% test @RELATION dataset_31_credit-g @ATTRIBUTE checking_status STRING @ATTRIBUTE duration INTEGER @ATTRIBUTE credit_history STRING @ATTRIBUTE purpose STRING @ATTRIBUTE credit_amount INTEGER @ATTRIBUTE savings_status STRING @ATTRIBUTE employment STRING @ATTRIBUTE installment_commitment INTEGER @ATTRIBUTE personal_status STRING @ATTRIBUTE other_parties STRING @ATTRIBUTE residence_since INTEGER @ATTRIBUTE property_magnitude STRING @ATTRIBUTE age INTEGER @ATTRIBUTE other_payment_plans STRING @ATTRIBUTE housing STRING @ATTRIBUTE existing_credits INTEGER @ATTRIBUTE job STRING @ATTRIBUTE num_dependents INTEGER @ATTRIBUTE own_telephone STRING @ATTRIBUTE foreign_worker STRING @ATTRIBUTE class STRING @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 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