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ks5e11

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train · 594k rows

id int64 0 594k	annual_income float64 6k 393k	debt_to_income_ratio float64 0.01 0.63	credit_score int64 395 849	loan_amount float64 500 49k	interest_rate float64 3.2 21	gender stringclasses 3 values	marital_status stringclasses 4 values	education_level stringclasses 5 values	employment_status stringclasses 5 values	loan_purpose stringclasses 8 values	grade_subgrade stringclasses 30 values	loan_paid_back float64 0 1
0	29,367.99	0.084	736	2,528.42	13.67	Female	Single	High School	Self-employed	Other	C3	1
1	22,108.02	0.166	636	4,593.1	12.92	Male	Married	Master's	Employed	Debt consolidation	D3	0
2	49,566.2	0.097	694	17,005.15	9.76	Male	Single	High School	Employed	Debt consolidation	C5	1
3	46,858.25	0.065	533	4,682.48	16.1	Female	Single	High School	Employed	Debt consolidation	F1	1
4	25,496.7	0.053	665	12,184.43	10.21	Male	Married	High School	Employed	Other	D1	1
5	44,940.3	0.058	653	12,159.92	12.24	Male	Single	Bachelor's	Employed	Other	D1	1
6	61,574.16	0.042	696	16,907.71	13.52	Other	Single	High School	Self-employed	Debt consolidation	C5	1
7	45,953.31	0.1	654	10,111.62	12.82	Female	Married	High School	Employed	Home	D1	1
8	30,592.29	0.132	713	7,522.36	9.48	Male	Married	Bachelor's	Employed	Education	C5	1
9	17,342.45	0.121	548	9,653.48	16.04	Female	Married	Bachelor's	Self-employed	Vacation	F1	1
10	14,248.9	0.087	662	20,258.18	14.63	Female	Married	High School	Employed	Vacation	D5	1
11	73,813.12	0.149	684	12,093.43	12.98	Male	Single	High School	Employed	Debt consolidation	C2	1
12	44,747.37	0.154	667	14,602.9	13.93	Female	Single	High School	Employed	Debt consolidation	D3	1
13	40,339.74	0.06	704	8,606.27	13.26	Female	Single	High School	Employed	Debt consolidation	C1	1
14	22,790.15	0.083	665	3,363.68	13.44	Male	Married	Bachelor's	Unemployed	Debt consolidation	D1	0
15	53,938.49	0.051	703	4,192.43	10.98	Female	Single	Master's	Employed	Car	C2	1
16	108,315.19	0.121	739	19,915.32	11.29	Male	Single	Bachelor's	Employed	Debt consolidation	C3	1
17	35,268.7	0.089	576	23,642.37	12.6	Male	Married	Bachelor's	Unemployed	Debt consolidation	F5	0
18	26,451.15	0.088	644	17,999.6	13.34	Male	Single	Master's	Employed	Debt consolidation	D5	1
19	43,838.97	0.051	681	18,987.55	14.29	Male	Married	High School	Employed	Debt consolidation	C5	1
20	103,821.07	0.255	739	17,938.21	13.95	Female	Single	High School	Employed	Medical	C3	1
21	48,817.07	0.14	682	27,101.69	13.6	Female	Single	Bachelor's	Employed	Debt consolidation	C2	1
22	135,416.72	0.16	661	12,404.14	13.3	Male	Single	High School	Unemployed	Debt consolidation	D1	0
23	20,605.97	0.208	699	10,086.06	11.11	Female	Married	Bachelor's	Employed	Other	C1	1
24	44,972.11	0.242	672	18,658.69	12.87	Female	Single	Bachelor's	Employed	Debt consolidation	C5	1
25	37,994.14	0.038	652	4,093.91	12.09	Female	Divorced	Bachelor's	Employed	Debt consolidation	D4	1
26	24,001.73	0.284	669	13,863.79	10.88	Female	Married	Master's	Employed	Debt consolidation	D4	0
27	26,381.68	0.079	718	19,364.62	9.22	Female	Single	Bachelor's	Unemployed	Car	C4	0
28	45,988.15	0.061	674	13,153.95	13.79	Male	Single	PhD	Employed	Other	C5	1
29	52,238.72	0.136	642	12,800.86	13.35	Female	Married	Bachelor's	Unemployed	Car	D2	0
30	15,557.19	0.152	591	15,257.87	17.76	Male	Married	High School	Employed	Education	E5	1
31	46,253.57	0.104	738	11,910.42	13.54	Female	Married	Bachelor's	Employed	Debt consolidation	C5	1
32	33,137.4	0.068	783	13,576.86	10.11	Male	Single	Bachelor's	Employed	Debt consolidation	B1	1
33	53,598.59	0.079	754	12,754.4	12.35	Female	Single	High School	Employed	Debt consolidation	B2	1
34	17,420.25	0.271	662	9,702.64	10.93	Male	Single	Master's	Employed	Debt consolidation	D5	0
35	98,445.89	0.166	704	2,992.43	14.1	Female	Single	Bachelor's	Employed	Business	C2	0
36	48,602.37	0.091	531	13,379.1	15.67	Male	Married	Bachelor's	Unemployed	Debt consolidation	F4	0
37	61,921.47	0.153	662	30,282.01	15.73	Male	Single	Master's	Employed	Debt consolidation	D5	1
38	82,447.63	0.121	665	15,592.1	14.09	Male	Single	Bachelor's	Employed	Other	D4	1
39	29,131.47	0.172	678	23,232.55	13.7	Male	Married	Bachelor's	Employed	Car	C3	1
40	58,368.08	0.212	694	10,130.6	10.39	Female	Single	Bachelor's	Employed	Debt consolidation	C1	1
41	73,885.78	0.196	730	12,072.73	11.53	Male	Married	Bachelor's	Unemployed	Debt consolidation	C1	0
42	139,563.11	0.221	635	11,890.21	13.93	Male	Single	Bachelor's	Employed	Business	D2	1
43	23,329.51	0.05	726	20,981.96	12.23	Female	Single	Master's	Retired	Debt consolidation	C3	1
44	44,907.08	0.073	811	25,509.2	10.11	Male	Married	PhD	Self-employed	Education	A4	1
45	74,521.07	0.158	565	19,143.68	15.37	Female	Married	High School	Employed	Car	F4	1
46	71,794.47	0.08	631	23,954.22	13.39	Male	Married	High School	Employed	Business	D2	1
47	73,868.43	0.138	654	1,838.88	10.97	Male	Married	Other	Unemployed	Medical	D2	0
48	72,214.78	0.133	598	16,130.39	11.1	Male	Single	High School	Employed	Home	E1	1
49	51,139.44	0.157	759	20,771.67	10.84	Female	Married	PhD	Employed	Other	B1	1
50	24,397.04	0.086	679	19,191.15	15.25	Female	Single	Bachelor's	Employed	Home	C4	1
51	79,908.16	0.094	667	9,553.41	11.22	Male	Single	Master's	Employed	Other	D1	1
52	46,349.24	0.291	687	20,272.58	11.63	Male	Married	High School	Employed	Debt consolidation	C2	1
53	53,925.28	0.056	685	11,926.29	11.62	Male	Single	High School	Employed	Home	C4	1
54	76,975.12	0.127	729	22,240.07	12.58	Male	Single	Master's	Employed	Debt consolidation	C2	1
55	95,525.85	0.063	575	17,344.42	15.48	Female	Single	High School	Retired	Business	F2	1
56	63,726.26	0.243	676	13,397.42	14.43	Male	Married	High School	Employed	Debt consolidation	C3	0
57	46,498.29	0.183	692	6,071.92	13	Male	Divorced	Master's	Unemployed	Debt consolidation	C4	0
58	16,505.9	0.087	744	22,560.09	11.8	Female	Single	High School	Employed	Home	B4	1
59	71,003.1	0.105	739	12,450.9	8.66	Male	Single	High School	Self-employed	Debt consolidation	C4	1
60	16,352.55	0.034	621	16,863.08	14.88	Male	Married	High School	Employed	Debt consolidation	D3	1
61	69,998.73	0.1	693	12,284.9	10.92	Female	Single	High School	Employed	Other	C5	1
62	61,425.38	0.151	684	1,299.77	12.81	Male	Married	High School	Unemployed	Debt consolidation	C5	0
63	54,814.39	0.144	636	16,282.76	11.94	Male	Married	Bachelor's	Employed	Home	D4	1
64	28,957.94	0.085	673	17,556.22	10.77	Female	Single	Bachelor's	Employed	Home	C4	0
65	105,260.24	0.08	659	26,269.41	13.29	Male	Married	Bachelor's	Employed	Debt consolidation	D5	1
66	17,630.96	0.077	642	10,173.16	14.28	Male	Single	High School	Employed	Car	D4	1
67	40,782.59	0.123	694	15,241.85	13.68	Female	Single	Bachelor's	Employed	Debt consolidation	C5	1
68	57,420.05	0.111	651	17,937.95	13.56	Male	Married	Bachelor's	Employed	Car	D1	1
69	53,982.8	0.065	588	3,686.3	13.52	Female	Married	Master's	Employed	Debt consolidation	E4	1
70	26,171.74	0.069	642	25,588.59	14.08	Female	Single	Bachelor's	Employed	Debt consolidation	D2	1
71	64,710.93	0.172	686	17,389.21	11.62	Female	Single	Bachelor's	Employed	Debt consolidation	C4	1
72	76,795.56	0.116	689	12,079.72	12.58	Male	Married	High School	Employed	Debt consolidation	C5	1
73	61,513.5	0.039	652	17,053.01	12.46	Female	Single	High School	Employed	Business	D4	1
74	9,304.62	0.037	731	7,271.44	12.9	Female	Single	High School	Employed	Vacation	C5	1
75	62,430.04	0.148	627	12,710.23	12.67	Male	Single	High School	Employed	Debt consolidation	D3	1
76	155,380.35	0.049	714	18,213.43	11.79	Female	Single	Bachelor's	Employed	Car	C1	1
77	44,227.59	0.096	718	19,848.97	13.3	Female	Single	Bachelor's	Employed	Home	C2	1
78	45,492.24	0.05	621	6,881.73	13.04	Female	Married	Master's	Student	Business	D1	0
79	35,016.52	0.146	655	15,963.06	9	Female	Single	Bachelor's	Self-employed	Other	D1	1
80	154,021.77	0.107	649	12,606.58	14.32	Female	Single	High School	Employed	Business	D1	1
81	81,623.05	0.067	723	18,094.98	11.64	Male	Single	Master's	Student	Debt consolidation	C1	1
82	25,348.34	0.077	699	18,889.11	11.8	Male	Single	Bachelor's	Employed	Debt consolidation	C5	1
83	28,595.74	0.09	735	20,284.33	13.36	Female	Married	Other	Self-employed	Car	C4	1
84	51,423.94	0.099	764	17,756.35	10.14	Male	Married	Master's	Employed	Car	B3	1
85	25,374.93	0.155	603	15,367.64	15.29	Female	Single	Bachelor's	Unemployed	Medical	E3	0
86	53,180.24	0.091	742	17,092.49	13.06	Female	Married	Bachelor's	Employed	Debt consolidation	B5	1
87	61,940.53	0.161	662	8,889.29	10.98	Female	Married	High School	Employed	Education	D5	1
88	38,456.99	0.128	599	13,481	14.21	Male	Married	Bachelor's	Employed	Home	E3	1
89	44,924.05	0.082	753	3,454.45	8.67	Male	Married	Bachelor's	Employed	Home	B4	1
90	15,397.8	0.125	713	18,089.08	12.08	Male	Married	Other	Employed	Debt consolidation	C5	1
91	51,895.46	0.09	656	20,734.71	13.43	Female	Married	High School	Employed	Debt consolidation	D1	1
92	51,591.73	0.066	691	24,761.11	8.68	Male	Single	Bachelor's	Employed	Debt consolidation	C4	1
93	74,898.54	0.13	708	12,005.97	10.63	Female	Single	Other	Self-employed	Other	C2	1
94	43,989.83	0.229	646	12,271.02	9.79	Male	Single	High School	Employed	Debt consolidation	D1	1
95	33,806.19	0.13	723	8,207.09	12.01	Male	Married	High School	Retired	Home	C2	1
96	109,264.75	0.099	683	24,777.73	10.82	Male	Married	Bachelor's	Employed	Debt consolidation	C3	1
97	96,472.59	0.049	742	17,900.46	11.18	Female	Married	Master's	Employed	Debt consolidation	B1	1
98	86,501.23	0.06	627	15,050.01	14.44	Female	Single	Master's	Unemployed	Debt consolidation	D1	0
99	67,934.43	0.081	548	9,092.21	14.03	Male	Married	Master's	Unemployed	Car	F5	0

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