Files

 master

/

GermanCredit.csv

Copy path

Blame

Blame

Latest commit

selva86

adding binary datasets

Dec 3, 2015

e112d95 · Dec 3, 2015

History

History

1001 lines (1001 loc) · 245 KB

/

GermanCredit.csv

Top

File metadata and controls

• Preview
• Code
• Blame

1001 lines (1001 loc) · 245 KB

Raw

1	status	duration	credit_history	purpose	amount	savings	employment_duration	installment_rate	personal_status_sex	other_debtors	present_residence	property	age	other_installment_plans	housing	number_credits	job	people_liable	telephone	foreign_worker	credit_risk
2	... < 100 DM	6	critical account/other credits existing	domestic appliances	1169	unknown/no savings account	... >= 7 years	4	male : single	none	4	real estate	67	none	own	2	skilled employee/official	1	yes	yes	1
3	0 <= ... < 200 DM	48	existing credits paid back duly till now	domestic appliances	5951	... < 100 DM	1 <= ... < 4 years	2	female : divorced/separated/married	none	2	real estate	22	none	own	1	skilled employee/official	1	no	yes	0
4	no checking account	12	critical account/other credits existing	retraining	2096	... < 100 DM	4 <= ... < 7 years	2	male : single	none	3	real estate	49	none	own	1	unskilled - resident	2	no	yes	1
5	... < 100 DM	42	existing credits paid back duly till now	radio/television	7882	... < 100 DM	4 <= ... < 7 years	2	male : single	guarantor	4	building society savings agreement/life insurance	45	none	for free	1	skilled employee/official	2	no	yes	1
6	... < 100 DM	24	delay in paying off in the past	car (new)	4870	... < 100 DM	1 <= ... < 4 years	3	male : single	none	4	unknown/no property	53	none	for free	2	skilled employee/official	2	no	yes	0
7	no checking account	36	existing credits paid back duly till now	retraining	9055	unknown/no savings account	1 <= ... < 4 years	2	male : single	none	4	unknown/no property	35	none	for free	1	unskilled - resident	2	yes	yes	1
8	no checking account	24	existing credits paid back duly till now	radio/television	2835	500 <= ... < 1000 DM	... >= 7 years	3	male : single	none	4	building society savings agreement/life insurance	53	none	own	1	skilled employee/official	1	no	yes	1
9	0 <= ... < 200 DM	36	existing credits paid back duly till now	car (used)	6948	... < 100 DM	1 <= ... < 4 years	2	male : single	none	2	car or other	35	none	rent	1	management/self-employed/highly qualified employee/officer	1	yes	yes	1
10	no checking account	12	existing credits paid back duly till now	domestic appliances	3059	... >= 1000 DM	4 <= ... < 7 years	2	male : divorced/separated	none	4	real estate	61	none	own	1	unskilled - resident	1	no	yes	1
11	0 <= ... < 200 DM	30	critical account/other credits existing	car (new)	5234	... < 100 DM	unemployed	4	male : married/widowed	none	2	car or other	28	none	own	2	management/self-employed/highly qualified employee/officer	1	no	yes	0
12	0 <= ... < 200 DM	12	existing credits paid back duly till now	car (new)	1295	... < 100 DM	... < 1 year	3	female : divorced/separated/married	none	1	car or other	25	none	rent	1	skilled employee/official	1	no	yes	0
13	... < 100 DM	48	existing credits paid back duly till now	others	4308	... < 100 DM	... < 1 year	3	female : divorced/separated/married	none	4	building society savings agreement/life insurance	24	none	rent	1	skilled employee/official	1	no	yes	0
14	0 <= ... < 200 DM	12	existing credits paid back duly till now	domestic appliances	1567	... < 100 DM	1 <= ... < 4 years	1	female : divorced/separated/married	none	1	car or other	22	none	own	1	skilled employee/official	1	yes	yes	1
15	... < 100 DM	24	critical account/other credits existing	car (new)	1199	... < 100 DM	... >= 7 years	4	male : single	none	4	car or other	60	none	own	2	unskilled - resident	1	no	yes	0
16	... < 100 DM	15	existing credits paid back duly till now	car (new)	1403	... < 100 DM	1 <= ... < 4 years	2	female : divorced/separated/married	none	4	car or other	28	none	rent	1	skilled employee/official	1	no	yes	1
17	... < 100 DM	24	existing credits paid back duly till now	domestic appliances	1282	100 <= ... < 500 DM	1 <= ... < 4 years	4	female : divorced/separated/married	none	2	car or other	32	none	own	1	unskilled - resident	1	no	yes	0
18	no checking account	24	critical account/other credits existing	domestic appliances	2424	unknown/no savings account	... >= 7 years	4	male : single	none	4	building society savings agreement/life insurance	53	none	own	2	skilled employee/official	1	no	yes	1
19	... < 100 DM	30	no credits taken/all credits paid back duly	others	8072	unknown/no savings account	... < 1 year	2	male : single	none	3	car or other	25	bank	own	3	skilled employee/official	1	no	yes	1
20	0 <= ... < 200 DM	24	existing credits paid back duly till now	car (used)	12579	... < 100 DM	... >= 7 years	4	female : divorced/separated/married	none	2	unknown/no property	44	none	for free	1	management/self-employed/highly qualified employee/officer	1	yes	yes	0
21	no checking account	24	existing credits paid back duly till now	domestic appliances	3430	500 <= ... < 1000 DM	... >= 7 years	3	male : single	none	2	car or other	31	none	own	1	skilled employee/official	2	yes	yes	1
22	no checking account	9	critical account/other credits existing	car (new)	2134	... < 100 DM	1 <= ... < 4 years	4	male : single	none	4	car or other	48	none	own	3	skilled employee/official	1	yes	yes	1
23	... < 100 DM	6	existing credits paid back duly till now	domestic appliances	2647	500 <= ... < 1000 DM	1 <= ... < 4 years	2	male : single	none	3	real estate	44	none	rent	1	skilled employee/official	2	no	yes	1
24	... < 100 DM	10	critical account/other credits existing	car (new)	2241	... < 100 DM	... < 1 year	1	male : single	none	3	real estate	48	none	rent	2	unskilled - resident	2	no	no	1
25	0 <= ... < 200 DM	12	critical account/other credits existing	car (used)	1804	100 <= ... < 500 DM	... < 1 year	3	male : single	none	4	building society savings agreement/life insurance	44	none	own	1	skilled employee/official	1	no	yes	1
26	no checking account	10	critical account/other credits existing	radio/television	2069	unknown/no savings account	1 <= ... < 4 years	2	male : married/widowed	none	1	car or other	26	none	own	2	skilled employee/official	1	no	no	1
27	... < 100 DM	6	existing credits paid back duly till now	radio/television	1374	... < 100 DM	1 <= ... < 4 years	1	male : single	none	2	real estate	36	bank	own	1	unskilled - resident	1	yes	yes	1
28	no checking account	6	no credits taken/all credits paid back duly	domestic appliances	426	... < 100 DM	... >= 7 years	4	male : married/widowed	none	4	car or other	39	none	own	1	unskilled - resident	1	no	yes	1
29	... >= 200 DM / salary for at least 1 year	12	all credits at this bank paid back duly	domestic appliances	409	... >= 1000 DM	1 <= ... < 4 years	3	female : divorced/separated/married	none	3	real estate	42	none	rent	2	skilled employee/official	1	no	yes	1
30	0 <= ... < 200 DM	7	existing credits paid back duly till now	domestic appliances	2415	... < 100 DM	1 <= ... < 4 years	3	male : single	guarantor	2	real estate	34	none	own	1	skilled employee/official	1	no	yes	1
31	... < 100 DM	60	delay in paying off in the past	others	6836	... < 100 DM	... >= 7 years	3	male : single	none	4	unknown/no property	63	none	own	2	skilled employee/official	1	yes	yes	0
32	0 <= ... < 200 DM	18	existing credits paid back duly till now	others	1913	... >= 1000 DM	... < 1 year	3	male : married/widowed	none	3	real estate	36	bank	own	1	skilled employee/official	1	yes	yes	1
33	... < 100 DM	24	existing credits paid back duly till now	radio/television	4020	... < 100 DM	1 <= ... < 4 years	2	male : single	none	2	car or other	27	stores	own	1	skilled employee/official	1	no	yes	1
34	0 <= ... < 200 DM	18	existing credits paid back duly till now	car (new)	5866	100 <= ... < 500 DM	1 <= ... < 4 years	2	male : single	none	2	car or other	30	none	own	2	skilled employee/official	1	yes	yes	1
35	no checking account	12	critical account/other credits existing	others	1264	unknown/no savings account	... >= 7 years	4	male : single	none	4	unknown/no property	57	none	rent	1	unskilled - resident	1	no	yes	1
36	... >= 200 DM / salary for at least 1 year	12	existing credits paid back duly till now	radio/television	1474	... < 100 DM	... < 1 year	4	female : divorced/separated/married	none	1	building society savings agreement/life insurance	33	bank	own	1	management/self-employed/highly qualified employee/officer	1	yes	yes	1
37	0 <= ... < 200 DM	45	critical account/other credits existing	domestic appliances	4746	... < 100 DM	... < 1 year	4	male : single	none	2	building society savings agreement/life insurance	25	none	own	2	unskilled - resident	1	no	yes	0
38	no checking account	48	critical account/other credits existing	retraining	6110	... < 100 DM	1 <= ... < 4 years	1	male : single	none	3	unknown/no property	31	bank	for free	1	skilled employee/official	1	yes	yes	1
39	... >= 200 DM / salary for at least 1 year	18	existing credits paid back duly till now	domestic appliances	2100	... < 100 DM	1 <= ... < 4 years	4	male : single	co-applicant	2	real estate	37	stores	own	1	skilled employee/official	1	no	yes	0
40	... >= 200 DM / salary for at least 1 year	10	existing credits paid back duly till now	repairs	1225	... < 100 DM	1 <= ... < 4 years	2	male : single	none	2	car or other	37	none	own	1	skilled employee/official	1	yes	yes	1
41	0 <= ... < 200 DM	9	existing credits paid back duly till now	domestic appliances	458	... < 100 DM	1 <= ... < 4 years	4	male : single	none	3	real estate	24	none	own	1	skilled employee/official	1	no	yes	1
42	no checking account	30	existing credits paid back duly till now	domestic appliances	2333	500 <= ... < 1000 DM	... >= 7 years	4	male : single	none	2	car or other	30	bank	own	1	management/self-employed/highly qualified employee/officer	1	no	yes	1
43	0 <= ... < 200 DM	12	existing credits paid back duly till now	domestic appliances	1158	500 <= ... < 1000 DM	1 <= ... < 4 years	3	male : divorced/separated	none	1	car or other	26	none	own	1	skilled employee/official	1	yes	yes	1
44	0 <= ... < 200 DM	18	delay in paying off in the past	education	6204	... < 100 DM	1 <= ... < 4 years	2	male : single	none	4	real estate	44	none	own	1	unskilled - resident	2	yes	yes	1
45	... < 100 DM	30	critical account/other credits existing	car (used)	6187	100 <= ... < 500 DM	4 <= ... < 7 years	1	male : married/widowed	none	4	car or other	24	none	rent	2	skilled employee/official	1	no	yes	1
46	... < 100 DM	48	critical account/other credits existing	car (used)	6143	... < 100 DM	... >= 7 years	4	female : divorced/separated/married	none	4	unknown/no property	58	stores	for free	2	unskilled - resident	1	no	yes	0
47	no checking account	11	critical account/other credits existing	car (new)	1393	... < 100 DM	... < 1 year	4	female : divorced/separated/married	none	4	car or other	35	none	own	2	management/self-employed/highly qualified employee/officer	1	no	yes	1
48	no checking account	36	existing credits paid back duly till now	domestic appliances	2299	500 <= ... < 1000 DM	... >= 7 years	4	male : single	none	4	car or other	39	none	own	1	skilled employee/official	1	no	yes	1
49	... < 100 DM	6	existing credits paid back duly till now	car (used)	1352	500 <= ... < 1000 DM	unemployed	1	female : divorced/separated/married	none	2	building society savings agreement/life insurance	23	none	rent	1	unemployed/unskilled - non-resident	1	yes	yes	1
50	no checking account	11	critical account/other credits existing	car (new)	7228	... < 100 DM	1 <= ... < 4 years	1	male : single	none	4	building society savings agreement/life insurance	39	none	own	2	unskilled - resident	1	no	yes	1
51	no checking account	12	existing credits paid back duly till now	domestic appliances	2073	100 <= ... < 500 DM	1 <= ... < 4 years	4	female : divorced/separated/married	co-applicant	2	real estate	28	none	own	1	skilled employee/official	1	no	yes	1
52	0 <= ... < 200 DM	24	delay in paying off in the past	radio/television	2333	unknown/no savings account	... < 1 year	4	male : single	none	2	building society savings agreement/life insurance	29	bank	own	1	unskilled - resident	1	no	yes	1
53	0 <= ... < 200 DM	27	delay in paying off in the past	car (used)	5965	... < 100 DM	... >= 7 years	1	male : single	none	2	car or other	30	none	own	2	management/self-employed/highly qualified employee/officer	1	yes	yes	1
54	no checking account	12	existing credits paid back duly till now	domestic appliances	1262	... < 100 DM	1 <= ... < 4 years	3	male : single	none	2	car or other	25	none	own	1	skilled employee/official	1	no	yes	1
55	no checking account	18	existing credits paid back duly till now	car (used)	3378	unknown/no savings account	1 <= ... < 4 years	2	male : single	none	1	building society savings agreement/life insurance	31	none	own	1	skilled employee/official	1	yes	yes	1
56	0 <= ... < 200 DM	36	delay in paying off in the past	car (new)	2225	... < 100 DM	... >= 7 years	4	male : single	none	4	unknown/no property	57	bank	for free	2	skilled employee/official	1	yes	yes	0
57	no checking account	6	all credits at this bank paid back duly	car (new)	783	unknown/no savings account	1 <= ... < 4 years	1	male : single	guarantor	2	real estate	26	stores	own	1	unskilled - resident	2	no	yes	1
58	0 <= ... < 200 DM	12	existing credits paid back duly till now	domestic appliances	6468	unknown/no savings account	unemployed	2	male : single	none	1	unknown/no property	52	none	own	1	management/self-employed/highly qualified employee/officer	1	yes	yes	0
59	no checking account	36	critical account/other credits existing	domestic appliances	9566	... < 100 DM	1 <= ... < 4 years	2	female : divorced/separated/married	none	2	car or other	31	stores	own	2	skilled employee/official	1	no	yes	1
60	... >= 200 DM / salary for at least 1 year	18	existing credits paid back duly till now	car (new)	1961	... < 100 DM	... >= 7 years	3	female : divorced/separated/married	none	2	car or other	23	none	own	1	management/self-employed/highly qualified employee/officer	1	no	yes	1
61	... < 100 DM	36	critical account/other credits existing	radio/television	6229	... < 100 DM	... < 1 year	4	female : divorced/separated/married	co-applicant	4	unknown/no property	23	none	rent	2	unskilled - resident	1	yes	yes	0
62	0 <= ... < 200 DM	9	existing credits paid back duly till now	others	1391	... < 100 DM	1 <= ... < 4 years	2	male : married/widowed	none	1	real estate	27	bank	own	1	skilled employee/official	1	yes	yes	1
63	0 <= ... < 200 DM	15	critical account/other credits existing	domestic appliances	1537	unknown/no savings account	... >= 7 years	4	male : single	guarantor	4	real estate	50	none	own	2	skilled employee/official	1	yes	yes	1
64	0 <= ... < 200 DM	36	no credits taken/all credits paid back duly	others	1953	... < 100 DM	... >= 7 years	4	male : single	none	4	unknown/no property	61	none	for free	1	management/self-employed/highly qualified employee/officer	1	yes	yes	0
65	0 <= ... < 200 DM	48	no credits taken/all credits paid back duly	others	14421	... < 100 DM	1 <= ... < 4 years	2	male : single	none	2	car or other	25	none	own	1	skilled employee/official	1	yes	yes	0
66	no checking account	24	existing credits paid back duly till now	domestic appliances	3181	... < 100 DM	... < 1 year	4	female : divorced/separated/married	none	4	building society savings agreement/life insurance	26	none	own	1	skilled employee/official	1	yes	yes	1
67	no checking account	27	existing credits paid back duly till now	education	5190	unknown/no savings account	... >= 7 years	4	male : single	none	4	building society savings agreement/life insurance	48	none	own	4	skilled employee/official	2	yes	yes	1
68	no checking account	12	existing credits paid back duly till now	domestic appliances	2171	... < 100 DM	... < 1 year	2	female : divorced/separated/married	none	2	car or other	29	bank	own	1	skilled employee/official	1	no	yes	1
69	0 <= ... < 200 DM	12	existing credits paid back duly till now	car (new)	1007	... >= 1000 DM	1 <= ... < 4 years	4	male : married/widowed	none	1	real estate	22	none	own	1	skilled employee/official	1	no	yes	1
70	no checking account	36	existing credits paid back duly till now	retraining	1819	... < 100 DM	1 <= ... < 4 years	4	male : single	none	4	unknown/no property	37	stores	for free	1	skilled employee/official	1	yes	yes	0
71	no checking account	36	existing credits paid back duly till now	domestic appliances	2394	unknown/no savings account	1 <= ... < 4 years	4	female : divorced/separated/married	none	4	car or other	25	none	own	1	skilled employee/official	1	no	yes	1
72	no checking account	36	existing credits paid back duly till now	car (used)	8133	... < 100 DM	1 <= ... < 4 years	1	female : divorced/separated/married	none	2	building society savings agreement/life insurance	30	bank	own	1	skilled employee/official	1	no	yes	1
73	no checking account	7	critical account/other credits existing	domestic appliances	730	unknown/no savings account	... >= 7 years	4	male : single	none	2	building society savings agreement/life insurance	46	none	rent	2	unskilled - resident	1	yes	yes	1
74	... < 100 DM	8	critical account/other credits existing	furniture/equipment	1164	... < 100 DM	... >= 7 years	3	male : single	none	4	unknown/no property	51	bank	for free	2	management/self-employed/highly qualified employee/officer	2	yes	yes	1
75	0 <= ... < 200 DM	42	critical account/other credits existing	others	5954	... < 100 DM	4 <= ... < 7 years	2	female : divorced/separated/married	none	1	real estate	41	bank	own	2	unskilled - resident	1	no	yes	1
76	... < 100 DM	36	existing credits paid back duly till now	retraining	1977	unknown/no savings account	... >= 7 years	4	male : single	none	4	unknown/no property	40	none	own	1	management/self-employed/highly qualified employee/officer	1	yes	yes	0
77	... < 100 DM	12	critical account/other credits existing	car (used)	1526	... < 100 DM	... >= 7 years	4	male : single	none	4	unknown/no property	66	none	for free	2	management/self-employed/highly qualified employee/officer	1	no	yes	1
78	... < 100 DM	42	existing credits paid back duly till now	domestic appliances	3965	... < 100 DM	... < 1 year	4	male : single	none	3	car or other	34	none	own	1	skilled employee/official	1	no	yes	0
79	0 <= ... < 200 DM	11	delay in paying off in the past	domestic appliances	4771	... < 100 DM	4 <= ... < 7 years	2	male : single	none	4	building society savings agreement/life insurance	51	none	own	1	skilled employee/official	1	no	yes	1
80	no checking account	54	no credits taken/all credits paid back duly	car (used)	9436	unknown/no savings account	1 <= ... < 4 years	2	male : single	none	2	building society savings agreement/life insurance	39	none	own	1	unskilled - resident	2	no	yes	1
81	0 <= ... < 200 DM	30	existing credits paid back duly till now	radio/television	3832	... < 100 DM	... < 1 year	2	male : married/widowed	none	1	building society savings agreement/life insurance	22	none	own	1	skilled employee/official	1	no	yes	1
82	no checking account	24	existing credits paid back duly till now	domestic appliances	5943	unknown/no savings account	... < 1 year	1	female : divorced/separated/married	none	1	car or other	44	none	own	2	skilled employee/official	1	yes	yes	0
83	no checking account	15	existing credits paid back duly till now	domestic appliances	1213	500 <= ... < 1000 DM	... >= 7 years	4	male : single	none	3	building society savings agreement/life insurance	47	stores	own	1	skilled employee/official	1	yes	yes	1
84	no checking account	18	existing credits paid back duly till now	others	1568	100 <= ... < 500 DM	1 <= ... < 4 years	3	female : divorced/separated/married	none	4	building society savings agreement/life insurance	24	none	rent	1	unskilled - resident	1	no	yes	1
85	... < 100 DM	24	existing credits paid back duly till now	furniture/equipment	1755	... < 100 DM	... >= 7 years	4	female : divorced/separated/married	guarantor	4	real estate	58	none	own	1	unskilled - resident	1	yes	yes	1
86	... < 100 DM	10	existing credits paid back duly till now	domestic appliances	2315	... < 100 DM	... >= 7 years	3	male : single	none	4	real estate	52	none	own	1	unskilled - resident	1	no	yes	1
87	no checking account	12	critical account/other credits existing	others	1412	... < 100 DM	1 <= ... < 4 years	4	female : divorced/separated/married	guarantor	2	real estate	29	none	own	2	management/self-employed/highly qualified employee/officer	1	yes	yes	1
88	0 <= ... < 200 DM	18	critical account/other credits existing	radio/television	1295	... < 100 DM	... < 1 year	4	female : divorced/separated/married	none	1	building society savings agreement/life insurance	27	none	own	2	skilled employee/official	1	no	yes	1
89	0 <= ... < 200 DM	36	existing credits paid back duly till now	retraining	12612	100 <= ... < 500 DM	1 <= ... < 4 years	1	male : single	none	4	unknown/no property	47	none	for free	1	skilled employee/official	2	yes	yes	0
90	... < 100 DM	18	existing credits paid back duly till now	car (new)	2249	100 <= ... < 500 DM	4 <= ... < 7 years	4	male : single	none	3	car or other	30	none	own	1	management/self-employed/highly qualified employee/officer	2	yes	yes	1
91	... < 100 DM	12	no credits taken/all credits paid back duly	education	1108	... < 100 DM	4 <= ... < 7 years	4	male : single	none	3	real estate	28	none	own	2	skilled employee/official	1	no	yes	0
92	no checking account	12	critical account/other credits existing	domestic appliances	618	... < 100 DM	... >= 7 years	4	male : single	none	4	real estate	56	none	own	1	skilled employee/official	1	no	yes	1
93	... < 100 DM	12	critical account/other credits existing	car (used)	1409	... < 100 DM	... >= 7 years	4	male : single	none	3	real estate	54	none	own	1	skilled employee/official	1	no	yes	1
94	no checking account	12	critical account/other credits existing	domestic appliances	797	unknown/no savings account	... >= 7 years	4	female : divorced/separated/married	none	3	building society savings agreement/life insurance	33	bank	own	1	unskilled - resident	2	no	yes	0
95	... >= 200 DM / salary for at least 1 year	24	critical account/other credits existing	radio/television	3617	unknown/no savings account	... >= 7 years	4	male : single	co-applicant	4	unknown/no property	20	none	rent	2	skilled employee/official	1	no	yes	1
96	0 <= ... < 200 DM	12	existing credits paid back duly till now	car (new)	1318	... >= 1000 DM	... >= 7 years	4	male : single	none	4	real estate	54	none	own	1	skilled employee/official	1	yes	yes	1
97	0 <= ... < 200 DM	54	no credits taken/all credits paid back duly	others	15945	... < 100 DM	... < 1 year	3	male : single	none	4	unknown/no property	58	none	rent	1	skilled employee/official	1	yes	yes	0
98	no checking account	12	critical account/other credits existing	retraining	2012	unknown/no savings account	4 <= ... < 7 years	4	female : divorced/separated/married	none	2	car or other	61	none	own	1	skilled employee/official	1	no	yes	1
99	0 <= ... < 200 DM	18	existing credits paid back duly till now	others	2622	100 <= ... < 500 DM	1 <= ... < 4 years	4	male : single	none	4	car or other	34	none	own	1	skilled employee/official	1	no	yes	1
100	0 <= ... < 200 DM	36	critical account/other credits existing	domestic appliances	2337	... < 100 DM	... >= 7 years	4	male : single	none	4	real estate	36	none	own	1	skilled employee/official	1	no	yes	1
101	0 <= ... < 200 DM	20	delay in paying off in the past	car (used)	7057	unknown/no savings account	4 <= ... < 7 years	3	male : single	none	4	building society savings agreement/life insurance	36	bank	rent	2	management/self-employed/highly qualified employee/officer	2	yes	yes	1
102	no checking account	24	existing credits paid back duly till now	car (new)	1469	100 <= ... < 500 DM	... >= 7 years	4	male : married/widowed	none	4	real estate	41	none	rent	1	unskilled - resident	1	no	yes	1
103	0 <= ... < 200 DM	36	existing credits paid back duly till now	domestic appliances	2323	... < 100 DM	4 <= ... < 7 years	4	male : single	none	4	car or other	24	none	rent	1	skilled employee/official	1	no	yes	1
104	no checking account	6	delay in paying off in the past	domestic appliances	932	... < 100 DM	1 <= ... < 4 years	3	female : divorced/separated/married	none	2	real estate	24	none	own	1	skilled employee/official	1	no	yes	1
105	0 <= ... < 200 DM	9	critical account/other credits existing	radio/television	1919	... < 100 DM	4 <= ... < 7 years	4	male : single	none	3	car or other	35	none	rent	1	skilled employee/official	1	yes	yes	1
106	no checking account	12	existing credits paid back duly till now	car (used)	2445	unknown/no savings account	... < 1 year	2	male : married/widowed	none	4	car or other	26	none	rent	1	skilled employee/official	1	yes	yes	1
107	0 <= ... < 200 DM	24	critical account/other credits existing	furniture/equipment	11938	... < 100 DM	1 <= ... < 4 years	2	male : single	co-applicant	3	car or other	39	none	own	2	management/self-employed/highly qualified employee/officer	2	yes	yes	0
108	no checking account	18	all credits at this bank paid back duly	car (new)	6458	... < 100 DM	... >= 7 years	2	male : single	none	4	unknown/no property	39	bank	own	2	management/self-employed/highly qualified employee/officer	2	yes	yes	0
109	0 <= ... < 200 DM	12	existing credits paid back duly till now	car (new)	6078	... < 100 DM	4 <= ... < 7 years	2	male : single	none	2	car or other	32	none	own	1	skilled employee/official	1	no	yes	1
110	... < 100 DM	24	existing credits paid back duly till now	radio/television	7721	unknown/no savings account	... < 1 year	1	female : divorced/separated/married	none	2	building society savings agreement/life insurance	30	none	own	1	skilled employee/official	1	yes	no	1
111	0 <= ... < 200 DM	14	existing credits paid back duly till now	others	1410	500 <= ... < 1000 DM	... >= 7 years	1	male : married/widowed	none	2	real estate	35	none	own	1	skilled employee/official	1	yes	yes	1
112	0 <= ... < 200 DM	6	delay in paying off in the past	others	1449	100 <= ... < 500 DM	... >= 7 years	1	male : divorced/separated	none	2	car or other	31	bank	own	2	skilled employee/official	2	no	yes	1
113	... >= 200 DM / salary for at least 1 year	15	existing credits paid back duly till now	retraining	392	... < 100 DM	... < 1 year	4	female : divorced/separated/married	none	4	building society savings agreement/life insurance	23	none	rent	1	skilled employee/official	1	yes	yes	1
114	0 <= ... < 200 DM	18	existing credits paid back duly till now	car (new)	6260	... < 100 DM	4 <= ... < 7 years	3	male : single	none	3	real estate	28	none	rent	1	unskilled - resident	1	no	yes	1
115	no checking account	36	critical account/other credits existing	car (new)	7855	... < 100 DM	1 <= ... < 4 years	4	female : divorced/separated/married	none	2	real estate	25	stores	own	2	skilled employee/official	1	yes	yes	0
116	... < 100 DM	12	existing credits paid back duly till now	domestic appliances	1680	500 <= ... < 1000 DM	... >= 7 years	3	male : married/widowed	none	1	real estate	35	none	own	1	skilled employee/official	1	no	yes	1
117	no checking account	48	critical account/other credits existing	domestic appliances	3578	unknown/no savings account	... >= 7 years	4	male : single	none	1	real estate	47	none	own	1	skilled employee/official	1	yes	yes	1
118	... < 100 DM	42	existing credits paid back duly till now	domestic appliances	7174	unknown/no savings account	4 <= ... < 7 years	4	female : divorced/separated/married	none	3	car or other	30	none	own	1	management/self-employed/highly qualified employee/officer	1	yes	yes	0
119	... < 100 DM	10	critical account/other credits existing	radio/television	2132	unknown/no savings account	... < 1 year	2	female : divorced/separated/married	co-applicant	3	real estate	27	none	rent	2	skilled employee/official	1	no	no	1
120	... < 100 DM	33	critical account/other credits existing	radio/television	4281	500 <= ... < 1000 DM	1 <= ... < 4 years	1	female : divorced/separated/married	none	4	car or other	23	none	own	2	skilled employee/official	1	no	yes	0
121	0 <= ... < 200 DM	12	critical account/other credits existing	car (new)	2366	500 <= ... < 1000 DM	4 <= ... < 7 years	3	male : divorced/separated	none	3	car or other	36	none	own	1	management/self-employed/highly qualified employee/officer	1	yes	yes	1
122	... < 100 DM	21	existing credits paid back duly till now	domestic appliances	1835	... < 100 DM	1 <= ... < 4 years	3	female : divorced/separated/married	none	2	real estate	25	none	own	2	skilled employee/official	1	yes	yes	0
123	no checking account	24	critical account/other credits existing	car (used)	3868	... < 100 DM	... >= 7 years	4	female : divorced/separated/married	none	2	car or other	41	none	rent	2	management/self-employed/highly qualified employee/officer	1	yes	yes	1
124	no checking account	12	existing credits paid back duly till now	radio/television	1768	... < 100 DM	1 <= ... < 4 years	3	male : single	none	2	real estate	24	none	rent	1	unskilled - resident	1	no	yes	1
125	... >= 200 DM / salary for at least 1 year	10	critical account/other credits existing	car (new)	781	... < 100 DM	... >= 7 years	4	male : single	none	4	unknown/no property	63	none	for free	2	skilled employee/official	1	yes	yes	1
126	0 <= ... < 200 DM	18	existing credits paid back duly till now	radio/television	1924	unknown/no savings account	... < 1 year	4	female : divorced/separated/married	none	3	real estate	27	none	rent	1	skilled employee/official	1	no	yes	0
127	... < 100 DM	12	critical account/other credits existing	car (new)	2121	... < 100 DM	1 <= ... < 4 years	4	male : single	none	2	building society savings agreement/life insurance	30	none	own	2	skilled employee/official	1	no	yes	1
128	... < 100 DM	12	existing credits paid back duly till now	domestic appliances	701	... < 100 DM	1 <= ... < 4 years	4	male : married/widowed	none	2	real estate	40	none	own	1	unskilled - resident	1	no	yes	1
129	0 <= ... < 200 DM	12	existing credits paid back duly till now	education	639	... < 100 DM	1 <= ... < 4 years	4	male : single	none	2	car or other	30	none	own	1	skilled employee/official	1	no	yes	0
130	0 <= ... < 200 DM	12	critical account/other credits existing	car (used)	1860	... < 100 DM	unemployed	4	male : single	none	2	car or other	34	none	own	2	management/self-employed/highly qualified employee/officer	1	yes	yes	1
131	... < 100 DM	12	critical account/other credits existing	car (new)	3499	... < 100 DM	1 <= ... < 4 years	3	female : divorced/separated/married	co-applicant	2	real estate	29	none	own	2	skilled employee/official	1	no	yes	0
132	0 <= ... < 200 DM	48	existing credits paid back duly till now	car (new)	8487	unknown/no savings account	4 <= ... < 7 years	1	female : divorced/separated/married	none	2	car or other	24	none	own	1	skilled employee/official	1	no	yes	1
133	... < 100 DM	36	delay in paying off in the past	retraining	6887	... < 100 DM	1 <= ... < 4 years	4	male : single	none	3	building society savings agreement/life insurance	29	stores	own	1	skilled employee/official	1	yes	yes	0
134	no checking account	15	existing credits paid back duly till now	radio/television	2708	... < 100 DM	... < 1 year	2	male : single	none	3	building society savings agreement/life insurance	27	bank	own	2	unskilled - resident	1	no	yes	1
135	no checking account	18	existing credits paid back duly till now	radio/television	1984	... < 100 DM	1 <= ... < 4 years	4	male : single	none	4	unknown/no property	47	bank	for free	2	skilled employee/official	1	no	yes	1
136	no checking account	60	existing credits paid back duly till now	domestic appliances	10144	100 <= ... < 500 DM	4 <= ... < 7 years	2	female : divorced/separated/married	none	4	real estate	21	none	own	1	skilled employee/official	1	yes	yes	1
137	no checking account	12	critical account/other credits existing	domestic appliances	1240	unknown/no savings account	... >= 7 years	4	female : divorced/separated/married	none	2	real estate	38	none	own	2	skilled employee/official	1	yes	yes	1
138	no checking account	27	delay in paying off in the past	car (used)	8613	... >= 1000 DM	1 <= ... < 4 years	2	male : single	none	2	car or other	27	none	own	2	skilled employee/official	1	no	yes	1
139	0 <= ... < 200 DM	12	existing credits paid back duly till now	domestic appliances	766	500 <= ... < 1000 DM	1 <= ... < 4 years	4	male : single	none	3	real estate	66	none	own	1	unskilled - resident	1	no	yes	0
140	0 <= ... < 200 DM	15	critical account/other credits existing	domestic appliances	2728	unknown/no savings account	4 <= ... < 7 years	4	male : single	guarantor	2	real estate	35	bank	own	3	skilled employee/official	1	yes	yes	1
141	... >= 200 DM / salary for at least 1 year	12	existing credits paid back duly till now	domestic appliances	1881	... < 100 DM	1 <= ... < 4 years	2	female : divorced/separated/married	none	2	car or other	44	none	rent	1	unskilled - resident	1	yes	yes	1
142	... >= 200 DM / salary for at least 1 year	6	existing credits paid back duly till now	car (new)	709	... >= 1000 DM	... < 1 year	2	male : married/widowed	none	2	real estate	27	none	own	1	unemployed/unskilled - non-resident	1	no	no	1
143	0 <= ... < 200 DM	36	existing credits paid back duly till now	domestic appliances	4795	... < 100 DM	... < 1 year	4	female : divorced/separated/married	none	1	unknown/no property	30	none	own	1	management/self-employed/highly qualified employee/officer	1	yes	yes	1
144	... < 100 DM	27	existing credits paid back duly till now	domestic appliances	3416	... < 100 DM	1 <= ... < 4 years	3	male : single	none	2	car or other	27	none	own	1	management/self-employed/highly qualified employee/officer	1	no	yes	1
145	... < 100 DM	18	existing credits paid back duly till now	radio/television	2462	... < 100 DM	1 <= ... < 4 years	2	male : single	none	2	car or other	22	none	own	1	skilled employee/official	1	no	yes	0
146	no checking account	21	critical account/other credits existing	radio/television	2288	... < 100 DM	... < 1 year	4	female : divorced/separated/married	none	4	building society savings agreement/life insurance	23	none	own	1	skilled employee/official	1	yes	yes	1
147	0 <= ... < 200 DM	48	all credits at this bank paid back duly	others	3566	100 <= ... < 500 DM	4 <= ... < 7 years	4	male : single	none	2	car or other	30	none	own	1	skilled employee/official	1	no	yes	1
148	... < 100 DM	6	critical account/other credits existing	car (new)	860	... < 100 DM	... >= 7 years	1	female : divorced/separated/married	none	4	unknown/no property	39	none	own	2	skilled employee/official	1	yes	yes	1
149	no checking account	12	critical account/other credits existing	car (new)	682	100 <= ... < 500 DM	4 <= ... < 7 years	4	female : divorced/separated/married	none	3	car or other	51	none	own	2	skilled employee/official	1	yes	yes	1
150	... < 100 DM	36	critical account/other credits existing	radio/television	5371	... < 100 DM	1 <= ... < 4 years	3	male : single	guarantor	2	building society savings agreement/life insurance	28	none	own	2	skilled employee/official	1	no	yes	1
151	no checking account	18	critical account/other credits existing	domestic appliances	1582	... >= 1000 DM	... >= 7 years	4	male : single	none	4	car or other	46	none	own	2	skilled employee/official	1	no	yes	1
152	no checking account	6	existing credits paid back duly till now	domestic appliances	1346	100 <= ... < 500 DM	... >= 7 years	2	male : single	none	4	unknown/no property	42	bank	for free	1	skilled employee/official	2	yes	yes	1
153	no checking account	10	existing credits paid back duly till now	domestic appliances	1924	... < 100 DM	1 <= ... < 4 years	1	male : single	none	4	building society savings agreement/life insurance	38	none	own	1	skilled employee/official	1	yes	no	1
154	... >= 200 DM / salary for at least 1 year	36	existing credits paid back duly till now	domestic appliances	5848	... < 100 DM	1 <= ... < 4 years	4	male : single	none	1	car or other	24	none	own	1	skilled employee/official	1	no	yes	1
155	0 <= ... < 200 DM	24	critical account/other credits existing	car (used)	7758	... >= 1000 DM	... >= 7 years	2	female : divorced/separated/married	none	4	unknown/no property	29	none	rent	1	skilled employee/official	1	no	yes	1
156	0 <= ... < 200 DM	24	delay in paying off in the past	others	6967	100 <= ... < 500 DM	4 <= ... < 7 years	4	male : single	none	4	car or other	36	none	rent	1	management/self-employed/highly qualified employee/officer	1	yes	yes	1
157	... < 100 DM	12	existing credits paid back duly till now	radio/television	1282	... < 100 DM	1 <= ... < 4 years	2	female : divorced/separated/married	none	4	car or other	20	none	rent	1	skilled employee/official	1	no	yes	0
158	... < 100 DM	9	critical account/other credits existing	education	1288	100 <= ... < 500 DM	... >= 7 years	3	male : single	guarantor	4	real estate	48	none	own	2	skilled employee/official	2	no	no	1
159	... < 100 DM	12	all credits at this bank paid back duly	business	339	... < 100 DM	... >= 7 years	4	male : married/widowed	none	1	car or other	45	bank	own	1	unskilled - resident	1	no	yes	1
160	0 <= ... < 200 DM	24	existing credits paid back duly till now	car (new)	3512	100 <= ... < 500 DM	4 <= ... < 7 years	2	male : single	none	3	car or other	38	bank	own	2	skilled employee/official	1	yes	yes	1
161	no checking account	6	critical account/other credits existing	domestic appliances	1898	unknown/no savings account	1 <= ... < 4 years	1	male : single	none	2	real estate	34	none	own	2	unskilled - resident	2	no	yes	1
162	no checking account	24	critical account/other credits existing	domestic appliances	2872	100 <= ... < 500 DM	... >= 7 years	3	male : single	none	4	real estate	36	none	own	1	skilled employee/official	2	yes	yes	1
163	no checking account	18	critical account/other credits existing	car (new)	1055	... < 100 DM	... < 1 year	4	female : divorced/separated/married	none	1	building society savings agreement/life insurance	30	none	own	2	skilled employee/official	1	no	yes	1
164	no checking account	15	existing credits paid back duly till now	repairs	1262	500 <= ... < 1000 DM	4 <= ... < 7 years	4	male : single	none	3	building society savings agreement/life insurance	36	none	own	2	skilled employee/official	1	yes	yes	1
165	0 <= ... < 200 DM	10	existing credits paid back duly till now	car (new)	7308	... < 100 DM	unemployed	2	male : single	none	4	unknown/no property	70	bank	for free	1	management/self-employed/highly qualified employee/officer	1	yes	yes	1
166	no checking account	36	existing credits paid back duly till now	car (new)	909	500 <= ... < 1000 DM	... >= 7 years	4	male : single	none	4	building society savings agreement/life insurance	36	none	own	1	skilled employee/official	1	no	yes	1
167	no checking account	6	existing credits paid back duly till now	radio/television	2978	500 <= ... < 1000 DM	1 <= ... < 4 years	1	male : single	none	2	car or other	32	none	own	1	skilled employee/official	1	yes	yes	1
168	... < 100 DM	18	existing credits paid back duly till now	radio/television	1131	... < 100 DM	unemployed	4	female : divorced/separated/married	none	2	car or other	33	none	own	1	skilled employee/official	1	no	yes	0
169	0 <= ... < 200 DM	11	existing credits paid back duly till now	radio/television	1577	... >= 1000 DM	... < 1 year	4	female : divorced/separated/married	none	1	real estate	20	none	own	1	skilled employee/official	1	no	yes	1
170	no checking account	24	existing credits paid back duly till now	radio/television	3972	... < 100 DM	4 <= ... < 7 years	2	female : divorced/separated/married	none	4	building society savings agreement/life insurance	25	none	rent	1	skilled employee/official	1	yes	yes	1
171	0 <= ... < 200 DM	24	critical account/other credits existing	others	1935	... < 100 DM	... >= 7 years	4	male : divorced/separated	none	4	real estate	31	none	own	2	skilled employee/official	1	yes	yes	0
172	... < 100 DM	15	no credits taken/all credits paid back duly	car (new)	950	... < 100 DM	... >= 7 years	4	male : single	none	3	car or other	33	none	rent	2	skilled employee/official	2	no	yes	0
173	no checking account	12	existing credits paid back duly till now	radio/television	763	... < 100 DM	1 <= ... < 4 years	4	female : divorced/separated/married	none	1	real estate	26	none	own	1	skilled employee/official	1	yes	yes	1
174	0 <= ... < 200 DM	24	delay in paying off in the past	radio/television	2064	... < 100 DM	unemployed	3	female : divorced/separated/married	none	2	building society savings agreement/life insurance	34	none	own	1	management/self-employed/highly qualified employee/officer	1	yes	yes	0
175	0 <= ... < 200 DM	8	existing credits paid back duly till now	domestic appliances	1414	... < 100 DM	1 <= ... < 4 years	4	male : single	guarantor	2	real estate	33	none	own	1	skilled employee/official	1	no	no	1
176	... < 100 DM	21	delay in paying off in the past	retraining	3414	... < 100 DM	... < 1 year	2	male : single	none	1	building society savings agreement/life insurance	26	none	own	2	skilled employee/official	1	no	yes	0
177	no checking account	30	all credits at this bank paid back duly	car (used)	7485	unknown/no savings account	unemployed	4	female : divorced/separated/married	none	1	real estate	53	bank	own	1	management/self-employed/highly qualified employee/officer	1	yes	yes	0
178	... < 100 DM	12	existing credits paid back duly till now	radio/television	2577	... < 100 DM	1 <= ... < 4 years	2	male : divorced/separated	none	1	car or other	42	none	own	1	skilled employee/official	1	no	yes	1
179	... < 100 DM	6	critical account/other credits existing	domestic appliances	338	500 <= ... < 1000 DM	... >= 7 years	4	male : single	none	4	car or other	52	none	own	2	skilled employee/official	1	no	yes	1
180	no checking account	12	existing credits paid back duly till now	domestic appliances	1963	... < 100 DM	4 <= ... < 7 years	4	male : single	none	2	car or other	31	none	rent	2	management/self-employed/highly qualified employee/officer	2	yes	yes	1
181	... < 100 DM	21	critical account/other credits existing	car (new)	571	... < 100 DM	... >= 7 years	4	male : single	none	4	real estate	65	none	own	2	skilled employee/official	1	no	yes	1
182	no checking account	36	delay in paying off in the past	others	9572	... < 100 DM	... < 1 year	1	male : divorced/separated	none	1	car or other	28	none	own	2	skilled employee/official	1	no	yes	0
183	0 <= ... < 200 DM	36	delay in paying off in the past	others	4455	... < 100 DM	1 <= ... < 4 years	2	male : divorced/separated	none	2	real estate	30	stores	own	2	management/self-employed/highly qualified employee/officer	1	yes	yes	0
184	... < 100 DM	21	all credits at this bank paid back duly	car (new)	1647	unknown/no savings account	1 <= ... < 4 years	4	male : single	none	2	building society savings agreement/life insurance	40	none	own	2	unskilled - resident	2	no	yes	0
185	no checking account	24	critical account/other credits existing	radio/television	3777	... >= 1000 DM	1 <= ... < 4 years	4	male : single	none	4	real estate	50	none	own	1	skilled employee/official	1	yes	yes	1
186	0 <= ... < 200 DM	18	critical account/other credits existing	car (new)	884	... < 100 DM	... >= 7 years	4	male : single	none	4	car or other	36	bank	own	1	skilled employee/official	2	yes	yes	0
187	no checking account	15	critical account/other credits existing	domestic appliances	1360	... < 100 DM	1 <= ... < 4 years	4	male : single	none	2	building society savings agreement/life insurance	31	none	own	2	skilled employee/official	1	no	yes	1
188	0 <= ... < 200 DM	9	all credits at this bank paid back duly	car (used)	5129	... < 100 DM	... >= 7 years	2	female : divorced/separated/married	none	4	unknown/no property	74	bank	for free	1	management/self-employed/highly qualified employee/officer	2	yes	yes	0
189	0 <= ... < 200 DM	16	critical account/other credits existing	car (new)	1175	... < 100 DM	unemployed	2	male : single	none	3	car or other	68	none	for free	3	unemployed/unskilled - non-resident	1	yes	yes	1
190	... < 100 DM	12	existing credits paid back duly till now	domestic appliances	674	100 <= ... < 500 DM	4 <= ... < 7 years	4	male : married/widowed	none	1	building society savings agreement/life insurance	20	none	own	1	skilled employee/official	1	no	yes	0
191	0 <= ... < 200 DM	18	no credits taken/all credits paid back duly	radio/television	3244	... < 100 DM	1 <= ... < 4 years	1	female : divorced/separated/married	none	4	car or other	33	bank	own	2	skilled employee/official	1	yes	yes	1
192	no checking account	24	existing credits paid back duly till now	others	4591	... >= 1000 DM	1 <= ... < 4 years	2	male : single	none	3	building society savings agreement/life insurance	54	none	own	3	management/self-employed/highly qualified employee/officer	1	yes	yes	0
193	0 <= ... < 200 DM	48	no credits taken/all credits paid back duly	others	3844	100 <= ... < 500 DM	4 <= ... < 7 years	4	male : single	none	4	unknown/no property	34	none	for free	1	unskilled - resident	2	no	yes	0
194	0 <= ... < 200 DM	27	existing credits paid back duly till now	others	3915	... < 100 DM	1 <= ... < 4 years	4	male : single	none	2	car or other	36	none	own	1	skilled employee/official	2	yes	yes	0
195	no checking account	6	existing credits paid back duly till now	domestic appliances	2108	... < 100 DM	4 <= ... < 7 years	2	male : married/widowed	none	2	real estate	29	none	rent	1	skilled employee/official	1	no	yes	1
196	0 <= ... < 200 DM	45	existing credits paid back duly till now	domestic appliances	3031	100 <= ... < 500 DM	1 <= ... < 4 years	4	male : single	guarantor	4	building society savings agreement/life insurance	21	none	rent	1	skilled employee/official	1	no	yes	0
197	0 <= ... < 200 DM	9	critical account/other credits existing	retraining	1501	... < 100 DM	... >= 7 years	2	female : divorced/separated/married	none	3	car or other	34	none	own	2	management/self-employed/highly qualified employee/officer	1	yes	yes	0
198	no checking account	6	critical account/other credits existing	domestic appliances	1382	... < 100 DM	1 <= ... < 4 years	1	female : divorced/separated/married	none	1	car or other	28	none	own	2	skilled employee/official	1	yes	yes	1
199	0 <= ... < 200 DM	12	existing credits paid back duly till now	radio/television	951	100 <= ... < 500 DM	... < 1 year	4	female : divorced/separated/married	none	4	car or other	27	bank	rent	4	skilled employee/official	1	no	yes	0
200	0 <= ... < 200 DM	24	existing credits paid back duly till now	car (used)	2760	unknown/no savings account	... >= 7 years	4	male : single	none	4	unknown/no property	36	bank	for free	1	skilled employee/official	1	yes	yes	1
201	0 <= ... < 200 DM	18	delay in paying off in the past	radio/television	4297	... < 100 DM	... >= 7 years	4	male : divorced/separated	none	3	unknown/no property	40	none	own	1	management/self-employed/highly qualified employee/officer	1	yes	yes	0
202	no checking account	9	critical account/other credits existing	retraining	936	500 <= ... < 1000 DM	... >= 7 years	4	male : single	none	2	car or other	52	none	own	2	skilled employee/official	1	yes	yes	1