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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
23,101	80,000	2	2	2	30	-1	-1	-1	-1	-1	0	5,919	5,545	2,154	583	11,381	9,508	5,548	2,154	583	11,381	190	74	0
23,102	290,000	2	1	1	36	-2	-2	-2	-2	-2	-2	3,602	6,107	4,536	6,074	0	817	6,107	4,538	6,074	0	817	1,662	0
23,103	170,000	2	3	2	41	0	0	0	0	0	0	76,704	50,301	50,896	52,554	53,084	54,197	2,405	2,000	2,500	2,000	1,968	2,000	0
23,104	90,000	2	3	0	42	0	0	2	0	0	0	12,174	15,035	14,509	15,518	15,563	18,289	3,072	0	1,555	600	3,000	2,000	1
23,105	130,000	2	1	2	31	0	0	0	0	0	0	133,845	126,804	130,264	133,603	132,215	131,848	7,000	7,000	7,000	5,500	5,100	5,500	0
23,106	200,000	2	3	1	32	-2	-2	-2	-2	-2	-2	1,380	3,706	18,145	14,163	7,909	1,485	3,706	18,458	14,170	7,909	1,485	1,302	0
23,107	360,000	2	2	2	35	0	0	0	0	0	0	35,327	42,032	35,665	37,071	38,680	42,352	10,000	2,453	5,000	5,000	10,000	10,017	0
23,108	240,000	2	1	1	37	0	0	0	0	0	0	157,668	165,762	173,429	176,943	176,843	177,183	10,762	10,429	10,423	6,843	7,183	6,398	0
23,109	60,000	2	1	1	28	0	0	0	0	0	2	46,233	47,263	48,696	50,385	52,045	52,661	2,100	2,500	2,500	2,500	1,600	1,500	0
23,110	130,000	2	2	2	42	1	2	2	2	2	2	117,391	119,378	121,993	123,503	124,578	127,434	5,400	6,000	5,000	4,600	5,000	5,100	0
23,111	310,000	2	2	2	32	0	0	0	0	0	0	325,056	327,591	322,273	272,890	208,257	206,609	13,294	12,131	8,543	10,185	8,290	7,500	0
23,112	80,000	2	2	2	28	2	2	-1	-1	-1	-1	260	130	130	130	130	130	0	130	130	130	130	130	1
23,113	70,000	2	2	2	30	0	0	2	0	0	0	10,705	58,825	53,080	49,153	47,139	37,610	50,071	0	2,000	2,000	2,000	2,000	0
23,114	180,000	2	2	1	31	0	0	0	0	0	0	115,400	26,721	8,581	2,475	2,654	2,676	2,006	1,407	1,000	1,000	1,000	1,107	0
23,115	110,000	2	2	1	45	0	0	0	0	0	0	36,267	37,234	37,341	38,208	39,121	39,785	1,587	1,694	1,561	1,474	1,370	1,514	0
23,116	30,000	2	3	2	47	0	0	0	0	0	0	29,851	30,451	28,115	23,092	24,829	10,400	1,500	1,695	2,000	2,000	2,000	0	0
23,117	200,000	2	2	2	27	0	0	0	0	0	0	125,854	127,843	131,352	130,884	132,142	118,084	4,775	6,579	4,734	4,368	4,183	4,227	0
23,118	30,000	2	5	1	33	0	0	0	0	0	0	25,083	25,244	26,286	26,458	26,668	28,195	1,406	1,838	1,400	1,000	2,342	1,000	0
23,119	210,000	2	1	2	27	-1	2	-1	-1	-1	-1	780	390	390	1,554	5,705	6,386	0	390	1,554	5,705	2,000	0	1
23,120	80,000	2	5	1	30	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23,121	120,000	2	3	1	40	0	0	0	0	0	0	97,886	74,638	70,864	64,193	61,733	59,717	3,003	2,823	2,514	1,732	1,756	1,689	0
23,122	30,000	2	2	1	43	-1	-1	-1	-1	-2	-1	10,443	4,503	9,000	0	0	5,394	4,503	9,000	0	0	5,394	6,171	0
23,123	490,000	2	2	2	33	0	0	0	0	0	0	58,308	64,927	60,011	49,409	39,945	49,932	10,000	8,160	7,000	2,000	37,000	3,000	0
23,124	260,000	2	5	1	41	-1	-1	-1	-1	-1	-1	2,398	2,289	3,593	5,332	1,994	5,782	2,294	3,601	5,348	2,802	5,801	2,013	0
23,125	230,000	2	2	2	30	-1	-1	-1	2	-1	-1	3,948	5,899	4,080	1,935	1,656	2,351	5,899	4,080	0	1,656	2,351	3,312	1
23,126	110,000	2	2	1	46	0	-1	-1	-1	-1	-1	2,359	2,410	2,151	2,161	1,719	107,591	2,410	2,151	2,161	1,719	107,591	5,000	1
23,127	150,000	2	2	2	40	0	0	0	0	0	0	76,282	78,800	67,443	68,720	70,572	72,275	3,705	4,000	3,000	3,000	3,000	4,000	0
23,128	170,000	2	2	1	29	0	0	0	0	0	0	79,091	62,575	63,317	63,903	43,505	43,995	2,235	2,493	2,585	1,683	1,901	2,111	0
23,129	90,000	2	2	1	35	0	0	2	0	0	0	35,232	38,329	37,433	38,507	39,468	40,183	4,000	0	1,700	1,600	1,500	4,000	0
23,130	70,000	2	3	1	40	0	0	-2	-2	-2	-2	14,896	0	0	0	0	0	0	0	0	0	0	5,704	0
23,131	100,000	2	1	2	28	1	2	0	0	0	0	102,122	96,193	82,342	81,967	82,177	78,840	322	3,600	3,800	3,000	3,000	3,023	0
23,132	50,000	2	3	1	34	0	0	0	0	0	0	24,203	23,708	23,609	22,675	21,628	20,576	1,367	1,741	1,280	706	700	776	0
23,133	30,000	2	2	1	35	0	0	0	0	0	0	30,471	30,578	29,846	28,631	27,359	21,750	1,472	2,000	1,064	1,000	1,223	0	0
23,134	280,000	2	2	1	37	0	0	0	0	0	0	252,814	255,974	110,389	114,874	118,273	114,204	10,610	10,018	10,000	5,038	5,039	5,010	1
23,135	210,000	2	3	1	41	0	0	-1	-1	-2	-2	59,071	58,830	364	-649	-649	-649	2,000	17,864	569	0	0	1,000	0
23,136	20,000	2	3	0	35	0	-1	2	2	-1	-1	3,975	362	2,182	1,500	500	0	362	2,000	0	500	0	0	0
23,137	250,000	2	5	1	33	0	0	0	0	0	0	211,084	211,577	202,346	203,132	201,230	199,820	6,934	7,000	8,975	7,043	8,000	10,000	0
23,138	70,000	2	2	1	34	0	0	0	0	0	0	43,662	44,733	45,775	46,911	48,128	51,182	1,800	1,764	1,900	2,000	4,000	2,000	1
23,139	120,000	2	1	2	34	0	0	0	-1	-1	-1	8,113	8,796	12,210	3,095	0	2,873	2,000	5,312	3,095	0	2,873	0	0
23,140	300,000	2	1	2	36	-2	-2	-2	-2	-2	-2	230	469	899	0	0	0	469	899	0	0	0	1,051	0
23,141	310,000	2	2	1	39	-2	-2	-2	-2	-2	-2	360	360	360	360	360	360	360	360	360	360	360	360	0
23,142	20,000	2	3	2	34	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
23,143	50,000	2	2	2	37	0	-1	-1	2	0	0	16,090	38,710	43,085	42,093	44,393	45,682	38,710	5,000	0	3,000	2,000	5,000	0
23,144	100,000	2	2	1	32	0	0	0	0	0	0	98,908	60,868	60,652	58,338	56,849	45,744	2,749	4,800	2,000	2,000	2,000	2,000	0
23,145	280,000	2	2	1	44	-1	-1	-1	-1	-1	-1	9,713	264	252	2,632	5,410	5,834	264	252	2,656	5,410	5,834	0	0
23,146	210,000	2	2	1	37	-2	-2	-2	-2	-2	-2	2,978	1,798	379	768	2,308	1,026	1,798	379	768	2,308	1,026	1,208	0
23,147	290,000	2	3	2	47	-1	-1	-1	-1	0	0	1,163	6,619	0	28,974	7,524	0	6,650	0	28,974	0	0	0	0
23,148	160,000	2	1	1	36	-2	-2	-2	-2	-2	-1	25,386	2,542	2,916	4,257	629	6,267	2,549	2,916	4,321	700	6,267	1,727	0
23,149	100,000	2	2	1	41	2	-1	0	0	0	0	155,351	159,591	163,665	170,257	57,747	16,998	105,200	6,035	9,410	1,000	2,000	3,093	1
23,150	280,000	2	2	2	37	-1	-1	-1	-1	-1	-1	1,876	2,716	1,876	1,876	1,876	1,870	2,716	1,876	1,876	1,876	1,870	10,267	0
23,151	200,000	2	2	1	32	-2	-2	-2	-2	-2	-2	899	-1	-1	228	1,374	380	0	0	229	1,380	381	3,880	0
23,152	180,000	2	2	2	33	-1	-1	-1	-1	0	0	3,316	3,385	6,186	6,695	7,173	5,094	3,446	6,186	6,695	4,000	955	2,401	0
23,153	240,000	2	1	2	34	1	-2	-1	-1	-1	-1	-25	-25	2,062	-1	311	2,005	0	2,087	0	312	2,015	224	0
23,154	180,000	2	2	2	35	0	0	0	0	0	0	174,068	160,979	165,896	145,300	152,877	156,074	10,000	10,092	10,000	10,000	10,000	5,000	0
23,155	180,000	2	2	1	36	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
23,156	50,000	2	2	2	35	1	2	2	2	0	0	18,544	17,954	21,678	21,032	21,465	24,103	0	4,351	0	784	3,000	0	0
23,157	30,000	2	3	2	38	2	0	0	2	0	0	24,524	25,546	28,820	28,538	28,208	29,326	1,426	3,700	718	1,500	1,500	3,000	1
23,158	180,000	2	2	1	40	0	-1	-1	-1	-1	-1	144,481	1,620	334	9,379	1,100	43,505	1,620	337	9,379	1,100	43,505	0	0
23,159	50,000	2	1	1	38	2	3	2	0	0	0	64,760	60,747	54,902	54,280	18,595	18,838	2,000	0	1,200	15,000	2,000	1,000	0
23,160	230,000	2	3	1	47	0	0	0	0	0	0	182,787	173,108	163,937	90,980	91,180	90,260	7,000	5,665	4,154	3,300	3,418	3,600	0
23,161	60,000	2	2	1	31	0	0	0	0	0	0	49,581	35,465	29,732	29,411	28,859	28,309	1,500	1,600	1,394	1,000	1,000	1,500	0
23,162	50,000	2	3	2	32	0	0	0	0	0	0	48,237	49,097	43,763	37,657	38,530	39,409	1,755	1,614	1,627	1,500	1,500	1,822	0
23,163	280,000	2	1	1	32	0	0	0	0	0	0	137,630	116,209	117,118	116,689	117,757	118,432	6,000	6,000	5,000	5,000	4,012	4,779	0
23,164	170,000	2	2	1	45	-1	-1	0	0	0	0	12,847	9,807	8,101	6,208	10,460	11,143	9,807	5,000	3,749	6,711	4,432	0	0
23,165	110,000	2	2	1	36	-1	-1	-1	-1	-1	-1	2,002	1,056	4,680	880	880	880	1,056	4,756	880	880	880	880	1
23,166	70,000	2	3	1	35	2	-1	0	0	0	0	1,183	41,263	40,206	42,184	43,182	42,674	41,263	2,500	2,468	1,466	1,328	1,501	1
23,167	90,000	2	3	1	47	2	2	2	0	0	0	92,454	94,156	91,710	79,884	49,810	51,012	4,100	0	3,424	1,790	2,012	1,814	1
23,168	260,000	2	1	1	36	0	0	-1	-1	0	0	10,942	7,045	246	7,156	7,164	3,677	3,000	246	7,178	5,164	1,209	1,209	0
23,169	60,000	2	2	1	33	0	0	0	0	0	0	57,810	56,189	58,283	59,385	57,792	59,010	2,100	3,000	2,800	2,000	2,000	2,200	0
23,170	320,000	2	2	1	37	2	2	2	2	2	2	289,260	297,888	304,025	308,421	315,291	310,339	14,500	12,001	10,500	13,000	1	120,021	0
23,171	160,000	2	2	2	39	-1	-1	-1	-1	-1	-1	2,828	1,473	8,404	8,875	8,509	4,630	1,473	8,404	8,875	8,509	4,630	2,038	0
23,172	230,000	2	1	2	33	1	-1	-1	-1	0	0	-3	4,532	0	6,264	6,392	2,538	4,535	0	6,264	128	0	407	0
23,173	50,000	2	2	2	48	-1	0	-1	-1	-1	-1	1,309	2,158	1,787	860	896	1,087	1,000	1,787	860	900	1,087	3,123	0
23,174	180,000	2	2	2	36	-1	-1	-1	-1	0	-1	25,359	28,432	1,535	14,470	14,270	4,529	28,703	1,535	15,000	0	5,793	36,702	0
23,175	390,000	2	2	2	45	0	0	0	0	0	0	60,082	58,694	61,735	63,337	59,693	62,776	5,000	5,000	5,000	4,000	4,000	4,000	0
23,176	290,000	2	2	2	41	0	0	0	0	0	0	286,391	140,960	112,394	113,459	123,967	131,735	10,000	5,620	10,000	20,000	10,000	10,000	0
23,177	290,000	2	2	1	35	0	0	-1	-1	-1	0	32,485	21,080	430	430	12,715	16,895	10,000	430	430	12,715	5,000	15,000	0
23,178	30,000	2	3	1	46	0	0	0	0	0	0	29,003	28,544	27,177	28,630	25,087	25,342	1,500	2,000	2,390	1,000	1,000	2,000	0
23,179	100,000	2	1	1	38	1	-2	-2	-1	-1	2	0	0	0	53	4,009	316	0	0	53	4,328	0	10,401	0
23,180	190,000	2	2	1	34	1	-2	-2	-2	-2	-2	-18	-18	-18	-18	-18	-18	0	0	0	0	0	0	0
23,181	200,000	2	1	2	35	-2	-2	-2	-2	-2	-2	441	0	3,514	4,042	8,606	1,870	0	3,514	4,042	8,606	1,870	10,332	0
23,182	180,000	2	3	2	32	0	0	0	0	0	0	4,480	7,354	6,930	6,090	2,435	2,074	3,000	3,000	2,018	1,200	1,500	3,000	0
23,183	250,000	2	2	1	45	-1	0	0	0	-1	-1	3,233	13,244	12,462	8,977	1,503	96,834	12,716	12,158	8,777	1,503	96,834	2,204	0
23,184	80,000	2	2	1	39	0	0	0	0	0	0	41,753	42,956	43,850	38,112	38,876	39,697	2,200	2,000	2,000	1,700	1,600	1,700	0
23,185	140,000	2	2	1	37	0	0	0	0	0	0	137,545	136,820	128,445	125,049	119,402	123,055	6,206	6,100	6,330	4,400	8,700	0	0
23,186	260,000	2	2	1	40	0	0	-1	-1	0	-1	35,211	43,944	46,957	45,114	26,114	46,750	40,000	48,058	46,000	26,000	48,000	33,000	0
23,187	360,000	2	1	2	39	-1	-1	-2	-2	-1	-1	1,070	0	0	0	906	0	0	0	0	906	0	4,341	1
23,188	250,000	2	2	1	45	-2	-2	-2	-2	-2	-2	2,218	4,912	412	6,264	5,880	0	4,940	416	6,303	5,880	0	230	0
23,189	320,000	2	1	1	36	-1	-1	2	2	-2	-2	7,225	9,336	945	-37	-37	-37	9,386	13	0	0	0	7,445	0
23,190	100,000	2	2	1	42	0	0	0	0	0	0	63,984	65,917	67,673	66,292	67,793	67,182	3,000	4,000	3,000	2,500	3,000	2,500	0
23,191	340,000	2	1	1	36	0	0	0	0	0	0	183,898	185,268	326,074	276,519	251,815	218,706	60,075	160,444	10,143	7,190	6,283	5,208	0
23,192	230,000	2	2	2	41	-2	-2	-2	-2	-2	-2	24,477	23,722	4,791	3,516	7,475	5,352	23,722	4,791	3,516	7,475	5,352	2,120	0
23,193	150,000	2	3	1	43	0	0	0	0	0	0	18,308	19,973	21,000	22,013	22,449	22,922	1,973	1,353	1,366	802	833	837	1
23,194	60,000	2	3	1	48	0	0	0	0	0	0	49,890	51,060	52,236	54,362	55,458	56,767	2,000	2,000	3,000	2,000	2,200	2,500	0
23,195	500,000	2	3	2	48	-2	-2	-2	-2	-2	-2	83,948	25,321	14,364	123,903	71,463	54,924	25,325	14,364	124,081	71,541	54,924	47,148	0
23,196	10,000	2	2	2	48	1	2	-1	0	0	0	3,133	1,473	9,196	8,518	8,690	7,472	0	9,196	1,106	278	258	268	0
23,197	140,000	2	3	1	39	0	0	0	0	0	0	73,166	66,565	76,412	70,091	63,279	56,854	3,112	20,000	3,043	2,359	2,187	1,706	0
23,198	90,000	2	2	2	33	0	0	0	0	0	0	89,129	89,543	84,447	78,238	68,234	69,684	3,308	3,014	3,203	3,000	3,000	3,000	0
23,199	390,000	2	2	2	39	0	0	0	0	0	0	53,386	52,746	55,535	57,154	58,774	62,372	2,000	5,000	3,000	3,000	5,000	3,000	0
23,200	150,000	2	1	1	38	-1	-1	-2	-2	-2	-2	9,474	0	0	0	0	0	0	0	0	0	0	0	0

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