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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
25,601	100,000	2	3	1	38	0	0	-1	0	0	0	16,618	-14,115	51,235	67,368	68,141	64,167	13,514	69,370	20,001	3,000	3,000	3,000	0
25,602	200,000	2	5	3	40	0	0	0	0	0	-1	225,480	211,608	197,824	201,940	98,496	3,480	7,263	8,857	9,117	29,420	3,484	1,998	0
25,603	160,000	2	2	2	38	0	0	0	0	0	0	133,017	125,321	122,044	111,799	92,039	89,536	7,008	6,300	5,000	3,000	2,606	4,006	0
25,604	160,000	2	1	2	32	-2	-2	-2	-2	-2	-2	162	-2	-2	499	284	1,248	0	0	501	285	1,254	99	0
25,605	50,000	2	3	1	39	2	2	2	2	2	0	31,063	32,051	33,239	33,571	32,732	33,416	1,800	2,000	1,171	0	1,211	1,221	1
25,606	100,000	2	1	2	26	1	-1	-1	-1	-1	-1	0	632	0	316	632	0	632	0	316	632	0	316	0
25,607	420,000	2	1	1	44	1	2	0	0	0	0	35,545	34,332	35,097	33,025	36,945	37,276	6	3,016	1,846	5,005	2,005	1,462	0
25,608	500,000	2	2	1	38	-1	-1	0	0	0	0	250	1,384	6,324	7,353	5,536	8,321	1,384	5,000	1,224	3,003	3,506	3,552	0
25,609	360,000	2	1	1	41	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
25,610	190,000	2	1	2	28	-2	-2	-2	-2	-2	-2	0	2,278	918	859	1,300	514	2,278	918	864	1,300	514	175	0
25,611	120,000	2	2	2	32	0	0	-2	-2	-2	-2	40,420	0	0	0	0	0	0	0	0	0	0	0	0
25,612	300,000	2	2	1	33	0	0	0	0	0	0	16,260	11,613	12,893	10,841	11,900	0	1,500	1,513	1,000	1,059	0	0	0
25,613	50,000	2	2	2	31	0	0	0	0	0	0	44,325	45,861	47,667	48,119	8,257	8,037	3,000	3,687	5,000	1,000	309	2,000	0
25,614	290,000	2	1	2	29	0	0	0	0	0	0	98,709	106,341	107,325	108,805	105,375	105,710	10,000	3,286	3,133	2,822	3,212	3,073	0
25,615	240,000	2	2	2	29	0	0	0	0	0	0	92,076	84,598	90,102	90,198	89,822	95,856	5,006	9,002	7,000	5,049	21,862	5,529	0
25,616	120,000	2	2	1	28	0	0	0	0	0	0	103,676	96,833	78,920	74,310	75,710	77,503	3,283	3,000	5,000	3,000	3,000	4,000	0
25,617	150,000	2	2	2	30	-1	0	0	0	0	0	146,432	149,044	148,839	147,746	116,537	36,404	5,301	6,112	6,023	4,626	1,035	1,046	0
25,618	270,000	2	1	2	31	-1	-1	0	-1	-1	0	173	2,254	3,679	4,065	3,975	8,195	2,254	1,522	4,065	4,056	81	83	0
25,619	310,000	2	1	2	31	-2	-2	-2	-2	-2	-2	9,108	24,480	6,864	0	150	150	24,485	6,864	0	150	150	271	0
25,620	20,000	2	2	1	42	0	0	0	0	0	3	6,336	7,350	8,370	9,380	10,078	10,072	1,125	1,145	1,154	852	150	0	1
25,621	70,000	2	1	2	29	0	0	0	0	0	0	66,330	68,278	69,181	69,494	63,275	57,430	3,049	2,621	3,032	2,074	2,000	1,800	0
25,622	290,000	2	2	1	29	0	0	0	0	0	0	20,593	20,187	19,130	14,793	15,442	14,381	2,002	3,001	2,000	1,502	1,000	1,002	0
25,623	120,000	2	2	2	38	-1	2	2	-1	-1	0	652	652	0	326	652	326	0	0	326	652	0	326	0
25,624	140,000	2	3	1	48	0	0	-1	0	0	0	143,650	0	139,067	93,325	94,256	97,009	0	139,067	4,263	3,376	4,274	4,635	0
25,625	220,000	2	1	1	43	0	0	0	0	0	0	64,792	65,463	66,834	68,221	69,576	71,035	2,344	2,427	2,500	2,490	2,580	2,593	0
25,626	240,000	2	1	2	28	0	0	0	0	0	0	192,551	236,772	201,463	187,916	149,293	150,614	100,050	10,000	7,000	10,040	7,000	6,000	0
25,627	320,000	2	2	1	30	0	0	0	0	0	0	91,029	84,644	87,765	83,094	66,463	63,977	5,005	15,055	16,752	10,012	10,071	10,039	0
25,628	50,000	2	2	1	30	0	0	0	0	0	2	25,422	26,456	27,835	29,070	30,891	54,741	1,450	1,800	2,000	2,600	0	2,020	1
25,629	100,000	2	1	1	30	0	0	0	0	0	-1	43,717	29,954	24,551	16,333	9,776	58,408	3,000	2,500	2,000	1,000	58,408	5,800	0
25,630	70,000	2	2	2	30	2	2	2	0	0	2	14,232	15,398	14,866	15,611	16,753	16,343	1,700	0	1,300	1,400	0	1,400	1
25,631	230,000	2	1	2	30	0	0	0	0	0	0	64,062	56,716	30,038	22,872	22,567	21,973	5,000	3,000	3,616	3,000	2,000	0	0
25,632	120,000	2	2	2	30	-1	2	2	-1	-1	-2	5,713	1,492	0	6,407	0	0	0	0	6,407	0	0	3,000	0
25,633	350,000	2	1	2	31	0	0	0	0	0	0	314,747	322,981	326,921	210,500	201,775	171,242	15,000	12,127	9,557	8,000	6,500	7,000	0
25,634	70,000	2	1	2	34	2	2	2	2	2	2	43,357	44,347	43,357	46,626	47,562	48,651	2,000	0	4,000	2,000	2,000	2,000	1
25,635	50,000	2	3	1	31	0	0	0	0	0	0	39,072	40,283	37,269	27,880	27,935	26,314	1,914	1,900	1,478	1,172	2,005	1,000	0
25,636	150,000	2	1	2	32	-2	-2	-2	-2	-2	-2	1,999	3,769	1,999	1,999	1,500	1,500	3,769	1,999	1,999	1,500	1,500	1,500	0
25,637	410,000	2	3	1	34	-2	-2	-2	-2	-2	-2	2,347	4,234	23,591	224	193	6,441	4,252	23,785	225	194	6,473	22,906	0
25,638	410,000	2	1	2	34	0	0	0	0	0	0	43,719	44,624	40,881	39,008	47,638	27,519	2,626	2,616	2,617	20,000	1,012	511	0
25,639	400,000	2	1	2	35	-2	-2	-2	-2	-2	-2	4,238	4,329	6,888	3,519	77	927	5,000	7,013	3,600	1,500	1,000	1,000	0
25,640	50,000	2	2	1	34	0	0	0	0	0	0	26,149	26,660	27,637	22,521	20,533	14,659	2,000	1,718	1,210	1,018	539	5,001	0
25,641	390,000	2	1	1	39	0	0	0	0	0	-1	40,439	30,808	27,235	9,895	3,707	62,320	2,013	1,329	1,025	1,010	67,842	2,530	0
25,642	360,000	2	1	2	36	-1	-1	-1	-1	0	0	4,279	9,398	26,510	50,810	20,800	0	9,398	26,510	51,109	2,080	0	10,080	0
25,643	30,000	2	2	1	36	-1	-1	-1	-1	-1	-1	326	326	833	326	802	802	326	833	326	802	326	0	0
25,644	300,000	2	2	2	42	-2	-2	-1	0	0	0	-904	1,096	928	2,264	3,090	5,056	2,000	1,072	1,500	1,000	2,000	1,000	0
25,645	170,000	2	1	1	44	-2	-2	-2	-2	-2	-2	754	0	0	0	1,903	0	0	0	0	1,903	0	0	0
25,646	40,000	2	2	2	44	2	2	2	2	2	2	35,515	36,176	37,490	38,726	39,795	40,230	1,550	2,200	2,170	2,001	1,601	1,602	1
25,647	430,000	2	1	2	38	0	0	0	0	0	0	41,092	43,095	44,692	45,648	47,884	136,701	3,000	2,300	2,000	3,000	90,000	4,000	0
25,648	130,000	2	2	1	47	-1	-1	-1	-1	-1	-2	2,317	29	2,595	1,030	-1,121	-2,452	3,000	3,000	1,000	897	0	2,003	1
25,649	450,000	2	2	1	42	0	0	0	0	0	0	7,669	13,267	18,748	24,711	33,111	50,885	7,272	8,764	9,823	11,123	20,274	5,374	0
25,650	90,000	2	1	2	29	0	0	0	0	0	0	91,643	90,717	89,053	82,623	70,740	69,237	3,338	3,096	4,000	3,000	2,829	2,500	0
25,651	190,000	2	1	1	43	-2	-2	-2	-2	-2	-2	1,675	4,873	3,468	27,395	0	148,120	4,873	3,472	27,403	0	148,120	6,546	0
25,652	210,000	2	1	2	38	0	0	0	0	0	0	13,744	14,565	13,173	13,258	8,155	2,838	5,000	3,397	3,000	2,000	2,300	5,230	0
25,653	20,000	2	2	1	43	0	0	0	0	0	0	16,510	17,770	16,432	16,174	16,499	12,882	1,558	1,286	1,204	529	467	544	1
25,654	200,000	2	1	1	36	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
25,655	160,000	2	1	2	29	-2	-2	-2	-2	-2	-2	0	368	0	850	763	0	368	0	850	763	0	1,381	0
25,656	220,000	2	2	2	30	0	0	0	0	0	2	152,514	150,742	142,633	137,337	144,570	140,881	7,149	8,000	5,000	10,800	0	5,600	0
25,657	230,000	2	1	2	31	-1	-1	-1	-1	-1	-1	2,274	7,398	5,537	1,247	0	1,000	7,398	5,537	1,259	0	1,000	4,134	0
25,658	290,000	2	1	2	32	-2	-2	-2	-2	-2	-2	1,485	299	0	0	440	0	299	0	0	440	0	0	0
25,659	360,000	2	1	2	33	0	0	0	0	0	0	20,376	17,726	18,797	15,816	16,112	10,793	1,500	2,016	1,095	1,024	350	1,323	0
25,660	160,000	2	2	1	33	0	-1	-1	-1	0	0	9,765	2,836	824	948	632	316	2,836	824	948	0	0	316	0
25,661	240,000	2	2	1	34	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
25,662	260,000	2	2	1	35	-2	-2	-2	-2	-2	-2	4,539	10,417	7,364	8,144	8,422	7,740	10,417	7,364	8,144	8,422	7,740	26,318	0
25,663	100,000	2	2	1	34	0	0	0	0	0	0	14,815	10,108	8,022	9,733	17,284	8,540	2,010	1,149	3,094	1,003	1,004	406	0
25,664	70,000	2	3	1	42	0	0	0	0	0	0	22,068	30,307	30,570	31,367	32,163	32,975	29,500	2,000	2,000	2,000	2,000	1,780	0
25,665	170,000	2	2	2	25	0	0	2	0	0	0	57,198	59,379	28,679	29,215	19,415	19,531	3,200	2,000	3,000	10,000	2,000	0	0
25,666	40,000	2	2	2	26	-1	0	0	0	-1	0	28,991	24,391	13,600	0	44,024	18,697	1,300	1,000	0	22,373	680	10,000	0
25,667	80,000	2	2	1	47	0	0	0	0	0	0	78,849	27,733	28,009	28,977	28,756	28,962	1,433	1,489	1,457	1,016	1,046	1,211	0
25,668	30,000	2	1	2	25	0	0	0	0	0	0	29,668	28,732	29,752	28,627	29,467	29,634	1,500	1,505	1,500	2,200	2,300	3,000	0
25,669	140,000	2	1	2	25	1	-2	-2	-1	-1	-1	-74	-770	-1,466	522	142	-554	0	0	3,000	0	0	0	1
25,670	230,000	2	2	1	27	0	0	0	0	0	0	24,739	19,712	18,175	12,109	11,616	10,134	2,000	1,928	1,014	1,000	203	34,096	0
25,671	200,000	2	2	1	39	0	0	0	0	0	0	35,465	36,480	37,893	39,266	40,120	40,961	1,600	2,000	2,000	1,500	1,479	1,504	0
25,672	400,000	2	1	1	35	-2	-2	-2	-2	-2	-2	4,689	10,043	17,883	9,322	15,693	5,588	10,097	18,057	9,368	15,771	5,616	10,173	0
25,673	170,000	2	2	1	38	0	0	0	0	0	2	136,768	133,840	138,172	140,265	112,529	110,318	5,000	6,800	6,500	8,300	0	4,200	0
25,674	270,000	2	3	1	43	-1	-1	-2	-1	-1	0	2,769	0	0	1,074	3,292	2,106	0	0	1,074	3,292	0	508	0
25,675	30,000	2	2	1	39	-1	-1	-1	-1	-1	-1	4,042	5,060	2,300	0	780	0	5,327	2,300	0	780	0	0	0
25,676	200,000	2	2	2	46	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	600	0
25,677	280,000	2	1	2	31	2	-1	-1	-2	-2	-2	103	168	0	0	0	0	168	0	0	0	0	0	0
25,678	420,000	2	2	2	32	0	0	0	0	0	0	476,396	470,185	481,811	473,498	368,338	348,300	16,007	19,031	17,014	12,121	20,014	11,014	0
25,679	30,000	2	3	1	43	2	0	0	0	0	0	30,346	29,885	20,453	16,076	15,844	15,785	1,702	1,531	1,544	702	724	557	1
25,680	180,000	2	2	1	41	0	0	0	0	0	0	110,856	99,925	102,359	96,462	96,846	95,549	5,000	5,024	4,300	3,500	4,000	4,000	0
25,681	290,000	2	2	1	31	0	0	0	0	0	0	284,583	274,119	275,169	189,354	193,163	197,303	10,000	10,490	6,620	6,700	7,000	7,150	0
25,682	20,000	2	2	2	32	0	0	0	2	0	0	11,389	12,389	15,175	14,634	30,772	17,135	1,500	3,000	0	1,000	2,000	1,000	0
25,683	500,000	2	3	1	38	-2	-2	-2	-2	-2	-2	-40	-40	-40	-40	7,980	20,603	0	0	0	8,020	20,706	36,759	0
25,684	340,000	2	2	1	42	0	0	0	0	0	0	226,644	225,033	219,702	132,852	124,168	119,568	8,000	9,222	5,000	4,500	4,500	3,834	0
25,685	270,000	2	2	1	39	0	0	0	0	0	0	85,827	87,664	90,515	91,903	93,864	96,118	3,000	4,000	3,403	3,200	3,479	4,000	0
25,686	150,000	2	3	1	41	1	-1	0	0	-2	-2	-1,203	49,909	46,824	-2,176	143,824	151,500	51,772	2,300	2,176	146,000	9,500	0	0
25,687	40,000	2	2	2	33	-1	-1	-1	2	-1	-1	1,860	1,979	4,167	1,979	1,979	1,979	2,279	4,167	0	1,979	1,979	1,775	0
25,688	360,000	2	1	2	34	-2	-2	-2	-2	-2	-2	6,276	16,062	8,539	8,665	2,132	745	16,142	8,630	8,710	2,142	748	3,030	0
25,689	500,000	2	2	1	34	0	0	0	0	0	0	144,774	130,097	134,810	145,182	141,062	135,358	20,053	19,000	15,000	10,040	15,000	20,000	0
25,690	280,000	2	2	2	47	-2	-2	-1	0	0	0	12,477	13,915	67,119	53,044	66,668	61,466	13,987	69,805	1,711	26,743	10,057	54,318	0
25,691	50,000	2	2	2	43	0	0	0	0	0	0	43,051	43,729	27,008	28,324	8,044	8,414	1,500	1,500	1,800	500	500	500	0
25,692	330,000	2	1	2	42	-2	-2	-2	-2	-2	-2	565	20,650	15,360	0	12,923	1,816	20,650	15,360	0	12,923	1,816	17,050	1
25,693	360,000	2	3	2	46	-1	-1	-1	-1	-1	-1	15,219	26,544	36,301	45,883	16,789	6,159	26,796	36,582	46,112	16,873	6,190	22,167	0
25,694	340,000	2	3	1	40	0	0	0	0	0	0	194,380	183,139	179,156	170,491	158,370	151,685	7,000	9,000	9,000	7,000	6,000	5,400	0
25,695	500,000	2	1	2	26	-1	-1	-1	-1	-1	0	1,419	1,293	1,111	1,175	3,162	1,638	1,293	1,111	1,175	3,162	33	2,000	0
25,696	270,000	2	1	2	34	0	0	2	0	0	0	67,544	54,523	18,865	44,908	19,508	15,860	4,025	5	34,000	0	0	0	0
25,697	120,000	2	3	1	40	0	0	0	0	0	0	102,400	108,300	108,538	94,833	49,078	40,643	7,500	5,000	4,121	2,000	2,000	2,000	0
25,698	140,000	2	2	1	39	-1	-1	-1	-1	-1	-1	567	1,498	1,139	380	2,340	837	1,498	1,139	380	2,340	837	380	0
25,699	200,000	2	2	2	27	-1	-1	-1	-1	-1	-1	6,369	5,830	7,254	7,164	4,576	5,792	5,830	7,254	7,164	4,675	5,792	5,196	0
25,700	50,000	2	3	1	45	0	0	0	0	0	0	20,080	18,866	21,549	26,163	26,684	27,753	1,317	3,000	5,000	956	1,500	3,000	0

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