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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
27,901	110,000	2	1	2	28	0	0	0	0	0	0	53,152	45,002	42,051	30,803	28,377	29,053	1,725	1,774	1,526	1,100	1,200	1,081	0
27,902	340,000	2	3	1	28	-1	-1	-1	0	0	-1	6,780	3,629	29,052	50,832	30,272	11,253	3,629	29,052	30,000	5,034	11,253	86,069	0
27,903	60,000	2	1	2	25	0	0	0	0	0	0	59,228	59,961	59,824	47,655	27,298	28,303	2,300	3,572	2,169	6,000	4,000	4,000	0
27,904	90,000	2	3	2	23	0	0	-1	-1	0	-1	94,806	119,836	21,836	11,036	29,836	986	30,000	30,000	11,036	19,836	986	21,615	0
27,905	230,000	2	2	1	29	1	2	0	0	0	0	113,218	114,665	115,898	112,930	115,743	118,933	4,800	4,600	4,300	4,700	5,124	4,110	0
27,906	200,000	2	1	2	29	-1	-1	-1	-1	0	0	3,655	3,036	3,423	7,403	4,896	3,185	3,084	3,475	7,417	108	18	8,424	0
27,907	310,000	2	1	2	28	-1	-1	2	-1	-1	-1	18,877	18,379	10,327	17,252	9,917	33,776	18,417	48	17,337	9,965	33,826	116	0
27,908	150,000	2	2	1	29	0	0	0	-1	-1	0	80,625	37,645	43,747	700	64,758	92,966	8,002	7,601	701	64,758	29,008	30,000	0
27,909	390,000	2	2	1	29	-2	-2	-2	-2	-2	-2	10,598	1,446	2,041	4,582	2,070	0	1,571	2,041	4,582	2,070	0	3,100	0
27,910	210,000	2	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
27,911	290,000	2	1	2	27	1	2	0	0	0	2	236,258	232,523	243,753	253,145	267,412	273,095	1,500	16,500	15,000	20,000	10,000	9,701	0
27,912	180,000	2	2	1	26	-1	0	0	2	-1	-1	31,540	5,080	9,227	3,235	2,655	7,251	5,000	9,000	0	2,668	7,251	13,365	0
27,913	140,000	2	1	2	26	0	0	0	0	0	0	137,789	135,240	211,542	132,019	101,731	108,687	5,000	7,027	6,032	4,000	8,700	0	1
27,914	10,000	2	2	1	26	2	2	2	2	2	0	2,742	5,015	4,789	6,199	5,951	6,255	2,500	0	1,500	0	400	400	0
27,915	80,000	2	1	2	27	0	0	0	0	0	0	36,959	38,042	38,925	40,274	41,598	42,926	2,000	1,800	2,000	2,000	2,000	3,000	0
27,916	50,000	2	1	2	27	3	2	2	7	7	7	300	300	300	300	300	300	0	0	0	0	0	0	1
27,917	110,000	2	1	2	28	0	0	0	0	0	0	52,693	54,148	73,596	76,938	47,942	40,963	5,064	42,000	5,091	2,026	3,033	2,510	0
27,918	180,000	2	1	2	29	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
27,919	230,000	2	3	1	27	0	0	0	0	0	0	67,615	19,870	19,649	17,969	10,888	8,657	1,323	1,500	1,000	2,000	1,023	2,004	0
27,920	80,000	2	1	2	27	-1	3	2	2	2	0	2,127	1,948	1,770	3,104	2,946	2,844	0	0	1,400	0	57	816	0
27,921	50,000	2	1	1	27	1	2	0	0	2	0	19,029	18,431	22,782	32,304	31,519	23,724	0	5,000	10,000	0	6,724	13,385	0
27,922	220,000	2	1	2	28	0	0	0	0	0	0	215,779	196,299	202,596	198,845	194,885	92,905	8,600	11,000	6,000	10,082	3,400	3,825	0
27,923	30,000	2	1	2	28	1	2	2	2	2	0	24,307	23,618	26,733	27,016	24,972	25,425	0	3,500	1,028	0	1,000	3,300	1
27,924	200,000	2	1	2	26	0	0	0	0	-2	-2	196,168	201,190	200,662	-1,528	-1,528	-1,504	8,800	10,183	1,504	0	24	204,395	0
27,925	130,000	2	2	1	26	0	0	0	0	0	0	45,563	46,607	47,329	45,854	46,822	47,567	2,100	1,807	1,800	1,701	2,002	1,853	0
27,926	360,000	2	1	2	26	2	2	-2	-2	-2	-2	2,500	0	0	0	0	0	0	0	0	0	0	0	0
27,927	140,000	2	1	2	27	0	0	0	0	0	0	27,750	28,797	29,840	31,349	35,687	36,983	1,500	1,500	2,000	5,000	2,000	5,000	0
27,928	130,000	2	1	2	27	-2	-2	-2	-2	-2	-2	8,508	27,049	0	0	0	0	27,049	0	0	0	0	0	0
27,929	150,000	2	1	2	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
27,930	20,000	2	2	1	28	2	2	2	0	0	0	17,023	18,432	17,848	19,103	19,229	18,856	2,000	0	1,574	700	688	687	1
27,931	130,000	2	2	2	28	2	0	0	0	0	0	7,964	8,976	9,998	11,007	11,226	11,460	1,152	1,174	1,183	402	415	418	0
27,932	190,000	2	1	2	29	0	0	0	0	0	0	28,096	29,322	30,144	31,243	32,719	33,540	2,000	1,600	1,600	2,000	1,500	1,300	0
27,933	140,000	2	1	2	25	2	0	0	0	0	0	26,623	28,863	34,049	36,061	40,003	45,423	3,000	6,000	3,000	5,000	6,000	5,000	1
27,934	180,000	2	2	2	25	0	0	0	0	0	0	177,607	177,498	176,081	175,540	142,015	139,162	6,500	7,000	7,200	5,018	5,200	5,300	0
27,935	180,000	2	1	2	28	-1	-1	-1	0	-1	-1	2,393	5,428	5,683	39,351	3,241	2,614	5,461	5,834	39,000	3,241	2,614	3,506	0
27,936	50,000	2	2	2	28	0	0	0	0	2	0	23,318	24,327	25,360	27,929	27,184	27,752	1,398	1,431	3,000	0	1,155	1,025	0
27,937	80,000	2	2	1	27	-1	-1	-1	-1	-1	-1	2,805	1,995	0	680	2,862	5,539	1,995	0	680	2,862	5,539	0	0
27,938	120,000	2	2	2	27	1	1	-2	-2	-2	-2	11,238	0	0	0	0	0	0	0	0	0	0	0	1
27,939	420,000	2	2	2	28	0	0	0	0	0	0	89,829	82,251	78,830	76,521	78,049	79,792	5,126	3,019	2,777	2,800	3,000	3,000	0
27,940	90,000	2	2	1	27	1	-1	-1	-1	-1	-1	0	1,191	-21	2,130	3,486	1,495	1,191	0	2,151	3,486	1,495	0	0
27,941	70,000	2	1	2	27	0	0	0	0	0	0	42,825	47,047	62,703	28,945	16,345	21,163	5,000	20,000	10,000	6,000	5,000	8,000	0
27,942	200,000	2	2	2	27	0	0	-1	-1	-2	-2	37,076	18,382	18,834	0	0	0	5,000	18,834	60,000	0	0	0	0
27,943	240,000	2	1	2	28	0	0	0	0	0	0	30,173	29,109	16,704	13,934	2,020	4,520	5,009	4,000	3,506	0	2,500	4,000	0
27,944	360,000	2	1	2	28	-1	-1	-1	-1	-1	-1	276	0	502	0	1,017	0	0	502	0	1,017	0	359	0
27,945	180,000	2	1	2	28	0	0	0	0	0	0	20,098	22,063	11,705	14,900	7,180	-10	3,000	4,000	4,000	3,000	0	550	0
27,946	160,000	2	1	2	27	-1	-1	-1	-1	0	-1	288	451	1,665	330	165	794	451	1,680	330	0	794	2,349	0
27,947	20,000	2	2	2	29	0	0	0	0	0	0	12,742	8,438	9,792	10,990	13,990	10,000	1,500	1,500	1,500	3,000	2,000	0	0
27,948	30,000	2	3	2	28	2	0	0	-1	-1	0	1,946	1,473	0	157	24,767	24,991	1,000	0	3,160	25,000	1,000	2,000	0
27,949	230,000	2	1	2	28	0	0	0	0	0	0	45,405	41,630	38,940	37,150	36,306	33,563	2,500	3,013	4,000	5,006	3,000	3,000	0
27,950	240,000	2	1	2	29	0	-1	0	0	0	0	10,747	30,380	15,579	20,496	15,296	24,332	30,439	10,023	10,000	5,000	15,000	15,000	0
27,951	200,000	2	1	2	27	0	0	2	2	2	2	159,215	172,029	167,856	179,126	174,748	179,337	15,500	0	14,100	0	7,400	13,000	1
27,952	280,000	2	2	2	28	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
27,953	340,000	2	2	1	29	0	0	-1	-1	-1	0	20,816	11,706	600	-470	50,813	50,271	1,005	600	0	51,283	1,193	5,000	0
27,954	50,000	2	1	2	25	0	0	0	0	0	0	44,641	45,769	47,397	40,345	31,003	29,693	1,870	2,500	3,017	1,060	1,300	2,000	0
27,955	200,000	2	3	1	26	0	0	0	0	0	0	201,642	202,486	197,888	145,078	137,272	131,447	7,671	6,210	4,500	4,200	6,200	4,200	1
27,956	140,000	2	2	1	27	2	-1	-1	-1	0	0	776	752	776	1,580	804	728	752	800	1,580	0	700	700	0
27,957	160,000	2	1	2	29	-1	-1	0	0	0	0	20,193	3,250	9,244	8,344	5,607	1,289	3,250	6,152	1,000	1,401	0	0	0
27,958	50,000	2	1	2	26	2	2	2	2	2	0	29,164	28,396	31,533	31,833	31,022	31,681	0	3,600	1,111	0	1,160	1,160	0
27,959	20,000	2	1	2	28	2	2	2	2	2	2	15,522	18,442	17,862	19,756	19,143	21,671	3,186	0	2,500	0	3,000	0	1
27,960	170,000	2	2	1	29	-2	-2	-2	-2	-2	-2	-807	-807	-807	-807	-1,169	-1,531	0	0	0	0	0	0	0
27,961	140,000	2	2	2	27	-1	-1	-1	-1	-1	-1	1,186	3,713	390	390	6,580	0	4,000	390	390	6,580	0	780	0
27,962	150,000	2	1	1	29	1	-1	-1	-2	-2	-2	0	231	0	0	0	0	231	0	0	0	0	685	0
27,963	70,000	2	2	2	25	1	2	0	0	0	0	73,167	70,238	70,640	71,298	70,930	72,491	0	2,600	3,000	3,000	6,000	0	0
27,964	50,000	2	3	2	28	0	0	0	0	0	0	51,422	50,525	49,691	49,308	30,284	30,554	2,100	2,500	28,400	1,100	2,000	1,500	1
27,965	80,000	2	2	1	28	0	0	0	0	-1	0	150,651	52,233	81,162	71,470	28,718	27,813	3,905	81,000	1,513	47,921	10,000	2,001	0
27,966	360,000	2	2	1	29	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
27,967	360,000	2	1	2	27	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
27,968	130,000	2	1	2	27	0	0	0	0	-1	-1	37,319	38,252	46,741	42,881	367	46,265	2,031	10,000	1,000	367	61,170	1,200	0
27,969	120,000	2	1	2	28	-1	-1	-1	-1	-1	-1	2,494	1,394	780	470	-170	180	2,000	780	470	0	500	1,335	0
27,970	110,000	2	2	2	28	0	0	0	0	0	0	79,573	81,449	83,241	84,960	86,045	88,060	3,800	4,000	4,000	3,400	3,400	7,000	0
27,971	230,000	2	2	2	28	0	0	0	0	0	-1	29,500	4,828	7,633	9,202	2,553	6,015	4,800	7,021	8,008	0	6,015	3,053	0
27,972	110,000	2	2	2	29	0	0	2	2	2	2	18,817	21,068	16,412	16,809	8,682	8,861	2,600	1,102	1,000	0	602	0	1
27,973	200,000	2	1	2	28	-1	-1	-1	-1	-1	-1	1,860	4,464	29,705	25,854	510	1,470	4,464	29,705	25,854	510	1,470	5,822	0
27,974	60,000	2	1	1	28	-1	-1	-1	-1	-1	-1	2,848	1,469	1,647	1,355	1,458	1,631	1,469	1,675	1,355	1,458	1,631	1,931	0
27,975	310,000	2	3	2	28	0	0	0	0	0	0	240,846	220,845	179,260	116,798	109,647	114,745	10,500	7,809	10,000	10,000	10,334	10,000	0
27,976	160,000	2	3	2	27	1	-1	-1	-1	-1	-1	-10	3,382	7,726	12,290	1,280	0	3,392	7,749	14,529	1,283	0	0	0
27,977	180,000	2	1	1	27	0	0	0	0	0	0	152,158	155,181	158,437	161,664	164,873	168,344	5,539	5,741	5,852	5,881	7,607	6,135	0
27,978	170,000	2	1	1	30	-1	-1	-1	-2	-1	-1	364	14,662	0	0	1,861	-167	14,662	0	0	1,861	0	334	0
27,979	240,000	2	1	2	29	-1	-1	-1	-2	-1	-1	3,647	2,530	464	1,316	1,102	3,381	2,535	464	1,316	1,104	3,384	5,200	0
27,980	160,000	2	1	2	28	-1	-1	-2	-2	-2	-2	160	0	0	0	0	0	0	0	0	0	0	0	0
27,981	200,000	2	1	2	28	-2	-2	-2	-2	-2	-2	7,618	7,961	1,452	6,248	4,112	0	7,961	1,452	6,248	4,112	0	3,428	0
27,982	60,000	2	3	2	28	0	0	0	0	0	0	59,650	51,176	42,368	35,730	28,670	27,979	3,376	1,900	1,908	1,133	1,015	1,153	0
27,983	100,000	2	2	1	28	0	0	0	0	0	0	94,245	95,268	96,620	97,938	78,126	65,680	3,500	3,800	3,900	3,000	2,300	2,300	0
27,984	60,000	2	1	2	28	0	0	2	0	0	0	6,393	10,540	10,232	11,237	11,427	20,973	4,278	0	1,483	673	10,000	11,540	1
27,985	50,000	2	1	2	31	-1	0	-1	-1	-1	-2	12,725	34,526	12,787	3,995	0	0	30,018	12,787	3,995	0	0	0	0
27,986	120,000	2	2	2	29	0	0	0	0	0	0	96,342	97,724	99,131	100,464	100,380	101,445	4,500	4,500	4,500	3,700	3,679	4,100	0
27,987	250,000	2	1	2	30	-1	0	0	0	0	-1	18,751	21,550	23,932	37,329	26,339	4,836	5,000	3,500	15,054	7,885	4,836	9,655	0
27,988	180,000	2	1	1	30	-1	-1	-1	-1	-1	-1	1,863	1,863	2,886	840	2,052	1,443	1,863	2,886	840	2,052	1,443	1,443	1
27,989	210,000	2	2	1	30	0	0	0	0	0	0	107,539	103,234	47,363	45,810	42,093	36,587	3,000	3,018	2,000	1,500	1,500	2,000	0
27,990	360,000	2	2	1	30	0	0	-2	-2	-2	-2	19,918	-182	-6,877	-5,377	-2,377	-377	500	0	2,000	3,000	2,000	3,000	0
27,991	210,000	2	1	2	26	0	0	0	0	0	0	132,909	135,210	140,056	143,584	147,832	150,953	7,000	7,003	8,000	8,000	5,500	7,000	0
27,992	110,000	2	2	1	29	0	0	0	-2	-1	2	27,340	17,353	0	0	3,161	2,996	10,000	0	0	3,161	0	30,000	0
27,993	270,000	2	2	2	29	-1	-1	-1	-1	0	0	88,996	17,142	18,118	147,189	170,268	170,268	17,142	18,118	147,500	60,000	15,000	58,354	0
27,994	50,000	2	1	2	29	0	0	2	0	0	0	6,161	8,998	8,319	8,672	9,390	9,861	3,500	0	1,282	1,000	1,000	3,000	0
27,995	220,000	2	2	1	29	0	0	0	0	0	0	142,818	141,540	131,810	118,866	115,256	97,161	5,042	5,042	3,687	3,660	3,528	3,314	0
27,996	80,000	2	2	2	30	-1	-1	0	-1	0	0	4,161	1,819	6,845	1,813	8,362	-783	2,000	6,689	1,817	8,100	0	4,000	0
27,997	180,000	2	1	2	31	-2	-2	-2	-2	-2	-2	4,522	1,763	1,571	0	4,775	0	1,771	1,571	0	4,775	0	0	0
27,998	400,000	2	1	1	31	-1	-1	-1	-1	-1	-1	325	5,581	2,833	1,162	325	325	5,581	2,833	1,162	325	325	325	0
27,999	230,000	2	2	1	30	0	0	0	0	0	0	234,521	228,486	216,287	215,927	174,259	174,486	9,800	8,502	8,350	6,200	6,500	6,500	0
28,000	90,000	2	5	2	31	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0

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