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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
28,501	290,000	2	1	2	35	-2	-2	-1	-1	0	0	2,348	10,421	566	12,008	19,820	17,135	10,421	566	12,008	8,012	343	2,630	0
28,502	20,000	2	2	1	39	1	2	2	0	0	0	17,751	18,963	18,378	20,000	19,600	20,000	1,800	0	2,400	0	400	1,000	0
28,503	140,000	2	2	1	31	0	0	0	0	0	0	98,250	100,319	102,231	95,852	94,005	93,177	4,600	4,523	4,300	3,300	3,400	3,600	0
28,504	150,000	2	2	1	36	2	2	2	2	2	2	100,247	109,909	112,453	113,318	114,268	116,688	12,924	5,800	4,200	4,300	4,400	4,700	1
28,505	50,000	2	3	3	46	-1	-1	-1	-1	-1	-1	390	390	390	390	1,200	1,869	390	390	390	1,200	1,869	3,610	0
28,506	50,000	2	2	1	37	-1	-1	-1	-1	-1	-1	7,390	2,157	4,204	390	390	540	2,157	4,204	390	390	540	540	0
28,507	270,000	2	2	1	28	-2	-2	-2	-1	0	0	1,459	-702	1,900	7,518	57,765	59,377	12	5,011	8,049	53,008	5,004	7,000	0
28,508	240,000	2	2	1	28	0	0	0	0	0	0	175,976	149,257	93,689	81,226	71,547	72,794	6,600	3,711	3,100	2,500	3,019	45,200	0
28,509	150,000	2	1	2	29	0	0	0	0	0	0	78,044	43,437	45,132	39,180	31,422	32,410	2,000	2,500	3,300	2,150	1,500	6,200	0
28,510	260,000	2	2	2	40	0	0	0	0	0	0	120,108	107,696	103,745	90,818	92,640	94,338	4,224	3,650	5,000	3,640	3,500	3,500	0
28,511	470,000	2	3	1	42	0	0	0	0	0	0	219,081	285,141	408,974	361,703	318,251	310,982	70,000	140,000	13,000	11,000	20,000	8,000	0
28,512	190,000	2	1	1	47	0	0	0	0	0	0	192,493	193,297	193,400	193,278	192,956	193,039	7,200	7,222	7,300	7,100	7,380	7,200	0
28,513	160,000	2	2	2	28	-1	-1	-1	-1	-1	-1	5,171	3,634	4,436	1,978	3,781	1,732	3,634	4,436	1,978	3,781	1,732	715	0
28,514	320,000	2	1	2	31	-1	-1	-1	0	-1	-1	66,604	9,293	19,905	15,645	11,388	28,017	9,293	19,905	15,452	11,388	28,017	19,364	0
28,515	30,000	2	2	2	30	0	0	0	0	0	0	24,482	25,571	26,294	27,308	27,853	28,504	1,800	1,441	1,455	1,000	1,100	2,500	1
28,516	150,000	2	1	2	33	-2	-2	-2	-2	-2	-2	24,393	26,847	32,702	33,459	27,800	2,261	27,007	32,715	33,475	27,808	2,261	169,465	0
28,517	200,000	2	2	2	34	0	0	2	2	0	0	189,490	204,278	207,559	202,518	164,682	168,224	18,000	8,000	0	6,000	6,200	7,000	1
28,518	150,000	2	2	2	34	0	0	0	0	0	0	39,883	34,983	23,772	20,410	14,818	7,565	2,068	1,331	1,029	353	208	20,711	0
28,519	50,000	2	3	1	30	0	0	0	0	0	0	48,549	49,256	50,338	48,848	46,709	47,688	1,813	1,895	2,200	1,595	1,653	1,709	0
28,520	80,000	2	2	2	24	0	0	0	0	0	0	19,188	18,774	12,339	11,312	8,324	7,079	1,374	1,235	1,101	270	1,000	1,000	0
28,521	50,000	2	2	1	47	0	0	3	2	2	0	9,532	14,023	13,513	14,388	13,862	14,149	5,000	0	1,400	0	659	664	0
28,522	80,000	2	3	1	37	2	2	2	2	0	0	93,050	99,396	100,495	97,982	100,261	102,147	8,840	3,560	0	3,912	3,832	3,508	1
28,523	280,000	2	2	2	34	0	0	0	-1	-1	-2	7,215	28,794	-5	1,175	-23	-23	24,143	0	1,180	0	0	0	0
28,524	160,000	2	1	1	38	0	0	0	0	0	0	132,932	134,384	131,724	131,767	133,195	126,064	8,005	15,000	10,000	7,000	5,000	8,000	0
28,525	80,000	2	1	2	29	0	0	0	0	0	0	28,491	26,524	23,224	23,141	22,160	21,478	1,710	1,500	1,700	1,000	1,000	1,000	0
28,526	160,000	2	2	2	30	0	0	0	0	0	0	136,053	86,746	86,019	87,990	87,186	84,373	3,528	3,500	3,500	4,000	3,500	3,500	0
28,527	90,000	2	2	1	32	-1	2	-1	-1	-2	-1	3,682	3,472	33,784	0	0	256	0	33,812	0	0	256	3,500	0
28,528	360,000	2	2	2	32	0	0	0	0	0	0	11,646	14,124	23,497	13,128	13,485	0	5,000	10,000	5,000	3,500	0	0	0
28,529	80,000	2	2	1	34	0	0	0	0	0	0	71,435	72,886	74,678	74,080	75,251	77,040	2,642	3,000	3,274	3,000	3,000	3,100	0
28,530	20,000	2	3	1	36	-1	-1	-1	2	-1	-1	626	626	1,252	626	626	776	626	1,252	0	626	776	626	1
28,531	50,000	2	2	1	48	0	0	0	0	0	0	48,572	45,067	46,492	47,368	7,988	8,011	2,028	2,453	2,329	431	300	500	0
28,532	200,000	2	1	1	40	2	2	2	2	2	2	80,468	82,874	84,900	85,758	87,003	89,112	4,200	4,100	3,000	3,400	3,500	0	1
28,533	50,000	2	3	1	44	1	2	3	2	4	3	13,112	14,679	15,143	16,892	16,341	15,798	2,100	1,000	2,300	0	0	0	1
28,534	120,000	2	2	1	31	1	2	2	2	0	0	21,134	20,502	24,832	24,135	28,723	31,258	0	5,000	0	5,000	3,000	0	1
28,535	60,000	2	2	1	31	2	2	-1	0	0	0	63,201	56,600	54,952	32,094	31,232	30,384	1,132	60,994	1,436	1,047	1,056	1,053	1
28,536	120,000	2	3	2	32	-1	0	0	0	0	0	66,551	67,876	69,903	71,446	79,589	81,354	2,429	3,120	3,300	10,000	3,200	3,200	0
28,537	80,000	2	1	1	32	1	-2	-1	-1	-1	-1	0	0	1,900	7,411	1,900	0	0	1,900	7,411	1,900	0	0	0
28,538	140,000	2	2	2	32	2	0	0	2	2	2	103,181	107,446	125,702	124,182	124,155	137,176	6,000	20,000	2,000	3,500	15,000	6,000	0
28,539	300,000	2	1	1	33	-1	-1	-1	-1	-1	0	3,890	4,002	1,438	5,322	6,814	2,956	4,008	1,438	5,328	6,814	114	1,740	0
28,540	230,000	2	2	1	30	0	-1	-1	-1	0	0	8,685	1,079	2,923	25,916	4,219	7,903	1,079	3,000	25,916	2,219	4,000	6,000	0
28,541	310,000	2	3	2	30	1	-1	0	0	0	0	5,931	118,109	131,107	97,009	51,757	50,009	120,000	18,008	20,000	12,000	5,000	3,000	0
28,542	330,000	2	1	2	31	-1	0	0	0	0	0	4,054	4,661	5,731	5,186	6,522	8,995	1,091	2,000	1,222	2,400	3,000	2,000	0
28,543	210,000	2	1	1	35	0	0	0	0	0	2	67,374	55,004	56,221	57,181	61,327	60,227	2,500	2,700	2,500	5,100	0	3,000	0
28,544	120,000	2	2	1	35	0	0	0	0	0	0	115,600	113,690	114,609	118,232	119,052	119,232	5,521	4,232	5,602	4,123	4,330	13,245	0
28,545	170,000	2	2	1	35	0	0	0	0	0	0	96,565	62,524	88,390	63,470	55,890	51,650	30,580	50,000	24,517	14,243	7,852	4,835	0
28,546	50,000	2	2	2	39	0	0	-1	-1	0	0	25,254	26,366	510	16,121	17,539	19,088	2,000	510	16,121	2,000	2,000	998	0
28,547	100,000	2	3	1	44	2	2	0	0	0	2	12,724	12,228	13,255	13,959	14,921	14,539	0	1,529	1,233	1,195	0	1,300	1
28,548	140,000	2	1	2	33	-1	-1	-1	0	0	-1	10,174	8,651	19,404	19,498	9,771	1,106	8,651	19,404	10,000	2,000	1,106	3,675	0
28,549	210,000	2	2	2	33	0	0	0	-2	-2	-2	43,047	9,378	0	0	0	0	1,000	0	0	0	0	0	0
28,550	360,000	2	1	2	34	0	0	0	0	0	0	96,169	96,586	98,927	98,750	96,045	93,456	4,000	4,223	4,004	4,000	3,500	3,400	0
28,551	50,000	2	2	3	34	0	0	0	0	0	0	50,854	17,429	17,728	17,886	18,043	19,134	1,314	2,000	1,300	1,000	1,500	1,000	0
28,552	340,000	2	2	2	34	-2	-2	-2	-2	-2	-2	0	2,630	0	0	0	0	2,630	0	0	0	0	1,980	0
28,553	260,000	2	1	2	37	-1	-1	-1	2	-1	-1	1,050	1,050	2,287	1,050	1,050	1,050	1,050	2,287	0	1,050	1,050	2,174	1
28,554	500,000	2	3	2	37	1	2	0	0	0	0	5,186	3,985	3,935	4,861	4,523	4,637	0	1,101	1,027	117	141	72	0
28,555	60,000	2	2	1	40	1	2	2	0	0	0	57,388	58,381	56,363	47,940	30,134	31,144	2,522	0	3,000	1,083	1,500	1,500	0
28,556	420,000	2	2	1	38	0	-1	-1	-1	-1	-1	56,107	53,309	-11	51,555	2,093	5,773	53,400	0	51,566	2,093	5,773	2,984	0
28,557	30,000	2	3	1	41	1	2	0	0	0	0	28,041	23,367	22,843	23,044	25,082	25,648	13	2,003	2,008	5,000	1,005	3,016	0
28,558	370,000	2	2	1	41	-2	-2	-2	-2	-2	-2	1,442	9,750	0	30,100	0	0	9,750	0	30,100	0	0	0	0
28,559	450,000	2	1	1	35	-2	-2	-2	-2	-2	-2	7,240	1,251	0	1,620	0	4,155	1,251	0	1,620	0	4,155	11,089	0
28,560	400,000	2	1	1	39	0	-1	-1	-1	0	-1	1,991	2,920	1,721	2,018	446	1,068	2,920	2,500	2,018	0	1,068	0	1
28,561	400,000	2	1	2	46	0	-1	2	-1	0	0	2,030	10,520	6,073	8,591	6,611	17,080	10,540	18	8,591	0	10,990	0	1
28,562	640,000	2	2	2	39	0	0	0	0	0	0	119,887	123,223	119,211	118,722	105,197	93,921	10,000	10,000	10,535	15,000	5,000	13,627	0
28,563	210,000	2	2	1	38	-1	-1	-1	0	0	-1	4,991	551	33,658	42,551	51,800	2,295	551	33,658	10,551	10,000	2,295	2,295	0
28,564	30,000	2	3	2	35	0	0	0	0	0	0	27,873	27,326	27,648	27,859	27,084	27,133	1,441	1,479	1,406	1,097	2,031	0	0
28,565	100,000	2	1	1	36	-2	-2	-2	-2	-2	-2	16,155	3,514	3,400	15,156	13,920	2,099	3,514	3,400	15,156	13,920	2,099	15,638	0
28,566	250,000	2	1	1	41	-1	2	-1	-1	-1	-2	22,423	16,296	32,631	43,399	2,323	46,895	60	32,812	43,932	2,323	47,356	5,480	0
28,567	190,000	2	1	2	40	0	0	0	0	0	0	122,308	124,332	126,944	130,606	131,120	133,774	4,445	5,000	6,171	4,536	5,150	5,000	0
28,568	20,000	2	3	1	43	0	0	0	0	0	0	9,540	11,788	14,137	16,283	17,108	18,005	2,422	2,560	2,426	1,038	1,116	1,332	0
28,569	180,000	2	3	1	40	0	0	0	-2	-2	-2	20,909	24,262	2,079	792	1,645	1,645	4,262	2,083	792	1,645	0	811	0
28,570	200,000	2	1	1	29	-1	-1	-1	-1	-1	-1	188	2,210	2,451	3,043	1,542	0	2,215	2,451	3,043	1,542	0	0	0
28,571	80,000	2	1	2	29	1	-2	-1	-1	-1	-2	0	0	1,612	16,388	0	0	0	1,612	16,415	0	0	1,800	0
28,572	120,000	2	2	2	29	0	0	0	0	-1	-1	96,686	77,817	29,166	7,403	3,095	9,641	3,508	2,003	2,772	3,095	9,641	2,803	0
28,573	50,000	2	2	2	29	0	0	2	0	0	0	30,517	31,866	29,647	29,539	31,384	31,924	4,000	0	3,000	4,000	3,000	4,000	0
28,574	260,000	2	4	2	30	-2	-2	-2	-2	-2	-2	5,106	280	6,158	9,439	5,492	397	280	6,160	9,439	5,492	397	1,790	0
28,575	180,000	2	1	2	30	1	-1	0	0	-1	-1	0	3,095	7,843	13,084	926	711	3,095	5,000	6,022	2,566	711	2,419	0
28,576	130,000	2	2	1	30	-1	-1	-1	-1	-1	-1	1,650	1,650	1,650	1,650	1,650	1,650	1,650	1,650	1,650	1,650	1,650	1,650	1
28,577	110,000	2	2	1	30	1	2	2	2	2	0	68,910	70,382	71,866	72,698	70,930	72,439	3,200	3,200	2,600	0	2,650	3,100	0
28,578	50,000	2	2	1	44	0	0	0	0	0	0	50,496	47,955	48,751	37,140	19,535	19,492	2,007	10,109	1,514	1,000	1,000	1,000	0
28,579	500,000	2	1	1	46	0	0	0	0	0	-1	196,606	64,144	49,722	67,909	61,613	16,932	10,000	10,000	20,025	10,000	20,000	18,000	0
28,580	360,000	2	1	2	32	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
28,581	80,000	2	2	1	34	-1	-1	-1	-1	0	-1	1,383	5,030	1,964	7,541	3,201	5,026	5,030	1,964	7,568	0	5,026	2,371	0
28,582	10,000	2	1	2	33	2	2	2	0	0	0	7,486	9,354	7,183	7,814	7,814	7,190	3,000	0	1,000	0	0	0	0
28,583	320,000	2	1	1	34	-2	-2	-1	0	0	0	5,159	967	14,331	16,591	9,433	398	967	14,331	9,433	0	0	3,090	0
28,584	30,000	2	3	1	32	0	-1	-1	-1	0	-1	28,701	26,108	17,595	24,715	22,136	22,738	27,078	17,648	25,008	509	22,806	10,035	0
28,585	80,000	2	3	1	32	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
28,586	160,000	2	2	1	34	1	2	2	2	0	0	79,727	77,290	72,681	66,526	66,893	66,637	0	4,500	2,500	3,000	3,000	4,000	0
28,587	490,000	2	1	2	34	0	0	-1	-1	-1	-1	19,036	14,474	3,404	14,445	7,672	2,295	5,038	3,404	14,445	7,672	2,295	9,004	0
28,588	220,000	2	1	1	35	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
28,589	450,000	2	1	1	35	-1	-1	-2	2	-1	-1	403	0	0	390	390	390	0	0	390	390	390	390	0
28,590	370,000	2	3	1	35	-1	-1	0	-1	0	0	5,886	4,821	6,823	26,501	32,774	32,645	8,190	6,000	27,011	15,004	10,000	10,000	0
28,591	80,000	2	3	1	34	0	0	2	2	2	0	43,321	47,586	48,525	49,423	46,132	47,233	5,000	2,000	2,000	0	2,000	2,000	1
28,592	360,000	2	1	1	47	2	2	-2	-2	-2	-2	2,500	0	0	0	0	0	0	0	0	0	0	0	1
28,593	60,000	2	2	1	42	0	0	0	0	0	0	58,899	55,834	55,993	56,675	57,550	57,545	2,579	2,047	2,024	2,180	2,321	2,500	0
28,594	50,000	2	1	1	45	-1	-1	-1	-1	-1	-1	7,963	1,664	5,408	2,734	7,976	0	1,669	5,413	2,734	7,976	0	7,000	0
28,595	160,000	2	2	1	49	-1	-1	-1	-2	-2	-2	347	2,389	0	0	0	0	2,389	0	0	0	0	0	0
28,596	260,000	2	3	1	41	0	0	0	0	0	0	264,549	227,021	233,426	230,319	127,897	118,868	10,000	12,007	9,170	4,853	4,531	3,909	0
28,597	220,000	2	2	2	45	-1	-1	-1	-1	-1	0	990	990	990	990	5,538	5,687	990	990	990	5,538	1,206	1,204	0
28,598	60,000	2	3	1	46	2	3	3	3	2	2	44,030	44,509	44,999	45,463	45,918	47,863	1,500	1,500	1,500	1,500	3,000	5,300	1
28,599	220,000	2	1	1	38	1	2	2	0	0	0	171,784	177,468	173,233	176,859	182,393	187,446	10,000	0	8,000	10,000	8,000	12,000	0
28,600	290,000	2	1	1	39	-1	-1	-1	-1	-1	-1	264	264	264	264	264	264	264	264	264	264	264	264	0

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