,own,1,'unskilled resident',1,none,yes,good
male,'0<=X<200',11,'delayed previously',radio/tv,4771,'<100','4<=X<7',2,none,4,'life insurance',51,none,own,1,skilled,1,none,yes,good
male,'<0',10,'existing paid',radio/tv,2315,'<100','>=7',3,none,4,'real estate',52,none,own,1,'unskilled resident',1,none,yes,good
male,'<0',48,'existing paid','used car',4788,'<100','4<=X<7',4,none,3,'life insurance',26,none,own,1,skilled,2,none,yes,good
female,'no checking',18,'existing paid',business,1568,'100<=X<500','1<=X<4',3,none,4,'life insurance',24,none,rent,1,'unskilled resident',1,none,yes,good
male,'no checking',15,'all paid',radio/tv,1569,'100<=X<500','>=7',4,none,4,car,34,bank,own,1,'unskilled resident',2,none,yes,good
male,'<0',40,'critical/other existing credit',education,5998,'<100','1<=X<4',4,none,3,'no known property',27,bank,own,1,skilled,1,yes,yes,bad
male,'no checking',18,'critical/other existing credit',radio/tv,1169,'no known savings','1<=X<4',4,none,3,'life insurance',29,none,own,2,skilled,1,yes,yes,good
male,'0<=X<200',12,'existing paid','new car',1223,'<100','>=7',1,none,1,'real estate',46,none,rent,2,skilled,1,none,yes,bad
male,'<0',18,'existing paid',furniture/equipment,2659,'>=1000','1<=X<4',4,none,2,car,28,none,own,1,skilled,1,none,yes,good
male,'no checking',6,'critical/other existing credit',radio/tv,700,'no known savings','>=7',4,none,4,'no known property',36,none,'for free',2,skilled,1,none,yes,good
male,'no checking',10,'existing paid','used car',2848,'100<=X<500','1<=X<4',1,'co applicant',2,'real estate',32,none,own,1,skilled,2,none,yes,good
female,'<0',9,'existing paid',radio/tv,1366,'<100','<1',3,none,4,'life insurance',22,none,rent,1,skilled,1,none,yes,bad
male,'no checking',36,'existing paid',education,9055,'no known savings','1<=X<4',2,none,4,'no known property',35,none,'for free',1,'unskilled resident',2,yes,yes,good
male,'<0',24,'existing paid',radio/tv,1987,'<100','1<=X<4',2,none,4,'real estate',21,none,rent,1,'unskilled resident',2,none,yes,bad
male,'<0',24,'existing paid','used car',2924,'<100','1<=X<4',3,guarantor,4,'no known property',63,bank,own,1,skilled,2,yes,yes,good
male,'0<=X<200',18,'existing paid',business,2622,'100<=X<500','1<=X<4',4,none,4,car,34,none,own,1,skilled,1,none,yes,good
male,'no checking',36,'critical/other existing credit',business,6304,'no known savings','>=7',4,none,4,'real estate',36,none,own,2,skilled,1,none,yes,good
male,'no checking',36,'delayed previously',radio/tv,4463,'<100','1<=X<4',4,none,2,car,26,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'no checking',36,'existing paid',business,7409,'no known savings','>=7',3,none,2,'life insurance',37,none,own,2,skilled,1,none,yes,good
male,'no checking',24,'delayed previously','new car',717,'no known savings','>=7',4,none,4,car,54,none,own,2,skilled,1,yes,yes,good
male,'<0',20,'existing paid',furniture/equipment,2212,'no known savings','4<=X<7',4,none,4,car,39,none,own,1,skilled,1,yes,yes,good
male,'<0',18,'all paid',furniture/equipment,1553,'<100','1<=X<4',4,none,3,car,44,bank,own,1,skilled,1,none,yes,bad
female,'0<=X<200',18,'existing paid','used car',12976,'<100',unemployed,3,none,4,'no known property',38,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'no checking',12,'critical/other existing credit',radio/tv,1934,'<100','>=7',2,none,2,'no known property',26,none,own,2,skilled,1,none,yes,good
female,'<0',33,'critical/other existing credit',furniture/equipment,4281,'500<=X<1000','1<=X<4',1,none,4,car,23,none,own,2,skilled,1,none,yes,bad
male,'<0',16,'critical/other existing credit','new car',2625,'<100','>=7',2,guarantor,4,'life insurance',43,bank,rent,1,skilled,1,yes,yes,bad
female,'<0',6,'critical/other existing credit','new car',666,'>=1000','4<=X<7',3,none,4,'real estate',39,none,own,2,'unskilled resident',1,yes,yes,good
female,'no checking',24,'existing paid','used car',3488,'100<=X<500','4<=X<7',3,none,4,car,23,none,own,1,skilled,1,none,yes,good
male,'0<=X<200',30,'critical/other existing credit','new car',5234,'<100',unemployed,4,none,2,car,28,none,own,2,'high qualif/self emp/mgmt',1,none,yes,bad
female,'no checking',6,'critical/other existing credit',radio/tv,1382,'<100','1<=X<4',1,none,1,car,28,none,own,2,skilled,1,yes,yes,good
female,'no checking',36,'existing paid',furniture/equipment,3349,'<100','1<=X<4',4,none,2,car,28,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'no checking',15,'existing paid',radio/tv,1213,'500<=X<1000','>=7',4,none,3,'life insurance',47,stores,own,1,skilled,1,yes,yes,good
female,'0<=X<200',12,'existing paid','new car',836,'100<=X<500','<1',4,none,2,'life insurance',23,bank,own,1,'unskilled resident',1,none,yes,bad
male,'<0',12,'existing paid',furniture/equipment,1289,'<100','1<=X<4',4,guarantor,1,'life insurance',21,none,own,1,'unskilled resident',1,none,yes,good
female,'no checking',12,'critical/other existing credit',furniture/equipment,1258,'<100','<1',2,none,4,'life insurance',22,none,rent,2,'unskilled resident',1,none,yes,good
male,'<0',30,'existing paid',radio/tv,2522,'<100','>=7',1,guarantor,3,'life insurance',39,none,own,1,skilled,2,none,yes,good
male,'no checking',12,'existing paid',business,1076,'<100','1<=X<4',2,none,2,'real estate',26,none,own,1,skilled,1,yes,no,good
female,'no checking',36,'existing paid',radio/tv,3835,'no known savings','>=7',2,none,4,'real estate',45,none,own,1,'unskilled resident',1,yes,yes,good
male,'no checking',18,'existing paid',radio/tv,1505,'<100','1<=X<4',4,none,2,'no known property',32,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,good
female,'<0',30,'existing paid',furniture/equipment,2406,'<100','4<=X<7',4,none,4,'real estate',23,none,rent,1,skilled,1,none,yes,bad
male,'0<=X<200',15,'delayed previously',repairs,1512,'>=1000','1<=X<4',3,none,3,'life insurance',61,stores,own,2,skilled,1,none,yes,bad
male,'<0',12,'existing paid',furniture/equipment,7865,'<100','>=7',4,none,4,'no known property',53,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'0<=X<200',18,'critical/other existing credit',business,3590,'<100',unemployed,3,none,3,car,40,none,own,3,'unemp/unskilled non res',2,yes,yes,good
male,'<0',24,'all paid',furniture/equipment,3349,'500<=X<1000','<1',4,none,4,'no known property',30,none,'for free',1,skilled,2,yes,yes,bad
male,'<0',18,'existing paid','used car',7511,'no known savings','>=7',1,none,4,'life insurance',51,none,'for free',1,skilled,2,yes,yes,bad
male,'<0',36,'existing paid','used car',5493,'<100','>=7',2,none,4,'no known property',42,none,'for free',1,skilled,2,none,yes,good
male,'no checking',18,'existing paid',business,1950,'<100','4<=X<7',4,none,1,car,34,stores,own,2,skilled,1,yes,yes,good
female,'>=200',12,'delayed previously','new car',2247,'<100','1<=X<4',2,none,2,car,36,stores,own,2,skilled,1,yes,yes,good
female,'no checking',33,'delayed previously',business,2764,'<100','1<=X<4',2,none,2,car,26,none,own,2,skilled,1,yes,yes,good
male,'0<=X<200',30,'delayed previously',radio/tv,1919,'100<=X<500','<1',4,none,3,'no known property',30,stores,own,2,'high qualif/self emp/mgmt',1,none,yes,bad
male,'no checking',9,'existing paid',furniture/equipment,1313,'<100','>=7',1,none,4,car,20,none,own,1,skilled,1,none,yes,good
male,'0<=X<200',36,'existing paid','used car',6948,'<100','1<=X<4',2,none,2,car,35,none,rent,1,'high qualif/self emp/mgmt',1,yes,yes,good
female,'<0',12,'existing paid',furniture/equipment,1282,'<100','1<=X<4',2,none,4,car,20,none,rent,1,skilled,1,none,yes,bad
male,'no checking',24,'delayed previously','new car',2032,'<100','>=7',4,none,4,'no known property',60,none,'for free',2,skilled,1,yes,yes,good
male,'no checking',12,'existing paid','new car',1884,'<100','>=7',4,none,4,car,39,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
female,'<0',30,'existing paid',furniture/equipment,3622,'>=1000','>=7',4,none,4,'life insurance',57,none,rent,2,skilled,1,yes,yes,good
male,'0<=X<200',12,'critical/other existing credit','new car',958,'<100','4<=X<7',2,none,3,'real estate',47,none,own,2,'unskilled resident',2,none,yes,good
male,'no checking',36,'critical/other existing credit','used car',5711,'>=1000','>=7',4,none,2,car,38,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',24,'existing paid',radio/tv,3621,'100<=X<500','>=7',2,none,4,car,31,none,own,2,skilled,1,none,yes,bad
male,'<0',24,'no credits/all paid',furniture/equipment,4110,'<100','>=7',3,none,4,'no known property',23,bank,rent,2,skilled,2,none,yes,bad
female,'0<=X<200',12,'existing paid',radio/tv,2930,'<100','4<=X<7',2,none,1,'real estate',27,none,own,1,skilled,1,none,yes,good
female,'<0',12,'existing paid',radio/tv,1498,'<100','1<=X<4',4,none,1,car,23,bank,own,1,skilled,1,none,yes,good
male,'no checking',24,'critical/other existing credit',radio/tv,2578,'>=1000','>=7',2,none,2,car,34,none,own,1,skilled,1,none,yes,good
male,'<0',24,'all paid',other,1358,'no known savings','>=7',4,none,3,car,40,stores,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'0<=X<200',36,'existing paid',education,2273,'<100','4<=X<7',3,none,1,car,32,none,own,2,skilled,2,none,yes,good
male,'0<=X<200',12,'critical/other existing credit','new car',3124,'<100','<1',1,none,3,'real estate',49,bank,own,2,'unskilled resident',2,none,yes,good
female,'0<=X<200',12,'no credits/all paid',furniture/equipment,2969,'<100','<1',4,none,3,'life insurance',25,none,rent,2,skilled,1,none,yes,bad
female,'>=200',12,'existing paid',furniture/equipment,1424,'no known savings','>=7',3,none,4,'real estate',55,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',24,'existing paid','used car',2670,'<100','>=7',4,none,4,car,35,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',9,'existing paid',radio/tv,1478,'<100','4<=X<7',4,none,2,car,22,none,own,1,skilled,1,none,yes,bad
male,'no checking',18,'critical/other existing credit','used car',3229,'no known savings',unemployed,2,none,4,'no known property',38,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
female,'0<=X<200',48,'all paid',business,6416,'<100','>=7',4,none,3,'no known property',59,none,rent,1,skilled,1,none,yes,bad
male,'<0',27,'no credits/all paid',business,5293,'<100',unemployed,2,none,4,'life insurance',50,stores,own,2,skilled,1,yes,yes,bad
male,'0<=X<200',30,'existing paid',furniture/equipment,3832,'<100','<1',2,none,1,'life insurance',22,none,own,1,skilled,1,none,yes,good
male,'<0',36,'critical/other existing credit',furniture/equipment,5371,'<100','1<=X<4',3,guarantor,2,'life insurance',28,none,own,2,skilled,1,none,yes,good
male,'>=200',24,'critical/other existing credit','new car',1344,'no known savings','4<=X<7',4,none,2,'real estate',37,bank,own,2,'unskilled resident',2,none,yes,bad
male,'no checking',42,'critical/other existing credit',furniture/equipment,4042,'500<=X<1000','1<=X<4',4,none,4,'real estate',36,none,own,2,skilled,1,yes,yes,good
female,'<0',18,'existing paid',radio/tv,3509,'<100','4<=X<7',4,guarantor,1,'real estate',25,none,own,1,skilled,1,none,yes,good
male,'>=200',15,'critical/other existing credit','used car',2360,'500<=X<1000','1<=X<4',2,none,2,car,36,none,own,1,skilled,1,yes,yes,good
male,'0<=X<200',18,'existing paid',radio/tv,3213,'500<=X<1000','<1',1,none,3,'real estate',25,none,rent,1,skilled,1,none,yes,good
male,'0<=X<200',6,'delayed previously','new car',1209,'<100',unemployed,4,none,4,'life insurance',47,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
female,'<0',6,'all paid',education,1198,'<100','>=7',4,none,4,'no known property',35,none,'for free',1,skilled,1,none,yes,bad
male,'no checking',18,'existing paid',furniture/equipment,1984,'<100','1<=X<4',4,none,4,'no known property',47,bank,'for free',2,skilled,1,none,yes,good
male,'0<=X<200',30,'delayed previously',business,2503,'100<=X<500','>=7',4,none,2,'life insurance',41,stores,own,2,skilled,1,none,yes,good
male,'no checking',24,'existing paid',furniture/equipment,5511,'100<=X<500','1<=X<4',4,none,1,car,25,stores,own,1,skilled,1,none,yes,good
female,'<0',12,'existing paid','new car',1228,'<100','1<=X<4',4,none,2,'real estate',24,none,own,1,'unskilled resident',1,none,yes,bad
male,'no checking',9,'existing paid',education,3832,'no known savings','>=7',1,none,4,'real estate',64,none,own,1,'unskilled resident',1,none,yes,good
male,'<0',6,'critical/other existing credit',radio/tv,1169,'no known savings','>=7',4,none,4,'real estate',67,none,own,2,skilled,1,yes,yes,good
male,'<0',12,'existing paid',furniture/equipment,708,'<100','1<=X<4',2,guarantor,3,'life insurance',38,none,own,1,'unskilled resident',2,none,yes,good
male,'0<=X<200',48,'existing paid','new car',6560,'100<=X<500','4<=X<7',3,none,2,'life insurance',24,none,own,1,skilled,1,none,yes,bad
male,'no checking',24,'existing paid',radio/tv,1552,'<100','4<=X<7',3,none,1,car,32,bank,own,1,skilled,2,none,yes,good
male,'<0',24,'critical/other existing credit',business,1382,'100<=X<500','4<=X<7',4,none,1,'real estate',26,none,own,2,skilled,1,yes,yes,good
male,'no checking',12,'delayed previously','used car',1503,'<100','1<=X<4',4,none,4,'real estate',41,none,rent,1,skilled,1,none,yes,good
male,'>=200',24,'existing paid',radio/tv,5152,'<100','4<=X<7',4,none,2,car,25,bank,own,1,skilled,1,none,yes,good
male,'0<=X<200',18,'delayed previously','new car',2899,'no known savings','>=7',4,none,4,car,43,none,own,1,skilled,2,none,yes,good
female,'0<=X<200',24,'delayed previously',furniture/equipment,2064,'<100',unemployed,3,none,2,'life insurance',34,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'<0',12,'critical/other existing credit','new car',2121,'<100','1<=X<4',4,none,2,'life insurance',30,none,own,2,skilled,1,none,yes,good
male,'no checking',9,'critical/other existing credit',furniture/equipment,2406,'<100',unemployed,2,none,3,car,31,none,own,1,'high qualif/self emp/mgmt',1,none,yes,good
female,'no checking',15,'existing paid','new car',3186,'>=1000','4<=X<7',2,none,3,car,20,none,rent,1,skilled,1,none,yes,good
male,'<0',48,'existing paid',radio/tv,6999,'<100','4<=X<7',1,guarantor,1,'real estate',34,none,own,2,skilled,1,yes,yes,bad
male,'no checking',15,'existing paid',radio/tv,1386,'no known savings','1<=X<4',4,none,2,'real estate',40,none,rent,1,skilled,1,yes,yes,good
male,'no checking',12,'critical/other existing credit',radio/tv,618,'<100','>=7',4,none,4,'real estate',56,none,own,1,skilled,1,none,yes,good
male,'no checking',24,'critical/other existing credit','used car',6842,'no known savings','1<=X<4',2,none,4,'life insurance',46,none,own,2,'high qualif/self emp/mgmt',2,yes,yes,good
male,'0<=X<200',36,'delayed previously',business,4455,'<100','1<=X<4',2,none,2,'real estate',30,stores,own,2,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'<0',30,'existing paid',repairs,11998,'<100','<1',1,none,1,'no known property',34,none,own,1,'unskilled resident',1,yes,yes,bad
male,'no checking',36,'delayed previously','used car',8947,'no known savings','4<=X<7',3,none,2,car,31,stores,own,1,'high qualif/self emp/mgmt',2,yes,yes,good
female,'no checking',36,'existing paid',radio/tv,2394,'no known savings','1<=X<4',4,none,4,car,25,none,own,1,skilled,1,none,yes,good
male,'0<=X<200',36,'existing paid','used car',9398,'<100','<1',1,none,4,car,28,none,rent,1,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'<0',36,'delayed previously',education,6887,'<100','1<=X<4',4,none,3,'life insurance',29,stores,own,1,skilled,1,yes,yes,bad
female,'no checking',6,'existing paid','new car',672,'<100',unemployed,1,none,4,'real estate',54,none,own,1,'unemp/unskilled non res',1,yes,yes,good
female,'0<=X<200',12,'existing paid',furniture/equipment,2762,'no known savings','>=7',1,none,2,'life insurance',25,bank,own,1,skilled,1,yes,yes,bad
male,'no checking',12,'critical/other existing credit',furniture/equipment,5801,'no known savings','>=7',2,none,4,'life insurance',49,none,rent,1,skilled,1,yes,yes,good
female,'no checking',21,'critical/other existing credit',furniture/equipment,2288,'<100','<1',4,none,4,'life insurance',23,none,own,1,skilled,1,yes,yes,good
male,'no checking',21,'delayed previously',furniture/equipment,1591,'100<=X<500','4<=X<7',4,none,3,'real estate',34,none,own,2,'high qualif/self emp/mgmt',1,none,yes,good
male,'0<=X<200',18,'critical/other existing credit','new car',1056,'<100','>=7',3,guarantor,3,'real estate',30,bank,own,2,skilled,1,none,yes,bad
female,'no checking',12,'critical/other existing credit',radio/tv,1240,'no known savings','>=7',4,none,2,'real estate',38,none,own,2,skilled,1,yes,yes,good
male,'no checking',36,'critical/other existing credit','used car',11054,'no known savings','1<=X<4',4,none,2,car,30,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',36,'existing paid','new car',909,'500<=X<1000','>=7',4,none,4,'life insurance',36,none,own,1,skilled,1,none,yes,good
male,'0<=X<200',7,'existing paid',radio/tv,2415,'<100','1<=X<4',3,guarantor,2,'real estate',34,none,own,1,skilled,1,none,yes,good
male,'no checking',24,'critical/other existing credit',radio/tv,2223,'100<=X<500','>=7',4,none,4,'life insurance',52,bank,own,2,skilled,1,none,yes,good
male,'no checking',6,'existing paid',radio/tv,2108,'<100','4<=X<7',2,none,2,'real estate',29,none,rent,1,skilled,1,none,yes,good
male,'0<=X<200',15,'critical/other existing credit',business,2326,'500<=X<1000','1<=X<4',2,none,4,car,27,bank,own,1,skilled,1,none,yes,good
male,'no checking',15,'critical/other existing credit',radio/tv,1471,'<100','1<=X<4',4,none,4,'no known property',35,none,'for free',2,skilled,1,yes,yes,good
male,'0<=X<200',24,'critical/other existing credit',business,1935,'<100','>=7',4,none,4,'real estate',31,none,own,2,skilled,1,yes,yes,bad
female,'no checking',15,'existing paid','new car',5324,'500<=X<1000','>=7',1,none,4,'no known property',35,none,'for free',1,skilled,1,none,yes,good
male,'>=200',6,'existing paid','new car',709,'>=1000','<1',2,none,2,'real estate',27,none,own,1,'unemp/unskilled non res',1,none,no,good
male,'0<=X<200',8,'existing paid',radio/tv,1414,'<100','1<=X<4',4,guarantor,2,'real estate',33,none,own,1,skilled,1,none,no,good
male,'no checking',24,'existing paid',furniture/equipment,2835,'500<=X<1000','>=7',3,none,4,'life insurance',53,none,own,1,skilled,1,none,yes,good
male,'<0',13,'critical/other existing credit',business,1797,'<100','<1',3,none,1,'life insurance',28,bank,own,2,'unskilled resident',1,none,yes,good
male,'0<=X<200',12,'existing paid',business,1037,'100<=X<500','4<=X<7',3,none,4,'real estate',39,none,own,1,'unskilled resident',1,none,yes,good
female,'0<=X<200',42,'critical/other existing credit',business,5954,'<100','4<=X<7',2,none,1,'real estate',41,bank,own,2,'unskilled resident',1,none,yes,good
female,'no checking',36,'delayed previously',radio/tv,4454,'<100','1<=X<4',4,none,4,'real estate',34,none,own,2,skilled,1,none,yes,good
male,'<0',48,'existing paid','domestic appliance',3051,'<100','1<=X<4',3,none,4,car,54,none,own,1,skilled,1,none,yes,bad
female,'no checking',12,'critical/other existing credit',radio/tv,1291,'<100','1<=X<4',4,none,2,'life insurance',35,none,own,2,skilled,1,none,yes,good
male,'0<=X<200',48,'all paid',business,3566,'100<=X<500','4<=X<7',4,none,2,car,30,none,own,1,skilled,1,none,yes,good
male,'no checking',6,'critical/other existing credit',furniture/equipment,1221,'no known savings','1<=X<4',1,none,2,'life insurance',27,none,own,2,skilled,1,none,yes,good
male,'no checking',4,'critical/other existing credit',radio/tv,1544,'<100','4<=X<7',2,none,1,'real estate',42,none,own,3,'unskilled resident',2,none,yes,good
male,'0<=X<200',12,'existing paid',radio/tv,625,'<100','<1',4,guarantor,1,'real estate',26,bank,own,1,'unskilled resident',1,none,yes,good
male,'0<=X<200',12,'existing paid','new car',2002,'<100','4<=X<7',3,none,4,'life insurance',30,none,rent,1,skilled,2,yes,yes,good
female,'<0',24,'existing paid','new car',3123,'<100','<1',4,none,1,'life insurance',27,none,own,1,skilled,1,none,yes,bad
male,'no checking',15,'existing paid',furniture/equipment,2708,'<100','<1',2,none,3,'life insurance',27,bank,own,2,'unskilled resident',1,none,yes,good
male,'no checking',12,'critical/other existing credit',education,3565,'no known savings','<1',2,none,1,'life insurance',37,none,own,2,'unskilled resident',2,none,yes,good
male,'>=200',12,'critical/other existing credit','new car',1480,'500<=X<1000',unemployed,2,none,4,'no known property',66,bank,'for free',3,'unemp/unskilled non res',1,none,yes,good
male,'no checking',15,'critical/other existing credit',radio/tv,1360,'<100','1<=X<4',4,none,2,'life insurance',31,none,own,2,skilled,1,none,yes,good
male,'0<=X<200',12,'existing paid',radio/tv,1158,'500<=X<1000','1<=X<4',3,none,1,car,26,none,own,1,skilled,1,yes,yes,good
male,'0<=X<200',12,'existing paid',radio/tv,1103,'<100','4<=X<7',4,guarantor,3,'real estate',29,none,own,2,skilled,1,none,no,good
female,'<0',24,'existing paid',furniture/equipment,7721,'no known savings','<1',1,none,2,'life insurance',30,none,own,1,skilled,1,yes,no,good
male,'<0',18,'existing paid','domestic appliance',1217,'<100','1<=X<4',4,none,3,'real estate',47,none,own,1,'unskilled resident',1,yes,yes,bad
male,'0<=X<200',12,'existing paid',radio/tv,6468,'no known savings',unemployed,2,none,1,'no known property',52,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'0<=X<200',24,'existing paid',radio/tv,2039,'<100','<1',1,none,1,'life insurance',22,none,own,1,skilled,1,yes,yes,bad
male,'0<=X<200',20,'delayed previously',other,2629,'<100','1<=X<4',2,none,3,car,29,bank,own,2,skilled,1,yes,yes,good
male,'>=200',15,'critical/other existing credit',radio/tv,1271,'no known savings','1<=X<4',3,none,4,'no known property',39,none,'for free',2,skilled,1,yes,yes,bad
male,'no checking',12,'existing paid',radio/tv,804,'<100','>=7',4,none,4,car,38,none,own,1,skilled,1,none,yes,good
male,'no checking',10,'critical/other existing credit',furniture/equipment,2069,'no known savings','1<=X<4',2,none,1,car,26,none,own,2,skilled,1,none,no,good
male,'no checking',48,'delayed previously',radio/tv,7238,'no known savings','>=7',3,none,3,car,32,bank,own,2,skilled,2,none,yes,good
female,'>=200',18,'existing paid',furniture/equipment,3049,'<100','<1',1,none,1,'life insurance',45,stores,own,1,'unskilled resident',1,none,yes,good
female,'0<=X<200',15,'existing paid','new car',2631,'100<=X<500','1<=X<4',2,none,4,car,28,none,rent,2,skilled,1,yes,yes,bad
female,'0<=X<200',30,'existing paid',furniture/equipment,3441,'100<=X<500','1<=X<4',2,'co applicant',4,car,21,none,rent,1,skilled,1,none,yes,bad
male,'no checking',24,'existing paid',radio/tv,2284,'<100','4<=X<7',4,none,2,car,28,none,own,1,skilled,1,yes,yes,good
female,'<0',18,'critical/other existing credit',furniture/equipment,1049,'<100','<1',4,none,4,'life insurance',21,none,rent,1,skilled,1,none,yes,good
male,'<0',24,'existing paid',furniture/equipment,4169,'<100','1<=X<4',4,none,4,'life insurance',28,none,own,1,skilled,1,none,yes,good
male,'0<=X<200',27,'delayed previously','used car',5965,'<100','>=7',1,none,2,car,30,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
male,'0<=X<200',15,'all paid','new car',6850,'100<=X<500',unemployed,1,none,2,'life insurance',34,none,own,1,'high qualif/self emp/mgmt',2,yes,yes,bad
male,'<0',6,'critical/other existing credit','new car',1361,'<100','<1',2,none,4,'real estate',40,none,own,1,'unskilled resident',2,none,no,good
female,'no checking',18,'critical/other existing credit',furniture/equipment,1817,'<100','1<=X<4',4,none,2,'no known property',28,none,own,2,skilled,1,none,yes,good
male,'no checking',24,'critical/other existing credit','new car',1940,'>=1000','>=7',4,none,4,'real estate',60,none,own,1,skilled,1,yes,yes,good
male,'no checking',10,'critical/other existing credit','new car',1231,'<100','>=7',3,none,4,'real estate',32,none,own,2,'unskilled resident',2,none,no,good
female,'no checking',6,'critical/other existing credit',radio/tv,1554,'<100','4<=X<7',1,none,2,car,24,none,rent,2,skilled,1,yes,yes,good
male,'no checking',18,'critical/other existing credit',radio/tv,629,'500<=X<1000','>=7',4,none,3,'life insurance',32,bank,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',15,'delayed previously',radio/tv,1478,'<100','1<=X<4',4,none,3,'real estate',33,bank,own,2,skilled,1,none,yes,good
male,'<0',45,'no credits/all paid',business,11816,'<100','>=7',2,none,4,car,29,none,rent,2,skilled,1,none,yes,bad
male,'<0',6,'existing paid','new car',1203,'100<=X<500','>=7',3,none,2,'life insurance',43,none,own,1,skilled,1,yes,yes,good
male,'0<=X<200',7,'existing paid',radio/tv,2576,'<100','1<=X<4',2,guarantor,2,'real estate',35,none,own,1,skilled,1,none,yes,good
female,'0<=X<200',24,'existing paid','used car',12579,'<100','>=7',4,none,2,'no known property',44,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'no checking',30,'critical/other existing credit','used car',7596,'no known savings','>=7',1,none,4,car,63,none,own,2,skilled,1,none,yes,good
female,'no checking',15,'delayed previously',furniture/equipment,960,'>=1000','4<=X<7',3,none,2,'life insurance',30,none,own,2,skilled,1,none,yes,good
male,'0<=X<200',48,'existing paid',radio/tv,3979,'no known savings','4<=X<7',4,none,1,car,41,none,own,2,skilled,2,yes,yes,good
male,'no checking',24,'critical/other existing credit',repairs,2058,'<100','1<=X<4',4,none,2,'real estate',33,none,own,2,skilled,1,yes,yes,good
female,'<0',18,'existing paid',furniture/equipment,3650,'<100','<1',1,none,4,car,22,none,rent,1,skilled,1,none,yes,good
female,'<0',24,'existing paid',other,1755,'<100','>=7',4,guarantor,4,'real estate',58,none,own,1,'unskilled resident',1,yes,yes,good
male,'0<=X<200',15,'critical/other existing credit',radio/tv,1537,'no known savings','>=7',4,guarantor,4,'real estate',50,none,own,2,skilled,1,yes,yes,good
female,'no checking',12,'existing paid',radio/tv,1493,'<100','<1',4,none,3,car,34,none,own,1,skilled,2,none,yes,good
male,'0<=X<200',48,'all paid','new car',12169,'no known savings',unemployed,4,'co applicant',4,'no known property',36,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,good
female,'<0',47,'existing paid','new car',10722,'<100','<1',1,none,1,'real estate',35,none,own,1,'unskilled resident',1,yes,yes,good
male,'0<=X<200',18,'existing paid',education,1239,'no known savings','1<=X<4',4,none,4,'no known property',61,none,'for free',1,skilled,1,none,yes,good
male,'no checking',10,'existing paid',education,727,'500<=X<1000','>=7',4,none,4,'no known property',46,none,'for free',1,skilled,1,yes,yes,good
male,'<0',11,'critical/other existing credit','new car',3905,'<100','1<=X<4',2,none,2,'real estate',36,none,rent,2,skilled,2,none,yes,good
female,'no checking',6,'existing paid',furniture/equipment,4611,'<100','<1',1,none,4,'life insurance',32,none,own,1,skilled,1,none,yes,bad
female,'0<=X<200',12,'existing paid',radio/tv,1567,'<100','1<=X<4',1,none,1,car,22,none,own,1,skilled,1,yes,yes,good
male,'<0',21,'all paid','new car',1647,'no known savings','1<=X<4',4,none,2,'life insurance',40,none,own,2,'unskilled resident',2,none,yes,bad
male,'<0',36,'existing paid',furniture/equipment,3446,'<100','>=7',4,none,2,car,42,none,own,1,skilled,2,none,yes,bad
male,'no checking',24,'existing paid','used car',9277,'no known savings','1<=X<4',2,none,4,'no known property',48,none,'for free',1,skilled,1,yes,yes,good
male,'0<=X<200',48,'no credits/all paid',business,12204,'no known savings','1<=X<4',2,none,2,car,48,bank,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',24,'delayed previously',business,2978,'no known savings','1<=X<4',4,none,4,'real estate',32,none,own,2,skilled,2,yes,yes,good
female,'no checking',24,'existing paid','used car',5433,'no known savings',unemployed,2,none,4,'life insurance',26,none,rent,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'0<=X<200',15,'existing paid',repairs,1514,'100<=X<500','1<=X<4',4,guarantor,2,'real estate',22,none,own,1,skilled,1,none,yes,good
male,'0<=X<200',36,'delayed previously','new car',8086,'100<=X<500','>=7',2,none,4,car,42,none,own,4,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'<0',24,'delayed previously','new car',1333,'<100',unemployed,4,none,2,'real estate',43,none,'for free',2,skilled,2,none,yes,bad
female,'no checking',9,'existing paid',furniture/equipment,1388,'<100','1<=X<4',4,none,2,'real estate',26,none,rent,1,skilled,1,none,yes,good
female,'no checking',9,'existing paid',furniture/equipment,1980,'<100','<1',2,'co applicant',2,car,19,none,rent,2,skilled,1,none,yes,bad
male,'<0',12,'existing paid',furniture/equipment,2577,'<100','1<=X<4',2,none,1,car,42,none,own,1,skilled,1,none,yes,good
male,'no checking',24,'critical/other existing credit',other,6314,'<100',unemployed,4,'co applicant',2,'no known property',27,bank,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',6,'critical/other existing credit','new car',2080,'500<=X<1000','1<=X<4',1,none,2,car,24,none,own,1,skilled,1,none,yes,good
female,'<0',18,'existing paid',furniture/equipment,2039,'<100','1<=X<4',1,none,4,'real estate',20,bank,rent,1,skilled,1,none,yes,bad
female,'no checking',15,'existing paid','domestic appliance',874,'no known savings','<1',4,none,1,'real estate',24,none,own,1,skilled,1,none,yes,good
female,'<0',6,'critical/other existing credit',radio/tv,1957,'<100','4<=X<7',1,none,4,car,31,none,own,1,skilled,1,none,yes,good
male,'0<=X<200',10,'existing paid','new car',7308,'<100',unemployed,2,none,4,'no known property',70,bank,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'>=200',24,'existing paid',furniture/equipment,1925,'<100','1<=X<4',2,none,2,'real estate',26,none,own,1,skilled,1,none,yes,good
female,'0<=X<200',24,'existing paid','new car',1355,'<100','<1',3,none,4,car,25,none,own,1,'unskilled resident',1,yes,yes,bad
female,'<0',12,'existing paid',education,795,'<100','<1',4,none,4,'life insurance',53,none,own,1,skilled,1,none,yes,bad
male,'>=200',30,'critical/other existing credit',radio/tv,3017,'<100','>=7',4,none,4,'life insurance',47,none,own,1,skilled,1,none,yes,good
female,'<0',48,'all paid',business,7685,'<100','4<=X<7',2,guarantor,4,car,37,none,rent,1,skilled,1,none,yes,bad
male,'no checking',12,'critical/other existing credit',business,2292,'<100',unemployed,4,none,2,car,42,stores,own,2,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'<0',36,'existing paid',education,1977,'no known savings','>=7',4,none,4,'no known property',40,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
female,'no checking',36,'critical/other existing credit','new car',7855,'<100','1<=X<4',4,none,2,'real estate',25,stores,own,2,skilled,1,yes,yes,bad
male,'no checking',18,'critical/other existing credit','new car',2775,'<100','4<=X<7',2,none,2,'life insurance',31,bank,own,2,skilled,1,none,yes,bad
male,'0<=X<200',21,'delayed previously','new car',2353,'<100','1<=X<4',1,none,4,'life insurance',47,none,own,2,skilled,1,none,yes,good
male,'no checking',18,'existing paid','new car',1820,'<100','1<=X<4',2,none,2,'life insurance',30,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',12,'existing paid','used car',2445,'no known savings','<1',2,none,4,car,26,none,rent,1,skilled,1,yes,yes,good
male,'<0',12,'existing paid',radio/tv,1680,'500<=X<1000','>=7',3,none,1,'real estate',35,none,own,1,skilled,1,none,yes,good
female,'<0',18,'delayed previously',education,8471,'no known savings','1<=X<4',1,none,2,car,23,none,rent,2,skilled,1,yes,yes,good
male,'0<=X<200',26,'existing paid','used car',7966,'<100','<1',2,none,3,car,30,none,own,2,skilled,1,none,yes,good
male,'<0',12,'existing paid','used car',3386,'<100','>=7',3,none,4,'no known property',35,none,'for free',1,skilled,1,yes,yes,bad
male,'>=200',12,'critical/other existing credit','new car',939,'500<=X<1000','4<=X<7',4,none,2,'real estate',28,none,own,3,skilled,1,yes,yes,bad
female,'no checking',12,'critical/other existing credit',radio/tv,797,'no known savings','>=7',4,none,3,'life insurance',33,bank,own,1,'unskilled resident',2,none,yes,bad
male,'<0',24,'existing paid',furniture/equipment,1747,'<100','<1',4,'co applicant',1,'life insurance',24,none,own,1,'unskilled resident',1,none,no,good
male,'<0',12,'no credits/all paid',repairs,1108,'<100','4<=X<7',4,none,3,'real estate',28,none,own,2,skilled,1,none,yes,bad
female,'0<=X<200',13,'existing paid',radio/tv,2101,'<100','<1',2,guarantor,4,'life insurance',23,none,own,1,'unskilled resident',1,none,yes,good
male,'<0',24,'existing paid','used car',6579,'<100',unemployed,4,none,2,'no known property',29,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',48,'delayed previously',radio/tv,12749,'500<=X<1000','4<=X<7',4,none,1,car,37,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',12,'critical/other existing credit',radio/tv,522,'500<=X<1000','>=7',4,none,4,'life insurance',42,none,own,2,skilled,2,yes,yes,good
male,'<0',24,'all paid',furniture/equipment,2828,'500<=X<1000','1<=X<4',4,none,4,'real estate',22,stores,own,1,skilled,1,yes,yes,good
female,'0<=X<200',24,'existing paid','new car',2718,'<100','1<=X<4',3,none,4,'life insurance',20,none,rent,1,'unskilled resident',1,yes,yes,bad
female,'>=200',10,'existing paid','new car',1240,'100<=X<500','>=7',1,none,4,'no known property',48,none,'for free',1,'unskilled resident',2,none,yes,bad
male,'0<=X<200',12,'existing paid','new car',1318,'>=1000','>=7',4,none,4,'real estate',54,none,own,1,skilled,1,yes,yes,good
female,'<0',48,'existing paid',business,4308,'<100','<1',3,none,4,'life insurance',24,none,rent,1,skilled,1,none,yes,bad
female,'<0',12,'existing paid',furniture/equipment,2578,'<100',unemployed,3,none,4,'no known property',55,none,'for free',1,'high qualif/self emp/mgmt',1,none,yes,good
male,'no checking',24,'existing paid',radio/tv,1311,'100<=X<500','4<=X<7',4,none,3,'life insurance',26,none,own,1,skilled,1,yes,yes,good
male,'<0',30,'critical/other existing credit','used car',6187,'100<=X<500','4<=X<7',1,none,4,car,24,none,rent,2,skilled,1,none,yes,good
male,'0<=X<200',18,'delayed previously',repairs,6204,'<100','1<=X<4',2,none,4,'real estate',44,none,own,1,'unskilled resident',2,yes,yes,good
male,'0<=X<200',6,'existing paid',radio/tv,1068,'<100','>=7',4,none,4,car,28,none,own,1,skilled,2,none,yes,good
female,'0<=X<200',11,'existing paid',furniture/equipment,1577,'>=1000','<1',4,none,1,'real estate',20,none,own,1,skilled,1,none,yes,good
male,'no checking',24,'critical/other existing credit',furniture/equipment,1585,'<100','4<=X<7',4,none,3,'life insurance',40,none,own,2,skilled,1,none,yes,good
male,'<0',18,'all paid',radio/tv,1940,'<100','<1',3,'co applicant',4,'no known property',36,bank,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'0<=X<200',24,'no credits/all paid',business,4241,'<100','1<=X<4',1,none,4,'real estate',36,none,own,3,'unskilled resident',1,yes,yes,bad
male,'>=200',6,'critical/other existing credit','new car',1299,'<100','1<=X<4',1,none,1,'real estate',74,none,own,3,'unemp/unskilled non res',2,none,no,good
male,'no checking',24,'existing paid','new car',1469,'100<=X<500','>=7',4,none,4,'real estate',41,none,rent,1,'unskilled resident',1,none,yes,good
male,'no checking',28,'critical/other existing credit',radio/tv,2743,'<100','>=7',4,none,2,car,29,none,own,2,skilled,1,none,yes,good
male,'no checking',12,'existing paid',radio/tv,1963,'<100','4<=X<7',4,none,2,car,31,none,rent,2,'high qualif/self emp/mgmt',2,yes,yes,good
female,'0<=X<200',48,'critical/other existing credit',furniture/equipment,5096,'<100','1<=X<4',2,none,3,car,30,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'<0',12,'existing paid','new car',2579,'<100','<1',4,none,1,'real estate',33,none,own,1,'unskilled resident',2,none,yes,bad
female,'no checking',36,'delayed previously',furniture/equipment,7678,'500<=X<1000','4<=X<7',2,none,4,car,40,none,own,2,skilled,1,yes,yes,good
male,'0<=X<200',30,'critical/other existing credit','new car',2181,'no known savings','>=7',4,none,4,'real estate',36,none,own,2,skilled,1,none,yes,good
female,'no checking',6,'existing paid',education,1538,'<100','<1',1,none,2,'no known property',56,none,own,1,skilled,1,none,yes,good
male,'<0',6,'critical/other existing credit',radio/tv,338,'500<=X<1000','>=7',4,none,4,car,52,none,own,2,skilled,1,none,yes,good
male,'0<=X<200',39,'delayed previously',education,11760,'100<=X<500','4<=X<7',2,none,3,'no known property',32,none,rent,1,skilled,1,yes,yes,good
female,'0<=X<200',24,'critical/other existing credit',furniture/equipment,4736,'<100','<1',2,none,4,car,25,bank,own,1,'unskilled resident',1,none,yes,bad
male,'>=200',24,'existing paid',furniture/equipment,2892,'<100','>=7',3,none,4,'no known property',51,none,'for free',1,skilled,1,none,yes,good
male,'no checking',6,'critical/other existing credit',radio/tv,1740,'<100','>=7',2,none,2,'real estate',30,none,rent,2,skilled,1,none,yes,good
male,'0<=X<200',36,'delayed previously',business,9857,'100<=X<500','4<=X<7',1,none,3,'life insurance',31,none,own,2,'unskilled resident',2,yes,yes,good
male,'>=200',12,'existing paid','new car',1330,'<100','<1',4,none,1,'real estate',26,none,own,1,skilled,1,none,yes,good
male,'>=200',30,'critical/other existing credit',radio/tv,3656,'no known savings','>=7',4,none,4,'life insurance',49,stores,own,2,'unskilled resident',1,none,yes,good
female,'<0',18,'existing paid','new car',976,'<100','<1',1,none,2,car,23,none,own,1,'unskilled resident',1,none,yes,bad
male,'<0',12,'all paid',radio/tv,2149,'<100','1<=X<4',4,none,1,'no known property',29,none,'for free',1,skilled,1,none,yes,bad
male,'<0',48,'existing paid','new car',7763,'<100','>=7',4,none,4,'no known property',42,bank,'for free',1,'high qualif/self emp/mgmt',1,none,yes,bad
male,'<0',6,'critical/other existing credit',furniture/equipment,3384,'<100','1<=X<4',1,none,4,'real estate',44,none,rent,1,'high qualif/self emp/mgmt',1,yes,yes,bad
female,'<0',24,'existing paid',radio/tv,1282,'100<=X<500','1<=X<4',4,none,2,car,32,none,own,1,'unskilled resident',1,none,yes,bad
female,'no checking',18,'critical/other existing credit','new car',1028,'<100','1<=X<4',4,none,3,'real estate',36,none,own,2,skilled,1,none,yes,good
male,'no checking',24,'existing paid','new car',1393,'<100','1<=X<4',2,guarantor,2,'real estate',31,none,own,1,skilled,1,yes,yes,good
male,'no checking',12,'existing paid',radio/tv,707,'<100','1<=X<4',4,none,2,'real estate',30,bank,own,2,skilled,1,none,yes,good
male,'<0',21,'critical/other existing credit','new car',571,'<100','>=7',4,none,4,'real estate',65,none,own,2,skilled,1,none,yes,good
male,'<0',36,'existing paid','used car',8229,'<100','1<=X<4',2,none,2,'life insurance',26,none,own,1,skilled,2,none,yes,bad
male,'<0',10,'critical/other existing credit','new car',2241,'<100','<1',1,none,3,'real estate',48,none,rent,2,'unskilled resident',2,none,no,good
male,'no checking',12,'critical/other existing credit',radio/tv,2331,'no known savings','>=7',1,'co applicant',4,'real estate',49,none,own,1,skilled,1,yes,yes,good
male,'0<=X<200',30,'all paid',furniture/equipment,3496,'>=1000','1<=X<4',4,none,2,car,34,stores,own,1,skilled,2,yes,yes,good
male,'no checking',18,'delayed previously',business,2169,'<100','1<=X<4',4,none,2,car,28,none,own,1,skilled,1,yes,yes,bad
female,'0<=X<200',24,'critical/other existing credit',education,5743,'<100','<1',2,none,4,'no known property',24,none,'for free',2,skilled,1,yes,yes,good
male,'0<=X<200',24,'existing paid',other,11328,'<100','1<=X<4',2,'co applicant',3,car,29,bank,own,2,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'no checking',6,'all paid',radio/tv,1750,'500<=X<1000','>=7',2,none,4,'life insurance',45,bank,own,1,'unskilled resident',2,none,yes,good
female,'0<=X<200',24,'existing paid',radio/tv,5084,'no known savings','>=7',2,none,4,car,42,none,own,1,skilled,1,yes,yes,good
male,'<0',12,'existing paid',retraining,902,'<100','4<=X<7',4,none,4,'life insurance',21,none,rent,1,skilled,1,none,yes,bad
female,'<0',24,'existing paid',radio/tv,3660,'<100','1<=X<4',2,none,4,car,28,none,own,1,skilled,1,none,yes,good
male,'>=200',24,'critical/other existing credit',furniture/equipment,3617,'no known savings','>=7',4,'co applicant',4,'no known property',20,none,rent,2,skilled,1,none,yes,good
male,'<0',24,'all paid',furniture/equipment,3552,'<100','4<=X<7',3,none,4,car,27,bank,own,1,skilled,1,none,yes,bad
male,'no checking',36,'existing paid',education,1819,'<100','1<=X<4',4,none,4,'no known property',37,stores,'for free',1,skilled,1,yes,yes,bad
male,'no checking',48,'existing paid',business,3914,'no known savings','1<=X<4',4,none,2,'real estate',38,bank,own,1,skilled,1,none,yes,bad
male,'0<=X<200',24,'critical/other existing credit','new car',3878,'100<=X<500','<1',4,none,2,car,37,none,own,1,skilled,1,yes,yes,good
male,'no checking',18,'existing paid',furniture/equipment,3422,'<100','>=7',4,none,4,'life insurance',47,bank,own,3,skilled,2,yes,yes,good
male,'<0',9,'existing paid',furniture/equipment,2136,'<100','1<=X<4',3,none,2,'real estate',25,none,own,1,skilled,1,none,yes,good
female,'0<=X<200',24,'critical/other existing credit','used car',7758,'>=1000','>=7',2,none,4,'no known property',29,none,rent,1,skilled,1,none,yes,good
male,'<0',12,'critical/other existing credit','used car',1526,'<100','>=7',4,none,4,'no known property',66,none,'for free',2,'high qualif/self emp/mgmt',1,none,yes,good
male,'0<=X<200',24,'delayed previously',radio/tv,6403,'<100','<1',1,none,2,car,33,none,own,1,skilled,1,none,yes,good
female,'<0',36,'existing paid','new car',1842,'<100','<1',4,none,4,car,34,none,own,1,skilled,1,yes,yes,bad
male,'<0',12,'existing paid',radio/tv,674,'100<=X<500','4<=X<7',4,none,1,'life insurance',20,none,own,1,skilled,1,none,yes,bad
female,'no checking',12,'critical/other existing credit',furniture/equipment,1402,'500<=X<1000','4<=X<7',3,none,4,car,37,none,rent,1,skilled,1,yes,yes,good
male,'0<=X<200',6,'existing paid','new car',14555,'no known savings',unemployed,1,none,2,'life insurance',23,none,own,1,'unemp/unskilled non res',1,yes,yes,bad
female,'no checking',24,'existing paid','new car',3757,'<100','>=7',4,'co applicant',4,'no known property',62,none,'for free',1,skilled,1,yes,yes,good
female,'<0',10,'critical/other existing credit',furniture/equipment,2132,'no known savings','<1',2,'co applicant',3,'real estate',27,none,rent,2,skilled,1,none,no,good
male,'no checking',4,'critical/other existing credit','new car',1455,'<100','4<=X<7',2,none,1,'real estate',42,none,own,3,'unskilled resident',2,none,yes,good
male,'>=200',15,'existing paid',business,2687,'<100','4<=X<7',2,none,4,'life insurance',26,none,rent,1,skilled,1,yes,yes,good
male,'<0',21,'critical/other existing credit','new car',1602,'<100','>=7',4,none,3,car,30,none,own,2,skilled,1,yes,yes,good
female,'0<=X<200',24,'delayed previously','new car',1965,'no known savings','1<=X<4',4,none,4,car,42,none,rent,2,skilled,1,yes,yes,good
male,'<0',12,'existing paid',radio/tv,701,'<100','1<=X<4',4,none,2,'real estate',40,none,own,1,'unskilled resident',1,none,yes,good
female,'<0',42,'existing paid',radio/tv,7174,'no known savings','4<=X<7',4,none,3,car,30,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'no checking',6,'existing paid',retraining,1238,'no known savings',unemployed,4,none,4,'life insurance',36,none,own,1,'high qualif/self emp/mgmt',2,yes,yes,good
male,'<0',6,'critical/other existing credit','new car',4716,'no known savings','<1',1,none,3,'real estate',44,none,own,2,'unskilled resident',2,none,yes,good
female,'no checking',36,'critical/other existing credit',radio/tv,9566,'<100','1<=X<4',2,none,2,car,31,stores,own,2,skilled,1,none,yes,good
male,'no checking',27,'critical/other existing credit',furniture/equipment,4526,'>=1000','<1',4,none,2,'real estate',32,stores,own,2,'unskilled resident',2,yes,yes,good
female,'0<=X<200',30,'existing paid',radio/tv,2991,'no known savings','>=7',2,none,4,car,25,none,own,1,skilled,1,none,yes,good
female,'0<=X<200',18,'existing paid',furniture/equipment,3001,'<100','4<=X<7',2,none,4,'real estate',40,none,rent,1,skilled,1,none,yes,good
male,'<0',14,'existing paid','new car',8978,'<100','>=7',1,none,4,'life insurance',45,none,own,1,'high qualif/self emp/mgmt',1,yes,no,bad
male,'no checking',36,'existing paid',radio/tv,2299,'500<=X<1000','>=7',4,none,4,car,39,none,own,1,skilled,1,none,yes,good
male,'0<=X<200',9,'critical/other existing credit',education,1136,'>=1000','>=7',4,none,3,'no known property',32,none,'for free',2,skilled,2,none,yes,bad
female,'0<=X<200',9,'critical/other existing credit',education,1501,'<100','>=7',2,none,3,car,34,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'0<=X<200',45,'critical/other existing credit','used car',4576,'100<=X<500',unemployed,3,none,4,car,27,none,own,1,skilled,1,none,yes,good
female,'>=200',15,'existing paid',radio/tv,2327,'<100','<1',2,none,3,'real estate',25,none,own,1,'unskilled resident',1,none,yes,bad
female,'0<=X<200',24,'existing paid','used car',11560,'<100','1<=X<4',1,none,4,car,23,none,rent,2,'high qualif/self emp/mgmt',1,none,yes,bad
female,'no checking',12,'critical/other existing credit',education,2748,'<100','>=7',2,none,4,'no known property',57,bank,'for free',3,'unskilled resident',1,none,yes,good
male,'no checking',12,'existing paid',education,719,'<100','>=7',4,none,4,car,41,bank,own,1,'unskilled resident',2,none,yes,bad
female,'no checking',30,'critical/other existing credit',radio/tv,4530,'<100','4<=X<7',4,none,4,car,26,none,rent,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',48,'critical/other existing credit','new car',10127,'500<=X<1000','1<=X<4',2,none,2,'no known property',44,bank,'for free',1,skilled,1,none,yes,bad
female,'<0',21,'existing paid',furniture/equipment,3599,'<100','4<=X<7',1,none,4,car,26,none,rent,1,'unskilled resident',1,none,yes,good
male,'0<=X<200',27,'critical/other existing credit',radio/tv,2520,'500<=X<1000','1<=X<4',4,none,2,'life insurance',23,none,own,2,'unskilled resident',1,none,yes,bad
male,'no checking',18,'critical/other existing credit',radio/tv,1582,'>=1000','>=7',4,none,4,car,46,none,own,2,skilled,1,none,yes,good
female,'0<=X<200',18,'existing paid',furniture/equipment,1924,'no known savings','<1',4,none,3,'real estate',27,none,rent,1,skilled,1,none,yes,bad
male,'no checking',22,'existing paid',radio/tv,2675,'500<=X<1000','>=7',3,none,4,car,40,none,own,1,skilled,1,none,yes,good
male,'0<=X<200',24,'delayed previously',furniture/equipment,2333,'no known savings','<1',4,none,2,'life insurance',29,bank,own,1,'unskilled resident',1,none,yes,good
male,'<0',12,'no credits/all paid',radio/tv,6199,'<100','1<=X<4',4,none,2,'life insurance',28,none,rent,2,skilled,1,yes,yes,bad
male,'<0',48,'existing paid','used car',10297,'<100','4<=X<7',4,none,4,'no known property',39,stores,'for free',3,skilled,2,yes,yes,bad
male,'<0',27,'existing paid',radio/tv,3416,'<100','1<=X<4',3,none,2,car,27,none,own,1,'high qualif/self emp/mgmt',1,none,yes,good
male,'0<=X<200',24,'existing paid',radio/tv,3092,'100<=X<500','<1',3,none,2,car,22,none,rent,1,skilled,1,yes,yes,bad
female,'no checking',24,'critical/other existing credit',radio/tv,1516,'>=1000','1<=X<4',4,none,1,'real estate',43,none,own,2,'unskilled resident',1,none,yes,good
male,'no checking',15,'existing paid',radio/tv,1979,'no known savings','>=7',4,none,2,car,35,none,own,1,skilled,1,none,yes,good
male,'0<=X<200',30,'critical/other existing credit','new car',4249,'<100',unemployed,4,none,2,car,28,none,own,2,'high qualif/self emp/mgmt',1,none,yes,bad
male,'no checking',24,'existing paid',radio/tv,3430,'500<=X<1000','>=7',3,none,2,car,31,none,own,1,skilled,2,yes,yes,good
female,'0<=X<200',15,'no credits/all paid','new car',1778,'<100','<1',2,none,1,'real estate',26,none,rent,2,'unemp/unskilled non res',1,none,yes,bad
female,'0<=X<200',21,'existing paid',business,1188,'<100','>=7',2,none,4,'life insurance',39,none,own,1,skilled,2,none,yes,bad
male,'0<=X<200',42,'all paid','used car',9283,'<100',unemployed,1,none,2,'no known property',55,bank,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'<0',15,'existing paid',radio/tv,1053,'<100','<1',4,none,2,'real estate',27,none,own,1,skilled,1,none,no,good
female,'0<=X<200',18,'critical/other existing credit',furniture/equipment,3612,'<100','>=7',3,none,4,'life insurance',37,none,own,1,skilled,1,yes,yes,good
male,'0<=X<200',21,'critical/other existing credit',business,3652,'<100','4<=X<7',2,none,3,'life insurance',27,none,own,2,skilled,1,none,yes,good
male,'>=200',10,'existing paid','domestic appliance',1225,'<100','1<=X<4',2,none,2,car,37,none,own,1,skilled,1,yes,yes,good
female,'no checking',30,'all paid','used car',7485,'no known savings',unemployed,4,none,1,'real estate',53,bank,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'no checking',24,'existing paid',business,1258,'<100','4<=X<7',4,none,1,'real estate',25,none,own,1,skilled,1,yes,yes,good
male,'<0',36,'existing paid','used car',8335,'no known savings','>=7',3,none,4,'no known property',47,none,'for free',1,skilled,1,none,yes,bad
female,'no checking',48,'all paid',business,3609,'<100','1<=X<4',1,none,1,'real estate',27,stores,own,1,skilled,1,none,yes,good
male,'no checking',12,'delayed previously',repairs,1555,'>=1000','>=7',4,none,4,'no known property',55,none,'for free',2,skilled,2,none,yes,bad
female,'<0',15,'existing paid','new car',3959,'<100','1<=X<4',3,none,2,'life insurance',29,none,own,1,skilled,1,yes,yes,bad
male,'0<=X<200',24,'delayed previously',business,6967,'100<=X<500','4<=X<7',4,none,4,car,36,none,rent,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'0<=X<200',48,'delayed previously',other,7582,'100<=X<500',unemployed,2,none,4,'no known property',31,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,good
female,'0<=X<200',24,'all paid',education,1837,'<100','4<=X<7',4,none,4,'no known property',34,bank,'for free',1,'unskilled resident',1,none,yes,bad
female,'<0',48,'existing paid',radio/tv,6758,'<100','1<=X<4',3,none,2,car,31,none,own,1,skilled,1,yes,yes,bad
male,'<0',24,'all paid',furniture/equipment,2483,'500<=X<1000','1<=X<4',4,none,4,'real estate',22,stores,own,1,skilled,1,yes,yes,good
male,'<0',30,'no credits/all paid',business,8072,'no known savings','<1',2,none,3,car,25,bank,own,3,skilled,1,none,yes,good
male,'0<=X<200',12,'existing paid',repairs,639,'<100','1<=X<4',4,none,2,car,30,none,own,1,skilled,1,none,yes,bad
male,'<0',24,'existing paid','used car',2910,'<100','4<=X<7',2,none,1,'no known property',34,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'0<=X<200',60,'delayed previously',radio/tv,7418,'no known savings','1<=X<4',1,none,1,'real estate',27,none,own,1,'unskilled resident',1,none,yes,good
male,'no checking',48,'existing paid',radio/tv,10222,'no known savings','4<=X<7',4,none,3,car,37,stores,own,1,skilled,1,yes,yes,good
male,'0<=X<200',6,'existing paid',repairs,454,'<100','<1',3,none,1,'life insurance',22,none,own,1,'unskilled resident',1,none,yes,good
male,'no checking',24,'existing paid',business,4591,'>=1000','1<=X<4',2,none,3,'life insurance',54,none,own,3,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'no checking',48,'critical/other existing credit',radio/tv,3578,'no known savings','>=7',4,none,1,'real estate',47,none,own,1,skilled,1,yes,yes,good
male,'0<=X<200',60,'delayed previously',radio/tv,9157,'no known savings','1<=X<4',2,none,2,'no known property',27,none,'for free',1,'high qualif/self emp/mgmt',1,none,yes,good
male,'no checking',24,'critical/other existing credit',business,4526,'<100','1<=X<4',3,none,2,'real estate',74,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',36,'delayed previously',business,9572,'<100','<1',1,none,1,car,28,none,own,2,skilled,1,none,yes,bad
female,'0<=X<200',36,'no credits/all paid',radio/tv,3804,'<100','1<=X<4',4,none,1,car,42,none,own,1,skilled,1,yes,yes,bad
male,'<0',12,'critical/other existing credit','new car',691,'<100','>=7',4,none,3,'life insurance',35,none,own,2,skilled,1,none,yes,bad
male,'no checking',21,'existing paid','used car',2476,'no known savings','>=7',4,none,4,'real estate',46,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
female,'0<=X<200',9,'existing paid',radio/tv,790,'500<=X<1000','1<=X<4',4,none,3,'real estate',66,none,own,1,'unskilled resident',1,none,yes,good
male,'no checking',60,'existing paid','new car',6527,'no known savings','1<=X<4',4,none,4,'no known property',34,none,'for free',1,skilled,2,yes,yes,good
male,'0<=X<200',15,'all paid','new car',1264,'100<=X<500','1<=X<4',2,none,2,'life insurance',25,none,rent,1,skilled,1,none,yes,bad
female,'no checking',36,'critical/other existing credit',furniture/equipment,7127,'<100','<1',2,none,4,'life insurance',23,none,rent,2,skilled,1,yes,yes,bad
male,'no checking',24,'critical/other existing credit',furniture/equipment,2028,'<100','4<=X<7',2,none,2,'life insurance',30,none,own,2,'unskilled resident',1,none,yes,good
female,'no checking',11,'critical/other existing credit','new car',1393,'<100','<1',4,none,4,car,35,none,own,2,'high qualif/self emp/mgmt',1,none,yes,good
female,'0<=X<200',9,'existing paid','new car',3195,'no known savings','1<=X<4',1,none,2,'real estate',33,none,own,1,'unskilled resident',1,none,yes,good
male,'<0',12,'all paid',retraining,339,'<100','>=7',4,none,1,car,45,bank,own,1,'unskilled resident',1,none,yes,good
male,'no checking',24,'critical/other existing credit','used car',4042,'no known savings','4<=X<7',3,none,4,'life insurance',43,none,own,2,skilled,1,yes,yes,good
female,'no checking',12,'existing paid',furniture/equipment,763,'<100','1<=X<4',4,none,1,'real estate',26,none,own,1,skilled,1,yes,yes,good
male,'no checking',24,'critical/other existing credit',radio/tv,2424,'no known savings','>=7',4,none,4,'life insurance',53,none,own,2,skilled,1,none,yes,good
male,'no checking',36,'existing paid','used car',4686,'<100','1<=X<4',2,none,2,'no known property',32,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',11,'critical/other existing credit','new car',7228,'<100','1<=X<4',1,none,4,'life insurance',39,none,own,2,'unskilled resident',1,none,yes,good
male,'no checking',24,'existing paid','new car',7393,'<100','1<=X<4',1,none,4,'life insurance',43,none,own,1,'unskilled resident',2,none,yes,good
male,'no checking',12,'existing paid','new car',3527,'no known savings','<1',2,none,3,'life insurance',45,none,own,1,'high qualif/self emp/mgmt',2,yes,yes,good
female,'<0',6,'critical/other existing credit','new car',609,'<100','4<=X<7',4,none,3,'life insurance',37,none,own,2,skilled,1,none,no,good
female,'0<=X<200',24,'existing paid','used car',4113,'500<=X<1000','<1',3,none,4,car,28,none,rent,1,skilled,1,none,yes,bad
female,'0<=X<200',12,'critical/other existing credit',radio/tv,3573,'<100','1<=X<4',1,none,1,'real estate',23,none,own,1,'unskilled resident',1,none,yes,good
male,'no checking',15,'critical/other existing credit',furniture/equipment,1520,'no known savings','>=7',4,none,4,'life insurance',63,none,own,1,skilled,1,none,yes,good
male,'>=200',24,'critical/other existing credit',radio/tv,3148,'no known savings','1<=X<4',3,none,2,car,31,none,own,2,skilled,1,yes,yes,good
male,'no checking',36,'existing paid',radio/tv,3595,'<100','>=7',4,none,2,car,28,none,own,1,skilled,1,none,yes,good
male,'no checking',36,'no credits/all paid',repairs,2613,'<100','1<=X<4',4,none,2,car,27,none,own,2,skilled,1,none,yes,good
male,'no checking',6,'no credits/all paid',radio/tv,426,'<100','>=7',4,none,4,car,39,none,own,1,'unskilled resident',1,none,yes,good
female,'<0',12,'existing paid','new car',1893,'<100','1<=X<4',4,guarantor,4,'life insurance',29,none,own,1,skilled,1,yes,yes,good
female,'no checking',24,'critical/other existing credit','new car',1287,'>=1000','>=7',4,none,4,'real estate',37,none,own,2,skilled,1,yes,yes,good
male,'<0',36,'delayed previously',business,2145,'<100','4<=X<7',2,none,1,car,24,none,own,2,skilled,1,yes,yes,bad
male,'<0',18,'existing paid',furniture/equipment,2473,'<100',unemployed,4,none,1,car,25,none,own,1,'unemp/unskilled non res',1,none,yes,bad
male,'<0',24,'existing paid',furniture/equipment,3149,'<100','<1',4,none,1,'no known property',22,bank,'for free',1,skilled,1,none,yes,good
male,'>=200',18,'existing paid',radio/tv,2100,'<100','1<=X<4',4,'co applicant',2,'real estate',37,stores,own,1,skilled,1,none,yes,bad
female,'0<=X<200',30,'existing paid',radio/tv,1715,'no known savings','1<=X<4',4,none,1,car,26,none,own,1,skilled,1,none,yes,good
female,'0<=X<200',60,'all paid',other,14782,'100<=X<500','>=7',3,none,4,'no known property',60,bank,'for free',2,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'no checking',24,'delayed previously','used car',4679,'<100','4<=X<7',3,none,3,car,35,none,own,2,'unskilled resident',1,yes,yes,good
female,'no checking',15,'existing paid',radio/tv,3568,'<100','>=7',4,none,2,car,54,bank,rent,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'<0',20,'critical/other existing credit','new car',2235,'<100','1<=X<4',4,guarantor,2,'life insurance',33,bank,rent,2,skilled,1,none,no,bad
female,'0<=X<200',27,'existing paid',business,2528,'<100','<1',4,none,1,'life insurance',32,none,own,1,skilled,2,yes,yes,good
male,'no checking',21,'delayed previously','used car',2993,'<100','1<=X<4',3,none,2,'real estate',28,stores,own,2,'unskilled resident',1,none,yes,good
male,'0<=X<200',45,'existing paid',radio/tv,3031,'100<=X<500','1<=X<4',4,guarantor,4,'life insurance',21,none,rent,1,skilled,1,none,yes,bad
male,'no checking',36,'delayed previously','new car',10875,'<100','>=7',2,none,2,car,45,none,own,2,skilled,2,yes,yes,good
male,'no checking',10,'existing paid',furniture/equipment,2210,'<100','1<=X<4',2,none,2,'real estate',25,bank,rent,1,'unskilled resident',1,none,yes,bad
male,'0<=X<200',24,'critical/other existing credit',radio/tv,1216,'100<=X<500','<1',4,none,4,'no known property',38,bank,own,2,skilled,2,none,yes,bad
male,'<0',11,'critical/other existing credit','new car',3939,'<100','1<=X<4',1,none,2,'real estate',40,none,own,2,'unskilled resident',2,none,yes,good
male,'no checking',24,'delayed previously',business,2375,'500<=X<1000','1<=X<4',4,none,2,car,44,none,own,2,skilled,2,yes,yes,good
male,'no checking',24,'existing paid',retraining,937,'<100','<1',4,none,3,car,27,none,own,2,'unskilled resident',1,none,yes,good
male,'no checking',42,'existing paid',radio/tv,7166,'no known savings','4<=X<7',2,none,4,'life insurance',29,none,rent,1,skilled,1,yes,yes,good
male,'no checking',15,'existing paid','domestic appliance',1262,'500<=X<1000','4<=X<7',4,none,3,'life insurance',36,none,own,2,skilled,1,yes,yes,good
female,'no checking',15,'delayed previously','used car',3594,'<100','<1',1,none,2,'life insurance',46,none,own,2,'unskilled resident',1,none,yes,good
male,'>=200',36,'existing paid',radio/tv,5848,'<100','1<=X<4',4,none,1,car,24,none,own,1,skilled,1,none,yes,good
female,'0<=X<200',18,'critical/other existing credit',radio/tv,1795,'<100','>=7',3,guarantor,4,'real estate',48,bank,rent,2,'unskilled resident',1,yes,yes,good
male,'<0',36,'existing paid',furniture/equipment,3959,'<100',unemployed,4,none,3,'life insurance',30,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
female,'<0',24,'existing paid','new car',1285,'no known savings','4<=X<7',4,none,4,'no known property',32,none,rent,1,skilled,1,none,yes,bad
female,'>=200',15,'existing paid',education,392,'<100','<1',4,none,4,'life insurance',23,none,rent,1,skilled,1,yes,yes,good
male,'0<=X<200',48,'existing paid',radio/tv,10961,'>=1000','4<=X<7',1,'co applicant',2,'no known property',27,bank,own,2,skilled,1,yes,yes,bad
male,'no checking',9,'existing paid',radio/tv,2753,'100<=X<500','>=7',3,'co applicant',4,car,35,none,own,1,skilled,1,yes,yes,good
male,'0<=X<200',9,'critical/other existing credit',furniture/equipment,1919,'<100','4<=X<7',4,none,3,car,35,none,rent,1,skilled,1,yes,yes,good
male,'0<=X<200',12,'existing paid','used car',2028,'no known savings','1<=X<4',4,none,2,car,30,none,own,1,skilled,1,none,yes,good
female,'0<=X<200',18,'existing paid','new car',1042,'no known savings','1<=X<4',4,none,2,'life insurance',33,none,own,1,skilled,1,none,yes,bad
female,'<0',6,'existing paid',furniture/equipment,428,'<100','>=7',2,none,1,'life insurance',49,bank,own,1,skilled,1,yes,yes,good
male,'<0',9,'critical/other existing credit','new car',2799,'<100','1<=X<4',2,none,2,'real estate',36,none,rent,2,skilled,2,none,yes,good
male,'0<=X<200',39,'critical/other existing credit',radio/tv,4933,'<100','4<=X<7',2,guarantor,2,'real estate',25,none,own,2,skilled,1,none,yes,bad
male,'no checking',60,'existing paid','new car',10366,'<100','>=7',2,none,4,'life insurance',42,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'0<=X<200',12,'critical/other existing credit','new car',2366,'500<=X<1000','4<=X<7',3,none,3,car,36,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',18,'existing paid','used car',3378,'no known savings','1<=X<4',2,none,1,'life insurance',31,none,own,1,skilled,1,yes,yes,good
male,'no checking',10,'existing paid',radio/tv,1924,'<100','1<=X<4',1,none,4,'life insurance',38,none,own,1,skilled,1,yes,no,good
male,'no checking',14,'delayed previously','new car',802,'<100','1<=X<4',4,none,2,car,27,none,own,2,'unskilled resident',1,none,yes,good
female,'0<=X<200',48,'no credits/all paid','new car',8358,'500<=X<1000','<1',1,none,1,car,30,none,own,2,skilled,1,none,yes,good
male,'0<=X<200',12,'critical/other existing credit','domestic appliance',1424,'<100','4<=X<7',4,none,3,'life insurance',26,none,own,1,skilled,1,none,yes,good
female,'0<=X<200',30,'no credits/all paid',business,4221,'<100','1<=X<4',2,none,1,car,28,none,own,2,skilled,1,none,yes,good
male,'no checking',24,'all paid',business,1559,'<100','4<=X<7',4,none,4,car,50,bank,own,1,skilled,1,yes,yes,good
male,'<0',12,'existing paid',radio/tv,2214,'<100','1<=X<4',4,none,3,'life insurance',24,none,own,1,'unskilled resident',1,none,yes,good
male,'no checking',12,'existing paid',radio/tv,3059,'>=1000','4<=X<7',2,none,4,'real estate',61,none,own,1,'unskilled resident',1,none,yes,good
male,'no checking',12,'critical/other existing credit',radio/tv,930,'no known savings','>=7',4,none,4,'real estate',65,none,own,4,skilled,1,none,yes,good
male,'no checking',48,'critical/other existing credit',education,6110,'<100','1<=X<4',1,none,3,'no known property',31,bank,'for free',1,skilled,1,yes,yes,good
male,'no checking',12,'no credits/all paid',furniture/equipment,2759,'<100','>=7',2,none,4,'life insurance',34,none,own,2,skilled,1,none,yes,good
male,'0<=X<200',12,'existing paid',furniture/equipment,1922,'<100','1<=X<4',4,none,2,'life insurance',37,none,own,1,'unskilled resident',1,none,yes,bad
male,'no checking',24,'delayed previously',furniture/equipment,4151,'100<=X<500','1<=X<4',2,none,3,'life insurance',35,none,own,2,skilled,1,none,yes,good
male,'<0',10,'critical/other existing credit','new car',1038,'<100','4<=X<7',4,'co applicant',3,'life insurance',49,none,own,2,skilled,1,yes,yes,good
female,'<0',15,'existing paid','new car',2511,'<100',unemployed,1,none,4,car,23,none,rent,1,skilled,1,none,yes,good
male,'no checking',30,'critical/other existing credit',radio/tv,5954,'<100','4<=X<7',3,'co applicant',2,car,38,none,own,1,skilled,1,none,yes,good
female,'<0',12,'existing paid',furniture/equipment,1858,'<100','<1',4,none,1,car,22,none,rent,1,skilled,1,none,yes,good
female,'0<=X<200',8,'existing paid',radio/tv,760,'<100','4<=X<7',4,guarantor,2,'real estate',44,none,own,1,'unskilled resident',1,none,yes,good
male,'no checking',15,'critical/other existing credit',radio/tv,1829,'<100','>=7',4,none,4,car,46,none,own,2,skilled,1,yes,yes,good
male,'<0',18,'critical/other existing credit','new car',5302,'<100','>=7',2,none,4,'no known property',36,none,'for free',3,'high qualif/self emp/mgmt',1,yes,yes,good
female,'<0',12,'existing paid','domestic appliance',741,'100<=X<500',unemployed,4,none,3,'life insurance',22,none,own,1,skilled,1,none,yes,bad
male,'no checking',10,'existing paid','new car',1287,'no known savings','>=7',4,'co applicant',2,'life insurance',45,none,own,1,'unskilled resident',1,none,no,good
female,'<0',24,'existing paid','new car',1381,'no known savings','1<=X<4',4,none,2,'life insurance',35,none,own,1,skilled,1,none,yes,bad
male,'no checking',6,'existing paid',radio/tv,1346,'100<=X<500','>=7',2,none,4,'no known property',42,bank,'for free',1,skilled,2,yes,yes,good
male,'0<=X<200',48,'delayed previously',education,6224,'<100','>=7',4,none,4,'no known property',50,none,'for free',1,skilled,1,none,yes,bad
female,'<0',18,'existing paid',education,750,'<100',unemployed,4,none,1,'real estate',27,none,own,1,'unemp/unskilled non res',1,none,yes,bad
male,'no checking',28,'all paid','used car',7824,'no known savings','<1',3,guarantor,4,'real estate',40,bank,rent,2,skilled,2,yes,yes,good
female,'no checking',12,'critical/other existing credit',repairs,996,'no known savings','4<=X<7',4,none,4,'real estate',23,none,own,2,skilled,1,none,yes,good
male,'0<=X<200',24,'critical/other existing credit',business,2825,'no known savings','4<=X<7',4,none,3,'no known property',34,none,own,2,skilled,2,yes,yes,good
male,'no checking',10,'existing paid','new car',1418,'100<=X<500','1<=X<4',3,none,2,'real estate',35,none,rent,1,'unskilled resident',1,none,no,good
female,'no checking',12,'critical/other existing credit','new car',682,'100<=X<500','4<=X<7',4,none,3,car,51,none,own,2,skilled,1,yes,yes,good
female,'<0',6,'critical/other existing credit','new car',860,'<100','>=7',1,none,4,'no known property',39,none,own,2,skilled,1,yes,yes,good
male,'>=200',9,'no credits/all paid',radio/tv,1337,'<100','<1',4,none,2,car,34,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,bad
female,'0<=X<200',9,'existing paid',radio/tv,1670,'<100','<1',4,none,2,car,22,none,own,1,skilled,1,yes,yes,bad
female,'0<=X<200',30,'no credits/all paid',business,4280,'100<=X<500','1<=X<4',4,none,4,car,26,none,rent,2,'unskilled resident',1,none,yes,bad
male,'0<=X<200',18,'critical/other existing credit',furniture/equipment,6361,'<100','>=7',2,none,1,'no known property',41,none,own,1,skilled,1,yes,yes,good
male,'no checking',6,'delayed previously',business,1743,'100<=X<500','1<=X<4',1,none,2,'real estate',34,none,own,2,'unskilled resident',1,none,yes,good
male,'0<=X<200',12,'existing paid',retraining,754,'no known savings','>=7',4,none,4,'life insurance',38,none,own,2,skilled,1,none,yes,good
male,'<0',8,'critical/other existing credit','new car',3398,'<100','4<=X<7',1,none,4,'real estate',39,none,own,2,'unskilled resident',1,none,no,good
female,'0<=X<200',9,'all paid','used car',5129,'<100','>=7',2,none,4,'no known property',74,bank,'for free',1,'high qualif/self emp/mgmt',2,yes,yes,bad
male,'>=200',10,'critical/other existing credit','new car',781,'<100','>=7',4,none,4,'no known property',63,none,'for free',2,skilled,1,yes,yes,good
male,'<0',18,'all paid','new car',1442,'<100','4<=X<7',4,none,4,'no known property',32,none,'for free',2,'unskilled resident',2,none,yes,bad
male,'no checking',18,'existing paid',radio/tv,2051,'<100','<1',4,none,1,'real estate',33,none,own,1,skilled,1,none,yes,good
male,'<0',18,'existing paid',furniture/equipment,2462,'<100','1<=X<4',2,none,2,car,22,none,own,1,skilled,1,none,yes,bad
male,'<0',28,'existing paid','new car',4006,'<100','1<=X<4',3,none,2,car,45,none,own,1,'unskilled resident',1,none,yes,bad
female,'0<=X<200',12,'existing paid',furniture/equipment,951,'100<=X<500','<1',4,none,4,car,27,bank,rent,4,skilled,1,none,yes,bad
male,'no checking',15,'existing paid','used car',1300,'no known savings','>=7',4,none,4,'no known property',45,bank,'for free',1,skilled,2,none,yes,good
male,'no checking',24,'existing paid',radio/tv,1901,'100<=X<500','1<=X<4',4,none,4,car,29,none,rent,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'>=200',42,'critical/other existing credit','used car',4796,'<100','>=7',4,none,4,'no known property',56,none,'for free',1,skilled,1,none,yes,good
male,'no checking',18,'existing paid',radio/tv,1473,'<100','<1',3,none,4,'real estate',39,none,own,1,skilled,1,yes,yes,good
male,'no checking',12,'existing paid',furniture/equipment,1768,'<100','1<=X<4',3,none,2,'real estate',24,none,rent,1,'unskilled resident',1,none,yes,good
male,'no checking',24,'critical/other existing credit',furniture/equipment,3777,'>=1000','1<=X<4',4,none,4,'real estate',50,none,own,1,skilled,1,yes,yes,good
male,'no checking',27,'delayed previously',business,5117,'<100','4<=X<7',3,none,4,car,26,none,own,2,skilled,1,none,yes,good
male,'<0',42,'critical/other existing credit',repairs,3394,'<100',unemployed,4,'co applicant',4,car,65,none,own,2,'unemp/unskilled non res',1,none,yes,good
male,'no checking',12,'critical/other existing credit',radio/tv,717,'<100','>=7',4,none,4,'real estate',52,none,own,3,skilled,1,none,yes,good
male,'no checking',36,'critical/other existing credit','used car',5842,'<100','>=7',2,none,2,'life insurance',35,none,own,2,skilled,2,yes,yes,good
male,'no checking',9,'critical/other existing credit','new car',1224,'<100','1<=X<4',3,none,1,'real estate',30,none,own,2,skilled,1,none,yes,good
male,'0<=X<200',12,'existing paid',radio/tv,1155,'<100','>=7',3,guarantor,3,'real estate',40,bank,own,2,'unskilled resident',1,none,yes,good
male,'<0',21,'existing paid','new car',3763,'no known savings','4<=X<7',2,'co applicant',2,'real estate',24,none,own,1,'unskilled resident',1,none,no,good
male,'<0',12,'no credits/all paid','new car',1082,'<100','1<=X<4',4,none,4,car,48,bank,own,2,skilled,1,none,yes,bad
male,'0<=X<200',48,'existing paid',business,15672,'<100','1<=X<4',2,none,2,car,23,none,own,1,skilled,1,yes,yes,bad
female,'<0',12,'critical/other existing credit','new car',3499,'<100','1<=X<4',3,'co applicant',2,'real estate',29,none,own,2,skilled,1,none,yes,bad
male,'no checking',60,'delayed previously',radio/tv,15653,'<100','4<=X<7',2,none,4,car,21,none,own,2,skilled,1,yes,yes,good
male,'no checking',24,'delayed previously',business,8648,'<100','<1',2,none,2,car,27,bank,own,2,skilled,1,yes,yes,bad
male,'0<=X<200',20,'existing paid','used car',6468,'no known savings',unemployed,1,none,4,'real estate',60,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
female,'<0',24,'existing paid','used car',2812,'no known savings','>=7',2,none,4,'real estate',26,none,rent,1,skilled,1,none,yes,good
female,'0<=X<200',36,'all paid','domestic appliance',3990,'no known savings','<1',3,none,2,'no known property',29,bank,own,1,'unemp/unskilled non res',1,none,yes,good
male,'no checking',11,'existing paid',business,2142,'>=1000','>=7',1,none,2,'real estate',28,none,own,1,skilled,1,yes,yes,good
female,'no checking',10,'existing paid','new car',1364,'<100','1<=X<4',2,none,4,car,64,none,own,1,skilled,1,yes,yes,good
male,'0<=X<200',15,'existing paid',repairs,1308,'<100','>=7',4,none,4,car,38,none,own,2,'unskilled resident',1,none,yes,good
female,'0<=X<200',48,'no credits/all paid',other,18424,'<100','1<=X<4',1,none,2,'life insurance',32,bank,own,1,'high qualif/self emp/mgmt',1,yes,no,bad
female,'0<=X<200',12,'existing paid',business,841,'100<=X<500','4<=X<7',2,none,4,'real estate',23,none,rent,1,'unskilled resident',1,none,yes,good
male,'0<=X<200',6,'existing paid',radio/tv,590,'<100','<1',3,none,3,'real estate',26,none,own,1,'unskilled resident',1,none,no,good
male,'<0',24,'existing paid',furniture/equipment,3345,'<100','>=7',4,none,2,'life insurance',39,none,rent,1,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'<0',18,'existing paid',radio/tv,2600,'<100','1<=X<4',4,none,4,'no known property',65,none,'for free',2,skilled,1,none,yes,bad
male,'<0',12,'existing paid',furniture/equipment,3590,'<100','1<=X<4',2,'co applicant',2,'life insurance',29,none,own,1,'unskilled resident',2,none,yes,good
female,'no checking',15,'critical/other existing credit','new car',5045,'no known savings','>=7',1,none,4,car,59,none,own,1,skilled,1,yes,yes,good
female,'no checking',18,'existing paid',radio/tv,1126,'no known savings','<1',4,none,2,'real estate',21,none,rent,1,skilled,1,yes,yes,good
female,'<0',24,'all paid','new car',1193,'<100',unemployed,1,'co applicant',4,'no known property',29,none,rent,2,'unemp/unskilled non res',1,none,yes,bad
male,'no checking',39,'existing paid','used car',8588,'100<=X<500','>=7',4,none,2,car,45,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
female,'no checking',24,'existing paid',radio/tv,1533,'<100','<1',4,none,3,car,38,stores,own,1,skilled,1,yes,yes,good
male,'<0',18,'existing paid',radio/tv,1345,'<100','1<=X<4',4,none,3,'real estate',26,bank,own,1,skilled,1,none,yes,bad
female,'<0',12,'existing paid',furniture/equipment,1620,'<100','1<=X<4',2,'co applicant',3,'life insurance',30,none,own,1,skilled,1,none,yes,good
male,'0<=X<200',36,'existing paid',furniture/equipment,9034,'100<=X<500','<1',4,'co applicant',1,'no known property',29,none,rent,1,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'0<=X<200',18,'existing paid','new car',6260,'<100','4<=X<7',3,none,3,'real estate',28,none,rent,1,'unskilled resident',1,none,yes,good
female,'0<=X<200',15,'existing paid',repairs,2631,'100<=X<500','1<=X<4',3,none,2,'real estate',25,none,own,1,'unskilled resident',1,none,yes,good
male,'no checking',12,'existing paid',radio/tv,2141,'100<=X<500','4<=X<7',3,none,1,'no known property',35,none,own,1,skilled,1,none,yes,good
female,'<0',12,'existing paid',furniture/equipment,652,'<100','>=7',4,none,4,'life insurance',24,none,rent,1,skilled,1,none,yes,good
female,'0<=X<200',36,'existing paid',radio/tv,2671,'100<=X<500','1<=X<4',4,'co applicant',4,'no known property',50,none,'for free',1,skilled,1,none,yes,bad
male,'no checking',36,'existing paid',business,5742,'100<=X<500','4<=X<7',2,none,2,car,31,none,own,2,skilled,1,yes,yes,good
male,'no checking',60,'critical/other existing credit','new car',13756,'no known savings','>=7',2,none,4,'no known property',63,bank,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',48,'existing paid',business,4844,'<100',unemployed,3,none,2,car,33,bank,rent,1,'high qualif/self emp/mgmt',1,yes,yes,bad
female,'no checking',18,'existing paid',repairs,1943,'<100','<1',4,none,4,'real estate',23,none,own,1,skilled,1,none,yes,bad
male,'0<=X<200',18,'existing paid',radio/tv,866,'<100','1<=X<4',4,guarantor,2,'real estate',25,none,own,1,'unskilled resident',1,none,yes,good
male,'0<=X<200',18,'existing paid',business,1941,'>=1000','1<=X<4',4,none,2,'life insurance',35,none,own,1,'unskilled resident',1,yes,yes,good
male,'no checking',24,'critical/other existing credit',furniture/equipment,5150,'<100','>=7',4,none,4,car,33,none,own,1,skilled,1,yes,yes,good
female,'0<=X<200',24,'existing paid',furniture/equipment,4351,'no known savings','1<=X<4',1,none,4,'life insurance',48,none,own,1,'unskilled resident',1,yes,yes,good
male,'>=200',24,'existing paid','new car',947,'<100','4<=X<7',4,none,3,'no known property',38,bank,'for free',1,skilled,2,none,yes,bad
female,'0<=X<200',24,'existing paid',radio/tv,1967,'<100','>=7',4,none,4,car,20,none,own,1,skilled,1,yes,yes,good
female,'no checking',15,'existing paid',furniture/equipment,2186,'no known savings','4<=X<7',1,none,4,'real estate',33,bank,rent,1,'unskilled resident',1,none,yes,good
male,'0<=X<200',9,'existing paid',radio/tv,2118,'<100','1<=X<4',2,none,2,'real estate',37,none,own,1,'unskilled resident',2,none,yes,good
male,'no checking',12,'existing paid',radio/tv,776,'<100','1<=X<4',4,none,2,'real estate',28,none,own,1,skilled,1,none,yes,good
female,'no checking',15,'existing paid','used car',3812,'100<=X<500','<1',1,none,4,car,23,none,own,1,skilled,1,yes,yes,good
male,'<0',39,'critical/other existing credit',furniture/equipment,14179,'no known savings','4<=X<7',4,none,4,'life insurance',30,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
male,'0<=X<200',9,'all paid','new car',1437,'100<=X<500','4<=X<7',2,none,3,'no known property',29,none,own,1,skilled,1,none,yes,bad
male,'0<=X<200',15,'existing paid',radio/tv,1444,'no known savings','<1',4,none,1,'life insurance',23,none,own,1,skilled,1,none,yes,good
male,'>=200',18,'all paid',radio/tv,1445,'no known savings','4<=X<7',4,none,4,car,49,bank,own,1,'unskilled resident',1,none,yes,good
male,'no checking',18,'delayed previously',radio/tv,2320,'<100',unemployed,2,none,3,'real estate',34,none,own,2,skilled,1,none,yes,good
male,'no checking',30,'delayed previously',business,4272,'100<=X<500','1<=X<4',2,none,2,'life insurance',26,none,own,2,'unskilled resident',1,none,yes,good
male,'no checking',15,'existing paid','used car',4657,'<100','1<=X<4',3,none,2,car,30,none,own,1,skilled,1,yes,yes,good
female,'no checking',36,'existing paid',furniture/equipment,10974,'<100',unemployed,4,none,2,car,26,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'<0',48,'existing paid','new car',3931,'<100','4<=X<7',4,none,4,'no known property',46,none,'for free',1,skilled,2,none,yes,bad
male,'<0',9,'existing paid','new car',654,'<100','1<=X<4',4,none,3,car,28,none,own,1,'unskilled resident',1,none,yes,bad
female,'0<=X<200',24,'existing paid',radio/tv,3758,'500<=X<1000',unemployed,1,none,4,'no known property',23,none,rent,1,'unemp/unskilled non res',1,none,yes,good
male,'no checking',10,'existing paid','new car',1309,'no known savings','1<=X<4',4,guarantor,4,'life insurance',27,none,own,1,'unskilled resident',1,none,yes,bad
male,'<0',42,'delayed previously',radio/tv,4370,'<100','4<=X<7',3,none,2,'life insurance',26,bank,own,2,skilled,2,yes,yes,bad
female,'no checking',13,'existing paid',radio/tv,1409,'100<=X<500',unemployed,2,none,4,'real estate',64,none,own,1,skilled,1,none,yes,good
male,'no checking',30,'existing paid',radio/tv,1867,'no known savings','>=7',4,none,4,car,58,none,own,1,skilled,1,yes,yes,good
male,'<0',12,'existing paid',radio/tv,1107,'<100','1<=X<4',2,none,2,'real estate',20,none,rent,1,'high qualif/self emp/mgmt',2,yes,yes,good
male,'no checking',12,'existing paid','new car',640,'<100','1<=X<4',4,none,2,'real estate',49,none,own,1,'unskilled resident',1,none,yes,good
male,'no checking',24,'existing paid','new car',1474,'100<=X<500','<1',4,none,3,'real estate',33,none,own,1,skilled,1,yes,yes,good
male,'no checking',12,'critical/other existing credit',radio/tv,976,'no known savings','>=7',4,none,4,car,35,none,own,2,skilled,1,none,yes,good
male,'no checking',36,'delayed previously',business,7980,'no known savings','<1',4,none,4,car,27,none,rent,2,skilled,1,yes,yes,bad
male,'no checking',18,'existing paid','new car',6761,'no known savings','1<=X<4',2,none,4,car,68,none,rent,2,skilled,1,none,yes,bad
female,'0<=X<200',18,'no credits/all paid','new car',2278,'100<=X<500','<1',3,none,3,car,28,none,own,2,skilled,1,none,yes,bad
male,'0<=X<200',9,'critical/other existing credit',radio/tv,1154,'<100','>=7',2,none,4,'real estate',37,none,own,3,'unskilled resident',1,none,yes,good
female,'no checking',24,'critical/other existing credit',education,1927,'no known savings','1<=X<4',3,none,2,car,33,none,own,2,skilled,1,yes,yes,good
female,'no checking',9,'existing paid',furniture/equipment,2301,'100<=X<500','<1',2,none,4,'life insurance',22,none,rent,1,skilled,1,none,yes,good
female,'no checking',12,'critical/other existing credit',business,1412,'<100','1<=X<4',4,guarantor,2,'real estate',29,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
male,'<0',48,'no credits/all paid','used car',4605,'<100','>=7',3,none,4,'no known property',24,none,'for free',2,skilled,2,none,yes,bad
male,'no checking',18,'critical/other existing credit',radio/tv,1800,'<100','1<=X<4',4,none,2,car,24,none,own,2,skilled,1,none,yes,good
male,'no checking',6,'critical/other existing credit',radio/tv,1898,'no known savings','1<=X<4',1,none,2,'real estate',34,none,own,2,'unskilled resident',2,none,yes,good
female,'0<=X<200',18,'existing paid',radio/tv,1113,'<100','1<=X<4',4,guarantor,4,'real estate',26,none,own,1,'unskilled resident',2,none,yes,good
male,'0<=X<200',45,'critical/other existing credit',radio/tv,4746,'<100','<1',4,none,2,'life insurance',25,none,own,2,'unskilled resident',1,none,yes,bad
male,'0<=X<200',12,'existing paid',radio/tv,1534,'<100','<1',1,none,1,'real estate',23,none,rent,1,skilled,1,none,yes,bad
male,'<0',15,'no credits/all paid','new car',950,'<100','>=7',4,none,3,car,33,none,rent,2,skilled,2,none,yes,bad
male,'no checking',24,'critical/other existing credit','used car',2346,'<100','4<=X<7',4,none,3,car,35,none,own,2,skilled,1,yes,yes,good
male,'<0',27,'critical/other existing credit',business,2442,'<100','>=7',4,none,4,car,43,stores,own,4,'high qualif/self emp/mgmt',2,yes,yes,good
male,'no checking',15,'critical/other existing credit',furniture/equipment,3343,'<100','1<=X<4',4,none,2,'no known property',28,none,'for free',1,skilled,1,yes,yes,good
male,'no checking',24,'existing paid','new car',1249,'<100','<1',4,none,2,'real estate',28,none,own,1,skilled,1,none,yes,good
female,'<0',15,'existing paid',furniture/equipment,1845,'<100','<1',4,guarantor,1,'life insurance',46,none,rent,1,skilled,1,none,yes,good
female,'no checking',24,'existing paid','used car',2603,'>=1000','1<=X<4',2,none,4,car,28,none,rent,1,skilled,1,yes,yes,good
male,'0<=X<200',54,'no credits/all paid',business,15945,'<100','<1',3,none,4,'no known property',58,none,rent,1,skilled,1,yes,yes,bad
male,'0<=X<200',36,'existing paid','new car',12389,'no known savings','1<=X<4',1,none,4,'no known property',37,none,'for free',1,skilled,1,yes,yes,bad
female,'<0',24,'existing paid','new car',915,'no known savings','>=7',4,none,2,car,29,bank,own,1,skilled,1,none,yes,bad
male,'no checking',21,'existing paid',radio/tv,3160,'no known savings','>=7',4,none,3,'life insurance',41,none,own,1,skilled,1,yes,yes,good
male,'0<=X<200',9,'existing paid',radio/tv,1082,'<100','>=7',4,none,4,car,27,none,own,2,'unskilled resident',1,none,yes,good
male,'<0',15,'critical/other existing credit',furniture/equipment,975,'<100','1<=X<4',2,none,3,'life insurance',25,none,own,2,skilled,1,none,yes,good
male,'<0',36,'existing paid',furniture/equipment,3620,'<100','1<=X<4',1,guarantor,2,'life insurance',37,none,own,1,skilled,2,none,yes,good
male,'0<=X<200',12,'critical/other existing credit','new car',1995,'100<=X<500','<1',4,none,1,car,27,none,own,1,skilled,1,none,yes,good
male,'no checking',36,'critical/other existing credit','new car',6614,'<100','>=7',4,none,4,car,34,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',12,'critical/other existing credit',furniture/equipment,1935,'<100','>=7',4,none,4,'real estate',43,none,own,3,skilled,1,yes,yes,good
male,'<0',36,'existing paid','new car',3249,'<100','4<=X<7',2,none,4,'no known property',39,bank,'for free',1,'high qualif/self emp/mgmt',2,yes,yes,good
male,'no checking',24,'existing paid',furniture/equipment,3062,'500<=X<1000','>=7',4,none,3,'no known property',32,none,rent,1,skilled,1,yes,yes,good
male,'<0',36,'critical/other existing credit',furniture/equipment,2348,'<100','1<=X<4',3,none,2,'life insurance',46,none,own,2,skilled,1,yes,yes,good
male,'<0',30,'existing paid',furniture/equipment,3108,'<100','<1',2,none,4,'life insurance',31,none,own,1,'unskilled resident',1,none,yes,bad
male,'<0',9,'existing paid',radio/tv,1364,'<100','4<=X<7',3,none,4,'real estate',59,none,own,1,skilled,1,none,yes,good
male,'>=200',36,'existing paid',radio/tv,3913,'<100','1<=X<4',2,none,2,'real estate',23,none,own,1,skilled,1,yes,yes,good
male,'<0',24,'delayed previously','new car',4870,'<100','1<=X<4',3,none,4,'no known property',53,none,'for free',2,skilled,2,none,yes,bad
male,'0<=X<200',12,'critical/other existing credit',furniture/equipment,3617,'<100','>=7',1,none,4,car,28,none,rent,3,skilled,1,yes,yes,good
male,'no checking',15,'existing paid',education,4623,'100<=X<500','1<=X<4',3,none,2,'life insurance',40,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'<0',12,'delayed previously','new car',1344,'<100','1<=X<4',4,none,2,'real estate',43,none,own,2,'unskilled resident',2,none,yes,good
female,'<0',21,'existing paid',radio/tv,3357,'>=1000','<1',4,none,2,car,29,bank,own,1,skilled,1,none,yes,good
male,'no checking',6,'critical/other existing credit','new car',6761,'<100','4<=X<7',1,none,3,'no known property',45,none,own,2,'high qualif/self emp/mgmt',2,yes,yes,good
female,'no checking',24,'critical/other existing credit','new car',2022,'<100','1<=X<4',4,none,4,car,37,none,own,1,skilled,1,yes,yes,good
female,'no checking',6,'critical/other existing credit','new car',250,'>=1000','1<=X<4',2,none,2,'real estate',41,bank,own,2,'unskilled resident',1,none,yes,good
male,'no checking',24,'critical/other existing credit',radio/tv,5103,'<100','<1',3,none,3,'no known property',47,none,'for free',3,skilled,1,yes,yes,good
male,'0<=X<200',36,'critical/other existing credit',radio/tv,2337,'<100','>=7',4,none,4,'real estate',36,none,own,1,skilled,1,none,yes,good
female,'0<=X<200',12,'existing paid','new car',7472,'no known savings',unemployed,1,none,2,'real estate',24,none,rent,1,'unemp/unskilled non res',1,none,yes,good
female,'<0',18,'existing paid',radio/tv,1882,'<100','1<=X<4',4,none,4,car,25,bank,rent,2,skilled,1,none,yes,bad
female,'<0',15,'existing paid',business,806,'<100','1<=X<4',4,none,4,'life insurance',22,none,own,1,'unskilled resident',1,none,yes,good
male,'no checking',24,'critical/other existing credit','used car',2197,'no known savings','4<=X<7',4,none,4,car,43,none,own,2,skilled,2,yes,yes,good
male,'>=200',9,'existing paid',radio/tv,1126,'100<=X<500','>=7',2,none,4,'real estate',49,none,own,1,skilled,1,none,yes,good
female,'<0',6,'existing paid','used car',1352,'500<=X<1000',unemployed,1,none,2,'life insurance',23,none,rent,1,'unemp/unskilled non res',1,yes,yes,good
male,'0<=X<200',18,'existing paid','new car',5866,'100<=X<500','1<=X<4',2,none,2,car,30,none,own,2,skilled,1,yes,yes,good
female,'0<=X<200',18,'existing paid',repairs,3872,'<100',unemployed,2,none,4,car,67,none,own,1,skilled,1,yes,yes,good
male,'no checking',24,'critical/other existing credit',radio/tv,2611,'<100','>=7',4,'co applicant',3,'real estate',46,none,own,2,skilled,1,none,yes,good
male,'no checking',9,'critical/other existing credit',education,936,'500<=X<1000','>=7',4,none,2,car,52,none,own,2,skilled,1,yes,yes,good
female,'no checking',60,'existing paid',radio/tv,10144,'100<=X<500','4<=X<7',2,none,4,'real estate',21,none,own,1,skilled,1,yes,yes,good
female,'>=200',12,'all paid',radio/tv,409,'>=1000','1<=X<4',3,none,3,'real estate',42,none,rent,2,skilled,1,none,yes,good
male,'no checking',24,'existing paid','used car',7814,'<100','4<=X<7',3,none,3,car,38,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'>=200',36,'existing paid',radio/tv,4210,'<100','1<=X<4',4,none,2,car,26,none,own,1,skilled,1,none,yes,bad
male,'no checking',6,'existing paid','new car',3518,'<100','1<=X<4',2,guarantor,3,'life insurance',26,none,rent,1,skilled,1,none,yes,good
male,'no checking',21,'critical/other existing credit','used car',3275,'<100','>=7',1,none,4,car,36,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'0<=X<200',36,'existing paid','new car',14318,'<100','>=7',4,none,2,'no known property',57,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,bad
female,'0<=X<200',12,'existing paid',radio/tv,1092,'<100','1<=X<4',4,guarantor,4,'real estate',49,none,own,2,skilled,1,yes,yes,good
female,'no checking',21,'existing paid','new car',2782,'500<=X<1000','4<=X<7',1,none,2,car,31,bank,own,1,'high qualif/self emp/mgmt',1,none,yes,good
male,'no checking',21,'delayed previously',business,2580,'500<=X<1000','<1',4,none,2,'real estate',41,bank,own,1,'unskilled resident',2,none,yes,bad
female,'0<=X<200',12,'existing paid',furniture/equipment,983,'>=1000','<1',1,none,4,'real estate',19,none,rent,1,'unskilled resident',1,none,yes,good
female,'no checking',21,'existing paid',business,1572,'>=1000','>=7',4,none,4,'real estate',36,bank,own,1,'unskilled resident',1,none,yes,good
male,'0<=X<200',18,'existing paid',radio/tv,1301,'<100','>=7',4,guarantor,2,'real estate',32,none,own,1,'unskilled resident',1,none,yes,good
male,'0<=X<200',15,'critical/other existing credit',radio/tv,2728,'no known savings','4<=X<7',4,guarantor,2,'real estate',35,bank,own,3,skilled,1,yes,yes,good
male,'0<=X<200',36,'no credits/all paid',business,1953,'<100','>=7',4,none,4,'no known property',61,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,bad
female,'<0',6,'existing paid',education,448,'<100','<1',4,none,4,'life insurance',23,none,own,1,skilled,1,none,yes,bad
female,'no checking',12,'existing paid','new car',1386,'500<=X<1000','1<=X<4',2,none,2,'life insurance',26,none,own,1,skilled,1,none,yes,bad
male,'0<=X<200',12,'critical/other existing credit','used car',1860,'<100',unemployed,4,none,2,car,34,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
female,'0<=X<200',6,'existing paid',radio/tv,753,'<100','1<=X<4',2,guarantor,3,'real estate',64,none,own,1,skilled,1,none,yes,good
male,'no checking',24,'critical/other existing credit',repairs,5507,'<100','>=7',3,none,4,'no known property',44,none,'for free',2,skilled,1,none,yes,good
male,'<0',24,'critical/other existing credit','used car',2957,'<100','>=7',4,none,4,'life insurance',63,none,own,2,skilled,1,yes,yes,good
male,'no checking',15,'existing paid','new car',3556,'no known savings','1<=X<4',3,none,2,'no known property',29,none,own,1,skilled,1,none,yes,good
female,'no checking',24,'existing paid',radio/tv,3181,'<100','<1',4,none,4,'life insurance',26,none,own,1,skilled,1,yes,yes,good
male,'<0',36,'critical/other existing credit','used car',9629,'<100','4<=X<7',4,none,4,car,24,none,own,2,skilled,1,yes,yes,bad
female,'<0',15,'existing paid','new car',1403,'<100','1<=X<4',2,none,4,car,28,none,rent,1,skilled,1,none,yes,good
male,'<0',9,'critical/other existing credit',repairs,1288,'100<=X<500','>=7',3,guarantor,4,'real estate',48,none,own,2,skilled,2,none,no,good
male,'no checking',30,'existing paid',radio/tv,2333,'500<=X<1000','>=7',4,none,2,car,30,bank,own,1,'high qualif/self emp/mgmt',1,none,yes,good
female,'no checking',6,'critical/other existing credit',radio/tv,1237,'100<=X<500','1<=X<4',1,none,1,'life insurance',27,none,own,2,skilled,1,none,yes,good
female,'no checking',6,'critical/other existing credit','new car',362,'100<=X<500','1<=X<4',4,none,4,car,52,none,own,2,'unskilled resident',1,none,yes,good
male,'0<=X<200',16,'critical/other existing credit','new car',1175,'<100',unemployed,2,none,3,car,68,none,'for free',3,'unemp/unskilled non res',1,yes,yes,good
male,'no checking',21,'critical/other existing credit','new car',12680,'no known savings','>=7',4,none,4,'no known property',30,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'<0',18,'no credits/all paid',business,3104,'<100','4<=X<7',3,none,1,'life insurance',31,bank,own,1,skilled,1,yes,yes,good
male,'no checking',24,'existing paid','used car',6313,'no known savings','>=7',3,none,4,car,41,none,own,1,'high qualif/self emp/mgmt',2,yes,yes,good
male,'no checking',12,'existing paid',radio/tv,1262,'<100','1<=X<4',3,none,2,car,25,none,own,1,skilled,1,none,yes,good
male,'<0',9,'existing paid','new car',1422,'<100','<1',3,none,2,'no known property',27,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,bad
female,'<0',15,'existing paid','domestic appliance',1275,'no known savings','1<=X<4',4,none,2,car,24,none,rent,1,skilled,1,none,yes,bad
male,'no checking',21,'existing paid','used car',5248,'no known savings','1<=X<4',1,none,3,car,26,none,own,1,skilled,1,none,yes,good
male,'0<=X<200',20,'no credits/all paid','used car',6148,'100<=X<500','>=7',3,none,4,car,31,bank,own,2,skilled,1,yes,yes,good
female,'no checking',27,'existing paid','new car',2570,'<100','1<=X<4',3,none,3,'real estate',21,none,rent,1,skilled,1,none,yes,bad
female,'0<=X<200',48,'existing paid',furniture/equipment,9960,'<100','<1',1,none,2,car,26,none,own,1,skilled,1,yes,yes,bad
male,'<0',48,'critical/other existing credit','used car',6331,'<100','>=7',4,none,4,'no known property',46,none,'for free',2,skilled,1,yes,yes,bad
female,'>=200',12,'existing paid',furniture/equipment,2251,'<100','1<=X<4',1,none,2,car,46,none,own,1,'unskilled resident',1,none,yes,good
male,'no checking',15,'critical/other existing credit',radio/tv,1316,'500<=X<1000','1<=X<4',2,none,2,'life insurance',47,none,own,2,'unskilled resident',1,none,yes,good
male,'<0',15,'existing paid','new car',1721,'<100','<1',2,none,3,'real estate',36,none,own,1,skilled,1,none,yes,good
female,'no checking',24,'existing paid','used car',2679,'<100','<1',4,none,1,'no known property',29,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'<0',30,'existing paid','used car',3857,'<100','1<=X<4',4,none,4,'life insurance',40,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
female,'0<=X<200',36,'delayed previously','new car',7432,'<100','1<=X<4',2,none,2,'life insurance',54,none,rent,1,skilled,1,none,yes,good
female,'<0',24,'existing paid',radio/tv,2439,'<100','<1',4,none,4,'real estate',35,none,own,1,skilled,1,yes,yes,bad
male,'no checking',24,'existing paid',radio/tv,999,'no known savings','>=7',4,none,2,car,25,none,own,2,skilled,1,none,yes,good
male,'<0',12,'existing paid','new car',1168,'<100','1<=X<4',4,none,3,'real estate',27,none,own,1,'unskilled resident',1,none,yes,good
female,'no checking',18,'critical/other existing credit','new car',1055,'<100','<1',4,none,1,'life insurance',30,none,own,2,skilled,1,none,yes,good
male,'0<=X<200',12,'existing paid',radio/tv,1331,'<100','<1',2,none,1,car,22,stores,own,1,skilled,1,none,yes,bad
male,'>=200',24,'critical/other existing credit',business,1275,'>=1000','1<=X<4',2,none,4,'real estate',36,none,own,2,skilled,1,yes,yes,good
male,'0<=X<200',18,'critical/other existing credit',business,1887,'no known savings','1<=X<4',4,none,4,'real estate',28,bank,own,2,skilled,1,none,yes,good
female,'>=200',24,'existing paid',radio/tv,1377,'100<=X<500','>=7',4,none,2,'no known property',47,none,'for free',1,skilled,1,yes,yes,good
male,'no checking',39,'existing paid','used car',2569,'500<=X<1000','1<=X<4',4,none,4,car,24,none,own,1,skilled,1,none,yes,good
male,'>=200',12,'existing paid',radio/tv,3016,'<100','1<=X<4',3,none,1,car,24,none,own,1,skilled,1,none,yes,good
female,'<0',36,'critical/other existing credit',education,8065,'<100','1<=X<4',3,none,2,'no known property',25,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'0<=X<200',24,'critical/other existing credit',other,11938,'<100','1<=X<4',2,'co applicant',3,car,39,none,own,2,'high qualif/self emp/mgmt',2,yes,yes,bad
female,'0<=X<200',24,'delayed previously',radio/tv,1553,'100<=X<500','4<=X<7',3,none,2,'life insurance',23,none,rent,2,skilled,1,yes,yes,good
female,'no checking',9,'existing paid',business,1449,'<100','4<=X<7',3,none,2,car,27,none,own,2,skilled,1,none,yes,good
female,'0<=X<200',48,'existing paid',radio/tv,5951,'<100','1<=X<4',2,none,2,'real estate',22,none,own,1,skilled,1,none,yes,bad
male,'0<=X<200',6,'existing paid',radio/tv,2063,'<100','<1',4,none,3,car,30,none,rent,1,'high qualif/self emp/mgmt',1,yes,yes,good
female,'>=200',21,'existing paid','new car',2923,'100<=X<500','1<=X<4',1,none,1,car,28,bank,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'<0',24,'all paid',radio/tv,1546,'<100','4<=X<7',4,guarantor,4,car,24,bank,rent,1,'unskilled resident',1,none,yes,bad
female,'no checking',24,'existing paid',radio/tv,5943,'no known savings','<1',1,none,1,car,44,none,own,2,skilled,1,yes,yes,bad
male,'<0',30,'critical/other existing credit','used car',10623,'<100','>=7',3,none,4,'no known property',38,none,'for free',3,'high qualif/self emp/mgmt',2,yes,yes,good
female,'>=200',12,'existing paid',furniture/equipment,1474,'<100','<1',4,none,1,'life insurance',33,bank,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
female,'<0',24,'existing paid','new car',1371,'no known savings','1<=X<4',4,none,4,'real estate',25,none,rent,1,skilled,1,none,yes,bad
male,'no checking',24,'existing paid',radio/tv,1413,'<100','1<=X<4',4,none,2,'life insurance',28,none,own,1,skilled,1,none,yes,good
male,'no checking',18,'critical/other existing credit',radio/tv,1149,'>=1000','1<=X<4',4,none,3,'real estate',46,none,own,2,skilled,1,none,yes,good
male,'<0',24,'existing paid','new car',4817,'<100','4<=X<7',2,'co applicant',3,'life insurance',31,none,own,1,skilled,1,yes,yes,bad
male,'no checking',18,'critical/other existing credit','used car',3850,'<100','4<=X<7',3,none,1,car,27,none,own,2,skilled,1,none,yes,good
male,'<0',12,'critical/other existing credit','used car',1409,'<100','>=7',4,none,3,'real estate',54,none,own,1,skilled,1,none,yes,good
male,'0<=X<200',10,'existing paid',furniture/equipment,1521,'<100','1<=X<4',4,none,2,car,31,none,own,1,'unskilled resident',1,none,yes,good
female,'no checking',12,'critical/other existing credit',furniture/equipment,1592,'>=1000','4<=X<7',3,none,2,'life insurance',35,none,own,1,skilled,1,none,no,good
male,'0<=X<200',24,'delayed previously',business,4712,'no known savings','1<=X<4',4,none,2,'life insurance',37,bank,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
female,'no checking',15,'critical/other existing credit',radio/tv,1459,'<100','1<=X<4',4,none,2,car,43,none,own,1,'unskilled resident',1,none,yes,good
male,'no checking',36,'critical/other existing credit','new car',3535,'<100','4<=X<7',4,none,4,car,37,none,own,2,skilled,1,yes,yes,good
male,'no checking',6,'existing paid',radio/tv,1595,'<100','4<=X<7',3,none,2,'life insurance',51,none,own,1,skilled,2,none,yes,good
male,'<0',24,'critical/other existing credit','new car',1199,'<100','>=7',4,none,4,car,60,none,own,2,'unskilled resident',1,none,yes,bad
male,'<0',36,'all paid',furniture/equipment,2746,'<100','>=7',4,none,4,car,31,bank,own,1,skilled,1,none,yes,bad
female,'0<=X<200',7,'existing paid',radio/tv,2329,'<100','<1',1,guarantor,1,'real estate',45,none,own,1,skilled,1,none,yes,good
male,'0<=X<200',18,'critical/other existing credit',furniture/equipment,7374,'<100',unemployed,4,none,4,'life insurance',40,stores,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
male,'0<=X<200',48,'existing paid',radio/tv,3060,'<100','4<=X<7',4,none,4,'real estate',28,none,own,2,skilled,1,none,yes,bad
female,'<0',18,'existing paid',furniture/equipment,1131,'<100',unemployed,4,none,2,car,33,none,own,1,skilled,1,none,yes,bad
male,'<0',36,'existing paid',furniture/equipment,5179,'<100','4<=X<7',4,none,2,'life insurance',29,none,own,1,skilled,1,none,yes,bad
male,'<0',18,'existing paid',radio/tv,1936,'no known savings','4<=X<7',2,none,4,car,23,none,rent,2,'unskilled resident',1,none,yes,good
male,'<0',30,'no credits/all paid',furniture/equipment,4583,'<100','1<=X<4',2,guarantor,2,'real estate',32,none,own,2,skilled,1,none,yes,good
male,'<0',36,'existing paid',other,15857,'<100',unemployed,2,'co applicant',3,car,43,none,own,1,'high qualif/self emp/mgmt',1,none,yes,good
male,'no checking',12,'critical/other existing credit','new car',1163,'500<=X<1000','1<=X<4',4,none,4,'real estate',44,none,own,1,skilled,1,yes,yes,good
male,'0<=X<200',30,'critical/other existing credit',furniture/equipment,8386,'<100','4<=X<7',2,none,2,'life insurance',49,none,own,1,skilled,1,none,yes,bad
female,'<0',24,'existing paid','new car',1207,'<100','<1',4,none,4,'life insurance',24,none,rent,1,skilled,1,none,yes,bad
female,'<0',18,'existing paid','new car',1216,'<100','<1',4,none,3,car,23,none,rent,1,skilled,1,yes,yes,bad
female,'no checking',12,'critical/other existing credit',business,1185,'<100','1<=X<4',3,none,2,'real estate',27,none,own,2,skilled,1,none,yes,good
male,'<0',12,'existing paid','new car',1372,'<100','4<=X<7',2,none,3,car,36,none,own,1,skilled,1,none,yes,bad
female,'0<=X<200',11,'critical/other existing credit','new car',1322,'>=1000','1<=X<4',4,none,4,car,40,none,own,2,skilled,1,none,yes,good
female,'>=200',6,'delayed previously',radio/tv,683,'<100','<1',2,none,1,'life insurance',29,bank,own,1,skilled,1,none,yes,good
male,'>=200',10,'critical/other existing credit',radio/tv,1347,'no known savings','4<=X<7',4,none,2,'life insurance',27,none,own,2,skilled,1,yes,yes,good
female,'0<=X<200',18,'no credits/all paid',furniture/equipment,3244,'<100','1<=X<4',1,none,4,car,33,bank,own,2,skilled,1,yes,yes,good
male,'0<=X<200',12,'no credits/all paid',retraining,1410,'<100','1<=X<4',2,none,2,'real estate',31,none,own,1,'unskilled resident',1,yes,yes,good
male,'>=200',15,'existing paid',education,1905,'<100','>=7',4,none,4,car,40,none,rent,1,'high qualif/self emp/mgmt',1,yes,yes,good
female,'<0',18,'no credits/all paid',furniture/equipment,3114,'<100','<1',1,none,4,'life insurance',26,none,rent,1,skilled,1,none,yes,bad
male,'no checking',12,'existing paid',radio/tv,2279,'no known savings','1<=X<4',4,none,4,'no known property',37,none,'for free',1,skilled,1,yes,yes,good
male,'<0',12,'existing paid','new car',759,'<100','4<=X<7',4,none,2,'real estate',26,none,own,1,skilled,1,none,yes,bad
female,'>=200',18,'existing paid','new car',1961,'<100','>=7',3,none,2,car,23,none,own,1,'high qualif/self emp/mgmt',1,none,yes,good
male,'0<=X<200',18,'critical/other existing credit',radio/tv,1245,'<100','1<=X<4',4,none,2,car,33,none,own,1,skilled,1,none,yes,bad
male,'<0',24,'existing paid','used car',2964,'no known savings','>=7',4,none,4,'no known property',49,bank,'for free',1,skilled,2,yes,yes,good
female,'no checking',10,'existing paid',retraining,894,'no known savings','4<=X<7',4,none,3,'life insurance',40,none,own,1,skilled,1,yes,yes,good
female,'<0',12,'existing paid','new car',1274,'<100','<1',3,none,1,'real estate',37,none,own,1,'unskilled resident',1,none,yes,bad
female,'0<=X<200',30,'existing paid','new car',2150,'<100','1<=X<4',4,guarantor,2,'no known property',24,bank,own,1,skilled,1,none,yes,bad
male,'<0',6,'existing paid',radio/tv,2647,'500<=X<1000','1<=X<4',2,none,3,'real estate',44,none,rent,1,skilled,2,none,yes,good
male,'0<=X<200',12,'existing paid','new car',685,'<100','4<=X<7',2,none,3,car,25,bank,own,1,'unskilled resident',1,none,yes,bad
male,'no checking',18,'existing paid',radio/tv,4594,'<100','<1',3,none,2,car,32,none,own,1,skilled,1,yes,yes,good
male,'no checking',24,'critical/other existing credit',radio/tv,2872,'100<=X<500','>=7',3,none,4,'real estate',36,none,own,1,skilled,2,yes,yes,good
female,'no checking',18,'critical/other existing credit',radio/tv,2404,'<100','1<=X<4',2,none,2,car,26,none,own,2,skilled,1,none,yes,good
female,'<0',24,'critical/other existing credit',radio/tv,1231,'>=1000','>=7',4,none,4,'life insurance',57,none,rent,2,'high qualif/self emp/mgmt',1,yes,yes,good
male,'0<=X<200',48,'no credits/all paid',business,3844,'100<=X<500','4<=X<7',4,none,4,'no known property',34,none,'for free',1,'unskilled resident',2,none,yes,bad
female,'no checking',18,'critical/other existing credit',radio/tv,2238,'<100','1<=X<4',2,none,1,car,25,none,own,2,skilled,1,none,yes,good
male,'<0',36,'existing paid','new car',9271,'<100','4<=X<7',2,none,1,car,24,none,own,1,skilled,1,yes,yes,bad
male,'no checking',10,'existing paid','new car',1597,'500<=X<1000','1<=X<4',3,none,2,'no known property',40,none,rent,1,'unskilled resident',2,none,no,good
female,'0<=X<200',27,'no credits/all paid',business,8318,'<100','>=7',2,none,4,'no known property',42,none,'for free',2,'high qualif/self emp/mgmt',1,yes,yes,bad
male,'0<=X<200',18,'existing paid',business,4439,'<100','>=7',1,'co applicant',1,'real estate',33,bank,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',12,'critical/other existing credit',radio/tv,1655,'<100','>=7',2,none,4,'real estate',63,none,own,2,'unskilled resident',1,yes,yes,good
female,'0<=X<200',8,'existing paid',furniture/equipment,1237,'<100','1<=X<4',3,none,4,'real estate',24,none,own,1,skilled,1,none,yes,bad
male,'<0',12,'existing paid','new car',900,'no known savings','1<=X<4',4,none,2,car,23,none,own,1,skilled,1,none,yes,bad
female,'0<=X<200',48,'existing paid','new car',8487,'no known savings','4<=X<7',1,none,2,car,24,none,own,1,skilled,1,none,yes,good
male,'0<=X<200',6,'delayed previously',furniture/equipment,1050,'<100',unemployed,4,none,1,'life insurance',35,stores,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
male,'>=200',6,'critical/other existing credit','new car',1343,'<100','>=7',1,none,4,'real estate',46,none,own,2,skilled,2,none,no,good
male,'0<=X<200',20,'delayed previously','used car',7057,'no known savings','4<=X<7',3,none,4,'life insurance',36,bank,rent,2,'high qualif/self emp/mgmt',2,yes,yes,good
female,'no checking',10,'critical/other existing credit',furniture/equipment,2146,'<100','<1',1,none,3,'real estate',23,none,rent,2,skilled,1,none,yes,good
male,'0<=X<200',36,'existing paid',education,12612,'100<=X<500','1<=X<4',1,none,4,'no known property',47,none,'for free',1,skilled,2,yes,yes,bad
female,'<0',6,'existing paid','domestic appliance',343,'<100','<1',4,none,1,'real estate',27,none,own,1,skilled,1,none,yes,good
male,'<0',24,'critical/other existing credit','used car',6615,'<100',unemployed,2,none,4,'no known property',75,none,'for free',2,'high qualif/self emp/mgmt',1,yes,yes,good
male,'no checking',36,'critical/other existing credit',radio/tv,3342,'no known savings','>=7',4,none,2,car,51,none,own,1,skilled,1,yes,yes,good
female,'<0',24,'delayed previously',radio/tv,1659,'<100','<1',4,none,2,car,29,none,rent,1,'unskilled resident',1,yes,yes,bad
female,'no checking',24,'critical/other existing credit','used car',3868,'<100','>=7',4,none,2,car,41,none,rent,2,'high qualif/self emp/mgmt',1,yes,yes,good
female,'no checking',18,'delayed previously',furniture/equipment,1808,'<100','4<=X<7',4,none,1,'real estate',22,none,own,1,skilled,1,none,yes,bad
male,'no checking',9,'critical/other existing credit','new car',2134,'<100','1<=X<4',4,none,4,car,48,none,own,3,skilled,1,yes,yes,good
female,'no checking',12,'existing paid',furniture/equipment,1123,'500<=X<1000','1<=X<4',4,none,4,car,29,none,rent,1,'unskilled resident',1,none,yes,bad
male,'no checking',7,'critical/other existing credit',radio/tv,730,'no known savings','>=7',4,none,2,'life insurance',46,none,rent,2,'unskilled resident',1,yes,yes,good
male,'no checking',18,'all paid','new car',6458,'<100','>=7',2,none,4,'no known property',39,bank,own,2,'high qualif/self emp/mgmt',2,yes,yes,bad
male,'no checking',18,'existing paid','new car',2662,'no known savings','4<=X<7',4,none,3,'life insurance',32,none,own,1,skilled,1,none,no,good
male,'no checking',24,'critical/other existing credit','used car',5804,'>=1000','1<=X<4',4,none,2,'real estate',27,none,own,2,skilled,1,none,yes,good
male,'0<=X<200',12,'existing paid',radio/tv,1484,'no known savings','1<=X<4',2,none,1,'real estate',25,none,own,1,skilled,1,yes,yes,bad
female,'no checking',6,'delayed previously',radio/tv,932,'<100','1<=X<4',3,none,2,'real estate',24,none,own,1,skilled,1,none,yes,good