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credit-card-clients

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train · 30k rows

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
301	100,000	1	2	2	37	0	0	0	0	0	0	99,209	98,222	67,185	66,926	66,796	64,513	3,490	2,332	2,314	2,365	2,497	2,305	0
302	440,000	2	1	2	36	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	162,000	0	0
303	50,000	2	3	1	40	0	0	0	0	0	0	49,941	51,213	12,104	12,898	13,687	14,458	2,400	1,206	1,000	1,000	1,000	1,000	0
304	20,000	2	1	2	25	0	0	2	0	0	0	11,968	14,564	27,820	15,824	15,761	12,510	2,800	0	4,000	1,700	1,000	2,000	1
305	200,000	2	1	2	27	-1	-1	-1	0	0	0	871	665	960	4,242	4,084	7,414	665	960	3,908	1,014	3,500	2,880	0
306	110,000	2	2	2	26	-2	-2	-2	-2	-2	-2	432	3,220	5,704	1,256	1,848	400	3,220	5,904	0	3,000	0	0	0
307	500,000	2	2	1	36	-1	-1	-1	-1	-1	-1	10,483	23,956	0	8,500	4,590	0	23,962	0	8,500	4,590	0	0	0
308	300,000	2	2	1	27	1	-1	-1	-2	-2	-2	0	5,215	0	0	0	0	5,215	0	0	0	0	0	0
309	30,000	1	3	1	55	2	2	2	3	3	4	9,720	10,613	11,339	12,841	13,836	14,514	1,200	1,200	2,000	1,500	1,500	1,500	1
310	60,000	2	1	2	27	-1	-1	-1	-1	-1	-1	20,847	13,801	14,366	4,889	273	11,736	13,809	14,583	4,889	273	13,557	0	0
311	400,000	2	2	1	38	-1	0	-1	-1	0	-1	3,697	3,600	1,354	5,322	5,103	2,077	1,000	1,354	5,322	6	2,386	9,085	0
312	180,000	2	2	1	34	0	0	0	0	0	0	143,301	146,333	147,042	127,814	130,331	132,845	7,000	5,000	5,000	4,900	5,000	5,100	0
313	20,000	1	1	2	40	0	0	0	2	0	0	10,934	13,738	16,567	10,411	13,057	14,340	3,000	3,100	0	3,000	1,500	0	0
314	200,000	2	3	1	49	-1	2	2	2	0	0	52,439	51,040	56,205	54,723	58,657	59,983	0	6,000	0	5,000	2,286	3,000	1
315	100,000	1	1	2	27	0	0	0	0	0	0	55,734	52,557	33,415	28,776	17,580	6,441	1,631	1,286	200	645	909	200	0
316	60,000	1	2	2	23	0	0	0	0	0	0	49,507	33,282	34,312	17,277	17,808	19,346	1,970	2,000	618	809	2,000	616	1
317	110,000	2	2	2	36	0	0	0	0	0	0	47,819	48,947	50,330	50,894	52,175	53,652	2,200	2,500	2,000	2,100	2,500	2,200	0
318	260,000	2	3	1	53	1	-1	-1	-2	-2	-1	0	165	526	452	397	485	165	526	452	397	485	459	0
319	50,000	2	3	1	46	3	2	2	0	0	0	48,522	50,955	29,516	29,742	29,898	24,883	3,754	1	1,070	1,030	863	654	0
320	180,000	1	2	2	29	1	-2	-2	-2	-2	-2	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0
321	110,000	1	2	2	29	1	2	2	0	0	0	58,362	56,598	51,908	48,647	47,862	47,969	2,500	0	2,000	2,000	1,854	2,000	1
322	340,000	2	1	2	27	0	0	0	0	0	0	172,180	180,140	166,281	155,628	145,645	103,263	21,105	5,461	5,000	5,849	2,732	50,000	0
323	50,000	1	2	2	24	-1	0	0	0	0	0	1,399	2,441	3,865	7,476	8,384	8,085	1,070	1,500	3,666	2,477	1,306	1,000	0
324	230,000	2	2	1	28	0	0	0	-2	-1	-1	26,361	18,826	1,100	2,100	767	6,173	1,710	1,100	1,000	767	6,173	1,000	1
325	360,000	2	2	2	32	0	0	0	0	0	0	93,029	94,054	91,834	95,631	100,123	100,738	10,000	7,000	10,000	10,000	10,000	10,000	0
326	210,000	1	2	2	43	1	-2	-1	0	0	0	0	0	38,013	40,555	45,075	37,056	0	38,013	3,000	5,000	3,000	3,000	0
327	220,000	2	2	1	41	-1	2	2	-1	2	-1	650	650	325	950	475	325	325	0	950	0	325	325	1
328	60,000	2	2	1	34	2	2	2	2	2	0	24,898	27,976	27,233	30,184	29,566	30,225	3,800	0	3,720	0	1,300	1,291	1
329	340,000	1	2	1	55	-2	-1	-1	-2	-2	-2	50,396	44,665	8,300	2,190	24,599	7,416	44,665	8,321	2,190	24,599	7,416	77,195	0
330	150,000	1	1	1	40	2	2	2	2	2	2	99,855	102,586	100,064	104,975	107,147	109,428	5,200	0	8,100	4,000	4,200	4,200	0
331	200,000	2	2	1	37	1	-1	2	-1	-1	-1	-179	505	189	6,773	23,209	16,893	1,000	0	6,900	24,000	17,000	2,500	1
332	130,000	2	2	2	40	0	0	2	0	0	0	9,559	12,394	11,883	9,826	10,167	12,685	3,000	0	500	500	2,700	500	1
333	60,000	2	1	2	28	1	2	0	0	0	0	10,540	10,232	11,237	11,427	20,973	31,857	0	1,483	673	10,000	11,540	7,000	0
334	400,000	2	2	1	43	1	-2	-2	-2	-1	-1	0	0	0	0	1,600	78,388	0	0	0	1,600	78,388	0	0
335	20,000	1	1	2	27	0	0	0	0	0	0	20,571	19,089	19,658	19,453	19,108	18,868	1,323	1,600	830	700	674	376	0
336	190,000	2	1	2	28	0	0	0	0	0	0	143,464	146,943	151,905	153,538	156,664	160,361	5,795	7,408	5,645	5,753	6,370	5,865	0
337	260,000	2	1	2	30	0	0	0	0	0	0	156,882	160,246	159,988	158,114	158,762	159,108	10,000	8,000	6,000	7,000	7,000	6,000	0
338	140,000	2	2	2	31	-2	-2	-2	-2	-2	-2	390	0	0	0	0	0	0	0	0	0	0	0	0
339	50,000	2	2	1	31	0	0	0	0	0	0	46,512	47,716	49,675	30,929	30,078	29,170	1,974	4,406	1,061	1,073	1,046	1,047	1
340	120,000	2	1	2	34	-1	-1	0	-1	-1	-1	882	6,531	6,313	1,100	1,330	830	6,900	5,037	1,100	1,330	3,800	2,037	0
341	240,000	2	2	2	30	-2	-2	-2	-2	-2	-2	92	92	92	0	92	0	92	92	0	92	0	1,883	0
342	50,000	1	2	2	36	0	0	0	0	-1	0	5,916	6,172	4,123	680	978	978	1,212	1,200	0	978	0	0	0
343	200,000	2	1	2	29	-1	2	-1	-1	-1	2	2,393	183	4,847	20,183	24,815	24,248	0	4,872	20,183	5,000	0	1,000	0
344	180,000	1	1	1	39	0	0	-1	0	0	-1	274,731	281,713	242,063	122,295	-1,005	1,005	11,000	145,000	26,000	0	101,005	1,898	0
345	180,000	2	1	2	26	0	0	0	0	0	0	145,403	138,232	130,553	105,894	108,248	106,517	5,440	5,051	3,835	4,106	4,250	4,028	0
346	160,000	2	1	2	29	-1	-1	-2	-1	0	0	3,097	-707	-2,697	2,303	6,182	1,654	0	0	5,000	5,000	1,500	13,000	0
347	100,000	2	2	2	26	-1	-1	-1	0	0	0	1,370	4,192	4,159	3,542	1,980	3,980	4,210	4,159	1,000	1,080	2,000	1,525	0
348	50,000	2	2	2	29	0	0	0	0	0	0	47,081	49,316	50,409	45,545	39,963	41,145	3,000	2,000	2,000	2,000	2,000	2,000	1
349	140,000	2	2	2	31	0	0	0	0	0	0	138,119	137,950	140,254	139,679	141,748	142,174	6,600	6,500	5,100	5,300	6,000	5,000	0
350	30,000	2	2	2	26	0	0	0	0	0	0	17,893	19,012	20,123	20,222	20,796	19,844	1,411	1,522	621	795	715	1,000	1
351	90,000	1	1	2	26	0	0	-1	0	0	-1	39,128	20,473	1,940	1,940	0	23,101	1,541	4,200	0	0	23,101	3,000	0
352	200,000	1	1	1	36	1	-2	-1	-1	-2	-1	-14,386	-13,543	3,432	-3,684	0	1,386	10,118	47,015	0	4,000	100,000	10,000	0
353	380,000	1	1	2	30	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
354	80,000	2	2	2	43	0	0	0	0	0	0	77,057	78,102	58,501	51,042	19,036	19,414	3,177	2,600	3,000	1,691	695	882	0
355	50,000	1	3	1	58	2	2	2	0	0	2	15,899	18,720	18,122	18,530	19,089	18,856	3,400	0	1,000	1,001	634	638	0
356	180,000	1	2	1	45	-1	0	0	0	0	0	27,679	28,422	29,650	29,981	30,419	31,127	1,481	2,000	1,100	1,200	1,500	1,500	1
357	240,000	2	2	2	26	0	0	0	0	0	0	141,315	128,940	124,226	113,133	113,966	103,360	6,349	5,834	3,870	4,000	3,825	3,520	0
358	380,000	1	2	2	34	0	0	0	0	0	0	194,314	179,206	193,992	174,675	171,253	169,121	9,010	35,000	5,000	6,000	5,000	4,400	0
359	110,000	2	4	2	24	0	0	0	0	0	0	83,755	77,431	79,044	80,631	82,333	84,462	3,000	2,900	2,900	3,000	3,500	4,000	0
360	260,000	1	1	1	34	-1	-1	-1	-1	-1	-1	49,657	291	51,058	2,351	34,039	291	291	51,058	35,696	34,039	291	291	0
361	500,000	2	2	2	23	4	3	2	0	0	0	507,726	509,229	499,936	505,507	484,612	419,643	10,000	0	14,000	16,500	16,000	19,000	1
362	320,000	2	2	2	30	0	0	0	0	0	0	71,305	71,151	72,029	72,849	74,374	74,610	2,589	2,568	2,570	2,661	2,781	2,500	0
363	50,000	1	2	2	32	4	3	2	0	0	0	45,734	44,741	43,562	44,039	45,008	25,775	0	0	1,262	1,358	1,275	1,590	0
364	110,000	1	1	1	40	1	-2	-1	0	-1	-1	0	0	2,066	2,000	216	216	0	2,066	0	216	216	66	1
365	230,000	2	1	2	35	-2	-2	-2	-2	-2	-2	761	300	399	665	576	613	300	399	665	576	613	520	0
366	330,000	2	2	1	56	1	-1	-1	-2	-1	-1	-9	1,520	1,488	0	3,965	8,676	1,529	1,507	0	3,965	8,676	384	0
367	50,000	2	2	1	61	0	0	0	0	0	0	47,166	49,396	50,476	23,319	23,171	24,774	3,000	2,237	975	1,000	2,000	1,039	0
368	10,000	1	2	2	24	-1	2	2	2	0	0	2,887	1,923	2,989	2,813	2,008	2,132	0	1,500	0	0	150	0	0
369	300,000	1	1	1	40	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
370	20,000	2	2	1	32	3	2	0	0	0	0	20,631	20,010	19,703	11,084	10,918	10,985	0	1,168	384	390	632	616	1
371	180,000	1	2	1	36	2	2	-2	-2	-2	-2	83,538	0	0	0	0	0	0	0	0	0	0	0	1
372	160,000	1	1	2	30	-1	-1	-1	-1	-1	-1	99	2,977	15,086	8,578	13,028	21,712	2,977	15,086	9,123	13,028	29,712	50,000	0
373	90,000	2	1	2	34	0	0	0	2	2	2	34,302	35,089	43,449	42,451	49,718	48,767	1,640	9,000	0	8,000	0	2,000	0
374	30,000	1	3	3	54	0	0	0	0	0	0	22,987	22,298	22,352	23,221	24,339	25,943	2,500	2,000	1,500	4,000	2,000	0	0
375	180,000	1	1	1	46	0	0	0	0	0	0	173,267	174,590	175,233	106,288	28,089	178,719	8,100	5,299	3,305	5,040	160,719	7,000	0
376	30,000	1	3	1	58	0	0	0	0	0	0	19,143	20,168	21,229	21,495	21,800	22,437	1,640	1,700	915	800	1,000	1,961	0
377	30,000	1	2	1	43	1	2	0	0	0	2	20,518	19,901	20,905	21,509	25,183	24,242	0	1,342	946	4,200	0	1,000	0
378	140,000	2	1	2	28	-1	0	0	-1	-1	-1	10,833	14,446	7,609	4,991	3,400	3,745	14,000	3,855	4,991	3,600	5,500	4,000	0
379	210,000	1	1	2	30	0	0	0	0	0	0	69,937	71,906	43,308	44,584	47,842	49,888	3,500	3,000	2,000	4,000	3,000	10,000	0
380	50,000	1	2	2	31	0	0	0	0	0	0	20,526	15,129	15,093	9,577	11,139	12,487	2,000	3,000	327	3,000	3,000	5,000	1
381	130,000	2	2	2	29	0	0	0	0	0	0	89,055	90,780	70,947	72,367	73,875	75,355	4,200	2,575	2,600	2,674	2,701	5,750	0
382	50,000	2	2	1	37	2	2	2	0	0	0	1,894	3,200	3,381	3,559	1,948	2,415	1,500	400	200	500	500	400	1
383	140,000	1	3	1	36	0	0	0	0	0	0	100,594	78,372	91,502	90,859	88,616	88,450	3,000	30,000	4,000	4,000	3,400	3,300	0
384	170,000	2	2	2	28	-1	0	0	2	0	0	2,948	3,848	5,646	5,464	5,577	5,889	1,105	1,903	0	296	500	95	1
385	80,000	1	2	2	25	0	0	0	0	0	-2	22,619	31,429	27,923	25,280	0	0	10,010	1,209	579	0	0	6,305	0
386	410,000	2	5	1	42	0	0	0	0	0	0	338,106	342,904	344,464	240,865	234,939	240,176	15,000	14,000	9,000	8,500	9,000	8,300	0
387	80,000	2	1	2	29	1	-1	-1	-2	-2	-2	0	80,000	0	0	0	0	80,000	0	0	0	0	0	0
388	80,000	1	3	1	73	-1	0	0	2	2	2	63,144	65,631	68,875	70,646	72,870	75,018	3,500	4,330	3,500	3,500	3,500	5,100	1
389	150,000	1	2	1	43	0	0	0	0	0	0	153,249	154,049	156,523	159,653	162,866	157,759	7,900	6,500	5,700	5,700	5,700	5,334	0
390	260,000	1	1	1	30	-1	-1	-1	0	0	-1	1,131	291	582	291	0	291	291	582	0	0	130,291	651	1
391	350,000	1	1	1	38	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
392	280,000	2	2	1	39	1	-1	0	0	0	0	-1,312	35,918	37,297	37,154	32,581	33,316	38,621	2,000	1,130	922	1,011	5,000	1
393	310,000	1	2	1	44	0	0	0	0	0	0	103,797	91,989	87,720	76,218	72,090	71,620	4,400	4,013	3,011	3,000	3,001	2,653	0
394	140,000	2	2	2	29	0	0	0	0	0	0	20,110	17,102	18,862	19,996	21,214	21,085	3,000	3,000	3,000	3,500	2,000	2,000	0
395	360,000	1	1	1	51	-1	-1	-1	-2	-2	-2	38,000	25,000	0	0	0	0	25,000	0	0	0	0	0	0
396	140,000	2	1	2	27	0	0	0	0	0	0	142,428	144,105	143,952	142,590	142,650	142,620	10,000	10,000	6,000	6,000	6,000	5,600	0
397	100,000	1	1	2	38	0	0	0	0	0	0	40,810	42,653	42,351	43,011	43,011	28,947	2,502	1,200	860	0	579	0	0
398	50,000	2	2	2	22	-2	-2	-2	-2	-2	-2	0	0	0	848	0	632	0	0	848	0	632	0	0
399	210,000	2	2	1	30	0	0	0	0	0	0	104,701	106,134	108,423	91,143	82,733	74,125	4,002	5,000	3,500	3,000	2,700	5,000	0
400	120,000	2	2	2	25	2	2	2	2	2	2	120,298	120,822	109,887	116,313	119,311	117,167	4,007	0	8,272	5,000	0	4,400	0