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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
4,601	30,000	1	1	2	26	0	0	-1	-1	-1	-1	27,172	27,000	780	0	30,525	0	1,000	780	0	30,525	0	0	0
4,602	60,000	1	2	2	45	0	0	0	0	0	0	59,475	60,423	59,674	29,411	27,730	26,638	2,500	1,509	1,000	1,000	2,000	1,500	0
4,603	150,000	1	3	1	49	0	-1	-1	-1	-1	-1	4,029	4,048	2,842	3,910	4,697	1,719	4,054	2,866	4,082	4,697	1,735	0	0
4,604	750,000	2	3	1	40	-2	-2	-1	-1	-1	-1	16,372	15,344	3,329	38,488	9,777	66,692	15,420	3,691	38,679	9,825	67,024	76,641	0
4,605	30,000	1	2	1	29	0	0	0	0	0	0	10,721	25,066	13,817	14,983	15,525	0	2,000	1,500	1,400	1,000	0	0	0
4,606	160,000	2	2	2	51	-1	-1	-1	-1	-1	-1	6,136	5,932	4,353	3,746	5,487	2,702	5,932	4,353	3,835	6,934	3,370	2,276	0
4,607	50,000	2	2	1	31	0	0	0	0	0	-1	50,628	48,748	46,368	2,443	6,251	357	2,350	3,000	1,000	6,000	400	9,844	1
4,608	50,000	2	1	2	42	-1	-1	-1	-1	-1	2	1,310	37,073	7,700	42,038	42,610	42,096	37,073	7,700	42,038	42,096	587	9,162	0
4,609	160,000	1	2	2	30	2	2	2	2	2	2	75,406	76,907	78,047	79,362	81,089	82,796	3,300	3,000	3,200	3,152	3,200	3,100	0
4,610	150,000	2	1	2	23	0	0	0	0	0	0	151,669	152,794	147,323	112,904	77,642	78,542	5,900	5,598	4,440	2,800	3,000	3,000	0
4,611	30,000	2	2	1	42	0	0	0	0	0	2	27,276	30,470	27,699	28,257	30,695	30,059	3,671	1,500	1,018	2,900	0	869	0
4,612	350,000	1	1	1	35	0	0	2	-1	2	2	19,734	5,338	3,042	2,418	2,233	7,176	3,000	0	2,500	0	5,000	0	0
4,613	20,000	2	1	2	24	0	0	0	0	0	0	18,821	18,714	18,942	20,179	20,204	20,239	2,000	1,300	1,500	2,500	1,000	1,000	0
4,614	50,000	1	2	2	39	0	0	0	0	0	0	47,206	8,464	9,799	10,054	9,736	9,955	1,500	1,500	400	344	371	314	0
4,615	180,000	1	3	1	27	0	0	0	0	0	0	12,303	11,757	11,695	5,891	753	21,753	2,000	1,700	300	0	21,000	1,000	1
4,616	30,000	1	3	2	23	2	0	0	0	0	0	29,144	30,419	30,097	25,887	25,707	0	2,033	1,420	0	92	0	0	1
4,617	100,000	1	2	1	52	0	0	0	0	0	0	55,120	56,636	58,215	16,809	24,482	21,849	2,403	2,875	1,010	10,844	1,074	580	0
4,618	20,000	1	2	2	24	1	2	2	2	2	2	11,893	12,906	12,902	12,398	13,297	12,934	1,500	500	0	1,100	0	1,500	0
4,619	80,000	1	1	2	29	0	0	0	0	0	0	73,722	75,323	64,277	45,455	42,231	42,804	3,300	2,500	1,556	1,600	1,600	1,600	0
4,620	150,000	1	2	1	43	0	0	0	0	0	0	89,488	89,951	86,961	79,284	74,531	78,359	5,016	5,050	3,026	5,000	5,012	4,057	0
4,621	230,000	2	1	2	30	-1	-1	-1	-1	-1	-1	754	-441	4,410	0	711	5,650	0	4,851	0	711	5,650	0	0
4,622	50,000	1	1	1	25	0	0	2	0	0	0	5,472	5,891	6,595	8,400	4,041	4,815	1,500	1,000	2,000	1,000	1,000	2,000	0
4,623	210,000	2	1	2	39	-1	-1	-1	0	-1	-1	3,962	1,772	3,608	1,918	1,429	2,381	1,777	3,613	5	1,433	2,387	2,857	0
4,624	50,000	1	2	3	41	0	0	0	0	0	0	52,260	40,893	81,308	41,463	40,045	40,845	1,679	1,640	1,449	1,454	1,466	1,526	0
4,625	240,000	2	2	1	37	0	-1	-1	0	-1	-1	1,854	1,346	3,195	1,932	7,363	1,546	1,346	3,195	0	7,383	1,546	4,390	0
4,626	500,000	2	3	2	40	0	0	0	0	0	0	264,961	237,006	139,311	128,095	181,304	219,929	20,078	30,141	30,000	60,000	50,000	30,000	0
4,627	210,000	1	2	2	28	0	0	0	-2	-2	-2	5,373	6,200	0	0	0	0	1,000	0	0	0	0	0	0
4,628	160,000	2	2	1	40	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	200	0
4,629	250,000	2	1	2	48	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
4,630	500,000	2	1	2	46	0	0	0	0	-1	-1	20,614	18,050	15,341	15,985	1,147	5,492	5,001	3,007	8,000	1,147	5,492	3,000	0
4,631	100,000	1	2	1	35	1	2	2	2	2	2	59,121	57,604	62,635	64,994	63,827	67,839	0	6,000	4,000	0	5,100	2,200	1
4,632	20,000	2	2	2	26	0	0	0	0	0	0	16,385	17,518	19,302	18,818	19,052	9,097	1,700	2,484	1,000	475	363	4,000	0
4,633	30,000	2	2	1	30	0	0	0	-2	-2	-2	14,451	15,525	0	0	0	0	1,525	0	0	0	0	0	0
4,634	50,000	2	1	2	27	0	-1	-1	-1	-1	-1	13,301	1,400	780	390	42,958	44,849	1,400	780	390	42,958	3,500	0	0
4,635	160,000	1	2	2	27	0	0	2	2	0	0	109,405	118,110	119,697	116,284	119,248	122,228	12,000	5,000	0	5,000	4,958	36,000	0
4,636	50,000	1	3	2	28	1	-1	-1	0	-1	-1	-9,802	99	103	249	386	11,504	10,000	103	245	386	11,504	2,000	0
4,637	90,000	2	3	1	25	-1	-1	-1	-1	0	-1	3,363	174	1,473	390	390	780	174	1,473	780	0	780	0	1
4,638	20,000	1	2	2	28	0	0	0	0	0	0	11,449	12,811	11,779	12,379	12,879	14,879	1,582	1,400	1,000	500	2,000	500	0
4,639	50,000	1	1	1	44	0	0	0	0	-2	-2	35,145	36,275	37,150	0	0	0	2,000	1,871	0	0	0	0	0
4,640	230,000	2	3	2	39	1	2	0	0	0	-2	11,391	10,923	13,554	12,134	0	0	0	3,200	0	0	0	0	0
4,641	150,000	1	2	2	31	3	2	2	0	0	2	76,113	77,728	75,888	77,017	77,706	79,274	3,400	0	2,960	3,100	3,000	2,711	0
4,642	50,000	1	1	2	45	0	0	0	0	0	0	48,719	49,966	32,538	20,270	19,992	20,054	2,212	2,503	693	1,000	1,000	1,000	0
4,643	280,000	2	1	2	36	-1	-1	-1	-1	-2	-2	27,290	0	720	0	0	0	0	720	0	0	0	0	0
4,644	500,000	2	1	1	37	0	0	0	0	0	0	315,816	267,100	277,636	287,998	298,343	308,378	10,000	15,000	15,000	15,000	15,000	15,200	0
4,645	90,000	2	2	1	47	-1	-1	-1	-1	-1	-1	1,887	43,542	12,148	880	10,880	880	43,542	12,148	880	10,880	880	1,080	0
4,646	360,000	1	1	2	29	-1	0	0	0	-1	-1	64,606	44,466	40,165	20,733	12,525	7,482	5,135	20,856	103	12,587	7,518	6,412	0
4,647	140,000	1	2	2	50	0	0	0	0	0	-2	98,668	88,727	27,203	27,209	-20,006	-30,177	4,410	1,804	14,000	10,968	0	82,000	0
4,648	140,000	1	1	2	44	-1	-1	-1	-1	-1	-1	5,287	5,717	7,146	5,930	5,280	5,930	5,717	7,146	5,930	5,280	5,930	0	0
4,649	230,000	2	1	2	44	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
4,650	50,000	2	2	2	25	0	0	2	0	0	0	39,033	37,002	21,933	16,137	16,030	15,373	6,455	0	1,500	3,000	5,000	5,000	0
4,651	130,000	2	2	1	50	-1	-1	-1	-1	-1	-1	1,504	1,027	2,172	836	836	0	1,027	2,172	836	836	0	2,508	0
4,652	330,000	2	1	2	44	0	0	2	0	0	0	243,621	259,517	253,863	257,535	262,753	268,145	21,400	0	9,400	9,542	9,766	9,786	1
4,653	210,000	1	1	2	30	-1	-1	-1	-1	0	0	4,830	0	1,000	15,385	20,302	25,112	0	1,000	15,385	5,302	5,112	4,213	0
4,654	10,000	2	1	1	27	2	0	0	0	0	2	4,920	5,937	6,945	7,088	8,108	8,264	1,256	1,264	407	1,291	435	0	0
4,655	50,000	2	2	1	54	0	0	0	0	0	0	49,320	49,724	50,218	18,983	17,435	17,057	1,925	2,152	800	610	620	900	0
4,656	100,000	2	1	1	46	0	0	0	2	0	0	39,245	41,602	47,885	46,817	48,400	51,588	3,000	7,000	0	2,500	4,000	0	0
4,657	70,000	2	3	1	26	0	0	0	0	0	0	65,763	38,209	27,874	28,439	26,590	29,043	3,000	2,000	955	3,000	3,000	790	0
4,658	50,000	2	2	1	45	0	0	0	0	0	0	40,650	42,718	45,047	45,632	46,535	47,351	2,850	3,160	1,740	1,748	1,650	3,530	0
4,659	170,000	2	1	1	28	0	0	0	0	-1	-1	20,302	14,653	7,234	9,908	3,205	60	3,000	1,000	5,000	3,205	60	0	0
4,660	100,000	2	2	1	50	2	2	2	2	2	2	44,078	45,077	47,837	48,678	48,420	48,888	2,000	3,841	1,900	1,900	1,800	2,000	1
4,661	80,000	1	1	1	36	0	0	0	0	0	-2	60,110	51,784	50,071	47,099	41,063	6,408	2,186	1,491	1,099	1,243	6,408	6,825	0
4,662	150,000	1	3	2	27	0	0	0	0	0	0	77,298	69,832	66,692	67,518	64,210	60,747	3,029	4,000	2,258	2,500	2,500	1,624	0
4,663	50,000	2	3	2	23	0	0	0	0	0	0	26,956	27,596	28,192	28,356	28,554	28,718	1,462	1,448	1,002	1,032	1,024	1,028	0
4,664	80,000	1	2	1	34	1	-2	-1	-1	-1	-2	0	0	862	41,300	0	0	0	862	41,300	0	0	10,000	0
4,665	120,000	2	1	2	24	0	0	0	0	0	0	78,304	79,348	81,881	82,628	84,404	86,096	2,900	3,850	3,000	3,100	3,088	3,151	0
4,666	470,000	1	3	1	47	0	0	0	0	0	0	163,529	129,341	106,390	82,181	79,402	72,121	4,700	30,002	20,000	40,000	35,000	40,000	0
4,667	80,000	2	3	1	52	0	0	0	0	0	0	18,100	6,826	7,582	8,082	8,082	8,082	1,244	1,000	500	0	0	0	0
4,668	60,000	1	1	2	30	0	0	2	0	0	0	46,307	51,232	50,109	50,979	52,998	54,264	6,000	0	2,000	3,000	2,300	2,000	0
4,669	80,000	1	2	2	42	0	0	0	0	0	0	75,264	75,919	78,078	28,868	29,174	29,444	3,200	4,613	1,100	1,500	1,500	966	0
4,670	50,000	1	2	1	57	0	0	2	0	0	0	25,551	22,957	18,027	13,836	14,966	13,220	2,733	759	500	6,326	3,259	2,281	1
4,671	500,000	1	1	1	43	0	0	0	0	0	0	403,800	404,640	412,082	417,759	428,608	421,871	17,000	16,500	15,000	19,000	18,032	5,000	1
4,672	110,000	1	2	2	26	0	0	0	0	0	0	49,732	46,766	41,796	44,251	42,921	37,748	2,300	2,000	3,000	3,000	2,000	10,000	0
4,673	80,000	2	2	1	44	0	0	0	-2	-2	-2	40,769	41,150	0	0	0	0	2,150	0	0	0	0	0	0
4,674	50,000	1	2	2	27	2	2	2	2	2	2	48,655	45,570	44,015	36,724	45,751	46,497	460	5,021	0	10,000	2,005	37	1
4,675	400,000	2	1	1	44	4	3	2	0	0	-1	278,863	275,153	269,528	269,278	269,278	1,976	0	0	150	0	3,355	5,688	1
4,676	90,000	2	1	2	29	0	0	0	0	0	0	90,749	90,595	89,059	88,822	90,978	89,363	3,481	5,167	3,300	3,615	3,217	3,500	0
4,677	150,000	2	5	1	53	0	0	0	0	0	0	135,903	137,719	144,913	135,063	134,417	134,490	7,474	14,004	4,876	4,750	5,090	4,594	0
4,678	360,000	2	1	1	35	-1	-1	-2	-2	-2	-2	10,621	0	0	0	150	137	0	0	0	150	137	0	0
4,679	170,000	1	3	1	29	0	0	0	0	0	0	165,027	168,990	172,307	35,234	32,869	33,862	7,200	7,500	1,200	1,200	1,500	1,300	0
4,680	110,000	1	3	2	37	2	0	0	0	2	0	103,356	85,352	55,489	49,958	50,524	50,361	2,700	1,827	5,400	1,473	2,100	1,848	1
4,681	220,000	2	1	2	29	0	0	0	0	0	0	224,852	224,416	173,565	176,156	175,745	160,362	10,235	8,000	7,000	7,000	7,000	7,000	0
4,682	200,000	2	2	1	36	0	0	0	0	0	0	198,807	200,616	202,228	198,794	203,070	161,002	10,700	8,000	7,500	8,200	10,000	29,000	0
4,683	500,000	2	1	2	47	-2	-2	-2	-2	-2	-2	0	3,270	30,760	143,791	-200	-200	3,270	30,760	143,791	0	0	0	0
4,684	340,000	1	1	1	48	0	0	0	0	0	0	321,046	329,563	335,012	197,797	201,935	140,812	13,690	12,693	6,100	6,300	5,100	5,400	0
4,685	180,000	2	2	2	32	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
4,686	490,000	1	1	2	44	-1	-1	-1	-1	-1	-1	2,920	4,040	3,649	8,343	6,641	5,779	4,060	3,659	8,357	6,660	5,796	4,736	0
4,687	60,000	2	2	2	26	0	0	0	0	0	0	56,146	56,929	55,009	30,181	41,528	21,069	2,314	1,459	914	1,900	800	932	0
4,688	250,000	1	1	2	30	-2	-2	-2	-2	-2	-2	2,729	2,538	6,244	1,297	1,763	1,907	2,543	6,247	1,300	1,766	1,912	1,000	0
4,689	20,000	2	2	2	30	2	0	0	0	0	0	15,997	17,336	18,345	18,643	19,094	19,224	1,600	1,602	900	900	636	744	1
4,690	170,000	1	3	1	39	1	2	2	2	0	0	171,062	166,870	165,156	161,137	164,501	166,064	0	13,000	0	6,000	12,400	5,700	0
4,691	160,000	2	3	2	37	2	2	0	0	0	2	16,626	16,075	17,490	20,724	23,952	23,859	0	2,000	3,539	3,566	446	3,000	1
4,692	80,000	2	1	2	25	-1	-1	-2	-2	-2	-2	1,672	0	0	0	0	0	0	0	0	0	0	0	0
4,693	380,000	2	1	1	36	-1	-1	-1	-1	-1	-2	8,183	10,554	5,453	739	-8,632	-11,922	10,617	5,478	784	14	380	253	0
4,694	70,000	2	3	1	33	0	0	0	0	0	0	71,230	65,305	50,178	29,969	30,081	29,380	2,500	3,108	2,000	1,048	1,095	940	1
4,695	80,000	1	1	2	29	0	0	0	0	0	0	78,038	79,183	81,356	63,039	64,371	65,650	3,000	3,500	3,500	2,500	2,351	2,441	0
4,696	380,000	1	2	1	58	0	0	0	0	0	0	369,699	331,755	303,016	290,019	294,689	301,491	12,172	11,095	11,007	11,000	12,006	11,000	0
4,697	230,000	2	1	2	24	0	-1	-1	-1	-1	0	14,979	2,480	1,434	1,420	9,225	19,013	2,480	1,434	1,420	9,225	10,000	15,000	0
4,698	130,000	1	2	2	28	2	2	2	0	0	0	134,505	135,624	129,959	93,360	90,040	89,873	6,200	0	3,500	3,238	3,216	3,207	1
4,699	160,000	2	1	1	35	-1	-1	-2	-2	-2	-2	2,851	0	0	0	0	0	0	0	0	0	0	0	0
4,700	50,000	2	3	1	42	0	0	0	0	0	0	44,332	25,913	19,057	18,788	18,108	15,256	8,802	1,500	2,000	1,000	2,000	2,000	0

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