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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
9,001	50,000	1	3	2	36	0	0	0	0	-2	-2	47,911	48,418	7,000	0	0	0	2,166	1,000	0	0	0	0	0
9,002	260,000	2	1	2	31	-1	-1	-1	-1	-1	0	1,629	933	2,218	4,068	9,829	21,270	933	2,220	4,068	9,829	11,680	553	0
9,003	30,000	1	2	1	36	0	0	2	0	0	0	18,441	19,936	20,803	21,655	22,646	23,764	1,800	1,500	1,500	1,500	1,500	1,500	1
9,004	30,000	2	2	1	25	1	2	0	0	0	0	30,347	28,517	29,709	29,833	29,306	29,348	0	1,800	1,000	1,041	1,138	932	0
9,005	130,000	1	2	2	33	2	2	-1	-1	-2	-2	2,183	2,000	700	0	0	0	13	700	0	0	0	0	0
9,006	50,000	2	3	2	48	0	-1	-1	-1	-1	0	1,500	2,000	1,382	-118	13,656	13,927	2,000	1,382	0	13,925	498	516	0
9,007	150,000	1	2	1	35	2	2	2	2	2	2	144,194	145,889	146,189	146,838	148,754	150,746	6,600	5,300	5,600	5,500	5,700	5,500	1
9,008	200,000	2	1	1	58	-2	-2	-2	-2	-1	-1	-200	-200	-200	0	5,957	0	0	0	200	5,957	0	0	0
9,009	560,000	1	2	1	32	1	-2	-2	-1	-1	-2	19,924	16,297	4,593	2,512	11,461	3,402	1,163	1,023	2,519	46,518	3,421	11,467	0
9,010	20,000	1	3	2	26	-1	3	2	0	0	0	20,780	20,172	19,400	20,000	20,000	0	0	0	1,000	0	0	0	0
9,011	270,000	1	1	1	41	-1	-1	-1	-1	-1	-1	316	316	316	571	7,711	571	316	316	571	7,711	571	571	0
9,012	300,000	2	1	2	48	2	0	0	0	0	0	304,040	305,627	305,697	269,017	275,230	260,419	11,500	12,000	10,000	10,500	10,000	10,000	1
9,013	100,000	2	2	1	29	1	4	3	2	2	2	85,264	83,376	81,445	82,710	84,242	82,730	0	0	3,200	3,000	0	3,300	0
9,014	20,000	1	3	2	43	0	0	0	0	0	0	19,107	20,120	19,445	19,831	19,473	20,009	1,330	1,274	660	752	906	650	0
9,015	20,000	1	3	1	69	0	0	0	0	0	0	18,516	19,193	18,578	17,989	19,533	20,039	1,700	2,000	2,000	2,000	831	400	0
9,016	70,000	1	3	1	56	0	0	0	0	0	0	42,039	46,330	47,480	49,242	29,993	29,618	5,000	2,238	3,000	3,000	1,500	1,500	0
9,017	60,000	2	2	2	31	2	0	0	0	2	2	19,921	20,993	21,736	23,172	22,661	24,087	1,700	1,400	1,800	0	1,800	0	0
9,018	180,000	2	2	1	51	2	2	0	0	0	0	15,100	14,627	15,632	15,787	16,117	17,162	0	1,495	650	671	1,401	706	0
9,019	360,000	2	1	2	31	-1	-1	-1	-1	-1	-1	1,041	5,792	1,358	5,209	697	-4	5,821	1,367	5,220	700	0	934	0
9,020	200,000	1	1	1	34	2	2	2	2	2	2	170,487	174,258	175,905	178,528	175,581	180,145	8,000	6,000	7,000	0	7,500	6,000	1
9,021	170,000	2	2	1	42	0	0	0	0	0	0	37,772	38,862	39,914	40,559	41,953	42,210	2,000	2,000	1,610	2,200	1,600	1,600	0
9,022	170,000	2	1	1	51	-2	-2	-2	-2	-2	-2	4,667	5,910	1,630	2,326	660	1,373	5,914	1,630	2,326	660	1,373	6,674	0
9,023	60,000	2	3	1	51	1	-1	-1	-1	-1	-2	0	724	0	785	0	0	724	0	785	0	0	0	0
9,024	30,000	1	2	2	27	1	2	0	-1	2	0	29,956	28,469	58,384	29,553	29,933	30,000	0	2,000	30,000	1,000	1,000	0	1
9,025	140,000	2	1	1	37	0	0	0	0	0	0	37,625	38,023	39,577	39,465	45,180	44,213	1,657	2,211	1,459	6,398	1,729	1,633	0
9,026	20,000	1	1	2	25	0	0	0	0	0	0	15,848	16,883	17,839	18,040	18,414	16,213	1,595	1,551	752	773	772	354	0
9,027	20,000	2	1	2	27	0	0	0	0	-1	-1	14,088	8,842	6,653	2,946	1,186	416	1,111	1,009	7	1,190	416	831	0
9,028	520,000	1	1	2	39	-1	-1	-1	-1	-1	-1	13,273	12,709	5,480	5,397	70,137	11,819	12,712	5,487	5,397	70,137	11,820	7,888	0
9,029	30,000	2	2	2	22	0	0	-1	2	-1	-1	10,348	9,287	1,900	150	2,558	2,829	1,013	1,900	0	2,558	2,829	3,000	0
9,030	70,000	2	1	2	24	1	2	0	0	2	0	71,017	64,454	64,182	30,351	29,826	29,699	0	1,809	2,500	0	2,000	1,500	0
9,031	80,000	2	3	1	54	0	0	0	0	0	0	76,752	77,528	68,966	63,972	50,072	51,239	3,768	3,009	2,009	1,818	2,000	6,000	0
9,032	50,000	1	3	1	36	1	3	2	5	4	3	21,031	20,411	23,766	23,114	22,173	21,521	0	4,000	0	0	0	1,250	1
9,033	170,000	2	1	2	25	0	0	0	-2	-2	-2	26,359	5,275	0	0	0	0	1,275	0	0	0	0	0	0
9,034	160,000	2	2	2	24	2	2	2	2	2	2	67,018	67,257	68,939	72,267	73,602	75,133	1,900	3,400	5,100	2,800	2,900	2,800	0
9,035	360,000	2	2	2	30	1	2	2	-1	-1	-2	7,102	6,922	1,861	1,457	-129	-2,629	1,893	0	1,457	2,500	326	0	0
9,036	420,000	2	2	2	25	-1	2	0	0	0	-2	2,804	2,615	3,392	4,392	-796	-796	0	1,000	1,000	0	0	20,500	0
9,037	30,000	1	3	2	45	0	0	0	0	0	0	28,185	28,296	23,455	24,179	24,289	24,649	1,377	1,370	1,294	1,015	900	913	0
9,038	60,000	1	2	1	36	1	2	0	0	0	0	36,544	37,357	38,067	38,823	39,638	40,424	1,700	1,632	1,388	1,439	1,445	1,500	0
9,039	160,000	2	2	1	31	0	0	0	0	0	0	135,320	146,230	76,660	79,825	82,951	85,168	5,000	10,000	5,000	5,000	4,000	4,000	0
9,040	170,000	2	1	1	44	-2	-2	-2	-2	-2	-1	10,309	4,944	28,144	1,883	27,938	14,832	4,944	28,144	1,883	27,938	14,832	0	0
9,041	20,000	1	3	1	52	1	2	0	0	0	-2	20,838	20,212	20,148	19,845	0	0	0	1,200	397	0	0	0	1
9,042	290,000	2	1	1	45	-2	-2	-2	-2	-2	-2	1,092	1,335	1,222	1,513	2,661	2,436	1,335	1,222	1,513	2,661	2,436	37,015	0
9,043	340,000	2	2	2	52	-2	-2	-2	-2	-2	-2	3,375	3,267	-2	498	11,466	412	3,283	0	500	11,523	414	15,055	0
9,044	60,000	1	1	2	31	1	-2	-2	-1	0	-1	0	-880	-2,640	1,760	880	3,110	0	0	4,400	0	3,110	0	1
9,045	500,000	2	1	1	36	-1	-1	-1	0	0	-1	51,465	24,201	384,973	349,790	315,125	16,576	24,201	384,986	7,017	6,342	16,576	43,710	0
9,046	230,000	2	3	2	54	0	0	0	0	0	0	66,108	45,000	33,477	34,914	36,352	37,745	6,840	3,000	2,000	2,000	2,000	2,000	0
9,047	30,000	2	5	1	53	0	0	0	0	0	0	28,191	27,166	17,769	18,107	18,541	4,770	1,600	1,300	1,000	1,200	2,000	1,000	0
9,048	20,000	1	1	2	25	1	-1	2	2	2	2	0	1,825	1,346	587	338	1,239	3,650	0	300	0	1,000	0	0
9,049	140,000	2	2	2	30	-1	-1	-2	-2	-2	-2	854	0	0	0	0	0	0	0	0	0	0	0	0
9,050	500,000	1	2	1	31	0	0	0	0	0	0	39,291	29,122	26,639	22,828	21,293	17,544	1,700	1,174	1,007	1,013	1,018	264	0
9,051	120,000	2	1	1	39	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
9,052	70,000	2	2	2	25	0	0	0	0	0	0	63,745	55,670	47,413	44,590	45,890	47,126	2,294	2,100	1,600	2,000	2,000	1,750	1
9,053	280,000	2	2	1	50	-1	-1	-1	-1	-1	-1	25,040	41,270	570	1,068	48,313	10,252	41,275	570	1,074	48,313	10,252	19,226	0
9,054	130,000	1	2	1	53	-1	-1	-1	-1	-1	-1	780	0	390	390	390	390	0	390	390	390	390	390	0
9,055	70,000	1	1	2	30	0	0	0	0	2	0	68,971	69,872	66,932	69,043	70,252	55,732	2,700	3,100	3,900	2,500	2,500	2,500	1
9,056	340,000	2	2	1	42	-1	-1	-1	-1	-1	-1	14,087	11,007	16,971	10,734	9,200	23,818	11,013	17,025	10,734	9,200	23,818	46,291	0
9,057	210,000	1	1	2	28	-1	-1	-1	-1	-1	-1	1,832	1,074	1,002	711	420	1,572	1,074	1,002	711	420	1,572	0	0
9,058	80,000	2	2	2	57	-1	-1	-1	-2	-2	-2	3,072	2,856	0	0	0	0	2,856	0	0	0	0	0	0
9,059	120,000	2	2	2	43	-1	-1	-1	-1	-1	-1	316	71,316	316	316	2,766	1,996	71,316	316	316	2,766	1,996	2,054	0
9,060	100,000	2	1	2	28	0	0	0	0	0	0	102,697	100,462	101,879	100,999	101,188	99,328	4,600	4,000	4,000	4,000	4,000	4,400	0
9,061	20,000	1	1	2	22	0	0	0	0	0	0	14,720	15,432	16,252	14,877	9,487	-5,910	3,880	1,200	298	5,390	4,000	9,666	0
9,062	220,000	2	1	1	46	2	2	0	0	0	0	243,517	228,368	224,414	196,229	190,050	183,779	0	10,000	7,200	7,001	6,900	6,400	0
9,063	70,000	2	1	2	34	2	2	2	2	2	2	44,347	43,357	46,626	47,562	48,651	49,700	0	4,000	2,000	2,000	2,000	2,000	1
9,064	20,000	2	2	1	26	0	0	0	0	0	0	73,404	75,132	77,264	74,319	9,968	10,769	2,600	2,500	2,000	1,000	1,000	1,000	0
9,065	100,000	2	2	2	32	0	0	0	0	0	0	54,933	56,151	56,677	58,237	59,643	63,275	2,700	2,055	2,500	2,500	4,800	2,500	0
9,066	110,000	2	2	2	24	0	0	0	0	0	0	49,782	50,858	51,780	53,647	53,308	54,366	1,878	1,800	2,647	1,892	1,901	1,728	0
9,067	80,000	2	3	2	27	2	2	2	2	-1	-1	3,682	4,714	2,336	0	5,471	5,415	3,193	0	0	5,471	5,415	5,124	0
9,068	30,000	2	1	2	29	1	-1	-1	-1	-1	-1	0	686	405	3,190	2,844	0	686	409	3,190	2,844	0	0	0
9,069	30,000	2	2	1	34	0	-1	-1	0	0	-1	27,816	1,250	24,135	24,745	22,805	10,745	1,260	24,135	1,000	2,000	10,745	18,572	0
9,070	60,000	1	1	2	27	0	0	0	0	0	0	57,753	59,186	59,001	27,971	28,619	29,213	2,960	1,628	1,002	1,100	1,100	922	1
9,071	50,000	2	1	2	27	0	0	0	0	0	2	44,421	45,897	46,920	47,864	50,856	48,390	2,500	2,100	2,000	3,900	0	2,000	0
9,072	260,000	2	2	1	53	0	0	0	0	0	0	222,134	223,345	225,258	189,500	182,771	188,876	10,020	10,007	10,017	10,003	10,007	10,036	0
9,073	500,000	2	1	2	29	0	0	0	0	2	2	201,500	196,051	161,342	154,127	149,472	139,130	10,000	7,031	10,100	5,663	0	4,448	0
9,074	110,000	2	1	2	35	-1	2	-1	0	0	-1	549	179	1,166	790	806	1,729	0	1,166	0	446	1,729	0	0
9,075	30,000	2	3	1	33	2	2	2	2	2	2	27,126	29,970	29,192	31,103	31,771	30,404	3,600	0	2,700	1,300	0	1,300	0
9,076	180,000	2	1	2	31	-1	-1	-1	-2	-2	-2	8,260	5,921	0	0	0	0	5,921	0	0	0	0	0	1
9,077	170,000	2	1	1	35	1	-1	-1	-2	-2	-2	0	3,209	0	0	0	0	3,209	0	0	0	0	0	1
9,078	320,000	2	1	1	34	-1	-1	-1	-1	-1	-1	800	18,873	-150	150	21,565	4,818	18,873	0	500	21,565	5,000	168,492	1
9,079	10,000	2	2	1	53	0	0	0	-2	-2	-2	9,269	10,400	0	0	0	0	1,400	0	0	0	0	0	1
9,080	50,000	1	2	2	26	1	5	4	8	7	6	48,481	47,426	56,623	55,815	55,033	53,625	0	10,000	0	0	0	0	0
9,081	170,000	2	1	2	32	1	-2	-2	-2	-1	-1	0	0	0	0	500	500	0	0	0	500	500	500	1
9,082	120,000	2	1	1	51	0	0	0	0	0	2	120,290	116,082	118,405	99,081	106,300	104,433	6,000	6,000	4,000	9,000	0	5,000	0
9,083	30,000	2	3	1	47	1	2	0	0	0	0	32,724	29,279	27,149	14,930	14,400	0	0	1,500	797	680	0	0	0
9,084	160,000	1	2	2	29	0	0	0	0	0	0	157,186	136,159	96,395	58,773	60,737	115,158	6,227	5,000	5,000	3,000	60,000	5,000	0
9,085	50,000	2	1	2	27	2	2	2	2	2	2	45,722	46,694	47,617	48,542	49,630	50,047	2,000	2,000	2,000	2,000	1,700	2,000	1
9,086	30,000	2	2	1	44	0	-1	-1	-1	-1	-2	4,180	390	0	780	0	0	390	0	780	0	0	0	0
9,087	50,000	1	2	1	36	0	0	0	0	0	0	47,606	48,653	50,144	47,838	48,914	50,442	1,815	2,306	2,000	2,000	2,500	1,700	0
9,088	240,000	2	2	1	45	1	-1	-1	-1	-1	-1	0	396	396	396	396	396	396	396	396	396	396	396	0
9,089	50,000	1	3	0	50	0	0	0	-1	-1	-1	45,771	23,343	0	3,400	2,769	0	2,266	0	3,400	2,769	1,700	0	0
9,090	180,000	2	1	2	31	4	4	4	3	2	2	83,020	84,654	82,852	81,162	79,958	178,148	3,500	0	0	0	100,000	0	1
9,091	500,000	2	2	2	28	0	0	0	0	0	0	215,459	201,715	141,177	130,352	126,422	113,148	7,412	4,721	3,854	3,622	3,433	3,201	0
9,092	240,000	2	3	2	50	0	0	0	0	0	0	223,045	218,120	221,051	191,997	196,221	200,058	9,490	8,163	6,753	7,197	7,176	5,265	0
9,093	50,000	1	2	2	23	0	0	-1	-1	-2	-2	30,101	0	780	0	0	0	434	780	0	0	0	0	0
9,094	50,000	2	2	1	30	2	0	0	-2	-2	-2	6,425	4,580	0	0	0	0	1,050	0	0	0	0	0	1
9,095	220,000	1	1	2	38	0	0	0	0	0	0	197,600	201,708	121,499	124,409	68,319	0	8,200	5,100	5,400	3,300	0	0	0
9,096	200,000	1	2	1	36	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
9,097	230,000	2	1	1	35	-1	-1	-1	-1	-1	-1	4,043	10,609	4,982	43,509	2,271	13,486	10,670	5,008	43,736	2,282	13,553	2,980	0
9,098	20,000	1	3	2	56	0	0	0	0	0	0	15,552	16,596	17,609	17,329	17,850	18,046	1,300	1,300	700	800	602	600	0
9,099	130,000	2	1	1	37	2	2	2	2	2	2	41,795	43,914	44,396	45,365	46,093	47,185	3,100	1,500	2,000	1,600	2,000	2,000	1
9,100	100,000	1	2	1	50	0	0	0	0	0	0	95,549	98,909	81,181	48,194	40,692	18,110	5,025	2,939	18,263	15,761	418	583	0

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