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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
7,801	470,000	2	1	2	39	-1	-1	-1	-1	-1	-1	1,264	5,478	4,753	5,289	831	2,140	5,478	4,757	5,289	831	2,140	2,440	0
7,802	200,000	2	1	2	42	-1	-1	-1	-1	-1	-1	1,347	208	1,582	3,607	894	301	208	1,677	3,607	894	301	2,457	1
7,803	50,000	2	2	2	31	2	2	2	2	2	2	30,619	31,634	32,317	32,787	33,416	34,116	1,800	1,500	1,300	1,300	1,400	1,500	1
7,804	130,000	2	2	1	36	0	0	0	0	0	0	26,244	27,068	28,383	29,018	29,671	-2,000	1,550	1,769	1,404	1,493	0	4,720	0
7,805	100,000	2	2	1	33	-2	-2	-2	-2	-2	-1	5,576	792	0	1,889	2,458	10,175	792	0	1,889	2,458	10,175	122	0
7,806	160,000	1	1	2	29	-1	-1	-1	-1	-1	0	554	-78	622	-10	326	326	0	700	0	652	0	0	0
7,807	50,000	1	3	2	26	0	0	0	0	0	-1	24,132	20,109	19,932	19,762	10,708	20,148	1,902	1,200	30	1,031	20,201	605	0
7,808	180,000	1	1	1	42	0	0	0	0	0	0	124,064	121,847	82,809	81,755	81,316	81,206	5,087	2,891	3,755	2,941	3,206	2,837	0
7,809	50,000	1	3	2	29	0	0	0	0	0	0	47,863	48,261	19,258	19,268	19,040	19,555	2,000	2,000	1,000	1,000	1,000	1,000	0
7,810	70,000	2	3	1	40	0	0	0	0	0	0	65,198	65,674	58,599	49,179	49,080	49,705	2,924	1,924	1,726	1,763	2,136	1,384	0
7,811	270,000	1	2	1	53	2	2	2	2	2	2	211,630	209,812	219,829	214,795	228,084	232,680	3,000	15,000	0	17,000	8,500	0	1
7,812	210,000	2	2	1	48	-2	-2	-2	-2	-2	-2	140	140	140	60	120	-20	140	140	60	200	0	0	0
7,813	70,000	2	2	1	43	0	0	0	0	0	-1	66,083	67,681	40,849	2,917	1,473	917	3,017	2,025	58	29	917	40,442	0
7,814	160,000	2	1	2	31	-1	-1	-1	-1	0	-1	3,555	7,340	0	7,634	7,350	7,938	7,340	0	7,634	0	7,938	3,993	0
7,815	30,000	2	2	1	27	0	0	0	0	0	0	4,527	7,427	11,013	16,013	16,340	3,396	3,000	6,000	5,000	327	3,396	1,680	0
7,816	250,000	1	1	2	29	-1	-1	-1	-1	-1	0	12,044	3,260	4,037	1,184	5,107	1,893	3,276	4,057	1,196	5,123	6	2,539	0
7,817	10,000	2	3	1	51	1	2	0	0	2	2	2,731	2,541	3,499	4,441	4,233	5,566	0	1,000	1,000	0	2,000	1,170	0
7,818	50,000	1	2	2	27	1	2	2	2	2	2	17,654	17,082	20,088	19,483	19,742	19,275	0	3,300	0	1,560	0	881	0
7,819	120,000	1	3	1	38	-1	-1	-1	-1	0	-1	3,465	5,543	5,463	10,912	5,228	9,769	5,558	5,479	10,929	24	9,769	18	0
7,820	50,000	1	2	2	28	0	0	0	0	0	0	49,417	48,104	49,348	28,433	53,718	27,084	1,966	2,210	1,946	983	1,950	946	0
7,821	250,000	1	1	2	36	0	0	0	0	0	0	143,200	146,391	91,714	88,397	90,312	92,456	7,000	3,500	3,100	3,200	3,500	3,500	0
7,822	20,000	1	2	2	48	-1	-1	2	0	0	-2	390	1,170	780	780	0	0	1,170	0	0	0	0	0	1
7,823	70,000	2	2	2	25	0	0	0	0	0	0	19,508	19,633	19,685	18,887	19,073	20,208	2,000	2,000	1,000	2,000	3,003	3,007	0
7,824	50,000	1	2	2	46	-1	-1	0	0	0	0	2,635	27,299	21,206	20,127	19,049	19,730	27,921	1,262	656	655	2,433	1,000	0
7,825	110,000	1	2	2	41	0	0	0	0	0	0	120,767	133,593	125,852	118,254	120,537	112,021	24,800	4,400	4,300	4,205	4,500	4,304	0
7,826	100,000	2	1	2	32	1	2	0	0	-1	0	7,130	6,873	8,101	8,235	34,087	34,749	0	1,500	565	36,252	1,500	2,500	0
7,827	20,000	1	2	1	31	-2	-2	-2	-2	-1	-1	-66	-66	460	-201	1,600	0	0	526	201	1,801	0	0	0
7,828	120,000	2	2	1	25	0	0	0	0	0	0	30,925	73,143	73,130	74,898	76,779	79,594	43,272	3,120	2,888	3,001	4,500	2,500	0
7,829	50,000	1	2	2	26	0	0	0	-1	-1	-1	5,385	4,754	-43	1,757	-765	18,032	2,000	0	1,800	0	19,000	4,000	0
7,830	140,000	1	2	1	29	1	2	2	2	2	2	73,302	74,539	75,724	73,909	78,305	76,888	3,000	3,000	0	5,763	0	6,100	1
7,831	140,000	1	2	1	34	-1	-1	-1	-1	-1	-1	711	711	711	10,976	711	711	711	711	10,976	711	711	291	1
7,832	250,000	2	1	1	39	0	0	0	0	0	0	196,409	182,372	191,040	199,400	206,988	167,607	6,023	15,000	10,011	11,214	5,315	3,180	0
7,833	180,000	2	2	2	30	0	0	0	0	0	0	43,779	44,213	44,561	45,130	47,790	48,222	1,751	1,712	1,894	4,000	1,837	1,711	0
7,834	130,000	1	2	2	26	0	0	0	-2	-2	-2	55,348	55,400	0	0	0	0	1,650	0	0	0	0	0	0
7,835	200,000	1	1	2	27	-2	-2	-2	-2	-2	-2	2,436	3,458	758	-2	750	26,903	5,963	760	0	752	26,983	599	0
7,836	100,000	2	1	2	26	0	0	2	2	2	0	64,086	68,836	69,704	70,566	69,311	70,844	6,005	2,600	2,600	0	2,685	2,800	0
7,837	20,000	1	2	2	23	-1	0	0	0	0	0	15,879	15,441	9,124	12,915	4,305	18,495	4,000	2,000	10,000	500	16,000	1,000	0
7,838	290,000	2	3	2	27	0	0	0	-1	-1	-1	63,584	28,972	10,772	22,463	164,570	9,672	2,000	1,399	22,468	164,791	9,672	18,889	0
7,839	110,000	1	1	1	46	0	0	0	0	0	0	106,111	108,698	105,666	57,940	59,247	59,594	5,015	4,081	2,101	2,202	2,204	2,100	0
7,840	30,000	2	2	2	27	2	2	5	5	4	3	1,200	1,200	1,200	1,200	600	300	0	0	0	0	0	0	0
7,841	150,000	2	3	2	23	0	0	0	0	0	0	6,319	8,190	6,686	7,686	4,526	65,839	2,000	1,000	1,000	0	63,300	11,632	0
7,842	150,000	2	2	2	34	-1	-1	-1	-1	-1	-1	1,467	698	4,102	713	810	5,438	701	4,137	719	817	5,467	9,587	0
7,843	120,000	2	1	2	25	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
7,844	280,000	1	2	1	28	0	0	0	0	0	0	24,189	25,294	26,667	26,926	27,492	28,333	1,500	1,800	1,000	1,000	1,300	1,000	0
7,845	90,000	2	2	1	36	1	-2	-2	-2	-2	-1	-191	-191	-191	-191	-191	209	0	0	0	0	550	3,780	0
7,846	130,000	1	2	1	39	0	-1	-1	-1	-1	-1	10,896	390	390	390	390	390	390	390	390	390	390	390	0
7,847	30,000	1	2	2	24	1	2	2	2	0	0	27,262	26,545	28,590	27,831	28,433	30,257	0	2,800	0	1,050	2,300	0	1
7,848	100,000	1	1	1	25	-1	0	0	0	-2	-2	91,842	40,308	41,800	0	0	0	1,809	2,301	0	0	0	0	0
7,849	30,000	2	1	2	27	0	0	0	0	0	2	20,234	20,476	21,991	22,544	24,061	23,428	2,000	3,000	2,000	2,000	1,000	0	1
7,850	90,000	2	2	1	28	0	0	0	0	0	0	45,537	43,173	36,230	28,068	20,229	20,650	3,000	2,500	2,000	2,000	1,100	0	0
7,851	160,000	2	2	1	25	4	3	2	0	0	0	103,398	100,925	97,701	99,434	99,527	16,331	0	0	2,321	432	546	550	0
7,852	260,000	1	1	1	51	-1	-1	-1	-1	-1	-2	771	1,593	419	529	0	4,090	1,596	437	529	0	4,090	98	0
7,853	50,000	1	1	2	28	2	0	0	0	0	0	48,508	45,951	44,013	28,094	29,138	30,625	2,500	2,000	1,200	1,500	2,000	1,500	1
7,854	260,000	1	3	2	27	0	0	0	0	0	0	132,755	137,049	137,558	140,455	144,032	146,615	6,417	5,000	5,184	6,000	5,026	4,005	0
7,855	220,000	2	1	2	35	-1	-1	-1	-1	-1	-1	7,443	5,572	5,572	5,572	5,774	3,264	5,600	5,600	5,600	5,802	3,279	5,613	0
7,856	20,000	2	2	2	22	0	0	0	0	0	0	19,248	20,054	19,133	19,397	19,702	20,506	2,000	1,300	678	706	2,037	0	0
7,857	300,000	2	1	2	25	1	5	4	3	2	3	315,632	309,330	302,869	306,395	311,256	305,413	0	0	10,000	10,000	0	0	1
7,858	250,000	2	1	2	31	1	-2	-2	-2	-2	-2	-129	-129	-329	-329	-329	-529	0	200	0	0	200	86	0
7,859	200,000	1	2	2	30	-1	-1	-1	-1	-1	-1	416	416	416	416	416	0	416	416	416	416	0	832	0
7,860	20,000	2	2	2	21	0	0	2	0	0	0	13,660	15,056	15,400	12,900	19,500	0	2,000	1,000	0	6,600	0	0	0
7,861	50,000	1	2	2	25	3	3	2	2	2	0	26,798	27,274	27,529	28,280	27,691	28,278	1,200	1,000	1,500	0	1,200	1,200	1
7,862	100,000	2	3	2	28	0	-1	-1	0	0	0	7,220	13,677	49,773	61,244	31,410	20,529	13,695	49,813	50,054	33	10,028	100,000	0
7,863	170,000	1	2	1	37	0	0	0	0	0	0	164,240	167,116	165,432	120,084	123,439	107,682	8,019	6,196	4,300	5,000	4,006	4,007	0
7,864	120,000	1	1	1	37	0	0	0	0	0	0	68,329	72,212	79,334	80,531	80,944	78,771	5,000	9,000	3,000	3,100	3,000	3,000	0
7,865	120,000	2	2	2	38	0	0	0	0	0	0	33,814	35,033	36,175	15,833	16,170	16,897	1,766	1,908	566	591	1,000	626	0
7,866	50,000	1	2	2	26	0	0	0	0	2	0	37,862	17,545	18,537	19,941	19,500	18,921	1,304	1,296	1,700	2	800	1,000	0
7,867	260,000	2	1	2	28	0	0	0	0	0	0	63,504	66,283	67,341	54,725	36,117	35,144	4,000	3,002	2,000	2,000	2,464	1,000	0
7,868	60,000	2	2	2	44	0	0	0	-1	-1	-2	57,657	54,173	67,300	590	0	0	3,400	1,650	1,180	0	0	400	0
7,869	120,000	2	2	2	28	-1	2	2	-2	-2	-2	200	200	0	0	0	0	0	0	0	0	0	0	1
7,870	220,000	2	3	1	47	-1	-1	-1	-1	-1	-1	38,412	50,367	64,735	22,792	184,483	62,140	50,451	64,775	22,794	184,483	62,140	48,080	0
7,871	200,000	1	1	2	26	-1	-1	-2	-2	-2	-2	299	-201	-201	-201	-201	-201	0	0	0	0	0	0	0
7,872	90,000	2	2	1	45	0	0	0	0	-1	0	63,049	71,245	70,819	20,301	87,497	86,938	10,000	1,612	0	87,497	10,000	20,000	0
7,873	310,000	2	1	1	25	0	0	0	0	0	0	184,538	153,625	142,810	125,869	107,986	83,461	5,019	3,872	3,147	2,912	5,109	1,604	0
7,874	110,000	2	2	1	34	0	0	0	0	0	0	18,328	19,385	20,400	20,729	21,465	21,740	1,300	1,280	600	1,005	709	732	0
7,875	140,000	2	2	2	42	0	0	0	0	0	0	24,984	26,010	27,026	27,714	28,139	28,697	1,434	1,450	1,138	1,021	1,026	1,061	0
7,876	160,000	2	1	1	51	0	0	-1	-1	-1	0	63,406	64,176	2,348	2,447	10,968	10,934	2,901	2,348	2,447	10,968	531	208	0
7,877	80,000	2	2	2	24	2	2	2	2	2	2	23,787	23,124	26,700	27,064	27,685	27,091	0	4,300	1,100	1,200	0	2,500	1
7,878	500,000	2	1	1	36	0	0	0	0	0	0	251,931	301,458	234,316	199,360	163,408	186,618	101,458	10,009	20,071	20,000	35,565	18,000	0
7,879	130,000	1	2	2	29	0	0	0	0	0	0	130,708	132,080	130,128	101,794	101,826	101,763	6,658	5,146	4,000	4,000	3,866	3,435	0
7,880	240,000	2	2	1	44	0	0	0	2	0	0	220,439	224,653	238,637	232,995	206,167	210,100	9,657	19,253	0	7,641	7,522	7,949	0
7,881	50,000	2	2	2	24	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
7,882	180,000	2	1	1	42	1	-1	-1	-2	-2	-2	0	1,290	0	0	1,200	0	1,290	0	0	1,200	0	0	0
7,883	240,000	1	2	2	33	-1	-1	-1	0	-1	-1	1,863	15,172	8,930	7,324	10,506	10,625	15,172	8,930	0	10,526	10,625	11,982	1
7,884	180,000	1	2	1	30	0	0	0	0	0	0	135,001	135,199	134,817	52,629	51,543	52,781	6,100	6,000	1,900	1,680	1,900	3,888	0
7,885	130,000	1	2	2	33	0	0	0	0	0	0	114,984	118,641	119,286	121,377	123,655	125,917	5,800	4,400	4,350	4,500	4,600	5,000	0
7,886	50,000	2	1	2	24	0	0	0	-2	-2	-2	12,806	13,490	0	0	0	0	7,522	0	0	0	0	0	1
7,887	500,000	1	1	2	34	-1	-1	-1	2	0	-1	154,085	4,373	65,539	62,450	36,039	2,300	4,373	62,450	0	500	2,300	211,192	0
7,888	200,000	1	2	1	29	0	0	0	0	0	2	168,374	172,158	175,701	181,235	192,713	189,449	8,000	7,900	10,000	14,400	0	6,700	0
7,889	220,000	2	1	2	29	-2	-2	-2	-2	-2	-2	19,030	14,287	8,183	21,189	7,838	321	14,287	8,194	22,000	7,838	321	21,317	0
7,890	70,000	1	2	1	33	0	0	2	0	0	0	21,670	24,401	23,716	24,124	24,684	25,222	3,400	0	1,100	1,100	1,100	1,103	0
7,891	440,000	1	1	1	31	-1	0	0	0	0	-1	21,359	18,905	16,540	13,247	7,577	1,652	5,023	3,024	1,043	3,037	1,660	365	0
7,892	290,000	1	4	1	52	0	-1	-1	-1	0	0	302,396	2,000	2,208	105,145	106,511	108,228	2,000	2,604	215,917	3,685	3,700	3,786	0
7,893	50,000	2	2	2	23	0	0	0	0	0	0	30,941	30,730	29,908	28,809	27,905	13,835	1,751	1,402	776	773	522	430	0
7,894	120,000	2	2	2	23	0	0	0	0	0	0	115,653	108,971	83,592	22,321	32,150	36,644	5,000	5,000	2,000	20,000	10,000	10,000	0
7,895	80,000	2	3	1	44	-1	-1	-1	-1	-1	-1	485	10,735	2,954	24,243	7,043	13,531	10,735	2,957	24,277	7,046	13,671	3,206	0
7,896	170,000	2	2	1	27	0	0	0	0	0	0	164,214	165,825	167,008	131,544	125,652	127,224	8,001	7,077	5,000	5,000	5,000	5,000	0
7,897	160,000	1	1	2	41	-1	-1	-1	-1	-1	-1	396	396	396	0	688	396	396	396	0	688	500	0	1
7,898	280,000	1	1	2	29	-1	2	-1	-1	-1	0	7,712	1,171	1,599	436	47,613	31,987	0	2,013	436	47,613	1,472	2,275	1
7,899	40,000	2	2	1	47	2	2	2	2	0	0	31,121	30,343	34,021	33,177	33,870	34,537	0	4,514	0	1,378	1,382	1,427	1
7,900	80,000	2	3	1	53	0	0	0	0	0	0	66,002	68,679	70,906	71,474	72,936	63,912	5,000	5,000	3,000	3,000	3,000	3,000	0

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