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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
6,001	50,000	1	2	1	33	0	0	0	0	0	0	13,538	9,199	6,879	6,753	5,440	5,440	2,000	1,284	264	109	390	0	0
6,002	500,000	2	1	2	37	-1	-1	-1	-1	-1	-1	6,364	1,625	517	0	1,450	2,668	1,625	517	0	1,450	2,668	1,480	0
6,003	90,000	2	2	2	30	0	0	0	0	2	2	75,382	73,980	75,036	77,094	75,708	76,610	3,350	3,300	5,500	1,600	3,950	0	1
6,004	500,000	1	1	2	36	-1	-1	-1	0	0	0	2,450	1,038	34,741	20,409	23,804	22,697	1,100	35,157	3,000	5,000	5,000	5,000	0
6,005	80,000	2	3	1	33	0	0	0	0	0	0	78,428	76,513	74,383	48,315	48,831	48,950	3,373	7,248	2,980	2,000	1,903	1,851	0
6,006	230,000	1	3	1	53	-1	-1	-1	-1	-1	-1	2,150	9,413	6,020	18,468	9,665	28,100	9,413	6,161	18,468	9,665	28,100	3,480	0
6,007	120,000	2	1	2	30	-1	-1	-1	-1	-1	-1	416	416	416	0	832	416	416	416	0	832	416	416	1
6,008	190,000	2	3	1	56	0	0	0	0	0	0	67,211	63,278	57,104	57,380	58,225	58,847	2,818	2,700	2,191	2,300	2,130	2,280	0
6,009	500,000	1	2	1	50	0	0	0	0	0	0	265,803	246,770	223,989	223,232	219,158	212,237	16,770	13,989	33,232	29,695	32,838	38,770	0
6,010	80,000	2	2	1	42	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
6,011	450,000	2	1	2	35	1	-2	-1	0	0	-2	0	0	3,581	3,654	0	0	0	3,581	73	0	0	0	0
6,012	280,000	2	1	1	30	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
6,013	360,000	2	3	1	47	-2	-2	-2	-2	-2	-2	1,458	-4	3,994	0	0	7,429	0	3,998	0	0	7,429	490	1
6,014	30,000	2	2	2	21	0	0	0	0	0	0	28,871	28,430	29,051	29,265	28,267	28,925	1,802	1,802	1,358	1,100	1,151	1,568	0
6,015	50,000	2	2	1	25	0	0	2	0	0	2	35,676	34,407	30,785	31,573	35,191	34,476	3,400	0	1,300	4,300	0	1,500	1
6,016	60,000	2	2	1	49	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
6,017	30,000	2	2	1	28	0	0	0	0	0	-1	8,618	9,975	4,885	1,065	-264	942	1,700	1,020	1,000	0	1,206	0	0
6,018	20,000	1	2	1	49	0	0	0	0	0	-2	16,348	10,535	10,720	10,120	0	0	2,010	1,508	1,000	0	0	0	1
6,019	20,000	1	3	3	57	1	2	0	0	0	0	20,442	20,141	19,888	20,318	20,364	20,134	1,200	1,300	1,000	1,000	1,000	1,000	0
6,020	200,000	1	1	1	43	2	0	0	0	-2	-2	43,272	21,546	4,397	0	0	0	2,000	2,000	0	0	0	0	1
6,021	100,000	2	1	2	25	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
6,022	300,000	2	3	1	39	-1	-1	-2	-2	-2	-2	1,117	0	0	0	0	0	0	0	0	0	0	0	0
6,023	210,000	2	1	2	39	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
6,024	70,000	2	3	1	71	0	0	0	2	0	0	64,670	66,197	70,867	54,425	55,555	48,530	3,166	6,550	0	2,033	1,915	1,708	0
6,025	210,000	2	2	2	29	1	1	-2	-2	-1	0	1,767	-3,355	-3,987	-1,987	1,697	4,347	0	0	2,000	4,000	3,000	5,000	0
6,026	440,000	1	1	1	31	1	2	2	2	0	0	274,263	267,233	360,999	149,363	142,757	119,034	0	100,006	0	6,000	4,000	8,000	1
6,027	410,000	1	1	2	33	-1	-1	-1	0	0	0	4,111	874	25,014	26,184	21,515	15,656	897	26,880	15,083	12,049	4,077	5,541	0
6,028	110,000	1	1	1	36	0	0	0	0	0	0	104,498	107,819	109,836	44,356	45,932	47,473	5,000	4,823	2,000	2,000	2,000	2,000	0
6,029	200,000	2	1	2	36	0	0	-2	-2	-2	-2	120,869	0	0	0	0	0	0	0	0	0	0	0	0
6,030	180,000	2	3	1	42	-1	-1	-1	0	-1	-1	2,069	2,675	448	448	29,926	5,287	2,675	448	0	29,926	5,287	10,843	1
6,031	150,000	2	1	1	46	0	0	0	0	0	0	21,787	22,817	24,134	24,635	29,032	29,766	1,382	1,699	1,200	5,000	1,214	1,500	0
6,032	330,000	2	1	2	33	1	-2	-2	-1	2	2	-200	-200	-200	150	150	350	0	0	350	0	200	0	0
6,033	500,000	2	2	1	41	-1	-1	2	-1	-1	-1	8,938	73,679	65,181	5,466	30,177	11,602	65,215	326	5,494	30,328	11,658	132	0
6,034	350,000	2	2	1	35	-2	-2	-1	-1	-2	-2	83,379	26,305	26,858	40,098	10,855	-2	26,436	26,921	40,098	10,855	2	0	0
6,035	200,000	2	2	1	36	-1	-1	-1	0	-1	-1	473	4,511	5,122	1,936	1,771	0	4,528	5,122	0	1,771	0	604	1
6,036	280,000	1	1	1	45	-1	-1	-1	-1	-1	-1	2,270	1,703	-15	30,943	15,631	17,508	1,703	0	30,958	15,631	17,508	10,049	1
6,037	80,000	2	3	1	39	-1	-1	-1	-1	-2	-1	5,280	5,000	5,000	0	0	5,000	5,000	5,000	0	5,000	5,000	470	0
6,038	280,000	2	1	2	29	-1	-1	-1	-1	-1	-1	4,356	12,345	2,663	867	3,060	858	12,384	2,664	867	3,060	858	3,193	0
6,039	130,000	2	2	2	23	2	2	2	2	0	0	115,978	121,386	108,759	94,692	96,419	98,233	12,073	3,400	0	3,482	4,037	2,630	0
6,040	160,000	2	2	1	49	0	0	0	0	0	0	76,445	78,013	19,007	19,392	19,928	20,445	4,000	3,000	1,000	1,000	1,000	1,000	0
6,041	20,000	2	2	2	23	2	2	7	7	7	6	2,400	2,400	2,400	2,400	2,400	1,800	0	0	0	0	0	0	1
6,042	300,000	2	2	2	32	0	0	0	0	0	-2	26,575	27,062	20,111	8,738	250	0	1,321	9,160	1,000	250	0	0	0
6,043	100,000	2	1	2	32	0	0	0	0	0	0	93,724	96,017	98,111	68,668	66,845	67,452	3,800	4,000	2,500	2,500	3,000	2,600	0
6,044	130,000	1	2	1	38	-1	-1	-1	-1	-1	-1	780	0	11,440	3,752	1,824	390	0	11,440	3,752	1,824	390	390	0
6,045	500,000	1	1	1	55	2	2	2	2	2	2	4,957	4,957	4,957	4,957	4,957	4,957	0	0	0	0	0	0	1
6,046	200,000	2	2	1	27	1	3	2	2	2	2	183,994	182,427	182,657	174,547	181,454	177,141	5,200	7,000	0	13,300	0	6,200	1
6,047	360,000	2	1	2	30	0	0	0	0	0	0	70,701	74,550	78,212	69,453	73,423	72,575	10,000	10,005	10,000	10,000	10,000	10,000	0
6,048	20,000	2	2	1	26	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
6,049	400,000	1	2	2	29	1	2	0	0	0	0	21,092	19,756	19,058	15,146	15,064	12,774	0	1,510	1,010	1,000	2,000	2,000	0
6,050	200,000	2	3	1	52	1	2	2	0	0	0	203,385	192,055	164,665	155,614	145,920	104,728	5,891	0	6,100	5,792	4,240	2,900	0
6,051	30,000	2	5	1	60	0	0	0	0	0	0	19,282	20,364	21,638	25,392	24,428	26,410	1,700	2,617	5,710	1,000	3,342	0	0
6,052	30,000	1	2	1	58	-1	-1	-1	-1	-1	-1	2,450	4,765	3,767	4,151	3,940	3,697	4,777	3,770	4,151	3,940	3,697	843	1
6,053	50,000	1	2	1	55	1	2	0	0	-1	-1	44,306	43,321	43,454	44,254	2,150	1,689	0	1,200	1,000	2,150	1,689	0	0
6,054	230,000	2	1	1	51	-1	-1	-1	-1	-1	-1	986	2,295	2,754	74	3,381	2,308	2,295	2,764	74	3,381	2,308	2,381	1
6,055	210,000	2	1	1	36	1	-1	-1	-2	-1	-1	0	799	0	0	4,150	0	799	0	0	4,150	0	0	1
6,056	50,000	2	1	2	49	2	2	4	4	4	4	150	150	150	150	150	150	0	0	0	0	0	0	1
6,057	170,000	2	5	1	33	0	0	0	0	0	0	143,737	129,898	124,370	112,589	26,958	8,535	6,247	6,375	4,468	1,000	1,306	110,000	0
6,058	230,000	1	1	1	44	-1	-1	-1	-1	0	-1	815	815	815	1,630	815	815	815	815	1,630	0	815	629	0
6,059	230,000	2	1	2	48	0	0	0	0	0	0	161,083	164,757	168,214	159,106	162,436	165,878	7,800	7,684	5,600	5,755	6,000	6,300	0
6,060	350,000	2	1	1	36	0	0	0	0	0	0	352,032	353,903	351,888	351,175	352,835	354,265	13,068	14,412	12,947	13,016	12,823	12,915	0
6,061	170,000	2	1	2	36	-1	-1	2	-1	-1	-1	248	832	416	2,304	323	-1,092	1,416	0	2,304	0	0	0	0
6,062	150,000	2	2	1	36	2	2	2	2	2	2	137,723	141,048	142,475	143,966	146,736	149,697	7,000	5,200	5,300	5,200	5,500	5,200	0
6,063	90,000	2	2	1	27	-1	-1	0	0	0	0	1,767	17,684	18,382	21,415	6,654	10,323	17,684	3,000	5,000	3,000	5,000	7,000	0
6,064	320,000	2	1	2	33	-2	-2	-2	-2	-2	-1	-347	-347	-347	-347	-347	13,694	0	0	0	0	14,041	1,613	0
6,065	120,000	2	2	2	45	0	0	0	0	0	0	92,000	94,000	96,000	98,000	100,000	0	2,000	2,000	2,000	2,000	0	0	0
6,066	20,000	2	3	1	56	2	0	0	0	0	0	12,864	14,150	15,334	16,222	17,598	9,950	1,500	1,500	1,000	1,500	1,500	1,500	0
6,067	280,000	2	1	1	41	2	-1	-1	-1	-2	-1	280	6,852	486	0	0	244	6,859	486	0	0	244	0	0
6,068	90,000	2	2	2	28	0	0	0	0	0	-2	81,553	39,759	29,601	20,650	0	0	2,000	1,396	1,050	0	0	0	0
6,069	450,000	1	1	1	30	0	0	-2	-2	-2	-2	25,244	0	0	0	0	0	0	0	0	0	0	134,745	0
6,070	270,000	1	2	2	27	0	0	0	0	0	0	144,376	91,373	15,016	14,092	14,315	111,458	6,000	2,000	1,000	2,000	100,000	100,000	0
6,071	80,000	2	2	1	41	0	0	0	0	0	0	74,228	76,138	45,441	30,526	28,356	2,661	3,500	2,000	1,400	1,600	400	1,000	0
6,072	230,000	2	2	1	41	0	0	0	0	0	0	166,988	170,603	172,056	172,615	174,555	177,010	8,000	7,500	6,500	6,500	7,000	7,068	0
6,073	50,000	2	2	1	30	-1	-1	2	-1	2	2	416	832	416	3,285	2,685	2,270	832	0	3,285	0	190	0	1
6,074	250,000	1	1	1	48	0	-1	-1	-1	0	-1	205,323	5,317	4,898	19,351	4,858	6,973	10,021	5,033	19,619	4,874	7,050	12,073	1
6,075	220,000	2	1	2	42	-1	-1	-1	-1	-1	-1	26,340	31,523	35,718	24,288	25,720	48,759	31,533	20,600	24,288	25,720	48,759	23,303	0
6,076	30,000	2	1	1	38	0	0	0	0	0	0	26,460	27,042	27,617	28,546	13,487	8,307	2,000	1,400	1,300	700	1,000	0	0
6,077	120,000	1	2	2	68	2	2	0	0	0	0	125,406	123,819	122,209	122,047	122,019	130,079	4,400	4,436	4,370	4,440	12,600	4,500	1
6,078	100,000	2	2	2	26	0	0	0	-1	0	0	22,320	15,193	13,516	1,541	8,805	11,329	1,227	1,150	1,600	8,000	5,000	0	0
6,079	150,000	2	1	2	25	3	3	2	2	2	2	147,260	148,157	146,844	145,037	145,349	145,506	8,100	5,202	5,300	5,300	5,300	5,500	1
6,080	670,000	1	1	2	28	0	0	0	0	0	0	88,612	91,137	99,314	95,292	63,782	41,114	5,000	10,000	4,500	6,000	1,300	3,000	0
6,081	200,000	1	1	1	36	-1	-1	-1	-1	-1	-1	8,065	49,307	5,679	8,855	49,572	2,684	49,362	5,679	8,855	49,572	2,684	13,050	0
6,082	70,000	2	3	1	47	0	0	0	0	0	0	71,392	70,757	71,451	70,654	70,965	71,373	3,200	3,400	2,900	2,750	3,152	2,700	0
6,083	50,000	2	2	1	41	1	2	2	2	2	0	15,910	15,370	16,490	16,962	15,446	14,739	0	1,700	1,002	2	684	442	0
6,084	80,000	2	2	2	64	2	2	0	0	0	0	74,037	71,892	70,762	71,296	72,832	74,138	390	4,000	2,671	4,000	2,670	2,923	1
6,085	10,000	1	1	2	23	2	2	3	3	3	3	1,050	1,050	1,050	1,050	1,050	1,050	0	0	0	0	0	0	1
6,086	140,000	2	1	1	37	0	0	2	2	2	2	124,375	133,384	135,691	137,675	135,371	138,455	11,000	6,000	5,700	0	5,500	5,000	1
6,087	30,000	2	2	2	21	0	0	0	0	0	0	17,444	11,276	13,324	5,427	4,521	0	2,276	2,328	1,435	90	0	0	0
6,088	200,000	1	2	2	36	0	0	0	0	0	0	99,483	97,546	98,897	94,943	96,967	99,016	4,841	4,300	3,300	3,361	3,500	3,206	1
6,089	90,000	2	2	2	24	0	0	2	2	2	2	26,928	29,773	30,091	30,922	34,112	34,280	3,600	1,100	1,630	4,000	1,200	0	1
6,090	130,000	2	2	1	52	1	2	2	2	0	0	112,434	98,455	103,351	100,724	97,675	102,080	0	12,700	0	4,000	11,461	0	0
6,091	160,000	2	2	2	26	-1	-1	-1	-1	0	-1	8,036	7,663	768	10,488	4,724	104,205	7,663	768	10,488	2,049	104,205	3,000	0
6,092	150,000	2	3	1	58	-2	-2	-2	-2	-2	-2	42,218	44,828	-7,772	-7,772	69,762	71,591	4,828	0	0	77,534	2,991	4,509	0
6,093	150,000	2	1	2	34	-2	-2	-2	-2	-2	-2	1,198	10,848	8,830	16,864	17,199	20,025	12,003	5,000	16,864	18,000	20,025	51,514	0
6,094	20,000	1	1	2	24	-1	-1	-1	2	0	0	3,302	0	679	679	5,679	7,570	0	679	0	5,000	2,000	0	0
6,095	80,000	2	1	2	26	-1	-1	-1	0	-1	-1	666	666	1,332	666	666	416	666	1,332	0	666	416	416	1
6,096	460,000	1	2	1	31	0	0	0	-1	-1	-2	120,430	123,150	0	6,261	0	0	6,000	0	6,261	0	0	0	0
6,097	60,000	2	3	1	40	1	-1	0	0	-1	0	749	44,893	34,812	15,768	25,915	25,058	60,295	3,000	3,020	25,915	1,500	2,000	1
6,098	50,000	1	2	1	38	0	0	0	0	0	0	49,695	49,848	49,557	49,233	49,068	48,542	2,200	2,100	2,000	2,000	1,700	1,900	1
6,099	200,000	2	3	1	35	0	0	0	0	0	0	188,096	171,535	167,877	128,550	131,511	127,781	8,000	6,700	5,000	5,100	4,700	4,800	1
6,100	60,000	2	2	1	30	0	0	0	0	0	0	59,533	61,276	61,117	25,254	26,237	26,752	3,300	1,900	1,100	3,000	1,011	5,000	0

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