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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
22,301	320,000	2	1	2	30	-2	-2	-2	-2	-2	-2	1,259	5,152	4,257	-3	-3	670	5,177	4,278	0	0	673	11,288	0
22,302	400,000	2	2	1	30	0	0	0	0	0	0	68,835	60,549	63,047	65,508	66,954	68,411	2,600	3,000	3,000	2,000	2,002	3,020	0
22,303	390,000	2	2	2	30	0	0	0	-1	-1	0	35,169	17,147	3,350	4,710	80,474	80,330	1,070	1,226	4,710	83,756	3,100	3,100	0
22,304	100,000	2	1	1	29	0	0	0	0	-2	-1	27,304	28,537	32,498	0	0	21,648	2,000	4,652	0	0	21,648	9,600	0
22,305	100,000	2	2	1	30	-1	0	0	0	0	0	98,048	97,585	84,514	85,496	69,656	61,532	3,903	8,000	5,000	4,000	3,000	2,300	0
22,306	400,000	2	2	2	31	0	0	0	0	0	0	9,123	7,496	7,558	6,877	4,880	6,728	1,500	1,500	1,000	1,000	3,000	3,000	0
22,307	100,000	2	2	1	27	-1	2	-1	2	0	0	667	667	6,637	6,300	12,300	0	0	6,637	0	6,000	0	3,022	1
22,308	300,000	2	3	1	27	-1	-1	-1	-1	-1	-1	1,890	1,570	390	390	390	390	1,570	390	390	390	390	1,890	0
22,309	20,000	2	2	2	27	0	0	0	0	0	0	14,248	15,703	17,140	18,127	18,605	16,351	2,000	2,000	1,600	1,030	1,000	1,000	0
22,310	50,000	2	2	2	27	0	0	0	0	0	-2	27,314	28,353	30,299	33,760	0	0	1,500	3,000	4,000	0	0	0	0
22,311	100,000	2	1	2	30	2	2	2	2	2	2	29,668	32,463	33,350	34,003	34,647	35,348	3,600	1,700	1,500	1,500	1,400	0	0
22,312	200,000	2	2	1	30	0	0	0	0	0	0	194,747	197,031	196,787	194,632	198,839	196,550	9,000	7,100	7,100	7,400	7,200	7,300	0
22,313	300,000	2	2	2	30	0	0	0	0	2	0	251,986	231,773	225,295	236,540	168,519	172,674	11,000	11,000	17,000	0	7,000	12,000	0
22,314	240,000	2	3	1	30	-1	-1	-1	-1	-1	-1	7,075	15,732	9,285	1,617	188	98	17,003	9,343	1,617	188	98	0	0
22,315	240,000	2	2	1	30	-1	-1	-1	-1	-1	-1	17,047	15,188	11,366	14,231	11,135	7,774	15,188	11,366	14,231	11,135	7,774	7,785	0
22,316	120,000	2	3	1	30	1	2	0	0	0	0	119,511	116,086	117,580	120,041	80,578	82,280	3	4,351	5,000	3,000	3,000	3,200	1
22,317	350,000	2	1	2	31	-1	2	-1	-1	-1	-1	403	403	1,351	4,656	0	1,190	0	1,351	4,677	0	1,190	150	0
22,318	590,000	2	1	2	31	1	-1	-1	-1	-1	0	-154	240	244	-1,469	925	3,319	1,000	1,026	0	3,000	3,000	2,271	0
22,319	240,000	2	1	2	30	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
22,320	200,000	2	4	2	27	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
22,321	300,000	2	1	2	27	0	0	0	0	0	0	131,760	132,770	130,595	132,683	128,557	125,900	4,700	4,995	4,516	4,034	4,088	3,886	0
22,322	240,000	2	2	1	28	-1	0	0	0	-1	-1	5,740	5,639	3,428	4,634	4,590	9,675	1,215	2,000	2,000	4,590	9,675	15,000	0
22,323	170,000	2	1	2	28	-1	-1	-1	-1	-1	-1	3,497	17,920	2,863	0	949	0	17,920	2,863	0	949	0	1,069	0
22,324	470,000	2	2	2	30	0	0	0	0	0	0	26,549	25,247	28,019	27,139	26,923	28,350	1,420	5,000	1,408	2,000	2,000	10,000	0
22,325	110,000	2	1	2	30	0	0	0	0	0	0	51,276	52,064	53,160	54,331	53,024	51,317	3,000	3,031	3,000	3,000	2,000	3,000	0
22,326	30,000	2	3	2	24	0	0	0	0	0	0	27,276	26,937	26,679	27,779	28,691	29,726	2,000	2,500	2,000	2,000	2,000	2,000	1
22,327	80,000	2	2	2	24	1	1	-1	-1	-1	-1	62,550	0	10,000	18,150	7,490	7,490	10,000	10,000	18,150	7,490	7,490	7,490	0
22,328	100,000	2	1	2	24	1	-2	-2	-2	-2	-2	-78	-78	-78	-78	-78	-78	0	0	0	0	0	0	0
22,329	160,000	2	2	2	25	0	0	0	0	0	0	45,835	45,474	42,601	33,581	29,827	19,056	2,000	2,000	1,400	600	0	0	0
22,330	110,000	2	1	2	27	0	0	0	0	0	0	52,426	45,107	44,310	34,820	36,005	25,976	1,772	1,900	1,815	2,000	1,500	2,000	0
22,331	150,000	2	3	2	28	2	0	0	0	0	0	107,603	109,835	110,255	110,247	110,955	105,145	5,500	5,500	5,300	3,853	4,000	4,000	0
22,332	390,000	2	1	2	30	0	0	0	0	0	0	7,650	8,500	4,090	8,342	7,611	8,018	3,031	2,010	6,500	2,000	1,000	1,000	0
22,333	180,000	2	2	1	30	-2	-2	-2	-2	-2	-2	5,100	9,861	11,021	16,883	150	4,661	9,861	11,021	16,883	150	4,661	873	1
22,334	300,000	2	1	2	29	0	0	0	0	0	0	45,117	43,460	14,291	7,331	10,018	6,213	1,281	1,093	1,000	5,014	2,000	1,000	0
22,335	400,000	2	1	1	29	0	0	0	0	0	0	5,074	4,097	7,716	12,538	17,305	22,499	1,097	3,716	5,000	5,000	5,668	7,000	0
22,336	110,000	2	1	2	29	1	2	0	0	0	0	113,093	106,321	107,630	106,354	79,154	69,988	3	4,334	4,250	2,946	2,506	2,458	0
22,337	120,000	2	1	2	28	0	0	0	0	0	0	20,578	21,742	23,384	24,268	24,665	21,833	2,000	2,000	1,312	1,009	1,000	1,000	0
22,338	200,000	2	2	2	28	-1	-1	-1	-1	0	0	8,837	9,491	3,632	7,673	5,830	6,890	9,690	3,632	7,673	2,530	6,000	6,925	0
22,339	120,000	2	2	1	25	0	0	0	0	0	0	70,282	71,463	60,364	70,420	62,549	47,683	4,000	3,000	11,299	1,943	2,000	1,684	0
22,340	270,000	2	2	2	25	0	0	0	0	0	0	162,905	156,151	127,423	126,824	115,961	112,929	5,085	4,795	4,470	3,847	3,943	5,000	0
22,341	250,000	2	1	2	25	0	0	0	0	0	0	18,761	10,656	7,099	11,758	17,047	16,483	4,662	2,101	7,227	7,865	8,485	5,777	0
22,342	130,000	2	2	1	25	0	-1	-1	-1	0	0	61,223	4,003	3,223	23,264	20,582	18,182	4,003	3,223	43,264	2,000	1,000	2,000	0
22,343	290,000	2	1	2	26	-1	-1	-2	-1	-1	-1	32,126	10,823	5,248	32,307	28,492	1,799	10,884	5,275	32,563	29,143	1,809	11,384	0
22,344	210,000	2	2	2	26	0	0	0	0	0	0	78,632	49,707	37,998	32,062	27,056	15,955	2,000	2,200	2,008	2,000	5,000	5,000	0
22,345	200,000	2	2	2	26	1	-1	2	-1	0	0	-1,544	8,510	4,141	15,305	10,368	5,642	12,651	0	15,305	0	0	16,335	0
22,346	240,000	2	1	2	28	1	2	2	2	0	-1	17,868	188	2,288	2,100	405	1,665	0	2,100	405	0	1,665	0	0
22,347	170,000	2	1	1	30	-2	-2	-2	-1	-1	-1	5,280	5,020	996	35,490	6,000	5,350	5,020	996	35,490	6,000	5,350	12,500	0
22,348	180,000	2	1	2	28	-1	-1	-1	-1	-1	-1	26,000	5,480	5,960	600	6,800	12,627	5,488	5,960	600	6,800	12,627	0	0
22,349	280,000	2	1	2	28	-2	-2	-2	-2	-2	-2	40,683	1,888	1,592	1,312	486	886	1,888	1,592	1,312	486	1,036	438	0
22,350	490,000	2	2	2	28	0	0	0	0	0	0	128,821	93,626	52,074	118,595	93,461	86,682	3,047	2,647	88,595	3,203	3,142	3,166	0
22,351	240,000	2	2	2	31	-1	-1	-1	-1	-1	-1	7,414	2,020	-9,032	13,756	0	3,138	2,020	1,000	23,724	0	3,138	367	0
22,352	150,000	2	1	1	31	0	0	0	0	0	0	67,852	68,312	70,203	71,321	72,235	73,611	2,500	3,300	3,200	3,000	3,000	3,000	0
22,353	350,000	2	1	2	32	0	0	0	0	2	0	260,076	265,242	271,726	295,642	283,684	282,575	9,501	10,766	29,060	55	10,104	9,324	0
22,354	80,000	2	2	1	30	0	0	0	0	0	0	22,113	21,507	13,207	13,997	10,914	10,685	1,600	1,700	1,400	200	1,000	0	0
22,355	330,000	2	1	2	31	-1	-1	-1	-1	-1	-1	3,437	7,525	32,096	1,665	166	0	7,565	32,096	1,665	166	0	16,705	0
22,356	20,000	2	2	1	31	1	-1	-1	-1	-1	-1	-19	3,350	883	470	240	0	4,540	883	470	240	0	0	0
22,357	210,000	2	2	2	32	0	0	0	0	0	0	44,304	46,255	50,486	54,019	58,091	61,630	3,000	5,000	5,000	5,000	4,500	5,000	0
22,358	400,000	2	2	2	32	-2	-2	-2	-2	-2	-2	0	626	118	10,349	2,817	2,410	626	118	10,349	2,817	2,410	10,715	0
22,359	230,000	2	2	1	28	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
22,360	200,000	2	1	2	29	-2	-2	-2	-2	-2	-2	8,695	14,323	44,326	9,353	11,156	17,725	14,329	44,452	9,355	11,156	17,725	9,289	0
22,361	180,000	2	2	2	31	-2	-2	-2	-2	-2	-2	0	2,813	12,937	50,500	0	0	2,813	12,937	50,500	0	0	0	0
22,362	200,000	2	2	1	30	0	0	2	0	0	0	33,604	35,706	34,064	30,519	26,166	28,097	3,000	1,500	2,547	2,500	2,500	3,500	0
22,363	50,000	2	2	2	26	0	0	0	0	0	0	48,057	48,457	44,932	20,024	18,830	18,087	2,007	1,351	1,561	628	775	1,602	0
22,364	290,000	2	1	2	27	-1	-1	0	0	0	0	168	569	1,401	1,503	834	931	569	1,000	1,000	200	265	500	0
22,365	100,000	2	2	1	31	0	0	0	0	0	0	75,818	76,887	78,178	79,858	74,785	54,849	2,745	2,939	3,500	3,000	1,989	1,987	0
22,366	150,000	2	2	2	32	0	0	0	2	2	2	9,545	14,350	17,118	16,546	20,052	20,385	5,000	3,000	0	3,800	800	0	1
22,367	20,000	2	2	2	32	-1	-1	-1	-1	-1	0	9,763	925	4,033	897	2,147	1,359	925	4,033	1,136	2,147	407	700	0
22,368	200,000	2	1	1	32	0	0	-1	-1	-2	-2	12,367	13,732	1,513	0	0	0	2,000	1,513	0	0	0	0	0
22,369	80,000	2	2	2	32	0	0	0	0	0	0	77,535	78,579	67,097	50,214	48,738	3,860	3,010	3,061	2,000	1,000	3,860	0	0
22,370	290,000	2	1	2	29	0	0	0	0	0	0	78,928	73,380	67,146	68,063	63,910	73,553	8,000	10,000	5,005	8,000	15,000	10,000	0
22,371	200,000	2	2	1	29	0	0	0	0	0	0	118,729	121,398	125,899	128,933	129,427	132,338	4,874	6,690	7,000	4,500	5,000	4,682	0
22,372	150,000	2	2	2	29	-1	-1	-1	-1	-1	-1	933	598	1,062	0	1,810	0	598	1,062	0	1,810	0	3,163	0
22,373	180,000	2	1	2	27	0	0	0	0	0	0	101,489	78,738	78,639	44,295	44,113	37,805	10,006	8,000	1,610	10,000	1,333	8,818	0
22,374	420,000	2	2	1	32	0	0	0	0	0	0	546,485	228,070	184,810	131,304	110,930	84,193	18,546	8,931	4,940	1,796	3,100	133,131	0
22,375	30,000	2	3	1	29	0	0	2	2	2	2	10,456	13,164	12,668	15,038	14,502	15,501	3,200	0	2,905	0	1,386	0	1
22,376	230,000	2	1	2	31	-1	-1	2	-1	-1	0	2,155	2,010	165	5,908	283	283	2,010	0	5,908	283	133	0	0
22,377	60,000	2	2	2	27	1	2	2	2	2	2	5,087	7,236	8,104	7,825	8,580	8,300	2,410	1,131	0	886	0	332	0
22,378	220,000	2	2	2	28	0	0	0	0	0	0	43,436	46,883	44,179	44,704	44,997	45,199	5,012	2,500	2,000	2,000	3,000	3,000	0
22,379	240,000	2	1	2	29	0	0	0	0	0	0	186,969	167,474	168,081	166,589	165,981	165,951	5,510	6,000	8,808	6,006	6,000	6,000	0
22,380	140,000	2	2	2	31	-2	-2	-2	-2	-2	-2	518	518	518	518	518	668	518	518	518	518	668	518	0
22,381	200,000	2	1	2	32	-2	-2	-2	-2	-2	-2	6,890	11,002	517	11,212	19,090	24,949	11,002	517	11,214	19,116	24,949	10,904	0
22,382	410,000	2	1	2	30	-2	-2	-2	-2	-2	-2	0	8,417	0	2,830	0	0	8,417	0	2,830	0	0	500	0
22,383	140,000	2	2	1	34	0	0	0	0	0	0	47,922	49,930	51,980	54,606	55,220	56,527	2,710	2,760	3,386	2,000	2,082	2,000	0
22,384	80,000	2	2	2	30	0	0	0	0	0	0	127,580	91,812	96,599	93,389	29,716	27,283	13,000	6,000	5,122	5,012	13,000	18,000	0
22,385	340,000	2	2	2	29	0	0	0	0	0	0	246,245	250,923	256,428	233,608	171,349	158,565	8,730	9,680	8,613	6,101	5,725	5,524	0
22,386	140,000	2	1	2	29	-1	-1	-2	-1	-1	-1	4,880	0	0	6,560	3,617	0	0	0	6,560	3,617	0	2,770	1
22,387	170,000	2	1	2	30	2	2	2	2	2	2	155,910	158,819	161,487	157,577	168,094	170,922	6,800	6,500	0	13,000	5,500	1,000	1
22,388	290,000	2	1	2	30	0	0	0	0	0	-1	288,033	260,683	190,012	36,223	-4,724	225,276	10,784	10,295	2,082	4,724	230,000	10,000	0
22,389	360,000	2	2	2	31	0	-1	-1	-1	-2	-2	3,386	5,964	1,340	1,650	4,350	4,792	5,964	1,340	1,650	4,350	4,792	40,682	0
22,390	310,000	2	1	1	32	0	-1	0	0	0	0	4,762	26,943	7,488	10,276	96,059	6,434	26,943	5,000	6,000	93,000	3,000	5,000	1
22,391	500,000	2	2	2	32	-1	-1	-1	-1	0	0	9,609	5,609	967	16,638	15,721	17,349	5,637	972	16,671	5,749	7,376	10,723	0
22,392	250,000	2	1	2	33	2	0	0	0	0	2	243,262	238,599	198,588	203,286	215,882	214,320	7,991	9,000	8,000	16,000	2,000	6,200	1
22,393	500,000	2	1	2	33	-2	-2	-2	-2	-2	-2	10,361	263	8,050	8,234	835	87,878	263	8,050	8,234	835	87,878	5,000	0
22,394	80,000	2	2	1	33	0	0	0	0	0	0	74,973	66,613	66,437	54,631	49,219	50,094	3,113	2,627	1,850	1,870	1,773	1,800	0
22,395	180,000	2	2	2	30	0	0	0	0	0	0	23,398	14,445	15,404	19,885	22,355	22,902	1,541	1,500	4,911	10,355	10,902	3,500	0
22,396	320,000	2	1	2	30	0	0	0	0	0	0	60,947	62,660	22,693	23,705	24,012	24,703	2,868	1,681	1,693	1,000	1,077	1,336	0
22,397	130,000	2	2	1	30	0	0	0	0	0	-1	106,796	108,673	104,535	105,349	105,254	120,756	4,000	4,000	6,500	5,400	124,582	10,000	0
22,398	250,000	2	3	2	30	-1	-1	-1	-1	-1	-1	1,962	82	82	82	82	82	82	82	82	82	82	4,099	0
22,399	380,000	2	1	2	27	-1	0	0	0	0	0	119,628	36,965	32,932	37,368	35,543	36,756	3,250	6,200	5,000	1,543	1,776	1,483	0
22,400	200,000	2	1	2	27	0	0	-2	-2	-2	-2	24,635	0	0	0	0	0	0	0	0	0	0	0	0

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