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credit-card-clients

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train · 30k rows

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ID int64 1 30k	LIMIT_BAL float64 10k 1M	SEX int64 1 2	EDUCATION int64 0 6	MARRIAGE int64 0 3	AGE int64 21 79	PAY_0 int64 -2 8	PAY_2 int64 -2 8	PAY_3 int64 -2 8	PAY_4 int64 -2 8	PAY_5 int64 -2 8	PAY_6 int64 -2 8	BILL_AMT1 int64 -165,580 965k	BILL_AMT2 float64 -69,777 984k	BILL_AMT3 float64 -157,264 1.66M	BILL_AMT4 int64 -170,000 892k	BILL_AMT5 float64 -81,334 927k	BILL_AMT6 float64 -339,603 962k	PAY_AMT1 float64 0 874k	PAY_AMT2 float64 0 1.68M	PAY_AMT3 float64 0 896k	PAY_AMT4 float64 0 621k	PAY_AMT5 float64 0 427k	PAY_AMT6 float64 0 529k	default.payment.next.month int64 0 1
21,101	420,000	1	1	1	47	0	0	0	0	0	0	54,799	53,507	54,678	55,403	56,260	57,598	5,000	5,000	3,000	3,000	3,000	3,000	0
21,102	20,000	1	3	2	34	0	0	2	0	0	-2	6,569	6,939	4,679	2,960	0	0	2,449	0	1,000	0	0	0	0
21,103	200,000	1	2	2	40	1	2	2	0	0	0	193,773	196,323	181,932	132,127	132,245	138,104	7,350	261	6,206	5,006	9,406	6	1
21,104	80,000	1	2	1	45	0	0	0	0	0	0	34,905	35,923	37,339	38,419	39,316	35,902	1,600	2,000	1,703	1,600	1,400	10,350	0
21,105	270,000	1	2	2	45	1	-2	-1	-1	-1	-1	0	0	7,304	3,076	0	16,191	0	7,304	3,076	0	16,191	277	0
21,106	30,000	1	2	1	45	3	2	2	2	0	0	12,751	12,256	15,002	13,914	11,093	9,508	0	2,955	0	436	423	341	1
21,107	80,000	1	3	1	45	0	0	0	0	0	0	55,385	52,801	50,209	43,323	40,275	38,690	2,019	2,031	2,013	2,016	2,002	3,000	0
21,108	30,000	1	2	1	39	2	0	0	0	0	2	18,557	19,643	20,721	21,867	24,291	23,766	1,700	1,700	1,800	3,100	0	565	1
21,109	20,000	1	1	1	36	0	0	0	0	0	0	18,958	19,427	19,021	19,449	19,162	0	1,500	2,000	1,200	413	0	0	1
21,110	20,000	1	2	1	33	2	0	0	0	0	0	17,999	19,090	19,472	18,629	12,683	0	1,700	3,243	1,200	254	0	0	1
21,111	320,000	1	2	1	35	0	0	0	0	0	0	274,599	280,021	286,011	292,636	298,492	200,098	11,500	12,000	12,873	13,020	8,800	5,650	1
21,112	120,000	1	3	1	36	-2	-2	-2	-2	-2	-2	326	326	326	326	326	652	326	326	326	326	652	0	0
21,113	290,000	1	2	1	38	1	2	0	0	0	0	296,437	192,441	194,158	197,590	187,134	180,887	25	10,013	9,526	6,549	6,373	6,781	0
21,114	380,000	1	2	1	39	-2	-2	-2	-2	-2	-2	3,074	-18,618	-9,415	-9,415	-9,415	-9,415	9,203	0	0	0	0	8,000	0
21,115	480,000	1	1	1	49	0	0	0	0	0	0	376,186	389,822	401,982	410,694	407,436	407,809	20,000	18,000	15,000	15,000	14,000	13,000	0
21,116	350,000	1	2	2	47	0	0	0	0	0	0	190,211	191,582	163,154	299,409	250,584	249,412	8,239	8,902	213,103	9,036	10,022	9,027	0
21,117	220,000	1	1	2	36	-1	2	-1	-1	-1	-1	792	396	396	396	396	546	0	396	396	396	546	396	0
21,118	360,000	1	1	1	44	-2	-2	-2	-2	-2	-2	188	1,610	1,088	7,870	5,988	342	1,610	1,088	7,870	5,988	342	7,159	1
21,119	420,000	1	2	1	39	-1	0	-1	-1	0	0	22,219	22,423	4,889	14,373	12,881	3,690	7,573	4,913	14,415	6,930	709	104,259	0
21,120	160,000	1	1	1	40	0	0	2	2	-1	2	4,024	6,484	3,503	-473	3,757	3,286	3,000	0	0	4,700	0	3,000	1
21,121	30,000	1	1	2	47	2	2	0	0	0	2	26,413	25,690	26,719	27,774	28,809	30,399	0	1,445	1,500	1,500	2,200	0	0
21,122	170,000	1	2	2	31	0	0	0	0	0	0	8,024	9,338	11,673	12,770	12,971	13,312	1,610	2,500	1,600	711	700	700	0
21,123	710,000	1	2	1	38	0	0	0	0	0	0	67,061	64,374	62,858	69,207	73,333	121,892	10,045	10,008	10,019	10,202	70,001	10,030	0
21,124	350,000	1	2	2	34	-2	-2	-2	-2	-2	-2	2,184	1,445	2,424	4,582	5,600	2,927	1,445	2,424	4,584	5,610	2,927	1,298	0
21,125	230,000	1	2	1	36	0	0	0	0	0	0	4,761	5,786	7,676	9,877	10,181	12,472	1,110	2,000	2,500	1,000	2,472	1,000	0
21,126	30,000	1	2	3	40	2	0	0	0	0	2	2,922	3,869	4,890	5,975	6,474	6,225	1,000	1,090	1,175	600	0	1,000	0
21,127	360,000	1	1	1	38	-1	-1	-1	-1	-1	-2	475	-25	4,993	498	-2	-2	0	5,018	505	0	0	553	0
21,128	500,000	1	1	1	41	-1	-1	2	2	-1	2	390	780	390	0	3,280	2,500	780	0	0	3,280	0	0	0
21,129	380,000	1	1	1	34	0	0	0	0	0	0	124,486	106,065	97,979	100,599	81,087	82,793	3,563	3,385	4,074	2,592	2,696	3,569	0
21,130	240,000	1	2	1	37	1	2	0	0	0	0	211,808	208,892	213,637	216,754	219,276	223,920	2,000	9,600	8,500	6,500	6,500	7,520	0
21,131	100,000	1	1	2	41	0	0	0	0	0	0	31,452	32,453	33,490	34,926	35,771	36,366	1,527	1,564	2,000	1,426	1,320	1,333	1
21,132	200,000	1	2	2	38	0	0	0	0	0	0	176,579	180,233	184,262	178,674	181,318	179,477	6,589	7,074	7,870	7,028	6,768	5,906	1
21,133	500,000	1	1	2	35	-2	-2	-2	-2	-2	-2	5,925	11,175	21,176	5,086	9,552	14,389	11,194	21,193	5,094	9,563	14,403	5,233	0
21,134	220,000	1	3	1	48	-2	-2	-1	0	0	0	0	0	2,128	4,071	5,640	7,078	0	2,128	2,000	2,000	2,000	1,500	1
21,135	640,000	1	1	2	33	-1	-1	-1	0	0	0	21,189	4,242	32,110	62,649	63,218	53,151	4,258	32,120	34,000	5,037	0	13,855	0
21,136	340,000	1	3	2	34	0	0	0	0	0	0	334,628	328,749	285,399	248,984	251,047	255,303	16,040	14,000	11,000	9,200	10,000	9,500	1
21,137	400,000	1	1	2	48	0	0	0	0	0	0	112,789	115,910	120,657	122,338	124,145	113,477	5,000	6,624	5,200	3,826	3,363	3,398	0
21,138	200,000	1	1	1	39	-2	-2	-2	-2	-2	-2	8,852	3,103	2,005	15,776	2,696	6,147	5,585	2,015	15,854	2,709	6,178	16,961	0
21,139	20,000	1	2	1	41	0	0	0	0	0	0	9,632	10,676	13,702	14,713	15,068	15,425	1,208	3,234	1,245	600	600	600	0
21,140	210,000	1	1	1	35	-1	-1	-1	-1	-2	-1	205	0	775	0	0	635	0	775	0	0	635	0	0
21,141	280,000	1	3	2	35	0	0	0	0	0	0	275,659	265,870	269,140	272,665	159,017	88,321	10,932	12,011	10,807	4,306	4,023	5,387	0
21,142	150,000	1	2	2	36	0	0	0	0	0	0	149,931	152,915	149,867	144,731	147,661	149,949	5,500	5,513	5,200	5,200	5,400	6,000	0
21,143	50,000	1	1	2	36	0	0	0	0	0	0	45,010	45,785	36,131	29,374	27,059	27,627	1,919	1,789	1,442	967	1,003	1,030	0
21,144	60,000	1	2	1	36	0	0	0	0	0	0	37,129	37,593	37,841	38,634	28,811	28,907	1,602	1,989	1,782	1,169	1,196	1,152	1
21,145	60,000	1	3	1	36	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
21,146	200,000	1	2	1	45	0	0	0	0	0	0	197,600	200,378	162,374	154,234	143,953	147,834	10,265	6,061	7,048	5,016	10,294	5,136	0
21,147	30,000	1	2	2	35	0	0	0	2	2	-2	21,708	22,583	25,067	23,237	0	0	1,542	3,026	0	0	0	0	1
21,148	130,000	1	2	1	42	1	-2	-2	-2	-2	-2	-52	-52	-52	-52	-52	-52	0	0	0	0	0	1,000	1
21,149	140,000	1	2	1	39	0	0	0	0	0	0	136,032	139,118	134,651	135,350	129,135	132,035	5,400	5,000	6,000	4,700	5,000	5,400	0
21,150	280,000	1	2	2	39	0	0	0	0	0	0	273,651	279,296	282,851	251,648	255,697	261,691	11,128	11,234	11,002	10,000	10,000	10,000	0
21,151	110,000	1	3	2	44	0	0	0	0	0	0	102,274	103,275	105,225	83,722	78,894	74,659	3,734	3,653	2,914	2,627	2,624	4,138	0
21,152	130,000	1	1	2	42	-1	-1	-1	-1	-1	-1	836	836	836	836	836	836	836	836	836	836	836	836	0
21,153	110,000	1	2	1	48	0	0	0	0	0	0	92,806	91,217	89,757	136,859	60,276	48,652	5,000	4,087	64,142	2,038	1,763	2,500	0
21,154	320,000	1	1	1	38	0	0	0	0	0	0	18,924	21,589	23,926	31,161	32,234	35,688	3,000	3,000	8,000	1,900	4,000	1,600	0
21,155	490,000	1	1	2	41	0	0	0	0	0	0	345,075	354,273	57,454	59,860	29,377	30,478	10,000	4,000	3,500	978	1,500	3,500	0
21,156	360,000	1	1	2	45	-1	-1	-1	-1	-1	-2	287	29,646	9,251	18,860	-40	-40	29,794	9,297	18,954	0	0	0	0
21,157	280,000	1	1	1	37	2	-1	-1	-1	-2	-1	1,405	1,549	1,504	0	0	2,949	1,549	1,504	0	0	2,949	2,838	0
21,158	290,000	1	1	1	36	2	0	0	0	0	0	170,953	170,747	171,002	170,795	170,795	171,003	546	1,002	795	795	1,003	998	0
21,159	180,000	1	2	2	39	0	0	0	0	0	0	119,466	120,491	124,553	127,096	128,992	131,660	4,500	6,000	6,100	5,500	4,900	5,500	0
21,160	150,000	1	2	2	36	0	0	0	0	0	-1	32,263	26,283	17,897	10,945	5,174	1,910	3,000	1,305	1,637	350	1,910	0	0
21,161	260,000	1	2	1	44	-1	-1	-1	-1	-1	-2	11,506	973	1,183	2,270	0	0	975	1,186	2,287	0	0	2,580	0
21,162	90,000	1	3	2	34	0	0	0	0	0	0	74,012	76,777	78,594	39,209	40,057	40,744	4,600	4,300	2,700	1,500	1,400	2,000	0
21,163	20,000	1	3	2	35	0	0	0	0	0	0	16,958	17,028	15,421	13,895	11,592	11,433	1,699	1,600	2,000	1,000	1,500	1,000	0
21,164	180,000	1	1	2	34	-1	-1	-1	-1	-1	-1	4,400	2,990	3,762	5,231	2,092	3,395	3,018	3,772	5,254	2,098	3,403	215	0
21,165	230,000	1	2	2	36	-1	-1	-1	-1	0	0	182	1,407	0	2,458	2,458	2,458	1,407	0	2,458	0	0	0	0
21,166	260,000	1	1	1	38	3	2	2	-2	-2	-2	2,500	2,500	0	0	0	0	0	0	0	0	0	0	1
21,167	150,000	1	1	2	31	3	2	2	0	0	-1	125,086	121,521	67,164	54,078	9,778	389	4,967	65	1,346	5,051	8,601	4,435	1
21,168	480,000	1	1	1	44	-1	-1	-1	-1	-1	-1	634	144	213	2,133	3,086	0	144	213	2,133	3,086	0	930	0
21,169	110,000	1	2	1	45	0	0	2	0	0	0	112,987	110,899	111,642	109,584	50,281	49,373	7,000	4,000	2,975	22,000	1,726	6,000	1
21,170	150,000	1	1	1	49	0	0	0	2	0	0	20,604	21,614	24,535	23,778	24,255	24,630	1,359	3,280	0	1,000	750	681	0
21,171	170,000	1	1	2	42	0	0	0	0	0	0	166,708	85,607	88,228	91,719	97,759	99,905	4,000	4,000	5,000	7,500	4,000	5,000	0
21,172	50,000	1	2	2	44	0	0	0	0	0	0	49,699	49,685	28,637	38,137	27,128	29,992	2,300	1,487	21,704	3,000	15,000	18,300	0
21,173	400,000	1	5	2	40	0	0	0	0	0	0	178,069	181,613	186,905	188,959	183,659	96,385	6,496	8,214	6,621	3,400	3,541	6,000	0
21,174	430,000	1	3	2	47	1	-1	-1	-1	-1	-1	-18	6,390	8,833	9,906	14,239	9,562	6,408	8,840	9,954	14,285	9,584	26,023	0
21,175	300,000	1	1	1	40	-1	-1	-2	-2	-2	-2	4,950	-337	-337	-337	-337	-337	0	0	0	0	0	2,000	0
21,176	40,000	1	1	1	33	0	0	2	2	2	3	21,107	23,837	23,173	24,476	26,775	26,069	3,400	0	2,000	3,000	0	0	0
21,177	180,000	1	2	1	45	0	0	0	0	0	0	130,950	119,109	119,166	121,661	122,244	119,536	6,000	6,000	6,000	5,000	4,200	3,862	0
21,178	300,000	1	3	2	31	0	0	0	0	0	0	80,928	82,690	84,462	86,263	87,238	89,176	4,000	4,000	4,100	3,300	3,500	3,500	0
21,179	20,000	1	2	3	49	0	0	0	0	0	0	16,336	17,354	18,376	18,253	18,458	19,197	1,294	2,316	1,256	1,000	1,000	800	1
21,180	230,000	1	3	2	32	-1	-1	-1	-1	-1	0	326	326	326	326	677	351	326	326	326	677	0	514	0
21,181	180,000	1	1	1	46	0	0	0	0	0	0	178,517	130,975	135,592	107,315	56,274	57,608	5,000	7,000	5,200	2,000	2,060	2,000	0
21,182	50,000	1	2	2	36	1	2	2	2	2	2	19,649	20,526	19,909	22,096	22,438	21,941	1,500	0	2,531	1,000	0	2,000	1
21,183	160,000	1	1	1	37	0	0	0	0	0	0	16,750	9,715	5,140	5,379	3,183	5,120	1,100	1,500	1,500	1,000	2,000	4,000	0
21,184	100,000	1	2	2	43	-1	0	0	0	0	0	6,768	13,054	10,489	16,146	25,053	27,671	10,015	3,018	10,002	10,007	5,018	3,438	0
21,185	140,000	1	2	1	35	0	0	0	0	0	0	135,227	134,215	102,002	101,046	98,880	96,884	5,304	5,033	4,000	5,017	5,041	4,003	0
21,186	70,000	1	3	1	30	0	0	0	2	0	0	67,730	67,021	67,328	60,962	61,146	56,066	3,000	6,006	0	1,900	2,000	2,000	0
21,187	400,000	1	1	2	32	0	0	0	0	0	0	55,773	55,917	51,389	48,272	49,478	51,242	3,028	3,023	3,000	3,000	3,000	38,662	0
21,188	330,000	1	1	1	35	-1	-1	-1	-1	-1	-1	3,888	14,704	2,533	10,664	1,560	34,847	14,782	2,544	10,715	1,566	34,865	7,273	0
21,189	130,000	1	2	1	39	0	0	0	0	0	0	103,566	105,797	102,729	104,761	87,660	92,123	3,969	3,823	3,836	3,345	9,116	0	1
21,190	410,000	1	1	1	46	-2	-2	-2	-2	-2	-2	8,756	1,237	11,912	4,922	766	640	1,237	11,912	4,922	766	640	6,171	0
21,191	350,000	1	2	2	36	0	0	0	0	0	0	15,061	23,719	36,582	40,452	15,203	20,596	10,000	16,000	6,000	314	10,000	7,000	0
21,192	360,000	1	1	2	35	0	0	0	0	0	0	41,327	47,751	48,521	79,788	63,835	44,164	20,059	13,043	40,528	10,157	12,068	8,060	0
21,193	90,000	1	2	1	41	-2	-2	-2	-2	-2	-2	188	188	188	1,708	1,783	3,933	188	188	1,708	1,783	3,933	10,754	0
21,194	100,000	1	2	1	46	-1	-1	0	-1	-1	-1	390	3,505	5,695	3,480	2,949	477	3,505	2,695	3,480	2,949	477	1,753	0
21,195	200,000	1	2	2	36	0	0	0	0	-2	-2	193,097	199,873	205,150	0	0	0	10,000	10,000	0	0	0	0	0
21,196	20,000	1	2	1	38	0	0	0	0	0	2	5,705	6,715	7,736	8,745	9,394	9,101	1,266	1,287	1,296	945	0	481	1
21,197	230,000	1	2	1	35	0	0	0	0	0	0	170,413	166,858	170,323	172,136	175,550	179,291	5,976	6,158	6,247	6,276	6,562	7,769	0
21,198	20,000	1	2	1	31	0	0	0	0	0	0	18,764	19,750	19,848	20,570	19,980	19,990	1,610	1,488	1,600	400	400	400	0
21,199	130,000	1	2	2	31	3	2	2	3	3	2	300	300	300	300	300	150	0	0	0	0	0	1,000	1
21,200	150,000	1	3	2	32	0	0	0	0	0	0	150,201	125,858	105,266	51,456	35,288	29,818	5,039	4,030	1,500	706	1,000	0	0

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