Datasets:

jason1966
/

ahammadmejbah_financial-risk-classification

age int64	annual_income float64	education_years int64	work_experience_years int64	credit_score float64	loan_amount float64	loan_duration_months int64	interest_rate float64	debt_to_income_ratio float64	monthly_expenses float64	savings_balance float64	investment_balance float64	number_of_dependents int64	employment_stability_years int64	housing_status_score int64	marital_status_score int64	health_risk_index float64	insurance_coverage_score int64	spending_score int64	online_activity_score int64	device_usage_hours float64	location_risk_index float64	previous_default_count int64	financial_literacy_score int64
19	51,140.401281	10	21	724.748104	3,899.654973	60	9.577176	0.733655	2,704.1611	11,805.190405	16,519.335197	2	9	5	3	0.69256	3	68	12	7.289109	0.54008	1	68
24	69,028.631473	8	19	655.666339	21,084.032813	48	8.38383	0.798551	2,611.106393	16,913.190258	7,685.012618	2	25	1	1	0.469194	3	62	5	5.108674	0.00739	0	92
44	55,186.372954	10	1	821.874508	28,297.796011	24	7.321765	0.454056	2,442.756164	15,841.84867	32,653.859574	2	22	3	1	0.001102	2	20	16	2.906073	0.704191	1	52
31	61,403.651502	12	16	715.445294	38,358.635271	12	5.997473	0.579187	2,369.382349	10,444.248233	29,316.393896	5	15	5	2	0.75359	2	65	80	2.938127	0.701259	0	88
31	42,536.55985	9	19	850	46,599.675272	36	9.115591	0.135722	2,052.929537	9,150.893057	34,101.514752	4	19	1	1	0.364849	5	98	96	5.440193	0.524457	0	58
47	48,574.341389	16	31	665.42699	1,000	12	3.731231	0.747618	2,956.561362	3,961.489022	18,800.363249	3	24	5	2	0.676471	3	81	40	4.642627	0.726637	1	44
46	56,280.909775	8	32	643.35554	27,340.800714	48	12.492621	0.261874	2,010.635316	26,158.280954	7,508.864586	2	16	1	3	0.866223	5	13	22	0.930188	0.390073	0	40
23	80,746.266234	14	0	702.159401	34,547.177086	60	5.052901	0.14155	1,938.611672	16,237.201139	18,505.649509	4	6	2	3	0.715068	1	41	31	5.042803	0.585882	0	24
30	52,653.388277	19	26	700.056778	34,487.723928	12	15.58601	0.056554	1,609.162038	11,303.954286	6,027.136828	4	20	5	3	0.966961	2	40	53	3.458382	0.461677	0	12
46	35,315.424156	11	15	571.402733	27,099.229975	36	7.232931	0.764854	1,693.493904	16,746.592334	25,715.260226	2	9	5	1	0.750978	5	26	74	11.733926	0.538515	0	73
20	72,012.064918	18	26	702.871185	20,288.595645	36	17.436451	0.458234	2,038.789173	23,024.538216	6,534.122595	2	6	5	3	0.131495	1	66	30	6.52606	0.942844	0	76
31	79,471.924216	18	0	627.225095	20,393.89685	24	13.75296	0.317148	2,499.174635	29,090.436436	34,662.754548	3	4	1	1	0.235282	3	25	30	8.817985	0.521485	1	95
45	54,776.379668	9	11	815.124688	27,921.026721	12	10.726236	0.119222	2,677.696257	24,971.138445	33,745.501032	1	7	4	1	0.629025	3	88	61	9.84938	0.439049	0	20
50	61,363.127168	9	2	718.730339	17,167.723581	60	3.423076	0.440183	1,393.266233	28,938.083581	29,422.11713	3	10	3	2	0.048692	1	13	46	1.909842	0.707639	0	30
25	66,647.402764	14	14	680.520531	24,292.818477	48	6.290163	0.434217	2,447.818489	0	14,370.920834	5	24	1	1	0.950104	1	2	20	9.880898	0.378481	0	61
50	36,032.991329	18	7	608.277215	45,283.40695	24	12.739179	0.519334	3,879.287061	12,184.800071	44,322.847873	3	22	4	1	0.727614	2	6	69	0.50322	0.272671	1	34
25	53,708.766769	19	32	680.339463	41,345.665395	48	10.383176	0.665302	1,901.237783	6,717.419843	11,609.874897	5	1	1	1	0.491456	3	49	73	1.434579	0.46906	0	54
38	58,196.132768	16	28	731.44849	47,465.143086	48	9.069458	0.37503	3,705.768949	19,077.308278	0	0	9	5	1	0.301233	1	60	95	8.072281	0.334428	0	61
51	81,626.338524	11	6	759.822932	17,769.065278	12	7.916534	0.666988	3,344.694357	20,143.993386	27,338.785644	5	27	5	2	0.094154	3	26	72	6.157782	0.034149	0	83
56	68,425.627317	18	3	570.182969	1,000	48	5.464302	0.675994	1,307.841289	17,576.040889	17,120.367187	0	13	5	3	0.370059	2	51	74	6.413619	0.116153	0	60
43	83,907.341708	19	13	657.91639	1,000	24	7.747599	0.505827	2,067.850645	22,618.70403	22,915.133713	5	28	1	2	0.065067	2	60	53	6.891476	0.87439	0	88
22	62,964.945628	18	4	702.036035	53,188.142827	12	7.423168	0.637559	2,367.069549	6,785.601997	24,873.962032	3	6	3	2	0.06883	2	40	47	4.791222	0.644538	1	91
35	81,929.480214	19	4	657.803622	31,292.239732	12	12.351536	0.869999	5,295.999796	30,776.613523	33,526.343803	4	14	2	2	0.591671	4	30	75	0.802165	0.632129	0	42
27	65,535.682733	18	19	640.669406	35,358.47454	12	7.803869	0.378942	1,995.394159	24,144.398033	0	2	28	2	1	0.892879	3	3	50	11.617755	0.179919	0	15
33	48,595.994707	14	3	632.196132	47,007.120776	60	11.061877	0.156182	1,843.743779	1,306.212301	2,400.467871	3	16	1	1	0.040479	2	59	30	2.70998	0.5745	0	28
47	64,564.523728	13	23	687.869481	5,700.370642	60	15.787222	0.190173	1,611.383707	29,582.918371	20,477.730815	5	29	5	2	0.096901	4	100	9	1.446788	0.793592	0	28
38	63,355.780679	9	22	613.487544	43,154.376029	36	17.129298	0.397196	2,138.553706	14,695.88845	24,766.734775	3	7	3	2	0.670115	1	2	12	8.393602	0.439239	0	73
59	67,049.674141	17	6	668.517475	46,377.378772	12	17.674355	0.059041	2,581.171082	21,415.959987	35,787.558781	4	8	2	3	0.681826	3	65	3	9.424109	0.695532	2	31
49	101,397.473252	15	10	720.366831	11,299.818675	60	5.203324	0.524996	2,141.553452	24,774.895052	21,151.553647	0	5	1	1	0.333718	4	69	45	10.511069	0.452732	0	52
47	84,398.086108	19	17	692.665208	34,282.026235	24	14.656743	0.668977	2,455.594024	21,981.731603	13,612.208189	0	22	1	1	0.700715	1	91	84	7.528097	0.796411	1	50
24	86,004.263125	13	0	620.788939	12,593.280876	12	15.512693	0.800605	1,946.386626	17,801.367571	28,799.223192	3	5	4	1	0.116331	5	16	94	8.295517	0.277245	1	20
58	55,634.154742	10	12	702.525922	20,680.045062	12	17.434412	0.592064	1,269.244175	6,667.292701	14,057.686091	2	2	1	3	0.247089	5	78	98	1.300741	0.044261	0	18
18	21,905.537805	11	8	637.060431	18,298.2006	48	15.741569	0.360876	3,111.125379	10,015.74528	8,612.465559	4	11	5	1	0.776212	2	18	52	3.84408	0.79201	1	95
33	80,822.784329	15	30	639.222457	31,634.781021	60	14.629847	0.387057	1,432.023485	11,904.434031	23,290.253301	4	2	3	1	0.219706	4	60	94	5.259005	0.288704	0	27
21	70,650.563547	15	37	672.399386	27,026.006572	12	12.543937	0.622824	333.444856	14,153.39278	11,350.148572	1	13	2	2	0.587431	3	79	67	7.665289	0.374361	1	12
54	24,423.430365	15	34	760.335657	32,741.977051	12	14.719242	0.685903	3,197.917482	13,556.56115	2,347.77164	2	14	3	2	0.044607	4	90	20	3.960462	0.475276	0	34
51	75,281.093989	14	4	659.555558	15,789.214362	12	9.718022	0.38767	2,505.737085	13,177.252592	12,115.135836	5	16	3	1	0.827556	2	52	19	3.518151	0.203051	1	53
55	59,430.838945	16	14	662.364999	29,450.94142	12	15.259177	0.549191	1,354.089742	25,921.408521	45,276.800071	0	27	4	1	0.885166	4	54	60	5.273944	0.102837	0	97
27	51,578.776661	18	37	727.90466	38,341.561978	12	15.851782	0.722156	1,267.683304	19,559.787782	39,987.484976	0	1	5	3	0.589428	4	79	62	2.471915	0.91388	0	62
42	75,850.814691	13	6	778.591318	39,783.575953	12	4.274216	0.188832	2,422.521731	18,491.686972	13,867.182684	5	26	2	1	0.724765	5	25	92	2.257523	0.976701	0	24
37	35,327.192181	12	5	582.444723	23,637.906835	12	16.337043	0.192704	2,436.747938	2,860.633221	3,474.690245	0	2	5	3	0.688456	4	87	6	10.947375	0.400694	0	56
52	74,754.324159	13	21	736.424538	34,577.194252	48	9.816534	0.473102	1,732.585691	0	22,361.831158	3	14	5	1	0.164873	2	91	18	4.641193	0.475964	0	57
53	74,941.797743	12	13	716.51896	24,165.211676	24	6.698331	0.883915	2,966.921012	4,795.232236	4,975.740769	0	10	3	2	0.086292	2	75	1	4.437601	0.196794	0	55
42	62,098.873165	18	2	664.108257	47,551.760755	12	14.170073	0.372118	1,305.295666	24,623.253031	13,124.684732	0	25	4	3	0.235374	4	45	56	7.522477	0.359516	0	62
49	59,341.628016	16	23	639.541998	31,542.381165	60	7.771379	0.186508	3,359.26684	22,213.762299	25,124.970409	4	17	2	3	0.060785	1	35	42	7.754973	0.377247	1	76
21	57,518.47736	15	29	748.141401	46,482.664031	48	8.273622	0.612598	2,157.441788	0	42,992.416166	5	24	4	1	0.985083	4	1	84	2.326924	0.747815	1	82
27	52,743.283569	17	28	771.498786	7,907.025144	36	3.382301	0.313521	2,339.646214	25,384.799702	23,407.384594	1	0	1	2	0.638443	5	9	37	1.405173	0.81513	0	79
56	67,658.298474	14	27	646.129401	16,687.306248	12	3.34364	0.275968	1,160.571242	7,842.292692	5,084.393566	1	29	3	2	0.912972	5	11	99	10.737107	0.650564	0	32
50	71,138.266762	12	19	533.865619	13,647.896129	60	9.123321	0.182584	1,973.026654	19,186.450656	18,636.498661	1	20	1	2	0.604103	1	86	24	8.50365	0.488355	1	49
63	58,246.946477	14	21	582.371666	25,016.595795	24	15.000757	0.641416	2,934.389942	0	0	5	27	5	3	0.07151	4	99	80	3.694887	0.528045	0	52
55	84,111.698564	17	37	690.641281	35,210.574373	12	9.475512	0.746725	1,955.361274	19,483.893018	28,122.609704	4	9	3	2	0.074576	4	88	58	5.172674	0.956694	0	73
40	55,756.373853	16	26	717.16164	5,511.265904	36	16.970508	0.432114	3,515.607834	6,620.86671	20,019.492912	1	10	3	3	0.754193	3	45	87	4.79454	0.220368	0	42
42	60,892.28939	11	14	702.060715	22,629.050818	12	13.94049	0.246701	1,369.096546	11,096.247823	31,625.250025	1	23	2	2	0.734934	2	78	72	7.717387	0.075297	0	17
33	51,108.758447	16	8	658.815127	23,497.22665	24	14.529474	0.076868	4,305.294368	22,426.046758	30,473.871207	1	24	5	2	0.835011	3	69	100	5.248058	0.785353	0	60
29	75,139.328973	12	2	640.862235	39,859.150249	12	3.030719	0.288647	2,488.08387	24,003.298653	0	0	22	3	3	0.91222	2	25	69	7.526787	0.862693	0	67
29	48,418.537814	18	17	661.557596	26,333.857463	24	15.292422	0.223276	3,659.91531	25,463.568522	27,189.65201	3	9	5	1	0.760424	1	1	94	7.343397	0.305172	1	63
47	52,830.53658	17	38	642.993414	20,771.136212	60	17.565003	0.609477	2,319.904136	0	344.995724	2	18	5	2	0.366055	3	94	65	4.231912	0.450374	2	67
30	61,508.329953	18	7	688.218754	9,949.323891	12	14.690327	0.221283	3,308.877049	27,062.116263	19,101.423031	1	25	4	3	0.918582	2	2	34	0.631146	0.718412	0	23
32	58,977.372734	13	5	679.088737	16,962.34292	12	9.032424	0.594208	2,655.683381	19,359.602566	13,620.977893	2	11	1	1	0.408747	1	23	67	2.103607	0.260583	0	14
25	86,097.511434	14	10	637.150905	28,653.660072	60	5.421332	0.856971	1,923.749745	23,624.011755	35,731.27632	4	5	3	1	0.804176	5	21	81	5.360328	0.792982	0	18
50	51,376.496633	17	34	617.926088	19,416.354171	60	3.586652	0.0712	3,309.749302	14,173.642954	19,724.661704	1	23	5	3	0.255516	4	77	39	9.078414	0.047807	3	83
25	69,999.285149	16	15	767.9425	25,269.668955	60	16.316636	0.636254	2,745.336681	16,406.228033	18,510.297568	4	11	3	2	0.506669	3	68	97	7.685392	0.680665	1	53
20	61,249.10707	8	21	642.118254	19,311.891313	48	9.856049	0.194703	1,987.302457	25,775.029899	30,418.066506	5	29	2	2	0.591097	5	35	39	8.033866	0.9611	1	17
38	76,050.235487	8	24	671.054107	27,876.197326	60	3.308376	0.56815	2,223.268094	13,155.966161	23,823.770267	2	11	2	1	0.50425	3	65	18	7.031649	0.190964	0	10
54	46,018.691183	17	33	769.198255	35,490.138659	24	11.906179	0.743667	2,342.566933	9,274.589764	35,898.267527	5	16	1	2	0.975902	4	90	54	1.392858	0.733708	1	77
50	36,543.215521	11	17	612.610201	31,892.371574	12	14.351485	0.281335	2,015.559387	7,062.759354	15,814.334717	4	26	2	1	0.548598	5	6	91	3.699637	0.920123	0	100
38	18,008.000395	18	4	720.620785	23,741.351823	12	6.823132	0.871803	2,798.890515	11,206.187773	4,717.019955	0	23	4	1	0.627478	4	35	38	5.046696	0.55428	1	20
51	36,614.008169	10	33	727.347679	29,971.747495	60	5.46101	0.73179	1,677.984308	4,847.108176	18,492.097274	5	0	4	3	0.400888	2	96	63	6.700913	0.874227	0	100
20	75,687.853333	10	22	666.963833	13,389.290544	36	13.347736	0.423718	1,058.40114	29,132.940837	46,945.924627	2	14	5	1	0.845511	5	34	23	2.846936	0.634419	1	11
33	82,971.195782	18	21	677.666984	7,275.817795	48	8.280654	0.722426	1,257.729782	8,173.363117	12,370.343911	5	1	5	1	0.436241	5	90	70	3.860734	0.89657	1	53
18	72,356.25317	15	9	731.47056	25,996.013267	48	12.086467	0.237274	4,086.20607	31,456.616046	47,511.618848	5	19	2	1	0.388143	4	40	75	9.02774	0.945972	0	63
32	57,443.29498	17	12	659.596072	46,861.657592	60	8.259028	0.390225	3,120.914352	18,923.71019	18,101.568207	1	24	3	3	0.570149	5	85	1	2.563356	0.199064	0	52
61	53,014.740066	8	13	698.041015	43,735.134829	48	15.904828	0.875904	2,717.470631	15,638.277111	42,894.937624	1	25	4	1	0.193617	3	18	91	10.481992	0.823053	0	53
51	70,736.55407	19	7	667.852917	43,309.51543	36	9.86796	0.178761	1,452.493122	19,161.608697	11,712.229184	1	14	2	3	0.763027	5	75	4	7.80132	0.166639	1	94
32	50,905.365244	14	9	690.977892	44,062.907142	12	11.612872	0.504459	2,882.942245	3,665.532248	2,354.950034	5	28	4	2	0.393036	2	15	1	5.886523	0.158886	1	19
48	65,476.876845	18	0	546.202943	30,804.572303	36	15.533456	0.118625	3,093.139541	20,090.933012	4,647.879804	0	25	4	1	0.855393	1	75	97	4.014488	0.445096	2	65
50	63,244.598117	9	0	556.951999	10,224.798229	24	10.237924	0.367284	3,351.866571	14,564.404551	27,020.583091	0	8	3	1	0.274503	3	31	81	3.187279	0.610281	0	96
21	39,813.71907	9	18	756.869022	27,975.680078	24	6.722926	0.313626	1,660.551928	9,588.013547	36,312.098924	4	8	4	3	0.948407	3	68	50	8.911778	0.8063	0	62
37	83,723.502018	9	4	732.502651	17,280.754863	60	14.555404	0.714099	1,941.165773	28,440.215439	37,120.691367	1	24	5	3	0.341271	1	48	38	8.30294	0.876446	1	91
20	57,277.231932	12	37	686.182924	1,000	12	9.290535	0.140096	2,929.802986	21,379.748531	44,756.559013	5	2	5	1	0.101695	2	86	91	7.447459	0.112458	0	1
43	49,288.635116	18	33	651.704118	23,725.895647	36	7.77014	0.349233	2,448.591416	25,531.887994	41,295.390755	2	0	3	1	0.775558	5	49	45	4.113594	0.872307	0	43
23	60,067.091488	14	18	625.400814	23,895.645176	48	3.260894	0.793192	3,748.827372	8,504.149465	13,115.848104	5	14	2	1	0.188386	2	73	20	8.919924	0.325796	2	75
55	56,168.252473	18	21	635.607881	14,133.069024	60	3.384082	0.572833	1,974.75384	27,669.237255	18,305.554886	4	16	2	2	0.452593	5	27	5	4.308823	0.839754	0	55
32	49,538.750661	17	36	688.874053	59,622.963015	12	6.058113	0.227195	1,094.785494	29,844.836997	26,185.273794	0	23	5	1	0.069508	3	88	3	7.055924	0.985818	1	11
57	44,017.739427	14	31	712.868113	12,868.013469	36	9.760575	0.632125	2,100.805896	18,457.530718	13,853.478687	5	25	4	1	0.111053	5	77	48	4.675342	0.205036	0	10
62	65,322.937572	14	32	725.001717	18,025.829883	48	3.391383	0.626379	1,965.509011	0	18,480.768896	2	27	3	3	0.33081	2	92	82	2.212601	0.662697	0	48
41	68,064.275381	18	21	747.777913	28,661.534912	48	9.473267	0.884603	2,152.723744	0	42,333.865828	1	23	2	3	0.398983	2	87	29	8.528413	0.197391	0	74
21	47,748.588204	8	6	762.247994	57,606.954782	24	3.80825	0.058013	1,760.971056	9,870.663328	22,370.447594	5	21	3	2	0.678248	3	45	48	9.401849	0.519184	0	69
39	73,966.920965	10	13	763.70317	35,028.870648	12	10.315709	0.118139	2,129.242796	8,690.985752	20,047.44616	5	25	4	3	0.74921	5	81	15	11.664675	0.892573	0	6
51	54,565.116234	17	29	713.584794	47,513.147684	60	4.967414	0.1803	3,006.887105	12,650.428414	30,394.773817	0	2	4	2	0.281132	2	46	47	10.722199	0.213644	0	14
55	55,522.783704	10	30	635.070723	14,101.842273	60	14.921784	0.275855	3,140.640227	8,265.361745	28,004.301478	0	7	2	2	0.017188	3	77	26	4.476458	0.88732	0	39
47	67,207.673879	13	8	648.896893	21,772.864725	48	10.700586	0.206393	3,092.832785	18,688.834393	20,143.118603	3	20	2	2	0.8691	3	36	1	3.147567	0.617184	0	84
35	41,551.220328	15	18	690.327364	24,437.730852	24	4.506768	0.460849	2,792.137596	18,829.79322	16,254.400181	1	5	2	2	0.985785	5	54	28	7.428411	0.791758	2	43
52	65,350.171341	12	0	609.815208	25,165.703846	48	7.889132	0.070889	300	16,420.422007	17,688.656094	1	2	3	1	0.427882	2	48	69	4.305044	0.159007	0	4
31	65,825.175044	11	20	772.808116	18,420.059225	12	5.482238	0.62198	4,052.574708	1,809.819573	38,567.370789	1	22	2	2	0.413656	4	2	60	10.66027	0.495525	1	81
40	74,820.195822	14	23	682.351797	57,621.336126	60	4.406008	0.703013	1,803.239758	24,167.645237	39,493.277229	5	21	4	1	0.478882	4	31	33	0.628708	0.168689	1	56
39	81,184.755121	9	13	723.671751	25,042.567516	12	10.63485	0.868283	2,789.39053	22,359.862696	41,601.681267	5	13	2	2	0.654611	3	23	97	1.603241	0.000068	0	54
53	88,331.930241	9	7	729.782888	25,139.120507	60	9.4303	0.607583	1,820.311697	15,369.619128	19,260.807065	4	25	3	3	0.408104	5	61	30	11.996001	0.776009	1	79
37	74,762.316474	17	23	660.48143	34,209.435424	36	4.639569	0.758831	3,191.457572	12,341.98796	28,475.345659	3	11	3	2	0.719448	4	96	96	7.277055	0.542776	0	48
26	42,375.978238	17	25	659.609714	28,166.679583	12	8.956516	0.85656	2,177.126735	20,887.242132	38,079.113761	1	23	5	2	0.756536	5	28	46	4.709911	0.74421	0	99

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Financial Risk Classification

A synthetic dataset for supervised learning using Logistic Regression, KNN, and

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Source: Kaggle
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Financial Risk Classification Dataset.csv

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