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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
29,501	10,000	1	2	1	42	2	2	3	2	2	2	4,770	9,182	8,893	8,928	9,586	9,294	4,505	0	334	801	0	1,487	1
29,502	300,000	1	1	1	43	-1	-1	-1	2	0	0	1,920	410	5,015	2,334	3,334	3,350	412	5,459	0	1,000	16	2,418	0
29,503	210,000	1	3	1	39	-2	-2	-2	-2	-2	-2	13,024	726	-632	-632	-632	-632	726	632	0	0	0	0	0
29,504	60,000	1	1	2	36	1	2	2	2	2	2	28,504	27,747	32,577	31,754	34,228	35,128	0	5,300	0	3,000	1,600	1,000	1
29,505	20,000	1	2	1	40	1	2	3	2	3	3	14,829	17,267	16,706	18,694	19,049	18,459	3,000	0	2,560	955	0	661	0
29,506	50,000	1	2	1	42	0	0	0	0	0	2	35,892	32,546	30,660	31,320	36,227	35,569	2,007	2,000	1,500	5,400	0	3,000	0
29,507	100,000	1	2	1	39	0	0	0	0	0	0	66,177	70,177	80,914	86,403	88,972	91,554	4,000	10,737	6,849	4,000	4,000	2,138	0
29,508	200,000	1	1	1	43	-1	0	-1	-1	-2	-2	18,422	13,546	3,820	0	0	0	1,127	3,820	0	0	0	0	0
29,509	240,000	1	1	1	34	0	0	-2	-1	0	0	102,650	0	0	4,557	7,557	9,275	0	0	4,557	3,000	4,000	2,282	0
29,510	200,000	1	2	3	41	0	0	0	2	2	2	106,576	107,178	119,691	116,278	128,087	125,931	3,864	14,269	0	13,808	0	4,600	0
29,511	130,000	1	2	1	39	0	0	0	0	-2	-2	19,698	10,058	10,833	0	0	0	1,500	1,000	0	0	0	0	0
29,512	130,000	1	1	2	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
29,513	50,000	1	2	1	45	-1	-1	-1	-1	-1	-1	942	942	942	390	390	390	942	942	390	390	390	0	1
29,514	30,000	1	2	2	32	0	0	2	2	0	0	26,742	29,095	30,819	29,214	29,478	23,384	2,800	2,500	0	910	1,000	1,000	0
29,515	130,000	1	3	2	29	0	0	0	0	0	0	129,602	130,079	122,267	96,800	58,170	57,483	5,437	5,088	4,180	2,035	3,009	2,000	0
29,516	10,000	1	3	2	46	0	0	0	0	0	0	9,592	8,844	7,560	7,134	7,280	0	1,150	1,166	2,000	146	0	0	1
29,517	70,000	1	2	1	33	-1	-1	0	0	0	0	390	4,924	5,566	6,139	5,868	6,399	4,924	1,113	1,076	195	1,000	235	1
29,518	150,000	1	2	1	37	0	0	0	0	0	0	100,894	103,001	104,416	86,597	88,276	90,398	4,700	4,099	4,000	3,000	3,000	5,187	0
29,519	120,000	1	2	2	38	0	0	0	0	0	0	116,399	117,514	111,003	84,840	86,954	83,448	5,000	5,000	3,000	3,500	3,000	82,000	1
29,520	100,000	1	3	2	48	0	0	0	0	0	0	58,430	36,846	35,538	34,958	34,039	33,650	2,000	2,000	2,000	2,000	2,000	20,000	0
29,521	50,000	1	3	2	34	0	0	0	0	-2	-2	49,093	50,375	51,400	0	0	0	2,400	2,400	0	0	0	0	1
29,522	210,000	1	1	1	40	-2	-1	-1	-1	-1	-1	5,411	5,922	2,174	6,522	1,532	9,327	5,956	2,180	6,568	1,532	9,373	8,090	0
29,523	50,000	1	2	2	29	0	0	2	0	0	0	48,632	52,100	50,611	50,411	19,722	19,682	4,600	0	2,200	900	800	800	0
29,524	50,000	1	2	1	36	3	2	2	7	7	7	2,400	2,400	2,400	2,400	2,400	2,400	0	0	0	0	0	0	1
29,525	30,000	1	3	1	42	1	2	2	2	2	2	24,335	23,651	26,346	26,920	26,194	27,854	0	3,401	1,300	0	2,400	2,000	1
29,526	500,000	1	2	1	33	-1	-1	0	-1	0	0	680	1,094	1,508	1,862	3,676	4,961	1,101	1,100	2,103	2,500	2,000	2,000	0
29,527	60,000	1	3	2	46	0	0	0	0	0	0	61,548	63,020	16,982	37,318	18,352	17,869	2,700	1,500	2,000	1,000	824	333	0
29,528	180,000	1	2	2	39	-1	-1	-1	-1	-1	-1	715	4,637	969	21,365	9,707	3,837	4,637	1,595	21,365	9,707	3,837	5,328	0
29,529	20,000	1	2	1	47	0	0	0	0	0	0	14,186	14,960	16,102	18,926	18,125	18,714	1,000	1,376	3,200	1,399	1,102	369	0
29,530	50,000	1	2	1	42	1	-1	-1	-1	0	-1	0	3,095	5,850	4,300	2,800	3,000	3,095	5,855	4,300	2,500	3,000	500	0
29,531	100,000	1	2	1	38	0	-1	-1	-1	0	0	1,473	390	390	1,170	780	780	390	390	1,170	0	0	0	0
29,532	240,000	1	1	1	34	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	150	1
29,533	170,000	1	2	1	34	-1	-1	-1	-1	-1	-1	7,950	6,691	7,332	2,716	4,200	7,708	6,691	7,332	2,716	4,200	7,708	12,897	0
29,534	50,000	1	1	2	36	1	2	0	0	-2	-2	49,395	50,058	50,753	0	0	0	1,776	2,374	0	0	0	0	0
29,535	150,000	1	1	2	30	0	0	0	0	0	0	147,112	122,159	125,470	119,007	101,928	103,989	4,518	6,000	4,055	13,980	4,000	3,950	0
29,536	20,000	1	2	1	34	1	2	2	0	0	0	16,112	16,851	16,292	18,010	18,411	19,455	1,300	0	2,000	1,000	1,500	1,010	0
29,537	210,000	1	1	2	35	0	0	-2	-2	-2	-2	103,632	-36	-18	-18	-18	-18	0	0	0	0	0	0	0
29,538	50,000	1	2	1	49	0	0	0	0	0	-1	48,481	48,526	50,056	49,735	14,240	890	2,313	2,313	2,082	677	890	14,441	1
29,539	120,000	1	2	1	34	2	2	2	2	2	2	115,040	117,371	119,044	120,086	120,662	118,345	6,000	5,600	4,500	4,300	0	4,800	0
29,540	70,000	1	3	1	45	0	0	0	0	0	0	65,824	51,634	52,567	42,743	43,894	45,051	3,067	3,000	3,000	2,000	2,000	2,000	0
29,541	10,000	1	2	2	40	0	0	0	0	0	0	9,649	10,084	9,421	9,997	9,799	10,163	1,500	1,200	1,137	329	500	251	1
29,542	20,000	1	2	1	47	1	2	2	0	0	0	8,198	6,465	5,450	4,427	2,661	895	300	1,000	1,000	0	0	3,386	0
29,543	150,000	1	4	1	36	0	0	0	0	0	0	181,335	188,576	188,864	188,547	193,087	196,559	14,000	7,000	5,000	8,000	7,000	5,000	0
29,544	190,000	1	2	1	35	1	-2	-1	-1	-2	-2	0	0	100,104	0	0	0	0	100,104	0	0	0	0	0
29,545	50,000	1	2	2	40	0	0	0	0	0	0	49,224	50,222	50,921	49,415	8,862	9,711	1,821	2,200	2,000	500	9,000	331	0
29,546	50,000	1	3	1	30	0	0	0	0	0	0	37,208	38,204	39,243	40,255	41,057	41,914	1,615	1,654	1,666	1,468	1,517	1,528	1
29,547	50,000	1	1	2	30	0	0	0	0	0	0	49,194	50,036	47,855	48,894	50,258	48,276	1,978	1,797	1,836	2,200	2,000	2,500	0
29,548	250,000	1	2	2	31	0	0	0	0	0	0	206,199	206,822	194,318	181,608	172,922	175,302	8,006	7,606	7,200	6,000	6,303	7,013	0
29,549	220,000	1	1	2	31	0	0	2	2	2	2	119,810	129,821	126,311	151,588	147,656	157,276	12,000	0	27,500	0	12,000	0	1
29,550	490,000	1	1	2	33	-1	2	-1	0	0	0	59,016	16,355	24,307	21,136	24,758	21,817	0	24,307	12,396	13,000	10,000	88	0
29,551	20,000	1	2	2	30	2	2	2	2	0	0	13,269	12,391	12,326	10,621	10,400	0	33	3,317	0	1,000	0	0	0
29,552	70,000	1	1	2	29	1	-1	-1	0	-1	2	10,449	2,343	14,336	13,155	3,929	1,953	6,000	15,000	4,000	4,000	0	1,000	0
29,553	290,000	1	1	2	32	0	0	0	0	0	2	23,561	52,005	49,188	68,168	67,465	44,593	30,020	2,002	19,982	1,799	7	8,210	0
29,554	450,000	1	1	2	32	-1	-1	-1	-2	-2	-1	1,270	1,570	0	0	0	144	1,580	0	0	0	144	236	0
29,555	20,000	1	2	1	32	0	0	0	0	0	0	23,055	24,070	25,183	25,961	27,491	40,106	1,400	1,500	1,275	1,805	2,000	2,728	1
29,556	100,000	1	1	1	33	0	0	0	0	0	0	49,415	50,851	49,528	50,604	40,966	40,308	2,284	1,961	2,037	1,434	1,469	1,483	0
29,557	80,000	1	1	2	33	2	2	2	2	2	2	98,677	89,056	87,525	78,266	74,967	66,512	0	8,000	0	5,000	0	2,428	1
29,558	70,000	1	3	1	44	-1	0	-1	-1	2	-1	5,484	5,221	340	1,430	930	4,110	1,000	340	1,480	0	4,110	0	1
29,559	200,000	1	2	1	45	1	-1	0	0	0	0	-7	34,137	33,749	28,355	29,465	30,885	34,144	1,492	1,402	2,002	2,007	6,163	0
29,560	20,000	1	2	1	38	0	0	0	0	0	-1	9,269	10,585	11,608	12,313	12,848	800	1,477	1,500	1,000	1,500	800	800	0
29,561	220,000	1	1	1	38	-1	-1	3	2	2	-2	1,815	743	743	43	-657	-1,357	1,486	0	0	0	0	0	0
29,562	10,000	1	2	2	45	1	2	0	0	0	0	9,298	9,093	8,528	9,319	9,477	9,736	1,000	1,200	1,142	300	400	340	0
29,563	290,000	1	3	1	35	0	0	0	0	0	0	80,748	78,241	76,401	76,435	77,434	79,223	2,755	2,824	2,456	2,245	2,500	1,200	0
29,564	20,000	1	3	2	38	1	-1	0	0	0	0	-2,086	16,116	17,151	18,161	18,521	18,911	18,451	1,300	1,302	662	688	800	0
29,565	200,000	1	2	1	37	-1	-1	-1	-1	-1	-1	3,506	4,713	2,519	3,960	6,797	4,414	4,727	2,526	3,971	6,827	4,427	5,603	0
29,566	50,000	1	3	1	47	1	-2	-1	0	0	0	-2,012	-2,012	47,714	48,685	18,139	18,519	0	50,224	2,195	649	672	749	0
29,567	50,000	1	2	1	41	0	0	0	0	0	0	45,422	46,291	16,118	14,237	14,381	16,026	1,916	1,243	1,492	636	2,000	2,000	0
29,568	60,000	1	2	1	41	0	0	0	0	0	0	47,963	81,071	41,153	42,268	32,692	30,892	2,308	3,980	2,000	2,000	2,000	2,000	0
29,569	50,000	1	3	1	48	1	-2	-2	-2	-2	-1	6,300	0	0	0	0	5,275	0	0	0	0	5,275	0	0
29,570	290,000	1	1	1	38	2	0	0	0	0	0	97,531	99,413	96,194	96,089	92,505	74,760	4,429	5,000	2,928	3,097	2,033	1,051	1
29,571	140,000	1	2	1	41	2	2	2	2	2	2	73,259	75,063	73,305	78,454	79,571	78,176	3,600	0	7,000	3,000	0	8,000	1
29,572	570,000	1	1	2	33	0	0	0	0	0	-2	388,897	253,793	261,176	266,800	0	0	9,083	11,472	12,000	0	0	0	0
29,573	210,000	1	1	1	40	-1	-1	-1	-1	-1	-1	1,582	326	3,632	1,967	3,952	10,330	326	3,632	1,967	3,985	10,330	8,000	1
29,574	270,000	1	3	2	32	1	2	2	2	0	0	157,318	153,388	164,866	160,821	164,010	167,446	0	13,900	0	5,760	5,967	7,488	0
29,575	50,000	1	2	1	33	0	0	0	0	0	0	47,048	24,058	25,042	21,947	19,198	19,610	1,445	1,429	1,294	1,000	705	699	0
29,576	60,000	1	2	2	38	2	0	0	0	0	0	58,190	59,615	60,379	56,921	18,050	18,385	3,000	3,100	1,409	631	1,000	664	1
29,577	120,000	1	2	2	45	1	2	2	2	2	2	63,911	62,286	67,259	67,659	68,937	70,674	0	6,000	2,100	3,000	3,000	2,500	1
29,578	450,000	1	1	1	42	-1	2	-1	-1	-1	-2	3,566	240	1,718	2,284	-561	-1,477	0	2,000	2,300	0	590	0	1
29,579	60,000	1	2	1	39	-2	2	-1	-1	-1	-1	50,210	2,846	18,862	18,145	20,934	22,146	60,054	19,061	20,089	23,019	22,181	16,711	0
29,580	20,000	1	2	2	36	3	2	2	7	7	7	2,400	2,400	2,400	2,400	2,400	2,400	0	0	0	0	0	0	1
29,581	180,000	1	1	1	36	0	0	0	0	0	0	85,703	84,298	62,201	81,859	78,566	77,491	3,614	2,400	23,500	3,800	3,700	500	0
29,582	380,000	1	2	2	37	-1	-1	-1	-1	-1	0	2,302	7,281	2,686	2,281	5,760	9,239	7,500	2,700	2,300	6,000	6,000	3,000	0
29,583	20,000	1	2	1	48	0	0	0	0	-2	-2	18,401	19,784	20,650	0	0	0	2,000	1,650	0	0	0	0	0
29,584	120,000	1	1	2	26	-1	-1	-1	-2	-1	-1	2,382	884	0	0	10,446	0	884	0	0	10,446	0	0	0
29,585	500,000	1	3	1	39	0	-1	-1	-1	-1	-1	32,647	1,832	1,920	21,734	1,837	96	1,832	1,920	21,734	1,837	0	19,637	1
29,586	20,000	1	2	2	39	-1	0	0	2	0	0	18,646	17,746	19,953	19,183	17,703	12,100	2,000	3,200	0	0	1,100	0	1
29,587	260,000	1	3	1	43	0	0	0	0	0	0	205,599	151,040	150,917	152,447	123,771	126,472	6,000	7,500	6,000	4,300	4,500	4,500	0
29,588	20,000	1	2	2	33	0	0	0	0	0	0	13,479	14,944	16,392	17,789	18,238	17,638	2,000	2,000	2,000	1,000	800	700	0
29,589	230,000	1	2	1	35	0	0	0	0	0	0	149,697	155,697	165,978	170,563	173,697	179,697	6,000	10,281	8,866	6,000	6,000	6,000	0
29,590	120,000	1	2	1	33	-1	-1	-1	-1	-1	-1	1,336	-5	500	500	150	150	0	505	500	150	150	941	0
29,591	130,000	1	1	1	40	2	2	0	0	0	0	80,987	79,085	82,799	86,407	88,959	97,487	0	5,000	5,000	4,000	10,000	3,724	1
29,592	200,000	1	1	1	40	-1	-1	-1	-1	-1	-1	840	770	386	0	475	390	800	396	4	475	1,170	930	0
29,593	30,000	1	1	2	49	0	0	0	2	0	0	25,144	25,831	29,122	28,277	20,390	20,555	1,500	4,500	0	900	1,000	2,000	0
29,594	230,000	1	3	1	39	-1	-1	0	-1	-1	-2	2,606	2,986	2,608	797	-3	-3	2,990	1,020	799	0	0	0	0
29,595	210,000	1	1	1	44	-1	-1	-1	-1	-1	-1	396	396	396	396	396	396	396	396	396	396	396	396	1
29,596	260,000	1	5	1	40	0	0	0	0	0	0	18,503	19,616	20,725	21,807	21,216	22,331	3,000	3,000	3,000	1,000	2,000	5,000	0
29,597	160,000	1	2	1	36	-2	-2	-2	-2	-2	-2	8,700	5,159	10,550	3,566	2,453	2,673	5,183	10,670	3,576	2,460	2,680	2,484	0
29,598	140,000	1	2	2	44	0	0	0	0	0	0	129,301	129,885	131,886	133,105	78,607	78,773	6,104	7,000	5,518	2,933	3,100	3,502	0
29,599	70,000	1	2	1	39	0	0	0	0	0	0	71,059	71,998	71,229	70,747	68,154	69,815	5,000	4,792	3,000	3,019	8,010	7,000	1
29,600	100,000	1	2	1	38	0	0	0	0	0	0	15,788	8,242	10,095	11,636	6,649	8,649	2,000	2,000	2,007	2,000	2,000	5,000	0