credit-g.arff

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2009-08-18 10:42:42
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German credit data
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% Description of the German credit dataset.
% 
% 1. Title: German Credit data
% 
% 2. Source Information
% 
% Professor Dr. Hans Hofmann  
% Institut f"ur Statistik und "Okonometrie  
% Universit"at Hamburg  
% FB Wirtschaftswissenschaften  
% Von-Melle-Park 5    
% 2000 Hamburg 13 
% 
% 3. Number of Instances:  1000
% 
% Two datasets are provided.  the original dataset, in the form provided
% by Prof. Hofmann, contains categorical/symbolic attributes and
% is in the file "german.data".   
%  
% For algorithms that need numerical attributes, Strathclyde University 
% produced the file "german.data-numeric".  This file has been edited 
% and several indicator variables added to make it suitable for 
% algorithms which cannot cope with categorical variables.   Several
% attributes that are ordered categorical (such as attribute 17) have
% been coded as integer.    This was the form used by StatLog.
% 
% 
% 6. Number of Attributes german: 20 (7 numerical, 13 categorical)
%    Number of Attributes german.numer: 24 (24 numerical)
% 
% 
% 7.  Attribute description for german
% 
% Attribute 1:  (qualitative)
% 	       Status of existing checking account
%                A11 :      ... <    0 DM
% 	       A12 : 0 <= ... <  200 DM
% 	       A13 :      ... >= 200 DM /
% 		     salary assignments for at least 1 year
%                A14 : no checking account
% 
% Attribute 2:  (numerical)
% 	      Duration in month
% 
% Attribute 3:  (qualitative)
% 	      Credit history
% 	      A30 : no credits taken/
% 		    all credits paid back duly
%               A31 : all credits at this bank paid back duly
% 	      A32 : existing credits paid back duly till now
%               A33 : delay in paying off in the past
% 	      A34 : critical account/
% 		    other credits existing (not at this bank)
% 
% Attribute 4:  (qualitative)
% 	      Purpose
% 	      A40 : car (new)
% 	      A41 : car (used)
% 	      A42 : furniture/equipment
% 	      A43 : radio/television
% 	      A44 : domestic appliances
% 	      A45 : repairs
% 	      A46 : education
% 	      A47 : (vacation - does not exist?)
% 	      A48 : retraining
% 	      A49 : business
% 	      A410 : others
% 
% Attribute 5:  (numerical)
% 	      Credit amount
% 
% Attibute 6:  (qualitative)
% 	      Savings account/bonds
% 	      A61 :          ... <  100 DM
% 	      A62 :   100 <= ... <  500 DM
% 	      A63 :   500 <= ... < 1000 DM
% 	      A64 :          .. >= 1000 DM
%               A65 :   unknown/ no savings account
% 
% Attribute 7:  (qualitative)
% 	      Present employment since
% 	      A71 : unemployed
% 	      A72 :       ... < 1 year
% 	      A73 : 1  <= ... < 4 years  
% 	      A74 : 4  <= ... < 7 years
% 	      A75 :       .. >= 7 years
% 
% Attribute 8:  (numerical)
% 	      Installment rate in percentage of disposable income
% 
% Attribute 9:  (qualitative)
% 	      Personal status and sex
% 	      A91 : male   : divorced/separated
% 	      A92 : female : divorced/separated/married
%               A93 : male   : single
% 	      A94 : male   : married/widowed
% 	      A95 : female : single
% 
% Attribute 10: (qualitative)
% 	      Other debtors / guarantors
% 	      A101 : none
% 	      A102 : co-applicant
% 	      A103 : guarantor
% 
% Attribute 11: (numerical)
% 	      Present residence since
% 
% Attribute 12: (qualitative)
% 	      Property
% 	      A121 : real estate
% 	      A122 : if not A121 : building society savings agreement/
% 				   life insurance
%               A123 : if not A121/A122 : car or other, not in attribute 6
% 	      A124 : unknown / no property
% 
% Attribute 13: (numerical)
% 	      Age in years
% 
% Attribute 14: (qualitative)
% 	      Other installment plans 
% 	      A141 : bank
% 	      A142 : stores
% 	      A143 : none
% 
% Attribute 15: (qualitative)
% 	      Housing
% 	      A151 : rent
% 	      A152 : own
% 	      A153 : for free
% 
% Attribute 16: (numerical)
%               Number of existing credits at this bank
% 
% Attribute 17: (qualitative)
% 	      Job
% 	      A171 : unemployed/ unskilled  - non-resident
% 	      A172 : unskilled - resident
% 	      A173 : skilled employee / official
% 	      A174 : management/ self-employed/
% 		     highly qualified employee/ officer
% 
% Attribute 18: (numerical)
% 	      Number of people being liable to provide maintenance for
% 
% Attribute 19: (qualitative)
% 	      Telephone
% 	      A191 : none
% 	      A192 : yes, registered under the customers name
% 
% Attribute 20: (qualitative)
% 	      foreign worker
% 	      A201 : yes
% 	      A202 : no
% 
% 
% 
% 8.  Cost Matrix
% 
% This dataset requires use of a cost matrix (see below)
% 
% 
%       1        2
% ----------------------------
%   1   0        1
% -----------------------
%   2   5        0
% 
% (1 = Good,  2 = Bad)
% 
% the rows represent the actual classification and the columns
% the predicted classification.
% 
% It is worse to class a customer as good when they are bad (5), 
% than it is to class a customer as bad when they are good (1).
% 
%
%
%
%
% Relabeled values in attribute checking_status
%    From: A11                     To: '<0'                
%    From: A12                     To: '0<=X<200'          
%    From: A13                     To: '>=200'             
%    From: A14                     To: 'no checking'       
%
%
% Relabeled values in attribute credit_history
%    From: A30                     To: 'no credits/all paid'
%    From: A31                     To: 'all paid'          
%    From: A32                     To: 'existing paid'     
%    From: A33                     To: 'delayed previously'
%    From: A34                     To: 'critical/other existing credit'
%
%
% Relabeled values in attribute purpose
%    From: A40                     To: 'new car'           
%    From: A41                     To: 'used car'          
%    From: A42                     To: furniture/equipment 
%    From: A43                     To: radio/tv            
%    From: A44                     To: 'domestic appliance'
%    From: A45                     To: repairs             
%    From: A46                     To: education           
%    From: A47                     To: vacation            
%    From: A48                     To: retraining          
%    From: A49                     To: business            
%    From: A410                    To: other               
%
%
% Relabeled values in attribute savings_status
%    From: A61                     To: '<100'              
%    From: A62                     To: '100<=X<500'        
%    From: A63                     To: '500<=X<1000'       
%    From: A64                     To: '>=1000'            
%    From: A65                     To: 'no known savings'  
%
%
% Relabeled values in attribute employment
%    From: A71                     To: unemployed          
%    From: A72                     To: '<1'                
%    From: A73                     To: '1<=X<4'            
%    From: A74                     To: '4<=X<7'            
%    From: A75                     To: '>=7'               
%
%
% Relabeled values in attribute personal_status
%    From: A91                     To: 'male div/sep'      
%    From: A92                     To: 'female div/dep/mar'
%    From: A93                     To: 'male single'       
%    From: A94                     To: 'male mar/wid'      
%    From: A95                     To: 'female single'     
%
%
% Relabeled values in attribute other_parties
%    From: A101                    To: none                
%    From: A102                    To: 'co applicant'      
%    From: A103                    To: guarantor           
%
%
% Relabeled values in attribute property_magnitude
%    From: A121                    To: 'real estate'       
%    From: A122                    To: 'life insurance'    
%    From: A123                    To: car                 
%    From: A124                    To: 'no known property' 
%
%
% Relabeled values in attribute other_payment_plans
%    From: A141                    To: bank                
%    From: A142                    To: stores              
%    From: A143                    To: none                
%
%
% Relabeled values in attribute housing
%    From: A151                    To: rent                
%    From: A152                    To: own                 
%    From: A153                    To: 'for free'          
%
%
% Relabeled values in attribute job
%    From: A171                    To: 'unemp/unskilled non res'
%    From: A172                    To: 'unskilled resident'
%    From: A173                    To: skilled             
%    From: A174                    To: 'high qualif/self emp/mgmt'
%
%
% Relabeled values in attribute own_telephone
%    From: A191                    To: none                
%    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
'0<=X<200',36,'critical/other existing credit',radio/tv,2337,'<100','>=7',4,'male single',none,4,'real estate',36,none,own,1,skilled,1,none,yes,good
'0<=X<200',20,'delayed previously','used car',7057,'no known savings','4<=X<7',3,'male single',none,4,'life insurance',36,bank,rent,2,'high qualif/self emp/mgmt',2,yes,yes,good
'no checking',24,'existing paid','new car',1469,'100<=X<500','>=7',4,'male mar/wid',none,4,'real estate',41,none,rent,1,'unskilled resident',1,none,yes,good
'0<=X<200',36,'existing paid',radio/tv,2323,'<100','4<=X<7',4,'male single',none,4,car,24,none,rent,1,skilled,1,none,yes,good
'no checking',6,'delayed previously',radio/tv,932,'<100','1<=X<4',3,'female div/dep/mar',none,2,'real estate',24,none,own,1,skilled,1,none,yes,good
'0<=X<200',9,'critical/other existing credit',furniture/equipment,1919,'<100','4<=X<7',4,'male single',none,3,car,35,none,rent,1,skilled,1,yes,yes,good
'no checking',12,'existing paid','used car',2445,'no known savings','<1',2,'male mar/wid',none,4,car,26,none,rent,1,skilled,1,yes,yes,good
'0<=X<200',24,'critical/other existing credit',other,11938,'<100','1<=X<4',2,'male single','co applicant',3,car,39,none,own,2,'high qualif/self emp/mgmt',2,yes,yes,bad
'no checking',18,'all paid','new car',6458,'<100','>=7',2,'male single',none,4,'no known property',39,bank,own,2,'high qualif/self emp/mgmt',2,yes,yes,bad
'0<=X<200',12,'existing paid','new car',6078,'<100','4<=X<7',2,'male single',none,2,car,32,none,own,1,skilled,1,none,yes,good
'<0',24,'existing paid',furniture/equipment,7721,'no known savings','<1',1,'female div/dep/mar',none,2,'life insurance',30,none,own,1,skilled,1,yes,no,good
'0<=X<200',14,'existing paid',business,1410,'500<=X<1000','>=7',1,'male mar/wid',none,2,'real estate',35,none,own,1,skilled,1,yes,yes,good
'0<=X<200',6,'delayed previously',business,1449,'100<=X<500','>=7',1,'male div/sep',none,2,car,31,bank,own,2,skilled,2,none,yes,good
'>=200',15,'existing paid',education,392,'<100','<1',4,'female div/dep/mar',none,4,'life insurance',23,none,rent,1,skilled,1,yes,yes,good
'0<=X<200',18,'existing paid','new car',6260,'<100','4<=X<7',3,'male single',none,3,'real estate',28,none,rent,1,'unskilled resident',1,none,yes,good
'no checking',36,'critical/other existing credit','new car',7855,'<100','1<=X<4',4,'female div/dep/mar',none,2,'real estate',25,stores,own,2,skilled,1,yes,yes,bad
'<0',12,'existing paid',radio/tv,1680,'500<=X<1000','>=7',3,'male mar/wid',none,1,'real estate',35,none,own,1,skilled,1,none,yes,good
'no checking',48,'critical/other existing credit',radio/tv,3578,'no known savings','>=7',4,'male single',none,1,'real estate',47,none,own,1,skilled,1,yes,yes,good
'<0',42,'existing paid',radio/tv,7174,'no known savings','4<=X<7',4,'female div/dep/mar',none,3,car,30,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
'<0',10,'critical/other existing credit',furniture/equipment,2132,'no known savings','<1',2,'female div/dep/mar','co applicant',3,'real estate',27,none,rent,2,skilled,1,none,no,good
'<0',33,'critical/other existing credit',furniture/equipment,4281,'500<=X<1000','1<=X<4',1,'female div/dep/mar',none,4,car,23,none,own,2,skilled,1,none,yes,bad
'0<=X<200',12,'critical/other existing credit','new car',2366,'500<=X<1000','4<=X<7',3,'male div/sep',none,3,car,36,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
'<0',21,'existing paid',radio/tv,1835,'<100','1<=X<4',3,'female div/dep/mar',none,2,'real estate',25,none,own,2,skilled,1,yes,yes,bad
'no checking',24,'critical/other existing credit','used car',3868,'<100','>=7',4,'female div/dep/mar',none,2,car,41,none,rent,2,'high qualif/self emp/mgmt',1,yes,yes,good
'no checking',12,'existing paid',furniture/equipment,1768,'<100','1<=X<4',3,'male single',none,2,'real estate',24,none,rent,1,'unskilled resident',1,none,yes,good
'>=200',10,'critical/other existing credit','new car',781,'<100','>=7',4,'male single',none,4,'no known property',63,none,'for free',2,skilled,1,yes,yes,good
'0<=X<200',18,'existing paid',furniture/equipment,1924,'no known savings','<1',4,'female div/dep/mar',none,3,'real estate',27,none,rent,1,skilled,1,none,yes,bad
'<0',12,'critical/other existing credit','new car',2121,'<100','1<=X<4',4,'male single',none,2,'life insurance',30,none,own,2,skilled,1,none,yes,good
'<0',12,'existing paid',radio/tv,701,'<100','1<=X<4',4,'male mar/wid',none,2,'real estate',40,none,own,1,'unskilled resident',1,none,yes,good
'0<=X<200',12,'existing paid',repairs,639,'<100','1<=X<4',4,'male single',none,2,car,30,none,own,1,skilled,1,none,yes,bad
'0<=X<200',12,'critical/other existing credit','used car',1860,'<100',unemployed,4,'male single',none,2,car,34,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
'<0',12,'critical/other existing credit','new car',3499,'<100','1<=X<4',3,'female div/dep/mar','co applicant',2,'real estate',29,none,own,2,skilled,1,none,yes,bad
'0<=X<200',48,'existing paid','new car',8487,'no known savings','4<=X<7',1,'female div/dep/mar',none,2,car,24,none,own,1,skilled,1,none,yes,good
'<0',36,'delayed previously',education,6887,'<100','1<=X<4',4,'male single',none,3,'life insurance',29,stores,own,1,skilled,1,yes,yes,bad
'no checking',15,'existing paid',furniture/equipment,2708,'<100','<1',2,'male single',none,3,'life insurance',27,bank,own,2,'unskilled resident',1,none,yes,good
'no checking',18,'existing paid',furniture/equipment,1984,'<100','1<=X<4',4,'male single',none,4,'no known property',47,bank,'for free',2,skilled,1,none,yes,good
'no checking',60,'existing paid',radio/tv,10144,'100<=X<500','4<=X<7',2,'female div/dep/mar',none,4,'real estate',21,none,own,1,skilled,1,yes,yes,good
'no checking',12,'critical/other existing credit',radio/tv,1240,'no known savings','>=7',4,'female div/dep/mar',none,2,'real estate',38,none,own,2,skilled,1,yes,yes,good
'no checking',27,'delayed previously','used car',8613,'>=1000','1<=X<4',2,'male single',none,2,car,27,none,own,2,skilled,1,none,yes,good
'0<=X<200',12,'existing paid',radio/tv,766,'500<=X<1000','1<=X<4',4,'male single',none,3,'real estate',66,none,own,1,'unskilled resident',1,none,yes,bad
'0<=X<200',15,'critical/other existing credit',radio/tv,2728,'no known savings','4<=X<7',4,'male single',guarantor,2,'real estate',35,bank,own,3,skilled,1,yes,yes,good
'>=200',12,'existing paid',radio/tv,1881,'<100','1<=X<4',2,'female div/dep/mar',none,2,car,44,none,rent,1,'unskilled resident',1,yes,yes,good
'>=200',6,'existing paid','new car',709,'>=1000','<1',2,'male mar/wid',none,2,'real estate',27,none,own,1,'unemp/unskilled non res',1,none,no,good
'0<=X<200',36,'existing paid',radio/tv,4795,'<100','<1',4,'female div/dep/mar',none,1,'no known property',30,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
'<0',27,'existing paid',radio/tv,3416,'<100','1<=X<4',3,'male single',none,2,car,27,none,own,1,'high qualif/self emp/mgmt',1,none,yes,good
'<0',18,'existing paid',furniture/equipment,2462,'<100','1<=X<4',2,'male single',none,2,car,22,none,own,1,skilled,1,none,yes,bad
'no checking',21,'critical/other existing credit',furniture/equipment,2288,'<100','<1',4,'female div/dep/mar',none,4,'life insurance',23,none,own,1,skilled,1,yes,yes,good
'0<=X<200',48,'all paid',business,3566,'100<=X<500','4<=X<7',4,'male single',none,2,car,30,none,own,1,skilled,1,none,yes,good
'<0',6,'critical/other existing credit','new car',860,'<100','>=7',1,'female div/dep/mar',none,4,'no known property',39,none,own,2,skilled,1,yes,yes,good
'no checking',12,'critical/other existing credit','new car',682,'100<=X<500','4<=X<7',4,'female div/dep/mar',none,3,car,51,none,own,2,skilled,1,yes,yes,good
'<0',36,'critical/other existing credit',furniture/equipment,5371,'<100','1<=X<4',3,'male single',guarantor,2,'life insurance',28,none,own,2,skilled,1,none,yes,good
'no checking',18,'critical/other existing credit',radio/tv,1582,'>=1000','>=7',4,'male single',none,4,car,46,none,own,2,skilled,1,none,yes,good
'no checking',6,'existing paid',radio/tv,1346,'100<=X<500','>=7',2,'male single',none,4,'no known property',42,bank,'for free',1,skilled,2,yes,yes,good
'no checking',10,'existing paid',radio/tv,1924,'<100','1<=X<4',1,'male single',none,4,'life insurance',38,none,own,1,skilled,1,yes,no,good
'>=200',36,'existing paid',radio/tv,5848,'<100','1<=X<4',4,'male single',none,1,car,24,none,own,1,skilled,1,none,yes,good
'0<=X<200',24,'critical/other existing credit','used car',7758,'>=1000','>=7',2,'female div/dep/mar',none,4,'no known property',29,none,rent,1,skilled,1,none,yes,good
'0<=X<200',24,'delayed previously',business,6967,'100<=X<500','4<=X<7',4,'male single',none,4,car,36,none,rent,1,'high qualif/self emp/mgmt',1,yes,yes,good
'<0',12,'existing paid',furniture/equipment,1282,'<100','1<=X<4',2,'female div/dep/mar',none,4,car,20,none,rent,1,skilled,1,none,yes,bad
'<0',9,'critical/other existing credit',repairs,1288,'100<=X<500','>=7',3,'male single',guarantor,4,'real estate',48,none,own,2,skilled,2,none,no,good
'<0',12,'all paid',retraining,339,'<100','>=7',4,'male mar/wid',none,1,car,45,bank,own,1,'unskilled resident',1,none,yes,good
'0<=X<200',24,'existing paid','new car',3512,'100<=X<500','4<=X<7',2,'male single',none,3,car,38,bank,own,2,skilled,1,yes,yes,good
'no checking',6,'critical/other existing credit',radio/tv,1898,'no known savings','1<=X<4',1,'male single',none,2,'real estate',34,none,own,2,'unskilled resident',2,none,yes,good
'no checking',24,'critical/other existing credit',radio/tv,2872,'100<=X<500','>=7',3,'male single',none,4,'real estate',36,none,own,1,skilled,2,yes,yes,good
'no checking',18,'critical/other existing credit','new car',1055,'<100','<1',4,'female div/dep/mar',none,1,'life insurance',30,none,own,2,skilled,1,none,yes,good
'no checking',15,'existing paid','domestic appliance',1262,'500<=X<1000','4<=X<7',4,'male single',none,3,'life insurance',36,none,own,2,skilled,1,yes,yes,good
'0<=X<200',10,'existing paid','new car',7308,'<100',unemployed,2,'male single',none,4,'no known property',70,bank,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,good
'no checking',36,'existing paid','new car',909,'500<=X<1000','>=7',4,'male single',none,4,'life insurance',36,none,own,1,skilled,1,none,yes,good
'no checking',6,'existing paid',furniture/equipment,2978,'500<=X<1000','1<=X<4',1,'male single',none,2,car,32,none,own,1,skilled,1,yes,yes,good
'<0',18,'existing paid',furniture/equipment,1131,'<100',unemployed,4,'female div/dep/mar',none,2,car,33,none,own,1,skilled,1,none,yes,bad
'0<=X<200',11,'existing paid',furniture/equipment,1577,'>=1000','<1',4,'female div/dep/mar',none,1,'real estate',20,none,own,1,skilled,1,none,yes,good
'no checking',24,'existing paid',furniture/equipment,3972,'<100','4<=X<7',2,'female div/dep/mar',none,4,'life insurance',25,none,rent,1,skilled,1,yes,yes,good
'0<=X<200',24,'critical/other existing credit',business,1935,'<100','>=7',4,'male div/sep',none,4,'real estate',31,none,own,2,skilled,1,yes,yes,bad
'<0',15,'no credits/all paid','new car',950,'<100','>=7',4,'male single',none,3,car,33,none,rent,2,skilled,2,none,yes,bad
'no checking',12,'existing paid',furniture/equipment,763,'<100','1<=X<4',4,'female div/dep/mar',none,1,'real estate',26,none,own,1,skilled,1,yes,yes,good
'0<=X<200',24,'delayed previously',furniture/equipment,2064,'<100',unemployed,3,'female div/dep/mar',none,2,'life insurance',34,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
'0<=X<200',8,'existing paid',radio/tv,1414,'<100','1<=X<4',4,'male single',guarantor,2,'real estate',33,none,own,1,skilled,1,none,no,good
'<0',21,'delayed previously',education,3414,'<100','<1',2,'male single',none,1,'life insurance',26,none,own,2,skilled,1,none,yes,bad
'no checking',30,'all paid','used car',7485,'no known savings',unemployed,4,'female div/dep/mar',none,1,'real estate',53,bank,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
'<0',12,'existing paid',furniture/equipment,2577,'<100','1<=X<4',2,'male div/sep',none,1,car,42,none,own,1,skilled,1,none,yes,good
'<0',6,'critical/other existing credit',radio/tv,338,'500<=X<1000','>=7',4,'male single',none,4,car,52,none,own,2,skilled,1,none,yes,good
'no checking',12,'existing paid',radio/tv,1963,'<100','4<=X<7',4,'male single',none,2,car,31,none,rent,2,'high qualif/self emp/mgmt',2,yes,yes,good
'<0',21,'critical/other existing credit','new car',571,'<100','>=7',4,'male single',none,4,'real estate',65,none,own,2,skilled,1,none,yes,good
'no checking',36,'delayed previously',business,9572,'<100','<1',1,'male div/sep',none,1,car,28,none,own,2,skilled,1,none,yes,bad
'0<=X<200',36,'delayed previously',business,4455,'<100','1<=X<4',2,'male div/sep',none,2,'real estate',30,stores,own,2,'high qualif/self emp/mgmt',1,yes,yes,bad
'<0',21,'all paid','new car',1647,'no known savings','1<=X<4',4,'male single',none,2,'life insurance',40,none,own,2,'unskilled resident',2,none,yes,bad
'no checking',24,'critical/other existing credit',furniture/equipment,3777,'>=1000','1<=X<4',4,'male single',none,4,'real estate',50,none,own,1,skilled,1,yes,yes,good
'0<=X<200',18,'critical/other existing credit','new car',884,'<100','>=7',4,'male single',none,4,car,36,bank,own,1,skilled,2,yes,yes,bad
'no checking',15,'critical/other existing credit',radio/tv,1360,'<100','1<=X<4',4,'male single',none,2,'life insurance',31,none,own,2,skilled,1,none,yes,good
'0<=X<200',9,'all paid','used car',5129,'<100','>=7',2,'female div/dep/mar',none,4,'no known property',74,bank,'for free',1,'high qualif/self emp/mgmt',2,yes,yes,bad
'0<=X<200',16,'critical/other existing credit','new car',1175,'<100',unemployed,2,'male single',none,3,car,68,none,'for free',3,'unemp/unskilled non res',1,yes,yes,good
'<0',12,'existing paid',radio/tv,674,'100<=X<500','4<=X<7',4,'male mar/wid',none,1,'life insurance',20,none,own,1,skilled,1,none,yes,bad
'0<=X<200',18,'no credits/all paid',furniture/equipment,3244,'<100','1<=X<4',1,'female div/dep/mar',none,4,car,33,bank,own,2,skilled,1,yes,yes,good
'no checking',24,'existing paid',business,4591,'>=1000','1<=X<4',2,'male single',none,3,'life insurance',54,none,own,3,'high qualif/self emp/mgmt',1,yes,yes,bad
'0<=X<200',48,'no credits/all paid',business,3844,'100<=X<500','4<=X<7',4,'male single',none,4,'no known property',34,none,'for free',1,'unskilled resident',2,none,yes,bad
'0<=X<200',27,'existing paid',business,3915,'<100','1<=X<4',4,'male single',none,2,car,36,none,own,1,skilled,2,yes,yes,bad
'no checking',6,'existing paid',radio/tv,2108,'<100','4<=X<7',2,'male mar/wid',none,2,'real estate',29,none,rent,1,skilled,1,none,yes,good
'0<=X<200',45,'existing paid',radio/tv,3031,'100<=X<500','1<=X<4',4,'male single',guarantor,4,'life insurance',21,none,rent,1,skilled,1,none,yes,bad
'0<=X<200',9,'critical/other existing credit',education,1501,'<100','>=7',2,'female div/dep/mar',none,3,car,34,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,bad
'no checking',6,'critical/other existing credit',radio/tv,1382,'<100','1<=X<4',1,'female div/dep/mar',none,1,car,28,none,own,2,skilled,1,yes,yes,good
'0<=X<200',12,'existing paid',furniture/equipment,951,'100<=X<500','<1',4,'female div/dep/mar',none,4,car,27,bank,rent,4,skilled,1,none,yes,bad
'0<=X<200',24,'existing paid','used car',2760,'no known savings','>=7',4,'male single',none,4,'no known property',36,bank,'for free',1,skilled,1,yes,yes,good
'0<=X<200',18,'delayed previously',furniture/equipment,4297,'<100','>=7',4,'male div/sep',none,3,'no known property',40,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
'no checking',9,'critical/other existing credit',education,936,'500<=X<1000','>=7',4,'male single',none,2,car,52,none,own,2,skilled,1,yes,yes,good
'<0',12,'existing paid','new car',1168,'<100','1<=X<4',4,'male mar/wid',none,3,'real estate',27,none,own,1,'unskilled resident',1,none,yes,good
'no checking',27,'delayed previously',business,5117,'<100','4<=X<7',3,'male single',none,4,car,26,none,own,2,skilled,1,none,yes,good
'<0',12,'existing paid',retraining,902,'<100','4<=X<7',4,'male mar/wid',none,4,'life insurance',21,none,rent,1,skilled,1,none,yes,bad
'no checking',12,'critical/other existing credit','new car',1495,'<100','>=7',4,'male single',none,1,'real estate',38,none,own,2,'unskilled resident',2,none,yes,good
'<0',30,'critical/other existing credit','used car',10623,'<100','>=7',3,'male single',none,4,'no known property',38,none,'for free',3,'high qualif/self emp/mgmt',2,yes,yes,good
'no checking',12,'critical/other existing credit',furniture/equipment,1935,'<100','>=7',4,'male single',none,4,'real estate',43,none,own,3,skilled,1,yes,yes,good
'0<=X<200',12,'critical/other existing credit','domestic appliance',1424,'<100','4<=X<7',4,'male single',none,3,'life insurance',26,none,own,1,skilled,1,none,yes,good
'<0',24,'existing paid',business,6568,'<100','1<=X<4',2,'male mar/wid',none,2,car,21,stores,own,1,'unskilled resident',1,none,yes,good
'no checking',12,'existing paid','used car',1413,'>=1000','4<=X<7',3,'male single',none,2,'life insurance',55,none,own,1,skilled,1,none,no,good
'no checking',9,'critical/other existing credit',radio/tv,3074,'no known savings','1<=X<4',1,'male single',none,2,'real estate',33,none,own,2,skilled,2,none,yes,good
'no checking',36,'existing paid',radio/tv,3835,'no known savings','>=7',2,'female div/dep/mar',none,4,'real estate',45,none,own,1,'unskilled resident',1,yes,yes,good
'<0',27,'no credits/all paid',business,5293,'<100',unemployed,2,'male single',none,4,'life insurance',50,stores,own,2,skilled,1,yes,yes,bad
'>=200',30,'delayed previously',business,1908,'<100','>=7',4,'male single',none,4,'real estate',66,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
'no checking',36,'critical/other existing credit',radio/tv,3342,'no known savings','>=7',4,'male single',none,2,car,51,none,own,1,skilled,1,yes,yes,good
'0<=X<200',6,'critical/other existing credit',retraining,932,'no known savings','4<=X<7',1,'female div/dep/mar',none,3,'life insurance',39,none,own,2,'unskilled resident',1,none,yes,good
'<0',18,'no credits/all paid',business,3104,'<100','4<=X<7',3,'male single',none,1,'life insurance',31,bank,own,1,skilled,1,yes,yes,good
'>=200',36,'existing paid',radio/tv,3913,'<100','1<=X<4',2,'male single',none,2,'real estate',23,none,own,1,skilled,1,yes,yes,good
'<0',24,'existing paid',furniture/equipment,3021,'<100','1<=X<4',2,'male div/sep',none,2,'real estate',24,none,rent,1,'unskilled resident',1,none,yes,good
'no checking',10,'existing paid','new car',1364,'<100','1<=X<4',2,'female div/dep/mar',none,4,car,64,none,own,1,skilled,1,yes,yes,good
'0<=X<200',12,'existing paid',radio/tv,625,'<100','<1',4,'male mar/wid',guarantor,1,'real estate',26,bank,own,1,'unskilled resident',1,none,yes,good
'<0',12,'existing paid',education,1200,'no known savings','1<=X<4',4,'female div/dep/mar',none,4,'life insurance',23,bank,rent,1,skilled,1,yes,yes,good
'no checking',12,'existing paid',radio/tv,707,'<100','1<=X<4',4,'male single',none,2,'real estate',30,bank,own,2,skilled,1,none,yes,good
'no checking',24,'delayed previously',business,2978,'no known savings','1<=X<4',4,'male single',none,4,'real estate',32,none,own,2,skilled,2,yes,yes,good
'no checking',15,'existing paid','used car',4657,'<100','1<=X<4',3,'male single',none,2,car,30,none,own,1,skilled,1,yes,yes,good
'no checking',36,'no credits/all paid',repairs,2613,'<100','1<=X<4',4,'male single',none,2,car,27,none,own,2,skilled,1,none,yes,good
'0<=X<200',48,'existing paid',radio/tv,10961,'>=1000','4<=X<7',1,'male single','co applicant',2,'no known property',27,bank,own,2,skilled,1,yes,yes,bad
'<0',12,'existing paid',furniture/equipment,7865,'<100','>=7',4,'male single',none,4,'no known property',53,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,bad
'no checking',9,'existing paid',radio/tv,1478,'<100','4<=X<7',4,'male single',none,2,car,22,none,own,1,skilled,1,none,yes,bad
'<0',24,'existing paid',furniture/equipment,3149,'<100','<1',4,'male single',none,1,'no known property',22,bank,'for free',1,skilled,1,none,yes,good
'>=200',36,'existing paid',radio/tv,4210,'<100','1<=X<4',4,'male single',none,2,car,26,none,own,1,skilled,1,none,yes,bad
'no checking',9,'existing paid','new car',2507,'500<=X<1000','>=7',2,'male single',none,4,'no known property',51,none,'for free',1,'unskilled resident',1,none,yes,good
'no checking',12,'existing paid',radio/tv,2141,'100<=X<500','4<=X<7',3,'male single',none,1,'no known property',35,none,own,1,skilled,1,none,yes,good
'0<=X<200',18,'existing paid',radio/tv,866,'<100','1<=X<4',4,'male mar/wid',guarantor,2,'real estate',25,none,own,1,'unskilled resident',1,none,yes,good
'no checking',4,'critical/other existing credit',radio/tv,1544,'<100','4<=X<7',2,'male single',none,1,'real estate',42,none,own,3,'unskilled resident',2,none,yes,good
'<0',24,'existing paid',radio/tv,1823,'<100',unemployed,4,'male single',none,2,car,30,stores,own,1,'high qualif/self emp/mgmt',2,none,yes,bad
'0<=X<200',6,'existing paid','new car',14555,'no known savings',unemployed,1,'male single',none,2,'life insurance',23,none,own,1,'unemp/unskilled non res',1,yes,yes,bad
'0<=X<200',21,'existing paid',business,2767,'100<=X<500','>=7',4,'male div/sep',none,2,car,61,bank,rent,2,'unskilled resident',1,none,yes,bad
'no checking',12,'critical/other existing credit',radio/tv,1291,'<100','1<=X<4',4,'female div/dep/mar',none,2,'life insurance',35,none,own,2,skilled,1,none,yes,good
'<0',30,'existing paid',radio/tv,2522,'<100','>=7',1,'male single',guarantor,3,'life insurance',39,none,own,1,skilled,2,none,yes,good
'<0',24,'existing paid','new car',915,'no known savings','>=7',4,'female div/dep/mar',none,2,car,29,bank,own,1,skilled,1,none,yes,bad
'no checking',6,'existing paid',radio/tv,1595,'<100','4<=X<7',3,'male single',none,2,'life insurance',51,none,own,1,skilled,2,none,yes,good
'<0',48,'no credits/all paid','used car',4605,'<100','>=7',3,'male single',none,4,'no known property',24,none,'for free',2,skilled,2,none,yes,bad
'no checking',12,'critical/other existing credit',business,1185,'<100','1<=X<4',3,'female div/dep/mar',none,2,'real estate',27,none,own,2,skilled,1,none,yes,good
'no checking',12,'all paid',retraining,3447,'500<=X<1000','1<=X<4',4,'female div/dep/mar',none,3,'real estate',35,none,own,1,'unskilled resident',2,none,yes,good
'no checking',24,'existing paid',business,1258,'<100','4<=X<7',4,'male single',none,1,'real estate',25,none,own,1,skilled,1,yes,yes,good
'no checking',12,'critical/other existing credit',radio/tv,717,'<100','>=7',4,'male single',none,4,'real estate',52,none,own,3,skilled,1,none,yes,good
'no checking',6,'no credits/all paid','new car',1204,'100<=X<500','1<=X<4',4,'male single',none,1,'no known property',35,bank,rent,1,skilled,1,none,no,good
'>=200',24,'existing paid',furniture/equipment,1925,'<100','1<=X<4',2,'male single',none,2,'real estate',26,none,own,1,skilled,1,none,yes,good
'no checking',18,'existing paid',radio/tv,433,'<100',unemployed,3,'female div/dep/mar','co applicant',4,'real estate',22,none,rent,1,skilled,1,none,yes,bad
'<0',6,'critical/other existing credit','new car',666,'>=1000','4<=X<7',3,'female div/dep/mar',none,4,'real estate',39,none,own,2,'unskilled resident',1,yes,yes,good
'>=200',12,'existing paid',furniture/equipment,2251,'<100','1<=X<4',1,'female div/dep/mar',none,2,car,46,none,own,1,'unskilled resident',1,none,yes,good
'0<=X<200',30,'existing paid','new car',2150,'<100','1<=X<4',4,'female div/dep/mar',guarantor,2,'no known property',24,bank,own,1,skilled,1,none,yes,bad
'no checking',24,'delayed previously',furniture/equipment,4151,'100<=X<500','1<=X<4',2,'male single',none,3,'life insurance',35,none,own,2,skilled,1,none,yes,good
'0<=X<200',9,'existing paid',furniture/equipment,2030,'no known savings','4<=X<7',2,'male single',none,1,car,24,none,own,1,skilled,1,yes,yes,good
'0<=X<200',60,'delayed previously',radio/tv,7418,'no known savings','1<=X<4',1,'male single',none,1,'real estate',27,none,own,1,'unskilled resident',1,none,yes,good
'no checking',24,'critical/other existing credit',radio/tv,2684,'<100','1<=X<4',4,'male single',none,2,'real estate',35,none,own,2,'unskilled resident',1,none,yes,good
'<0',12,'all paid',radio/tv,2149,'<100','1<=X<4',4,'male div/sep',none,1,'no known property',29,none,'for free',1,skilled,1,none,yes,bad
'no checking',15,'existing paid','used car',3812,'100<=X<500','<1',1,'female div/dep/mar',none,4,car,23,none,own,1,skilled,1,yes,yes,good
'no checking',11,'critical/other existing credit',radio/tv,1154,'100<=X<500',unemployed,4,'female div/dep/mar',none,4,'real estate',57,none,own,3,'unskilled resident',1,none,yes,good
'<0',12,'existing paid',furniture/equipment,1657,'<100','1<=X<4',2,'male single',none,2,'real estate',27,none,own,1,skilled,1,none,yes,good
'<0',24,'existing paid',radio/tv,1603,'<100','>=7',4,'female div/dep/mar',none,4,car,55,none,own,1,skilled,1,none,yes,good
'<0',18,'critical/other existing credit','new car',5302,'<100','>=7',2,'male single',none,4,'no known property',36,none,'for free',3,'high qualif/self emp/mgmt',1,yes,yes,good
'no checking',12,'critical/other existing credit',education,2748,'<100','>=7',2,'female div/dep/mar',none,4,'no known property',57,bank,'for free',3,'unskilled resident',1,none,yes,good
'no checking',10,'critical/other existing credit','new car',1231,'<100','>=7',3,'male single',none,4,'real estate',32,none,own,2,'unskilled resident',2,none,no,good
'0<=X<200',15,'existing paid',radio/tv,802,'<100','>=7',4,'male single',none,3,car,37,none,own,1,skilled,2,none,yes,bad
'no checking',36,'critical/other existing credit',business,6304,'no known savings','>=7',4,'male single',none,4,'real estate',36,none,own,2,skilled,1,none,yes,good
'no checking',24,'existing paid',radio/tv,1533,'<100','<1',4,'female div/dep/mar',none,3,car,38,stores,own,1,skilled,1,yes,yes,good
'<0',14,'existing paid','new car',8978,'<100','>=7',1,'male div/sep',none,4,'life insurance',45,none,own,1,'high qualif/self emp/mgmt',1,yes,no,bad
'no checking',24,'existing paid',radio/tv,999,'no known savings','>=7',4,'male single',none,2,car,25,none,own,2,skilled,1,none,yes,good
'no checking',18,'existing paid','new car',2662,'no known savings','4<=X<7',4,'male single',none,3,'life insurance',32,none,own,1,skilled,1,none,no,good
'no checking',12,'critical/other existing credit',furniture/equipment,1402,'500<=X<1000','4<=X<7',3,'female div/dep/mar',none,4,car,37,none,rent,1,skilled,1,yes,yes,good
'0<=X<200',48,'all paid','new car',12169,'no known savings',unemployed,4,'male single','co applicant',4,'no known property',36,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,good
'0<=X<200',48,'existing paid',radio/tv,3060,'<100','4<=X<7',4,'male single',none,4,'real estate',28,none,own,2,skilled,1,none,yes,bad
'<0',30,'existing paid',repairs,11998,'<100','<1',1,'male div/sep',none,1,'no known property',34,none,own,1,'unskilled resident',1,yes,yes,bad
'no checking',9,'existing paid',radio/tv,2697,'<100','1<=X<4',1,'male single',none,2,'real estate',32,none,own,1,skilled,2,none,yes,good
'no checking',18,'critical/other existing credit',radio/tv,2404,'<100','1<=X<4',2,'female div/dep/mar',none,2,car,26,none,own,2,skilled,1,none,yes,good
'<0',12,'existing paid',furniture/equipment,1262,'no known savings','>=7',2,'male div/sep',none,4,'life insurance',49,none,own,1,'unskilled resident',1,yes,yes,good
'no checking',6,'existing paid',furniture/equipment,4611,'<100','<1',1,'female div/dep/mar',none,4,'life insurance',32,none,own,1,skilled,1,none,yes,bad
'no checking',24,'existing paid',radio/tv,1901,'100<=X<500','1<=X<4',4,'male single',none,4,car,29,none,rent,1,'high qualif/self emp/mgmt',1,yes,yes,good
'no checking',15,'critical/other existing credit','used car',3368,'>=1000','>=7',3,'male single',none,4,'no known property',23,none,rent,2,skilled,1,yes,yes,good
'no checking',12,'existing paid',furniture/equipment,1574,'<100','1<=X<4',4,'male single',none,2,'real estate',50,none,own,1,skilled,1,none,yes,good
'>=200',18,'all paid',radio/tv,1445,'no known savings','4<=X<7',4,'male single',none,4,car,49,bank,own,1,'unskilled resident',1,none,yes,good
'no checking',15,'critical/other existing credit',furniture/equipment,1520,'no known savings','>=7',4,'male single',none,4,'life insurance',63,none,own,1,skilled,1,none,yes,good
'0<=X<200',24,'critical/other existing credit','new car',3878,'100<=X<500','<1',4,'male div/sep',none,2,car,37,none,own,1,skilled,1,yes,yes,good
'<0',47,'existing paid','new car',10722,'<100','<1',1,'female div/dep/mar',none,1,'real estate',35,none,own,1,'unskilled resident',1,yes,yes,good
'<0',48,'existing paid','used car',4788,'<100','4<=X<7',4,'male single',none,3,'life insurance',26,none,own,1,skilled,2,none,yes,good
'0<=X<200',48,'delayed previously',other,7582,'100<=X<500',unemployed,2,'male single',none,4,'no known property',31,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,good
'0<=X<200',12,'existing paid',radio/tv,1092,'<100','1<=X<4',4,'female div/dep/mar',guarantor,4,'real estate',49,none,own,2,skilled,1,yes,yes,good
'<0',24,'delayed previously',radio/tv,1024,'<100','<1',4,'male mar/wid',none,4,'real estate',48,stores,own,1,skilled,1,none,yes,bad
'no checking',12,'existing paid',business,1076,'<100','1<=X<4',2,'male mar/wid',none,2,'real estate',26,none,own,1,skilled,1,yes,no,good
'0<=X<200',36,'existing paid','used car',9398,'<100','<1',1,'male mar/wid',none,4,car,28,none,rent,1,'high qualif/self emp/mgmt',1,yes,yes,bad
'<0',24,'critical/other existing credit','used car',6419,'<100','>=7',2,'female div/dep/mar',none,4,'no known property',44,none,'for free',2,'high qualif/self emp/mgmt',2,yes,yes,good
'>=200',42,'critical/other existing credit','used car',4796,'<100','>=7',4,'male single',none,4,'no known property',56,none,'for free',1,skilled,1,none,yes,good
'no checking',48,'critical/other existing credit',business,7629,'no known savings','>=7',4,'male div/sep',none,2,car,46,bank,own,2,'high qualif/self emp/mgmt',2,none,yes,good
'0<=X<200',48,'existing paid',furniture/equipment,9960,'<100','<1',1,'female div/dep/mar',none,2,car,26,none,own,1,skilled,1,yes,yes,bad
'no checking',12,'existing paid','used car',4675,'no known savings','<1',1,'female div/dep/mar',none,4,car,20,none,rent,1,skilled,1,none,yes,good
'no checking',10,'existing paid','new car',1287,'no known savings','>=7',4,'male single','co applicant',2,'life insurance',45,none,own,1,'unskilled resident',1,none,no,good
'no checking',18,'existing paid',furniture/equipment,2515,'<100','1<=X<4',3,'male single',none,4,'real estate',43,none,own,1,skilled,1,yes,yes,good
'0<=X<200',21,'critical/other existing credit',furniture/equipment,2745,'>=1000','4<=X<7',3,'male single',none,2,car,32,none,own,2,skilled,1,yes,yes,good
'no checking',6,'existing paid','new car',672,'<100',unemployed,1,'female div/dep/mar',none,4,'real estate',54,none,own,1,'unemp/unskilled non res',1,yes,yes,good
'0<=X<200',36,'no credits/all paid',radio/tv,3804,'<100','1<=X<4',4,'female div/dep/mar',none,1,car,42,none,own,1,skilled,1,yes,yes,bad
'>=200',24,'critical/other existing credit','new car',1344,'no known savings','4<=X<7',4,'male single',none,2,'real estate',37,bank,own,2,'unskilled resident',2,none,yes,bad
'<0',10,'critical/other existing credit','new car',1038,'<100','4<=X<7',4,'male single','co applicant',3,'life insurance',49,none,own,2,skilled,1,yes,yes,good
'no checking',48,'critical/other existing credit','new car',10127,'500<=X<1000','1<=X<4',2,'male single',none,2,'no known property',44,bank,'for free',1,skilled,1,none,yes,bad
'no checking',6,'existing paid',furniture/equipment,1543,'>=1000','1<=X<4',4,'male div/sep',none,2,'real estate',33,none,own,1,skilled,1,none,yes,good
'no checking',30,'existing paid','used car',4811,'no known savings','4<=X<7',2,'female div/dep/mar',none,4,'life insurance',24,stores,rent,1,'unskilled resident',1,none,yes,good
'<0',12,'existing paid',radio/tv,727,'100<=X<500','<1',4,'male mar/wid',none,3,'no known property',33,none,own,1,'unskilled resident',1,yes,yes,bad
'0<=X<200',8,'existing paid',furniture/equipment,1237,'<100','1<=X<4',3,'female div/dep/mar',none,4,'real estate',24,none,own,1,skilled,1,none,yes,bad
'0<=X<200',9,'existing paid','new car',276,'<100','1<=X<4',4,'male mar/wid',none,4,'real estate',22,none,rent,1,'unskilled resident',1,none,yes,good
'0<=X<200',48,'existing paid',other,5381,'no known savings',unemployed,3,'male single',none,4,'no known property',40,bank,'for free',1,'unemp/unskilled non res',1,yes,yes,good
'no checking',24,'existing paid',furniture/equipment,5511,'100<=X<500','1<=X<4',4,'male single',none,1,car,25,stores,own,1,skilled,1,none,yes,good
'>=200',24,'existing paid',furniture/equipment,3749,'<100','<1',2,'female div/dep/mar',none,4,car,26,none,own,1,skilled,1,none,yes,good
'0<=X<200',12,'existing paid','new car',685,'<100','4<=X<7',2,'male mar/wid',none,3,car,25,bank,own,1,'unskilled resident',1,none,yes,bad
'>=200',4,'existing paid','new car',1494,'no known savings','<1',1,'male single',none,2,'real estate',29,none,own,1,'unskilled resident',2,none,no,good
'<0',36,'all paid',furniture/equipment,2746,'<100','>=7',4,'male single',none,4,car,31,bank,own,1,skilled,1,none,yes,bad
'<0',12,'existing paid',furniture/equipment,708,'<100','1<=X<4',2,'male single',guarantor,3,'life insurance',38,none,own,1,'unskilled resident',2,none,yes,good
'0<=X<200',24,'existing paid',furniture/equipment,4351,'no known savings','1<=X<4',1,'female div/dep/mar',none,4,'life insurance',48,none,own,1,'unskilled resident',1,yes,yes,good
'no checking',12,'critical/other existing credit',education,701,'<100','1<=X<4',4,'male single',none,2,car,32,none,own,2,skilled,1,none,yes,good
'<0',15,'delayed previously',furniture/equipment,3643,'<100','>=7',1,'female div/dep/mar',none,4,'life insurance',27,none,own,2,'unskilled resident',1,none,yes,good
'0<=X<200',30,'critical/other existing credit','new car',4249,'<100',unemployed,4,'male mar/wid',none,2,car,28,none,own,2,'high qualif/self emp/mgmt',1,none,yes,bad
'<0',24,'existing paid',radio/tv,1938,'<100','<1',4,'male div/sep',none,3,'life insurance',32,none,own,1,skilled,1,none,yes,bad
'<0',24,'existing paid','used car',2910,'<100','4<=X<7',2,'male single',none,1,'no known property',34,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,good
'<0',18,'existing paid',furniture/equipment,2659,'>=1000','1<=X<4',4,'male single',none,2,car,28,none,own,1,skilled,1,none,yes,good
'no checking',18,'critical/other existing credit','new car',1028,'<100','1<=X<4',4,'female div/dep/mar',none,3,'real estate',36,none,own,2,skilled,1,none,yes,good
'<0',8,'critical/other existing credit','new car',3398,'<100','4<=X<7',1,'male single',none,4,'real estate',39,none,own,2,'unskilled resident',1,none,no,good
'no checking',12,'critical/other existing credit',furniture/equipment,5801,'no known savings','>=7',2,'male single',none,4,'life insurance',49,none,rent,1,skilled,1,yes,yes,good
'no checking',24,'existing paid','new car',1525,'>=1000','4<=X<7',4,'female div/dep/mar',none,3,car,34,none,own,1,skilled,2,yes,yes,good
'>=200',36,'existing paid',radio/tv,4473,'<100','>=7',4,'male single',none,2,car,31,none,own,1,skilled,1,none,yes,good
'0<=X<200',6,'existing paid',radio/tv,1068,'<100','>=7',4,'male single',none,4,car,28,none,own,1,skilled,2,none,yes,good
'<0',24,'critical/other existing credit','used car',6615,'<100',unemployed,2,'male single',none,4,'no known property',75,none,'for free',2,'high qualif/self emp/mgmt',1,yes,yes,good
'no checking',18,'critical/other existing credit',education,1864,'100<=X<500','1<=X<4',4,'female div/dep/mar',none,2,'real estate',30,none,own,2,skilled,1,none,yes,bad
'0<=X<200',60,'existing paid','new car',7408,'100<=X<500','<1',4,'female div/dep/mar',none,2,'life insurance',24,none,own,1,'high qualif/self emp/mgmt',1,none,yes,bad
'no checking',48,'critical/other existing credit','used car',11590,'100<=X<500','1<=X<4',2,'female div/dep/mar',none,4,car,24,bank,rent,2,'unskilled resident',1,none,yes,bad
'<0',24,'no credits/all paid',furniture/equipment,4110,'<100','>=7',3,'male single',none,4,'no known property',23,bank,rent,2,skilled,2,none,yes,bad
'<0',6,'critical/other existing credit',furniture/equipment,3384,'<100','1<=X<4',1,'male div/sep',none,4,'real estate',44,none,rent,1,'high qualif/self emp/mgmt',1,yes,yes,bad
'0<=X<200',13,'existing paid',radio/tv,2101,'<100','<1',2,'female div/dep/mar',guarantor,4,'life insurance',23,none,own,1,'unskilled resident',1,none,yes,good
'<0',15,'existing paid','domestic appliance',1275,'no known savings','1<=X<4',4,'female div/dep/mar',none,2,car,24,none,rent,1,skilled,1,none,yes,bad
'<0',24,'existing paid',furniture/equipment,4169,'<100','1<=X<4',4,'male single',none,4,'life insurance',28,none,own,1,skilled,1,none,yes,good
'0<=X<200',10,'existing paid',furniture/equipment,1521,'<100','1<=X<4',4,'male div/sep',none,2,car,31,none,own,1,'unskilled resident',1,none,yes,good
'0<=X<200',24,'critical/other existing credit',education,5743,'<100','<1',2,'female div/dep/mar',none,4,'no known property',24,none,'for free',2,skilled,1,yes,yes,good
'<0',21,'existing paid',furniture/equipment,3599,'<100','4<=X<7',1,'female div/dep/mar',none,4,car,26,none,rent,1,'unskilled resident',1,none,yes,good
'0<=X<200',18,'existing paid',radio/tv,3213,'500<=X<1000','<1',1,'male mar/wid',none,3,'real estate',25,none,rent,1,skilled,1,none,yes,good
'0<=X<200',18,'existing paid',business,4439,'<100','>=7',1,'male single','co applicant',1,'real estate',33,bank,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
'>=200',10,'existing paid','new car',3949,'<100','<1',1,'male single',guarantor,1,'life insurance',37,none,own,1,'unskilled resident',2,none,yes,good
'no checking',15,'critical/other existing credit',radio/tv,1459,'<100','1<=X<4',4,'female div/dep/mar',none,2,car,43,none,own,1,'unskilled resident',1,none,yes,good
'0<=X<200',13,'critical/other existing credit',radio/tv,882,'<100','<1',4,'male single',guarantor,4,'real estate',23,none,own,2,skilled,1,none,yes,good
'0<=X<200',24,'existing paid',radio/tv,3758,'500<=X<1000',unemployed,1,'female div/dep/mar',none,4,'no known property',23,none,rent,1,'unemp/unskilled non res',1,none,yes,good
'no checking',6,'delayed previously',business,1743,'100<=X<500','1<=X<4',1,'male single',none,2,'real estate',34,none,own,2,'unskilled resident',1,none,yes,good
'0<=X<200',9,'critical/other existing credit',education,1136,'>=1000','>=7',4,'male single',none,3,'no known property',32,none,'for free',2,skilled,2,none,yes,bad
'no checking',9,'existing paid','domestic appliance',1236,'<100','<1',1,'female div/dep/mar',none,4,'real estate',23,none,rent,1,skilled,1,yes,yes,good
'0<=X<200',9,'existing paid',furniture/equipment,959,'<100','1<=X<4',1,'female div/dep/mar',none,2,car,29,none,own,1,skilled,1,none,no,bad
'no checking',18,'critical/other existing credit','used car',3229,'no known savings',unemployed,2,'male single',none,4,'no known property',38,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
'<0',12,'no credits/all paid',radio/tv,6199,'<100','1<=X<4',4,'male single',none,2,'life insurance',28,none,rent,2,skilled,1,yes,yes,bad
'no checking',10,'existing paid',education,727,'500<=X<1000','>=7',4,'male single',none,4,'no known property',46,none,'for free',1,skilled,1,yes,yes,good
'0<=X<200',24,'existing paid','new car',1246,'<100','<1',4,'male single',none,2,'real estate',23,stores,own,1,'unskilled resident',1,none,yes,bad
'no checking',12,'critical/other existing credit',radio/tv,2331,'no known savings','>=7',1,'male single','co applicant',4,'real estate',49,none,own,1,skilled,1,yes,yes,good
'no checking',36,'delayed previously',radio/tv,4463,'<100','1<=X<4',4,'male single',none,2,car,26,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,bad
'no checking',12,'existing paid',radio/tv,776,'<100','1<=X<4',4,'male mar/wid',none,2,'real estate',28,none,own,1,skilled,1,none,yes,good
'<0',30,'existing paid',furniture/equipment,2406,'<100','4<=X<7',4,'female div/dep/mar',none,4,'real estate',23,none,rent,1,skilled,1,none,yes,bad
'0<=X<200',18,'existing paid',education,1239,'no known savings','1<=X<4',4,'male single',none,4,'no known property',61,none,'for free',1,skilled,1,none,yes,good
'>=200',12,'existing paid',radio/tv,3399,'no known savings','>=7',2,'male single',none,3,car,37,none,own,1,'high qualif/self emp/mgmt',1,none,yes,good
'>=200',12,'delayed previously','new car',2247,'<100','1<=X<4',2,'female div/dep/mar',none,2,car,36,stores,own,2,skilled,1,yes,yes,good
'no checking',6,'existing paid',furniture/equipment,1766,'<100','1<=X<4',1,'male mar/wid',none,2,'life insurance',21,none,rent,1,skilled,1,none,yes,good
'<0',18,'existing paid',furniture/equipment,2473,'<100',unemployed,4,'male single',none,1,car,25,none,own,1,'unemp/unskilled non res',1,none,yes,bad
'no checking',12,'existing paid',business,1542,'<100','4<=X<7',2,'male single',none,4,car,36,none,own,1,skilled,1,yes,yes,good
'no checking',18,'critical/other existing credit','used car',3850,'<100','4<=X<7',3,'male single',none,1,car,27,none,own,2,skilled,1,none,yes,good
'<0',18,'existing paid',furniture/equipment,3650,'<100','<1',1,'female div/dep/mar',none,4,car,22,none,rent,1,skilled,1,none,yes,good
'<0',36,'existing paid',furniture/equipment,3446,'<100','>=7',4,'male single',none,2,car,42,none,own,1,skilled,2,none,yes,bad
'0<=X<200',18,'existing paid',furniture/equipment,3001,'<100','4<=X<7',2,'female div/dep/mar',none,4,'real estate',40,none,rent,1,skilled,1,none,yes,good
'no checking',36,'existing paid','new car',3079,'no known savings','1<=X<4',4,'male single',none,4,'real estate',36,none,own,1,skilled,1,none,yes,good
'no checking',18,'critical/other existing credit',radio/tv,6070,'<100','>=7',3,'male single',none,4,car,33,none,own,2,skilled,1,yes,yes,good
'no checking',10,'critical/other existing credit',furniture/equipment,2146,'<100','<1',1,'female div/dep/mar',none,3,'real estate',23,none,rent,2,skilled,1,none,yes,good
'no checking',60,'critical/other existing credit','new car',13756,'no known savings','>=7',2,'male single',none,4,'no known property',63,bank,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,good
'0<=X<200',60,'all paid',other,14782,'100<=X<500','>=7',3,'female div/dep/mar',none,4,'no known property',60,bank,'for free',2,'high qualif/self emp/mgmt',1,yes,yes,bad
'<0',48,'all paid',business,7685,'<100','4<=X<7',2,'female div/dep/mar',guarantor,4,car,37,none,rent,1,skilled,1,none,yes,bad
'no checking',18,'delayed previously',radio/tv,2320,'<100',unemployed,2,'male mar/wid',none,3,'real estate',34,none,own,2,skilled,1,none,yes,good
'no checking',7,'delayed previously',radio/tv,846,'no known savings','>=7',3,'male single',none,4,'no known property',36,none,'for free',1,skilled,1,none,yes,good
'0<=X<200',36,'existing paid','new car',14318,'<100','>=7',4,'male single',none,2,'no known property',57,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,bad
'no checking',6,'critical/other existing credit','new car',362,'100<=X<500','1<=X<4',4,'female div/dep/mar',none,4,car,52,none,own,2,'unskilled resident',1,none,yes,good
'<0',20,'existing paid',furniture/equipment,2212,'no known savings','4<=X<7',4,'male single',none,4,car,39,none,own,1,skilled,1,yes,yes,good
'0<=X<200',18,'existing paid','used car',12976,'<100',unemployed,3,'female div/dep/mar',none,4,'no known property',38,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,bad
'no checking',22,'existing paid','new car',1283,'no known savings','4<=X<7',4,'female div/dep/mar',none,4,'life insurance',25,none,rent,1,skilled,1,none,yes,good
'>=200',12,'existing paid','new car',1330,'<100','<1',4,'male single',none,1,'real estate',26,none,own,1,skilled,1,none,yes,good
'no checking',30,'delayed previously',business,4272,'100<=X<500','1<=X<4',2,'male single',none,2,'life insurance',26,none,own,2,'unskilled resident',1,none,yes,good
'no checking',18,'critical/other existing credit',radio/tv,2238,'<100','1<=X<4',2,'female div/dep/mar',none,1,car,25,none,own,2,skilled,1,none,yes,good
'no checking',18,'existing paid',radio/tv,1126,'no known savings','<1',4,'female div/dep/mar',none,2,'real estate',21,none,rent,1,skilled,1,yes,yes,good
'0<=X<200',18,'critical/other existing credit',furniture/equipment,7374,'<100',unemployed,4,'male single',none,4,'life insurance',40,stores,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
'0<=X<200',15,'critical/other existing credit',business,2326,'500<=X<1000','1<=X<4',2,'male single',none,4,car,27,bank,own,1,skilled,1,none,yes,good
'no checking',9,'existing paid',business,1449,'<100','4<=X<7',3,'female div/dep/mar',none,2,car,27,none,own,2,skilled,1,none,yes,good
'no checking',18,'existing paid','new car',1820,'<100','1<=X<4',2,'male mar/wid',none,2,'life insurance',30,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
'0<=X<200',12,'existing paid',furniture/equipment,983,'>=1000','<1',1,'female div/dep/mar',none,4,'real estate',19,none,rent,1,'unskilled resident',1,none,yes,good
'<0',36,'existing paid','new car',3249,'<100','4<=X<7',2,'male single',none,4,'no known property',39,bank,'for free',1,'high qualif/self emp/mgmt',2,yes,yes,good
'<0',6,'critical/other existing credit',radio/tv,1957,'<100','4<=X<7',1,'female div/dep/mar',none,4,car,31,none,own,1,skilled,1,none,yes,good
'no checking',9,'critical/other existing credit',furniture/equipment,2406,'<100',unemployed,2,'male single',none,3,car,31,none,own,1,'high qualif/self emp/mgmt',1,none,yes,good
'0<=X<200',39,'delayed previously',education,11760,'100<=X<500','4<=X<7',2,'male single',none,3,'no known property',32,none,rent,1,skilled,1,yes,yes,good
'<0',12,'existing paid',furniture/equipment,2578,'<100',unemployed,3,'female div/dep/mar',none,4,'no known property',55,none,'for free',1,'high qualif/self emp/mgmt',1,none,yes,good
'<0',36,'critical/other existing credit',furniture/equipment,2348,'<100','1<=X<4',3,'male mar/wid',none,2,'life insurance',46,none,own,2,skilled,1,yes,yes,good
'0<=X<200',12,'existing paid','new car',1223,'<100','>=7',1,'male div/sep',none,1,'real estate',46,none,rent,2,skilled,1,none,yes,bad
'no checking',24,'critical/other existing credit',radio/tv,1516,'>=1000','1<=X<4',4,'female div/dep/mar',none,1,'real estate',43,none,own,2,'unskilled resident',1,none,yes,good
'no checking',18,'existing paid',radio/tv,1473,'<100','<1',3,'male mar/wid',none,4,'real estate',39,none,own,1,skilled,1,yes,yes,good
'0<=X<200',18,'critical/other existing credit',business,1887,'no known savings','1<=X<4',4,'male mar/wid',none,4,'real estate',28,bank,own,2,skilled,1,none,yes,good
'no checking',24,'delayed previously',business,8648,'<100','<1',2,'male single',none,2,car,27,bank,own,2,skilled,1,yes,yes,bad
'no checking',14,'delayed previously','new car',802,'<100','1<=X<4',4,'male single',none,2,car,27,none,own,2,'unskilled resident',1,none,yes,good
'0<=X<200',18,'delayed previously','new car',2899,'no known savings','>=7',4,'male single',none,4,car,43,none,own,1,skilled,2,none,yes,good
'0<=X<200',24,'existing paid',radio/tv,2039,'<100','<1',1,'male mar/wid',none,1,'life insurance',22,none,own,1,skilled,1,yes,yes,bad
'no checking',24,'critical/other existing credit','used car',2197,'no known savings','4<=X<7',4,'male single',none,4,car,43,none,own,2,skilled,2,yes,yes,good
'<0',15,'existing paid',radio/tv,1053,'<100','<1',4,'male mar/wid',none,2,'real estate',27,none,own,1,skilled,1,none,no,good
'no checking',24,'existing paid',radio/tv,3235,'500<=X<1000','>=7',3,'male div/sep',none,2,car,26,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
'>=200',12,'critical/other existing credit','new car',939,'500<=X<1000','4<=X<7',4,'male mar/wid',none,2,'real estate',28,none,own,3,skilled,1,yes,yes,bad
'0<=X<200',24,'existing paid',radio/tv,1967,'<100','>=7',4,'female div/dep/mar',none,4,car,20,none,own,1,skilled,1,yes,yes,good
'no checking',33,'critical/other existing credit','used car',7253,'<100','4<=X<7',3,'male single',none,2,car,35,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
'no checking',12,'critical/other existing credit',business,2292,'<100',unemployed,4,'male single',none,2,car,42,stores,own,2,'high qualif/self emp/mgmt',1,yes,yes,bad
'no checking',10,'existing paid','new car',1597,'500<=X<1000','1<=X<4',3,'male single',none,2,'no known property',40,none,rent,1,'unskilled resident',2,none,no,good
'<0',24,'existing paid','new car',1381,'no known savings','1<=X<4',4,'female div/dep/mar',none,2,'life insurance',35,none,own,1,skilled,1,none,yes,bad
'no checking',36,'critical/other existing credit','used car',5842,'<100','>=7',2,'male single',none,2,'life insurance',35,none,own,2,skilled,2,yes,yes,good
'<0',12,'existing paid','new car',2579,'<100','<1',4,'male single',none,1,'real estate',33,none,own,1,'unskilled resident',2,none,yes,bad
'<0',18,'delayed previously',education,8471,'no known savings','1<=X<4',1,'female div/dep/mar',none,2,car,23,none,rent,2,skilled,1,yes,yes,good
'no checking',21,'existing paid','new car',2782,'500<=X<1000','4<=X<7',1,'female div/dep/mar',none,2,car,31,bank,own,1,'high qualif/self emp/mgmt',1,none,yes,good
'0<=X<200',18,'existing paid','new car',1042,'no known savings','1<=X<4',4,'female div/dep/mar',none,2,'life insurance',33,none,own,1,skilled,1,none,yes,bad
'no checking',15,'existing paid','new car',3186,'>=1000','4<=X<7',2,'female div/dep/mar',none,3,car,20,none,rent,1,skilled,1,none,yes,good
'0<=X<200',12,'existing paid','used car',2028,'no known savings','1<=X<4',4,'male single',none,2,car,30,none,own,1,skilled,1,none,yes,good
'0<=X<200',12,'critical/other existing credit','new car',958,'<100','4<=X<7',2,'male single',none,3,'real estate',47,none,own,2,'unskilled resident',2,none,yes,good
'no checking',21,'delayed previously',furniture/equipment,1591,'100<=X<500','4<=X<7',4,'male single',none,3,'real estate',34,none,own,2,'high qualif/self emp/mgmt',1,none,yes,good
'0<=X<200',12,'existing paid',furniture/equipment,2762,'no known savings','>=7',1,'female div/dep/mar',none,2,'life insurance',25,bank,own,1,skilled,1,yes,yes,bad
'0<=X<200',18,'existing paid','used car',2779,'<100','1<=X<4',1,'male mar/wid',none,3,car,21,none,rent,1,skilled,1,yes,yes,good
'no checking',28,'critical/other existing credit',radio/tv,2743,'<100','>=7',4,'male single',none,2,car,29,none,own,2,skilled,1,none,yes,good
'no checking',18,'critical/other existing credit',radio/tv,1149,'>=1000','1<=X<4',4,'male single',none,3,'real estate',46,none,own,2,skilled,1,none,yes,good
'no checking',9,'existing paid',furniture/equipment,1313,'<100','>=7',1,'male single',none,4,car,20,none,own,1,skilled,1,none,yes,good
'<0',18,'critical/other existing credit',repairs,1190,'<100',unemployed,2,'female div/dep/mar',none,4,'no known property',55,none,'for free',3,'unemp/unskilled non res',2,none,yes,bad
'no checking',5,'existing paid',business,3448,'<100','4<=X<7',1,'male single',none,4,'real estate',74,none,own,1,'unskilled resident',1,none,yes,good
'0<=X<200',24,'existing paid',other,11328,'<100','1<=X<4',2,'male single','co applicant',3,car,29,bank,own,2,'high qualif/self emp/mgmt',1,yes,yes,bad
'<0',6,'critical/other existing credit',furniture/equipment,1872,'<100',unemployed,4,'male single',none,4,'no known property',36,none,'for free',3,'high qualif/self emp/mgmt',1,yes,yes,good
'no checking',24,'critical/other existing credit',repairs,2058,'<100','1<=X<4',4,'male div/sep',none,2,'real estate',33,none,own,2,skilled,1,yes,yes,good
'<0',9,'existing paid',furniture/equipment,2136,'<100','1<=X<4',3,'male single',none,2,'real estate',25,none,own,1,skilled,1,none,yes,good
'0<=X<200',12,'existing paid',radio/tv,1484,'no known savings','1<=X<4',2,'male mar/wid',none,1,'real estate',25,none,own,1,skilled,1,yes,yes,bad
'no checking',6,'existing paid',repairs,660,'500<=X<1000','4<=X<7',2,'male mar/wid',none,4,'real estate',23,none,rent,1,'unskilled resident',1,none,yes,good
'no checking',24,'critical/other existing credit','new car',1287,'>=1000','>=7',4,'female div/dep/mar',none,4,'real estate',37,none,own,2,skilled,1,yes,yes,good
'<0',42,'critical/other existing credit',repairs,3394,'<100',unemployed,4,'male single','co applicant',4,car,65,none,own,2,'unemp/unskilled non res',1,none,yes,good
'>=200',12,'all paid',business,609,'<100','<1',4,'female div/dep/mar',none,1,'real estate',26,none,own,1,'unemp/unskilled non res',1,none,yes,bad
'no checking',12,'existing paid','new car',1884,'<100','>=7',4,'male single',none,4,car,39,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
'<0',12,'existing paid',furniture/equipment,1620,'<100','1<=X<4',2,'female div/dep/mar','co applicant',3,'life insurance',30,none,own,1,skilled,1,none,yes,good
'0<=X<200',20,'delayed previously',other,2629,'<100','1<=X<4',2,'male single',none,3,car,29,bank,own,2,skilled,1,yes,yes,good
'no checking',12,'existing paid',education,719,'<100','>=7',4,'male single',none,4,car,41,bank,own,1,'unskilled resident',2,none,yes,bad
'0<=X<200',48,'critical/other existing credit',furniture/equipment,5096,'<100','1<=X<4',2,'female div/dep/mar',none,3,car,30,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
'no checking',9,'critical/other existing credit',education,1244,'no known savings','>=7',4,'female div/dep/mar',none,4,'life insurance',41,none,rent,2,'unskilled resident',1,none,yes,good
'<0',36,'existing paid','new car',1842,'<100','<1',4,'female div/dep/mar',none,4,car,34,none,own,1,skilled,1,yes,yes,bad
'0<=X<200',7,'existing paid',radio/tv,2576,'<100','1<=X<4',2,'male single',guarantor,2,'real estate',35,none,own,1,skilled,1,none,yes,good
'>=200',12,'existing paid',furniture/equipment,1424,'no known savings','>=7',3,'female div/dep/mar',none,4,'real estate',55,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
'0<=X<200',15,'delayed previously',repairs,1512,'>=1000','1<=X<4',3,'male mar/wid',none,3,'life insurance',61,stores,own,2,skilled,1,none,yes,bad
'no checking',36,'critical/other existing credit','used car',11054,'no known savings','1<=X<4',4,'male single',none,2,car,30,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
'no checking',6,'existing paid',radio/tv,518,'<100','1<=X<4',3,'female div/dep/mar',none,1,'real estate',29,none,own,1,skilled,1,none,yes,good
'no checking',12,'no credits/all paid',furniture/equipment,2759,'<100','>=7',2,'male single',none,4,'life insurance',34,none,own,2,skilled,1,none,yes,good
'no checking',24,'existing paid','used car',2670,'<100','>=7',4,'male single',none,4,car,35,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
'<0',24,'existing paid','new car',4817,'<100','4<=X<7',2,'male single','co applicant',3,'life insurance',31,none,own,1,skilled,1,yes,yes,bad
'no checking',24,'existing paid','used car',2679,'<100','<1',4,'female div/dep/mar',none,1,'no known property',29,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
'<0',11,'critical/other existing credit','new car',3905,'<100','1<=X<4',2,'male single',none,2,'real estate',36,none,rent,2,skilled,2,none,yes,good
'<0',12,'existing paid','used car',3386,'<100','>=7',3,'male single',none,4,'no known property',35,none,'for free',1,skilled,1,yes,yes,bad
'<0',6,'existing paid','domestic appliance',343,'<100','<1',4,'female div/dep/mar',none,1,'real estate',27,none,own,1,skilled,1,none,yes,good
'no checking',18,'existing paid',radio/tv,4594,'<100','<1',3,'male single',none,2,car,32,none,own,1,skilled,1,yes,yes,good
'<0',36,'existing paid',furniture/equipment,3620,'<100','1<=X<4',1,'male single',guarantor,2,'life insurance',37,none,own,1,skilled,2,none,yes,good
'<0',15,'existing paid','new car',1721,'<100','<1',2,'male single',none,3,'real estate',36,none,own,1,skilled,1,none,yes,good
'0<=X<200',12,'existing paid',furniture/equipment,3017,'<100','<1',3,'female div/dep/mar',none,1,'real estate',34,none,rent,1,'high qualif/self emp/mgmt',1,none,yes,good
'0<=X<200',12,'existing paid',retraining,754,'no known savings','>=7',4,'male single',none,4,'life insurance',38,none,own,2,skilled,1,none,yes,good
'no checking',18,'existing paid',business,1950,'<100','4<=X<7',4,'male single',none,1,car,34,stores,own,2,skilled,1,yes,yes,good
'<0',24,'existing paid','used car',2924,'<100','1<=X<4',3,'male single',guarantor,4,'no known property',63,bank,own,1,skilled,2,yes,yes,good
'<0',24,'delayed previously',radio/tv,1659,'<100','<1',4,'female div/dep/mar',none,2,car,29,none,rent,1,'unskilled resident',1,yes,yes,bad
'no checking',48,'delayed previously',radio/tv,7238,'no known savings','>=7',3,'male single',none,3,car,32,bank,own,2,skilled,2,none,yes,good
'no checking',33,'delayed previously',business,2764,'<100','1<=X<4',2,'female div/dep/mar',none,2,car,26,none,own,2,skilled,1,yes,yes,good
'no checking',24,'delayed previously','used car',4679,'<100','4<=X<7',3,'male single',none,3,car,35,none,own,2,'unskilled resident',1,yes,yes,good
'0<=X<200',24,'existing paid',radio/tv,3092,'100<=X<500','<1',3,'male mar/wid',none,2,car,22,none,rent,1,skilled,1,yes,yes,bad
'<0',6,'existing paid',education,448,'<100','<1',4,'female div/dep/mar',none,4,'life insurance',23,none,own,1,skilled,1,none,yes,bad
'<0',9,'existing paid','new car',654,'<100','1<=X<4',4,'male single',none,3,car,28,none,own,1,'unskilled resident',1,none,yes,bad
'no checking',6,'existing paid',retraining,1238,'no known savings',unemployed,4,'male single',none,4,'life insurance',36,none,own,1,'high qualif/self emp/mgmt',2,yes,yes,good
'0<=X<200',18,'critical/other existing credit',radio/tv,1245,'<100','1<=X<4',4,'male mar/wid',none,2,car,33,none,own,1,skilled,1,none,yes,bad
'<0',18,'no credits/all paid',furniture/equipment,3114,'<100','<1',1,'female div/dep/mar',none,4,'life insurance',26,none,rent,1,skilled,1,none,yes,bad
'no checking',39,'existing paid','used car',2569,'500<=X<1000','1<=X<4',4,'male single',none,4,car,24,none,own,1,skilled,1,none,yes,good
'>=200',24,'existing paid',radio/tv,5152,'<100','4<=X<7',4,'male single',none,2,car,25,bank,own,1,skilled,1,none,yes,good
'0<=X<200',12,'existing paid',business,1037,'100<=X<500','4<=X<7',3,'male single',none,4,'real estate',39,none,own,1,'unskilled resident',1,none,yes,good
'<0',15,'critical/other existing credit',furniture/equipment,1478,'<100','>=7',4,'male single',none,4,car,44,none,own,2,skilled,2,yes,yes,good
'0<=X<200',12,'critical/other existing credit',radio/tv,3573,'<100','1<=X<4',1,'female div/dep/mar',none,1,'real estate',23,none,own,1,'unskilled resident',1,none,yes,good
'0<=X<200',24,'existing paid','new car',1201,'<100','<1',4,'male single',none,1,'life insurance',26,none,own,1,skilled,1,none,yes,good
'<0',30,'existing paid',furniture/equipment,3622,'>=1000','>=7',4,'female div/dep/mar',none,4,'life insurance',57,none,rent,2,skilled,1,yes,yes,good
'no checking',15,'delayed previously',furniture/equipment,960,'>=1000','4<=X<7',3,'female div/dep/mar',none,2,'life insurance',30,none,own,2,skilled,1,none,yes,good
'no checking',12,'critical/other existing credit','new car',1163,'500<=X<1000','1<=X<4',4,'male single',none,4,'real estate',44,none,own,1,skilled,1,yes,yes,good
'0<=X<200',6,'delayed previously','new car',1209,'<100',unemployed,4,'male single',none,4,'life insurance',47,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,bad
'no checking',12,'existing paid',radio/tv,3077,'<100','1<=X<4',2,'male single',none,4,car,52,none,own,1,skilled,1,yes,yes,good
'no checking',24,'existing paid','new car',3757,'<100','>=7',4,'female div/dep/mar','co applicant',4,'no known property',62,none,'for free',1,skilled,1,yes,yes,good
'no checking',10,'existing paid','new car',1418,'100<=X<500','1<=X<4',3,'male single',none,2,'real estate',35,none,rent,1,'unskilled resident',1,none,no,good
'no checking',6,'existing paid','new car',3518,'<100','1<=X<4',2,'male single',guarantor,3,'life insurance',26,none,rent,1,skilled,1,none,yes,good
'no checking',12,'critical/other existing credit',radio/tv,1934,'<100','>=7',2,'male single',none,2,'no known property',26,none,own,2,skilled,1,none,yes,good
'0<=X<200',27,'no credits/all paid',business,8318,'<100','>=7',2,'female div/dep/mar',none,4,'no known property',42,none,'for free',2,'high qualif/self emp/mgmt',1,yes,yes,bad
'no checking',6,'critical/other existing credit',radio/tv,1237,'100<=X<500','1<=X<4',1,'female div/dep/mar',none,1,'life insurance',27,none,own,2,skilled,1,none,yes,good
'0<=X<200',6,'existing paid',radio/tv,368,'no known savings','>=7',4,'male single',none,4,'life insurance',38,none,own,1,skilled,1,none,yes,good
'<0',12,'critical/other existing credit','new car',2122,'<100','1<=X<4',3,'male single',none,2,'real estate',39,none,rent,2,'unskilled resident',2,none,no,good
'<0',24,'existing paid',furniture/equipment,2996,'no known savings','1<=X<4',2,'male mar/wid',none,4,car,20,none,own,1,skilled,1,none,yes,bad
'0<=X<200',36,'existing paid',furniture/equipment,9034,'100<=X<500','<1',4,'male single','co applicant',1,'no known property',29,none,rent,1,'high qualif/self emp/mgmt',1,yes,yes,bad
'no checking',24,'critical/other existing credit',furniture/equipment,1585,'<100','4<=X<7',4,'male single',none,3,'life insurance',40,none,own,2,skilled,1,none,yes,good
'0<=X<200',18,'existing paid',radio/tv,1301,'<100','>=7',4,'male mar/wid',guarantor,2,'real estate',32,none,own,1,'unskilled resident',1,none,yes,good
'>=200',6,'critical/other existing credit','new car',1323,'100<=X<500','>=7',2,'male div/sep',none,4,car,28,none,own,2,skilled,2,yes,yes,good
'<0',24,'existing paid','new car',3123,'<100','<1',4,'female div/dep/mar',none,1,'life insurance',27,none,own,1,skilled,1,none,yes,bad
'<0',36,'existing paid','used car',5493,'<100','>=7',2,'male single',none,4,'no known property',42,none,'for free',1,skilled,2,none,yes,good
'>=200',9,'existing paid',radio/tv,1126,'100<=X<500','>=7',2,'male div/sep',none,4,'real estate',49,none,own,1,skilled,1,none,yes,good
'0<=X<200',24,'critical/other existing credit',radio/tv,1216,'100<=X<500','<1',4,'male single',none,4,'no known property',38,bank,own,2,skilled,2,none,yes,bad
'<0',24,'existing paid','new car',1207,'<100','<1',4,'female div/dep/mar',none,4,'life insurance',24,none,rent,1,skilled,1,none,yes,bad
'no checking',10,'existing paid','new car',1309,'no known savings','1<=X<4',4,'male single',guarantor,4,'life insurance',27,none,own,1,'unskilled resident',1,none,yes,bad
'>=200',15,'critical/other existing credit','used car',2360,'500<=X<1000','1<=X<4',2,'male single',none,2,car,36,none,own,1,skilled,1,yes,yes,good
'0<=X<200',15,'all paid','new car',6850,'100<=X<500',unemployed,1,'male single',none,2,'life insurance',34,none,own,1,'high qualif/self emp/mgmt',2,yes,yes,bad
'no checking',24,'existing paid',radio/tv,1413,'<100','1<=X<4',4,'male mar/wid',none,2,'life insurance',28,none,own,1,skilled,1,none,yes,good
'no checking',39,'existing paid','used car',8588,'100<=X<500','>=7',4,'male single',none,2,car,45,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
'<0',12,'existing paid','new car',759,'<100','4<=X<7',4,'male single',none,2,'real estate',26,none,own,1,skilled,1,none,yes,bad
'no checking',36,'existing paid','used car',4686,'<100','1<=X<4',2,'male single',none,2,'no known property',32,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,good
'>=200',15,'existing paid',business,2687,'<100','4<=X<7',2,'male single',none,4,'life insurance',26,none,rent,1,skilled,1,yes,yes,good
'0<=X<200',12,'delayed previously',radio/tv,585,'<100','1<=X<4',4,'male mar/wid','co applicant',4,'real estate',20,none,rent,2,skilled,1,none,yes,good
'no checking',24,'existing paid','new car',2255,'no known savings','<1',4,'male single',none,1,'life insurance',54,none,own,1,skilled,1,none,yes,good
'<0',6,'critical/other existing credit','new car',609,'<100','4<=X<7',4,'female div/dep/mar',none,3,'life insurance',37,none,own,2,skilled,1,none,no,good
'<0',6,'critical/other existing credit','new car',1361,'<100','<1',2,'male single',none,4,'real estate',40,none,own,1,'unskilled resident',2,none,no,good
'no checking',36,'critical/other existing credit',furniture/equipment,7127,'<100','<1',2,'female div/dep/mar',none,4,'life insurance',23,none,rent,2,skilled,1,yes,yes,bad
'<0',6,'existing paid','new car',1203,'100<=X<500','>=7',3,'male single',none,2,'life insurance',43,none,own,1,skilled,1,yes,yes,good
'no checking',6,'critical/other existing credit',radio/tv,700,'no known savings','>=7',4,'male single',none,4,'no known property',36,none,'for free',2,skilled,1,none,yes,good
'no checking',24,'critical/other existing credit',repairs,5507,'<100','>=7',3,'male single',none,4,'no known property',44,none,'for free',2,skilled,1,none,yes,good
'<0',18,'existing paid',radio/tv,3190,'<100','1<=X<4',2,'female div/dep/mar',none,2,'real estate',24,none,own,1,skilled,1,none,yes,bad
'<0',48,'no credits/all paid',furniture/equipment,7119,'<100','1<=X<4',3,'male single',none,4,'no known property',53,none,'for free',2,skilled,2,none,yes,bad
'no checking',24,'existing paid','used car',3488,'100<=X<500','4<=X<7',3,'female div/dep/mar',none,4,car,23,none,own,1,skilled,1,none,yes,good
'0<=X<200',18,'existing paid',radio/tv,1113,'<100','1<=X<4',4,'female div/dep/mar',guarantor,4,'real estate',26,none,own,1,'unskilled resident',2,none,yes,good
'0<=X<200',26,'existing paid','used car',7966,'<100','<1',2,'male single',none,3,car,30,none,own,2,skilled,1,none,yes,good
'no checking',15,'critical/other existing credit',education,1532,'100<=X<500','1<=X<4',4,'female div/dep/mar',none,3,car,31,none,own,1,skilled,1,none,yes,good
'no checking',4,'critical/other existing credit',radio/tv,1503,'<100','4<=X<7',2,'male single',none,1,'real estate',42,none,own,2,'unskilled resident',2,none,yes,good
'<0',36,'existing paid',radio/tv,2302,'<100','1<=X<4',4,'male div/sep',none,4,car,31,none,rent,1,skilled,1,none,yes,bad
'<0',6,'existing paid','new car',662,'<100','<1',3,'male single',none,4,'real estate',41,none,own,1,'unskilled resident',2,yes,yes,good
'0<=X<200',36,'existing paid',education,2273,'<100','4<=X<7',3,'male single',none,1,car,32,none,own,2,skilled,2,none,yes,good
'0<=X<200',15,'existing paid','new car',2631,'100<=X<500','1<=X<4',2,'female div/dep/mar',none,4,car,28,none,rent,2,skilled,1,yes,yes,bad
'no checking',12,'delayed previously','used car',1503,'<100','1<=X<4',4,'male mar/wid',none,4,'real estate',41,none,rent,1,skilled,1,none,yes,good
'no checking',24,'existing paid',radio/tv,1311,'100<=X<500','4<=X<7',4,'male mar/wid',none,3,'life insurance',26,none,own,1,skilled,1,yes,yes,good
'no checking',24,'existing paid',radio/tv,3105,'no known savings','<1',4,'male single',none,2,car,25,none,own,2,skilled,1,none,yes,good
'>=200',21,'critical/other existing credit',education,2319,'<100','<1',2,'male div/sep',none,1,car,33,none,rent,1,skilled,1,none,yes,bad
'<0',6,'existing paid','new car',1374,'no known savings',unemployed,4,'female div/dep/mar',none,3,'life insurance',75,none,own,1,'high qualif/self emp/mgmt',1,yes,yes,good
'0<=X<200',18,'critical/other existing credit',furniture/equipment,3612,'<100','>=7',3,'female div/dep/mar',none,4,'life insurance',37,none,own,1,skilled,1,yes,yes,good
'<0',48,'existing paid','new car',7763,'<100','>=7',4,'male single',none,4,'no known property',42,bank,'for free',1,'high qualif/self emp/mgmt',1,none,yes,bad
'>=200',18,'existing paid',furniture/equipment,3049,'<100','<1',1,'female div/dep/mar',none,1,'life insurance',45,stores,own,1,'unskilled resident',1,none,yes,good
'0<=X<200',12,'existing paid',radio/tv,1534,'<100','<1',1,'male mar/wid',none,1,'real estate',23,none,rent,1,skilled,1,none,yes,bad
'no checking',24,'delayed previously','new car',2032,'<100','>=7',4,'male single',none,4,'no known property',60,none,'for free',2,skilled,1,yes,yes,good
'<0',30,'existing paid',furniture/equipment,6350,'no known savings','>=7',4,'male single',none,4,'life insurance',31,none,own,1,skilled,1,none,yes,bad
'>=200',18,'existing paid',furniture/equipment,2864,'<100','1<=X<4',2,'male single',none,1,'real estate',34,none,own,1,'unskilled resident',2,none,yes,bad
'no checking',12,'critical/other existing credit','new car',1255,'<100','>=7',4,'male single',none,4,'real estate',61,none,own,2,'unskilled resident',1,none,yes,good
'<0',24,'delayed previously','new car',1333,'<100',unemployed,4,'male single',none,2,'real estate',43,none,'for free',2,skilled,2,none,yes,bad
'no checking',24,'critical/other existing credit','new car',2022,'<100','1<=X<4',4,'female div/dep/mar',none,4,car,37,none,own,1,skilled,1,yes,yes,good
'no checking',24,'existing paid',radio/tv,1552,'<100','4<=X<7',3,'male single',none,1,car,32,bank,own,1,skilled,2,none,yes,good
'<0',12,'all paid',radio/tv,626,'<100','1<=X<4',4,'female div/dep/mar',none,4,'real estate',24,bank,own,1,'unskilled resident',1,none,yes,bad
'no checking',48,'critical/other existing credit','used car',8858,'no known savings','4<=X<7',2,'male single',none,1,'no known property',35,none,'for free',2,skilled,1,yes,yes,good
'no checking',12,'critical/other existing credit',repairs,996,'no known savings','4<=X<7',4,'female div/dep/mar',none,4,'real estate',23,none,own,2,skilled,1,none,yes,good
'no checking',6,'all paid',radio/tv,1750,'500<=X<1000','>=7',2,'male single',none,4,'life insurance',45,bank,own,1,'unskilled resident',2,none,yes,good
'<0',48,'existing paid',radio/tv,6999,'<100','4<=X<7',1,'male mar/wid',guarantor,1,'real estate',34,none,own,2,skilled,1,yes,yes,bad
'0<=X<200',12,'critical/other existing credit','new car',1995,'100<=X<500','<1',4,'male single',none,1,car,27,none,own,1,skilled,1,none,yes,good
'0<=X<200',9,'existing paid',education,1199,'<100','4<=X<7',4,'female div/dep/mar',none,4,'life insurance',67,none,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
'0<=X<200',12,'existing paid',radio/tv,1331,'<100','<1',2,'male single',none,1,car,22,stores,own,1,skilled,1,none,yes,bad
'0<=X<200',18,'no credits/all paid','new car',2278,'100<=X<500','<1',3,'female div/dep/mar',none,3,car,28,none,own,2,skilled,1,none,yes,bad
'no checking',21,'no credits/all paid','new car',5003,'no known savings','1<=X<4',1,'female div/dep/mar',none,4,'life insurance',29,bank,own,2,skilled,1,yes,yes,bad
'<0',24,'all paid',furniture/equipment,3552,'<100','4<=X<7',3,'male single',none,4,car,27,bank,own,1,skilled,1,none,yes,bad
'0<=X<200',18,'critical/other existing credit',furniture/equipment,1928,'<100','<1',2,'male single',none,2,'real estate',31,none,own,2,'unskilled resident',1,none,yes,bad
'<0',24,'existing paid','used car',2964,'no known savings','>=7',4,'male single',none,4,'no known property',49,bank,'for free',1,skilled,2,yes,yes,good
'<0',24,'all paid',radio/tv,1546,'<100','4<=X<7',4,'male single',guarantor,4,car,24,bank,rent,1,'unskilled resident',1,none,yes,bad
'>=200',6,'delayed previously',radio/tv,683,'<100','<1',2,'female div/dep/mar',none,1,'life insurance',29,bank,own,1,skilled,1,none,yes,good
'0<=X<200',36,'existing paid','new car',12389,'no known savings','1<=X<4',1,'male single',none,4,'no known property',37,none,'for free',1,skilled,1,yes,yes,bad
'0<=X<200',24,'delayed previously',business,4712,'no known savings','1<=X<4',4,'male single',none,2,'life insurance',37,bank,own,2,'high qualif/self emp/mgmt',1,yes,yes,good
'0<=X<200',24,'delayed previously',radio/tv,1553,'100<=X<500','4<=X<7',3,'female div/dep/mar',none,2,'life insurance',23,none,rent,2,skilled,1,yes,yes,good
'<0',12,'existing paid','new car',1372,'<100','4<=X<7',2,'male div/sep',none,3,car,36,none,own,1,skilled,1,none,yes,bad
'no checking',24,'critical/other existing credit',radio/tv,2578,'>=1000','>=7',2,'male single',none,2,car,34,none,own,1,skilled,1,none,yes,good
'0<=X<200',48,'existing paid',radio/tv,3979,'no known savings','4<=X<7',4,'male single',none,1,car,41,none,own,2,skilled,2,yes,yes,good
'<0',48,'existing paid',radio/tv,6758,'<100','1<=X<4',3,'female div/dep/mar',none,2,car,31,none,own,1,skilled,1,yes,yes,bad
'<0',24,'existing paid',furniture/equipment,3234,'<100','<1',4,'female div/dep/mar',none,4,'real estate',23,none,rent,1,'unskilled resident',1,yes,yes,bad
'no checking',30,'critical/other existing credit',radio/tv,5954,'<100','4<=X<7',3,'male single','co applicant',2,car,38,none,own,1,skilled,1,none,yes,good
'no checking',24,'existing paid','used car',5433,'no known savings',unemployed,2,'female div/dep/mar',none,4,'life insurance',26,none,rent,1,'high qualif/self emp/mgmt',1,yes,yes,good
'<0',15,'existing paid',business,806,'<100','1<=X<4',4,'female div/dep/mar',none,4,'life insurance',22,none,own,1,'unskilled resident',1,none,yes,good
'0<=X<200',9,'existing paid',radio/tv,1082,'<100','>=7',4,'male single',none,4,car,27,none,own,2,'unskilled resident',1,none,yes,good
'no checking',15,'critical/other existing credit',furniture/equipment,2788,'<100','4<=X<7',2,'female div/dep/mar','co applicant',3,car,24,bank,own,2,skilled,1,none,yes,good
'0<=X<200',12,'existing paid',radio/tv,2930,'<100','4<=X<7',2,'female div/dep/mar',none,1,'real estate',27,none,own,1,skilled,1,none,yes,good
'no checking',24,'critical/other existing credit',education,1927,'no known savings','1<=X<4',3,'female div/dep/mar',none,2,car,33,none,own,2,skilled,1,yes,yes,good
'0<=X<200',36,'critical/other existing credit','new car',2820,'<100','<1',4,'male div/sep',none,4,car,27,none,own,2,skilled,1,none,yes,bad
'no checking',24,'existing paid',retraining,937,'<100','<1',4,'male mar/wid',none,3,car,27,none,own,2,'unskilled resident',1,none,yes,good
'0<=X<200',18,'critical/other existing credit','new car',1056,'<100','>=7',3,'male single',guarantor,3,'real estate',30,bank,own,2,skilled,1,none,yes,bad
'0<=X<200',12,'critical/other existing credit','new car',3124,'<100','<1',1,'male single',none,3,'real estate',49,bank,own,2,'unskilled resident',2,none,yes,good
'no checking',9,'existing paid',furniture/equipment,1388,'<100','1<=X<4',4,'female div/dep/mar',none,2,'real estate',26,none,rent,1,skilled,1,none,yes,good
'0<=X<200',36,'existing paid',repairs,2384,'<100','<1',4,'male single',none,1,'no known property',33,none,rent,1,'unskilled resident',1,none,yes,bad
'no checking',12,'existing paid','new car',2133,'no known savings','>=7',4,'female div/dep/mar',none,4,'no known property',52,none,'for free',1,'high qualif/self emp/mgmt',1,yes,yes,good
'<0',18,'existing paid',furniture/equipment,2039,'<100','1<=X<4',1,'female div/dep/mar',none,4,'real estate',20,bank,rent,1,skilled,1,none,yes,bad
'<0',9,'critical/other existing credit','new car',2799,'<100','1<=X<4',2,'male single',none,2,'real estate',36,none,rent,2,skilled,2,none,yes,good
'<0',12,'existing paid',furniture/equipment,1289,'<100','1<=X<4',4,'male single',guarantor,1,'life insurance',21,none,own,1,'unskilled resident',1,none,yes,good
'<0',18,'existing paid','domestic appliance',1217,'<100','1<=X<4',4,'male mar/wid',none,3,'real estate',47,none,own,1,'unskilled resident',1,yes,yes,bad
'<0',12,'critical/other existing credit',furniture/equipment,2246,'<100','>=7',3,'

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