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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
25,801	160,000	2	3	1	44	-2	-2	-2	-2	-2	-2	390	0	780	0	0	0	0	780	0	0	0	3,072	0
25,802	50,000	2	2	2	35	0	0	-1	0	0	0	50,521	50,466	49,821	43,945	29,669	28,469	1,649	51,869	1,884	1,023	1,173	1,193	0
25,803	150,000	2	3	2	38	0	0	-1	2	2	2	3,060	0	530	530	1,696	1,166	150	530	0	1,166	0	0	0
25,804	70,000	2	1	2	27	0	0	2	0	0	0	72,227	68,097	65,636	66,114	66,142	68,380	6,000	0	3,000	2,500	4,100	4,100	0
25,805	80,000	2	2	2	27	0	0	0	0	2	0	66,203	67,995	70,489	74,146	72,375	70,811	3,500	4,200	5,500	0	2,500	8,652	0
25,806	100,000	2	1	2	28	-2	-2	-2	-2	-2	-2	-177	-207	1,050	0	0	0	0	1,257	0	0	0	0	0
25,807	150,000	2	2	2	30	0	0	0	0	0	0	69,955	59,380	57,431	52,754	52,430	41,770	1,873	1,897	1,552	1,649	2,005	11,064	0
25,808	340,000	2	2	3	35	-2	-2	-2	-2	-2	-1	132	132	132	132	132	112,847	132	132	132	132	112,847	5,005	0
25,809	210,000	2	3	1	39	1	2	2	2	0	0	26,624	25,903	28,719	27,964	28,364	28,855	0	3,550	0	1,164	1,100	1,118	0
25,810	240,000	2	1	2	28	-2	-2	-2	-2	-1	0	5,623	181	1,133	0	39,344	40,264	181	1,133	0	39,344	1,500	1,540	0
25,811	250,000	2	1	2	35	-1	-1	0	0	0	0	964	69,000	63,462	45,710	43,537	38,367	69,032	2,138	1,566	1,582	1,318	1,630	0
25,812	200,000	2	1	1	38	-2	-2	-2	-2	-2	-2	15,099	6,370	5,991	7,298	9,225	4,072	6,370	5,991	7,298	2,105	10,249	0	0
25,813	50,000	2	1	1	36	0	0	0	2	0	0	47,317	49,212	49,243	5,112	48,455	48,456	3,000	5,450	0	45,554	2,100	1,900	0
25,814	450,000	2	1	2	35	-1	-1	-1	-1	-1	-1	7,256	812	17,563	12,483	26,081	22,985	816	17,651	12,554	26,212	23,114	2,512	0
25,815	200,000	2	1	1	38	0	0	0	0	0	0	13,311	10,781	9,592	9,585	8,177	7,136	1,711	1,411	2,531	5,007	507	506	0
25,816	350,000	2	2	1	47	0	0	0	0	0	0	97,500	84,202	82,933	80,501	79,038	80,694	3,010	2,970	2,886	2,824	2,925	2,987	1
25,817	200,000	2	1	2	45	-1	-1	-1	-2	-2	-2	2,377	221	0	0	0	0	221	0	0	0	0	0	0
25,818	530,000	2	2	1	44	0	0	0	0	0	0	562,326	532,374	537,543	541,019	468,571	478,034	20,010	25,022	21,003	18,003	20,000	20,004	1
25,819	60,000	2	3	1	45	0	0	0	0	0	0	62,396	36,034	30,534	28,442	24,544	24,998	1,500	1,500	1,404	1,100	1,000	1,000	0
25,820	280,000	2	1	2	30	-2	-2	-2	-2	-2	-2	2,946	3,326	132	-20	-20	680	3,326	150	0	0	700	0	0
25,821	210,000	2	1	1	34	0	0	0	0	0	0	157,907	201,324	207,222	209,189	106,090	108,300	50,000	10,646	8,601	3,601	3,719	3,300	0
25,822	210,000	2	1	2	34	1	2	2	-1	-1	-2	3,824	2,045	0	322	150	546	0	0	322	150	546	0	1
25,823	420,000	2	2	1	46	0	0	0	0	0	0	254,275	249,677	232,028	233,055	191,518	192,313	10,004	11,020	10,238	10,022	7,000	6,000	0
25,824	80,000	2	2	2	45	-1	-1	-1	-1	0	-1	2,574	390	3,889	780	390	390	390	3,889	780	0	390	390	0
25,825	170,000	2	1	1	31	0	0	-2	-2	-2	-2	6,832	0	0	0	0	0	0	0	0	0	0	0	0
25,826	80,000	2	2	2	35	0	0	0	-1	-1	-1	48,725	53,095	56,858	4,849	4,849	4,849	10,000	10,000	4,849	4,849	4,849	4,849	0
25,827	510,000	2	2	1	38	0	0	0	0	0	0	95,589	35,224	37,361	39,437	40,292	41,153	2,000	2,700	2,700	1,500	1,500	10,000	0
25,828	110,000	2	2	1	31	0	0	0	0	0	0	109,814	110,215	40,084	41,101	41,834	42,874	4,665	1,670	1,977	2,000	2,000	2,000	0
25,829	10,000	2	2	2	31	0	0	0	-2	-2	-2	10,154	10,400	0	0	0	0	1,400	0	0	0	0	0	1
25,830	300,000	2	1	2	32	-2	-2	-2	-2	-2	-2	-3	-3	-3	329	0	0	0	0	332	0	0	0	0
25,831	60,000	2	2	1	32	1	2	0	0	0	0	61,291	57,946	59,534	60,615	30,592	28,656	0	3,120	3,050	1,136	1,200	1,206	1
25,832	200,000	2	2	2	33	0	0	0	0	0	0	194,283	196,485	197,597	152,670	134,645	141,557	7,520	6,700	5,130	4,800	9,000	5,150	0
25,833	230,000	2	2	1	35	-1	-1	-1	-1	-1	0	7,035	2,954	13,375	-10	8,808	6,632	2,969	13,441	0	8,818	4	28	0
25,834	500,000	2	1	2	45	-2	-2	-2	-2	-2	-2	0	0	1,742	27,291	0	0	0	1,742	27,291	0	0	6,386	0
25,835	50,000	2	2	2	47	2	2	2	2	2	2	43,439	44,769	43,781	45,021	28,660	27,807	2,341	0	2,554	0	1,800	0	1
25,836	280,000	2	2	1	45	0	0	0	0	0	0	159,633	149,747	138,933	128,216	216,598	103,119	7,000	6,500	6,500	3,994	4,000	3,500	0
25,837	170,000	2	2	1	31	0	0	0	0	0	0	102,477	104,499	106,657	108,804	109,584	111,881	5,210	5,323	5,402	4,071	4,215	4,081	0
25,838	60,000	2	2	2	31	2	2	2	2	0	-1	57,880	56,355	59,327	35,305	17,655	77,775	0	4,058	34	3,000	40,793	4,952	1
25,839	210,000	2	1	2	32	1	-1	2	2	-1	-1	0	92	4	0	45	23	92	0	0	45	23	0	1
25,840	70,000	2	3	2	42	0	0	2	0	0	0	69,362	71,775	70,050	70,415	48,405	46,514	6,000	0	3,000	1,000	1,500	2,000	1
25,841	300,000	2	3	1	37	1	-2	-1	-1	0	0	43,459	26,115	26,283	16,624	6,316	8,394	26,137	26,443	16,624	6,166	8,078	25,763	0
25,842	330,000	2	1	2	31	0	0	0	0	0	0	37,426	40,497	63,646	39,894	39,860	39,392	5,000	3,300	3,195	3,000	1,120	3,000	0
25,843	200,000	2	2	2	49	0	0	0	0	0	0	80,528	83,190	85,944	87,539	90,231	86,284	4,000	5,000	4,000	4,000	5,000	4,000	0
25,844	170,000	2	5	1	33	0	0	0	0	0	0	143,805	143,737	129,898	124,370	112,589	26,958	10,000	6,247	6,375	4,468	1,000	1,306	0
25,845	20,000	2	2	1	48	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
25,846	230,000	2	2	1	45	-1	-1	-1	-1	-1	-1	416	416	416	416	416	416	416	416	416	416	416	572	1
25,847	80,000	2	2	1	27	0	0	0	0	0	0	80,658	70,963	73,411	75,331	55,011	56,271	3,800	3,600	3,200	2,000	2,100	3,001	0
25,848	320,000	2	4	3	32	-1	-1	-1	-1	0	0	1,145	4,133	2,488	21,222	15,115	27,279	4,135	2,488	21,238	5,000	15,000	545	0
25,849	230,000	2	2	1	35	0	0	0	0	0	0	160,560	158,782	150,844	151,623	148,261	153,161	10,012	10,010	10,000	7,000	10,000	10,000	0
25,850	80,000	2	2	2	38	-1	-1	-1	0	0	0	390	390	3,529	13,207	13,110	13,116	390	3,529	10,207	500	600	3,000	0
25,851	300,000	2	3	1	32	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
25,852	100,000	2	3	1	43	2	2	0	0	0	0	100,304	97,814	100,337	100,585	52,041	70,731	0	5,000	2,623	2,500	32,000	2,567	1
25,853	370,000	2	2	1	47	-2	-2	-2	-2	-2	-2	1,289	2,408	395	12,074	744	4,040	2,432	397	12,133	747	4,060	3,059	0
25,854	200,000	2	2	2	37	-1	-1	-1	-1	0	-1	4,037	3,913	6,336	5,361	4,950	2,413	3,913	6,336	5,361	3,000	2,502	3,603	0
25,855	130,000	2	1	2	30	-1	-1	-1	-1	-1	-1	5,002	2,437	2,448	5,457	3,855	4,684	2,437	2,774	5,457	3,855	4,684	843	0
25,856	50,000	2	2	1	42	0	0	0	0	0	0	38,516	28,604	28,089	27,864	27,173	27,457	1,754	1,500	1,500	1,000	1,100	1,208	0
25,857	300,000	2	2	2	35	0	0	0	0	0	0	86,574	86,821	88,072	76,722	69,922	23,926	3,219	3,417	1,926	1,545	797	9,190	0
25,858	500,000	2	1	1	44	0	0	0	0	0	0	111,937	104,203	96,617	97,437	185,322	179,697	4,000	4,009	17,446	100,000	10,000	20,000	0
25,859	140,000	2	2	1	37	-1	-1	-1	-1	-1	-1	326	326	326	1,516	326	1,439	326	326	1,516	326	1,439	326	1
25,860	20,000	2	2	1	44	0	0	0	0	0	0	16,231	14,791	14,453	15,320	11,796	9,766	1,600	1,300	1,156	387	354	438	0
25,861	270,000	2	1	1	44	-2	-2	-2	-2	-2	-2	-1,404	73,596	49,800	1,514	41,072	23,500	75,000	49,800	1,514	41,072	23,500	29,702	0
25,862	150,000	2	2	1	35	0	0	0	0	0	0	216,793	198,866	193,870	188,045	178,892	167,419	4,818	5,024	4,051	3,788	3,622	1,215	0
25,863	70,000	2	1	1	45	1	1	-1	0	0	0	116,630	-67,526	71,562	68,709	28,528	29,171	0	140,043	1,830	1,021	1,103	1,011	0
25,864	120,000	2	1	1	46	0	0	0	0	0	0	28,675	29,392	30,424	31,437	32,062	32,734	1,500	1,509	1,522	1,147	1,188	1,194	0
25,865	20,000	2	2	2	39	0	0	0	0	0	0	20,885	20,373	19,391	20,085	19,938	0	2,157	1,660	1,300	541	0	0	0
25,866	260,000	2	1	1	34	0	0	0	0	0	0	136,914	139,380	140,836	153,026	156,108	158,893	7,000	5,188	15,000	7,500	7,000	3,000	0
25,867	160,000	2	1	1	35	1	-2	-1	-1	-2	-2	0	0	6,371	0	0	0	0	6,371	0	0	0	8,399	0
25,868	50,000	2	2	1	45	0	0	0	0	0	0	48,153	49,073	12,630	9,215	9,215	8,011	2,000	2,022	2,000	0	1,000	1,904	0
25,869	350,000	2	2	1	39	1	-2	-2	-2	-2	-2	0	0	0	0	590	0	0	0	0	590	0	0	0
25,870	510,000	2	1	2	40	8	7	6	5	4	3	477,094	469,882	461,402	452,405	443,657	437,305	0	0	0	0	0	14,000	1
25,871	250,000	2	1	1	38	-1	-1	0	-1	-1	0	6,352	6,790	10,418	7,720	37,543	31,337	6,790	5,418	7,720	37,604	0	0	0
25,872	80,000	2	2	1	36	1	-2	-2	-2	-2	-2	4,233	14,233	15,854	10,000	10,000	10,000	14,233	15,854	10,000	10,000	10,000	10,000	0
25,873	180,000	2	2	2	33	-1	-1	-1	-1	-1	-1	4,160	7,817	2,358	18,572	11,560	4,298	7,817	2,358	18,577	11,560	4,298	12,330	0
25,874	60,000	2	2	3	39	1	1	-2	-2	-2	-2	58,574	-1,540	-1,930	-2,320	-1,220	0	0	0	0	2,000	2,000	0	1
25,875	170,000	2	1	1	35	2	2	2	2	2	2	131,909	133,178	131,711	139,143	140,987	144,187	4,800	2,000	11,000	5,500	5,500	5,400	1
25,876	200,000	2	1	1	39	-1	-1	-1	-1	-1	-1	100,239	81,596	114,770	70,175	69,180	44,376	81,596	114,770	70,175	69,180	44,376	37,638	0
25,877	210,000	2	1	1	31	-2	-2	-2	-2	-2	-2	31,808	9,283	7,846	38,141	9,461	33,978	9,283	7,846	38,218	10,000	33,978	0	1
25,878	200,000	2	1	2	47	-1	-1	-1	-1	-1	-1	30,177	2,039	174,406	133,073	45,373	973	2,061	175,000	133,100	46,000	1,000	0	0
25,879	200,000	2	2	2	34	2	2	2	2	2	2	71,817	73,376	71,672	76,004	74,225	78,193	3,300	0	6,100	0	5,300	3,500	1
25,880	200,000	2	2	1	32	-1	0	0	0	0	-1	11,191	15,940	20,281	24,540	24,928	1,532	6,002	5,000	4,552	3,131	1,539	1,027	0
25,881	240,000	2	2	1	29	0	0	0	0	0	0	21,909	15,420	40,861	34,146	30,937	27,164	2,420	34,000	2,500	5,937	5,164	5,387	0
25,882	450,000	2	2	2	34	-2	-2	-2	-2	-2	-2	3,752	513	0	4,376	0	0	513	0	4,376	0	0	0	0
25,883	80,000	2	2	1	26	0	0	0	0	0	0	78,872	80,301	74,349	75,443	57,735	58,139	2,800	2,800	2,400	2,100	2,100	2,100	0
25,884	430,000	2	2	2	33	0	0	0	0	0	0	191,520	185,187	173,041	147,383	135,848	133,591	8,266	7,666	6,590	4,711	4,746	4,421	0
25,885	30,000	2	3	1	40	2	2	2	0	0	0	16,457	19,145	18,547	18,645	17,847	15,465	3,280	0	1,511	609	500	800	1
25,886	290,000	2	2	1	30	0	0	0	0	0	0	284,054	283,149	284,434	275,889	218,834	220,695	10,222	11,019	9,019	8,010	8,002	8,001	0
25,887	40,000	2	2	2	37	1	2	2	2	2	2	7,613	7,343	15,184	14,643	18,385	17,950	0	8,000	0	4,000	0	6,000	1
25,888	170,000	2	3	1	37	0	0	0	0	0	0	155,379	155,990	46,870	43,584	34,760	35,467	7,000	1,900	2,014	2,500	2,000	2,000	0
25,889	130,000	2	1	2	26	0	0	0	-1	0	0	13,700	18,670	21,362	1,469	7,370	12,554	10,008	6,196	1,470	6,501	5,784	6,030	0
25,890	360,000	2	2	2	27	0	-1	-1	-1	-1	0	13,102	5,628	1,480	2,330	2,286	4,385	5,655	1,480	2,330	2,550	3,000	3,000	0
25,891	360,000	2	3	1	30	1	-1	-1	-1	-1	0	-16	1,621	458	0	282	282	1,637	458	0	282	0	0	0
25,892	180,000	2	3	1	45	-2	-2	-2	-2	-2	-2	396	396	396	396	396	396	396	396	396	396	396	396	0
25,893	210,000	2	2	2	28	0	0	0	0	2	2	26,770	28,001	31,202	36,968	32,141	35,018	2,000	5,000	8,000	0	5,000	0	0
25,894	260,000	2	2	2	35	-2	-2	-2	-2	-2	-2	-7	-7	2,493	2,290	432	0	0	2,507	2,297	432	0	649	0
25,895	200,000	2	2	1	33	1	-1	0	0	0	0	-7,082	12,270	29,787	32,040	7,773	12,681	21,179	20,000	3,000	1,000	5,000	500	0
25,896	340,000	2	1	2	31	0	0	0	0	0	0	112,119	119,230	259,489	328,507	283,758	273,018	25,000	150,000	90,168	25,001	10,000	11,000	0
25,897	200,000	2	1	1	37	-1	-1	-2	-2	-2	-2	3,135	0	0	0	0	0	0	0	0	0	0	0	0
25,898	360,000	2	2	1	35	2	2	2	2	0	0	360,996	370,722	380,523	372,735	290,210	290,551	16,500	16,500	6	10,306	10,876	10,323	1
25,899	90,000	2	2	2	32	0	0	0	0	0	0	86,076	87,567	78,646	79,212	54,659	55,902	3,012	3,100	3,116	2,000	2,100	2,100	0
25,900	40,000	2	3	1	34	0	0	0	0	0	2	32,052	34,697	36,824	38,764	36,411	31,931	3,500	3,000	3,000	3,029	1,000	2,000	0

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