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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
1,201	120,000	2	3	1	40	0	0	0	0	0	0	108,300	108,538	94,833	49,078	40,643	4,200	5,000	4,121	2,000	2,000	2,000	96,583	0
1,202	120,000	1	1	2	29	0	0	0	0	0	0	30,101	31,281	30,180	30,471	31,110	31,728	2,000	2,000	1,090	1,129	1,135	1,200	0
1,203	300,000	2	1	2	48	0	0	0	0	0	0	247,279	235,093	224,062	212,480	202,148	186,955	10,005	9,500	7,500	6,914	6,100	5,500	0
1,204	60,000	2	2	2	23	2	2	-2	-2	-1	-1	2,516	0	0	0	1,524	25,421	0	0	0	1,524	25,421	1,000	0
1,205	210,000	2	2	1	50	0	0	0	0	0	0	106,724	109,251	103,733	102,027	103,453	103,651	4,037	3,519	3,442	3,553	3,625	3,470	0
1,206	210,000	2	2	1	29	0	0	0	0	0	0	209,807	123,664	51,353	43,485	44,784	45,685	5,088	2,000	1,600	2,000	1,800	1,807	1
1,207	70,000	2	3	1	49	2	2	2	2	2	2	21,024	21,790	21,142	23,772	24,930	25,709	1,400	0	3,000	1,700	1,340	1,100	1
1,208	200,000	1	2	1	33	0	0	2	-1	-1	0	50,612	10,537	5,552	2,506	9,443	11,818	10,023	27	2,614	9,454	5,019	5,015	0
1,209	230,000	2	2	1	51	0	0	0	0	0	0	51,802	53,956	56,968	58,099	59,318	60,504	3,000	3,921	2,079	2,155	2,174	2,225	1
1,210	20,000	1	3	1	23	-1	-1	0	0	0	0	3,675	19,316	19,844	19,844	20,388	19,554	19,316	1,261	651	803	747	155	1
1,211	210,000	2	1	1	37	0	0	0	0	0	0	211,749	205,947	201,848	168,664	172,013	175,557	7,000	10,015	10,000	5,331	5,748	48,061	0
1,212	160,000	2	3	2	26	-1	-1	-1	-1	-1	-1	390	390	390	390	390	390	390	390	390	390	390	390	0
1,213	290,000	2	1	1	30	-1	-1	-1	-1	-1	-1	1,312	1,312	1,311	1,486	1,488	1,650	1,318	1,317	1,493	1,495	1,657	35,267	1
1,214	80,000	2	3	1	26	0	0	0	0	0	0	63,677	64,162	38,141	38,190	38,586	39,962	2,000	1,905	1,350	1,388	2,401	1,410	0
1,215	360,000	1	1	2	43	-1	-1	-2	-2	-2	-2	4,134	2,128	960	6,658	0	0	2,134	982	6,858	0	0	0	0
1,216	230,000	1	1	2	32	0	0	0	0	0	0	164,634	166,134	142,049	106,677	88,091	60,929	7,326	10,000	10,000	3,000	2,000	2,000	0
1,217	360,000	1	3	1	54	-2	-2	-2	-2	-2	-1	16,230	-200	0	0	69,000	2,500	0	200	0	69,000	2,500	0	0
1,218	340,000	2	1	1	30	0	0	0	0	0	0	351,828	280,067	259,651	243,094	223,907	216,912	30,076	25,118	20,085	10,041	8,184	6,626	0
1,219	50,000	2	1	2	22	0	0	0	0	0	0	8,537	9,591	10,581	10,818	11,050	10,880	1,200	1,163	400	790	400	380	0
1,220	80,000	1	2	2	38	0	0	0	0	0	0	89,394	81,223	77,198	29,891	34,528	35,229	5,000	19,153	1,500	10,000	1,274	1,275	0
1,221	50,000	2	2	2	24	0	0	-1	-1	0	0	97,043	39,837	6,928	17,006	17,363	17,707	2,000	6,943	17,006	630	633	657	0
1,222	30,000	2	1	2	24	-1	-1	-1	0	0	0	3,019	1,479	18,860	950	5,660	0	1,479	18,881	0	4,710	0	7,153	0
1,223	210,000	1	1	2	26	-1	-1	-2	-1	-1	-2	1,360	0	0	3,620	0	0	0	0	3,620	0	0	15,513	0
1,224	150,000	2	2	1	42	-1	-1	-1	-1	-1	-1	3,260	2,270	5,887	3,935	3,935	3,935	2,270	5,887	3,935	3,935	3,935	3,935	1
1,225	20,000	1	2	2	21	0	0	-1	0	0	-2	20,297	17,054	2,333	1,300	0	0	1,240	2,333	0	0	0	0	0
1,226	20,000	1	3	2	22	0	0	0	-2	-2	-2	19,624	16,972	0	0	0	0	1,000	0	0	0	0	0	1
1,227	240,000	2	3	1	41	-1	-1	-2	-1	-1	-1	5,325	-5	-5	1,074	1,972	1,876	5	0	1,079	1,977	1,885	1,211	0
1,228	500,000	2	2	1	50	-2	-1	-1	-1	-1	-1	16,984	86,772	53,170	28,622	19,140	0	87,004	53,192	28,622	19,140	0	20,211	0
1,229	90,000	2	2	1	23	0	0	0	0	0	0	12,770	14,241	14,895	25,195	23,769	2,269	2,500	1,200	10,500	7,000	1,000	0	1
1,230	50,000	1	3	2	46	0	0	0	0	0	0	50,131	28,152	20,746	27,624	16,015	16,746	1,388	2,011	1,006	1,000	1,000	1,000	0
1,231	50,000	2	2	2	22	0	0	0	0	0	0	50,834	50,770	50,215	29,386	29,527	30,125	2,200	1,517	1,000	1,500	2,005	1,305	1
1,232	680,000	1	1	2	37	0	0	0	0	0	0	18,314	16,088	17,806	15,498	13,810	164,969	2,700	2,400	600	400	161,000	5,800	0
1,233	50,000	1	1	1	47	0	0	2	2	2	2	45,717	47,974	49,837	50,807	49,947	50,424	3,000	3,000	2,000	0	5,000	0	0
1,234	100,000	2	2	1	40	-1	-1	-1	0	-1	-1	326	326	652	326	326	326	326	652	0	326	326	652	0
1,235	280,000	2	1	2	30	0	0	0	0	0	0	270,276	506,260	263,734	268,216	262,895	264,508	11,000	10,000	10,004	10,020	10,100	10,000	0
1,236	30,000	1	2	2	54	0	0	0	0	0	0	26,278	24,767	27,533	26,400	25,620	390	1,700	3,400	2,528	0	390	780	1
1,237	50,000	1	2	2	27	2	2	0	0	0	0	23,901	13,262	8,643	7,382	1,975	50,514	4,146	1,200	0	0	49,800	0	1
1,238	60,000	1	1	1	33	-1	-1	-1	-1	-1	-1	8,308	7,565	8,373	7,565	7,565	7,565	7,565	8,373	7,565	7,565	7,565	7,565	0
1,239	120,000	1	2	1	57	0	0	0	0	0	0	118,709	120,580	118,684	88,557	91,124	88,094	5,000	5,007	4,000	4,003	4,003	4,000	1
1,240	80,000	2	2	1	35	-1	-1	-1	-1	-1	0	2,890	9,796	13,443	396	396	396	9,796	13,443	396	396	0	396	0
1,241	500,000	1	1	1	45	-1	-1	-1	-1	-1	-2	140	94	39	44	0	0	94	39	44	0	0	790	0
1,242	70,000	2	3	1	32	2	2	0	0	0	-1	18,317	17,330	11,400	11,120	10,914	11,315	0	1,000	110	500	18,963	1,000	0
1,243	160,000	2	2	1	45	-2	-2	-2	-2	-2	-2	0	0	0	1,468	0	0	0	0	1,468	0	0	0	0
1,244	100,000	2	3	1	50	2	2	2	-1	0	0	110,537	99,734	99,973	71,008	66,735	68,621	0	3,000	103,000	2,500	3,000	3,000	1
1,245	10,000	1	3	2	35	0	0	0	0	0	0	7,877	8,918	9,864	9,673	9,414	9,156	1,174	1,120	310	316	1,000	2,000	0
1,246	90,000	1	1	2	26	-1	-1	-1	-1	-1	0	10,750	100	200	100	9,894	20,699	100	200	0	9,894	20,000	4,100	0
1,247	170,000	1	1	1	39	2	2	2	2	4	3	74,298	80,073	81,959	89,991	88,018	86,299	7,000	3,800	10,000	0	0	3,100	1
1,248	90,000	2	2	2	35	-1	-1	-1	-2	-2	-2	2,667	2,667	0	0	0	0	2,667	0	0	0	0	0	0
1,249	180,000	2	3	2	42	0	0	0	0	0	0	67,414	61,256	66,668	83,568	90,418	88,898	10,000	10,000	17,500	7,000	25,000	33,600	0
1,250	350,000	2	1	1	52	2	2	7	7	7	7	2,400	2,400	2,400	2,400	2,400	2,400	0	0	0	0	0	0	1
1,251	270,000	1	2	2	35	0	0	0	-1	-1	-1	225,400	220,202	215,056	10,506	10,224	9,233	9,000	9,348	10,600	10,300	9,300	1,000	0
1,252	200,000	2	1	2	29	0	0	-1	0	0	-2	65,935	25,574	28,727	19,164	0	0	1,011	31,209	383	0	0	0	1
1,253	20,000	2	1	2	22	0	0	0	0	0	0	15,829	15,299	16,262	16,749	13,764	18,732	1,600	1,550	1,000	1,000	5,283	0	0
1,254	100,000	1	2	2	30	0	0	0	0	0	0	44,953	46,922	48,677	49,496	51,010	32,630	3,000	3,000	2,000	2,000	2,000	2,000	0
1,255	290,000	1	1	1	46	0	0	0	0	0	0	194,301	199,451	198,684	87,700	88,621	53,243	10,744	6,000	1,573	1,629	3,129	105,423	0
1,256	70,000	1	3	2	28	1	2	0	0	0	0	68,970	67,308	68,582	68,361	68,060	68,223	0	3,005	2,546	2,602	2,430	2,659	0
1,257	230,000	1	1	2	26	-2	-2	-2	-2	-2	-2	416	371	416	416	566	416	371	461	416	566	416	0	0
1,258	180,000	2	1	2	28	-1	-1	-1	-1	-1	0	950	4,369	9,673	2,861	12,338	9,124	4,369	9,673	3,260	13,959	3,000	18,396	0
1,259	210,000	1	1	2	33	-1	-1	-1	-1	-1	-1	291	291	291	291	441	291	291	291	291	441	291	291	0
1,260	50,000	1	1	2	24	2	2	0	0	0	0	49,946	48,808	45,469	20,228	18,900	19,066	0	2,079	693	1,080	700	1,004	0
1,261	150,000	1	1	2	37	0	0	0	0	0	0	45,000	44,386	46,505	49,103	51,698	52,549	3,000	2,500	3,000	3,000	1,546	2,000	0
1,262	380,000	1	2	1	50	0	0	0	0	0	0	385,662	294,826	220,022	154,283	35,270	332,270	12,020	9,009	6,109	3,000	332,000	12,000	1
1,263	50,000	1	2	1	44	0	0	0	0	0	0	45,335	46,027	30,286	26,275	26,823	27,371	1,524	1,427	941	972	992	1,000	0
1,264	150,000	2	3	1	43	-1	-1	2	0	-1	-1	264	948	632	316	316	1,414	1,000	0	0	316	1,414	0	1
1,265	220,000	1	2	2	29	0	0	0	0	0	0	122,286	122,839	123,035	114,385	115,903	118,528	5,008	5,007	6,007	5,000	4,700	5,503	0
1,266	80,000	2	5	2	27	0	0	0	0	0	0	45,268	47,140	47,411	48,443	49,478	43,264	2,600	1,800	1,700	1,700	1,700	1,300	0
1,267	220,000	2	2	1	32	0	0	0	0	0	0	194,961	197,536	203,251	208,355	213,015	217,475	7,200	9,000	10,000	8,000	8,010	8,500	0
1,268	70,000	2	2	2	34	1	2	2	2	0	0	24,208	25,015	27,189	26,456	28,361	31,873	1,500	2,900	0	2,500	4,000	0	0
1,269	120,000	1	2	2	37	-1	2	0	0	0	2	16,241	16,680	17,695	17,901	19,608	19,143	1,000	1,600	800	2,000	0	1,600	1
1,270	180,000	2	2	2	32	0	0	0	0	0	0	20,730	17,107	35,884	31,057	29,052	25,933	1,582	30,000	1,000	1,000	1,000	1,000	0
1,271	50,000	2	3	1	57	0	0	0	0	0	0	49,017	50,690	47,487	48,319	48,449	49,656	2,500	2,000	2,000	1,746	2,000	1,800	0
1,272	10,000	2	2	3	46	1	2	0	0	0	0	9,532	9,236	10,047	8,775	8,984	7,628	0	1,006	1,390	1,000	1,000	2,000	0
1,273	370,000	2	1	1	53	-1	-1	-1	-1	-1	0	21,160	8,153	12,094	30,751	30,131	9,630	8,162	12,294	30,751	30,131	0	0	0
1,274	20,000	2	1	2	26	-1	0	-1	-1	-1	-1	10,658	9,288	390	390	390	0	1,072	390	390	390	0	780	0
1,275	150,000	1	2	1	34	0	0	0	0	0	0	132,214	135,140	135,263	137,540	144,786	146,379	4,414	4,700	4,306	10,006	4,822	4,112	0
1,276	20,000	1	1	2	26	-1	-1	-1	-1	-1	-1	416	416	416	416	416	982	416	416	416	416	982	0	1
1,277	480,000	2	2	1	54	-2	-2	-2	-2	-2	-2	17,189	6,013	1,717	1,385	0	0	6,026	1,717	1,390	0	0	2,300	0
1,278	50,000	1	3	2	26	0	0	0	0	2	0	25,060	26,649	28,202	30,727	30,098	32,580	2,000	2,000	3,000	0	3,000	3,000	0
1,279	170,000	1	2	2	31	0	0	0	0	0	0	24,581	25,611	26,631	27,383	27,801	31,337	1,728	1,748	1,500	1,011	4,000	0	0
1,280	400,000	2	2	2	30	-2	-2	-2	-2	-2	-2	-200	-200	-200	746	3,956	2,500	0	0	946	3,956	2,500	0	0
1,281	200,000	2	1	2	31	0	0	0	0	0	0	38,635	41,031	45,929	48,661	49,723	50,896	3,031	5,929	3,500	2,000	2,000	11,028	0
1,282	360,000	1	1	2	34	1	-2	-2	-2	-2	-1	0	0	0	0	0	150	0	0	0	0	150	59	0
1,283	140,000	2	5	2	36	0	0	0	0	0	0	91,226	83,650	80,037	53,055	102,587	98,251	4,182	4,000	4,000	98,000	4,000	3,500	0
1,284	260,000	1	3	1	34	-2	-2	-2	-2	-2	-2	12,071	12,497	1,027	-103	-103	1,047	2,114	1,027	103	0	1,150	2,503	0
1,285	440,000	2	2	2	26	0	0	0	0	0	0	96,190	90,462	78,267	71,795	51,812	25,064	3,513	3,017	2,037	2,019	3,010	3,004	0
1,286	500,000	1	2	1	43	0	0	0	0	0	0	12,200	8,140	10,176	20,719	15,665	8,074	1,518	5,019	15,027	639	547	50,274	0
1,287	230,000	2	2	1	29	0	0	0	0	0	0	64,982	44,908	51,535	24,607	28,279	48,934	3,000	11,000	15,000	13,000	36,000	3,000	0
1,288	470,000	1	2	1	41	-2	-2	-2	-2	-2	-1	13,780	12,242	32,463	20,621	13,711	8,294	12,300	32,520	34	68	8,334	45,684	0
1,289	20,000	2	3	1	48	1	2	2	3	2	2	14,589	16,743	17,522	17,055	10,400	0	2,700	1,400	0	0	0	0	1
1,290	210,000	2	2	2	24	0	0	0	0	0	0	108,491	111,046	110,716	97,168	94,524	96,777	5,800	3,700	3,505	3,400	3,769	3,229	0
1,291	20,000	2	1	2	23	0	0	-2	-1	0	0	6,733	0	0	19,132	19,533	20,235	0	0	19,132	709	1,027	600	0
1,292	20,000	2	3	1	53	0	0	0	0	0	0	12,197	13,292	14,362	14,821	15,143	15,737	1,600	1,600	1,000	710	1,000	1,000	0
1,293	200,000	2	2	1	34	1	-1	-1	-1	-1	-1	-2	758	998	668	9,815	36,870	760	1,000	670	9,852	40,063	1,049	0
1,294	250,000	2	2	2	36	0	-1	-1	0	0	0	6,220	27,217	6,149	26,202	6,906	3,855	27,225	6,159	25,846	0	3,855	3,876	1
1,295	300,000	1	2	2	41	0	0	0	-1	-1	2	34,480	31,159	18,580	1,400	6,297	977	1,472	1,000	1,410	6,297	0	19,480	0
1,296	320,000	2	1	2	30	0	0	0	0	0	0	113,801	90,354	88,467	79,241	83,530	90,573	5,017	4,057	4,014	8,531	15,005	5,033	0
1,297	50,000	1	2	2	29	1	2	2	2	0	0	37,170	36,297	39,863	38,924	39,744	40,533	0	4,500	0	1,600	1,600	1,600	0
1,298	200,000	2	2	1	34	-2	-2	-2	-1	-1	-1	6,626	2,469	3,760	4,273	3,015	5,076	2,476	3,771	4,285	3,023	5,088	6,282	0
1,299	80,000	2	1	2	29	0	0	0	0	0	0	16,936	17,963	18,976	19,660	20,343	21,003	1,303	1,316	1,000	1,000	1,000	933	1
1,300	70,000	1	2	1	37	-1	2	0	0	-1	-1	10,323	6,659	6,740	3,559	7,086	6,979	0	3,559	189	7,086	3,370	0	1

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