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 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