%    From: A192                    To: yes                 %%% Relabeled values in attribute foreign_worker%    From: A201                    To: yes                 %    From: A202                    To: no                  %%% Relabeled values in attribute class%    From: 1                       To: good                %    From: 2                       To: bad                 %@relation german_credit@attribute checking_status { '<0', '0<=X<200', '>=200', 'no checking'}@attribute duration real@attribute credit_history { 'no credits/all paid', 'all paid', 'existing paid', 'delayed previously', 'critical/other existing credit'}@attribute purpose { 'new car', 'used car', furniture/equipment, radio/tv, 'domestic appliance', repairs, education, vacation, retraining, business, other}@attribute credit_amount real@attribute savings_status { '<100', '100<=X<500', '500<=X<1000', '>=1000', 'no known savings'}@attribute employment { unemployed, '<1', '1<=X<4', '4<=X<7', '>=7'}@attribute installment_commitment real@attribute personal_status { 'male div/sep', 'female div/dep/mar', 'male single', 'male mar/wid', 'female single'}@attribute other_parties { none, 'co applicant', guarantor}@attribute residence_since real@attribute property_magnitude { 'real estate', 'life insurance', car, 'no known property'}@attribute age real@attribute other_payment_plans { bank, stores, none}@attribute housing { rent, own, 'for free'}@attribute existing_credits real@attribute job { 'unemp/unskilled non res', 'unskilled resident', skilled, 'high qualif/self emp/mgmt'}@attribute num_dependents real@attribute own_telephone { none, yes}@attribute foreign_worker { yes, no}@attribute class { good, bad}@data'<0',6,'critical/other existing credit',radio/tv,1169,'no known savings','>=7',4,'male single',none,4,'real estate',67,none,own,2,skilled,1,yes,yes,good'0<=X<200',48,'existing paid',radio/tv,5951,'<100','1<=X<4',2,'female div/dep/mar',none,2,'real estate',22,none,own,1,skilled,1,none,yes,bad'no checking',12,'critical/other existing credit',education,2096,'<100','4<=X<7',2,'male single',none,3,'real estate',49,none,own,1,'unskilled resident',2,none,yes,good'<0',42,'existing paid',furniture/equipment,7882,'<100','4<=X<7',2,'male single',guarantor,4,'life insurance',45,none,'for free',1,skilled,2,none,yes,good'<0',24,'delayed previously','new car',4870,'<100','1<=X<4',3,'male single',none,4,'no known property',53,none,'for free',2,skilled,2,none,yes,bad'no checking',36,'existing paid',education,9055,'no known savings','1<=X<4',2,'male single',none,4,'no known property',35,none,'for free',1,'unskilled resident',2,yes,yes,good'no checking',24,'existing paid',furniture/equipment,2835,'500<=X<1000','>=7',3,'male single',none,4,'life insurance',53,none,own,1,skilled,1,none,yes,good'0<=X<200',36,'existing paid','used car',6948,'<100','1<=X<4',2,'male single',none,2,car,35,none,rent,1,'high qualif/self emp/mgmt',1,yes,yes,good'no checking',12,'existing paid',radio/tv,3059,'>=1000','4<=X<7',2,'male div/sep',none,4,'real estate',61,none,own,1,'unskilled resident',1,none,yes,good'0<=X<200',30,'critical/other existing credit','new car',5234,'<100',unemployed,4,'male mar/wid',none,2,car,28,none,own,2,'high qualif/self emp/mgmt',1,none,yes,bad'0<=X<200',12,'existing paid','new car',1295,'<100','<1',3,'female div/dep/mar',none,1,car,25,none,rent,1,skilled,1,none,yes,bad'<0',48,'existing paid',business,4308,'<100','<1',3,'female div/dep/mar',none,4,'life insurance',24,none,rent,1,skilled,1,none,yes,bad'0<=X<200',12,'existing paid',radio/tv,1567,'<100','1<=X<4',1,'female div/dep/mar',none,1,car,22,none,own,1,skilled,1,yes,yes,good'<0',24,'critical/other existing credit','new car',1199,'<100','>=7',4,'male single',none,4,car,60,none,own,2,'unskilled resident',1,none,yes,bad'<0',15,'existing paid','new car',1403,'<100','1<=X<4',2,'female div/dep/mar',none,4,car,28,none,rent,1,skilled,1,none,yes,good'<0',24,'existing paid',radio/tv,1282,'100<=X<500','1<=X<4',4,'female div/dep/mar',none,2,car,32,none,own,1,'unskilled resident',1,none,yes,bad'no checking',24,'critical/other existing credit',radio/tv,2424,'no known savings','>=7',4,'male single',none,4,'life insurance',53,none,own,2,skilled,1,none,yes,good'<0',30,'no credits/all paid',business,8072,'no known savings','<1',2,'male single',none,3,car,25,bank,own,3,skilled,1,none,yes,good'0<=X<200',24,'existing paid','used car',12579,'<100','>=7',4,'female div/dep/mar',none,2,'no known property',44,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,bad'no checking',24,'existing paid',radio/tv,3430,'500<=X<1000','>=7',3,'male single',none,2,car,31,none,own,1,skilled,2,yes,yes,good'no checking',9,'critical/other existing credit','new car',2134,'<100','1<=X<4',4,'male single',none,4,car,48,none,own,3,skilled,1,yes,yes,good'<0',6,'existing paid',radio/tv,2647,'500<=X<1000','1<=X<4',2,'male single',none,3,'real estate',44,none,rent,1,skilled,2,none,yes,good'<0',10,'critical/other existing credit','new car',2241,'<100','<1',1,'male single',none,3,'real estate',48,none,rent,2,'unskilled resident',2,none,no,good'0<=X<200',12,'critical/other existing credit','used car',1804,'100<=X<500','<1',3,'male single',none,4,'life insurance',44,none,own,1,skilled,1,none,yes,good'no checking',10,'critical/other existing credit',furniture/equipment,2069,'no known savings','1<=X<4',2,'male mar/wid',none,1,car,26,none,own,2,skilled,1,none,no,good'<0',6,'existing paid',furniture/equipment,1374,'<100','1<=X<4',1,'male single',none,2,'real estate',36,bank,own,1,'unskilled resident',1,yes,yes,good'no checking',6,'no credits/all paid',radio/tv,426,'<100','>=7',4,'male mar/wid',none,4,car,39,none,own,1,'unskilled resident',1,none,yes,good'>=200',12,'all paid',radio/tv,409,'>=1000','1<=X<4',3,'female div/dep/mar',none,3,'real estate',42,none,rent,2,skilled,1,none,yes,good'0<=X<200',7,'existing paid',radio/tv,2415,'<100','1<=X<4',3,'male single',guarantor,2,'real estate',34,none,own,1,skilled,1,none,yes,good'<0',60,'delayed previously',business,6836,'<100','>=7',3,'male single',none,4,'no known property',63,none,own,2,skilled,1,yes,yes,bad'0<=X<200',18,'existing paid',business,1913,'>=1000','<1',3,'male mar/wid',none,3,'real estate',36,bank,own,1,skilled,1,yes,yes,good'<0',24,'existing paid',furniture/equipment,4020,'<100','1<=X<4',2,'male single',none,2,car,27,stores,own,1,skilled,1,none,yes,good'0<=X<200',18,'existing paid','new car',5866,'100<=X<500','1<=X<4',2,'male single',none,2,car,30,none,own,2,skilled,1,yes,yes,good'no checking',12,'critical/other existing credit',business,1264,'no known savings','>=7',4,'male single',none,4,'no known property',57,none,rent,1,'unskilled resident',1,none,yes,good'>=200',12,'existing paid',furniture/equipment,1474,'<100','<1',4,'female div/dep/mar',none,1,'life insurance',33,bank,own,1,'high qualif/self emp/mgmt',1,yes,yes,good'0<=X<200',45,'critical/other existing credit',radio/tv,4746,'<100','<1',4,'male single',none,2,'life insurance',25,none,own,2,'unskilled resident',1,none,yes,bad'no checking',48,'critical/other existing credit',education,6110,'<100','1<=X<4',1,'male single',none,3,'no known property',31,bank,'for free',1,skilled,1,yes,yes,good'>=200',18,'existing paid',radio/tv,2100,'<100','1<=X<4',4,'male single','co applicant',2,'real estate',37,stores,own,1,skilled,1,none,yes,bad'>=200',10,'existing paid','domestic appliance',1225,'<100','1<=X<4',2,'male single',none,2,car,37,none,own,1,skilled,1,yes,yes,good'0<=X<200',9,'existing paid',radio/tv,458,'<100','1<=X<4',4,'male single',none,3,'real estate',24,none,own,1,skilled,1,none,yes,good'no checking',30,'existing paid',radio/tv,2333,'500<=X<1000','>=7',4,'male single',none,2,car,30,bank,own,1,'high qualif/self emp/mgmt',1,none,yes,good'0<=X<200',12,'existing paid',radio/tv,1158,'500<=X<1000','1<=X<4',3,'male div/sep',none,1,car,26,none,own,1,skilled,1,yes,yes,good'0<=X<200',18,'delayed previously',repairs,6204,'<100','1<=X<4',2,'male single',none,4,'real estate',44,none,own,1,'unskilled resident',2,yes,yes,good'<0',30,'critical/other existing credit','used car',6187,'100<=X<500','4<=X<7',1,'male mar/wid',none,4,car,24,none,rent,2,skilled,1,none,yes,good'<0',48,'critical/other existing credit','used car',6143,'<100','>=7',4,'female div/dep/mar',none,4,'no known property',58,stores,'for free',2,'unskilled resident',1,none,yes,bad'no checking',11,'critical/other existing credit','new car',1393,'<100','<1',4,'female div/dep/mar',none,4,car,35,none,own,2,'high qualif/self emp/mgmt',1,none,yes,good'no checking',36,'existing paid',radio/tv,2299,'500<=X<1000','>=7',4,'male single',none,4,car,39,none,own,1,skilled,1,none,yes,good'<0',6,'existing paid','used car',1352,'500<=X<1000',unemployed,1,'female div/dep/mar',none,2,'life insurance',23,none,rent,1,'unemp/unskilled non res',1,yes,yes,good'no checking',11,'critical/other existing credit','new car',7228,'<100','1<=X<4',1,'male single',none,4,'life insurance',39,none,own,2,'unskilled resident',1,none,yes,good'no checking',12,'existing paid',radio/tv,2073,'100<=X<500','1<=X<4',4,'female div/dep/mar','co applicant',2,'real estate',28,none,own,1,skilled,1,none,yes,good'0<=X<200',24,'delayed previously',furniture/equipment,2333,'no known savings','<1',4,'male single',none,2,'life insurance',29,bank,own,1,'unskilled resident',1,none,yes,good'0<=X<200',27,'delayed previously','used car',5965,'<100','>=7',1,'male single',none,2,car,30,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,good'no checking',12,'existing paid',radio/tv,1262,'<100','1<=X<4',3,'male single',none,2,car,25,none,own,1,skilled,1,none,yes,good'no checking',18,'existing paid','used car',3378,'no known savings','1<=X<4',2,'male single',none,1,'life insurance',31,none,own,1,skilled,1,yes,yes,good'0<=X<200',36,'delayed previously','new car',2225,'<100','>=7',4,'male single',none,4,'no known property',57,bank,'for free',2,skilled,1,yes,yes,bad'no checking',6,'all paid','new car',783,'no known savings','1<=X<4',1,'male single',guarantor,2,'real estate',26,stores,own,1,'unskilled resident',2,none,yes,good'0<=X<200',12,'existing paid',radio/tv,6468,'no known savings',unemployed,2,'male single',none,1,'no known property',52,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad'no checking',36,'critical/other existing credit',radio/tv,9566,'<100','1<=X<4',2,'female div/dep/mar',none,2,car,31,stores,own,2,skilled,1,none,yes,good'>=200',18,'existing paid','new car',1961,'<100','>=7',3,'female div/dep/mar',none,2,car,23,none,own,1,'high qualif/self emp/mgmt',1,none,yes,good'<0',36,'critical/other existing credit',furniture/equipment,6229,'<100','<1',4,'female div/dep/mar','co applicant',4,'no known property',23,none,rent,2,'unskilled resident',1,yes,yes,bad'0<=X<200',9,'existing paid',business,1391,'<100','1<=X<4',2,'male mar/wid',none,1,'real estate',27,bank,own,1,skilled,1,yes,yes,good'0<=X<200',15,'critical/other existing credit',radio/tv,1537,'no known savings','>=7',4,'male single',guarantor,4,'real estate',50,none,own,2,skilled,1,yes,yes,good'0<=X<200',36,'no credits/all paid',business,1953,'<100','>=7',4,'male single',none,4,'no known property',61,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,bad'0<=X<200',48,'no credits/all paid',business,14421,'<100','1<=X<4',2,'male single',none,2,car,25,none,own,1,skilled,1,yes,yes,bad'no checking',24,'existing paid',radio/tv,3181,'<100','<1',4,'female div/dep/mar',none,4,'life insurance',26,none,own,1,skilled,1,yes,yes,good'no checking',27,'existing paid',repairs,5190,'no known savings','>=7',4,'male single',none,4,'life insurance',48,none,own,4,skilled,2,yes,yes,good'no checking',12,'existing paid',radio/tv,2171,'<100','<1',2,'female div/dep/mar',none,2,car,29,bank,own,1,skilled,1,none,yes,good'0<=X<200',12,'existing paid','new car',1007,'>=1000','1<=X<4',4,'male mar/wid',none,1,'real estate',22,none,own,1,skilled,1,none,yes,good'no checking',36,'existing paid',education,1819,'<100','1<=X<4',4,'male single',none,4,'no known property',37,stores,'for free',1,skilled,1,yes,yes,bad'no checking',36,'existing paid',radio/tv,2394,'no known savings','1<=X<4',4,'female div/dep/mar',none,4,car,25,none,own,1,skilled,1,none,yes,good'no checking',36,'existing paid','used car',8133,'<100','1<=X<4',1,'female div/dep/mar',none,2,'life insurance',30,bank,own,1,skilled,1,none,yes,good'no checking',7,'critical/other existing credit',radio/tv,730,'no known savings','>=7',4,'male single',none,2,'life insurance',46,none,rent,2,'unskilled resident',1,yes,yes,good'<0',8,'critical/other existing credit',other,1164,'<100','>=7',3,'male single',none,4,'no known property',51,bank,'for free',2,'high qualif/self emp/mgmt',2,yes,yes,good'0<=X<200',42,'critical/other existing credit',business,5954,'<100','4<=X<7',2,'female div/dep/mar',none,1,'real estate',41,bank,own,2,'unskilled resident',1,none,yes,good'<0',36,'existing paid',education,1977,'no known savings','>=7',4,'male single',none,4,'no known property',40,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad'<0',12,'critical/other existing credit','used car',1526,'<100','>=7',4,'male single',none,4,'no known property',66,none,'for free',2,'high qualif/self emp/mgmt',1,none,yes,good'<0',42,'existing paid',radio/tv,3965,'<100','<1',4,'male single',none,3,car,34,none,own,1,skilled,1,none,yes,bad'0<=X<200',11,'delayed previously',radio/tv,4771,'<100','4<=X<7',2,'male single',none,4,'life insurance',51,none,own,1,skilled,1,none,yes,good'no checking',54,'no credits/all paid','used car',9436,'no known savings','1<=X<4',2,'male single',none,2,'life insurance',39,none,own,1,'unskilled resident',2,none,yes,good'0<=X<200',30,'existing paid',furniture/equipment,3832,'<100','<1',2,'male mar/wid',none,1,'life insurance',22,none,own,1,skilled,1,none,yes,good'no checking',24,'existing paid',radio/tv,5943,'no known savings','<1',1,'female div/dep/mar',none,1,car,44,none,own,2,skilled,1,yes,yes,bad'no checking',15,'existing paid',radio/tv,1213,'500<=X<1000','>=7',4,'male single',none,3,'life insurance',47,stores,own,1,skilled,1,yes,yes,good'no checking',18,'existing paid',business,1568,'100<=X<500','1<=X<4',3,'female div/dep/mar',none,4,'life insurance',24,none,rent,1,'unskilled resident',1,none,yes,good'<0',24,'existing paid',other,1755,'<100','>=7',4,'female div/dep/mar',guarantor,4,'real estate',58,none,own,1,'unskilled resident',1,yes,yes,good'<0',10,'existing paid',radio/tv,2315,'<100','>=7',3,'male single',none,4,'real estate',52,none,own,1,'unskilled resident',1,none,yes,good'no checking',12,'critical/other existing credit',business,1412,'<100','1<=X<4',4,'female div/dep/mar',guarantor,2,'real estate',29,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,good'0<=X<200',18,'critical/other existing credit',furniture/equipment,1295,'<100','<1',4,'female div/dep/mar',none,1,'life insurance',27,none,own,2,skilled,1,none,yes,good'0<=X<200',36,'existing paid',education,12612,'100<=X<500','1<=X<4',1,'male single',none,4,'no known property',47,none,'for free',1,skilled,2,yes,yes,bad'<0',18,'existing paid','new car',2249,'100<=X<500','4<=X<7',4,'male single',none,3,car,30,none,own,1,'high qualif/self emp/mgmt',2,yes,yes,good'<0',12,'no credits/all paid',repairs,1108,'<100','4<=X<7',4,'male single',none,3,'real estate',28,none,own,2,skilled,1,none,yes,bad'no checking',12,'critical/other existing credit',radio/tv,618,'<100','>=7',4,'male single',none,4,'real estate',56,none,own,1,skilled,1,none,yes,good'<0',12,'critical/other existing credit','used car',1409,'<100','>=7',4,'male single',none,3,'real estate',54,none,own,1,skilled,1,none,yes,good'no checking',12,'critical/other existing credit',radio/tv,797,'no known savings','>=7',4,'female div/dep/mar',none,3,'life insurance',33,bank,own,1,'unskilled resident',2,none,yes,bad'>=200',24,'critical/other existing credit',furniture/equipment,3617,'no known savings','>=7',4,'male single','co applicant',4,'no known property',20,none,rent,2,skilled,1,none,yes,good'0<=X<200',12,'existing paid','new car',1318,'>=1000','>=7',4,'male single',none,4,'real estate',54,none,own,1,skilled,1,yes,yes,good'0<=X<200',54,'no credits/all paid',business,15945,'<100','<1',3,'male single',none,4,'no known property',58,none,rent,1,skilled,1,yes,yes,bad'no checking',12,'critical/other existing credit',education,2012,'no known savings','4<=X<7',4,'female div/dep/mar',none,2,car,61,none,own,1,skilled,1,none,yes,good'0<=X<200',18,'existing paid',business,2622,'100<=X<500','1<=X<4',4,'male single',none,4,car,34,none,own,1,skilled,1,none,yes,good