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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
28,601	130,000	2	3	2	40	0	0	0	0	-2	-2	98,874	99,363	101,618	-32	-32	-32	5,000	5,000	3,000	0	0	1,000	0
28,602	200,000	2	2	1	41	0	-1	-1	-1	0	0	6,981	678	1,287	54,531	55,229	56,836	1,000	1,350	54,531	2,200	2,500	2,300	0
28,603	200,000	2	3	0	37	1	-1	-1	-1	-1	-1	0	35,000	5,000	4,000	22,800	5,716	35,000	5,000	4,000	22,800	5,716	0	0
28,604	110,000	2	3	0	44	2	2	2	2	2	2	38,639	39,694	40,752	41,476	42,090	43,059	2,000	2,000	1,700	1,600	1,800	1,800	1
28,605	30,000	2	3	1	45	2	-1	-1	2	0	0	15,667	12,110	14,904	14,340	15,131	16,909	12,110	3,000	0	1,000	2,000	0	1
28,606	30,000	2	2	1	42	0	0	0	0	0	0	22,943	47,912	25,023	25,768	26,410	27,960	1,700	1,755	1,500	1,000	1,909	1,000	0
28,607	100,000	2	2	1	41	-1	-1	-1	-1	-1	0	621	0	368	0	1,900	1,900	0	368	0	1,900	0	1,145	0
28,608	360,000	2	2	1	44	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
28,609	140,000	2	2	1	38	0	0	2	0	0	0	84,539	96,604	90,785	95,736	95,912	97,070	18,000	0	10,000	5,000	6,000	6,000	0
28,610	50,000	2	3	1	47	0	0	0	0	0	0	34,740	9,769	9,899	11,017	13,460	15,529	4,000	2,000	2,000	3,000	4,000	846	0
28,611	70,000	2	3	1	35	-1	-1	-1	-1	-1	-1	1,473	1,473	390	390	1,311	1,933	1,473	390	390	1,311	1,933	0	0
28,612	60,000	2	3	2	48	2	2	0	0	0	0	48,094	43,533	39,252	38,051	37,988	38,725	0	1,700	1,700	2,000	1,500	1,600	0
28,613	360,000	2	3	2	39	1	-2	-2	-2	-2	-2	0	0	271	-1	560	0	0	271	0	561	0	0	0
28,614	240,000	2	1	1	40	1	-1	-1	-1	-1	-1	0	9,965	4,100	4,100	4,100	4,100	9,965	4,100	4,100	4,100	4,100	4,732	0
28,615	200,000	2	1	2	30	-2	-2	-2	-2	-2	-2	896	896	670	6,220	8,536	23,040	900	674	6,450	8,579	23,155	16,072	0
28,616	100,000	2	3	1	35	0	0	0	0	0	0	91,518	76,621	78,265	82,808	83,869	85,191	3,000	4,000	8,000	4,000	3,500	3,600	0
28,617	50,000	2	2	1	41	0	0	0	0	0	0	9,172	10,184	11,204	12,214	12,458	12,719	1,172	1,192	1,202	446	462	464	0
28,618	100,000	2	2	2	41	0	0	0	0	0	0	98,075	96,813	85,590	79,747	70,468	63,235	3,600	3,289	2,632	2,449	2,300	2,539	0
28,619	270,000	2	4	2	42	-2	-2	-2	-2	-2	-2	14,352	1,843	9,190	2,072	637	238	1,859	9,190	2,072	637	238	0	0
28,620	50,000	2	3	1	48	0	0	0	0	0	0	47,945	35,712	23,177	8,550	6,373	5,848	4,100	1,150	1,200	1,000	1,000	1,500	0
28,621	300,000	2	2	1	41	-1	-1	-1	-1	-1	-1	5,511	1,982	2,263	7,412	5,113	4,121	1,982	2,267	7,523	5,113	4,121	6,532	0
28,622	50,000	2	2	1	40	0	0	0	0	0	0	31,934	32,711	34,061	32,672	32,479	33,431	2,000	3,000	3,000	3,000	2,000	1,000	1
28,623	80,000	2	3	1	41	0	-1	-1	-1	-1	-1	42,124	1,833	2,446	834	1,596	855	1,835	2,458	834	1,600	855	0	0
28,624	200,000	2	1	1	31	0	0	2	2	0	0	76,621	82,105	80,662	75,942	74,090	72,679	6,808	3,300	0	2,720	2,700	2,700	0
28,625	340,000	2	2	2	31	5	4	4	3	2	0	589,654	581,775	572,677	384,060	304,508	247,178	3,000	0	0	1,000	4,320	287,982	1
28,626	310,000	2	1	1	31	-2	-2	-2	-2	-2	-2	0	0	24,480	0	0	1,635	0	24,480	0	0	1,635	3,008	0
28,627	80,000	2	2	2	31	0	0	0	0	-1	-1	15,633	17,536	17,495	13,198	10,287	3,275	2,302	1,774	1,000	10,287	3,295	4,122	0
28,628	210,000	2	1	2	31	-1	-1	-1	-1	-1	-1	1,983	422	815	191	-174	472	422	815	191	0	646	1,125	0
28,629	80,000	2	1	2	32	0	0	0	0	0	0	70,163	72,984	74,807	76,363	78,091	79,829	4,000	3,000	2,800	3,000	3,000	3,000	0
28,630	500,000	2	2	1	32	0	0	0	0	0	0	405,490	417,191	429,469	431,426	440,026	449,026	20,000	19,000	12,000	9,000	9,000	443,001	0
28,631	260,000	2	2	1	35	0	0	-1	0	0	0	9,286	7,926	33,379	35,877	21,946	32,150	2,036	33,393	6,094	3,530	12,357	20,060	0
28,632	120,000	2	2	1	41	-1	-1	-1	-1	-1	0	919	8,209	421	4,502	6,013	5,094	8,209	421	5,000	6,013	0	7,600	0
28,633	100,000	2	3	1	41	0	0	0	0	0	0	70,202	70,978	70,814	69,786	68,116	62,652	2,548	2,687	2,997	2,147	2,369	2,434	0
28,634	60,000	2	2	1	35	2	0	0	2	2	2	49,825	45,436	42,240	38,884	34,488	28,838	1,700	2,500	2,600	1,500	0	1,500	1
28,635	190,000	2	1	1	36	-1	-1	-1	-1	0	0	6,915	4,923	-2	6,381	6,383	817	4,923	0	6,383	2	0	1,809	0
28,636	100,000	2	3	1	35	2	2	2	2	2	2	93,983	97,002	102,698	97,997	103,384	97,266	5,500	8,200	0	8,000	0	8,600	1
28,637	380,000	2	2	1	37	0	0	0	0	0	2	13,415	14,381	13,277	14,291	15,949	15,556	1,204	1,300	1,242	1,900	0	3,000	0
28,638	350,000	2	1	2	44	1	2	2	2	2	-1	8,651	8,890	1,772	1,957	1,807	11,811	1,871	7	1,807	0	11,811	5,628	1
28,639	100,000	2	3	1	39	0	0	0	0	0	0	97,944	99,580	92,297	184,134	70,400	0	4,296	4,068	2,037	1,408	0	0	0
28,640	100,000	2	1	2	31	0	0	0	0	0	0	100,296	97,239	98,386	69,324	53,183	53,559	3,703	4,091	3,403	2,001	2,004	2,000	0
28,641	150,000	2	2	1	32	-1	-1	-1	-1	-1	-1	3,267	3,782	316	5,469	3,360	2,399	3,782	316	5,469	3,360	2,399	4,358	0
28,642	150,000	2	2	1	33	1	2	2	2	2	2	5,607	6,565	6,334	9,058	8,823	7,458	1,200	0	2,823	0	3,530	0	1
28,643	150,000	2	1	1	38	0	0	0	0	-1	-1	109,244	96,560	86,565	85,069	508	0	3,506	5,000	5,003	508	0	0	0
28,644	460,000	2	1	2	35	1	-1	-1	0	0	0	-14	693	224,526	227,242	228,126	143,697	707	224,850	5,000	4,593	23,584	0	0
28,645	100,000	2	2	2	44	2	2	2	2	2	2	105,373	107,001	108,350	107,457	105,598	105,751	5,700	5,400	3,700	4,000	3,600	4,500	1
28,646	230,000	2	2	2	38	0	0	0	0	0	0	75,459	76,607	78,868	80,343	82,564	74,531	3,000	3,500	3,000	3,500	3,000	3,000	0
28,647	10,000	2	2	1	38	1	3	2	0	-1	0	3,980	3,771	3,564	4,500	5,039	5,275	0	0	1,000	5,039	375	0	1
28,648	200,000	2	3	1	44	-2	-2	-2	-2	-2	-2	390	390	390	390	390	390	390	390	390	390	390	540	0
28,649	140,000	2	2	1	34	0	0	0	0	0	0	141,066	129,173	116,858	105,786	93,273	91,207	4,873	4,691	4,000	4,000	4,000	4,000	0
28,650	370,000	2	3	1	46	-2	-2	-2	-2	-2	-2	6,370	2,110	10,086	804	4,577	-10	2,120	10,136	808	4,599	0	2,150	0
28,651	50,000	2	3	1	49	0	0	-2	-2	-2	-2	36,325	0	0	0	0	0	0	0	0	0	0	0	0
28,652	160,000	2	2	1	36	-1	-1	-1	-1	-1	-1	2,447	206	805	666	740	539	206	886	679	740	539	0	0
28,653	80,000	2	3	2	43	0	0	0	0	0	0	80,707	77,532	77,492	78,362	50,001	50,035	3,332	3,051	2,600	1,877	1,767	1,797	0
28,654	240,000	2	1	2	33	0	0	0	0	0	0	61,180	57,174	73,008	61,310	39,694	45,301	23,222	50,192	10,078	24,694	28,407	7,458	0
28,655	160,000	2	3	2	33	-1	2	2	2	2	-2	18,195	755	44,255	43,228	-772	-772	0	43,500	0	0	0	3,000	0
28,656	50,000	2	3	1	44	0	0	-1	0	0	0	48,592	38,491	900	1,900	2,900	3,000	1,063	900	1,000	1,000	100	0	1
28,657	180,000	2	2	2	38	0	0	0	0	0	0	179,307	183,613	182,709	149,997	142,612	140,493	7,294	6,792	5,490	5,156	5,232	6,288	0
28,658	50,000	2	3	1	46	0	0	0	0	2	-1	58,141	58,544	56,850	4,359	816	766	2,200	3,000	1,218	0	1,000	2,934	0
28,659	500,000	2	1	2	32	0	0	0	0	0	0	253,767	222,365	207,026	203,513	202,853	202,404	10,000	10,000	7,000	7,000	6,799	7,000	0
28,660	200,000	2	1	1	34	-2	-2	-2	-2	-2	-2	2,955	5,895	15,146	11,575	11,564	13,744	5,938	15,682	11,633	11,622	13,813	22,699	0
28,661	60,000	2	3	2	44	0	0	0	0	0	0	56,403	57,765	59,198	31,437	32,113	33,591	2,300	2,600	1,600	1,200	2,000	1,300	0
28,662	50,000	2	2	2	46	1	3	2	0	0	0	52,308	51,194	50,101	49,527	10,147	9,965	0	0	1,200	400	400	400	0
28,663	50,000	2	3	2	44	2	2	2	2	2	2	40,985	42,115	41,164	43,658	44,644	43,798	2,100	0	3,500	2,000	0	2,000	1
28,664	210,000	2	2	2	27	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
28,665	60,000	2	2	1	27	1	2	0	0	2	0	10,415	10,099	11,545	12,928	12,581	10,787	0	1,617	2,000	0	270	1,000	0
28,666	140,000	2	1	2	28	-1	-1	-1	-1	-1	0	31	1,272	1,446	2,880	1,914	968	2,000	1,500	3,000	1,914	0	3,287	1
28,667	260,000	2	1	1	35	-2	-2	-2	-2	-1	-1	-124	-124	-124	1,599	360	882	0	0	1,723	366	882	0	1
28,668	300,000	2	1	1	40	-2	-2	-2	-2	-2	-2	1,529	3,717	4,541	5,620	25	25	3,717	4,541	5,620	25	0	7,140	0
28,669	500,000	2	2	1	36	-2	-2	-2	-2	-2	-2	-1	229	504	24,125	19,611	3,100	230	625	24,246	19,709	3,117	62,754	0
28,670	140,000	2	1	1	34	-1	-1	-2	-2	-2	-1	2,574	0	0	0	0	840	0	0	0	0	840	1,380	0
28,671	290,000	2	3	1	49	2	2	2	0	0	0	301,651	329,277	275,075	280,512	202,300	207,510	34,905	0	10,951	7,238	8,467	10,188	1
28,672	360,000	2	1	2	27	0	0	0	0	0	0	91,282	85,875	87,400	87,343	71,180	64,500	3,967	4,213	3,741	2,353	2,471	2,327	0
28,673	20,000	2	2	2	27	0	0	0	0	2	0	8,879	10,222	10,940	12,825	12,331	12,984	1,500	1,188	2,073	0	1,000	3,390	0
28,674	190,000	2	2	2	27	0	0	0	0	0	0	125,739	126,184	127,189	122,034	124,837	128,442	6,000	6,000	4,000	5,000	5,000	7,000	0
28,675	150,000	2	1	2	28	0	0	0	0	0	0	41,387	40,310	42,652	42,711	43,311	48,311	2,000	3,000	1,500	1,000	5,000	176	0
28,676	100,000	2	1	2	28	2	0	0	0	0	0	4,523	7,267	9,967	19,706	20,378	22,038	3,000	3,000	10,000	1,000	2,000	4,000	1
28,677	310,000	2	1	2	29	0	0	0	0	0	0	29,906	14,780	18,261	41,540	50,803	59,927	14,750	5,000	24,000	10,000	10,000	30,000	0
28,678	500,000	2	1	2	29	0	0	0	0	0	0	70,287	73,487	77,282	80,977	84,609	88,073	5,000	5,000	5,000	5,000	5,000	5,000	0
28,679	120,000	2	2	2	28	-1	-1	-1	-1	-1	-1	792	0	792	0	396	396	0	792	0	396	396	396	0
28,680	200,000	2	2	1	28	0	0	0	0	0	0	135,841	127,109	102,712	79,902	59,253	59,826	4,449	3,555	3,524	2,300	2,000	1,800	0
28,681	180,000	2	1	2	30	0	0	0	0	0	-2	7,808	4,511	3,435	5,345	2,018	164	1,198	1,099	2,009	2,024	164	2,159	0
28,682	50,000	2	2	2	30	0	0	0	0	0	0	46,795	46,285	43,282	14,713	19,583	14,959	2,169	1,966	1,130	5,000	1,000	441	1
28,683	210,000	2	1	2	30	0	0	0	0	0	0	52,514	52,053	52,558	52,515	52,108	51,758	2,449	3,000	2,500	2,000	2,000	2,000	0
28,684	230,000	2	1	2	30	2	2	2	2	2	2	212,400	216,409	221,419	224,753	228,022	232,724	9,000	10,000	8,500	8,500	8,500	32,000	1
28,685	200,000	2	1	2	30	-2	-2	-2	-2	-2	-2	1,028	1,025	1,613	2,193	2,698	3,812	1,030	1,621	2,213	2,711	3,831	2,213	0
28,686	100,000	2	2	2	31	0	0	0	0	0	0	101,458	101,207	101,421	101,111	101,384	101,358	3,800	4,000	3,602	3,719	3,700	7,800	1
28,687	250,000	2	2	2	31	0	0	0	0	0	0	171,006	167,192	46,332	40,974	26,683	26,887	5,004	3,330	2,000	2,000	2,000	3,000	0
28,688	200,000	2	2	1	31	-1	2	-1	-1	-1	-1	3,850	2,025	1,926	3,263	1,580	16,874	6	1,931	3,267	7	17,894	2,508	0
28,689	50,000	2	2	1	31	0	0	-2	-2	-1	0	4,468	0	0	0	3,251	3,484	0	0	0	3,251	274	500	0
28,690	170,000	2	2	1	31	1	-1	2	-1	0	0	0	427	427	23,321	23,475	25,218	427	0	23,500	840	2,121	0	0
28,691	70,000	2	2	1	32	0	0	0	0	0	0	57,550	22,049	17,349	14,654	23,808	24,852	3,000	2,000	4,000	10,000	2,000	1,400	0
28,692	260,000	2	1	1	31	0	0	0	0	0	0	50,312	128,072	55,359	39,189	49,909	20,782	85,387	33,061	5,039	20,154	2,854	29	0
28,693	60,000	2	3	2	32	0	0	0	0	0	0	59,143	58,612	59,017	59,220	26,607	29,719	2,100	3,000	3,008	6,000	4,000	1,000	0
28,694	120,000	2	2	2	31	-2	-2	-2	-2	-2	-2	140	140	4,836	3,780	7,501	3,300	140	4,836	4,034	7,501	3,300	0	1
28,695	100,000	2	3	2	33	0	0	0	0	0	0	74,847	70,663	63,794	60,651	54,664	51,776	3,000	3,000	2,700	2,000	2,000	2,000	0
28,696	500,000	2	1	2	34	0	0	0	0	0	0	161,716	143,382	123,316	142,773	107,136	95,915	6,018	5,198	46,047	10,039	30,027	60,038	0
28,697	230,000	2	2	1	34	2	-1	-1	-1	-1	-1	566	2,329	1,894	2,528	1,865	1,496	2,329	1,894	2,532	1,865	1,496	1,873	0
28,698	330,000	2	5	1	34	0	0	0	0	0	0	252,755	272,262	281,220	121,814	11,383	13,090	25,000	15,000	7,000	3,000	2,000	90,000	0
28,699	360,000	2	1	1	35	-2	-2	-2	-2	-2	-2	3,925	5,320	1,016	7,173	10,763	4,857	5,352	1,022	7,408	10,817	5,044	27,696	0
28,700	180,000	2	2	1	44	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0

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