state	emp_length	term	homeownership	annual_income	verified_income	debt_to_income	total_credit_limit	total_credit_utilized	num_cc_carrying_balance	loan_purpose	loan_amount	grade	interest_rate	public_record_bankrupt	loan_status	has_second_income	total_income
NJ	3	60	rent	59000	Not Verified	0.5575254237288135	95131	32894	8	debt_consolidation	22000	B	10.9	0	Current	FALSE	59000
CA	10	36	rent	60000	Not Verified	1.3056833333333333	51929	78341	2	credit_card	6000	B	9.92	1	Current	FALSE	60000
SC	NA	36	mortgage	75000	Verified	1.05628	301373	79221	14	debt_consolidation	25000	E	26.3	0	Current	FALSE	75000
CA	0	36	rent	75000	Not Verified	0.5743466666666667	59890	43076	10	credit_card	6000	B	9.92	0	Current	FALSE	75000
OH	4	60	mortgage	254000	Not Verified	0.23814960629921259	422619	60490	2	home_improvement	25000	B	9.43	0	Current	FALSE	254000
IN	6	36	mortgage	67000	Source Verified	1.077044776119403	349825	72162	4	home_improvement	6400	B	9.92	0	Current	FALSE	67000
NY	2	36	rent	28800	Source Verified	0.09972222222222223	15980	2872	1	debt_consolidation	3000	D	17.09	0	Current	FALSE	28800
MO	10	36	mortgage	80000	Not Verified	0.3509125	258439	28073	3	credit_card	14500	A	6.08	0	Current	FALSE	80000
FL	6	60	rent	34000	Not Verified	0.6975	87705	23715	10	credit_card	10000	A	7.97	0	Current	FALSE	34000
FL	3	60	mortgage	80000	Source Verified	0.16685416666666666	330394	32036	4	debt_consolidation	18500	C	12.62	1	Current	TRUE	192000
MD	8	36	rent	73000	Source Verified	0.41432876712328764	36182	30246	3	debt_consolidation	17000	D	17.09	0	Current	FALSE	73000
HI	10	36	mortgage	120000	Not Verified	0.7989083333333333	452712	95869	4	credit_card	12000	A	5.31	0	Current	FALSE	120000
CT	10	36	rent	100000	Source Verified	0.27809	74805	27809	3	credit_card	16000	A	7.35	0	Current	FALSE	100000
NE	2	36	mortgage	105000	Not Verified	0.2681904761904762	279386	28160	2	home_improvement	16500	A	5.31	0	Current	FALSE	105000
CA	5	36	rent	34000	Not Verified	0.6292941176470588	33038	21396	3	debt_consolidation	3000	A	7.96	0	Current	FALSE	34000
TX	2	60	mortgage	98000	Verified	1.1071020408163266	319551	108496	6	credit_card	29400	E	24.85	0	Fully Paid	FALSE	98000
HI	5	60	rent	68700	Source Verified	1.4995487627365356	119325	103019	5	debt_consolidation	13500	D	18.06	0	Current	FALSE	68700
CA	3	60	rent	43000	Source Verified	0.15465277777777778	60693	22270	4	debt_consolidation	18200	B	10.42	0	Current	TRUE	144000
CA	3	36	rent	100000	Source Verified	0.13823	69100	13823	5	other	6000	A	7.96	0	Current	FALSE	100000
FL	10	60	mortgage	76000	Source Verified	0.5898157894736842	249700	44826	10	debt_consolidation	18000	D	19.42	0	Current	FALSE	76000
MS	10	36	mortgage	80000	Verified	0.7373059317634845	136046	124994	1	car	5000	C	14.08	0	Current	TRUE	169528
WI	10	60	mortgage	50000	Verified	0.5234166666666666	375828	87934	11	debt_consolidation	40000	D	20	0	Fully Paid	TRUE	168000
WV	0	36	mortgage	80000	Not Verified	0.7045375	197299	56363	6	debt_consolidation	4500	B	9.44	0	Fully Paid	FALSE	80000
CA	1	36	rent	185000	Not Verified	0.2546756756756757	102500	47115	2	credit_card	15000	B	9.92	0	Current	FALSE	185000
NJ	5	60	mortgage	42000	Source Verified	0.08666666666666667	64800	3640	5	house	20000	B	10.91	0	Current	FALSE	42000
MA	2	36	rent	100000	Verified	0.3281962962962963	144700	88613	4	small_business	20000	A	5.32	0	Current	TRUE	270000
TX	5	36	mortgage	65000	Not Verified	0.24273846153846154	256974	15778	7	debt_consolidation	10000	A	6.71	0	Fully Paid	FALSE	65000
IN	5	36	own	45000	Not Verified	0.15731111111111112	121323	7079	4	debt_consolidation	9000	C	15.04	0	Current	FALSE	45000
RI	10	60	mortgage	245000	Verified	0.16736326530612244	495163	41004	6	credit_card	35000	B	11.98	0	Current	FALSE	245000
TX	0	36	mortgage	50000	Source Verified	0.6396770833333333	203326	122818	4	debt_consolidation	40000	C	12.62	0	Current	TRUE	192000
VA	0	36	rent	116000	Source Verified	0.584396551724138	446850	67790	7	debt_consolidation	13125	B	10.91	0	Current	FALSE	116000
NV	5	36	mortgage	30000	Not Verified	0.5120089285714285	190832	57345	6	home_improvement	32000	B	9.44	0	Current	TRUE	112000
MA	4	60	mortgage	80000	Not Verified	0.24454128440366973	432092	53310	5	debt_consolidation	18000	B	9.93	0	Current	TRUE	218000
CA	7	36	rent	103000	Source Verified	0.2658349514563107	124900	27381	5	other	30000	A	7.35	0	Fully Paid	FALSE	103000
IL	5	36	rent	58000	Not Verified	4.777258620689655	236668	277081	5	credit_card	4400	D	18.45	0	Current	FALSE	58000
AZ	0	36	own	55000	Source Verified	0.2990909090909091	35900	16450	12	debt_consolidation	7000	D	17.09	0	Current	FALSE	55000
MN	NA	36	mortgage	65000	Not Verified	0.7522461538461539	174860	48896	4	credit_card	25000	A	7.96	0	Current	FALSE	65000
IL	2	36	rent	32000	Source Verified	0.72128125	45594	23081	4	renewable_energy	6500	A	6.08	1	Current	FALSE	32000
MD	5	36	mortgage	325000	Source Verified	0.3077507692307692	793009	100019	11	credit_card	35000	A	6.71	0	Current	FALSE	325000
MD	3	36	rent	70000	Source Verified	5.333728571428572	272878	373361	2	other	7500	A	7.34	0	Current	FALSE	70000
CA	10	60	mortgage	160000	Verified	0.3344	581604	53504	3	debt_consolidation	38500	C	12.62	1	Current	FALSE	160000
NJ	6	36	rent	50000	Source Verified	1.25744	90398	62872	5	credit_card	15000	C	16.02	0	Current	FALSE	50000
IL	10	60	rent	71000	Not Verified	0.7425211267605634	115970	52719	8	car	24000	B	10.9	0	Current	FALSE	71000
MI	0	36	mortgage	85000	Not Verified	0.818764705882353	131847	69595	3	debt_consolidation	24000	B	9.93	0	Fully Paid	FALSE	85000
CA	5	36	mortgage	87000	Source Verified	0.054724137931034485	294946	4761	3	debt_consolidation	12800	B	9.44	0	Current	FALSE	87000
TX	10	36	mortgage	60000	Not Verified	0.7311833333333333	64017	43871	5	home_improvement	6000	B	10.42	0	Current	FALSE	60000
NV	0	36	mortgage	58500	Verified	0.39682051282051284	49234	23214	2	debt_consolidation	30000	D	21.45	0	Current	FALSE	58500
NH	2	36	rent	50000	Source Verified	0.50262	39814	25131	4	debt_consolidation	5825	B	10.91	0	Current	FALSE	50000
IL	2	36	own	103000	Not Verified	0.9735922330097088	150027	100280	4	debt_consolidation	20000	B	9.43	0	Current	FALSE	103000
TX	9	36	mortgage	77500	Verified	0.6778580645161291	390156	52534	2	other	15000	A	6.08	0	Current	FALSE	77500