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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
6,101	200,000	1	1	1	31	-1	0	0	0	0	0	58,008	72,062	72,912	80,819	84,186	83,710	20,000	20,000	10,000	20,000	10,000	10,000	0
6,102	230,000	1	1	1	33	0	0	0	0	0	0	218,094	225,070	227,528	121,751	219,354	111,792	12,000	9,100	4,600	4,200	4,100	5,000	0
6,103	50,000	1	2	1	38	0	0	0	0	0	0	25,809	14,888	20,803	18,395	18,386	18,420	2,000	20,000	700	665	727	505	0
6,104	60,000	2	3	2	51	0	0	0	0	0	0	56,793	57,455	59,295	19,212	19,232	19,218	2,342	3,057	700	700	682	700	0
6,105	180,000	1	2	1	47	-1	-1	-1	-1	-1	-1	1,473	1,473	390	390	390	780	1,473	390	390	390	780	0	1
6,106	50,000	2	2	1	47	0	0	0	0	0	0	50,732	50,713	45,549	40,043	39,844	39,599	2,000	2,106	1,600	1,606	1,581	2,000	0
6,107	150,000	1	3	1	62	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
6,108	140,000	2	2	1	36	-1	-1	-1	-1	-1	-1	326	501	1,251	0	2,106	652	501	1,251	0	2,106	652	0	1
6,109	120,000	1	1	1	35	1	2	2	2	2	2	114,127	117,131	114,496	120,538	115,975	116,937	7,000	1,500	9,975	0	8,000	0	1
6,110	200,000	2	1	1	39	0	0	0	0	0	0	193,162	191,772	174,199	173,102	152,178	129,082	7,294	5,443	6,000	5,500	5,000	5,000	0
6,111	500,000	1	1	2	31	1	-2	-1	0	0	0	0	0	399	35,528	10,389	0	0	399	35,129	0	0	1,307	0
6,112	120,000	2	2	1	36	2	2	0	0	2	2	117,922	114,621	115,581	118,481	116,444	117,283	0	4,400	9,000	0	9,000	4,400	1
6,113	500,000	1	1	2	28	-2	-2	-2	-1	2	-1	17,155	0	0	1,116	969	6,745	0	0	1,116	3	6,745	5,003	0
6,114	50,000	2	3	2	23	0	0	0	0	0	0	47,333	11,354	12,367	12,612	12,875	13,131	1,193	1,206	451	466	469	638	0
6,115	30,000	2	3	2	51	0	0	0	0	-1	-1	17,261	20,543	18,180	7,200	18,183	8,975	5,000	8,180	2,200	18,183	8,975	3,000	0
6,116	240,000	1	1	1	35	-2	-2	-2	-2	-2	-2	2,007	21,790	17,102	13,367	22,659	22,707	21,817	1,120	13,434	22,772	22,820	8,050	0
6,117	170,000	2	2	1	37	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
6,118	80,000	1	1	2	26	1	1	-2	-2	-2	-2	74,384	0	0	0	0	0	5,000	0	0	0	0	0	0
6,119	360,000	1	1	2	29	-1	-1	-1	-2	-1	0	2,273	1,170	0	0	7,972	8,275	1,175	0	0	7,972	435	2,947	0
6,120	50,000	2	2	2	24	2	0	0	2	2	2	20,632	21,994	23,914	23,231	24,851	24,301	1,700	2,600	0	2,000	0	2,200	1
6,121	70,000	2	2	1	27	2	0	0	0	0	0	76,062	73,367	70,935	52,943	50,971	50,681	3,000	3,500	5,450	5,900	3,100	2,650	1
6,122	250,000	2	2	1	29	2	2	2	0	0	2	128,413	124,320	108,995	84,196	95,286	93,613	5,300	0	3,100	12,500	0	2,100	1
6,123	150,000	2	1	1	39	1	2	2	2	2	2	80,762	77,506	75,239	71,245	69,214	24,036	0	3,700	0	2,000	0	2,000	1
6,124	100,000	2	2	1	41	-2	-2	-2	-1	-1	-2	390	390	0	944	0	0	780	0	944	0	0	0	0
6,125	360,000	1	1	2	32	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
6,126	30,000	2	3	1	47	-2	-2	-2	-2	-2	-2	6,911	10,507	4,785	4,567	11,762	4,209	10,523	4,790	4,736	55,762	4,209	22,815	0
6,127	490,000	1	1	1	29	-1	-1	-1	-1	0	-1	115	109	1,375	230	115	113	109	1,381	230	0	113	0	1
6,128	180,000	2	2	1	60	2	2	2	0	0	0	178,854	177,159	177,477	176,197	170,173	139,649	2,600	5,022	5,000	6,000	7,000	6,000	1
6,129	420,000	2	1	1	36	-1	-1	-1	-1	-1	-1	0	1,493	0	11,511	14,916	15,564	0	0	11,511	14,916	15,564	11,339	0
6,130	20,000	1	1	2	33	2	0	0	-2	-2	-2	16,339	20,650	0	0	0	0	5,000	0	0	0	0	0	1
6,131	480,000	1	1	1	47	0	0	0	0	0	0	69,046	70,490	71,931	73,362	74,897	76,461	2,548	2,602	2,618	2,709	2,800	6,098	0
6,132	350,000	1	1	2	27	1	-2	-2	-2	-1	-1	21,872	68,309	162,651	13,514	36,306	14,974	137,308	164,395	49	36,491	15,049	14,158	0
6,133	360,000	1	2	1	57	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
6,134	240,000	2	1	2	27	-2	-2	-2	-2	-2	-2	3,293	9,051	2,804	3,958	12,157	3,874	9,079	2,804	3,958	12,157	3,874	937	0
6,135	280,000	2	1	2	30	-1	-1	-1	-1	-1	-1	29,989	168	1,206	300	460	861	168	1,206	300	460	861	7,595	1
6,136	150,000	2	2	1	39	0	0	0	0	0	0	32,891	30,930	28,901	27,587	25,531	26,586	5,000	1,650	2,000	2,000	3,000	2,000	0
6,137	320,000	1	2	2	30	0	0	0	0	0	0	29,668	30,282	30,737	26,875	26,318	25,880	1,353	1,224	739	742	751	703	0
6,138	20,000	2	2	2	22	-1	-1	2	0	0	-1	631	1,170	780	390	0	780	1,800	0	0	0	2,000	0	1
6,139	50,000	2	3	1	36	0	0	0	0	0	2	45,260	46,605	47,317	48,259	50,245	50,265	2,075	1,787	1,729	2,765	1,000	2,000	1
6,140	280,000	1	1	2	33	0	0	0	0	0	0	275,487	207,378	107,293	6,283	5,783	5,283	8,879	4,743	1,640	0	0	0	0
6,141	450,000	2	2	1	53	-2	-2	-2	-2	-2	-2	2,542	2,545	1,158	1,103	110	187	2,557	1,273	1,109	0	187	2,014	0
6,142	260,000	2	1	2	53	0	0	0	0	0	0	235,073	235,704	198,181	143,561	110,982	72,514	30,000	10,087	6,030	5,001	10,002	148	0
6,143	500,000	1	1	1	56	0	0	0	0	0	0	87,161	89,009	92,651	93,725	95,517	97,581	3,248	5,140	3,510	3,461	3,646	3,770	0
6,144	470,000	1	1	2	35	0	0	0	0	0	0	393,780	371,511	318,025	248,281	254,175	256,613	15,107	13,111	10,000	10,014	9,598	10,044	0
6,145	150,000	2	2	2	23	0	0	-1	0	0	-2	15,952	29,836	1,860	1,535	0	0	20,039	1,860	0	0	0	0	0
6,146	100,000	2	3	1	46	0	0	2	2	2	2	91,983	100,538	101,670	98,047	101,891	98,173	11,000	3,700	0	7,500	0	3,800	0
6,147	100,000	1	1	2	38	1	2	2	2	2	2	24,796	27,085	26,352	33,871	33,192	35,637	3,000	0	8,000	0	3,000	0	0
6,148	220,000	1	2	2	39	-1	-1	0	0	0	0	3,553	15,696	17,257	21,624	26,246	30,781	15,696	5,000	5,000	5,000	5,000	5,000	0
6,149	300,000	2	1	2	37	1	2	0	0	0	0	34,085	29,305	25,945	22,318	18,636	15,374	0	1,380	753	630	1,000	500	0
6,150	230,000	2	1	2	31	-2	-2	-2	-1	-1	-1	0	0	196	533	1,238	957	0	196	533	1,238	957	1,187	0
6,151	300,000	2	3	2	39	1	-2	-1	-1	-1	-1	-3,928	-5,973	4,735	6,186	116	14,429	1,720	344,467	6,822	49	15,000	12,000	1
6,152	50,000	1	3	2	48	0	0	0	0	0	-1	79,681	79,989	76,394	24,873	-2,132	28,561	3,200	2,581	1,200	2,070	31,500	1,200	0
6,153	170,000	1	3	1	47	-2	-2	-2	-2	-2	-2	1,521	0	0	0	0	0	0	0	0	0	0	0	0
6,154	460,000	1	1	1	41	-1	-1	-1	-1	-1	-1	5,383	40,004	0	650	0	2,232	40,134	0	650	0	2,232	3,208	1
6,155	30,000	2	1	2	34	1	2	2	2	2	2	24,022	24,744	24,053	25,624	25,977	25,413	1,396	0	1,967	903	0	1,100	1
6,156	30,000	2	1	2	24	-1	-1	-1	-1	2	2	165	165	165	323	158	-1,027	165	165	323	0	0	5,527	1
6,157	20,000	1	2	1	42	0	0	0	0	0	0	21,431	19,745	19,943	19,235	19,245	13,670	1,386	1,189	570	589	600	200	1
6,158	220,000	1	3	1	44	-1	-1	-1	-1	-1	0	380	380	380	380	56,663	57,436	380	380	380	56,663	2,000	2,000	0
6,159	70,000	2	1	1	62	0	0	0	0	0	0	69,926	69,474	60,975	38,546	37,843	38,632	4,000	3,000	1,341	1,359	1,403	1,352	0
6,160	330,000	2	2	2	40	2	2	0	0	0	0	131,096	127,564	130,167	132,754	135,691	139,646	0	4,725	4,752	5,077	6,366	8,550	0
6,161	370,000	1	1	1	40	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
6,162	230,000	1	1	2	28	-2	-1	-1	-1	-1	-1	23,855	18,298	1,741	16,594	18,261	18,333	18,309	1,741	33,188	20,000	19,000	19,319	0
6,163	50,000	1	3	1	49	0	0	0	0	0	-1	40,281	9,630	10,614	10,478	10,490	390	1,173	1,157	411	608	690	780	0
6,164	360,000	1	2	2	31	0	0	0	0	0	0	281,600	281,178	265,549	244,053	239,088	193,401	14,128	11,208	6,554	7,248	7,122	6,144	1
6,165	390,000	2	2	2	37	0	0	0	0	0	0	324,452	309,369	269,703	266,017	271,657	245,958	13,106	10,111	10,005	11,000	9,007	9,000	0
6,166	360,000	2	2	3	42	0	0	0	0	0	0	429,169	278,515	259,097	259,999	265,746	259,299	16,629	9,519	9,367	10,001	9,513	9,973	0
6,167	30,000	2	2	1	27	0	0	2	2	0	0	10,011	12,830	13,225	12,718	12,829	13,083	3,000	901	0	465	467	485	1
6,168	500,000	1	1	1	33	1	-2	-2	-2	-1	0	2,907	-110	-110	-310	82,690	84,529	9	0	0	83,000	3,000	4,561	0
6,169	120,000	2	3	2	32	0	0	0	0	0	0	67,876	69,903	71,446	79,589	81,354	83,044	3,120	3,300	10,000	3,200	3,200	10,000	0
6,170	360,000	1	1	2	29	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
6,171	20,000	2	2	1	27	0	0	0	0	0	0	19,961	16,437	16,579	17,437	18,314	19,616	1,500	2,579	1,437	1,314	1,616	800	0
6,172	50,000	2	2	1	48	0	-1	-1	0	-1	-1	5,994	1,478	2,946	1,473	1,473	1,473	1,478	4,419	0	1,473	1,473	1,473	0
6,173	230,000	2	1	2	27	1	-1	-1	-1	-1	-2	0	1,988	19,690	25,681	0	0	1,988	19,878	25,681	0	0	0	0
6,174	160,000	2	1	1	48	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
6,175	110,000	2	1	1	32	2	2	0	0	2	2	114,430	108,202	108,657	108,668	103,867	111,842	0	6,000	8,200	0	9,956	4,000	1
6,176	50,000	1	2	2	25	2	2	2	3	2	0	32,233	31,440	33,489	18,968	15,611	19,304	0	3,041	0	3	5,700	700	0
6,177	30,000	1	3	2	28	2	2	2	0	0	0	22,323	25,961	25,141	22,272	22,844	19,436	4,000	9	1,000	1,013	1,300	10,000	1
6,178	50,000	1	2	2	35	0	0	0	0	0	-1	57,570	54,383	49,966	7,825	3,753	34,287	2,460	1,140	226	555	35,190	1,203	1
6,179	240,000	2	3	1	37	-2	-2	-1	-1	-2	-1	-3	-3	1,130	3,525	0	2,116	0	1,133	3,525	0	2,116	7,442	0
6,180	90,000	1	3	2	29	0	0	0	0	0	0	83,683	65,192	46,273	46,979	48,139	44,432	4,000	3,000	1,700	2,000	1,591	2,647	0
6,181	150,000	2	1	1	29	-1	-1	-1	-1	-1	0	598	3,188	33,850	4,625	1,035	520	3,188	33,850	4,625	1,035	0	0	1
6,182	100,000	2	2	1	35	3	3	2	2	0	0	61,089	59,556	60,486	58,296	33,247	34,118	0	2,525	0	1,206	1,423	3,400	1
6,183	70,000	2	1	2	24	2	2	2	0	0	0	26,410	31,128	24,486	21,879	13,127	14,149	5,190	42	3,000	3,000	1,400	2,000	1
6,184	430,000	2	2	2	27	-2	-2	-2	-2	-2	-2	263	263	4,119	4,390	20,952	15,562	1,764	4,120	535	20,990	2,506	500	1
6,185	150,000	1	1	2	31	0	-1	-1	0	0	0	64,378	14,054	140,230	98,674	107,664	111,561	14,127	140,951	10,000	10,000	5,219	50,005	0
6,186	50,000	1	1	2	48	0	0	-1	0	0	0	53,540	53,321	49,263	29,063	26,644	27,201	1,066	50,045	992	1,000	1,000	1,008	0
6,187	200,000	1	1	2	33	-2	-2	-2	-2	-2	-2	-18	-18	-18	-18	-18	-18	0	0	0	0	0	0	1
6,188	150,000	2	2	1	28	0	0	0	0	0	0	19,946	18,646	13,086	13,086	3,555	0	2,000	1,500	1,500	1,000	0	0	0
6,189	50,000	1	2	2	25	0	0	0	0	0	0	5,832	33,559	32,774	23,113	19,852	17,308	30,074	1,800	1,000	700	1,000	1,000	0
6,190	300,000	1	1	2	31	0	0	-1	0	-1	-1	16,772	943	38,450	29,925	33,769	21,020	934	38,500	29,700	33,769	21,020	5,418	0
6,191	50,000	2	2	1	44	0	0	0	0	0	0	45,578	41,906	35,703	22,360	23,659	27,421	3,016	5,003	3,000	3,000	5,000	924	0
6,192	30,000	1	1	2	30	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
6,193	380,000	1	1	1	53	1	-1	-1	-1	-1	-1	0	767	4,090	9,471	1,993	1,164	767	4,090	9,476	1,993	1,164	3,514	0
6,194	70,000	2	1	1	45	1	2	2	0	0	0	69,794	70,756	65,348	58,253	35,943	27,930	3,000	0	3,000	5,943	10,000	2,249	0
6,195	360,000	1	2	2	28	0	0	-1	0	0	0	19,390	22,726	12,148	12,885	12,994	15,320	7,113	12,163	3,787	714	5,369	10,026	0
6,196	50,000	1	2	2	41	0	0	0	0	0	0	41,993	43,163	36,546	6,421	5,263	-12	1,942	1,725	1,000	400	0	0	0
6,197	20,000	2	1	2	30	1	2	2	-1	0	-1	11,730	7,221	0	3,041	3,041	1,326	1,712	0	3,041	0	1,326	0	0
6,198	80,000	2	2	2	27	0	0	0	0	0	0	80,088	81,371	79,183	64,862	58,651	55,230	4,791	2,418	2,118	2,066	2,150	3,000	0
6,199	30,000	1	2	1	49	0	0	2	2	0	0	12,855	16,012	16,453	15,891	16,224	16,710	3,690	1,000	0	589	756	1,500	0
6,200	50,000	2	3	2	55	0	0	0	0	0	0	51,682	37,869	27,114	29,625	32,788	28,668	3,960	7,232	11,000	15,788	13,668	4,490	0

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