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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
7,101	150,000	2	2	2	24	0	0	0	0	0	0	108,924	109,705	108,748	108,116	108,951	109,901	4,000	5,500	4,000	4,100	4,300	4,000	0
7,102	180,000	2	1	2	33	-2	-2	-2	-2	-2	-2	1,246	1,845	471	471	248	335	1,845	471	471	248	335	200	0
7,103	50,000	1	3	2	35	0	0	0	-1	-1	-1	41,646	43,257	31,473	1,473	1,473	3,873	4,000	5,300	1,473	1,473	3,873	390	0
7,104	240,000	2	5	1	44	0	0	0	0	0	0	47,315	34,623	34,347	36,082	32,957	18,797	3,000	3,500	9,700	4,000	6,300	3,000	0
7,105	390,000	2	1	2	37	-1	-1	-1	-1	-1	-1	20,666	20,666	10,000	20,666	10,000	10,000	20,666	10,000	20,666	10,000	10,000	10,500	0
7,106	50,000	1	3	2	47	0	0	0	0	0	0	48,593	48,653	15,433	15,037	10,527	10,736	1,278	1,469	463	381	383	398	0
7,107	310,000	1	1	1	43	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
7,108	100,000	2	1	2	28	1	-1	-1	-2	-2	-2	290	930	977	0	0	0	1,534	977	0	0	0	0	0
7,109	260,000	2	1	2	36	-1	-1	-2	-2	-2	-1	2,992	0	0	0	0	150	0	0	0	0	150	310	0
7,110	30,000	2	2	2	28	0	0	0	0	2	2	28,347	29,880	29,588	30,687	25,637	26,468	2,000	2,000	2,200	0	1,800	0	0
7,111	310,000	1	2	2	27	-2	-2	-2	-2	-2	-1	68,928	43,431	61,756	88,416	59,964	44,873	43,894	61,816	39,022	10,041	15,080	46,146	0
7,112	270,000	1	1	2	40	0	0	0	0	0	0	193,444	202,284	199,443	147,121	162,262	107,338	15,000	7,000	10,000	25,000	15,000	15,000	0
7,113	250,000	2	1	1	30	-1	-1	-1	2	-1	-1	1,923	-574	2,533	1,607	56,694	58,091	900	4,500	0	57,000	5,000	0	1
7,114	130,000	2	2	1	31	0	0	0	0	0	0	32,215	33,690	34,859	34,051	32,827	16,702	2,000	2,000	2,000	1,000	2,000	7,131	0
7,115	220,000	1	1	1	35	0	0	0	0	0	0	21,960	21,860	25,463	28,036	34,552	43,827	2,000	4,000	3,000	7,000	11,000	3,000	0
7,116	60,000	2	2	2	48	0	0	0	0	0	0	86,550	82,592	77,423	70,653	22,552	23,708	3,000	3,000	3,000	5,000	3,000	3,000	0
7,117	120,000	1	1	2	29	-2	-2	-2	-2	-2	-2	119,324	119,255	120,584	70,990	0	0	5,025	4,023	3,300	0	0	68,010	0
7,118	30,000	2	2	1	35	-1	-1	2	0	0	0	11,359	27,657	26,745	27,345	25,300	0	27,657	0	1,000	0	0	0	0
7,119	130,000	2	1	2	30	2	2	2	2	2	0	124,651	128,263	129,669	131,057	128,857	131,469	7,100	5,000	5,000	0	4,928	4,574	1
7,120	100,000	2	2	1	35	-1	-1	-1	0	0	-1	29,048	0	4,069	37,069	20,233	22,227	0	4,069	33,000	20,000	22,227	20,000	0
7,121	200,000	2	1	2	26	0	-1	-1	-1	-1	-2	1,290	599	0	253	0	0	599	0	253	0	0	0	0
7,122	260,000	2	2	1	47	0	0	0	0	0	0	164,137	167,734	171,932	175,152	180,719	183,138	10,000	10,000	9,000	10,000	7,000	6,000	0
7,123	390,000	1	1	1	45	2	2	0	0	0	0	185,204	180,455	131,386	131,879	115,183	75,131	0	6,000	3,500	5,000	4,500	3,000	1
7,124	340,000	2	1	2	42	0	0	0	-1	-1	-1	308,023	327,245	206,832	1,682	1,352	1,520	27,245	9,184	1,682	1,352	1,520	1,442	0
7,125	140,000	2	2	2	24	-2	-2	-2	-2	-2	-2	137,037	127,771	124,714	73,593	73,344	78,629	5,053	3,615	2,573	2,858	8,000	2,000	1
7,126	220,000	2	2	2	39	0	0	0	0	0	0	142,186	141,068	140,391	140,549	140,303	140,737	7,000	7,000	5,006	6,000	6,312	6,000	0
7,127	20,000	1	2	1	31	-1	-1	-1	-1	-1	-1	1,572	1,386	999	2,640	1,000	0	1,386	1,003	2,640	1,000	0	0	0
7,128	500,000	1	2	2	40	-1	-1	-1	-1	0	-1	33,179	97,882	48,017	49,403	40,018	54,109	99,159	48,276	49,450	201	54,379	9,905	0
7,129	210,000	2	2	1	33	0	0	0	0	0	-1	8,770	10,972	22,610	10,161	5,933	4,164	6,000	15,042	5,000	0	4,164	816	1
7,130	340,000	2	2	2	39	0	0	0	0	0	0	308,286	315,601	318,616	243,586	248,766	254,056	13,775	10,631	8,900	9,200	9,525	8,600	0
7,131	130,000	1	2	1	44	2	0	0	0	0	2	16,357	17,287	19,992	22,329	23,964	23,428	1,500	3,000	3,000	2,000	0	1,500	1
7,132	200,000	2	2	2	34	0	0	0	0	0	0	189,279	195,200	60,278	58,972	55,731	99,900	10,000	5,023	5,000	5,000	50,000	4,000	0
7,133	150,000	1	1	1	35	0	0	0	0	0	0	160,292	153,981	129,725	103,050	54,447	46,943	6,100	5,100	4,200	1,900	1,600	1,500	1
7,134	50,000	2	3	2	22	0	0	0	0	0	0	36,926	52,845	52,148	32,718	32,096	30,563	20,007	3,014	1,309	5,009	2,008	4,622	0
7,135	60,000	2	1	2	25	2	2	2	2	4	3	38,050	39,147	38,223	43,261	42,009	41,036	2,000	0	6,000	0	0	1,400	1
7,136	60,000	1	1	2	27	-1	-1	-1	-1	0	-1	1,386	5,273	1,586	5,781	1,188	1,061	5,273	30,000	11,776	0	1,061	1,239	0
7,137	150,000	2	3	1	29	0	0	0	0	0	0	118,025	120,493	123,087	124,843	127,431	130,008	4,278	4,500	3,700	3,716	3,768	4,000	0
7,138	180,000	1	1	1	38	2	2	2	2	2	2	47,276	49,256	50,186	51,102	52,178	53,213	3,000	2,000	2,000	2,000	2,000	2,100	1
7,139	50,000	1	2	2	22	0	0	0	0	0	0	55,100	52,440	47,080	15,718	13,674	15,145	2,372	2,149	1,203	2,000	1,716	628	0
7,140	10,000	2	3	1	48	0	0	0	0	0	0	7,863	8,504	8,162	6,978	2,278	0	1,172	1,000	186	0	0	0	0
7,141	100,000	2	2	2	24	0	0	0	0	0	0	94,056	96,272	97,464	80,034	80,533	77,479	3,730	3,033	2,676	2,796	2,806	2,379	0
7,142	30,000	2	2	2	21	-2	-2	-2	-2	-2	-2	0	780	3,260	4,311	1,551	0	780	3,260	4,311	1,551	0	0	0
7,143	50,000	1	3	1	51	0	0	0	0	0	0	48,550	46,267	46,716	29,744	30,060	29,449	2,000	1,400	984	1,013	1,006	939	0
7,144	30,000	1	2	1	39	0	0	0	0	2	0	19,643	20,721	21,867	24,291	23,766	23,696	1,700	1,800	3,100	0	565	98	1
7,145	100,000	2	2	2	30	2	2	2	2	2	2	96,638	98,491	99,983	100,555	103,300	101,471	4,300	4,000	3,100	4,500	0	3,845	1
7,146	100,000	1	2	2	35	2	2	2	0	0	2	24,524	27,313	26,580	26,840	28,810	28,966	3,500	0	1,000	2,400	780	2,400	0
7,147	290,000	1	2	1	37	-2	-2	-2	-2	-2	-2	199,911	204,462	208,769	213,085	211,829	96,532	8,001	8,001	8,037	10,074	5,010	179,228	0
7,148	140,000	2	2	1	42	0	-1	-1	0	0	0	3,726	2,826	1,646	4,650	5,764	7,116	2,846	1,646	4,500	3,000	3,000	1,838	0
7,149	240,000	2	1	1	39	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
7,150	380,000	1	1	2	27	-1	2	-1	-1	-1	-1	2,501	1,138	966	1,258	1,121	1,362	0	966	1,500	1,121	1,362	1,472	0
7,151	230,000	2	3	1	54	-1	-1	-1	-1	-1	-1	1,227	784	1,854	396	1,950	1,099	784	1,854	396	1,950	1,099	2,040	0
7,152	40,000	2	1	2	24	0	0	0	0	0	0	28,140	32,343	39,717	37,263	35,224	34,111	5,000	8,017	7,000	4,000	5,000	5,000	1
7,153	210,000	2	1	1	34	0	0	0	0	0	0	74,261	75,602	76,062	76,287	76,971	77,737	3,500	3,300	3,000	3,000	3,000	3,000	0
7,154	150,000	2	2	1	37	0	0	0	0	0	-2	144,744	147,891	116,541	114,511	0	0	4,610	2,336	2,290	0	0	0	0
7,155	70,000	2	3	1	27	2	2	2	2	2	2	27,241	30,416	29,628	32,350	33,218	32,532	3,628	0	3,218	1,532	0	2,257	1
7,156	80,000	2	2	2	24	0	0	0	-2	-2	-2	9,591	1,726	0	0	0	0	1,000	0	0	0	0	0	0
7,157	50,000	1	2	2	30	0	0	0	0	0	0	49,259	47,114	83,908	18,801	16,494	19,191	2,500	3,320	2,000	1,000	3,000	1,000	0
7,158	300,000	2	2	2	27	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
7,159	180,000	2	2	2	30	0	0	0	0	0	0	63,182	64,274	55,112	56,394	57,577	58,564	2,166	2,002	2,200	2,242	2,100	2,330	0
7,160	150,000	2	1	2	35	-2	-2	-2	-2	-2	-2	9,164	14,011	7,715	8,295	7,301	4,388	14,021	7,723	8,295	7,301	4,388	1,600	0
7,161	60,000	1	1	2	24	0	0	0	0	0	0	20,873	22,228	22,691	22,816	26,587	22,917	2,000	1,246	720	4,780	1,700	4,000	0
7,162	100,000	2	2	2	37	0	0	0	0	0	0	177,961	108,173	15,697	11,353	9,306	9,693	3,082	2,022	1,000	1,000	500	300	1
7,163	90,000	2	2	1	26	2	0	0	0	0	0	89,947	91,929	88,433	88,010	87,814	87,831	5,000	4,300	3,500	3,500	3,700	3,100	0
7,164	20,000	1	2	1	43	0	0	0	0	0	0	14,102	14,870	16,116	16,436	16,781	17,112	1,300	1,500	588	610	611	788	0
7,165	320,000	2	1	2	32	-2	-2	-2	-2	-2	-2	-1	-1	-1	-1	0	-400	0	0	0	1	400	6,083	1
7,166	90,000	2	3	1	68	-2	-2	-2	-2	-1	-1	2,000	1,000	1,000	1,000	1,052	69,237	0	1,000	1,000	1,052	71,062	3,000	0
7,167	500,000	1	2	2	36	1	-2	-1	0	0	0	226	8,546	121,867	116,089	114,293	118,081	9,125	126,768	3,468	4,050	15,099	5,015	0
7,168	210,000	1	1	1	37	-1	-1	-1	-1	-1	-1	3,094	565	1,188	2,667	546	578	565	1,188	2,667	546	578	2,769	0
7,169	30,000	1	2	2	29	2	0	0	-2	-2	-2	28,603	28,785	0	0	0	0	1,000	0	0	0	0	0	1
7,170	20,000	1	2	1	51	0	0	-2	-2	-2	-2	10,400	0	0	0	0	0	0	0	0	0	0	0	1
7,171	50,000	2	1	2	23	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
7,172	360,000	2	3	1	39	-1	-1	-1	-1	-1	-2	4,964	177	2,011	1,116	0	0	177	2,011	1,116	0	0	0	0
7,173	80,000	2	3	1	28	0	0	0	0	0	-2	36,847	38,847	35,017	36,175	0	0	2,000	2,000	2,000	0	0	0	0
7,174	150,000	1	1	1	47	-1	-1	-1	-1	-1	-1	4,003	2,877	3,190	389	389	389	2,891	3,205	390	390	390	376	0
7,175	20,000	1	2	1	36	2	2	2	2	2	2	25,274	25,026	23,073	22,857	21,143	21,482	1,700	0	1,653	0	1,940	0	0
7,176	150,000	2	3	1	55	-2	-2	-2	-2	-2	-2	1,194	2,095	2,154	2,900	2,512	3,514	2,101	2,160	3,046	2,519	3,625	0	0
7,177	340,000	1	3	1	29	0	0	0	0	0	0	332,123	327,362	324,322	316,472	317,349	314,212	14,000	12,000	12,000	12,000	12,000	12,000	0
7,178	500,000	1	2	1	61	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
7,179	100,000	2	3	1	33	0	0	2	0	0	2	32,526	37,106	36,260	36,995	39,355	39,982	5,396	0	1,285	2,916	1,368	0	0
7,180	160,000	1	2	1	62	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
7,181	300,000	2	1	1	42	-1	-1	-1	-1	-1	-1	400	0	14,583	2,506	2,996	370	0	14,583	2,513	2,996	370	1,986	0
7,182	240,000	1	1	2	34	0	-1	2	-1	0	0	18,825	12,675	2,880	13,267	10,036	24,731	12,880	0	13,267	2,000	15,000	0	0
7,183	60,000	2	2	1	30	2	0	0	0	0	0	60,558	59,361	60,167	58,078	59,198	60,677	3,500	3,000	1,000	2,000	2,000	1,000	1
7,184	20,000	2	2	2	21	0	0	0	-2	-2	-2	13,717	9,058	0	0	0	0	1,005	0	0	0	0	0	0
7,185	80,000	2	2	1	25	-1	2	2	0	0	0	1,374	2,373	2,182	2,232	3,053	2,271	1,170	0	220	1,000	282	0	0
7,186	20,000	1	2	1	47	-1	-1	-1	-2	-2	-2	390	780	0	0	0	0	780	0	0	0	0	0	0
7,187	240,000	2	1	1	35	-1	-1	0	-1	0	-1	5,770	10,412	4,578	5,928	5,619	13,227	10,420	1,150	5,928	3,619	13,227	7,764	0
7,188	20,000	1	2	2	25	1	2	2	2	2	0	19,242	20,339	19,707	20,899	20,450	20,197	1,700	0	1,800	0	1,000	900	0
7,189	290,000	1	2	1	33	0	0	0	0	0	0	190,547	173,438	154,966	131,245	130,861	120,312	7,158	5,816	5,000	5,000	5,000	4,000	0
7,190	120,000	2	1	2	33	0	0	0	0	0	0	53,087	54,805	55,308	56,407	57,753	60,130	2,572	2,009	2,020	2,256	3,500	1,739	0
7,191	100,000	2	2	2	33	0	0	0	0	0	0	61,089	81,262	59,110	70,052	84,659	57,648	30,010	10,047	20,000	17,000	5,000	10,000	0
7,192	20,000	1	2	1	42	0	0	0	0	0	0	18,317	18,455	19,399	19,962	14,938	3,039	1,500	1,400	1,009	307	1,200	0	0
7,193	60,000	2	2	1	49	1	2	2	2	0	0	17,013	18,440	18,841	18,241	18,946	20,634	2,000	1,000	0	1,000	2,000	0	1
7,194	150,000	2	2	2	26	0	0	0	0	0	2	10,693	13,188	19,902	23,068	26,184	25,615	3,000	7,000	3,500	3,500	0	3,500	1
7,195	500,000	1	1	1	57	-1	-1	-1	-1	-1	-1	4,560	600	0	51,697	37,511	1,685	600	0	51,697	37,511	1,685	414	0
7,196	120,000	2	2	2	24	0	0	0	0	0	-1	34,670	35,606	27,065	25,948	11,884	3,107	2,033	1,200	0	0	3,107	8,542	1
7,197	80,000	2	2	1	35	-1	-1	-1	-1	-1	0	7,961	15,290	1,806	-1,203	14,107	8,575	20,004	1,806	0	20,000	0	6,955	0
7,198	100,000	2	3	1	39	0	0	0	0	0	0	39,667	40,704	41,718	41,536	42,243	42,929	1,649	1,663	1,471	1,360	1,212	4,472	0
7,199	20,000	1	1	1	53	0	0	0	0	0	0	13,605	14,629	15,640	15,950	16,130	17,011	1,249	1,260	570	436	1,150	1,000	0
7,200	200,000	2	2	1	33	0	0	0	0	0	0	23,762	25,944	26,988	25,237	22,131	13,774	4,000	2,000	600	3,000	4,000	100	0

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