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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
26,701	110,000	1	1	2	28	0	0	0	0	0	0	107,560	100,395	79,889	70,062	70,901	72,754	4,024	3,008	3,200	2,600	3,000	3,000	1
26,702	210,000	1	1	1	29	1	2	0	0	0	0	26,845	23,283	11,896	8,097	7,902	7,917	66	2,524	1,311	1,000	291	1,000	0
26,703	40,000	1	1	2	29	1	2	2	2	2	2	37,681	36,775	39,982	38,979	39,479	39,329	0	3,800	0	1,200	0	0	0
26,704	360,000	1	1	2	29	-2	-2	-2	-2	-2	-2	6,001	5,868	-1	592	-8	-8	5,874	1	593	0	0	0	0
26,705	320,000	1	2	1	29	0	0	0	0	0	0	48,998	33,175	16,784	9,558	11,022	11,953	6,105	3,394	2,100	1,580	1,016	1,078	0
26,706	130,000	1	1	2	27	-1	-1	0	-1	-1	-1	1,439	3,548	1,958	1,462	2,573	2,402	3,555	1,010	1,466	2,581	2,509	3,013	0
26,707	130,000	1	2	2	26	2	2	2	0	0	0	137,204	139,189	133,521	133,182	103,161	103,031	7,000	0	5,133	5,000	5,000	5,000	1
26,708	50,000	1	2	2	26	0	0	0	0	0	0	47,661	43,914	38,734	23,152	19,860	19,486	1,789	1,549	1,611	800	802	760	0
26,709	50,000	1	1	2	25	-1	0	0	0	0	0	45,626	16,533	10,745	9,994	16,829	13,051	3,000	9,537	5,000	10,000	5,000	2,000	0
26,710	360,000	1	3	1	27	-2	-2	-2	-2	-2	-2	1,097	778	2,999	-1	-1	-1	780	3,021	0	0	0	0	0
26,711	160,000	1	3	2	27	2	2	2	-1	0	0	70,373	80,166	34,775	34,073	15,676	99,436	11,450	0	142,848	1,800	90,000	3,300	1
26,712	200,000	1	1	2	26	0	-1	0	0	-2	-2	26,230	2,829	6,721	-780	-780	-780	2,829	4,000	780	0	0	0	0
26,713	30,000	1	3	2	26	2	2	2	2	2	2	14,598	13,998	15,467	14,913	17,692	16,302	2,000	2,000	0	3,009	0	2,000	0
26,714	360,000	1	1	2	26	0	0	0	0	0	0	50,536	28,219	24,996	17,509	5,486	5,295	1,527	2,670	1,062	514	113	245	0
26,715	20,000	1	1	2	28	0	0	0	0	0	0	19,262	34,729	18,808	18,302	18,995	19,400	1,310	3,190	1,500	1,000	860	900	0
26,716	80,000	1	2	2	27	1	2	2	2	2	2	63,467	66,811	68,247	68,531	69,808	70,544	5,000	3,100	2,000	3,000	2,000	4,000	1
26,717	490,000	1	1	2	28	0	0	0	0	0	0	325,669	206,515	144,853	132,268	118,899	79,223	10,041	7,415	7,025	44,324	3,119	2,780	0
26,718	10,000	1	1	2	22	0	-1	-1	-1	-1	-1	1,483	46	915	352	105	0	46	915	352	105	0	1,000	0
26,719	20,000	1	2	2	23	0	0	0	0	0	0	13,422	14,886	15,927	11,939	10,782	12,599	2,000	1,667	2,309	2,000	2,000	2,000	0
26,720	30,000	1	2	2	25	1	2	0	0	2	2	12,925	13,411	14,190	16,218	15,663	17,250	1,000	1,300	2,273	0	2,000	0	1
26,721	50,000	1	2	2	26	0	0	0	0	0	0	47,052	47,874	40,933	16,603	16,932	17,287	1,728	2,856	1,276	605	627	633	0
26,722	340,000	1	2	2	25	0	0	0	0	0	0	170,717	174,026	177,359	173,334	176,605	180,205	6,401	6,501	6,101	6,201	6,501	6,601	0
26,723	180,000	1	1	2	26	-1	-1	-2	-1	0	0	189	-2,811	-2,811	126,884	129,020	131,708	0	0	131,453	4,209	4,350	4,099	0
26,724	40,000	1	1	2	26	0	0	0	2	0	0	38,131	35,382	38,744	38,807	39,933	38,646	1,600	4,950	1,400	2,000	1,400	1,500	0
26,725	140,000	1	1	2	27	-1	0	-1	-1	-2	-2	24,602	12,526	9,032	0	0	0	5,063	9,032	0	0	0	0	0
26,726	210,000	1	1	2	27	0	0	0	0	0	0	36,017	32,205	29,104	29,447	12,411	5,555	3,015	3,004	3,058	1,000	5,000	4,002	0
26,727	150,000	1	1	2	26	-2	-1	0	0	-1	-1	600	360	1,401	2,360	70	420	360	1,041	1,000	70	660	0	0
26,728	160,000	1	2	2	24	0	0	0	0	0	0	77,838	76,054	73,992	73,246	71,321	141,494	3,300	3,275	3,000	3,000	3,000	3,500	0
26,729	50,000	1	3	2	24	1	2	2	0	0	0	52,354	52,651	51,056	49,515	42,189	19,938	2,211	0	2,174	2,000	6,473	0	1
26,730	50,000	1	1	2	24	0	0	0	0	0	0	31,292	32,766	34,426	34,725	18,049	19,593	2,000	2,500	1,353	1,500	2,000	1,501	0
26,731	40,000	1	1	2	24	0	0	0	0	0	0	39,868	25,714	17,351	21,567	18,388	18,353	1,259	1,700	6,000	800	800	800	0
26,732	70,000	1	1	2	24	0	0	0	0	0	0	16,861	7,553	8,670	9,764	9,954	10,144	1,300	1,400	1,400	500	500	1,000	0
26,733	310,000	1	2	2	27	0	0	0	0	0	0	22,936	255,040	241,092	242,850	237,818	237,762	240,101	9,012	8,549	8,324	8,524	9,052	0
26,734	40,000	1	1	2	28	2	-1	-1	-1	-1	2	1,892	1,889	1,716	41,710	42,219	39,774	1,889	1,716	41,710	2,800	0	1,500	1
26,735	50,000	1	1	2	27	-1	-1	-1	-1	-1	-1	658	4,160	3,225	656	176	0	4,179	3,225	656	176	0	476	0
26,736	140,000	1	1	2	27	0	0	0	0	0	0	130,905	122,390	122,024	112,367	67,820	66,595	6,067	6,723	4,069	5,000	3,200	3,000	0
26,737	80,000	1	2	2	27	1	2	2	2	2	2	53,576	52,128	56,657	57,340	55,823	58,260	0	6,000	2,200	0	3,500	3,500	1
26,738	230,000	1	1	1	27	-1	-1	-1	0	0	0	1,727	0	8,879	8,034	8,585	7,708	0	8,879	1,100	1,000	1,000	1,000	0
26,739	50,000	1	2	2	23	1	2	2	2	2	2	6,283	6,034	7,925	8,631	8,855	8,585	0	2,000	1,000	500	2	500	1
26,740	160,000	1	1	2	27	-1	-1	2	-1	0	0	701	3,442	2,551	4,217	1,255	1,554	3,442	18	4,217	0	1,000	888	1
26,741	200,000	1	3	2	26	2	0	0	0	0	0	72,763	53,839	34,228	26,418	22,196	15,973	5,041	14,031	15,021	15,007	14,004	14,012	1
26,742	130,000	1	3	2	27	2	-1	-1	-1	-1	-2	1,985	1,666	1,306	2,049	0	0	1,671	1,306	2,049	0	0	1,497	0
26,743	130,000	1	3	2	29	0	0	0	0	0	0	65,861	67,857	69,945	74,082	75,653	77,259	3,698	3,786	5,923	2,796	2,815	2,929	0
26,744	100,000	1	2	2	28	1	2	2	2	0	0	96,469	99,750	100,783	89,898	58,404	35,078	7,000	4,000	49	5,000	4,000	10,000	0
26,745	160,000	1	2	2	30	-1	-1	-1	-1	-1	-2	3,197	1,936	2,329	2,332	-4	-4	1,941	2,645	2,339	0	0	0	0
26,746	60,000	1	1	2	29	0	0	0	0	0	0	31,235	31,462	31,499	16,773	11,568	9,727	6,050	6,037	5,084	6,000	4,000	3,832	0
26,747	220,000	1	1	2	29	1	2	2	2	2	2	31,012	30,215	33,117	32,286	34,320	33,634	0	3,400	0	2,576	0	2,671	1
26,748	50,000	1	1	2	29	-1	-1	-1	-1	-1	-1	2,159	1,956	5,592	10,676	671	9,826	1,961	5,608	11,906	673	9,855	7,627	1
26,749	160,000	1	2	2	27	-2	-2	-2	-2	-2	-2	2,161	1,672	2,579	2,313	2,287	3,442	1,681	2,717	2,324	2,298	3,462	2,637	0
26,750	60,000	1	2	2	27	2	0	0	2	0	0	58,598	56,486	60,877	56,138	56,806	57,935	2,632	5,924	0	2,200	2,200	2,290	1
26,751	210,000	1	1	2	28	-2	-2	-2	-2	-2	-2	15,648	2,008	-4,291	-4,291	-4,291	-4,291	2,500	0	0	0	0	0	0
26,752	360,000	1	1	2	27	0	0	0	0	0	0	375,392	373,004	371,567	375,352	316,076	314,588	13,290	14,012	20,000	16,000	16,000	290,000	0
26,753	120,000	1	1	2	28	0	0	0	0	0	0	59,688	57,627	58,417	49,050	49,722	48,898	3,000	3,000	2,000	2,000	2,000	3,000	0
26,754	250,000	1	3	1	28	0	0	0	0	0	0	149,499	119,726	111,690	114,776	110,902	114,018	15,000	10,000	10,000	10,000	5,000	5,000	0
26,755	210,000	1	2	2	28	-1	0	0	0	-2	-2	4,432	5,373	6,200	0	0	0	1,173	1,000	0	0	0	0	0
26,756	380,000	1	1	2	28	-2	-2	-2	-2	-2	-2	1,294	1,058	359	359	359	509	1,058	359	359	359	509	359	0
26,757	240,000	1	2	2	27	0	0	0	0	0	0	81,861	81,446	82,907	84,832	87,123	85,363	15,000	4,000	4,000	4,000	3,000	3,000	0
26,758	20,000	1	3	2	27	1	2	0	0	0	0	20,079	18,696	19,872	20,100	19,704	18,004	0	1,782	1,400	394	0	226	0
26,759	50,000	1	2	2	27	0	0	0	0	0	0	19,657	20,723	21,784	22,794	23,115	23,752	1,700	1,700	1,679	1,000	1,010	1,400	0
26,760	200,000	1	2	2	29	-1	0	0	2	0	0	10,538	16,201	20,926	20,260	24,754	29,383	6,201	5,000	0	5,000	5,054	5,054	1
26,761	470,000	1	1	2	31	0	0	0	0	0	0	99,931	95,096	80,388	75,631	71,464	65,915	5,070	4,019	2,019	2,120	2,096	1,744	0
26,762	50,000	1	2	2	25	0	0	0	2	2	0	18,894	21,258	23,590	24,896	24,200	26,630	3,000	3,000	2,000	0	3,000	1,500	0
26,763	180,000	1	1	2	29	1	-2	-1	-1	-2	-2	-366	-366	834	-96	-96	-96	0	1,200	0	0	0	0	0
26,764	180,000	1	1	2	26	0	0	0	0	0	0	131,653	132,462	130,598	98,336	86,862	88,618	5,002	5,004	3,416	3,074	3,500	3,179	0
26,765	190,000	1	1	2	27	2	2	2	0	0	2	114,355	124,449	121,093	123,126	131,120	134,135	13,500	0	5,500	10,000	5,200	5,000	1
26,766	180,000	1	1	2	26	-1	-1	-1	-1	-1	-1	758	0	1,022	2,004	0	2,051	0	1,022	2,016	0	2,051	0	1
26,767	50,000	1	2	2	25	0	0	0	0	0	0	48,065	48,355	49,009	49,949	50,479	50,702	1,800	1,844	2,200	2,000	1,800	2,038	0
26,768	20,000	1	1	2	25	0	0	0	0	0	0	18,069	17,905	18,712	19,682	18,384	18,768	2,180	1,400	1,300	1,000	680	1,100	0
26,769	80,000	1	2	2	25	0	0	0	-1	0	0	8,852	1,946	1,473	48,029	47,525	47,181	1,000	1,000	48,029	2,000	2,000	2,000	1
26,770	160,000	1	1	2	28	-1	-1	-1	-1	0	0	498	498	493	16,931	18,913	19,272	498	493	16,936	8,030	7,000	500	0
26,771	200,000	1	1	2	29	-1	-1	-1	-1	-1	-1	3,773	3,990	9,048	4,700	800	4,082	4,029	9,048	4,700	800	4,082	0	0
26,772	180,000	1	1	1	30	1	1	-2	-2	-2	-2	143,900	0	0	0	0	0	10,000	0	0	0	0	0	0
26,773	360,000	1	2	2	30	0	0	0	-1	-1	-1	282,222	154,050	0	18	18	18	7,100	0	18	0	0	2,034	0
26,774	50,000	1	2	2	25	2	2	2	2	2	-2	61,143	58,394	52,805	52,546	8,959	9,812	3,000	0	1,489	51,285	1,000	368	1
26,775	30,000	1	2	2	32	2	3	2	2	2	0	32,704	31,895	31,091	31,002	29,879	29,382	0	0	2,300	0	996	1,000	0
26,776	30,000	1	1	2	25	-1	0	0	0	0	0	1,581	2,282	2,964	3,360	5,038	4,833	1,046	1,044	1,072	1,750	182	2,000	0
26,777	100,000	1	2	2	28	0	0	2	0	0	0	82,238	100,753	93,209	89,813	55,359	32,227	20,000	0	3,501	3,021	5,011	53,408	0
26,778	260,000	1	1	2	29	-1	-1	-1	-1	-1	-1	396	792	4,970	4,012	3,651	5,600	792	4,970	4,012	3,651	5,600	396	1
26,779	240,000	1	1	2	29	0	-1	-1	-1	-1	-1	13,980	9,969	1,276	0	8,621	0	9,969	1,276	0	8,621	0	1,300	0
26,780	50,000	1	2	2	29	1	2	2	0	0	2	12,460	13,489	12,987	13,699	15,868	15,474	1,530	0	1,234	2,403	0	711	0
26,781	400,000	1	1	1	30	0	0	0	0	0	-2	12,820	15,463	50,040	22,072	6,712	5,286	5,427	37,505	10,077	233	5,312	6,991	0
26,782	70,000	1	1	2	27	0	0	2	4	3	3	51,923	55,699	61,285	59,727	60,669	59,442	5,265	7,064	0	2,500	0	0	1
26,783	280,000	1	3	2	30	0	0	0	0	0	0	104,252	107,034	109,958	112,850	115,092	117,496	4,510	4,654	4,730	4,119	4,258	4,292	0
26,784	80,000	1	1	2	30	-1	0	0	0	0	0	40,276	41,897	45,535	45,954	47,706	49,235	5,000	7,000	4,000	5,000	5,000	2,029	0
26,785	160,000	1	2	2	26	4	3	3	3	2	2	152,924	152,142	155,201	157,202	153,311	162,973	3,200	7,000	6,000	0	12,000	0	1
26,786	130,000	1	2	2	28	2	2	2	2	0	0	132,968	134,505	135,624	129,959	93,360	90,040	6,700	6,200	0	3,500	3,238	3,216	0
26,787	180,000	1	1	2	29	-1	-1	-1	-1	-1	-1	3,810	6,406	629	11,542	2,348	122	6,406	629	11,545	2,348	122	0	0
26,788	360,000	1	1	2	28	-2	-2	-2	-2	-2	-2	8,840	4,951	-17	1,815	1,035	460	4,951	0	1,832	1,035	460	635	0
26,789	260,000	1	1	2	29	0	0	0	0	0	0	256,503	254,732	244,860	245,165	236,120	237,705	9,248	9,021	8,767	8,317	8,736	10,025	1
26,790	50,000	1	3	2	29	1	-1	-1	-1	-1	-1	0	1,899	832	0	1,662	4,537	1,899	832	0	1,662	4,537	2,943	0
26,791	80,000	1	2	1	27	-1	0	0	0	0	0	79,690	80,976	57,827	46,390	45,354	43,112	3,181	2,050	1,684	1,564	1,558	2,000	0
26,792	230,000	1	1	2	26	0	0	0	0	0	0	42,314	37,735	32,358	114,443	111,520	105,779	1,804	2,713	106,028	3,827	5,060	30,000	0
26,793	70,000	1	2	2	26	1	2	2	2	0	0	71,160	67,381	72,192	70,444	71,900	0	0	6,516	0	3,300	0	500	0
26,794	270,000	1	2	2	27	0	0	0	0	0	0	24,689	29,520	29,722	36,276	19,065	17,937	10,058	10,339	10,034	54	10,088	6,368	0
26,795	220,000	1	1	2	27	0	0	-1	-1	-1	-1	34,686	8	1,744	55,164	49,967	7,839	8	2,178	55,200	50,148	10,107	0	0
26,796	260,000	1	2	1	28	0	0	0	0	0	0	226,244	230,647	211,483	153,072	156,149	144,646	8,304	10,044	6,000	5,576	6,000	6,200	0
26,797	160,000	1	1	2	28	-2	-2	-2	-2	-2	-2	2,235	13,695	390	4,080	3,390	390	13,695	390	4,080	3,390	390	390	0
26,798	280,000	1	1	1	34	-1	-1	-1	-2	-1	0	441	76	-21	-21	15,237	7,345	76	0	0	15,258	36	0	0
26,799	230,000	1	1	2	27	0	0	0	0	0	0	8,786	9,865	10,644	12,414	15,982	13,324	2,500	2,000	2,000	4,000	2,300	3,000	0
26,800	40,000	1	1	2	31	0	0	-1	-1	0	0	8,368	1,884	200	2,601	1,759	-125	1,000	200	2,601	100	0	2,412	0

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