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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
2,701	10,000	1	3	2	23	0	0	0	0	0	0	6,001	4,308	3,421	3,615	4,402	5,173	2,000	1,500	400	1,000	1,000	500	0
2,702	50,000	2	3	2	47	0	0	0	0	2	0	17,569	18,592	19,621	21,748	21,262	21,682	1,613	1,642	2,769	0	923	950	0
2,703	50,000	2	1	2	22	0	-1	-1	-1	-1	-1	4,124	1,070	0	1,217	3,766	381	1,070	0	1,217	3,766	381	1,980	0
2,704	130,000	2	2	2	23	2	2	2	0	0	0	6,271	6,871	7,599	9,459	10,303	11,128	1,500	1,000	2,000	1,000	1,000	1,000	0
2,705	50,000	2	3	2	22	0	0	0	0	0	0	47,066	45,132	47,756	28,275	28,082	28,846	2,300	3,862	2,000	1,100	1,500	1,100	0
2,706	180,000	2	2	2	25	0	0	0	0	0	0	177,633	139,415	136,942	114,632	117,808	120,302	5,203	30,023	10,024	10,000	4,458	5,000	0
2,707	30,000	1	2	1	47	2	2	2	0	0	0	24,081	29,818	28,966	26,902	25,426	26,799	6,155	0	1,030	1,049	5,000	482	1
2,708	60,000	2	2	2	24	0	0	0	0	0	0	29,717	28,208	21,372	18,746	16,745	16,544	2,076	1,500	1,500	689	2,000	2,983	0
2,709	200,000	1	1	2	26	0	0	0	0	0	0	16,811	21,290	20,207	23,858	33,236	33,337	5,023	4,007	5,001	10,020	5,073	5,064	0
2,710	30,000	2	3	2	23	0	0	-1	-1	-1	0	18,292	18,450	390	390	780	780	1,000	390	390	780	0	0	0
2,711	320,000	2	2	2	36	0	0	0	0	0	0	262,613	164,486	169,691	188,527	145,676	135,254	10,043	15,005	21,640	5,004	11,628	20,020	0
2,712	360,000	2	1	1	37	-1	2	2	-2	-2	-2	1,605	1,448	0	0	0	0	14	0	0	0	0	0	0
2,713	60,000	2	1	1	39	0	0	2	0	0	0	56,045	59,524	58,563	56,831	53,628	34,490	5,000	2,000	1,000	3,000	8,000	0	0
2,714	50,000	2	2	2	28	-2	-2	-1	0	0	0	13,733	5,570	2,698	4,640	6,554	8,434	2,037	2,698	2,000	2,000	2,000	2,000	0
2,715	30,000	1	2	2	35	2	2	2	2	2	2	27,143	28,211	28,654	27,897	29,587	30,152	1,800	1,200	0	2,300	1,200	0	0
2,716	50,000	2	2	1	31	1	2	0	0	0	0	34,644	33,669	19,124	18,117	18,496	18,880	0	1,597	649	671	691	700	0
2,717	70,000	2	1	2	24	0	0	0	0	0	0	42,105	35,575	32,772	29,766	29,286	29,404	1,614	2,042	2,002	1,052	1,055	1,063	0
2,718	310,000	1	1	2	44	1	-1	-1	-2	-2	-2	-42	7,281	0	0	0	0	7,323	0	0	0	0	0	0
2,719	170,000	2	2	2	39	-1	-1	-1	-1	-1	-1	2,860	15,643	1,104	190	4,786	2,714	15,643	1,108	191	4,786	2,714	7,714	0
2,720	150,000	1	1	1	49	-2	-2	-2	-2	-2	-2	111,348	109,115	102,598	3,039	-309	-309	6,000	4,044	309	0	0	0	0
2,721	120,000	2	1	2	30	-1	-1	-1	-1	-1	-1	3,333	0	3,333	0	984	984	0	3,333	0	984	984	984	0
2,722	100,000	2	1	2	33	0	0	0	0	0	0	75,374	44,796	47,294	38,712	39,304	40,479	2,000	5,000	1,521	1,595	2,000	2,716	0
2,723	140,000	1	1	2	41	2	2	2	0	0	0	138,379	143,684	139,902	142,729	142,406	142,694	9,000	0	6,800	40,000	5,600	5,900	1
2,724	180,000	2	3	1	47	-1	0	0	0	0	0	14,525	13,828	10,394	17,562	8,495	5,090	1,347	5,000	10,026	5,000	785	5,000	0
2,725	20,000	2	3	1	51	0	0	-1	0	0	-2	19,684	11,580	780	780	0	0	1,000	780	0	0	0	0	0
2,726	80,000	2	2	2	25	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
2,727	200,000	2	2	1	39	0	0	0	0	0	0	178,665	133,266	95,836	85,635	66,137	30,410	3,677	2,441	1,854	1,567	5,000	1,953	0
2,728	200,000	1	2	2	27	0	0	2	0	0	0	25,334	26,203	25,652	25,162	24,995	23,901	2,204	1,004	1,004	1,013	2,018	4	0
2,729	30,000	1	3	1	42	0	0	2	-1	-1	2	14,617	20,350	18,456	4,190	13,702	13,247	6,000	28	5,000	13,702	0	10,000	0
2,730	250,000	2	2	2	40	-2	-2	-2	-2	-2	-2	0	1,069	-320	-320	1,680	4,058	1,069	320	0	2,000	4,058	3,000	0
2,731	50,000	1	3	2	30	1	2	3	2	2	2	31,217	33,423	32,600	31,777	33,966	34,759	3,000	0	0	2,700	1,500	0	0
2,732	250,000	1	1	2	31	-2	-2	-2	-2	-2	-2	-23	3,102	4,438	3,416	-4	1,404	3,125	4,455	3,417	0	1,408	1,717	1
2,733	140,000	2	1	2	25	0	0	0	0	0	0	23,409	24,725	26,006	26,771	28,179	29,746	2,000	2,000	1,500	2,000	2,200	2,000	0
2,734	170,000	2	2	2	31	2	-1	-1	0	0	0	520	1,316	6,779	3,416	2,941	3,518	1,339	6,779	2,000	97	1,002	1,018	0
2,735	240,000	2	2	2	47	-2	-2	-2	-2	-2	-2	316	21,359	2,762	10,264	316	9,801	21,359	2,762	10,318	316	17,677	31,600	0
2,736	140,000	2	1	1	37	0	0	0	0	0	0	135,134	139,178	139,900	109,665	108,129	108,067	6,703	6,120	4,015	4,042	4,057	4,012	0
2,737	50,000	2	2	1	28	0	0	0	0	0	0	50,998	51,103	50,262	20,304	20,319	20,330	2,209	1,726	710	724	733	712	0
2,738	240,000	2	2	1	47	1	2	2	2	2	2	124,425	131,943	133,457	134,749	132,651	140,600	10,839	5,000	4,800	0	10,000	5,200	1
2,739	420,000	2	2	1	57	-1	-1	-1	-1	-1	-1	666	2,629	4,352	1,440	1,486	2,290	2,629	4,360	2,064	1,486	2,290	1,290	0
2,740	220,000	1	1	1	53	-1	-1	-1	-1	-1	-1	1,136	642	1,582	1,109	3,319	2,113	642	1,582	1,109	3,319	2,113	5,410	0
2,741	70,000	2	2	1	28	0	0	0	0	0	0	44,230	44,348	28,978	17,008	13,780	14,593	1,747	1,272	1,212	1,000	1,020	800	0
2,742	90,000	1	2	2	28	0	0	0	0	0	0	55,779	51,886	52,495	47,727	44,404	35,768	2,100	2,166	1,400	1,534	1,300	665	0
2,743	220,000	2	1	1	40	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	12,096	0
2,744	200,000	2	1	2	27	0	0	0	0	0	0	9,314	6,020	4,817	2,098	2,280	4,778	2,020	2,817	1,098	1,280	3,778	3,098	0
2,745	240,000	1	3	1	55	0	0	0	0	0	0	229,254	232,693	189,095	190,481	194,215	198,313	8,737	7,506	6,501	6,501	7,001	17,001	0
2,746	310,000	2	3	2	28	0	0	-1	-1	-1	-1	19,610	14,746	28,216	4,245	3,500	396	10,000	28,216	4,245	3,500	396	396	0
2,747	80,000	2	2	1	34	2	2	2	0	0	0	76,142	80,627	76,776	61,884	55,501	54,840	6,611	1	3,000	2,504	2,000	2,200	1
2,748	290,000	2	2	1	38	0	0	0	0	0	0	144,160	147,451	150,617	153,351	156,213	158,938	6,000	6,010	5,600	5,700	5,700	6,000	0
2,749	260,000	1	2	1	43	0	0	0	0	0	0	175,247	164,173	152,724	153,527	153,375	105,491	8,500	5,950	4,000	3,000	6,000	30,588	1
2,750	120,000	1	1	1	43	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
2,751	260,000	2	1	1	32	-1	-1	2	-1	-1	-1	598	2,268	2,268	1,732	718	165	2,268	0	1,732	718	165	3,735	0
2,752	360,000	2	2	2	39	-1	2	2	-2	-2	-2	655	655	0	0	0	0	0	0	0	0	0	0	0
2,753	30,000	2	3	1	36	0	0	0	0	0	0	7,963	9,152	10,282	10,180	10,394	9,614	1,321	1,451	349	362	343	356	1
2,754	30,000	2	2	2	22	0	0	0	2	0	0	27,444	29,000	29,886	28,392	22,612	22,750	2,000	1,800	0	1,000	1,000	0	1
2,755	20,000	1	1	2	22	0	0	0	0	0	0	3,281	4,325	5,341	5,751	6,500	7,386	1,100	1,100	500	1,000	1,000	1,000	0
2,756	240,000	2	2	2	25	0	0	0	0	0	0	175,764	178,600	182,639	186,275	190,337	193,961	6,500	7,000	6,680	7,070	6,954	14,870	0
2,757	200,000	1	2	1	31	7	6	5	4	3	2	254,266	240,966	228,663	217,600	208,432	200,057	0	328	0	0	600	2,500	1
2,758	70,000	1	2	2	38	0	0	2	0	0	0	27,000	31,809	29,776	30,148	29,918	29,399	5,600	0	1,500	1,057	2,000	1,035	0
2,759	200,000	2	1	2	23	-2	-2	-2	-2	-2	-2	488	878	488	488	0	1,915	878	488	488	0	1,915	100	0
2,760	150,000	2	1	2	31	-1	-1	-1	0	0	0	18,395	-2,390	10,042	129,691	88,173	63,034	312	20,132	129,665	127	315	0	0
2,761	160,000	2	2	1	35	0	0	0	0	0	0	17,742	12,939	7,035	4,596	4,635	2,744	2,000	1,000	500	1,000	1,000	2,000	0
2,762	180,000	2	1	2	30	0	0	0	0	0	0	113,647	52,992	38,394	30,332	110,824	99,661	3,000	3,170	2,000	100,000	5,000	4,000	0
2,763	190,000	1	2	1	39	0	0	0	0	0	0	144,414	145,572	142,816	145,463	147,475	149,853	7,000	6,000	6,000	5,500	6,000	5,500	0
2,764	20,000	2	2	1	22	0	0	0	0	0	0	15,749	16,221	19,836	14,354	10,962	9,274	1,500	5,000	500	500	246	500	0
2,765	150,000	1	1	2	27	0	0	0	0	0	0	82,494	83,044	84,752	84,743	78,987	65,590	3,100	3,500	3,000	5,000	3,000	2,500	0
2,766	310,000	1	2	1	35	0	0	0	0	0	0	7,589	9,463	12,296	15,083	17,840	20,376	2,000	3,000	3,000	3,000	3,000	3,003	0
2,767	180,000	2	2	1	36	0	0	0	0	0	0	98,736	96,566	81,166	72,463	72,189	70,712	6,025	5,000	6,800	5,000	5,000	5,000	0
2,768	80,000	2	2	2	24	0	0	0	0	0	0	81,908	83,597	157,646	79,061	79,834	81,257	5,501	3,450	3,000	3,059	2,915	2,758	1
2,769	350,000	2	2	1	41	0	0	0	0	0	0	85,339	84,393	86,793	84,406	73,976	75,497	5,000	5,016	5,000	3,000	3,000	4,000	0
2,770	50,000	2	2	1	47	0	0	0	0	-2	-2	32,547	33,481	26,775	0	0	0	1,582	1,800	0	0	0	0	0
2,771	90,000	2	2	2	23	2	0	0	0	0	0	87,669	86,653	57,819	30,895	14,543	9,329	3,499	3,000	3,000	10,000	2,000	10,000	0
2,772	220,000	1	2	1	35	0	0	-1	-1	-1	-1	112,460	29,300	8,500	0	8,500	8,535	8,500	8,500	0	8,500	8,535	177,000	0
2,773	50,000	2	1	2	25	2	3	2	2	2	2	43,870	42,891	43,582	44,561	45,592	46,495	0	1,700	2,000	1,900	1,800	0	1
2,774	90,000	1	3	1	46	-1	2	-1	-1	-1	-1	1,651	390	390	390	1,848	930	0	390	1,950	1,848	1,710	0	0
2,775	400,000	2	2	1	30	0	0	-1	-1	-1	-1	161,226	139,481	17,939	10,315	22,728	11,493	5,000	17,939	12,845	22,728	11,493	10,703	0
2,776	210,000	2	3	1	40	-1	-1	0	0	0	0	2,309	4,791	4,909	6,588	9,074	8,651	4,791	1,909	2,588	3,074	3,651	6,349	0
2,777	180,000	2	2	1	39	2	2	2	2	2	0	177,113	180,628	176,137	183,007	179,505	105,229	7,800	0	11,700	0	3,775	7,000	1
2,778	500,000	1	1	1	55	-1	-1	-1	0	0	0	3,925	11,200	25,509	9,857	8,945	9,985	11,253	25,585	3	18	5,034	5,031	0
2,779	260,000	2	2	1	39	2	0	0	2	0	0	228,443	233,958	252,615	186,443	190,345	193,739	10,698	24,799	0	7,035	7,078	7,221	1
2,780	180,000	2	2	2	26	0	0	0	0	0	-1	7,149	12,946	16,163	13,142	9,800	4,857	5,946	3,663	3,159	3,000	4,857	6,240	0
2,781	180,000	2	2	1	34	-1	-1	-2	-2	-1	-1	8,000	0	0	0	600	0	0	0	0	600	0	0	1
2,782	30,000	2	1	2	24	0	0	0	0	0	0	22,236	23,574	24,583	24,915	25,280	25,791	1,696	1,705	1,037	915	929	1,097	0
2,783	360,000	2	1	2	33	0	0	0	0	0	0	31,482	31,805	18,203	13,122	11,547	10,949	5,119	5,007	5,002	5,005	5,024	4,543	0
2,784	280,000	2	1	1	47	-1	2	2	-1	0	0	2,002	1,311	0	430	430	-550	0	0	430	0	550	1,304	0
2,785	100,000	2	1	2	27	1	2	0	0	0	0	53,213	50,842	48,205	47,324	45,723	46,708	6	2,031	1,800	2,000	1,900	2,000	1
2,786	50,000	2	2	1	49	0	0	0	0	-1	-1	49,467	41,877	20,082	5,329	3,990	2,088	1,472	1,000	107	3,990	2,088	1,470	0
2,787	20,000	1	3	1	31	0	0	0	0	0	-2	17,557	18,739	19,473	17,136	0	0	1,466	1,200	343	0	0	0	0
2,788	80,000	2	3	2	27	-2	-2	-2	-2	-2	-2	1,672	0	1,672	836	0	2,902	0	1,672	836	0	2,902	836	1
2,789	110,000	2	2	2	36	1	-1	-1	-2	-2	-2	0	780	0	0	0	0	780	0	0	0	0	0	0
2,790	50,000	1	1	3	25	1	-1	2	-1	0	-1	6,300	3,395	3,180	1,831	1,868	3,300	9,195	0	1,831	37	3,300	289	1
2,791	50,000	2	2	1	50	0	0	0	-1	-1	-1	48,119	48,318	21,750	4,387	4,392	9,493	1,554	1,028	4,387	4,392	9,493	492	1
2,792	20,000	1	1	2	33	0	0	0	2	0	0	16,117	17,130	18,655	17,687	18,023	18,169	1,285	2,200	0	1,000	1,000	500	0
2,793	200,000	2	3	1	41	0	0	0	0	-2	-2	98,184	103,228	119,034	0	0	0	5,143	19,034	0	0	0	0	0
2,794	250,000	2	2	2	44	1	-1	-1	0	0	0	0	664	62,791	48,598	50,078	36,050	664	65,791	2,000	2,100	2,000	0	0
2,795	150,000	2	1	1	33	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
2,796	50,000	1	1	2	23	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
2,797	200,000	2	1	1	38	-1	-1	2	2	2	-1	1,779	1,354	250	7,250	2,639	10,207	1,354	0	7,000	0	10,500	3,500	0
2,798	220,000	1	2	1	38	0	0	0	0	0	0	147,048	137,560	131,090	121,259	117,003	116,902	6,364	5,892	5,000	4,369	4,178	5,000	0
2,799	60,000	2	2	1	36	-2	-2	-2	-2	-2	-2	0	2,426	3,367	2,898	11,768	3,983	2,426	3,367	2,898	11,768	3,983	0	0
2,800	100,000	1	2	2	43	0	0	0	0	0	0	47,730	47,525	47,184	46,836	46,529	47,070	1,808	1,728	1,641	1,673	1,689	1,754	0

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