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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
5,501	180,000	2	2	1	44	0	0	0	0	0	0	161,186	167,080	170,788	174,764	162,667	166,953	10,000	8,000	7,000	6,000	7,000	10,000	0
5,502	290,000	2	2	1	55	1	-2	-1	-1	-1	2	0	166	2,462	-150	1,134	777	166	2,462	150	1,833	0	500	1
5,503	180,000	1	2	2	34	0	0	0	0	0	0	22,387	23,453	20,171	20,245	20,769	23,770	1,500	1,500	1,000	1,000	3,490	1,000	0
5,504	80,000	2	1	2	31	-1	-1	-1	-1	-1	2	14,401	4,374	15,020	4,233	5,934	158	4,374	15,037	4,233	6,092	0	13,391	0
5,505	450,000	2	1	1	42	-1	-1	-1	-1	-1	-1	72,517	0	6,281	3,446	6,157	0	0	6,281	3,446	6,157	0	14,380	0
5,506	20,000	1	2	2	37	0	0	0	0	0	0	20,009	20,602	21,255	19,105	19,609	19,283	1,700	1,600	1,200	1,000	900	1,000	0
5,507	80,000	1	1	2	25	0	0	0	0	0	0	31,443	26,358	20,050	10,850	4,204	0	1,800	1,621	0	0	0	0	0
5,508	100,000	2	2	2	36	0	0	0	0	0	0	87,656	90,341	92,244	93,316	95,158	97,776	5,000	4,300	3,500	3,500	4,200	4,500	0
5,509	70,000	1	3	1	39	0	0	0	0	0	0	58,665	55,845	55,362	39,615	40,477	43,295	6,852	2,010	1,500	1,500	3,500	2,000	0
5,510	330,000	1	3	1	49	0	0	0	0	0	0	217,148	218,414	216,225	181,352	181,172	179,835	7,849	7,919	6,198	6,525	6,523	6,122	0
5,511	200,000	1	1	2	30	-2	-2	-1	-1	-2	-1	1,488	2,493	5,261	993	2,494	3,890	2,505	5,268	996	2,501	3,896	5,189	0
5,512	30,000	1	1	2	36	0	0	0	0	2	2	27,748	24,640	51,026	27,400	26,823	28,621	1,500	1,500	4,200	0	2,252	0	0
5,513	200,000	2	3	1	69	2	2	2	2	2	-2	2,500	2,500	2,500	2,500	0	0	0	0	0	0	0	0	1
5,514	80,000	2	1	2	27	-1	-1	-1	-1	-2	-2	5,060	0	3,885	0	0	0	0	3,885	0	0	0	860	0
5,515	340,000	2	1	2	40	0	-1	0	-1	-1	2	68,616	6,691	10,961	8,722	4,776	2,812	7,355	10,012	8,740	4,776	0	6,000	0
5,516	20,000	2	2	2	56	0	0	0	0	0	0	17,091	17,596	15,524	14,807	13,667	16,271	3,000	3,006	3,506	3,500	7,011	7,125	1
5,517	130,000	2	1	2	29	2	0	0	0	0	0	126,509	109,944	105,049	68,154	67,397	61,764	6,000	6,000	5,000	2,500	3,000	3,000	0
5,518	400,000	1	1	2	31	0	0	0	0	2	0	115,506	123,607	140,859	157,131	126,146	115,529	10,000	20,009	20,146	68	5,109	5,084	0
5,519	200,000	2	2	1	29	0	0	0	0	0	0	34,391	26,945	26,349	26,925	27,841	29,368	1,507	1,427	1,003	2,000	2,000	1,060	0
5,520	80,000	2	2	1	47	0	0	-1	-1	-2	-2	4,762	3,235	1,970	0	0	0	1,000	1,970	0	0	0	0	0
5,521	50,000	1	3	1	39	0	0	0	0	0	0	26,979	21,029	18,765	19,145	19,229	19,026	1,328	1,298	678	687	691	700	0
5,522	30,000	2	1	2	25	0	0	0	0	0	0	19,783	20,959	22,269	22,601	23,085	23,646	1,500	1,668	1,000	1,000	944	762	0
5,523	70,000	2	2	2	22	0	0	2	0	0	0	31,377	31,420	30,940	24,765	25,942	27,073	6,000	1,125	1,300	3,000	2,500	1,200	0
5,524	500,000	1	1	2	33	-1	-1	-1	-1	-1	-1	3,933	5,924	39,167	4,683	7,222	35,746	5,954	39,373	4,706	7,259	35,924	5,750	0
5,525	80,000	1	1	2	27	-1	-1	-1	-1	-2	-1	6,544	4,924	1,990	0	0	4,350	4,924	1,990	0	0	4,350	0	0
5,526	120,000	1	2	1	40	0	0	0	0	0	0	94,166	73,086	62,511	36,996	30,311	26,414	3,500	2,347	5,000	3,000	2,000	10,000	0
5,527	390,000	1	1	1	33	0	0	0	0	0	0	17,794	23,518	28,139	32,711	36,215	40,650	6,000	5,000	5,000	4,000	5,000	8,883	0
5,528	30,000	1	3	1	52	0	0	0	0	0	0	28,889	30,050	29,797	18,464	12,235	0	2,002	1,025	1,230	1,042	0	0	0
5,529	70,000	2	1	2	30	0	-1	-1	2	0	0	6,749	64,626	47,161	27,534	26,660	27,022	64,626	3,000	0	946	1,424	1,000	0
5,530	140,000	1	3	2	39	0	0	0	0	-1	-1	115,940	100,572	10,776	10,776	1,059	0	10,000	1,000	0	1,059	0	0	0
5,531	30,000	2	2	1	27	0	0	0	0	0	0	52,636	27,761	28,791	29,078	30,125	8,941	3,164	1,615	902	1,374	767	849	0
5,532	190,000	2	2	2	25	1	-2	-1	0	0	-1	0	0	2,251	2,251	497	7,681	0	2,251	0	600	9,289	6,374	0
5,533	270,000	1	1	2	33	0	0	2	0	0	0	117,705	123,812	125,284	126,708	134,352	108,585	8,000	5,000	5,000	10,000	5,000	5,000	0
5,534	290,000	1	1	2	35	-2	-2	-2	-2	-2	-2	184,910	118,701	97,606	76,053	53,994	31,812	4,166	3,400	2,588	1,696	1,113	1,647	1
5,535	50,000	1	2	2	29	0	0	0	-2	-2	-2	1,972	2,524	0	0	0	0	2,500	0	0	0	0	0	1
5,536	200,000	2	1	1	41	0	0	0	0	0	0	30,689	31,895	32,808	28,298	26,538	24,645	5,003	5,000	5,000	2,000	5,000	3,000	0
5,537	30,000	2	2	2	24	0	0	2	0	0	2	5,807	7,153	7,877	8,591	10,302	10,006	1,600	1,000	1,000	2,000	0	1,500	0
5,538	150,000	1	2	1	29	0	0	0	0	0	0	46,625	66,174	81,085	75,300	77,276	64,065	30,151	40,104	10,013	5,083	1,819	4,793	0
5,539	30,000	2	3	2	48	-1	-1	-1	-1	-1	-1	2,946	0	390	390	390	0	0	390	390	390	0	780	1
5,540	500,000	1	1	1	34	-2	-1	-1	-1	-1	-1	33,348	90,852	42,389	19,238	34,750	21,464	90,889	42,398	19,244	34,750	21,464	28,557	0
5,541	20,000	2	1	2	23	0	0	0	2	0	0	17,229	17,591	17,750	17,175	18,716	18,782	1,300	2,180	0	1,818	1,000	680	0
5,542	50,000	1	3	1	29	1	2	0	0	0	0	22,446	21,799	23,130	24,432	26,862	29,244	0	1,698	2,000	3,000	3,000	5,000	0
5,543	280,000	1	2	2	30	2	2	2	2	2	0	110,550	113,877	115,223	116,930	112,607	95,949	6,600	4,700	5,100	0	4,200	3,000	0
5,544	80,000	1	3	2	24	1	-1	-1	-1	-1	-1	0	832	416	416	416	416	1,248	416	416	416	416	416	0
5,545	200,000	1	1	2	27	1	-2	-1	0	-1	-1	0	0	6,331	6,460	630	500	0	6,331	129	630	500	0	0
5,546	30,000	2	3	1	60	0	0	0	0	0	0	27,331	27,171	28,491	28,091	28,664	0	2,000	2,000	0	573	0	0	0
5,547	30,000	2	2	1	24	0	0	0	0	0	0	22,280	23,671	24,233	22,893	3,332	3,400	1,748	1,310	490	67	68	0	0
5,548	380,000	2	2	1	35	-1	-1	-1	-1	-1	-1	2,661	2,022	1,823	1,823	1,823	1,198	2,022	1,823	1,823	1,823	1,198	2,068	0
5,549	260,000	2	2	2	26	0	0	0	0	-1	-1	164,351	164,244	158,124	62,373	746	-45,734	7,000	5,115	2,000	746	5,025	54,836	0
5,550	50,000	1	2	2	22	1	2	0	0	0	0	50,043	98,450	48,689	19,773	19,931	19,237	1,000	2,000	900	900	1,000	1,000	0
5,551	90,000	1	3	1	53	0	0	0	0	0	0	99,905	87,296	90,388	56,087	27,055	22,320	3,763	5,150	1,100	977	1,202	3,495	0
5,552	20,000	1	2	1	40	1	2	2	0	0	0	15,919	16,939	16,374	16,604	16,837	17,357	1,570	0	800	650	800	1,000	0
5,553	10,000	1	2	2	27	1	-1	0	0	0	0	-2,000	2,475	4,428	6,368	9,046	10,000	4,475	2,000	2,000	2,780	2,000	0	0
5,554	400,000	2	2	1	44	1	-2	-1	-1	-1	-1	0	0	1,228	3,405	961	-251	0	1,228	3,405	961	0	0	0
5,555	300,000	2	1	2	32	-2	-1	-1	-2	-2	-1	2,081	1,925	1,656	1,756	1,776	3,414	1,925	1,656	1,756	1,776	3,414	109	0
5,556	150,000	2	5	1	25	-2	-1	-1	-1	0	0	1,072	963	3,271	16,741	8,230	6,517	1,321	3,271	16,741	0	3,885	11,970	0
5,557	50,000	2	2	2	33	0	0	0	0	0	0	51,444	52,607	48,083	30,205	29,747	30,042	2,000	1,500	1,690	1,200	1,200	992	0
5,558	100,000	2	2	2	25	2	2	0	0	0	0	101,827	99,365	100,349	72,391	72,396	72,668	0	3,927	2,700	2,800	3,000	3,000	1
5,559	150,000	2	2	1	38	-2	-2	-2	-2	-2	-1	0	0	0	0	0	150	0	0	0	0	150	810	1
5,560	110,000	1	2	2	34	0	0	0	0	0	0	111,576	102,942	99,241	73,151	64,731	66,025	4,100	3,680	2,511	2,350	2,370	2,610	0
5,561	100,000	2	2	2	28	0	0	0	0	0	0	106,750	76,374	68,584	66,901	63,261	64,409	3,004	47,000	2,540	3,000	3,000	3,000	0
5,562	50,000	1	2	1	33	0	0	0	0	0	0	21,460	12,570	13,530	14,876	14,157	18,888	1,300	1,200	5,000	1,000	5,000	8,000	1
5,563	80,000	1	1	2	29	0	-1	-1	-1	-1	-1	6,228	589	390	390	390	383	589	390	390	390	383	2,390	0
5,564	210,000	2	1	2	25	-1	-1	-1	0	0	0	4,576	1,837	141,555	140,550	153,587	153,278	1,837	141,555	4,272	20,150	6,000	9,749	0
5,565	140,000	2	3	1	60	0	0	0	0	0	0	137,730	137,498	137,187	136,807	136,631	136,080	4,990	4,975	4,897	5,029	4,792	4,987	1
5,566	240,000	2	1	1	43	0	-1	-1	-2	-2	-2	8,862	3,220	0	0	0	0	3,220	0	0	0	0	0	0
5,567	110,000	2	2	2	36	0	0	0	0	0	0	48,120	44,723	37,745	34,519	29,541	42,400	5,000	2,000	2,000	2,000	16,468	3,000	0
5,568	100,000	2	3	2	48	-2	-2	-2	-2	-2	-2	2,422	894	0	0	1,639	923	894	0	0	1,639	923	0	0
5,569	50,000	1	2	1	24	0	0	0	0	0	0	17,961	18,689	19,284	19,517	19,193	18,848	1,700	1,600	1,200	1,000	1,000	1,200	0
5,570	90,000	2	2	1	35	0	0	0	0	0	0	82,164	77,060	76,589	62,892	58,326	59,491	2,926	3,571	2,381	2,083	2,100	1,976	0
5,571	150,000	1	1	2	33	0	0	0	0	0	-2	26,739	32,939	34,300	35,100	-1,200	-1,200	7,000	2,500	1,000	0	0	0	0
5,572	100,000	2	2	1	30	2	2	2	2	2	2	29,778	30,678	31,154	31,625	31,059	33,123	1,600	1,200	1,200	0	2,500	1,300	1
5,573	140,000	2	2	1	62	0	0	0	0	0	0	142,250	142,172	141,738	141,524	141,845	142,150	5,200	5,100	5,000	5,200	5,100	5,200	0
5,574	230,000	2	1	2	33	0	0	0	0	0	0	172,567	174,987	133,263	114,889	117,139	120,252	7,000	6,000	4,500	4,000	5,000	4,500	0
5,575	20,000	2	2	2	25	0	0	0	0	0	0	19,223	18,206	19,195	38,040	20,009	20,138	1,293	1,397	836	1,653	565	206	1
5,576	230,000	2	3	2	38	0	0	0	0	0	0	14,887	23,751	52,698	101,007	103,598	150,430	10,000	30,000	50,000	4,691	50,000	4,000	0
5,577	150,000	1	2	2	26	-2	-2	-2	-2	-2	-2	3,627	0	0	0	0	0	0	0	0	0	0	0	1
5,578	20,000	1	2	2	24	0	0	0	0	0	0	10,534	8,864	6,741	3,820	16,945	17,509	1,300	1,305	500	13,500	1,000	1,500	0
5,579	120,000	2	3	1	35	0	0	0	0	0	0	27,666	28,036	29,555	28,458	29,129	29,700	1,500	2,000	1,000	1,500	1,500	1,500	0
5,580	30,000	2	3	1	58	1	2	2	2	3	2	24,921	26,225	25,502	28,588	27,616	27,903	2,000	0	3,509	0	1,128	0	1
5,581	220,000	1	1	1	42	1	2	0	0	0	0	59,932	57,477	54,788	54,468	51,920	49,016	0	2,421	1,964	2,000	2,000	1,600	0
5,582	250,000	1	1	1	41	-1	-1	-1	-1	-1	-1	9,146	10,906	4,614	28,790	4,418	10,676	10,957	4,614	28,796	4,418	10,676	0	0
5,583	80,000	1	2	1	34	0	0	0	-2	-2	-2	11,460	16,000	0	0	0	0	5,000	0	0	0	0	0	0
5,584	60,000	1	1	2	22	0	0	2	0	0	0	57,392	60,254	58,971	29,137	29,900	30,069	4,400	304	1,100	1,216	1,300	589	0
5,585	130,000	2	2	1	37	1	-2	-1	-1	-1	-1	0	0	306	3,670	1,473	5,555	0	306	3,670	1,473	5,555	1,473	0
5,586	400,000	1	3	1	43	-1	0	0	0	0	-1	145,801	134,269	100,229	57,583	8,556	316	6,100	26,621	6,600	406	316	316	0
5,587	150,000	2	2	2	28	0	0	0	0	0	0	103,227	105,462	109,160	109,859	112,314	114,614	3,900	5,450	4,000	4,227	4,321	5,000	0
5,588	230,000	2	3	1	58	-2	-2	-2	-2	-2	-2	316	316	2,310	316	316	316	316	2,310	316	316	316	316	1
5,589	70,000	2	3	2	24	0	0	0	0	0	0	75,894	70,947	59,783	18,965	15,936	1,518	10,004	3,012	1,000	1,000	1,518	20,911	0
5,590	50,000	2	2	1	39	0	0	0	0	0	0	47,407	37,716	30,873	24,659	15,849	8,540	2,039	1,400	1,612	0	0	0	0
5,591	90,000	2	1	1	38	-1	-1	-1	-1	-1	-1	380	2,132	0	1,066	1,752	569	2,132	0	1,066	1,752	569	2,132	0
5,592	30,000	2	3	2	49	0	0	2	0	0	0	27,838	30,715	29,322	28,015	28,610	28,884	3,330	0	1,148	1,195	910	1,000	0
5,593	30,000	1	2	1	49	3	2	2	2	2	2	26,319	27,404	27,769	28,227	28,642	28,042	1,800	1,100	1,200	1,000	0	2,200	0
5,594	250,000	2	1	2	26	-2	-2	-2	-2	-2	-2	1,245	712	0	0	0	0	712	0	0	0	0	0	0
5,595	30,000	2	2	2	23	1	-1	-1	-2	-2	-1	-1	604	0	0	0	359	605	0	0	0	359	0	0
5,596	150,000	2	2	1	27	-2	-2	-2	-2	-2	-2	929	0	0	0	0	0	0	0	0	0	0	0	0
5,597	400,000	2	1	2	48	-1	-1	-1	0	0	-1	24,478	10,841	53,336	25,017	16,039	38,994	10,846	53,383	16,044	0	39,727	0	0
5,598	30,000	2	2	1	52	0	0	0	0	-1	-1	20,533	20,819	21,990	15,525	25,242	0	2,000	2,000	5,000	25,242	0	5,000	1
5,599	270,000	2	1	2	50	-1	-1	-1	-1	0	-1	3,095	2,340	0	1,250	2,250	178	2,340	0	1,250	1,000	178	1,772	0
5,600	360,000	1	3	1	37	-1	-1	-2	-2	-2	-1	303	0	0	0	0	860	0	0	0	0	860	0	0

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