Datasets:

mstz
/

nbfi

income float64	owns_a_car bool	owns_a_bike bool	has_an_active_loan bool	owns_a_house bool	nr_children int64	credit float64	loan_annuity float64	accompanied_by string	income_type string	education_level float64	marital_status string	is_male bool	type_of_contract string	type_of_housing string	residence_density float64	age_in_days int64	consecutive_days_of_employment int64	nr_days_since_last_registration_change int64	nr_days_since_last_document_change int64	has_provided_a_mobile_number bool	has_provided_a_home_number bool	was_reachable_at_work bool	job string	nr_family_members int64	city_rating int64	weekday_of_application int64	hour_of_application float64	same_residence_and_home bool	same_work_and_home bool	score_1 float64	score_2 float64	score_3 float64	nr_defaults_in_social_circle bool	inquiries_in_last_year float64	has_defaulted int64
15,750	false	false	false	false	1	149,963.84	4,397.85	Alone	Service	2	M	false	CL	Family	0.020713	11,318	369	5,165	2,155	true	false	false	Sales	3	2	2	8	true	true	0.435028	0.564752	0.67383	true	3	0
27,000	true	false	false	true	0	28,440	1,913.4	Alone	Service	1	S	false	CL	Family	0.018634	10,052	389	7,758	2,647	true	false	false	Drivers	1	2	4	13	true	true	0.268014	0.684114	0.493863	true	6	0
11,250	false	true	true	false	0	36,000	2,066.4	Alone	Service	1	S	false	CL	Home	0.031329	12,969	5,840	7,066	4,321	true	true	true	Core	1	2	3	19	true	true	0.453478	0.249441	0.75574	true	1	0
27,000	false	false	true	true	0	76,022.55	3,233.7	Alone	Service	2	M	false	CL	Home	0.025164	13,923	5,879	5,795	4,774	true	false	false	Core	2	2	2	15	true	true	0.302776	0.649915	0.689479	true	2	0
15,750	false	false	true	true	3	128,835	3,780	Alone	Commercial	2	M	false	CL	Home	0.04622	13,891	345	7,924	5,019	true	false	false	Core	5	1	2	14	true	true	0.550303	0.619878	0.835777	true	1	0
27,000	true	false	false	true	3	53,366.85	4,003.2	Alone	Commercial	1	M	false	CL	Home	0.032561	12,323	1,117	5,420	3,900	true	false	true	Laborers	5	1	4	10	true	true	0.477169	0.677447	0.581484	true	4	0
9,000	false	true	false	false	0	66,494.7	2,401.2	Alone	Service	1	S	false	CL	Home	0.010556	19,983	235	10,216	3,545	true	false	false	Medicine	1	3	5	12	true	true	0.647132	0.296618	0.28518	true	2	0
11,250	false	false	true	false	1	30,146.4	2,394.9	Alone	Service	1	M	false	CL	Home	0.010032	9,614	1,364	6,385	1,078	true	false	false	Laborers	3	2	4	7	true	true	0.138253	0.175641	0.231439	true	3	0
18,000	true	false	true	true	1	27,000	724.95	Alone	Service	1	D	false	CL	Home	0.026392	14,559	4,911	2,244	4,890	true	true	true	Laborers	2	2	2	11	true	true	0.74193	0.642445	0.397946	true	0	0
18,000	true	true	true	true	0	48,149.55	3,351.15	Alone	Service	1	M	false	CL	Home	0.00702	9,114	646	9,087	1,801	true	true	false	Sales	2	2	6	11	true	true	0.135435	0.470134	0.236611	true	7	0
15,750	true	true	false	true	0	57,340.8	2,072.7	Alone	Service	2	M	false	CL	Home	0.010556	10,977	639	5,588	3,515	true	false	false	Laborers	2	3	0	10	true	true	0.28884	0.27204	0.684828	true	3	0
18,000	true	true	false	true	0	27,370.8	3,095.55	Alone	Govt Job	2	M	false	CL	Home	0.010032	8,675	1,232	126	1,365	true	false	true	Core	2	2	4	5	true	true	0.245756	0.295019	0.554947	true	2	0
17,100	false	false	true	true	1	46,328.4	2,266.2	Alone	Service	1	D	false	CL	Home	0.018634	15,156	3,816	6,517	4,262	true	false	false	Sales	2	2	5	13	true	true	0.490685	0.565365	0.272134	true	2	0
18,900	true	true	true	true	0	122,301	5,194.8	Alone	Commercial	2	M	false	CL	Home	0.00963	14,999	4,416	3,335	5,231	true	false	true	Accountants	2	2	5	13	true	true	0.782711	0.781623	0.4579	true	0	0
9,000	false	false	false	false	0	80,865	2,330.55	Alone	Commercial	2	M	false	CL	Home	0.018801	12,583	1,839	36	3,956	true	false	false	High skill tech	2	2	6	10	true	true	0.367229	0.601828	0.495666	true	0	0
63,000	true	false	false	true	0	101,250	5,062.5	Alone	Commercial	2	S	false	RL	Home	0.072508	9,211	756	3	930	true	false	false	IT	1	1	6	13	true	true	0.622794	0.655333	0.394495	true	0	0
27,000	true	true	false	true	0	67,500	4,711.05	Alone	Commercial	1	M	false	CL	Home	0.026392	17,906	5,301	9,328	1,452	true	false	true	Managers	2	2	6	14	true	true	0.352397	0.667385	0.612704	true	1	0
27,900	true	false	false	true	1	171,483.3	5,397.3	Alone	Service	2	M	false	CL	Home	0.025164	14,475	5,495	8,071	5,111	true	false	true	Laborers	3	2	3	11	true	true	0.285672	0.654938	0.624615	true	1	0
9,000	true	false	false	true	1	6,112.8	704.25	Alone	Service	2	M	false	CL	Home	0.018634	9,049	1,052	8,864	808	true	false	false	Sales	3	2	5	15	true	true	0.323455	0.141513	0.332851	true	0	0
20,250	true	false	true	true	0	59,947.2	2,653.65	Alone	Service	1	S	false	CL	Home	0.025164	19,221	4,013	11,604	2,749	true	false	false	Medicine	1	2	1	11	true	true	0.676352	0.594337	0.231439	true	1	0
15,750	false	false	true	true	0	23,985	2,859.3	Alone	Govt Job	1	M	false	CL	Home	0.003818	11,749	505	1,717	275	true	true	true	Accountants	2	2	5	7	true	true	0.37912	0.504463	0.385915	true	2	0
18,900	false	true	false	false	1	81,404.1	2,393.1	Alone	Govt Job	4	M	false	CL	Home	0.009175	13,454	4,013	776	3,588	true	false	false	Core	3	2	3	10	true	true	0.423611	0.643489	0.733815	true	1	0
9,000	true	true	true	true	0	43,128	2,087.55	Alone	Service	2	M	false	CL	Home	0.009657	10,356	1,163	3,809	3,037	true	false	false	Sales	2	2	4	12	true	true	0.4479	0.602985	0.441836	true	1	0
13,500	false	false	false	true	0	10,188	1,097.1	Alone	Commercial	2	M	false	CL	Home	0.026392	13,368	1,225	5,627	3,786	true	true	false	Sales	2	2	2	12	true	true	0.486912	0.439863	0.729567	true	2	0
27,000	false	true	false	true	0	127,859.4	4,605.75	Alone	Commercial	2	M	false	CL	Home	0.020713	17,530	591	8,653	1,059	true	false	false	Accountants	2	2	0	9	true	true	0.790906	0.479813	0.538863	true	8	0
22,500	true	false	true	false	0	100,692	5,154.3	Alone	Service	2	M	false	CL	Home	0.006296	11,083	2,478	4,639	3,146	true	false	false	Core	2	3	4	10	true	true	0.31288	0.307627	0.418854	true	2	0
22,500	true	false	false	false	0	15,282	1,737	Alone	Service	1	S	false	CL	Home	0.007274	10,866	636	5,156	3,093	true	false	false	Drivers	1	2	0	13	true	true	0.153438	0.711051	0.709189	true	1	0
18,000	false	false	false	true	1	80,347.95	4,371.75	Alone	Service	2	M	false	CL	Home	0.032561	14,801	724	3,055	4,608	true	false	false	Accountants	3	1	4	11	true	true	0.686094	0.666049	0.522697	true	5	0
18,000	true	true	true	true	1	40,432.5	2,077.2	Alone	Service	1	M	false	CL	Rental	0.030755	9,486	1,656	3,898	1,941	true	false	false	Laborers	3	2	2	16	true	true	0.880347	0.533584	0.740799	true	1	0
22,500	false	false	false	false	0	18,329.4	881.55	Alone	Service	1	M	false	CL	Home	0.010006	20,142	3,760	10,506	3,696	true	true	true	Sales	2	2	2	17	true	true	0.640976	0.450422	0.401407	true	5	0
31,500	false	false	false	true	0	164,937.6	5,191.65	Alone	Commercial	2	M	false	CL	Home	0.035792	14,800	3,306	4,967	5,142	true	false	true	Accountants	2	2	6	11	true	true	0.834096	0.667302	0.647977	true	6	0
22,500	true	true	false	false	2	17,632.8	677.7	Alone	Commercial	2	M	false	CL	Home	0.035792	15,386	7,321	212	4,805	true	false	false	High skill tech	4	2	1	10	true	true	0.829569	0.626661	0.472253	true	4	0
6,750	true	false	false	true	2	18,000	900	Partner	Govt Job	1	M	false	RL	Home	0.028663	12,594	3,708	5,197	487	true	false	false	Core	4	2	5	15	true	true	0.330217	0.68034	0.399676	true	2	0
6,750	false	false	true	false	0	32,702.4	1,174.5	Alone	Govt Job	1	M	false	CL	Municipal	0.010556	16,772	1,905	6,092	319	true	true	false	Core	2	3	2	13	true	true	0.595579	0.319639	0.602386	true	0	0
9,000	false	false	true	true	1	27,000	1,298.7	Alone	Commercial	1	S	false	CL	Home	0.018029	11,181	1,979	5,730	3,779	true	false	true	Sales	2	2	2	7	true	true	0.375286	0.546104	0.511892	true	3	0
27,000	true	false	false	false	0	100,692	3,993.3	Alone	Service	2	M	false	CL	Home	0.010147	13,961	837	12,786	4,430	true	true	true	Managers	2	2	2	13	true	true	0.744311	0.627137	0.73802	true	0	0
18,000	false	true	false	false	0	50,042.7	3,297.15	Alone	Commercial	2	S	false	CL	Home	0.072508	9,370	923	1,393	1,973	true	false	true	High skill tech	1	1	1	19	true	true	0.516388	0.664973	0.52989	true	0	0
22,500	false	true	true	true	0	45,000	2,441.25	Alone	Service	1	M	false	CL	Home	0.022625	12,778	4,221	782	4,843	true	true	false	Drivers	2	2	2	10	true	true	0.157908	0.766639	0.273565	true	2	0
31,500	true	true	true	true	0	176,211	4,858.65	Alone	Service	2	M	false	CL	Home	0.016612	18,394	614	746	1,934	true	false	false	Security	2	2	6	14	true	true	0.473161	0.387988	0.49206	true	0	0
8,550	false	false	true	true	0	129,350.25	3,569.85	Alone	Service	1	M	false	CL	Home	0.031329	18,236	171	5,034	1,765	true	true	false	Sales	2	2	5	11	true	true	0.524918	0.664349	0.740799	true	1	0
9,000	false	true	false	true	0	90,000	4,500	Alone	null	2	M	false	RL	Home	0.031329	11,709	870	5,490	3,830	true	false	false	Cooking	2	2	5	14	true	true	0.293792	0.664807	0.686382	true	1	1
18,000	false	true	true	false	1	90,000	2,644.65	Alone	Commercial	2	D	false	CL	Home	0.01885	16,523	3,158	3,184	50	true	false	false	Managers	2	2	4	17	true	true	0.913261	0.689022	0.269286	true	1	0
11,250	false	false	false	false	0	33,750	1,687.5	Alone	Commercial	1	M	false	RL	Home	0.0228	17,000	1,005	4,741	490	true	false	false	Cleaning	2	2	4	13	true	true	0.592748	0.615008	0.340906	true	2	1
20,250	false	false	false	false	0	100,692	4,006.35	Alone	Service	2	M	false	CL	Home	0.00496	12,268	1,105	1,175	3,575	true	false	false	Accountants	2	2	3	18	true	true	0.783357	0.681742	0.452534	true	5	0
11,250	true	false	true	true	0	18,000	900	Alone	Govt Job	2	S	false	RL	Shared	0.026392	8,372	733	8,340	748	true	false	false	Core	1	2	1	11	true	true	0.268251	0.586649	0.377404	true	1	0
24,750	false	true	true	true	0	117,870.3	7,748.55	Alone	Service	1	M	false	CL	Home	0.015221	18,101	8,424	119	1,644	true	true	true	High skill tech	2	2	3	11	true	true	0.720826	0.603645	0.597192	true	2	0
11,700	true	true	false	true	1	41,479.2	2,263.05	Alone	Service	1	W	false	CL	Home	0.009657	12,160	588	8,963	2,306	true	false	false	Sales	2	2	1	12	true	true	0.268538	0.624674	0.470456	true	0	0
15,750	true	true	true	true	0	31,284	2,484.45	Alone	Commercial	1	M	false	CL	Home	0.010276	16,034	2,529	16	4,548	true	false	false	Laborers	2	2	6	11	true	true	0.225293	0.617815	0.403142	true	4	0
24,750	false	true	false	true	2	67,500	2,722.95	Relative	Commercial	1	M	false	CL	Home	0.030755	12,341	276	693	2,003	true	false	false	Accountants	4	2	3	13	true	true	0.284739	0.689663	0.401407	true	2	0
15,750	false	false	true	true	2	112,500	6,007.05	Alone	Service	2	M	false	CL	Home	0.04622	15,298	191	4,482	6,063	true	true	true	Sales	4	1	6	13	true	true	0.58004	0.485262	0.517297	true	1	0
9,000	true	true	true	true	1	10,188	1,020.6	Alone	Commercial	2	M	false	CL	Home	0.016612	13,449	400	7,553	4,541	true	false	false	Accountants	3	2	2	18	true	true	0.429551	0.716314	0.798137	true	2	0
14,400	false	true	false	true	2	112,500	3,302.55	Relative	Service	1	M	false	CL	Home	0.011657	13,985	881	537	4,518	true	true	true	Core	4	1	6	14	true	true	0.566578	0.163029	0.657784	true	0	0
13,500	false	false	false	false	0	31,410	1,228.95	Alone	Service	1	S	false	CL	Home	0.031329	17,461	149	405	1,004	true	false	false	Laborers	1	2	5	10	true	true	0.403935	0.059592	0.411849	true	4	0
24,750	true	true	false	true	0	59,256	3,593.7	Alone	Service	2	M	false	CL	Home	0.003541	10,235	1,766	647	2,293	true	false	false	Low-skill Laborers	2	1	6	16	true	true	0.195354	0.325267	0.202087	true	2	0
22,500	true	true	true	false	0	72,399.6	3,709.35	Relative	Service	1	M	false	CL	Home	0.008575	10,798	837	2,834	2,834	true	false	false	Drivers	2	2	1	15	true	true	0.338755	0.758515	0.733815	true	1	0
13,500	true	true	false	true	0	19,782	1,419.75	Relative	Service	2	M	false	CL	Home	0.006305	17,219	7,343	5,215	754	true	false	true	Laborers	2	3	2	5	true	true	0.512937	0.629557	0.569149	true	0	0
20,250	false	true	true	true	0	65,070.45	3,335.4	Alone	Service	1	M	false	CL	Home	0.007305	19,317	6,590	6,363	2,619	true	true	true	Laborers	2	3	5	9	true	true	0.492269	0.525297	0.524496	true	2	1
24,750	true	false	false	true	1	97,038	2,850.3	Alone	null	2	M	false	CL	Home	0.0105	11,285	3,836	1,559	1,820	true	false	false	Sales	3	3	1	19	true	true	0.367928	0.60423	0.339288	true	3	0
20,250	true	false	true	true	0	71,994.6	3,348.9	Alone	Service	1	M	false	CL	Home	0.019101	10,698	2,582	465	3,323	true	false	false	Managers	2	2	2	14	true	true	0.514014	0.667375	0.385915	true	0	0
18,000	false	false	false	false	0	50,940	3,706.65	Alone	Service	2	M	false	CL	Home	0.018029	15,618	2,499	2,552	3,462	true	true	true	Security	2	2	6	11	true	true	0.422017	0.508568	0.108226	true	3	1
23,490	false	false	false	true	0	36,000	1,558.35	Alone	Commercial	2	D	false	CL	Home	0.010032	13,779	1,079	7,853	5,323	true	true	false	Accountants	1	2	1	16	true	true	0.65059	0.55684	0.372334	true	3	0
32,400	true	false	true	true	0	113,850	3,328.65	Alone	Service	2	D	false	CL	Home	0.025164	16,264	8,070	550	3,956	true	false	false	Managers	1	2	2	16	true	true	0.665874	0.262258	0.488455	true	1	0
24,750	true	true	true	true	0	53,530.65	2,745.9	Alone	Commercial	1	S	false	CL	Home	0.072508	13,810	1,252	7,741	4,783	true	false	true	Private service	1	1	1	14	true	true	0.280219	0.734431	0.502878	true	4	0
31,500	false	false	false	true	0	90,000	4,608.45	Alone	Service	2	D	false	CL	Home	0.028663	13,753	1,511	727	2,425	true	false	false	Core	1	2	1	15	true	true	0.645044	0.542682	0.495666	true	3	0
18,000	false	true	false	true	2	103,712.85	4,407.3	Alone	Service	2	M	false	CL	Home	0.022625	13,211	5,170	4,969	4,420	true	false	false	Laborers	4	2	1	13	true	true	0.760468	0.741744	0.336062	true	4	0
16,650	false	false	true	false	0	67,500	3,769.2	Alone	Commercial	1	S	false	CL	Municipal	0.04622	22,170	666	12,696	4,730	true	false	false	Drivers	1	1	5	12	true	true	0.764516	0.635661	0.773896	true	4	0
27,000	false	false	true	false	0	107,820	2,857.05	Alone	Service	1	M	false	CL	Home	0.008866	8,510	985	357	1,177	true	false	false	Core	2	2	3	12	true	true	0.09067	0.289303	0.558507	true	1	0
9,900	false	true	true	true	1	13,500	1,095.3	Alone	Service	1	M	false	CL	Home	0.031329	11,970	1,439	723	191	true	true	true	Sales	3	2	4	10	true	true	0.404131	0.634288	0.345785	true	4	0
11,250	true	true	true	true	0	24,750	945.9	Alone	Service	2	W	false	CL	Home	0.01452	22,605	12,776	11,299	4,480	true	false	false	Core	1	2	5	12	true	true	0.818019	0.344251	0.488455	true	0	0
15,750	false	true	true	true	1	90,450	3,845.25	Alone	Service	2	M	false	CL	Home	0.018029	10,344	3,280	7,853	1,536	true	true	false	Core	3	3	0	6	true	true	0.216924	0.565505	0.766234	true	1	0
9,000	true	false	false	true	1	22,500	2,400.3	Alone	Service	1	M	false	CL	Home	0.020713	13,207	2,088	448	1,877	true	false	false	Sales	3	3	3	12	true	true	0.458908	0.645689	0.621226	true	0	0
9,000	false	false	false	true	0	10,425.6	1,081.35	Alone	Service	1	M	false	CL	Home	0.025164	19,452	1,218	9,165	3,002	true	true	false	Sales	2	2	4	11	true	true	0.602185	0.435595	0.780144	true	1	0
15,750	false	false	false	true	1	27,900	3,324.15	Alone	Commercial	1	M	false	CL	Home	0.00702	10,484	3,187	8,448	2,147	true	false	false	Private service	3	2	1	10	true	true	0.351357	0.36563	0.728141	true	3	0
10,350	false	false	false	true	1	18,000	900	Alone	null	1	M	false	RL	Home	0.015221	10,952	2,470	10,908	476	true	false	true	Sales	3	2	4	11	true	true	0.395335	0.583852	0.441836	true	0	0
22,500	true	true	true	false	1	54,504	3,962.7	Relative	Commercial	1	M	false	CL	Home	0.04622	11,172	1,742	6,048	3,817	true	false	true	Core	3	1	5	9	true	true	0.202425	0.68375	0.773896	true	5	0
9,000	false	true	true	true	2	8,901.9	645.75	Kids	Commercial	1	M	false	CL	Home	0.02461	14,536	2,552	4,721	4,934	true	false	false	High skill tech	4	2	1	11	true	true	0.26632	0.658507	0.859924	true	1	0
13,500	false	true	true	true	1	25,470	3,035.7	Alone	Commercial	1	M	false	CL	Home	0.031329	15,566	4,042	3,678	4,455	true	false	false	High skill tech	3	2	1	9	true	true	0.647319	0.70704	0.835777	true	1	0
27,000	false	true	true	false	1	45,000	2,201.85	Alone	Service	2	S	false	CL	Home	0.035792	14,853	1,399	8,493	4,195	true	true	false	Drivers	2	2	5	15	true	true	0.27457	0.636613	0.495666	true	1	0
36,000	true	false	false	true	0	89,550	4,572	Alone	Service	2	D	false	CL	Home	0.028663	17,621	2,813	2,396	1,147	true	false	false	High skill tech	1	2	4	14	true	true	0.555797	0.66818	0.394495	true	3	0
25,200	false	true	true	true	0	90,000	4,608.45	Relative	Service	1	W	false	CL	Home	0.026392	15,252	2,963	1,137	4,376	true	false	false	Sales	1	2	6	12	true	true	0.761824	0.619348	0.661024	true	1	0
18,000	true	false	false	true	2	73,499.4	2,861.1	Alone	Govt Job	2	M	false	CL	Home	0.04622	13,925	944	934	5,227	true	false	true	Core	4	1	6	11	true	true	0.744469	0.670518	0.598926	true	0	0
24,750	false	false	false	false	0	29,851.2	2,007.9	Alone	Commercial	2	S	false	CL	Home	0.010032	10,782	714	9,679	504	true	false	false	Sales	1	2	2	8	true	true	0.533292	0.537407	0.212756	true	0	0
20,250	false	false	false	true	1	62,218.8	2,247.75	Alone	Service	1	W	false	CL	Home	0.010966	13,905	2,749	1,211	4,543	true	false	false	Waiters/barmen	2	2	2	13	true	true	0.539422	0.34157	0.749022	true	5	0
22,500	true	false	false	false	0	103,583.25	3,354.3	Alone	Commercial	1	M	false	CL	Home	0.022625	16,649	1,192	3,883	147	true	false	false	Managers	2	2	3	12	true	true	0.764155	0.707882	0.807274	true	3	0
24,750	true	false	true	true	1	83,538	3,883.95	Alone	Commercial	1	S	false	CL	Home	0.035792	12,480	389	6,200	1,112	true	false	false	Medicine	2	2	1	15	true	true	0.332736	0.674439	0.199771	true	0	0
27,000	true	false	false	true	1	67,500	3,375	Alone	Govt Job	2	M	false	RL	Home	0.032561	17,002	1,885	2,978	557	true	false	false	Managers	3	1	1	17	true	true	0.791666	0.701205	0.569149	true	4	0
63,000	false	true	true	false	0	90,000	4,500	Alone	Commercial	2	S	false	RL	Home	0.003541	20,991	1,845	807	4,166	true	false	false	High skill tech	1	1	5	13	true	true	0.786281	0.631366	0.3791	true	0	0
31,500	true	true	false	true	0	11,512.8	1,151.55	Relative	Service	2	S	false	CL	Home	0.032561	14,651	905	9,536	4,530	true	true	true	Drivers	1	1	4	15	true	true	0.53692	0.717973	0.347418	true	0	0
20,250	false	false	false	true	0	78,192	4,378.95	Alone	Service	2	S	false	CL	Home	0.011703	11,589	3,312	4,798	3,889	true	false	false	Core	1	2	5	14	true	true	0.654947	0.748665	0.657784	true	0	0
27,000	true	false	false	true	0	90,450	2,917.8	Alone	Commercial	2	M	false	CL	Home	0.028663	13,632	3,098	2,537	2,215	true	false	true	Managers	2	2	5	11	true	true	0.701153	0.672057	0.531686	true	0	0
38,250	true	true	true	true	1	100,692	5,154.3	Relative	Service	1	M	false	CL	Home	0.010643	12,750	425	7,741	4,862	true	false	false	Drivers	3	2	1	12	true	true	0.158543	0.56458	0.434733	true	2	0
21,600	true	false	false	true	0	36,000	1,598.85	Alone	Service	2	S	false	CL	Home	0.026392	16,486	4,687	3,656	22	true	false	false	High skill tech	1	2	5	17	true	true	0.693021	0.446641	0.621226	true	5	0
23,400	true	true	false	true	1	188,685	4,990.5	Partner	Service	1	M	false	CL	Home	0.010966	12,683	1,290	3,478	4,390	true	false	false	Private service	3	2	4	18	true	true	0.427122	0.754815	0.824595	true	0	0
15,750	true	false	false	true	1	22,500	2,076.75	Alone	Govt Job	2	M	false	CL	Home	0.008068	17,288	10,693	9,508	770	true	true	true	High skill tech	3	3	4	12	true	true	0.538063	0.243758	0.795803	true	0	0
13,500	true	false	false	true	0	31,410	1,703.7	Alone	Service	2	S	false	CL	Home	0.072508	10,002	251	4,632	1,272	true	false	true	Accountants	1	1	1	12	true	true	0.182299	0.436617	0.332851	true	0	0
11,250	false	false	false	false	1	33,750	1,687.5	Relative	Service	2	M	false	RL	Home	0.00496	16,520	4,644	8,207	52	true	false	false	Sales	3	2	5	19	true	true	0.592494	0.734508	0.572683	true	3	0
18,000	true	false	true	false	0	43,849.35	1,944.45	Alone	Service	1	W	false	CL	Office	0.010147	16,339	3,511	1,743	4,080	true	false	false	Sales	1	2	4	12	true	true	0.657426	0.534879	0.441836	true	1	0
11,250	false	false	true	true	1	18,000	900	Partner	Service	0	M	false	RL	Home	0.007305	13,227	516	3,251	4,659	true	false	false	Cleaning	3	3	6	9	true	true	0.491617	0.524458	0.349055	true	0	0
9,000	false	true	false	false	0	56,605.5	1,635.3	Alone	Service	1	M	false	CL	Rental	0.006305	19,431	2,379	9,703	2,970	true	false	false	Sales	2	3	5	4	true	true	0.591674	0.715692	0.77641	true	0	0
33,750	true	true	false	true	0	37,811.7	3,696.3	Alone	Commercial	2	S	false	CL	Home	0.006852	10,099	2,253	69	2,759	true	false	false	High skill tech	1	3	2	13	true	true	0.371173	0.630577	0.619528	true	0	0

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NBFI

The NBFI dataset from the Kaggle. Client default prediction.

Configuration	Task	Description
default	Binary classification	Has the client defaulted?

Usage

from datasets import load_dataset

dataset = load_dataset("mstz/nbfi")["train"]

Features

Feature	Type
`income`	`float32`
`owns_a_car`	`bool`
`owns_a_bike`	`bool`
`has_an_active_loan`	`bool`
`owns_a_house`	`bool`
`nr_children`	`int8`
`credit`	`float32`
`loan_annuity`	`float32`
`accompanied_by`	`string`
`income_type`	`string`
`education_level`	`float32`
`marital_status`	`float32`
`is_male`	`bool`
`type_of_contract`	`string`
`type_of_housing`	`string`
`residence_density`	`float32`
`age_in_days`	`int32`
`consecutive_days_of_employment`	`int16`
`nr_days_since_last_registration_change`	`int32`
`nr_days_since_last_document_change`	`int32`
`owned_a_house_for_nr_days`	`int32`
`has_provided_a_mobile_number`	`bool`
`has_provided_a_home_number`	`bool`
`was_reachable_at_work`	`bool`
`job`	`string`
`nr_family_members`	`int8`
`city_rating`	`int8`
`weekday_of_application`	`int8`
`hour_of_application`	`float32`
`same_residence_and_home`	`bool`
`same_work_and_home`	`bool`
`score_1`	`float32`
`score_2`	`float32`
`score_3`	`float32`
`nr_defaults_in_social_circle`	`int8`
`inquiries_in_last_year`	`float32`

Downloads last month: 28

Size of downloaded dataset files:

1.67 MB

Size of the auto-converted Parquet files:

602 kB

Number of rows:

8,308