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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
29,801	210,000	1	2	2	33	0	0	0	0	0	0	155,847	156,084	177,865	89,227	90,027	93,076	6,000	5,896	4,800	3,500	5,000	4,000	0
29,802	260,000	1	1	2	33	2	2	2	2	2	2	128,352	131,768	128,251	142,480	145,630	150,147	7,000	0	18,000	7,000	7,000	5,500	0
29,803	50,000	1	2	2	32	0	0	0	0	0	0	52,475	53,600	55,739	55,957	29,238	6,119	2,000	3,000	1,591	72	1,134	73,421	0
29,804	90,000	1	2	2	32	0	0	0	-2	-2	-2	88,903	34,000	0	0	0	0	7,000	0	0	0	0	0	0
29,805	20,000	1	3	1	45	1	3	2	2	0	0	18,838	18,243	18,849	17,724	17,524	0	0	1,200	0	0	0	0	1
29,806	60,000	1	2	1	40	0	0	0	0	0	0	53,896	53,640	51,608	52,642	52,806	53,530	2,500	2,500	2,500	2,000	2,100	2,200	0
29,807	200,000	1	2	2	34	0	0	0	0	2	0	176,642	180,421	185,722	196,732	188,930	192,647	7,000	8,500	16,000	0	7,500	15,000	0
29,808	50,000	1	2	1	34	0	0	0	0	0	0	43,389	44,381	45,942	45,943	20,276	19,515	1,717	2,278	1,279	3,475	676	648	0
29,809	250,000	1	1	1	34	0	0	0	0	0	0	6,035	11,782	7,241	7,277	4,972	2,609	1,131	4,000	3,000	99	1,000	6,000	1
29,810	20,000	1	3	1	48	0	0	3	2	5	4	10,805	15,270	14,740	18,188	17,630	16,780	5,000	0	4,000	0	0	0	1
29,811	200,000	1	3	2	42	-1	0	0	0	0	0	2,753	4,520	7,151	9,641	14,927	17,345	3,006	5,019	5,013	10,007	5,006	10,003	0
29,812	50,000	1	5	2	46	0	0	0	-1	0	0	49,336	49,623	19,900	19,183	19,563	19,157	1,423	1,000	19,183	687	696	776	0
29,813	200,000	1	2	1	37	0	0	0	0	0	0	149,303	156,632	136,685	137,432	138,059	126,615	30,000	30,000	4,148	15,100	8,029	15,004	0
29,814	250,000	1	3	2	35	-1	-1	-1	-1	-1	-1	29,363	4,501	27,548	1,800	11,942	4,680	4,501	27,548	1,800	11,942	4,680	0	0
29,815	50,000	1	2	2	49	5	4	3	2	0	0	52,321	51,210	50,125	48,640	17,450	60	0	0	0	2,000	1,003	1,076	0
29,816	210,000	1	1	2	35	-1	-1	-1	-1	-1	-1	326	326	326	326	326	326	326	326	326	326	326	326	0
29,817	80,000	1	2	2	42	1	4	3	2	0	0	97,841	94,992	87,801	81,545	51,338	50,826	0	639	0	50,918	2,000	2,000	0
29,818	50,000	1	2	2	40	2	0	0	2	0	0	11,058	12,479	13,876	13,444	13,367	13,282	2,000	2,000	1,000	1,000	1,000	2,000	1
29,819	50,000	1	2	2	48	0	0	0	0	0	0	23,694	22,500	20,279	19,816	18,711	17,598	1,635	1,360	1,233	601	591	736	0
29,820	20,000	1	2	2	36	0	0	0	0	-2	-2	20,528	16,287	7,415	0	0	0	1,300	1,000	0	0	0	1,180	1
29,821	400,000	1	2	2	37	1	-1	0	0	0	0	396,343	394,858	395,716	385,947	305,542	271,385	423,903	15,100	14,600	13,000	9,500	9,500	0
29,822	500,000	1	1	1	44	-1	-1	-1	-1	0	-1	100,862	367	15,272	12,925	75,667	67,609	367	16,652	76,146	67,697	67,609	71,946	0
29,823	100,000	1	2	1	46	0	0	-1	-1	-1	-2	60,799	10,095	1,494	2,200	0	0	2,036	1,504	2,506	0	0	0	0
29,824	220,000	1	1	1	42	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
29,825	40,000	1	1	1	47	2	2	2	2	2	2	10,555	11,084	12,605	13,102	12,595	14,386	1,000	2,000	1,000	0	2,000	0	1
29,826	50,000	1	2	1	41	0	0	0	0	0	0	43,474	48,921	34,879	31,820	9,965	10,017	40,003	1,636	1,800	344	400	400	0
29,827	100,000	1	3	1	49	0	0	0	0	0	0	99,721	86,232	83,745	79,107	63,811	48,863	3,500	5,000	3,000	3,000	1,732	4,700	0
29,828	150,000	1	1	1	35	2	0	0	0	0	0	165,441	160,292	153,981	129,725	103,050	54,447	7,300	6,100	5,100	4,200	1,900	1,600	1
29,829	80,000	1	2	2	37	0	0	0	2	2	2	47,765	49,651	53,850	52,388	55,589	54,570	3,000	5,000	0	4,078	0	2,500	1
29,830	100,000	1	2	2	32	0	0	0	0	0	0	85,366	87,064	89,401	90,470	44,610	45,806	3,114	3,738	3,059	1,450	1,765	1,473	0
29,831	340,000	1	1	2	33	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
29,832	120,000	1	2	2	30	0	0	0	0	0	0	98,440	100,802	104,378	106,651	108,362	96,168	4,000	5,200	5,500	5,000	5,000	5,000	0
29,833	20,000	1	2	2	30	0	0	0	0	0	0	19,027	19,656	18,781	20,632	20,042	20,090	1,279	3,000	6,668	468	507	5,582	0
29,834	20,000	1	2	2	31	-1	-1	-1	2	-1	-1	390	390	780	390	806	19,103	390	780	0	806	19,103	1,000	1
29,835	30,000	1	2	2	34	0	0	0	0	0	0	24,380	17,858	19,563	20,929	21,280	21,724	2,000	2,000	2,000	1,000	787	1,133	0
29,836	130,000	1	3	2	34	0	0	0	0	0	0	10,557	12,069	14,849	17,585	17,990	20,682	2,000	3,000	3,000	1,000	3,000	3,000	0
29,837	180,000	1	6	1	34	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
29,838	500,000	1	1	2	34	0	0	0	0	0	0	494,356	488,578	488,166	485,249	441,981	424,592	17,438	18,852	16,673	15,244	15,216	16,037	0
29,839	190,000	1	2	1	43	0	0	0	0	0	0	83,399	86,010	87,736	90,373	91,980	94,502	4,000	4,000	5,000	4,000	4,000	5,000	1
29,840	150,000	1	5	1	36	0	0	0	0	0	0	216,482	220,889	133,616	136,378	139,219	142,172	5,500	3,800	3,900	4,000	4,100	4,100	0
29,841	320,000	1	1	1	48	2	2	2	2	2	2	206,732	201,932	215,392	218,370	220,977	225,021	0	18,300	8,000	7,700	7,700	0	1
29,842	320,000	1	1	1	47	0	0	0	0	0	0	162,701	132,087	120,285	124,565	89,699	62,805	20,000	15,000	10,000	22,500	20,000	20,000	0
29,843	490,000	1	1	1	49	-1	-1	-1	-1	-1	-1	19,107	10,190	10,149	76,760	8,879	16,705	10,238	10,191	77,163	8,921	16,786	27,662	0
29,844	10,000	1	3	1	42	2	2	0	0	2	0	9,013	8,714	9,121	9,926	8,898	7,667	0	1,200	1,500	0	1,000	3,000	1
29,845	400,000	1	1	1	39	0	0	-1	0	0	0	10,260	17,794	6,402	20,772	12,406	10,945	12,201	6,430	20,118	5,037	5,054	3,104	0
29,846	10,000	1	2	1	37	1	-2	-1	3	2	0	-265	-265	5,235	5,007	4,779	7,680	0	5,500	0	0	3,000	2,000	1
29,847	300,000	1	2	2	47	0	0	0	0	0	0	109,274	110,453	115,453	118,522	118,586	118,179	3,000	5,000	5,013	4,514	4,220	4,008	0
29,848	310,000	1	4	1	46	-1	-1	-1	-1	-1	-1	15,431	10,414	21,209	91,238	18,293	14,332	10,414	21,229	91,254	18,293	14,332	15,785	0
29,849	100,000	1	2	2	44	2	2	2	2	2	2	80,358	81,344	84,133	84,873	82,613	87,461	2,900	5,000	3,000	0	6,200	4,000	1
29,850	80,000	1	2	2	36	0	0	0	0	0	0	33,457	34,197	35,641	36,742	38,127	39,509	1,600	2,000	2,000	2,000	2,000	5,000	0
29,851	50,000	1	3	1	46	0	0	0	0	0	0	62,315	60,180	58,108	55,774	53,589	51,345	2,200	2,200	2,000	1,967	2,002	1,727	0
29,852	270,000	1	2	2	36	1	-1	-1	-2	-1	0	-16	3,326	-54	-54	19,315	8,388	3,342	0	0	19,369	996	3	0
29,853	500,000	1	2	1	44	-1	-1	-1	-1	-1	-1	2,445	12,988	2,544	949	86,362	-8	13,053	2,556	955	86,793	0	1,793	0
29,854	50,000	1	2	2	39	0	0	0	0	2	2	25,637	28,371	29,913	32,417	31,597	33,575	3,500	2,000	3,000	0	2,500	3,000	1
29,855	460,000	1	2	1	39	-2	-2	-2	-2	-2	-2	700	9,916	9,906	7,586	4,706	4,328	9,916	9,906	7,596	4,706	4,328	7,008	0
29,856	80,000	1	3	2	44	1	2	0	0	0	2	58,606	57,076	58,358	58,992	62,696	64,148	0	2,800	2,200	4,700	2,600	0	0
29,857	260,000	1	3	1	39	0	0	0	0	0	0	30,498	31,500	31,619	22,020	22,040	23,061	1,894	1,403	1,642	1,053	2,000	425	0
29,858	50,000	1	2	1	47	0	0	0	0	0	0	11,325	12,335	13,431	14,439	14,602	14,918	1,504	1,600	1,537	700	700	600	0
29,859	30,000	1	3	1	41	0	0	0	0	0	2	19,904	21,267	22,120	23,746	25,346	24,801	2,000	1,510	3,000	2,000	0	3,000	0
29,860	190,000	1	2	1	42	0	0	0	0	0	0	3,747	3,313	4,085	4,742	5,875	7,037	1,000	1,004	1,500	1,500	1,267	1,500	1
29,861	290,000	1	1	2	40	0	0	0	0	0	0	83,607	83,618	86,768	87,767	87,813	71,014	3,000	4,500	4,001	3,094	3,000	3,045	0
29,862	650,000	1	1	1	44	-2	-2	-2	-2	-2	-2	2,119	5,094	5,158	7,139	1,034	2,127	5,115	5,180	7,201	1,035	2,139	3,463	0
29,863	50,000	1	2	1	38	0	0	0	0	0	-2	1,529	5,404	3,853	4,768	-52	-52	1,200	1,200	1,020	0	0	7,000	1
29,864	80,000	1	1	2	44	0	0	0	0	0	0	77,156	77,494	77,438	67,054	60,270	56,138	3,000	2,734	2,215	4,000	2,036	2,121	0
29,865	200,000	1	2	1	42	0	0	0	0	0	0	76,929	74,701	69,669	13,877	9,789	116,868	5,000	4,070	3,000	2,078	115,000	6,000	0
29,866	150,000	1	1	1	43	-1	3	2	-1	-1	-1	832	832	416	416	416	416	0	416	416	416	416	0	1
29,867	290,000	1	2	2	30	2	2	0	0	0	2	270,131	213,484	197,238	202,680	133,478	131,024	0	9,000	10,500	17,000	0	3,500	1
29,868	340,000	1	1	2	29	-1	0	0	0	0	0	44,855	331,641	331,334	286,660	263,505	268,256	300,039	13,214	12,005	13,005	10,011	12,005	0
29,869	320,000	1	1	2	30	0	0	0	0	0	0	95,526	97,737	101,151	104,203	108,867	40,411	5,000	5,000	5,000	5,364	5,010	5,013	0
29,870	80,000	1	2	2	31	0	0	0	0	3	2	50,244	51,243	52,319	58,245	56,728	55,691	1,835	1,903	6,800	0	0	2,100	0
29,871	10,000	1	2	2	30	0	0	0	0	0	0	9,018	10,015	10,067	10,105	9,471	9,669	1,158	1,210	1,200	339	351	394	1
29,872	420,000	1	2	2	31	0	0	0	0	0	0	405,274	411,980	287,733	293,951	305,011	312,087	14,302	10,500	11,000	16,000	12,000	16,000	0
29,873	230,000	1	2	1	41	0	0	0	0	0	0	226,467	231,187	231,272	228,653	225,471	224,853	10,000	10,500	10,000	9,000	8,200	9,000	0
29,874	100,000	1	2	2	35	0	0	0	0	0	0	61,378	62,756	64,147	65,910	61,018	62,878	3,000	3,000	3,500	3,000	3,000	3,000	0
29,875	100,000	1	1	1	35	0	0	0	0	0	0	98,803	101,103	93,566	90,339	66,222	66,871	4,035	4,098	4,213	3,106	4,000	4,000	1
29,876	280,000	1	1	1	31	0	0	0	0	0	0	235,461	196,894	168,463	149,816	128,721	130,406	8,900	8,100	7,200	5,000	5,000	4,700	0
29,877	220,000	1	1	1	34	-2	-2	-2	-2	-2	-2	6,433	6,286	4,903	9,078	3,583	4,682	6,307	4,927	9,123	3,587	4,698	13,774	0
29,878	340,000	1	2	2	36	-2	-2	-2	-2	-2	-2	19,628	14,586	15,018	12,062	3,894	7,957	14,594	15,047	12,064	3,894	7,957	18,191	0
29,879	340,000	1	3	1	36	0	0	0	0	0	0	362,178	303,611	92,112	75,710	63,870	52,671	10,116	3,300	5,000	10,000	10,000	30,000	1
29,880	210,000	1	2	2	37	0	0	0	0	0	0	18,896	19,777	20,803	21,816	22,250	22,716	1,500	1,350	1,363	797	825	829	0
29,881	140,000	1	2	1	38	0	0	0	0	0	0	135,261	137,999	141,532	75,815	65,099	66,445	4,494	5,303	2,806	1,825	1,880	1,901	1
29,882	390,000	1	2	1	37	0	0	0	0	0	0	174,603	178,087	185,212	187,648	192,538	198,828	6,379	10,000	7,001	8,001	10,000	10,000	0
29,883	20,000	1	3	2	49	0	0	0	-2	-2	-2	16,787	18,464	0	0	0	0	2,074	0	0	0	0	0	0
29,884	420,000	1	1	1	34	0	0	0	0	0	0	454,391	466,810	483,277	479,800	489,200	489,200	20,000	24,000	11,000	10,000	0	11,000	0
29,885	350,000	1	3	1	31	1	2	2	0	0	0	225,434	214,620	170,451	156,922	143,062	224,387	11,000	0	5,500	5,000	100,000	0	0
29,886	50,000	1	3	1	39	0	0	0	0	0	0	43,127	44,413	45,697	46,873	47,188	48,532	2,000	2,000	2,000	2,000	2,000	2,000	1
29,887	630,000	1	2	1	46	0	0	0	0	0	0	125,975	91,247	81,317	146,005	146,207	106,467	3,416	4,300	84,700	4,211	4,470	3,600	0
29,888	140,000	1	2	1	34	0	0	0	0	0	0	32,538	36,002	40,422	44,433	28,029	32,386	4,000	5,000	5,000	5,000	5,000	10,000	0
29,889	180,000	1	3	1	40	0	0	0	-1	0	0	105,918	81,091	-1,659	111,077	112,738	115,746	4,400	0	112,736	5,000	5,300	5,000	0
29,890	340,000	1	2	1	37	0	0	0	0	0	0	71,934	78,695	80,831	81,589	83,546	85,362	8,000	4,000	3,000	3,300	3,300	4,000	0
29,891	210,000	1	1	1	49	-1	-1	-1	-1	-1	-1	291	291	291	291	291	291	291	582	291	291	291	291	0
29,892	100,000	1	3	2	47	0	0	0	0	0	-2	94,667	97,088	99,520	102,650	0	0	4,000	4,000	5,000	0	0	0	0
29,893	180,000	1	1	1	37	1	-1	-1	-1	-1	-1	1,660	2,701	1,832	919	500	7,068	2,701	1,832	919	500	7,068	9,268	0
29,894	300,000	1	1	1	46	-1	-1	-1	-1	-1	-1	132,760	1,968	4,436	839	5,792	7,053	1,977	4,458	862	5,821	7,088	9,647	0
29,895	210,000	1	2	1	45	-1	-1	-1	-1	-1	-1	1,792	4,339	4,049	345	650	3,217	4,369	4,049	348	650	3,217	3,912	1
29,896	230,000	1	1	1	46	-1	-1	-1	-1	-1	-2	39,900	1,200	0	11,211	0	0	1,200	0	11,211	0	0	0	0
29,897	70,000	1	3	1	45	2	2	2	2	2	2	71,586	71,623	71,020	67,338	70,769	68,957	3,100	3,008	0	5,100	2,600	0	1
29,898	120,000	1	3	1	47	0	0	0	0	0	0	71,777	73,282	75,499	77,739	78,666	80,399	2,700	3,400	3,500	2,815	3,000	3,000	1
29,899	20,000	1	2	2	34	1	2	0	0	0	0	14,498	13,968	15,739	17,168	17,580	18,295	0	2,000	2,000	1,000	1,000	1,000	0
29,900	140,000	1	1	2	29	0	0	0	0	0	0	142,044	142,087	255,846	140,057	100,177	100,873	6,100	5,528	4,500	3,500	4,000	4,000	1