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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
9,201	480,000	1	1	1	37	0	0	0	0	0	2	470,317	469,673	450,172	371,819	390,178	383,822	18,507	19,307	13,534	28,001	14	11,568	0
9,202	60,000	1	2	2	33	0	0	0	0	0	0	58,760	57,635	56,706	56,452	58,542	60,273	2,500	2,000	2,100	3,000	3,210	10,000	0
9,203	260,000	2	1	1	38	0	0	0	0	0	0	256,359	208,852	192,782	189,886	196,398	194,568	10,027	10,107	20,000	10,000	10,000	10,000	0
9,204	50,000	2	3	2	50	-2	-2	-2	-1	0	0	48,781	50,283	51,400	9,463	9,661	9,854	2,283	2,400	9,463	350	353	365	0
9,205	160,000	2	1	2	25	0	0	0	0	0	0	76,038	64,399	52,532	39,455	26,505	13,302	2,791	3,000	1,286	890	497	267	0
9,206	280,000	2	1	2	29	-1	-1	-1	-1	-1	-1	768	786	1,379	1,885	143	1,250	788	1,383	1,890	143	1,253	316	0
9,207	290,000	2	3	1	29	0	0	0	0	0	0	161,623	166,345	167,924	170,227	164,584	161,912	11,200	6,000	6,000	6,000	6,700	5,000	0
9,208	240,000	2	3	1	36	-1	-1	-1	-2	-2	-2	8,020	717	0	0	0	0	724	0	0	0	0	6,516	0
9,209	20,000	2	2	1	41	0	0	0	0	0	-1	7,434	8,453	9,249	9,438	5,700	1,140	1,300	3,000	189	0	1,140	390	0
9,210	230,000	2	3	1	40	-1	-1	-1	-1	-1	-1	1,856	32,254	4,805	1,600	4,712	3,466	32,254	4,819	1,600	4,712	3,466	3,199	0
9,211	120,000	2	2	1	31	0	0	0	0	2	2	46,736	75,853	79,570	106,523	108,614	107,519	30,000	5,000	30,000	3,900	4,000	3,800	1
9,212	400,000	1	1	2	28	-2	-2	-2	-2	-2	-2	1,202	-14	2,893	13,854	13,860	12,215	0	2,907	13,863	13,869	12,216	29,171	0
9,213	80,000	1	2	1	34	1	2	2	0	0	0	64,575	65,961	64,308	65,047	66,504	74,360	3,000	0	2,400	2,500	9,000	0	0
9,214	200,000	2	1	1	37	0	-1	-1	0	0	0	74,418	3,251	86,800	84,144	83,699	121,930	3,251	86,804	1,820	29,000	71,439	2,738	0
9,215	20,000	1	2	1	48	1	4	3	2	3	2	17,453	16,898	16,334	17,270	16,713	16,297	0	0	1,500	0	0	3,000	1
9,216	100,000	1	2	2	26	-1	2	-1	0	-1	-1	214	107	214	107	107	38,362	0	214	0	107	38,362	1,600	1
9,217	150,000	1	2	3	25	-1	-1	-1	0	0	0	1,180	7,667	9,044	8,397	6,763	0	7,705	9,047	8	33	0	0	1
9,218	180,000	2	2	2	23	0	0	0	0	0	2	178,239	178,856	177,754	178,191	183,051	179,546	7,969	6,379	6,319	10,671	3,000	5,400	1
9,219	500,000	2	2	1	47	-1	-1	-1	-1	-1	-1	396	396	396	396	396	396	396	396	396	396	396	396	1
9,220	360,000	2	2	2	46	-1	-1	-1	-1	-1	-1	4,000	311	913	465	157	4,247	311	920	465	157	4,247	157	0
9,221	320,000	1	1	2	38	-1	-1	-1	-1	-1	-1	3,872	5,409	16,770	83,490	0	52,281	5,409	16,778	83,490	0	52,281	15,643	0
9,222	220,000	1	1	1	42	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
9,223	50,000	2	1	2	36	1	2	2	2	2	2	29,003	29,244	30,827	31,224	30,587	32,763	1,000	2,363	1,200	0	2,700	1,157	1
9,224	310,000	1	1	1	47	-2	-2	-2	-2	-2	-2	960	1,863	2,667	0	2,654	0	1,869	2,681	0	2,654	0	2,397	0
9,225	50,000	1	2	2	50	0	0	0	0	0	0	16,242	13,277	10,834	10,531	10,239	5,741	1,215	1,087	297	309	220	100	0
9,226	160,000	2	2	2	23	0	0	0	-1	-1	-2	21,905	22,473	21,380	283	0	-17,149	1,373	1,000	283	0	0	20,261	0
9,227	280,000	2	2	1	40	-1	-1	-1	-1	-1	2	415	415	415	565	830	415	415	415	565	830	0	415	0
9,228	20,000	1	3	2	44	4	3	2	0	0	2	12,480	12,001	11,516	11,436	12,553	12,501	0	0	408	1,300	300	0	1
9,229	60,000	1	1	2	24	-1	-1	-1	-2	-1	-1	390	780	0	0	371	18,239	780	0	0	371	18,239	650	1
9,230	390,000	1	2	1	37	0	0	0	0	0	0	178,087	185,212	187,648	192,538	198,828	206,489	10,000	7,001	8,001	10,000	10,000	14,807	0
9,231	50,000	1	2	2	25	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
9,232	450,000	1	1	2	31	-1	-1	-1	2	-1	0	757	1,422	2,469	1,562	20,030	9,248	1,422	2,000	0	20,030	1,000	1,000	0
9,233	180,000	1	2	2	26	0	0	0	0	0	0	171,041	111,580	71,902	10,045	10,484	10,816	5,000	3,340	500	1,000	1,000	416	0
9,234	140,000	1	3	2	30	2	2	2	2	2	0	145,627	145,339	136,223	113,942	109,652	109,118	6,005	210	7,903	0	4,183	4,213	0
9,235	40,000	2	2	2	33	1	2	2	0	0	-1	21,576	23,242	21,057	20,746	20,613	867	3,000	0	1,000	1,062	1,600	1,542	0
9,236	80,000	1	2	2	26	0	0	0	0	0	2	24,906	26,242	27,360	27,480	29,642	28,779	2,000	1,800	1,100	3,000	0	1,000	0
9,237	240,000	2	3	2	35	-1	-1	-2	-2	-2	-2	4,215	0	0	0	0	0	0	0	0	0	0	0	0
9,238	80,000	1	2	2	33	0	0	0	0	0	-1	69,963	64,081	62,582	47,595	44,724	44,287	5,000	2,012	2,000	3,000	44,287	3,000	0
9,239	360,000	2	3	1	45	0	0	0	0	0	-1	167,370	183,070	190,369	185,069	195,069	27,004	20,000	16,000	5,000	20,000	30,000	10,000	0
9,240	300,000	2	2	1	31	-1	-1	-1	-1	-1	-1	3,862	-3	6,367	570	3,749	127	0	6,370	570	3,749	1,217	60,959	0
9,241	390,000	2	1	2	29	-2	-2	-1	-1	-1	-1	0	0	1,630	1,871	2,400	3,480	0	1,630	1,871	2,400	3,480	1,600	0
9,242	320,000	1	1	1	37	-1	-1	-2	-2	-2	-1	14,515	0	0	0	0	13,439	0	0	0	0	13,439	0	1
9,243	220,000	2	1	1	26	0	0	0	0	0	0	52,593	65,221	73,395	81,697	57,517	58,920	15,000	10,000	10,000	5,000	1,776	10,000	0
9,244	340,000	2	1	2	29	0	0	0	0	0	0	132,024	135,687	138,933	139,824	142,461	145,269	6,400	7,000	5,000	5,200	5,500	25,000	0
9,245	90,000	2	2	1	32	1	-1	-1	-1	-1	-1	0	323	0	2,520	1,651	0	323	0	2,520	1,651	0	0	0
9,246	130,000	2	2	2	33	0	0	-1	-1	-1	-1	7,547	3,773	4,329	8,638	2,279	-1	1,011	4,345	9,261	2,285	0	338	0
9,247	160,000	1	2	1	37	2	-1	-1	-1	-1	-1	833	833	833	833	833	833	833	833	833	833	833	833	1
9,248	280,000	1	1	1	38	-2	-2	-2	-2	-2	-1	101,259	7,224	11,169	2,300	0	10,551	7,259	11,055	2,311	0	10,551	15,000	1
9,249	310,000	2	2	2	38	-1	-1	-1	-1	0	0	1,276	3,666	2,779	3,140	1,831	5,347	3,666	2,787	3,140	0	5,347	1,420	0
9,250	130,000	1	2	2	29	0	0	0	-2	-2	-2	30,857	43,333	0	0	0	0	13,333	0	0	0	0	0	0
9,251	180,000	2	2	1	30	0	0	2	0	0	0	149,218	217,602	96,169	70,083	59,509	78,312	10,915	5	5,050	10,000	20,000	2,000	0
9,252	30,000	1	2	1	39	1	2	0	0	0	0	30,559	26,457	27,469	28,013	28,614	29,636	129	1,456	1,000	1,050	1,500	1,505	0
9,253	170,000	2	2	2	34	-1	-1	-1	-1	-1	-1	8,069	2,855	11,744	5,886	12,916	3,177	2,855	11,900	5,886	12,916	3,177	4,511	1
9,254	240,000	1	1	1	29	-1	-1	-1	-2	-1	-1	17,882	367	-4,661	-23	4,638	2,500	403	4,838	4,638	4,661	2,500	0	0
9,255	70,000	1	1	2	31	0	0	0	0	0	0	52,440	55,961	63,341	64,694	67,905	59,383	5,000	10,000	3,000	5,000	3,000	2,900	0
9,256	110,000	2	1	2	28	1	-1	-1	-1	0	0	-100	200	400	46,952	48,455	47,324	500	400	46,952	3,000	3,000	2,000	1
9,257	20,000	2	3	1	23	1	2	2	-2	-2	-2	14,428	14,310	0	0	0	0	480	0	0	0	0	0	1
9,258	210,000	2	1	2	30	-1	-1	-1	-1	0	0	7,056	2,881	1,166	13,740	6,813	2,144	3,033	1,172	13,940	0	0	0	0
9,259	20,000	2	2	2	21	0	0	0	0	0	0	20,040	17,850	13,560	11,748	10,632	10,019	1,499	1,099	333	2,000	2,000	800	0
9,260	360,000	2	2	1	43	-1	-1	-1	-1	-1	-1	1,999	10,145	4,005	19,158	3,569	31,171	10,145	4,723	19,158	3,569	31,171	3,283	0
9,261	80,000	1	3	1	59	0	0	0	0	0	0	71,720	73,024	74,297	33,412	30,070	30,254	3,234	3,075	1,126	1,091	1,074	1,028	0
9,262	170,000	2	1	2	34	0	0	0	0	0	0	55,623	49,216	46,239	36,300	29,350	28,164	2,253	1,888	1,200	3,782	1,160	976	0
9,263	70,000	2	2	2	30	0	0	0	0	0	0	3,878	4,957	6,209	6,338	6,587	6,828	1,300	1,500	380	500	500	800	0
9,264	110,000	1	2	1	30	0	0	-1	2	2	2	26,000	9,000	63,853	59,308	60,576	42,784	1,500	63,853	1,500	2,062	0	7,222	0
9,265	10,000	2	1	2	27	0	0	0	2	2	0	8,128	8,470	10,255	9,389	8,345	8,572	1,400	2,500	500	0	500	2,000	0
9,266	60,000	2	1	2	23	0	0	0	0	0	0	17,191	17,864	18,408	18,393	18,238	18,345	1,700	1,600	1,000	1,000	1,000	2,000	0
9,267	220,000	1	1	1	39	0	0	0	0	0	0	38,647	27,796	12,372	4,610	3,668	-809	2,017	3,000	1,000	0	0	3,000	0
9,268	50,000	1	1	2	33	0	0	0	0	0	0	21,171	22,698	14,125	18,025	9,063	10,747	2,028	2,000	4,000	2,000	2,000	2,000	0
9,269	50,000	2	2	2	22	0	-1	-1	0	0	0	1,470	627	14,596	19,323	19,728	20,142	627	14,596	5,000	716	742	404	0
9,270	70,000	2	2	2	26	0	0	0	0	0	0	23,790	23,880	24,843	25,338	25,461	26,008	1,425	1,388	883	906	952	877	0
9,271	180,000	1	2	2	26	0	0	0	0	0	0	145,574	108,617	102,711	95,652	97,661	99,656	3,907	3,600	3,415	3,542	3,616	2,000	0
9,272	60,000	1	1	2	31	2	2	2	2	2	2	60,705	62,352	60,745	58,828	55,606	58,551	3,200	0	4,580	0	4,727	0	1
9,273	100,000	2	2	1	40	2	2	2	2	2	2	44,421	45,504	46,157	46,900	47,999	49,057	2,100	1,700	1,800	2,000	2,000	2,000	1
9,274	500,000	1	2	2	28	0	0	0	0	0	0	24,677	28,287	32,988	21,579	26,674	28,697	7,013	8,071	3,013	8,012	5,019	2,006	0
9,275	50,000	1	2	2	38	0	0	0	-2	-2	-2	26,533	16,426	0	0	0	0	1,000	0	0	0	0	0	0
9,276	340,000	2	2	2	27	-1	-1	-1	-1	-1	-1	24,583	1,954	11,271	6,559	1,924	10,057	1,964	11,337	6,591	1,933	10,072	33	0
9,277	450,000	1	1	2	31	-1	-1	-1	-1	-1	-1	3,960	4,397	2,177	17,871	11,451	3,570	4,412	2,180	17,895	11,502	3,581	37,092	0
9,278	160,000	1	1	2	31	-1	-1	-1	-1	-1	-1	813	1,351	0	2,773	215	2,026	1,351	0	2,773	215	2,026	0	0
9,279	180,000	1	2	1	33	0	0	-1	-1	0	0	177,017	107,267	11,426	96,562	144,345	141,659	20,135	12,099	96,562	49,000	140,000	6,000	0
9,280	50,000	1	2	1	25	1	-1	0	0	0	0	-8	37,230	10,496	3,614	2,254	1,494	18,631	1,000	0	0	0	0	1
9,281	500,000	1	2	1	38	1	2	0	0	2	0	91,662	88,467	90,193	94,629	92,621	80,971	0	4,500	7,200	8	3,403	2,311	0
9,282	80,000	2	2	2	23	-1	-1	0	0	0	0	3,796	7,913	7,012	11,009	16,418	27,694	7,913	1,000	9,000	6,000	12,000	5,000	0
9,283	280,000	1	3	1	49	-1	-1	-1	-1	-1	-1	4,792	3,410	2,295	3,105	582	14,013	3,410	2,295	3,105	582	14,013	4,240	0
9,284	240,000	2	5	1	41	2	2	2	2	2	2	239,633	242,710	229,923	238,940	238,775	238,202	9,000	0	18,000	9,000	8,600	0	0
9,285	20,000	2	1	2	24	0	0	0	0	0	0	15,036	16,069	16,774	17,266	17,539	18,033	1,580	1,280	770	700	785	600	0
9,286	50,000	1	2	2	27	0	0	0	0	0	0	46,858	22,534	18,131	18,530	19,079	19,608	2,000	4,131	1,000	1,000	1,000	1,000	0
9,287	100,000	2	1	1	42	2	2	2	2	2	2	46,195	47,166	46,112	48,925	49,794	50,823	2,000	0	3,900	1,800	2,000	2,000	1
9,288	80,000	2	2	2	34	1	3	2	0	0	-2	84,054	82,194	78,715	26,681	0	0	3	5	1,075	0	0	0	1
9,289	150,000	2	1	2	40	-1	-1	-1	-1	-2	-2	7,296	1,819	1,012	0	0	0	1,819	1,012	0	0	0	0	1
9,290	220,000	1	2	2	30	1	2	2	2	2	2	105,348	106,432	102,996	100,198	100,357	95,471	4,268	3,251	2,900	5,000	0	105,300	1
9,291	270,000	2	2	2	34	0	0	0	0	0	0	131,310	123,737	115,927	106,350	98,365	89,909	6,000	5,700	3,800	3,700	3,300	3,100	0
9,292	230,000	2	3	2	25	0	0	0	0	-1	-1	26,214	26,504	20,010	0	104,160	0	2,000	1,067	0	104,160	0	0	0
9,293	140,000	2	2	1	30	0	0	2	4	3	2	106,298	111,040	122,612	120,270	118,091	122,963	6,451	15,000	1,100	0	7,000	0	1
9,294	180,000	1	2	2	40	-1	-1	-1	-2	-2	-2	4,289	1,000	0	0	0	0	1,000	0	0	0	0	10,443	0
9,295	140,000	2	2	2	27	1	2	2	-1	0	0	28,332	27,464	-1,116	90,558	92,530	83,880	0	28	92,000	3,800	3,600	2,604	0
9,296	30,000	1	2	2	35	0	0	2	2	2	0	20,290	24,727	24,031	25,579	25,030	25,526	5,100	0	1,949	0	912	2,100	1
9,297	80,000	1	2	1	36	0	0	0	0	0	0	25,028	26,054	20,344	7,311	6,100	2,160	3,033	3,379	0	0	0	0	0
9,298	140,000	1	2	2	30	0	0	0	0	0	0	131,026	130,023	76,098	50,419	47,202	43,946	5,006	2,169	1,651	2,122	3,006	2,505	0
9,299	20,000	1	3	2	38	0	0	0	0	0	0	18,878	19,286	18,977	18,335	18,718	18,475	1,318	1,289	647	669	664	682	0
9,300	360,000	1	1	1	37	-1	-1	-1	-1	-2	-1	797	357	759	0	0	2,318	360	759	0	0	2,318	0	0

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