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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
24,301	200,000	1	2	2	30	0	0	0	0	0	2	83,149	94,976	106,808	115,702	122,236	134,013	13,550	13,590	12,356	12,500	14,013	4,900	0
24,302	110,000	1	1	2	29	-1	-1	0	0	0	0	750	71,015	72,517	72,537	55,600	72,442	71,022	5,000	5,000	5,000	22,000	5,000	0
24,303	100,000	1	1	2	31	2	2	2	2	2	2	93,975	95,030	96,611	97,947	95,602	77,323	3,500	4,000	4,005	600	2,400	2,900	1
24,304	20,000	1	2	1	34	2	-1	0	0	0	0	390	18,864	19,499	19,780	780	0	18,864	1,329	1,000	0	0	0	1
24,305	120,000	1	3	1	46	0	0	0	0	0	0	104,153	98,955	96,298	90,570	89,442	92,756	4,500	4,400	4,040	3,100	6,600	3,500	0
24,306	280,000	1	2	1	37	0	0	0	0	0	0	85,029	71,353	67,680	65,173	62,564	59,638	2,625	2,497	2,914	1,921	2,001	1,270	0
24,307	280,000	1	2	2	30	0	0	0	0	0	0	29,161	14,908	237,367	233,819	198,890	189,064	1,282	233,836	6,935	5,931	19,157	5,905	0
24,308	300,000	1	2	2	42	1	-1	-1	2	2	-2	0	159	803	486	-712	-1,037	159	803	8	387	0	0	0
24,309	420,000	1	1	1	43	-2	-2	-2	-2	-2	-2	3,542	2,967	2,977	2,987	3,624	3,165	3,010	3,035	3,029	3,637	3,222	3,025	0
24,310	80,000	1	1	1	41	-1	-1	-1	-1	-1	-1	11,688	8,739	10,926	3,355	6,127	25,675	8,739	10,926	3,362	6,127	25,675	7,606	0
24,311	360,000	1	1	1	49	-1	-1	-1	-1	-1	0	1,050	390	390	750	930	540	390	390	750	930	150	540	1
24,312	260,000	1	5	1	37	0	0	0	0	0	0	9,801	11,115	11,930	12,954	14,246	15,733	1,485	1,300	1,229	1,521	1,728	1,610	0
24,313	260,000	1	2	1	32	-1	0	0	0	0	0	5,227	10,100	14,909	19,623	20,012	20,466	5,000	5,000	5,000	716	776	5,000	0
24,314	110,000	1	2	2	32	0	0	0	0	0	0	64,651	65,920	67,290	68,652	69,552	71,008	2,941	3,026	3,076	2,638	2,728	2,742	0
24,315	400,000	1	2	1	32	0	0	0	0	0	0	271,974	337,765	138,235	136,102	33,340	63,684	100,000	10,007	3,601	22,000	35,802	2,013	0
24,316	20,000	1	3	1	32	1	3	2	2	0	0	15,598	15,055	16,511	15,953	16,190	16,777	0	2,000	0	800	1,000	1,000	1
24,317	170,000	1	1	1	35	0	0	0	0	0	2	136,460	139,216	143,695	145,550	154,113	151,786	4,800	6,500	5,500	10,774	0	5,500	0
24,318	70,000	1	3	1	35	0	0	2	2	2	2	27,915	31,009	31,914	32,394	31,574	34,053	3,577	1,700	1,300	0	3,000	1,385	0
24,319	210,000	1	1	1	39	-1	-1	-1	-1	-2	-2	840	1,665	610	0	0	0	1,665	610	0	0	0	3,514	0
24,320	10,000	1	2	1	38	0	0	2	0	0	2	6,798	8,055	7,803	8,623	9,527	9,780	1,500	0	1,100	1,000	504	0	1
24,321	780,000	1	1	1	48	0	0	0	0	0	0	171,459	178,587	190,663	195,124	184,872	191,090	10,000	15,004	10,000	8,000	10,028	7,003	0
24,322	420,000	1	1	2	35	0	0	0	0	0	0	413,076	414,013	417,086	348,345	287,150	261,219	15,048	16,078	12,638	50,700	20,014	10,127	0
24,323	280,000	1	3	1	44	0	0	0	0	0	0	295,786	305,529	311,081	313,242	151,292	152,318	15,000	10,472	11,334	10,010	6,000	200,000	0
24,324	50,000	1	3	2	46	-1	-1	-1	2	-1	-1	390	170	780	390	780	40,418	170	1,000	0	780	40,418	3,170	0
24,325	50,000	1	3	1	49	1	2	2	2	2	2	49,206	51,097	50,011	53,469	50,337	46,903	3,000	0	5,000	2,005	0	4,000	1
24,326	60,000	1	2	2	33	0	0	0	0	0	0	32,961	31,379	31,328	30,905	30,237	28,461	1,799	3,000	1,420	2,000	1,164	2,000	0
24,327	20,000	1	2	2	33	0	0	0	0	0	0	18,330	17,797	18,731	19,610	18,980	38,766	1,291	1,324	1,302	672	701	788	0
24,328	170,000	1	2	1	35	2	2	2	2	2	2	148,655	150,727	154,850	150,893	165,924	163,176	6,000	8,000	0	19,172	0	12,210	1
24,329	330,000	1	2	1	48	-2	-2	-2	-2	-2	-2	6,051	8,346	8,952	2,732	2,732	2,732	8,387	8,996	2,745	2,745	2,745	2,734	0
24,330	30,000	1	1	1	37	1	2	2	0	0	2	20,829	22,689	22,043	23,367	24,983	25,437	2,500	0	2,000	2,000	1,000	0	1
24,331	350,000	1	1	1	42	2	-1	-1	-1	-1	-1	671	671	671	671	671	30,727	671	671	671	671	30,727	821	1
24,332	290,000	1	2	1	49	0	0	0	0	0	0	193,650	127,336	125,088	123,694	123,518	124,246	4,126	4,304	4,000	5,000	4,100	4,500	0
24,333	50,000	1	2	1	49	2	2	0	0	0	0	49,943	47,585	47,582	21,391	21,867	19,774	0	2,500	1,300	2,000	700	1,000	1
24,334	20,000	1	3	2	45	1	-1	-1	-1	-1	-2	0	390	0	780	0	0	780	0	780	0	0	0	0
24,335	30,000	1	2	1	38	0	0	-1	-1	-1	-1	18,526	12,529	5,937	5,880	1,680	0	1,500	5,937	5,888	1,680	0	0	1
24,336	50,000	1	2	3	37	0	0	0	0	0	-1	50,239	49,642	48,381	44,113	8,522	17,948	1,799	2,060	1,014	170	17,948	188	0
24,337	70,000	1	3	2	39	0	0	0	0	0	0	63,330	62,711	57,774	47,326	50,910	55,059	5,024	5,043	5,000	5,000	5,000	5,000	0
24,338	310,000	1	1	1	33	1	2	0	0	0	0	232,244	157,098	84,865	70,995	45,838	36,252	40	3,959	2,807	2,000	3,000	2,000	0
24,339	220,000	1	2	1	48	0	0	-1	0	0	2	2,858	1,929	10,417	9,363	7,898	5,758	1,000	10,417	1,061	525	0	313	0
24,340	360,000	1	3	2	34	-1	-1	-1	-1	-1	-1	686	3,821	1,937	944	1,219	2,216	3,821	1,937	944	1,219	2,216	2,000	0
24,341	140,000	1	1	1	38	-1	-1	0	-1	-1	-1	1,110	24,629	22,984	4,456	3,351	9,038	24,633	10,066	4,457	3,353	9,038	0	0
24,342	200,000	1	2	1	38	2	2	2	2	0	0	102,272	104,978	105,924	102,663	97,090	98,045	5,000	4,500	0	3,500	3,500	9,000	1
24,343	20,000	1	2	1	42	0	0	0	0	2	2	14,310	15,665	16,706	18,214	18,626	18,196	1,600	1,600	2,100	1,000	0	1,500	1
24,344	290,000	1	2	1	36	0	0	0	0	0	0	154,923	159,186	323,836	112,929	62,375	63,637	6,507	6,400	4,490	2,000	2,306	2,912	0
24,345	300,000	1	2	1	36	0	0	0	0	0	0	76,382	166,051	167,541	167,905	167,974	170,428	115,718	7,905	6,509	5,874	6,116	6,300	0
24,346	200,000	1	2	1	45	3	2	2	2	2	2	2,500	2,500	2,500	2,500	2,500	2,500	0	0	0	0	0	0	1
24,347	150,000	1	1	2	32	0	0	0	0	0	0	76,215	72,149	58,228	38,495	35,807	24,871	22,365	10,000	3,993	15,838	10,000	7,780	0
24,348	240,000	1	2	2	39	0	0	0	0	0	0	177,795	167,091	161,691	165,177	132,478	138,979	8,576	8,200	9,009	5,000	10,500	0	0
24,349	450,000	1	2	2	32	0	0	0	0	0	0	166,295	147,549	234,421	240,020	240,016	223,545	5,771	90,000	10,517	8,801	8,265	9,000	0
24,350	20,000	1	2	2	32	0	0	0	0	0	0	15,121	15,424	15,468	11,082	11,303	10,768	1,700	1,488	1,172	393	415	616	0
24,351	50,000	1	3	1	45	4	3	2	0	0	0	50,419	49,331	48,268	49,075	49,475	48,575	0	0	2,000	1,000	1,000	2,000	1
24,352	190,000	1	2	1	33	0	0	0	0	0	-2	98,814	102,174	105,230	17,907	-93	-483	5,000	5,361	1,000	0	0	0	1
24,353	390,000	1	1	1	41	0	0	0	0	0	0	250,490	248,886	204,333	201,825	199,355	197,036	9,506	8,000	7,500	7,500	7,500	7,100	0
24,354	90,000	1	1	2	36	-1	0	0	0	0	0	91,111	81,784	97,541	90,102	78,285	70,224	9,400	27,000	3,000	2,680	52,930	3,400	0
24,355	120,000	1	2	1	39	0	0	0	2	2	2	93,673	95,590	101,562	94,307	89,867	81,617	4,375	8,485	524	6,004	5	3,073	0
24,356	210,000	1	1	2	33	-1	-1	-1	-1	-1	-1	396	396	396	396	1,911	396	396	396	396	1,911	396	396	0
24,357	500,000	1	2	1	41	0	0	0	0	0	0	478,623	466,444	239,921	184,874	47,774	34,617	14,000	12,800	4,300	3,063	3,600	3,100	0
24,358	320,000	1	1	1	40	-1	-1	-1	-1	-1	0	22,155	10,853	33,968	86,024	232,017	15,622	10,908	34,151	86,466	232,242	3,199	7,500	0
24,359	210,000	1	1	2	39	-1	-1	-1	0	0	0	22,861	6,437	61,813	59,024	63,483	58,991	6,536	72,037	5,015	12,000	5,000	5,000	0
24,360	90,000	1	2	2	38	2	0	0	0	0	0	89,094	83,036	86,181	86,311	66,572	68,119	3,000	4,500	3,500	2,500	3,500	3,000	1
24,361	100,000	1	2	2	34	1	-2	-2	-2	-1	-1	-342	-342	-342	-342	1,158	2,485	0	0	0	1,500	1,500	0	0
24,362	360,000	1	2	1	37	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
24,363	40,000	1	2	3	37	0	0	0	0	2	0	20,774	21,778	22,807	24,993	24,292	24,800	1,355	1,384	2,570	0	899	2,006	0
24,364	80,000	1	1	1	41	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
24,365	300,000	1	1	2	34	1	-1	-1	-1	-1	0	2,915	1,813	3,397	4,024	5,363	3,572	1,813	3,555	4,024	5,363	0	500	0
24,366	130,000	1	3	1	43	-1	-1	-1	-1	-1	-1	1,261	1,705	0	1,261	13,161	390	1,705	817	1,261	13,161	390	390	0
24,367	480,000	1	1	1	41	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
24,368	320,000	1	2	1	39	0	0	-1	-1	0	0	310,243	0	189,018	131,916	258,800	96,900	0	189,018	132,846	130,400	193,800	45,313	0
24,369	330,000	1	3	1	37	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
24,370	70,000	2	1	2	38	0	0	0	0	0	0	63,455	54,722	56,062	82,305	42,308	40,507	2,057	2,322	1,631	2,942	1,783	1,723	0
24,371	240,000	1	2	2	46	0	0	0	0	0	0	262,206	257,969	256,740	246,364	127,177	33,622	9,200	12,000	5,700	3,200	1,200	1,000	1
24,372	210,000	1	3	2	32	0	0	0	0	0	0	204,157	211,065	206,043	181,945	52,712	3,574	10,059	10,120	8,256	5,000	4,036	153,904	0
24,373	50,000	1	2	1	47	-1	-1	-1	2	0	-1	390	390	780	780	390	390	390	780	390	0	390	0	0
24,374	50,000	1	1	1	39	-1	-1	-1	-1	-1	-1	8,086	20,993	16,653	9,346	3,424	13,176	21,012	16,653	9,354	3,424	13,176	10,868	0
24,375	30,000	1	2	1	38	0	0	0	0	0	0	17,085	19,702	22,978	23,078	24,994	25,330	5,000	5,200	3,078	5,000	3,000	5,000	0
24,376	310,000	1	2	1	38	-1	-1	-1	-1	-1	-1	23,285	1,058	0	1,312	4,836	11,795	1,058	142	1,312	4,836	11,795	0	0
24,377	230,000	1	5	2	40	2	2	2	0	0	0	119,730	120,912	111,819	93,007	92,122	61,583	5,000	0	3,700	3,986	2,900	1,057	0
24,378	170,000	1	2	1	39	0	0	0	0	0	0	91,289	74,457	64,374	63,936	60,750	54,248	2,486	2,430	2,224	1,957	1,917	3,000	0
24,379	180,000	1	2	1	39	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
24,380	330,000	1	1	1	49	-2	-2	-2	-2	-2	-2	5,813	65	3,775	1,590	0	2,130	65	3,775	1,590	0	2,130	7,700	0
24,381	170,000	1	1	1	34	0	0	0	0	0	0	53,145	52,131	45,987	35,377	29,141	21,955	2,005	2,000	1,514	1,006	1,000	220	0
24,382	160,000	1	1	2	33	2	2	2	2	2	2	101,430	103,870	106,719	107,485	108,326	110,635	5,000	6,000	4,000	4,100	4,200	4,200	0
24,383	50,000	1	2	2	32	0	0	3	2	2	2	15,276	19,797	19,205	18,600	19,697	20,243	4,800	0	0	1,700	1,000	0	1
24,384	60,000	1	2	2	33	0	0	0	0	0	-1	56,221	58,271	58,446	53,368	-632	15,368	3,000	3,000	3,000	0	16,000	1,000	0
24,385	500,000	1	3	1	49	-1	-1	-1	-1	-1	-1	12,536	27,882	35,031	42,145	7,347	152,769	28,023	35,477	42,360	7,387	153,532	15,603	0
24,386	230,000	1	1	1	44	1	-1	-1	0	-1	-1	-213	2,302	22,049	20,756	8,035	10,766	5,000	22,068	2,014	9,000	10,766	7,721	0
24,387	180,000	1	1	1	38	1	-2	-1	-1	-2	-1	-47	-47	470	0	0	800	0	517	0	0	800	0	0
24,388	320,000	1	1	1	40	-1	-1	-1	-1	-1	-1	8,240	8,240	8,240	8,240	15,273	16,106	8,240	8,240	8,240	15,273	16,106	9,690	0
24,389	490,000	1	1	1	39	0	0	-1	-1	0	0	189,460	16,769	2,310	48,409	296,319	181,627	16,405	2,324	25,053	280,695	17,398	160,111	0
24,390	210,000	1	5	1	43	0	0	0	0	0	0	197,743	201,949	208,690	211,925	48,724	49,743	7,500	10,000	9,085	1,744	1,804	1,816	0
24,391	50,000	1	2	1	33	0	0	0	0	0	0	22,384	13,538	9,199	6,879	6,753	5,440	1,320	2,000	1,284	264	109	390	1
24,392	160,000	1	3	1	33	0	0	0	0	-2	-2	25,058	20,624	16,280	0	0	0	1,344	1,000	0	0	0	0	0
24,393	80,000	1	6	1	41	0	0	0	0	0	-1	165,578	153,033	133,017	19,164	3,272	11,766	4,351	3,520	1,000	3,272	11,766	1,740	1
24,394	220,000	1	1	1	49	-1	-1	-1	-1	-1	-1	1,410	580	1,386	-14	6,160	1,307	580	1,386	0	6,174	1,307	1,341	0
24,395	20,000	1	2	1	46	-1	2	0	0	0	0	7,544	7,277	8,215	9,200	10,280	16,130	0	1,215	1,200	1,280	6,000	0	1
24,396	200,000	1	1	1	49	2	-1	-1	-1	-1	0	416	416	416	0	832	416	416	416	0	1,248	0	416	0
24,397	300,000	1	3	1	31	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
24,398	20,000	1	3	1	36	3	2	2	3	3	3	1,050	1,050	1,050	1,050	1,050	1,050	0	0	0	0	0	0	1
24,399	180,000	1	1	2	32	1	-1	-1	-2	-2	-2	0	144	-35	-35	-335	-335	144	0	0	0	0	0	0
24,400	200,000	1	3	2	33	-2	-2	-2	-2	-1	-1	2,810	7,114	1,981	3,959	5,382	0	7,149	2,059	3,978	5,403	0	0	0

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