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cestwc
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german-credit

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status of existing checking account class label	duration in month int64	credit history class label	purpose class label	credit amount int64	savings account/bonds class label	present employment since class label	installment rate in percentage of disposable income int64	personal status and sex class label	other debtors / guarantors class label	present residence since int64	property class label	age in years int64	other installment plans class label	housing class label	number of existing credits at this bank int64	job class label	number of people being liable to provide maintenance for int64	telephone class label	foreign worker class label	class class label
0< 0 DM	6	4critical account / other credits existing (not at this bank)	4domestic appliances	1,169	4unknown / no savings account	4>= 7 years	4	2male: single	0none	4	0real estate	67	2none	1own	2	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	0good
10 <= ... < 200 DM	48	2existing credits paid back duly till now	4domestic appliances	5,951	0< 100 DM	21 <= ... < 4 years	2	1female: divorced/separated/married	0none	2	0real estate	22	2none	1own	1	2skilled employee / official	1	0none	0yes	1bad
3no checking account	12	4critical account / other credits existing (not at this bank)	7vacation	2,096	0< 100 DM	34 <= ... < 7 years	2	2male: single	0none	3	0real estate	49	2none	1own	1	1unskilled - resident	2	0none	0yes	0good
0< 0 DM	42	2existing credits paid back duly till now	3radio/television	7,882	0< 100 DM	34 <= ... < 7 years	2	2male: single	2guarantor	4	1building society savings agreement / life insurance	45	2none	2for free	1	2skilled employee / official	2	0none	0yes	0good
0< 0 DM	24	3delay in paying off in the past	0car (new)	4,870	0< 100 DM	21 <= ... < 4 years	3	2male: single	0none	4	3unknown / no property	53	2none	2for free	2	2skilled employee / official	2	0none	0yes	1bad
3no checking account	36	2existing credits paid back duly till now	7vacation	9,055	4unknown / no savings account	21 <= ... < 4 years	2	2male: single	0none	4	3unknown / no property	35	2none	2for free	1	1unskilled - resident	2	1yes, registered under the customer’s name	0yes	0good
3no checking account	24	2existing credits paid back duly till now	3radio/television	2,835	2500 <= ... < 1000 DM	4>= 7 years	3	2male: single	0none	4	1building society savings agreement / life insurance	53	2none	1own	1	2skilled employee / official	1	0none	0yes	0good
10 <= ... < 200 DM	36	2existing credits paid back duly till now	1car (used)	6,948	0< 100 DM	21 <= ... < 4 years	2	2male: single	0none	2	2car or other, not in attribute 6	35	2none	0rent	1	3management / self-employed / highly qualified employee / officer	1	1yes, registered under the customer’s name	0yes	0good
3no checking account	12	2existing credits paid back duly till now	4domestic appliances	3,059	3>= 1000 DM	34 <= ... < 7 years	2	0male: divorced/separated	0none	4	0real estate	61	2none	1own	1	1unskilled - resident	1	0none	0yes	0good
10 <= ... < 200 DM	30	4critical account / other credits existing (not at this bank)	0car (new)	5,234	0< 100 DM	0unemployed	4	3male: married/widowed	0none	2	2car or other, not in attribute 6	28	2none	1own	2	3management / self-employed / highly qualified employee / officer	1	0none	0yes	1bad
10 <= ... < 200 DM	12	2existing credits paid back duly till now	0car (new)	1,295	0< 100 DM	1< 1 year	3	1female: divorced/separated/married	0none	1	2car or other, not in attribute 6	25	2none	0rent	1	2skilled employee / official	1	0none	0yes	1bad
0< 0 DM	48	2existing credits paid back duly till now	9business	4,308	0< 100 DM	1< 1 year	3	1female: divorced/separated/married	0none	4	1building society savings agreement / life insurance	24	2none	0rent	1	2skilled employee / official	1	0none	0yes	1bad
10 <= ... < 200 DM	12	2existing credits paid back duly till now	4domestic appliances	1,567	0< 100 DM	21 <= ... < 4 years	1	1female: divorced/separated/married	0none	1	2car or other, not in attribute 6	22	2none	1own	1	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	0good
0< 0 DM	24	4critical account / other credits existing (not at this bank)	0car (new)	1,199	0< 100 DM	4>= 7 years	4	2male: single	0none	4	2car or other, not in attribute 6	60	2none	1own	2	1unskilled - resident	1	0none	0yes	1bad
0< 0 DM	15	2existing credits paid back duly till now	0car (new)	1,403	0< 100 DM	21 <= ... < 4 years	2	1female: divorced/separated/married	0none	4	2car or other, not in attribute 6	28	2none	0rent	1	2skilled employee / official	1	0none	0yes	0good
0< 0 DM	24	2existing credits paid back duly till now	4domestic appliances	1,282	1100 <= ... < 500 DM	21 <= ... < 4 years	4	1female: divorced/separated/married	0none	2	2car or other, not in attribute 6	32	2none	1own	1	1unskilled - resident	1	0none	0yes	1bad
3no checking account	24	4critical account / other credits existing (not at this bank)	4domestic appliances	2,424	4unknown / no savings account	4>= 7 years	4	2male: single	0none	4	1building society savings agreement / life insurance	53	2none	1own	2	2skilled employee / official	1	0none	0yes	0good
0< 0 DM	30	0no credits taken / all credits paid back duly	9business	8,072	4unknown / no savings account	1< 1 year	2	2male: single	0none	3	2car or other, not in attribute 6	25	0bank	1own	3	2skilled employee / official	1	0none	0yes	0good
10 <= ... < 200 DM	24	2existing credits paid back duly till now	1car (used)	12,579	0< 100 DM	4>= 7 years	4	1female: divorced/separated/married	0none	2	3unknown / no property	44	2none	2for free	1	3management / self-employed / highly qualified employee / officer	1	1yes, registered under the customer’s name	0yes	1bad
3no checking account	24	2existing credits paid back duly till now	4domestic appliances	3,430	2500 <= ... < 1000 DM	4>= 7 years	3	2male: single	0none	2	2car or other, not in attribute 6	31	2none	1own	1	2skilled employee / official	2	1yes, registered under the customer’s name	0yes	0good
3no checking account	9	4critical account / other credits existing (not at this bank)	0car (new)	2,134	0< 100 DM	21 <= ... < 4 years	4	2male: single	0none	4	2car or other, not in attribute 6	48	2none	1own	3	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	0good
0< 0 DM	6	2existing credits paid back duly till now	4domestic appliances	2,647	2500 <= ... < 1000 DM	21 <= ... < 4 years	2	2male: single	0none	3	0real estate	44	2none	0rent	1	2skilled employee / official	2	0none	0yes	0good
0< 0 DM	10	4critical account / other credits existing (not at this bank)	0car (new)	2,241	0< 100 DM	1< 1 year	1	2male: single	0none	3	0real estate	48	2none	0rent	2	1unskilled - resident	2	0none	1no	0good
10 <= ... < 200 DM	12	4critical account / other credits existing (not at this bank)	1car (used)	1,804	1100 <= ... < 500 DM	1< 1 year	3	2male: single	0none	4	1building society savings agreement / life insurance	44	2none	1own	1	2skilled employee / official	1	0none	0yes	0good
3no checking account	10	4critical account / other credits existing (not at this bank)	3radio/television	2,069	4unknown / no savings account	21 <= ... < 4 years	2	3male: married/widowed	0none	1	2car or other, not in attribute 6	26	2none	1own	2	2skilled employee / official	1	0none	1no	0good
0< 0 DM	6	2existing credits paid back duly till now	3radio/television	1,374	0< 100 DM	21 <= ... < 4 years	1	2male: single	0none	2	0real estate	36	0bank	1own	1	1unskilled - resident	1	1yes, registered under the customer’s name	0yes	0good
3no checking account	6	0no credits taken / all credits paid back duly	4domestic appliances	426	0< 100 DM	4>= 7 years	4	3male: married/widowed	0none	4	2car or other, not in attribute 6	39	2none	1own	1	1unskilled - resident	1	0none	0yes	0good
2>= 200 DM / salary assignments for at least 1 year	12	1all credits at this bank paid back duly	4domestic appliances	409	3>= 1000 DM	21 <= ... < 4 years	3	1female: divorced/separated/married	0none	3	0real estate	42	2none	0rent	2	2skilled employee / official	1	0none	0yes	0good
10 <= ... < 200 DM	7	2existing credits paid back duly till now	4domestic appliances	2,415	0< 100 DM	21 <= ... < 4 years	3	2male: single	2guarantor	2	0real estate	34	2none	1own	1	2skilled employee / official	1	0none	0yes	0good
0< 0 DM	60	3delay in paying off in the past	9business	6,836	0< 100 DM	4>= 7 years	3	2male: single	0none	4	3unknown / no property	63	2none	1own	2	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	1bad
10 <= ... < 200 DM	18	2existing credits paid back duly till now	9business	1,913	3>= 1000 DM	1< 1 year	3	3male: married/widowed	0none	3	0real estate	36	0bank	1own	1	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	0good
0< 0 DM	24	2existing credits paid back duly till now	3radio/television	4,020	0< 100 DM	21 <= ... < 4 years	2	2male: single	0none	2	2car or other, not in attribute 6	27	1stores	1own	1	2skilled employee / official	1	0none	0yes	0good
10 <= ... < 200 DM	18	2existing credits paid back duly till now	0car (new)	5,866	1100 <= ... < 500 DM	21 <= ... < 4 years	2	2male: single	0none	2	2car or other, not in attribute 6	30	2none	1own	2	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	0good
3no checking account	12	4critical account / other credits existing (not at this bank)	9business	1,264	4unknown / no savings account	4>= 7 years	4	2male: single	0none	4	3unknown / no property	57	2none	0rent	1	1unskilled - resident	1	0none	0yes	0good
2>= 200 DM / salary assignments for at least 1 year	12	2existing credits paid back duly till now	3radio/television	1,474	0< 100 DM	1< 1 year	4	1female: divorced/separated/married	0none	1	1building society savings agreement / life insurance	33	0bank	1own	1	3management / self-employed / highly qualified employee / officer	1	1yes, registered under the customer’s name	0yes	0good
10 <= ... < 200 DM	45	4critical account / other credits existing (not at this bank)	4domestic appliances	4,746	0< 100 DM	1< 1 year	4	2male: single	0none	2	1building society savings agreement / life insurance	25	2none	1own	2	1unskilled - resident	1	0none	0yes	1bad
3no checking account	48	4critical account / other credits existing (not at this bank)	7vacation	6,110	0< 100 DM	21 <= ... < 4 years	1	2male: single	0none	3	3unknown / no property	31	0bank	2for free	1	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	0good
2>= 200 DM / salary assignments for at least 1 year	18	2existing credits paid back duly till now	4domestic appliances	2,100	0< 100 DM	21 <= ... < 4 years	4	2male: single	1co-applicant	2	0real estate	37	1stores	1own	1	2skilled employee / official	1	0none	0yes	1bad
2>= 200 DM / salary assignments for at least 1 year	10	2existing credits paid back duly till now	5repairs	1,225	0< 100 DM	21 <= ... < 4 years	2	2male: single	0none	2	2car or other, not in attribute 6	37	2none	1own	1	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	0good
10 <= ... < 200 DM	9	2existing credits paid back duly till now	4domestic appliances	458	0< 100 DM	21 <= ... < 4 years	4	2male: single	0none	3	0real estate	24	2none	1own	1	2skilled employee / official	1	0none	0yes	0good
3no checking account	30	2existing credits paid back duly till now	4domestic appliances	2,333	2500 <= ... < 1000 DM	4>= 7 years	4	2male: single	0none	2	2car or other, not in attribute 6	30	0bank	1own	1	3management / self-employed / highly qualified employee / officer	1	0none	0yes	0good
10 <= ... < 200 DM	12	2existing credits paid back duly till now	4domestic appliances	1,158	2500 <= ... < 1000 DM	21 <= ... < 4 years	3	0male: divorced/separated	0none	1	2car or other, not in attribute 6	26	2none	1own	1	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	0good
10 <= ... < 200 DM	18	3delay in paying off in the past	6education	6,204	0< 100 DM	21 <= ... < 4 years	2	2male: single	0none	4	0real estate	44	2none	1own	1	1unskilled - resident	2	1yes, registered under the customer’s name	0yes	0good
0< 0 DM	30	4critical account / other credits existing (not at this bank)	1car (used)	6,187	1100 <= ... < 500 DM	34 <= ... < 7 years	1	3male: married/widowed	0none	4	2car or other, not in attribute 6	24	2none	0rent	2	2skilled employee / official	1	0none	0yes	0good
0< 0 DM	48	4critical account / other credits existing (not at this bank)	1car (used)	6,143	0< 100 DM	4>= 7 years	4	1female: divorced/separated/married	0none	4	3unknown / no property	58	1stores	2for free	2	1unskilled - resident	1	0none	0yes	1bad
3no checking account	11	4critical account / other credits existing (not at this bank)	0car (new)	1,393	0< 100 DM	1< 1 year	4	1female: divorced/separated/married	0none	4	2car or other, not in attribute 6	35	2none	1own	2	3management / self-employed / highly qualified employee / officer	1	0none	0yes	0good
3no checking account	36	2existing credits paid back duly till now	4domestic appliances	2,299	2500 <= ... < 1000 DM	4>= 7 years	4	2male: single	0none	4	2car or other, not in attribute 6	39	2none	1own	1	2skilled employee / official	1	0none	0yes	0good
0< 0 DM	6	2existing credits paid back duly till now	1car (used)	1,352	2500 <= ... < 1000 DM	0unemployed	1	1female: divorced/separated/married	0none	2	1building society savings agreement / life insurance	23	2none	0rent	1	0unemployed / unskilled - non-resident	1	1yes, registered under the customer’s name	0yes	0good
3no checking account	11	4critical account / other credits existing (not at this bank)	0car (new)	7,228	0< 100 DM	21 <= ... < 4 years	1	2male: single	0none	4	1building society savings agreement / life insurance	39	2none	1own	2	1unskilled - resident	1	0none	0yes	0good
3no checking account	12	2existing credits paid back duly till now	4domestic appliances	2,073	1100 <= ... < 500 DM	21 <= ... < 4 years	4	1female: divorced/separated/married	1co-applicant	2	0real estate	28	2none	1own	1	2skilled employee / official	1	0none	0yes	0good
10 <= ... < 200 DM	24	3delay in paying off in the past	3radio/television	2,333	4unknown / no savings account	1< 1 year	4	2male: single	0none	2	1building society savings agreement / life insurance	29	0bank	1own	1	1unskilled - resident	1	0none	0yes	0good
10 <= ... < 200 DM	27	3delay in paying off in the past	1car (used)	5,965	0< 100 DM	4>= 7 years	1	2male: single	0none	2	2car or other, not in attribute 6	30	2none	1own	2	3management / self-employed / highly qualified employee / officer	1	1yes, registered under the customer’s name	0yes	0good
3no checking account	12	2existing credits paid back duly till now	4domestic appliances	1,262	0< 100 DM	21 <= ... < 4 years	3	2male: single	0none	2	2car or other, not in attribute 6	25	2none	1own	1	2skilled employee / official	1	0none	0yes	0good
3no checking account	18	2existing credits paid back duly till now	1car (used)	3,378	4unknown / no savings account	21 <= ... < 4 years	2	2male: single	0none	1	1building society savings agreement / life insurance	31	2none	1own	1	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	0good
10 <= ... < 200 DM	36	3delay in paying off in the past	0car (new)	2,225	0< 100 DM	4>= 7 years	4	2male: single	0none	4	3unknown / no property	57	0bank	2for free	2	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	1bad
3no checking account	6	1all credits at this bank paid back duly	0car (new)	783	4unknown / no savings account	21 <= ... < 4 years	1	2male: single	2guarantor	2	0real estate	26	1stores	1own	1	1unskilled - resident	2	0none	0yes	0good
10 <= ... < 200 DM	12	2existing credits paid back duly till now	4domestic appliances	6,468	4unknown / no savings account	0unemployed	2	2male: single	0none	1	3unknown / no property	52	2none	1own	1	3management / self-employed / highly qualified employee / officer	1	1yes, registered under the customer’s name	0yes	1bad
3no checking account	36	4critical account / other credits existing (not at this bank)	4domestic appliances	9,566	0< 100 DM	21 <= ... < 4 years	2	1female: divorced/separated/married	0none	2	2car or other, not in attribute 6	31	1stores	1own	2	2skilled employee / official	1	0none	0yes	0good
2>= 200 DM / salary assignments for at least 1 year	18	2existing credits paid back duly till now	0car (new)	1,961	0< 100 DM	4>= 7 years	3	1female: divorced/separated/married	0none	2	2car or other, not in attribute 6	23	2none	1own	1	3management / self-employed / highly qualified employee / officer	1	0none	0yes	0good
0< 0 DM	36	4critical account / other credits existing (not at this bank)	3radio/television	6,229	0< 100 DM	1< 1 year	4	1female: divorced/separated/married	1co-applicant	4	3unknown / no property	23	2none	0rent	2	1unskilled - resident	1	1yes, registered under the customer’s name	0yes	1bad
10 <= ... < 200 DM	9	2existing credits paid back duly till now	9business	1,391	0< 100 DM	21 <= ... < 4 years	2	3male: married/widowed	0none	1	0real estate	27	0bank	1own	1	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	0good
10 <= ... < 200 DM	15	4critical account / other credits existing (not at this bank)	4domestic appliances	1,537	4unknown / no savings account	4>= 7 years	4	2male: single	2guarantor	4	0real estate	50	2none	1own	2	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	0good
10 <= ... < 200 DM	36	0no credits taken / all credits paid back duly	9business	1,953	0< 100 DM	4>= 7 years	4	2male: single	0none	4	3unknown / no property	61	2none	2for free	1	3management / self-employed / highly qualified employee / officer	1	1yes, registered under the customer’s name	0yes	1bad
10 <= ... < 200 DM	48	0no credits taken / all credits paid back duly	9business	14,421	0< 100 DM	21 <= ... < 4 years	2	2male: single	0none	2	2car or other, not in attribute 6	25	2none	1own	1	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	1bad
3no checking account	24	2existing credits paid back duly till now	4domestic appliances	3,181	0< 100 DM	1< 1 year	4	1female: divorced/separated/married	0none	4	1building society savings agreement / life insurance	26	2none	1own	1	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	0good
3no checking account	27	2existing credits paid back duly till now	6education	5,190	4unknown / no savings account	4>= 7 years	4	2male: single	0none	4	1building society savings agreement / life insurance	48	2none	1own	4	2skilled employee / official	2	1yes, registered under the customer’s name	0yes	0good
3no checking account	12	2existing credits paid back duly till now	4domestic appliances	2,171	0< 100 DM	1< 1 year	2	1female: divorced/separated/married	0none	2	2car or other, not in attribute 6	29	0bank	1own	1	2skilled employee / official	1	0none	0yes	0good
10 <= ... < 200 DM	12	2existing credits paid back duly till now	0car (new)	1,007	3>= 1000 DM	21 <= ... < 4 years	4	3male: married/widowed	0none	1	0real estate	22	2none	1own	1	2skilled employee / official	1	0none	0yes	0good
3no checking account	36	2existing credits paid back duly till now	7vacation	1,819	0< 100 DM	21 <= ... < 4 years	4	2male: single	0none	4	3unknown / no property	37	1stores	2for free	1	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	1bad
3no checking account	36	2existing credits paid back duly till now	4domestic appliances	2,394	4unknown / no savings account	21 <= ... < 4 years	4	1female: divorced/separated/married	0none	4	2car or other, not in attribute 6	25	2none	1own	1	2skilled employee / official	1	0none	0yes	0good
3no checking account	36	2existing credits paid back duly till now	1car (used)	8,133	0< 100 DM	21 <= ... < 4 years	1	1female: divorced/separated/married	0none	2	1building society savings agreement / life insurance	30	0bank	1own	1	2skilled employee / official	1	0none	0yes	0good
3no checking account	7	4critical account / other credits existing (not at this bank)	4domestic appliances	730	4unknown / no savings account	4>= 7 years	4	2male: single	0none	2	1building society savings agreement / life insurance	46	2none	0rent	2	1unskilled - resident	1	1yes, registered under the customer’s name	0yes	0good
0< 0 DM	8	4critical account / other credits existing (not at this bank)	2furniture/equipment	1,164	0< 100 DM	4>= 7 years	3	2male: single	0none	4	3unknown / no property	51	0bank	2for free	2	3management / self-employed / highly qualified employee / officer	2	1yes, registered under the customer’s name	0yes	0good
10 <= ... < 200 DM	42	4critical account / other credits existing (not at this bank)	9business	5,954	0< 100 DM	34 <= ... < 7 years	2	1female: divorced/separated/married	0none	1	0real estate	41	0bank	1own	2	1unskilled - resident	1	0none	0yes	0good
0< 0 DM	36	2existing credits paid back duly till now	7vacation	1,977	4unknown / no savings account	4>= 7 years	4	2male: single	0none	4	3unknown / no property	40	2none	1own	1	3management / self-employed / highly qualified employee / officer	1	1yes, registered under the customer’s name	0yes	1bad
0< 0 DM	12	4critical account / other credits existing (not at this bank)	1car (used)	1,526	0< 100 DM	4>= 7 years	4	2male: single	0none	4	3unknown / no property	66	2none	2for free	2	3management / self-employed / highly qualified employee / officer	1	0none	0yes	0good
0< 0 DM	42	2existing credits paid back duly till now	4domestic appliances	3,965	0< 100 DM	1< 1 year	4	2male: single	0none	3	2car or other, not in attribute 6	34	2none	1own	1	2skilled employee / official	1	0none	0yes	1bad
10 <= ... < 200 DM	11	3delay in paying off in the past	4domestic appliances	4,771	0< 100 DM	34 <= ... < 7 years	2	2male: single	0none	4	1building society savings agreement / life insurance	51	2none	1own	1	2skilled employee / official	1	0none	0yes	0good
3no checking account	54	0no credits taken / all credits paid back duly	1car (used)	9,436	4unknown / no savings account	21 <= ... < 4 years	2	2male: single	0none	2	1building society savings agreement / life insurance	39	2none	1own	1	1unskilled - resident	2	0none	0yes	0good
10 <= ... < 200 DM	30	2existing credits paid back duly till now	3radio/television	3,832	0< 100 DM	1< 1 year	2	3male: married/widowed	0none	1	1building society savings agreement / life insurance	22	2none	1own	1	2skilled employee / official	1	0none	0yes	0good
3no checking account	24	2existing credits paid back duly till now	4domestic appliances	5,943	4unknown / no savings account	1< 1 year	1	1female: divorced/separated/married	0none	1	2car or other, not in attribute 6	44	2none	1own	2	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	1bad
3no checking account	15	2existing credits paid back duly till now	4domestic appliances	1,213	2500 <= ... < 1000 DM	4>= 7 years	4	2male: single	0none	3	1building society savings agreement / life insurance	47	1stores	1own	1	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	0good
3no checking account	18	2existing credits paid back duly till now	9business	1,568	1100 <= ... < 500 DM	21 <= ... < 4 years	3	1female: divorced/separated/married	0none	4	1building society savings agreement / life insurance	24	2none	0rent	1	1unskilled - resident	1	0none	0yes	0good
0< 0 DM	24	2existing credits paid back duly till now	2furniture/equipment	1,755	0< 100 DM	4>= 7 years	4	1female: divorced/separated/married	2guarantor	4	0real estate	58	2none	1own	1	1unskilled - resident	1	1yes, registered under the customer’s name	0yes	0good
0< 0 DM	10	2existing credits paid back duly till now	4domestic appliances	2,315	0< 100 DM	4>= 7 years	3	2male: single	0none	4	0real estate	52	2none	1own	1	1unskilled - resident	1	0none	0yes	0good
3no checking account	12	4critical account / other credits existing (not at this bank)	9business	1,412	0< 100 DM	21 <= ... < 4 years	4	1female: divorced/separated/married	2guarantor	2	0real estate	29	2none	1own	2	3management / self-employed / highly qualified employee / officer	1	1yes, registered under the customer’s name	0yes	0good
10 <= ... < 200 DM	18	4critical account / other credits existing (not at this bank)	3radio/television	1,295	0< 100 DM	1< 1 year	4	1female: divorced/separated/married	0none	1	1building society savings agreement / life insurance	27	2none	1own	2	2skilled employee / official	1	0none	0yes	0good
10 <= ... < 200 DM	36	2existing credits paid back duly till now	7vacation	12,612	1100 <= ... < 500 DM	21 <= ... < 4 years	1	2male: single	0none	4	3unknown / no property	47	2none	2for free	1	2skilled employee / official	2	1yes, registered under the customer’s name	0yes	1bad
0< 0 DM	18	2existing credits paid back duly till now	0car (new)	2,249	1100 <= ... < 500 DM	34 <= ... < 7 years	4	2male: single	0none	3	2car or other, not in attribute 6	30	2none	1own	1	3management / self-employed / highly qualified employee / officer	2	1yes, registered under the customer’s name	0yes	0good
0< 0 DM	12	0no credits taken / all credits paid back duly	6education	1,108	0< 100 DM	34 <= ... < 7 years	4	2male: single	0none	3	0real estate	28	2none	1own	2	2skilled employee / official	1	0none	0yes	1bad
3no checking account	12	4critical account / other credits existing (not at this bank)	4domestic appliances	618	0< 100 DM	4>= 7 years	4	2male: single	0none	4	0real estate	56	2none	1own	1	2skilled employee / official	1	0none	0yes	0good
0< 0 DM	12	4critical account / other credits existing (not at this bank)	1car (used)	1,409	0< 100 DM	4>= 7 years	4	2male: single	0none	3	0real estate	54	2none	1own	1	2skilled employee / official	1	0none	0yes	0good
3no checking account	12	4critical account / other credits existing (not at this bank)	4domestic appliances	797	4unknown / no savings account	4>= 7 years	4	1female: divorced/separated/married	0none	3	1building society savings agreement / life insurance	33	0bank	1own	1	1unskilled - resident	2	0none	0yes	1bad
2>= 200 DM / salary assignments for at least 1 year	24	4critical account / other credits existing (not at this bank)	3radio/television	3,617	4unknown / no savings account	4>= 7 years	4	2male: single	1co-applicant	4	3unknown / no property	20	2none	0rent	2	2skilled employee / official	1	0none	0yes	0good
10 <= ... < 200 DM	12	2existing credits paid back duly till now	0car (new)	1,318	3>= 1000 DM	4>= 7 years	4	2male: single	0none	4	0real estate	54	2none	1own	1	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	0good
10 <= ... < 200 DM	54	0no credits taken / all credits paid back duly	9business	15,945	0< 100 DM	1< 1 year	3	2male: single	0none	4	3unknown / no property	58	2none	0rent	1	2skilled employee / official	1	1yes, registered under the customer’s name	0yes	1bad
3no checking account	12	4critical account / other credits existing (not at this bank)	7vacation	2,012	4unknown / no savings account	34 <= ... < 7 years	4	1female: divorced/separated/married	0none	2	2car or other, not in attribute 6	61	2none	1own	1	2skilled employee / official	1	0none	0yes	0good
10 <= ... < 200 DM	18	2existing credits paid back duly till now	9business	2,622	1100 <= ... < 500 DM	21 <= ... < 4 years	4	2male: single	0none	4	2car or other, not in attribute 6	34	2none	1own	1	2skilled employee / official	1	0none	0yes	0good
10 <= ... < 200 DM	36	4critical account / other credits existing (not at this bank)	4domestic appliances	2,337	0< 100 DM	4>= 7 years	4	2male: single	0none	4	0real estate	36	2none	1own	1	2skilled employee / official	1	0none	0yes	0good
10 <= ... < 200 DM	20	3delay in paying off in the past	1car (used)	7,057	4unknown / no savings account	34 <= ... < 7 years	3	2male: single	0none	4	1building society savings agreement / life insurance	36	0bank	0rent	2	3management / self-employed / highly qualified employee / officer	2	1yes, registered under the customer’s name	0yes	0good

End of preview. Expand in Data Studio

Dataset Card for Dataset Name

This dataset is a precise version of Statlog (German Credit Data), donated on 11/16/1994.

We used the following Python script to produce this Hugging Face dataset.

columns = [
    "status of existing checking account",  # 1 (categorical)
    "duration in month",  # 2 (numerical)
    "credit history",  # 3 (categorical)
    "purpose",  # 4 (categorical)
    "credit amount",  # 5 (numerical)
    "savings account/bonds",  # 6 (categorical)
    "present employment since",  # 7 (categorical)
    "installment rate in percentage of disposable income",  # 8 (numerical)
    "personal status and sex",  # 9 (categorical)
    "other debtors / guarantors",  # 10 (categorical)
    "present residence since",  # 11 (numerical)
    "property",  # 12 (categorical)
    "age in years",  # 13 (numerical)
    "other installment plans",  # 14 (categorical)
    "housing",  # 15 (categorical)
    "number of existing credits at this bank",  # 16 (numerical)
    "job",  # 17 (categorical)
    "number of people being liable to provide maintenance for",  # 18 (numerical)
    "telephone",  # 19 (categorical)
    "foreign worker",  # 20 (categorical)
    "class"  # 21 (target label, categorical)
]


continuous_columns = [
    "duration in month", "credit amount",
    "installment rate in percentage of disposable income",
    "present residence since", "age in years",
    "number of existing credits at this bank",
    "number of people being liable to provide maintenance for"
]

categorical_columns = [
    "status of existing checking account", "credit history", "purpose",
    "savings account/bonds", "present employment since",
    "personal status and sex", "other debtors / guarantors", "property",
    "other installment plans", "housing", "job", "telephone",
    "foreign worker", "class"
]


import pandas as pd

# File path
file_path_categorical = "https://archive.ics.uci.edu/ml/machine-learning-databases/statlog/german/german.data"

# Load dataset
df_categorical = pd.read_csv(file_path_categorical, sep=" ", names=columns, skipinitialspace=True)

# Convert categorical features to integer indices
category_mappings = {}

for col in categorical_columns:
    df_categorical[col] = df_categorical[col].astype("category")
    category_mappings[col] = list(df_categorical[col].cat.categories)
    df_categorical[col] = df_categorical[col].cat.codes  # Convert to int indices

df_categorical = df_categorical[columns]


final_mappings = {
    "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"
    },
    "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)"
    },
    "purpose": {
        "A40": "car (new)",
        "A41": "car (used)",
        "A42": "furniture/equipment",
        "A43": "radio/television",
        "A44": "domestic appliances",
        "A45": "repairs",
        "A46": "education",
        "A47": "vacation",
        "A48": "retraining",
        "A49": "business",
        "A410": "others"
    },
    "savings account/bonds": {
        "A61": "< 100 DM",
        "A62": "100 <= ... < 500 DM",
        "A63": "500 <= ... < 1000 DM",
        "A64": ">= 1000 DM",
        "A65": "unknown / no savings account"
    },
    "present employment since": {
        "A71": "unemployed",
        "A72": "< 1 year",
        "A73": "1 <= ... < 4 years",
        "A74": "4 <= ... < 7 years",
        "A75": ">= 7 years"
    },
    "personal status and sex": {
        "A91": "male: divorced/separated",
        "A92": "female: divorced/separated/married",
        "A93": "male: single",
        "A94": "male: married/widowed",
        "A95": "female: single"
    },
    "other debtors / guarantors": {
        "A101": "none",
        "A102": "co-applicant",
        "A103": "guarantor"
    },
    "property": {
        "A121": "real estate",
        "A122": "building society savings agreement / life insurance",
        "A123": "car or other, not in attribute 6",
        "A124": "unknown / no property"
    },
    "other installment plans": {
        "A141": "bank",
        "A142": "stores",
        "A143": "none"
    },
    "housing": {
        "A151": "rent",
        "A152": "own",
        "A153": "for free"
    },
    "job": {
        "A171": "unemployed / unskilled - non-resident",
        "A172": "unskilled - resident",
        "A173": "skilled employee / official",
        "A174": "management / self-employed / highly qualified employee / officer"
    },
    "telephone": {
        "A191": "none",
        "A192": "yes, registered under the customer’s name"
    },
    "foreign worker": {
        "A201": "yes",
        "A202": "no"
    },
    "class": {
        "1": "good",
        "2": "bad"
    }
}


from datasets import Dataset, DatasetDict, Features, Value, ClassLabel

hf_features_categorical = Features({
    col: Value("int64") if col in continuous_columns else
         ClassLabel(names=list(final_mappings[col].values())) if col in final_mappings else
         ClassLabel(names=["good", "bad"])  # "class" column
    for col in columns
})

from datasets import DatasetDict

# Convert pandas DataFrame to Hugging Face Dataset
df_categorical = df_categorical[columns]
hf_categorical = Dataset.from_pandas(df_categorical, features=hf_features_categorical)

# Store in a dataset dictionary
hf_dataset_categorical = DatasetDict({"train": hf_categorical})

# Print dataset structure
print(hf_dataset_categorical)

The printed output could look like

DatasetDict({
    train: Dataset({
        features: ['status of existing checking account', 'duration in month', 'credit history', 'purpose', 'credit amount', 'savings account/bonds', 'present employment since', 'installment rate in percentage of disposable income', 'personal status and sex', 'other debtors / guarantors', 'present residence since', 'property', 'age in years', 'other installment plans', 'housing', 'number of existing credits at this bank', 'job', 'number of people being liable to provide maintenance for', 'telephone', 'foreign worker', 'class'],
        num_rows: 1000
    })
})

Note that there is another file for numerical data, but seems that the content is not more than what we have so far, so we don't include it.

Downloads last month: 8

Size of downloaded dataset files:

25.2 kB

Size of the auto-converted Parquet files:

25.2 kB

Number of rows:

1,000