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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
26,801	170,000	1	1	2	31	0	0	0	0	0	0	166,701	164,561	166,894	170,102	165,015	165,571	5,887	6,894	6,102	5,807	6,241	7,000	0
26,802	200,000	1	1	1	30	3	2	2	2	2	2	2,500	2,500	2,500	2,500	2,500	2,500	0	0	0	0	0	0	1
26,803	230,000	1	2	2	28	0	0	2	2	0	0	11,343	17,143	17,150	15,298	18,378	18,281	7,000	1,249	0	4,000	1,000	3,000	0
26,804	50,000	1	1	2	27	2	2	-2	-1	2	2	1,893	0	0	71	71	3,871	0	0	71	0	3,800	0	1
26,805	150,000	1	2	1	27	-1	0	0	0	0	-1	42,055	36,366	37,093	41,300	0	345	2,000	1,413	1,650	0	345	0	0
26,806	300,000	1	1	2	27	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
26,807	360,000	1	1	2	31	0	0	0	0	0	0	81,740	81,980	90,216	86,410	94,668	93,275	8,000	10,055	10,000	10,049	10,053	9,006	0
26,808	390,000	1	1	1	31	0	0	-1	-1	-1	-1	54,007	62,761	10,373	6,803	2,601	2,979	49,188	10,411	6,830	2,608	2,987	2,236	0
26,809	50,000	1	1	2	31	0	0	0	0	0	0	49,139	49,281	42,472	44,810	45,699	46,675	1,707	1,948	11,746	1,635	1,712	4,000	1
26,810	220,000	1	1	2	32	0	0	0	0	0	0	100,226	102,103	103,701	103,673	99,429	93,487	5,200	5,500	4,700	4,000	4,000	4,000	0
26,811	60,000	1	2	2	27	0	0	0	0	0	0	48,307	48,602	48,750	48,916	27,743	28,646	1,768	1,967	1,424	972	2,000	1,300	0
26,812	100,000	1	2	2	28	-1	-1	-1	-1	-1	-1	942	390	390	390	0	780	390	390	390	0	780	0	0
26,813	290,000	1	2	2	30	0	0	0	-2	-2	-1	10,823	13,226	652	0	652	92,775	3,000	978	0	652	92,775	4,000	0
26,814	130,000	1	2	2	31	0	0	0	0	0	0	122,486	116,437	112,881	96,191	88,934	90,633	6,013	4,911	3,533	3,301	3,607	5,516	1
26,815	400,000	1	1	3	31	1	-1	-1	-1	-1	-1	0	1,731	499	1,487	499	499	1,731	499	1,487	499	499	36,983	0
26,816	30,000	1	2	1	32	0	0	0	2	0	0	22,503	24,802	29,367	28,108	26,717	11,693	3,000	5,000	0	1,003	1,000	1,000	0
26,817	260,000	1	1	2	29	-1	-1	-1	-1	-1	0	2,335	1,432	718	500	5,306	2,091	1,432	718	500	5,306	0	770	0
26,818	70,000	1	2	2	29	0	0	0	0	0	0	53,700	53,938	47,852	48,538	49,034	49,689	2,200	8,808	2,200	2,000	2,000	2,300	0
26,819	160,000	1	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
26,820	280,000	1	1	2	30	-2	-2	-2	-2	-2	-2	3,310	-6	4,759	996	0	1,199	0	4,765	996	0	1,199	909	0
26,821	500,000	1	1	2	30	-1	0	-1	-1	0	0	33,269	19,084	2,601	112,075	163,165	214,575	1,248	2,601	112,212	100,000	64,575	67,810	0
26,822	110,000	1	1	2	29	0	0	0	0	0	0	106,698	104,546	100,272	92,615	92,657	93,364	6,000	4,800	4,300	3,600	3,500	3,600	0
26,823	120,000	1	2	1	29	-1	-1	2	-1	0	0	579	2,718	1,280	3,783	2,522	1,261	3,580	0	3,822	0	0	1,261	0
26,824	50,000	1	1	2	32	0	0	0	0	0	0	18,741	12,724	13,804	15,331	15,159	10,188	1,724	1,804	2,721	1,159	1,188	733	0
26,825	100,000	1	1	2	27	0	0	0	0	0	0	100,751	99,777	99,479	94,028	14,578	33,254	3,592	4,252	2,620	408	26,130	653	0
26,826	360,000	1	1	2	29	-2	-2	-2	-2	-2	-2	6,906	4,893	508	0	4,861	2,547	4,893	508	0	4,861	2,547	0	0
26,827	20,000	1	1	2	27	1	2	3	2	3	2	4,473	7,216	6,958	7,496	7,231	7,269	3,000	0	800	0	300	0	1
26,828	50,000	1	3	2	29	0	0	0	0	0	0	46,803	47,796	49,024	50,192	49,515	48,038	1,772	2,000	2,100	5,400	8,174	1,687	0
26,829	500,000	1	1	2	30	0	0	0	0	0	0	309,558	315,956	307,896	241,206	242,481	230,232	13,749	11,360	9,572	7,110	14,470	7,610	0
26,830	50,000	1	1	1	32	0	0	0	0	0	0	25,411	26,989	28,245	29,176	28,696	29,321	2,000	2,000	1,500	1,000	913	1,800	1
26,831	250,000	1	3	1	34	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
26,832	260,000	1	2	2	34	0	0	0	0	0	0	54,448	55,559	59,635	63,624	67,563	69,812	2,017	5,000	5,000	5,000	5,000	10,000	0
26,833	150,000	1	1	2	34	0	0	0	0	0	0	62,854	50,558	52,738	53,747	55,271	57,250	5,000	3,000	2,500	3,000	3,000	4,870	0
26,834	80,000	1	1	2	33	0	0	0	0	-2	-1	59,796	60,722	31,023	-2,639	-2,787	34,732	5,000	14,016	0	2,000	38,000	6,000	0
26,835	180,000	1	3	2	34	-2	-2	-2	-2	-2	-2	9,531	13,558	14,270	11,878	12,920	10,190	13,606	14,396	11,936	12,965	10,220	10,100	0
26,836	170,000	1	1	1	40	0	0	0	0	2	0	158,326	119,426	109,136	106,882	99,917	97,133	6,043	4,037	10,019	9	3,480	4,635	0
26,837	300,000	1	1	1	40	-2	-2	-2	-2	-2	-2	5,649	5,649	5,649	5,699	5,466	19,878	5,649	5,649	5,699	5,616	20,272	0	0
26,838	230,000	1	1	1	39	1	-1	-1	-2	-2	-2	-17	1,786	0	0	0	0	1,803	0	0	0	0	0	0
26,839	470,000	1	2	2	35	0	0	0	-1	-1	-2	262,980	204,078	78,325	119,866	-6,187	-8,822	10,929	4,177	126,307	36	26	27,232	0
26,840	20,000	1	3	1	37	0	-1	0	0	0	0	18,629	19,202	20,459	19,493	17,289	17,684	21,473	1,576	2,000	600	1,000	700	0
26,841	70,000	1	1	2	38	2	-1	-1	-1	-1	-1	2,700	2,108	2,253	17,743	8,210	0	2,108	2,253	17,804	8,210	0	0	0
26,842	320,000	1	1	2	41	0	0	0	0	0	0	309,805	237,915	235,917	227,714	154,939	102,338	15,818	10,049	10,015	14,939	4,338	5,267	0
26,843	500,000	1	1	1	39	-2	-2	-2	-2	-2	-2	2,514	810	8,041	68,595	72,011	77,931	810	8,081	68,595	72,011	77,931	3,608	0
26,844	360,000	1	2	1	47	-2	-2	-2	-2	-2	-2	1,730	2,500	0	0	0	0	2,500	0	0	0	0	0	0
26,845	180,000	1	1	1	42	-1	-1	-1	-1	-1	0	326	326	326	326	652	326	326	326	326	652	0	326	0
26,846	100,000	1	1	1	40	2	2	0	0	0	0	27,002	26,274	27,045	28,598	30,131	32,356	0	1,500	2,000	2,000	2,700	1,300	1
26,847	10,000	1	1	1	40	2	-1	-1	-2	-2	-2	3,567	1,000	0	0	0	0	5,000	0	0	0	0	0	1
26,848	20,000	1	2	2	41	0	0	0	-1	0	-1	16,808	16,741	14,450	8,796	5,419	2,377	1,301	1,000	8,796	108	2,377	15,742	0
26,849	70,000	1	3	1	46	1	2	2	2	2	2	30,040	29,258	31,137	32,855	33,316	34,137	0	2,352	2,531	1,300	1,500	0	0
26,850	20,000	1	2	2	26	2	0	0	0	2	2	6,078	7,015	8,036	9,597	9,294	10,242	1,200	1,140	1,700	0	1,100	0	1
26,851	500,000	1	1	1	46	-2	-2	-2	-2	-2	-2	11,100	16,966	10,000	14,218	62,208	83,611	16,966	10,000	14,218	62,500	83,611	61,880	0
26,852	140,000	1	1	2	32	0	0	2	2	2	2	32,678	37,303	37,114	38,687	41,338	40,645	5,400	600	2,400	3,500	0	1,539	0
26,853	360,000	1	2	1	39	-1	-1	-1	-1	-1	-1	1,261	1,261	1,261	1,261	1,261	1,261	1,261	1,261	1,261	1,261	1,261	1,261	0
26,854	160,000	1	2	1	32	1	2	0	0	0	0	5,525	4,039	3,656	3,801	2,540	2,279	0	1,094	1,500	0	1,000	0	1
26,855	200,000	1	1	1	34	-1	-1	-1	-1	-2	-2	165	165	165	0	0	0	165	165	0	0	0	0	0
26,856	230,000	1	3	1	48	0	0	2	0	0	0	20,271	21,979	20,924	20,881	21,262	21,469	5,034	0	2,000	2,000	2,000	2,000	0
26,857	360,000	1	1	2	38	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
26,858	260,000	1	1	1	40	0	0	-1	-1	-1	-1	22,325	27,508	3,923	9,059	3,360	3,657	7,590	3,945	31,086	3,377	3,667	493	0
26,859	50,000	1	2	1	35	2	2	2	0	0	0	58,175	56,749	52,792	50,167	31,778	32,427	2,600	0	1,400	0	649	32,100	1
26,860	500,000	1	3	1	39	0	0	0	0	0	0	41,597	50,849	54,927	57,972	60,224	71,198	10,000	4,927	3,972	3,224	11,980	5,765	0
26,861	230,000	1	1	1	38	-2	-2	-2	-2	-2	-2	7,904	860	-3	-3	-3	-3	864	0	0	0	0	0	0
26,862	340,000	1	2	1	39	0	0	0	0	0	0	148,624	109,990	112,515	114,951	117,849	120,739	4,000	4,000	4,000	4,500	5,000	1,500	0
26,863	130,000	1	3	1	38	0	0	0	0	-1	0	6,360	5,375	5,476	6,931	99,416	99,702	1,088	1,189	2,646	104,590	3,358	3,314	0
26,864	80,000	1	3	1	47	0	0	0	0	0	0	70,062	19,669	20,696	21,709	22,348	22,988	1,321	1,348	1,361	1,000	1,000	2,000	0
26,865	250,000	1	1	1	40	-1	-1	-1	-1	-1	-1	396	396	396	396	396	396	396	396	396	396	396	109	0
26,866	140,000	1	2	1	48	1	2	2	2	2	2	86,114	87,896	89,397	90,514	91,661	90,100	4,100	3,800	3,500	3,500	0	6,900	1
26,867	390,000	1	1	2	37	-2	-2	-2	-2	-2	-2	73	10,925	0	0	0	0	10,952	0	0	0	0	0	1
26,868	260,000	1	1	1	37	0	0	0	0	0	0	257,456	261,189	264,520	249,571	202,144	197,643	10,621	9,948	8,914	6,986	41,000	7,222	0
26,869	160,000	1	2	1	43	0	0	0	0	0	0	69,554	72,390	75,521	78,987	80,891	62,113	4,000	5,000	10,000	4,000	3,000	6,000	0
26,870	210,000	1	2	2	38	0	0	-1	-1	-1	-2	101,776	14,260	40,236	19,011	-1,031	-4,873	1,032	40,252	19,011	0	0	0	0
26,871	90,000	1	2	1	48	2	2	-2	-2	-2	-2	71,900	0	0	0	0	0	0	0	0	0	0	0	1
26,872	290,000	1	1	1	45	-2	-2	-2	-2	-2	-2	2,316	2,131	2,476	9,746	7,092	5,449	2,143	2,485	9,793	7,123	5,460	300	0
26,873	560,000	1	1	2	40	0	0	0	0	0	0	487,816	471,138	454,471	432,132	285,868	291,140	15,933	17,065	14,878	8,505	9,027	8,527	0
26,874	110,000	1	2	1	37	0	0	2	2	0	0	111,864	112,112	114,367	111,064	112,123	111,575	11,000	5,500	0	4,400	4,500	4,200	0
26,875	350,000	1	3	1	37	0	0	0	0	0	0	70,257	73,151	47,298	25,692	24,542	23,697	20,001	5,045	3,000	2,005	3,001	4	0
26,876	280,000	1	1	2	35	0	0	0	0	0	0	210,465	200,959	146,652	132,527	70,421	60,235	10,299	7,200	5,886	3,000	5,000	5,000	0
26,877	260,000	1	1	1	40	0	0	-2	-2	-2	-2	34,471	0	0	0	0	0	0	0	0	0	0	0	0
26,878	440,000	1	2	1	34	0	0	0	0	0	0	267,475	237,324	186,359	119,829	87,068	23,533	10,506	8,833	5,456	2,519	875	1,018	0
26,879	200,000	1	4	1	49	0	0	0	0	0	0	49,221	49,599	50,942	50,146	50,235	48,984	1,689	2,164	2,500	3,480	2,500	3,000	0
26,880	150,000	1	2	2	32	1	2	2	2	2	2	133,401	135,703	142,275	144,427	146,702	150,647	6,000	10,275	6,000	6,000	6,100	0	0
26,881	50,000	1	1	2	39	3	3	2	2	2	-2	65,766	59,702	55,899	54,275	20,280	20,038	0	2,100	0	62,013	858	869	0
26,882	500,000	1	1	2	29	-1	-1	-1	-1	-1	-1	29,276	7,934	635	12,416	4,022	259	7,972	637	12,553	4,070	259	11,675	0
26,883	320,000	1	1	1	29	0	0	0	0	0	0	40,271	91,965	86,047	82,233	72,175	77,831	60,043	5,036	5,075	5,017	10,077	3,062	0
26,884	500,000	1	1	1	34	1	-1	-1	2	-1	-1	0	198	198	198	115,397	120,250	198	0	0	115,399	6,211	2,054	1
26,885	500,000	1	1	1	45	-1	-1	-1	-1	-1	0	1,302	5,230	3,373	14,071	2,915	157	5,308	3,527	14,133	2,928	2	343	1
26,886	260,000	1	5	2	35	0	0	0	0	0	0	138,834	143,518	146,714	148,787	152,306	155,690	7,000	7,000	6,000	6,001	6,000	6,000	0
26,887	330,000	1	3	1	39	-2	-2	-2	-2	-2	-2	2,184	2,184	2,184	2,184	2,184	2,184	2,184	2,184	2,184	2,184	2,184	2,184	0
26,888	360,000	1	2	1	36	0	0	0	0	0	0	338,992	339,254	348,485	346,028	338,981	348,032	15,348	20,013	20,018	15,000	20,000	20,000	0
26,889	360,000	1	1	2	33	0	0	0	0	-1	-1	206,597	211,687	198,245	217,320	2,500	0	10,022	25,045	33,124	5,180	0	0	0
26,890	130,000	1	2	2	33	2	2	3	2	0	0	20,091	21,459	20,832	21,386	22,227	23,466	2,000	0	1,200	1,200	1,600	1,500	1
26,891	320,000	1	2	2	32	0	0	0	-1	0	0	281,017	187,071	150,441	167,983	142,305	153,555	10,454	80,003	174,169	10,000	15,013	1,770	0
26,892	350,000	1	2	2	42	0	0	0	0	0	0	347,790	352,600	299,797	218,973	146,326	107,205	13,000	11,000	8,232	7,000	6,000	7,000	1
26,893	20,000	1	2	2	38	1	3	2	2	0	0	26,288	23,822	22,922	22,140	19,170	17,170	0	1,500	18	2,383	0	0	0
26,894	200,000	1	1	2	29	0	0	0	2	-1	-1	9,228	7,532	7,246	3,506	2,376	123,687	2,100	3,320	0	2,400	127,187	2,187	0
26,895	240,000	1	3	1	33	0	0	2	0	0	2	45,971	49,321	48,370	49,660	53,090	48,215	4,000	0	2,000	4,000	0	2,000	0
26,896	50,000	1	2	1	29	0	0	0	0	0	0	39,124	40,474	41,220	42,332	43,227	44,530	2,000	1,700	1,800	1,600	2,000	2,000	0
26,897	10,000	1	3	1	35	0	0	0	0	0	0	7,536	8,152	8,779	9,379	9,565	9,062	1,136	1,153	1,143	329	418	180	1
26,898	360,000	1	1	2	31	1	-1	-1	-1	0	0	0	4,260	3,278	580	580	0	4,260	3,278	580	0	0	0	0
26,899	20,000	1	3	1	30	0	0	-1	0	0	-2	19,522	23,249	16,668	18,389	17,898	18,462	4,358	16,730	3,395	1,898	1,000	4,674	0
26,900	460,000	1	1	1	47	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1

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