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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
9,101	20,000	1	2	2	39	0	0	0	0	0	0	15,972	16,432	17,618	17,365	17,719	17,740	1,500	1,600	347	354	355	0	1
9,102	50,000	2	2	2	26	0	0	0	-1	0	0	48,801	50,140	48,776	19,251	19,650	14,974	2,144	1,000	19,251	622	558	290	0
9,103	140,000	1	3	1	45	2	2	2	2	2	2	78,663	76,839	80,561	83,643	82,183	90,823	0	5,000	5,000	0	10,000	0	1
9,104	90,000	1	2	2	32	0	0	0	0	0	0	23,730	24,693	6,470	9,882	28,283	27,893	2,000	5,000	5,000	25,000	22,000	5,000	0
9,105	290,000	2	1	1	39	1	-1	-1	0	0	-1	1,358	2,586	11,101	21,101	2,833	4,820	2,613	11,101	10,000	2,839	4,826	1,352	0
9,106	180,000	2	2	2	34	0	0	0	0	0	0	181,385	170,946	171,079	126,724	125,786	127,419	8,194	8,500	4,600	5,000	4,600	5,000	1
9,107	200,000	2	3	1	57	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
9,108	110,000	1	1	1	32	2	2	2	2	2	2	95,686	98,374	99,562	100,532	102,779	100,966	5,100	3,700	3,500	4,000	0	10,060	1
9,109	50,000	1	3	2	28	0	0	0	0	0	0	17,141	18,361	19,214	15,519	15,129	13,747	1,500	1,211	516	520	622	5,000	0
9,110	290,000	2	2	1	48	-2	-2	-2	-2	-2	-2	10,608	34,470	11,888	27,114	3,501	12,511	34,470	11,890	27,114	3,501	12,511	5,797	0
9,111	380,000	1	1	1	46	2	2	2	2	2	2	88,069	90,418	88,327	92,492	94,617	96,579	4,400	0	6,300	3,500	3,400	0	1
9,112	480,000	1	2	1	39	0	0	0	0	0	0	428,927	436,425	300,134	315,067	321,825	328,781	15,000	30,000	20,000	12,000	12,500	12,200	0
9,113	30,000	2	2	2	22	0	0	-2	-2	-2	-2	18,830	0	0	0	0	0	0	0	0	0	0	0	0
9,114	380,000	1	1	1	50	0	0	0	0	0	0	211,463	201,613	191,343	184,267	172,328	230,031	10,000	10,000	10,000	20,000	95,000	50,000	0
9,115	340,000	2	1	1	42	0	0	0	0	0	0	221,587	216,472	218,817	223,329	226,176	230,921	8,409	8,500	8,500	8,500	8,500	8,500	0
9,116	30,000	2	2	2	22	0	0	-1	-1	2	2	17,358	-36	23,114	24,727	24,192	25,905	0	23,150	2,000	0	2,119	0	0
9,117	200,000	1	3	1	29	-1	-1	-1	-1	-1	-1	15,456	46,620	22,935	8,335	971	4,278	46,722	22,985	8,346	971	4,296	21,767	0
9,118	360,000	2	1	2	30	0	0	0	0	0	0	40,514	31,871	27,793	19,409	18,093	10,800	1,800	2,025	3,000	2,000	1,000	2,000	0
9,119	160,000	1	1	1	49	-1	-1	2	-1	-1	-1	316	632	316	316	316	316	632	0	316	316	316	316	1
9,120	50,000	1	2	2	40	1	1	-1	-1	0	0	50,209	-2,522	409	29,148	30,270	22,814	0	2,931	30,000	5,270	2,814	3,089	0
9,121	200,000	1	2	2	32	-2	-2	-2	-2	-2	-2	1,473	1,473	390	390	540	390	1,473	390	390	540	390	0	0
9,122	60,000	1	2	2	30	0	0	0	0	0	0	39,264	41,622	42,627	43,914	45,053	46,303	3,000	2,000	2,000	2,000	2,000	2,000	0
9,123	80,000	2	3	1	53	-1	2	-1	-1	-1	-1	780	390	390	390	390	1,320	0	390	390	390	1,320	0	0
9,124	100,000	2	2	1	38	2	2	0	0	0	0	50,721	49,635	50,509	51,666	52,834	54,955	0	2,000	2,000	2,000	3,000	3,000	1
9,125	330,000	1	1	1	37	-2	-2	-2	-1	-1	-1	18,807	15,865	34,284	2,780	20,247	1,806	2,087	10,054	2,840	21,101	1,814	1,861	1
9,126	500,000	2	1	2	44	-2	-2	-2	-2	-2	-2	0	5,218	3,981	0	3,672	7,617	5,218	3,981	0	3,672	7,617	2,691	0
9,127	180,000	2	2	1	32	0	0	0	0	0	0	54,842	55,435	56,810	63,562	41,150	0	2,073	2,359	8,000	3,000	0	0	0
9,128	200,000	2	2	1	44	0	0	0	2	0	0	120,515	117,292	24,612	19,527	16,471	13,408	3,030	4,452	0	708	656	1,000	0
9,129	420,000	2	1	1	39	0	0	0	0	0	0	304,964	312,224	315,822	275,393	278,745	244,543	14,000	11,230	10,000	8,091	6,965	6,362	0
9,130	110,000	2	2	2	23	0	0	0	0	0	0	34,486	43,872	45,140	46,885	48,129	49,327	10,000	2,000	2,500	2,000	2,000	2,000	0
9,131	50,000	2	2	1	24	2	0	0	0	0	0	50,710	45,641	29,259	9,442	9,792	9,684	1,974	1,552	334	498	500	493	1
9,132	130,000	2	3	1	46	0	0	0	0	0	0	17,505	18,529	19,545	20,217	20,890	21,541	1,312	1,328	1,000	1,000	1,000	799	1
9,133	250,000	1	2	1	36	0	0	0	0	0	0	168,899	174,479	157,088	136,787	139,385	122,947	10,000	8,300	5,200	5,500	5,000	5,000	0
9,134	50,000	2	2	2	26	-1	-1	-1	-2	-1	3	528	378	-150	-678	2,057	1,206	378	0	0	3,263	0	0	0
9,135	260,000	1	2	1	43	0	0	0	0	0	0	99,523	76,712	55,185	82,040	60,867	59,005	3,514	3,049	58,312	3,018	3,020	1,511	0
9,136	240,000	1	2	1	54	0	0	2	0	0	0	16,135	249,258	243,589	204,754	201,426	198,736	234,000	30	7,046	7,023	10,005	8,014	0
9,137	300,000	2	1	2	28	0	0	2	0	0	0	24,763	33,484	31,501	32,678	36,147	40,503	10,700	0	2,000	4,000	5,000	0	0
9,138	200,000	2	1	1	35	-1	-1	-1	-1	-1	-1	82,831	15,081	32,105	4,476	6,491	1,262	15,089	32,130	4,476	6,619	1,262	1,974	0
9,139	600,000	2	3	1	46	-1	-1	-1	-1	-1	-1	22,921	11,441	23,471	30,871	17,314	10,000	11,444	23,537	31,171	17,348	10,000	10,000	0
9,140	130,000	2	2	2	29	0	0	2	0	0	2	88,345	94,597	92,077	93,272	96,298	95,745	8,600	0	3,500	7,100	3,600	2,900	0
9,141	150,000	2	1	2	28	-2	-2	-2	-2	-2	-2	9,625	2,099	5,306	8,240	1,686	149	2,099	5,306	8,240	1,686	149	1,760	0
9,142	200,000	1	1	2	30	-2	-1	0	0	0	2	-1,883	9,208	103,360	77,818	26,276	3,235	15,143	100,057	292	10,019	16	810	0
9,143	80,000	2	2	1	34	1	2	2	2	2	2	46,461	47,526	46,466	48,183	49,057	51,091	2,100	0	2,800	1,800	3,000	0	1
9,144	60,000	2	2	1	34	0	0	0	0	0	0	30,834	33,011	33,434	34,935	36,344	37,803	3,000	2,000	3,000	4,000	3,000	3,000	0
9,145	360,000	1	2	1	31	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
9,146	110,000	2	4	1	37	0	0	0	0	0	0	70,204	69,876	69,584	59,666	60,916	61,423	2,745	2,800	2,200	2,200	2,207	3,003	0
9,147	70,000	2	3	1	35	3	2	2	2	0	0	69,852	67,531	28,650	27,590	27,850	28,085	0	2,708	0	1,010	1,013	2,000	1
9,148	50,000	1	1	2	27	1	-2	-1	2	2	2	0	0	71	71	3,871	3,612	0	71	0	3,800	0	0	1
9,149	10,000	2	2	2	46	0	0	2	2	3	2	2,496	4,245	4,525	5,450	5,073	4,843	1,800	500	1,000	0	0	800	1
9,150	120,000	1	1	1	51	0	0	0	0	0	0	117,446	117,781	122,030	114,294	114,144	116,894	4,400	8,002	4,200	4,200	8,000	4,000	0
9,151	220,000	1	2	1	41	-1	-1	-1	-1	-1	-1	8,840	1,369	5,924	1,759	1,824	7,022	6,643	5,924	1,759	1,824	7,022	2,515	0
9,152	440,000	1	1	2	33	-1	2	-1	2	-1	3	1,137	343	812	168	2,653	2,203	0	1,300	0	2,777	0	0	1
9,153	50,000	1	2	1	49	-1	-1	-1	-1	0	-1	1,261	1,261	1,261	480	390	540	1,261	1,261	480	300	540	780	0
9,154	210,000	1	2	2	32	0	0	2	0	0	0	155,913	165,227	161,427	164,860	187,329	186,079	13,000	0	5,666	24,886	6,282	6,494	0
9,155	490,000	2	2	2	34	0	-1	-1	0	0	-1	13,955	10,859	57,426	35,554	15,858	23,033	52,280	57,428	1,068	3,000	23,033	20,225	0
9,156	160,000	1	1	2	30	-1	-1	-1	-1	-1	-1	4,180	7,781	1,256	14,160	6,180	2,000	7,781	1,276	14,160	6,180	2,000	290	0
9,157	180,000	2	2	1	39	0	0	0	0	0	0	46,202	47,359	48,316	28,220	29,260	30,173	2,200	2,111	1,015	1,500	1,400	5,350	0
9,158	330,000	2	2	1	45	0	0	0	0	0	0	123,813	127,050	135,631	138,036	141,330	144,529	5,100	10,600	5,000	5,000	5,000	5,000	0
9,159	20,000	1	2	2	34	0	0	2	0	0	0	17,650	18,740	18,373	18,768	19,315	20,836	2,500	1,000	1,000	1,000	2,000	0	0
9,160	120,000	2	2	2	37	0	0	0	0	0	0	93,822	96,916	99,051	99,927	101,541	103,379	4,848	4,877	3,625	3,600	3,751	3,900	0
9,161	360,000	2	1	2	30	-2	-2	-2	-2	-2	-2	-28	-28	1,072	1,980	10,780	2,036	0	1,100	2,025	10,819	2,110	5,600	0
9,162	440,000	2	5	2	29	0	0	0	0	0	0	217,407	219,860	265,058	142,132	92,400	0	8,005	50,000	7,000	9,000	0	1,058	0
9,163	70,000	2	2	2	34	0	0	0	0	0	0	62,694	63,995	66,446	67,786	69,686	70,500	1,818	3,000	1,903	2,458	1,900	0	0
9,164	230,000	2	1	1	44	1	-1	-1	-1	-1	-2	3,884	949	2,864	933	0	0	949	2,873	933	0	0	0	0
9,165	30,000	1	2	2	28	2	0	0	2	2	2	26,177	27,249	29,473	28,719	29,513	28,890	1,800	3,000	0	2,400	0	1,600	1
9,166	260,000	1	2	1	34	0	0	0	0	0	0	176,688	179,281	180,957	165,911	169,863	71,403	6,929	5,088	4,138	4,789	2,450	1,507	0
9,167	30,000	1	2	2	25	2	2	4	3	2	2	18,941	24,602	23,921	23,259	22,369	23,408	6,000	0	0	0	1,800	0	1
9,168	20,000	2	3	3	56	-1	2	-1	-1	0	-1	190	2,946	1,473	780	390	1,738	1,473	1,473	780	0	1,766	0	1
9,169	70,000	2	3	2	55	0	0	0	0	0	0	69,997	41,409	31,450	29,592	29,703	19,582	1,700	3,018	3,338	3,000	717	595	0
9,170	90,000	1	3	1	31	0	0	0	0	0	0	68,476	68,485	67,000	45,837	49,959	52,981	4,017	4,000	4,000	5,000	4,000	4,000	0
9,171	70,000	2	2	2	30	2	0	0	2	0	0	29,773	30,542	33,033	32,203	32,884	33,587	1,550	3,000	0	1,200	1,250	2,000	1
9,172	30,000	2	2	2	22	1	2	0	0	0	0	29,676	28,532	29,510	29,040	29,178	0	0	1,493	803	420	0	0	0
9,173	270,000	1	2	1	51	0	0	0	0	0	-1	32,108	32,784	29,891	24,531	19,391	8,850	15,000	10,000	10,000	10,000	8,850	22,123	0
9,174	30,000	1	2	1	35	0	0	0	0	0	0	25,989	27,100	27,868	28,430	29,077	29,540	1,533	1,301	863	947	836	915	0
9,175	410,000	2	1	1	46	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
9,176	240,000	1	2	2	30	0	0	0	0	0	-1	151,127	155,421	154,926	148,681	24,105	9,770	10,000	10,000	300	1,000	9,770	18,037	0
9,177	30,000	2	2	2	31	0	0	0	0	0	2	30,589	31,547	28,734	27,551	28,836	11,718	1,488	1,400	1,300	3,000	0	500	0
9,178	110,000	1	2	1	32	0	0	0	0	-2	-2	56,573	26,953	28,190	-18	-18	-18	2,000	2,000	0	0	0	0	0
9,179	20,000	1	2	2	24	0	0	0	0	0	0	17,850	15,528	13,597	14,088	13,723	16,318	2,019	2,000	1,003	1,000	3,000	2,000	0
9,180	500,000	1	3	1	55	-2	-2	-2	-2	-2	-2	735	-5	-5	1,012	500	0	0	0	1,017	500	0	1,059	0
9,181	240,000	2	2	2	32	0	0	0	0	0	0	308,013	190,907	192,181	189,877	188,205	182,325	7,000	6,615	6,401	6,503	6,393	6,051	0
9,182	140,000	2	2	2	25	0	0	0	0	0	0	137,585	131,666	114,989	81,475	82,812	71,484	6,200	4,246	5,000	3,000	3,000	2,800	0
9,183	50,000	1	1	2	24	0	0	0	0	0	0	42,058	35,340	22,110	19,837	19,855	20,151	1,367	1,606	692	709	721	692	0
9,184	130,000	1	1	2	27	0	0	0	0	0	0	32,464	33,805	34,810	35,194	35,951	36,703	1,867	1,872	1,256	1,500	1,500	1,500	0
9,185	50,000	2	3	1	51	0	0	0	0	0	0	50,448	34,741	21,312	17,398	17,773	17,368	2,017	2,130	500	2,000	2,000	2,000	1
9,186	260,000	2	1	2	25	-1	-1	0	0	0	-1	359	7,822	13,926	15,393	22,746	2,946	9,188	13,907	3,015	10,413	2,960	3,820	0
9,187	100,000	1	2	1	35	-1	-1	-1	-1	-1	-1	1,131	291	291	291	291	502	291	291	291	291	502	80	0
9,188	30,000	2	3	1	47	2	2	0	0	2	0	25,280	24,589	26,160	29,927	29,336	29,820	0	2,000	4,200	0	1,100	1,100	1
9,189	60,000	1	1	2	26	-1	-1	2	-1	0	-1	440	880	440	880	440	1,681	880	0	880	0	1,681	811	0
9,190	20,000	2	3	1	35	0	0	2	2	0	0	15,791	18,218	18,621	18,024	18,434	19,826	3,000	1,000	0	700	1,700	0	1
9,191	60,000	2	2	1	24	3	2	2	2	0	0	33,866	33,041	35,284	31,602	32,221	30,208	0	2,900	0	1,200	1,409	1,115	1
9,192	350,000	2	2	3	44	2	2	-2	-2	-2	-1	52,949	-4,577	-4,577	-2,699	-2,699	297,301	3,682	0	1,878	0	300,000	0	0
9,193	130,000	2	2	1	41	2	2	0	0	0	0	133,894	130,312	128,653	100,795	95,299	86,564	0	7,347	4,000	3,450	3,300	4,000	1
9,194	390,000	2	2	2	26	2	2	2	0	0	0	185,111	172,865	153,795	140,387	128,112	115,514	5,000	3,000	5,000	4,548	4,100	3,300	0
9,195	460,000	1	1	1	39	2	2	5	5	5	5	2,495	2,495	2,495	2,495	2,495	2,495	0	0	0	0	0	0	1
9,196	30,000	1	3	2	31	0	0	0	0	0	-2	27,838	28,791	27,788	29,784	0	0	1,703	1,200	2,196	2,500	0	0	1
9,197	170,000	2	2	1	35	-1	-1	0	-1	-1	-1	10,316	2,798	4,543	3,229	2,062	0	2,798	4,022	3,229	2,062	0	0	1
9,198	20,000	1	2	2	27	3	2	0	0	0	-2	20,771	19,935	3,110	2,140	0	0	0	1,000	100	2,000	0	0	1
9,199	260,000	1	2	1	31	0	0	0	0	-2	-2	12,695	9,277	7,065	0	0	0	4,005	4,150	0	0	0	0	0
9,200	190,000	2	1	2	32	0	0	0	0	0	0	161,248	157,952	157,663	161,039	161,907	161,729	6,500	7,000	10,000	7,000	6,500	6,000	0

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