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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
23,801	240,000	2	1	1	55	-1	0	0	-2	-2	-1	80,199	82,300	0	0	0	21,585	3,900	0	0	0	21,585	0	0
23,802	200,000	2	2	1	56	-2	-2	-2	-2	-2	-2	2,155	0	1,750	4,990	1,200	676	0	1,750	4,990	1,369	676	2,158	0
23,803	30,000	2	3	1	67	2	2	0	0	0	0	26,590	25,869	26,947	27,529	24,909	24,576	0	1,800	1,370	1,264	2,078	836	1
23,804	130,000	2	3	1	49	0	0	0	0	0	0	108,711	107,996	87,817	47,175	48,126	49,234	6,000	4,542	2,200	2,000	2,000	2,000	0
23,805	80,000	2	3	1	50	0	0	0	-1	-1	-1	55,070	57,863	54,382	773	-5,857	57,071	5,012	7,450	5,000	1,630	69,794	15,000	0
23,806	150,000	2	2	1	51	0	0	0	0	0	0	71,776	72,909	74,722	77,865	78,819	80,607	2,046	2,413	3,776	2,224	2,448	2,500	0
23,807	530,000	2	1	1	54	-2	-2	-2	-2	-2	-2	6,458	5,598	36,532	3,288	1,415	448	5,600	36,532	3,293	1,415	448	1,687	0
23,808	210,000	2	1	1	53	0	0	0	0	0	0	180,227	186,423	169,614	172,297	177,427	182,399	11,000	8,000	7,000	8,000	8,000	9,000	0
23,809	30,000	2	2	3	54	1	-2	-2	-2	-1	0	0	0	0	0	20,363	20,819	0	0	0	20,363	784	4,000	0
23,810	410,000	2	2	1	50	0	0	0	0	0	0	358,896	361,330	360,396	367,893	375,268	383,121	13,000	13,100	13,500	13,500	13,900	15,000	0
23,811	240,000	2	2	1	50	-2	-2	-2	-2	-2	-2	664	1,086	7,041	12,208	790	2,009	1,086	7,041	12,208	1,109	2,009	1,077	0
23,812	50,000	2	1	2	61	3	2	0	0	-2	-2	60,458	54,438	53,605	0	0	0	0	1,100	0	0	0	0	1
23,813	200,000	2	3	1	67	0	0	0	0	0	0	187,610	188,072	166,668	159,513	150,852	151,996	10,000	17,014	15,019	15,000	15,000	10,000	0
23,814	70,000	2	2	2	55	0	0	0	0	0	0	57,867	53,214	54,571	42,413	42,946	43,843	1,920	2,230	2,004	1,537	1,589	1,598	0
23,815	140,000	2	3	2	53	0	0	0	0	0	0	68,889	68,662	65,581	56,271	54,586	54,247	3,075	3,014	2,606	2,005	2,404	2,629	0
23,816	320,000	2	3	2	54	-1	-1	0	0	0	0	54,661	183,429	303,849	299,996	307,016	308,110	183,429	203,849	22,080	10,000	10,000	0	0
23,817	50,000	2	3	1	53	0	0	0	0	0	-2	46,138	47,164	47,602	37,280	18,678	18,602	2,182	2,400	1,000	18,678	600	500	0
23,818	500,000	2	2	2	50	-1	-1	-1	0	0	0	588	2,393	5,306	5,453	3,221	1,269	2,393	5,308	1,000	0	0	1,557	1
23,819	300,000	2	2	1	51	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
23,820	400,000	2	1	1	51	1	-2	-2	-2	-2	-2	-9	1,084	3,884	0	27,703	0	1,093	3,884	0	27,703	0	56,677	0
23,821	170,000	2	2	2	51	0	-1	-1	-1	-1	-1	1,606	1,420	1,420	1,420	1,420	3,464	1,420	1,420	1,420	1,420	3,464	1,420	0
23,822	60,000	2	3	1	50	2	0	0	0	0	0	61,349	61,600	61,952	60,661	29,095	17,636	2,900	3,300	2,000	900	889	21,500	1
23,823	120,000	2	1	1	47	-1	-1	3	2	0	0	632	948	948	632	632	316	948	0	0	316	0	466	1
23,824	210,000	2	1	2	50	-1	-1	-2	-1	-1	-1	1,561	0	0	806	1,945	0	0	0	806	1,945	0	1,315	0
23,825	50,000	2	3	1	51	0	0	0	0	0	0	45,096	28,907	29,691	29,104	28,968	29,440	1,500	1,508	1,502	1,100	1,032	4,500	0
23,826	30,000	2	2	2	51	0	0	2	2	2	2	22,473	25,293	24,602	27,964	27,232	29,800	3,200	1	3,801	0	3,001	0	0
23,827	130,000	2	2	1	51	0	0	0	0	0	0	124,619	128,845	131,045	94,390	91,111	93,112	6,301	6,000	5,000	4,000	3,500	4,000	0
23,828	280,000	2	2	1	50	2	2	2	2	0	0	106,341	108,711	111,510	108,253	109,065	111,447	5,600	6,000	0	4,100	4,300	4,300	1
23,829	240,000	2	1	1	51	-2	-2	-2	-1	-1	-1	4,302	542	3,934	6,630	6,817	7,658	546	3,953	6,646	6,865	7,673	4,208	0
23,830	240,000	2	3	1	50	0	0	0	0	0	0	242,152	237,635	242,191	212,879	185,490	188,850	8,000	8,000	7,000	6,000	6,000	7,000	0
23,831	270,000	2	2	1	51	-1	-1	-1	0	-1	-1	7,582	10,392	11,088	6,045	750	4,003	10,392	11,586	6,013	750	4,003	5,000	0
23,832	500,000	2	1	1	52	-2	-2	-2	-2	-2	-2	9,534	9,164	9,285	20,348	10,893	9,697	9,267	9,961	20,390	10,925	9,718	13,021	0
23,833	170,000	2	3	2	53	0	0	0	0	0	0	161,858	162,402	159,863	159,700	77,043	77,047	5,800	6,500	5,000	3,000	3,000	2,500	0
23,834	80,000	2	3	1	50	2	3	2	2	2	0	2,684	2,502	2,321	4,247	3,914	3,242	0	0	2,001	4	1,073	23,076	0
23,835	280,000	2	3	1	53	0	0	0	2	0	0	4,866	4,405	7,322	7,043	8,932	9,654	1,200	3,000	0	2,000	1,000	2,000	0
23,836	110,000	2	1	1	52	-1	-1	-2	-1	-1	-2	1,865	0	0	1,930	-170	-170	0	0	1,930	0	0	0	0
23,837	250,000	2	1	1	54	-1	-1	-1	-1	0	-1	390	1,090	390	2,855	390	2,950	1,090	390	2,855	0	2,950	0	0
23,838	360,000	2	2	2	54	0	0	0	0	0	0	217,936	202,845	177,252	165,622	167,824	156,851	8,880	7,992	5,627	5,554	5,456	5,445	0
23,839	50,000	2	3	3	53	0	0	0	0	0	0	49,326	50,302	50,036	48,816	19,587	18,406	1,803	2,100	1,500	1,000	700	600	1
23,840	280,000	2	2	1	57	-1	-1	-1	-1	0	-1	7,640	9,369	12,261	12,610	3,160	9,380	9,369	12,277	12,610	0	9,380	2,098	0
23,841	500,000	2	2	1	54	0	0	0	0	0	0	455,977	397,418	392,278	375,931	364,134	354,019	13,455	13,691	12,692	11,883	11,922	10,032	0
23,842	260,000	2	3	1	65	0	0	0	0	0	0	225,028	188,891	174,617	178,214	182,251	186,144	8,165	6,500	6,500	7,000	7,000	7,500	0
23,843	250,000	2	2	1	52	-2	-2	-2	-2	-2	-1	1,376	4,038	313	316	657	993	4,038	313	316	657	993	3,039	1
23,844	140,000	2	3	1	56	0	0	0	0	0	0	141,342	137,996	139,888	126,590	111,187	111,414	5,025	5,962	4,878	4,100	4,200	4,003	0
23,845	180,000	2	1	1	55	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23,846	190,000	2	2	1	52	-2	-2	-1	-1	-1	-1	175	1,547	6,101	4,803	5,039	0	1,547	6,101	4,803	5,039	0	0	0
23,847	290,000	2	1	1	52	0	0	0	2	2	2	85,532	69,025	85,735	79,698	71,981	63,168	12,000	20,000	0	5,500	0	10,000	0
23,848	230,000	2	1	2	53	-2	-2	-2	-2	-2	-2	0	742	0	0	596	4,870	742	0	0	596	4,870	0	0
23,849	220,000	2	2	1	54	-1	-1	-1	-1	-1	-1	265	4,786	2,367	2,873	11,768	7,484	4,786	2,367	2,888	11,768	7,484	13,062	0
23,850	30,000	2	2	1	60	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23,851	300,000	2	2	2	57	-1	-1	-1	2	-1	0	2,890	390	1,380	390	1,170	390	390	1,380	0	1,170	0	0	0
23,852	260,000	2	3	1	57	-1	2	-1	2	-1	-1	1,148	123	1,668	446	123	35,722	0	1,668	0	490	35,722	0	0
23,853	140,000	2	2	1	58	2	2	2	2	2	2	68,859	70,428	71,902	72,924	72,335	75,508	3,300	3,200	2,800	1,200	4,500	3,000	1
23,854	350,000	2	1	1	57	-2	-2	-2	-2	-2	-2	7,617	2,554	44,293	66,525	7,502	15,268	2,558	44,538	67,211	7,502	15,268	228,300	0
23,855	70,000	1	2	1	40	0	0	0	0	0	0	30,346	27,040	23,756	18,897	10,873	10,707	1,681	1,635	1,463	525	535	570	0
23,856	200,000	1	2	2	30	0	0	0	0	0	0	183,464	184,391	169,311	165,686	162,639	165,627	7,197	7,035	7,032	6,008	7,002	6,523	0
23,857	90,000	1	1	2	31	2	0	0	0	0	0	90,226	90,378	27,831	28,790	29,087	28,941	2,500	1,500	1,443	1,100	1,042	2,000	1
23,858	30,000	1	2	2	49	1	2	2	0	0	-1	24,597	26,852	23,117	24,800	29,410	23,905	3,000	0	3,000	5,000	23,905	23,771	0
23,859	80,000	1	1	2	25	0	0	0	0	0	0	67,751	68,484	54,926	55,241	56,560	57,881	2,500	3,000	2,000	2,000	2,000	3,000	0
23,860	150,000	1	1	2	26	-1	0	0	0	0	0	29,997	31,171	30,356	30,545	31,257	33,762	2,000	2,000	2,000	1,200	3,000	2,000	0
23,861	360,000	1	1	2	29	1	-1	-1	-1	-1	-1	-4,316	60,054	187,734	17,328	10,658	77,898	65,000	188,000	17,384	20,000	78,000	46,677	0
23,862	400,000	1	2	1	30	-1	0	0	0	-1	-1	11,633	12,294	13,038	13,751	5,765	21,784	1,200	1,287	1,000	5,819	26,957	507	0
23,863	300,000	1	1	2	30	-1	-1	2	0	0	-1	121	2,175	774	2,774	2,774	14,190	3,204	0	2,000	0	15,000	2,043	0
23,864	50,000	1	2	2	30	2	2	2	2	2	2	21,839	22,771	23,700	24,016	23,332	24,849	1,600	1,600	1,000	0	1,896	0	1
23,865	20,000	1	1	2	27	1	2	2	2	0	0	15,678	15,129	17,973	31,269	11,401	8,311	0	3,100	0	2,000	1,000	2,000	0
23,866	90,000	1	2	2	28	2	2	0	0	2	0	82,671	78,750	66,605	63,795	61,061	54,646	0	3,324	5,380	0	2,000	1,800	1
23,867	180,000	1	2	1	28	0	0	0	0	2	0	148,735	150,771	156,334	165,696	165,582	168,952	6,000	8,000	13,500	4,110	6,200	13,600	0
23,868	230,000	1	2	2	29	-1	-1	0	0	0	0	566	5,477	7,996	6,406	6,040	6,446	5,480	4,001	3,000	3,000	2,000	5,000	0
23,869	160,000	1	2	1	28	1	-2	-2	-2	-2	-1	0	0	0	0	0	1,300	0	0	0	0	1,300	1,244	0
23,870	200,000	1	2	2	25	1	2	0	0	0	0	124,652	109,401	63,518	14,607	16,399	18,026	6	5,000	2,000	2,000	2,000	20,000	0
23,871	300,000	1	2	2	27	0	0	-1	-1	0	-1	1,726	-9	1,974	17,648	36,732	1,000	2,800	1,983	17,652	36,183	1,002	0	0
23,872	360,000	1	1	2	29	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23,873	230,000	1	2	2	30	-1	0	-1	0	0	0	9,125	7,795	191,795	192,255	187,755	187,740	4,000	191,795	10,000	8,000	8,000	8,000	0
23,874	80,000	1	1	2	27	0	0	0	0	0	-1	74,413	76,817	74,554	43,727	16,307	1,755	7,000	3,000	1,400	326	1,755	0	0
23,875	90,000	1	2	2	27	2	0	0	0	-2	-2	2,542	3,556	4,490	0	0	0	1,066	1,000	0	0	0	0	1
23,876	80,000	1	1	2	25	0	0	0	0	0	0	37,325	38,503	39,429	24,600	10,000	0	2,100	2,000	1,000	700	0	0	0
23,877	160,000	1	1	2	29	1	-1	-1	-2	-2	-2	0	6,285	0	0	0	0	6,285	0	0	0	0	0	0
23,878	200,000	1	1	2	30	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23,879	60,000	1	2	2	25	0	0	0	0	0	0	15,614	16,231	17,074	17,684	20,003	21,040	1,267	1,500	1,291	3,000	2,000	390	0
23,880	360,000	1	1	2	27	-2	-2	-2	-2	-2	-2	2,807	894	5,939	1,390	-5	-5	898	5,970	1,396	0	0	0	0
23,881	360,000	1	3	2	30	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23,882	220,000	1	1	2	28	-1	-1	-1	-1	-1	-1	184	1,709	919	47,545	2,398	3,338	1,709	919	47,545	2,398	5,178	12,448	0
23,883	120,000	1	1	2	27	0	0	0	0	0	0	21,812	20,874	21,930	22,165	20,502	19,030	1,700	1,700	1,500	700	1,000	1,000	0
23,884	50,000	1	2	2	23	-1	-1	2	0	0	0	45,708	48,316	44,070	45,021	45,145	46,470	6,000	0	2,000	2,000	3,000	3,600	0
23,885	300,000	1	2	2	29	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
23,886	400,000	1	1	2	36	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
23,887	260,000	1	3	2	35	0	0	0	0	0	0	33,078	42,056	43,986	45,879	54,264	59,872	10,000	10,000	10,390	10,009	10,000	10,000	0
23,888	80,000	1	2	1	27	0	0	0	0	2	0	58,777	60,201	61,633	69,160	26,000	25,000	3,000	3,000	9,160	0	0	0	0
23,889	50,000	1	1	2	30	0	0	0	-1	-1	-2	50,457	51,400	0	3,794	0	0	2,400	0	3,794	0	0	9,551	0
23,890	20,000	1	2	2	27	-1	-1	-2	-2	-2	-2	1,200	0	0	0	0	0	0	0	0	0	0	0	0
23,891	50,000	1	2	1	29	0	0	0	0	0	0	47,555	47,531	46,604	47,982	29,667	30,449	1,932	2,005	2,383	1,068	1,266	1,045	0
23,892	20,000	1	3	2	23	1	2	-1	-1	0	0	19,901	19,105	572	19,206	18,595	19,135	0	572	20,502	1,000	840	705	0
23,893	150,000	1	1	2	30	0	0	0	0	0	0	84,777	81,530	78,940	73,785	70,787	59,526	2,881	3,073	2,584	1,260	1,357	1,736	0
23,894	620,000	1	2	2	29	0	0	0	0	0	0	524,191	524,555	445,543	443,199	451,040	431,316	19,306	15,669	16,011	16,000	15,500	17,002	0
23,895	270,000	1	3	2	36	0	0	0	0	0	0	276,192	271,773	262,623	268,735	273,709	273,139	11,000	11,100	12,000	11,000	10,200	10,500	0
23,896	130,000	1	2	2	29	1	2	2	2	2	2	88,766	91,466	93,182	90,851	96,576	98,452	5,000	4,000	0	7,200	3,500	3,600	1
23,897	150,000	1	2	2	22	-1	0	0	0	0	0	82,791	82,533	77,002	45,340	36,352	36,499	3,187	2,381	1,579	1,265	1,584	597	0
23,898	50,000	1	2	1	26	0	0	0	0	0	0	38,189	28,440	23,228	21,482	18,029	18,705	3,000	1,436	1,162	2,184	871	500	0
23,899	50,000	1	2	1	26	1	4	3	2	2	3	13,294	12,799	12,311	11,816	14,014	13,506	0	0	0	2,394	0	0	1
23,900	20,000	1	2	2	23	2	0	0	2	2	-2	15,021	17,452	19,853	19,437	0	0	6,000	3,000	295	0	0	0	1

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