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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
25,701	220,000	2	1	2	28	0	0	0	0	0	0	55,477	44,109	32,978	30,415	28,038	25,669	3,000	5,000	13,500	14,000	13,500	13,500	0
25,702	80,000	2	1	2	43	0	0	0	-2	-1	-1	80,958	77,783	-478	-1,739	1,261	1,261	1,556	0	0	4,261	1,261	540	0
25,703	200,000	2	3	0	45	-2	-2	-2	-2	-2	-2	399	2,430	0	399	1,396	0	2,430	0	399	1,396	0	0	0
25,704	20,000	2	1	2	29	1	-1	-1	-1	-1	-1	0	2,494	3,967	1,364	600	0	2,494	3,967	1,370	600	0	0	0
25,705	260,000	2	1	2	29	2	2	-1	-1	-1	0	792	396	396	396	792	396	0	396	396	792	0	396	1
25,706	430,000	2	1	2	29	0	0	0	0	0	0	111,409	114,071	116,749	118,319	121,351	125,225	6,000	6,000	5,000	5,000	6,000	5,000	0
25,707	360,000	2	1	1	39	-1	-1	-1	-1	-1	-1	21,421	31,104	17,918	19,259	26,924	19,049	31,110	17,918	19,459	26,924	19,049	7,648	0
25,708	500,000	2	1	2	30	-1	-1	-1	-1	0	0	16,558	10,998	4,405	9,274	10,642	11,986	11,075	4,405	9,274	4,000	5,000	53,918	0
25,709	50,000	2	3	1	45	1	2	0	0	0	0	49,768	47,191	49,422	49,586	30,023	28,373	0	3,000	1,500	5,000	2,000	2,000	0
25,710	50,000	2	2	1	47	0	0	0	0	0	0	46,170	47,155	48,052	49,491	28,618	29,217	1,755	2,000	2,295	1,000	1,048	1,058	0
25,711	360,000	2	1	2	35	-2	-2	-2	-2	-2	-2	-3	-3	-3	-3	-3	597	0	0	0	0	600	590	0
25,712	10,000	2	3	2	36	-1	0	0	0	0	0	3,671	4,945	6,157	7,172	8,048	8,318	1,500	1,300	1,124	1,000	400	500	0
25,713	220,000	2	1	2	32	1	-1	-1	-1	0	-1	0	4,048	4,925	12,554	1,036	522	4,048	4,925	12,606	0	572	7,656	0
25,714	110,000	2	2	2	33	0	0	0	0	0	0	103,195	102,713	103,034	103,112	94,403	96,072	5,200	3,804	4,500	3,400	3,500	7,700	1
25,715	290,000	2	2	2	34	0	0	0	0	0	0	284,150	288,493	295,333	285,867	240,773	242,655	12,000	12,500	11,000	8,000	9,300	9,000	0
25,716	110,000	2	2	1	35	0	0	0	0	0	0	28,969	29,568	30,379	84,257	84,762	86,139	1,500	1,706	55,000	3,200	3,300	3,300	0
25,717	120,000	2	2	2	40	1	-2	-2	-2	-2	-2	-200	-200	-200	-200	0	8,360	0	0	0	200	8,360	0	0
25,718	140,000	2	2	1	46	0	0	0	0	0	0	82,497	83,206	85,862	86,676	88,948	54,312	2,978	3,997	3,140	3,707	2,104	1,946	0
25,719	500,000	2	2	1	38	0	0	0	0	0	0	242,546	184,601	189,136	172,674	20,253	29,576	7,000	8,000	9,000	791	10,000	7,000	0
25,720	360,000	2	1	1	45	-2	-2	-2	-2	-2	-2	3,401	2,655	1,064	530	822	2,222	2,655	1,064	530	822	2,222	788	0
25,721	280,000	2	2	1	44	0	0	-1	-1	-2	-2	390	0	780	0	0	0	0	780	0	0	0	0	1
25,722	220,000	2	2	2	38	-1	-1	-1	-1	-1	-1	22,145	5,529	4,688	1,621	8,522	4,149	5,575	4,716	1,632	8,559	4,164	10,626	1
25,723	210,000	2	2	1	30	0	0	0	0	0	0	158,805	159,093	153,056	140,518	70,901	72,539	5,404	6,230	5,696	2,328	2,567	2,531	0
25,724	170,000	2	1	2	38	-1	-1	-1	-1	-2	-2	822	-3	1,243	0	0	0	0	1,246	0	0	0	0	0
25,725	50,000	2	1	2	23	0	0	0	0	0	0	15,213	16,253	17,289	18,396	19,089	19,629	1,300	1,300	1,400	1,000	1,000	1,043	0
25,726	300,000	2	1	1	34	2	0	0	2	0	0	74,917	70,878	68,463	52,987	46,867	16,335	3,028	4,560	78	3,171	5,015	5,047	1
25,727	160,000	2	1	2	30	-2	-2	-2	-2	-1	-1	2,000	1,000	1,000	1,000	12,234	11,960	1,000	1,000	1,000	12,234	1,200	65,157	1
25,728	320,000	2	2	2	26	1	3	2	2	2	0	303,926	305,625	299,382	316,898	310,361	312,581	8,100	0	24,100	0	11,700	12,000	1
25,729	280,000	2	3	1	37	0	0	0	0	0	0	199,046	184,586	185,067	177,878	140,710	81,033	8,200	7,500	9,000	6,500	5,000	2,000	0
25,730	290,000	2	1	2	31	0	0	0	0	0	0	41,879	42,882	43,992	45,061	46,998	51,046	2,000	2,100	2,100	3,000	5,000	2,050	0
25,731	20,000	2	3	2	41	0	0	2	0	0	0	19,080	20,303	19,302	19,897	19,895	20,313	3,000	0	1,311	699	725	711	0
25,732	80,000	2	3	1	37	0	0	-2	-2	-2	-1	47,751	-215	855,086	632	632	124,542	215	1,024,516	632	632	124,542	14,770	0
25,733	200,000	2	3	1	47	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
25,734	270,000	2	1	2	29	-2	-2	-2	-2	-2	-2	990	5,850	0	0	0	0	5,850	0	0	0	0	0	0
25,735	200,000	2	1	1	46	-1	-1	-1	-1	-1	-1	10,687	18,021	3,275	5,430	6,683	7,790	18,031	3,275	5,430	6,871	7,790	8,901	0
25,736	130,000	2	2	1	39	0	0	0	0	0	0	125,816	125,804	124,030	119,966	89,588	91,178	7,166	7,501	6,621	3,501	3,501	3,612	0
25,737	30,000	2	2	2	35	2	2	0	0	0	0	25,368	24,662	26,001	27,012	27,241	27,812	0	1,739	1,750	975	1,010	3,226	1
25,738	60,000	2	2	1	29	-1	-1	-1	-1	-1	-1	1,033	2,076	26	3,742	3,352	3,570	2,081	26	4,822	3,352	3,570	1,799	0
25,739	180,000	2	1	2	34	0	0	0	0	0	2	85,129	88,701	91,356	94,820	100,740	99,015	5,000	5,000	5,000	7,500	0	6,000	1
25,740	90,000	2	2	1	45	2	2	2	2	2	2	45,820	46,770	45,741	48,729	49,628	50,680	2,000	0	3,755	2,000	2,000	2,100	1
25,741	430,000	2	1	1	43	0	-1	-1	-1	-1	-1	30,000	28,490	33,490	30,636	30,240	0	28,647	35,000	30,636	30,241	0	179	0
25,742	30,000	2	2	1	37	3	3	3	2	0	0	27,672	28,911	29,163	28,380	28,636	30,290	2,000	1,000	0	1,000	2,100	1,500	1
25,743	190,000	2	2	2	40	0	0	0	0	0	0	182,923	183,436	162,537	157,497	155,297	153,594	8,059	7,741	7,201	4,815	4,927	5,380	1
25,744	240,000	2	1	2	31	2	0	0	0	0	0	179,483	183,151	185,490	189,351	193,115	197,445	8,151	6,790	6,951	6,915	7,445	7,248	1
25,745	240,000	2	1	1	33	-1	-1	-2	-2	-2	-2	2,193	0	0	0	2,500	0	0	0	0	2,500	0	880	0
25,746	240,000	2	2	1	38	0	0	2	0	0	2	32,981	47,320	46,392	51,652	54,969	42,373	15,000	0	6,000	4,059	14	10,022	0
25,747	160,000	2	2	1	41	1	-1	-1	-1	-1	-1	0	1,496	1,496	1,496	1,496	1,496	1,496	1,496	1,496	1,496	1,496	1,496	0
25,748	110,000	2	2	1	28	0	0	2	0	0	0	96,131	106,932	103,381	75,794	76,947	79,105	14,000	27	4,000	3,000	3,000	10,000	0
25,749	360,000	2	1	2	30	-1	-1	-1	0	0	0	13,861	7,795	4,489	10,218	6,509	15,156	7,884	4,808	10,044	4,006	10,046	12,087	0
25,750	130,000	2	3	1	43	0	0	0	0	0	0	126,965	130,067	129,385	96,775	98,071	97,743	6,739	5,540	4,403	3,814	3,562	4,021	1
25,751	30,000	2	2	1	38	0	0	2	0	0	2	2,433	4,772	2,897	3,236	3,575	1,764	4,000	0	2,000	2,000	0	1,900	1
25,752	370,000	2	1	2	30	-1	-1	-1	-1	0	0	17,004	19,254	342	18,295	14,386	11,961	19,254	432	19,584	0	0	1,569	0
25,753	120,000	2	3	2	31	1	2	0	0	0	0	122,806	119,325	112,976	63,658	38,495	38,226	15	3,500	2,000	1,500	1,500	5,000	0
25,754	100,000	2	2	2	31	1	-2	-1	-1	-1	-2	0	0	680	837	0	0	0	680	837	0	0	0	0
25,755	80,000	2	5	2	33	-2	-2	-1	0	0	0	5,833	0	15,728	9,265	10,400	0	0	15,728	1,500	1,400	0	0	0
25,756	120,000	2	2	1	30	0	0	0	0	0	0	101,596	102,860	104,694	103,058	71,095	47,379	3,706	5,502	4,204	3,017	2,005	1,702	0
25,757	290,000	2	2	1	33	0	0	0	0	0	0	149,495	117,275	110,481	107,735	100,195	84,268	3,721	3,700	4,005	4,000	3,000	2,928	0
25,758	150,000	2	3	2	35	0	0	0	0	0	0	145,063	134,701	133,145	120,821	107,280	105,510	5,000	5,000	4,030	4,000	4,000	4,000	0
25,759	270,000	2	2	1	28	0	0	0	0	0	0	322,249	298,700	308,133	263,516	94,062	92,618	10,000	13,000	12,000	5,000	4,000	5,000	0
25,760	20,000	2	2	2	29	0	0	0	0	0	0	17,648	13,580	14,204	15,345	17,764	20,049	3,000	5,007	3,000	3,000	3,000	3,000	0
25,761	360,000	2	1	1	31	-2	-1	-1	-2	-2	-2	-4	434	0	0	0	0	438	0	0	0	0	0	1
25,762	320,000	2	1	2	30	-2	-2	-2	-2	-2	-2	633	8,226	12,664	1,316	326	598	8,226	12,850	1,316	326	598	8,615	0
25,763	260,000	2	1	1	31	0	0	-1	0	0	0	33,142	34,048	55,117	57,782	184,810	171,006	2,000	56,714	4,100	160,000	7,000	7,000	0
25,764	320,000	2	1	1	38	2	2	-2	-2	-2	-2	2,500	0	0	0	0	0	0	0	0	0	0	0	1
25,765	360,000	2	1	2	32	0	0	0	0	0	0	272,112	272,444	256,974	241,226	241,673	233,157	10,130	12,649	8,916	7,725	8,900	6,956	0
25,766	190,000	2	1	2	40	-1	-1	-1	-1	-1	-1	991	991	991	666	991	1,316	991	991	666	991	1,316	816	0
25,767	330,000	2	1	1	31	0	0	0	0	0	0	132,514	137,347	391,478	142,842	143,257	144,783	10,000	65,042	12,000	5,000	6,000	6,000	0
25,768	90,000	2	2	1	33	0	0	0	2	0	0	27,180	26,772	70,398	56,266	47,804	44,230	1,405	56,388	112	1,779	1,786	5,414	1
25,769	240,000	2	1	1	41	0	0	0	2	3	3	102,488	105,785	109,082	119,221	118,144	118,029	6,500	6,500	13,500	2,300	2,002	0	0
25,770	280,000	2	1	2	30	-1	-1	-1	-1	-1	-1	8,010	-11	25,351	17,900	3,529	892	3,375	25,362	18,684	3,529	892	958	0
25,771	360,000	2	1	2	31	-2	-2	-2	-2	-2	-2	19,847	15,979	6,450	13,166	23,964	5,470	16,059	6,482	13,242	24,011	5,497	5,415	0
25,772	350,000	2	1	1	33	0	-1	-1	-1	-1	-1	82,964	68,532	17,926	17,966	30,741	31,088	68,940	18,018	18,058	30,897	31,244	88,461	1
25,773	420,000	2	2	1	33	0	0	0	0	0	0	52,018	60,519	67,083	69,424	63,523	60,630	10,000	10,083	10,094	10,000	2,500	5,000	0
25,774	280,000	2	2	2	42	0	0	0	0	0	0	272,190	266,459	228,907	234,179	180,684	184,319	9,910	9,000	9,329	7,000	6,511	5,500	0
25,775	70,000	2	2	1	44	0	0	0	0	0	0	79,346	75,146	76,717	70,281	30,343	29,782	2,794	2,888	26,850	1,047	1,088	996	0
25,776	140,000	2	1	2	32	0	0	0	0	0	0	131,540	135,062	138,303	67,695	69,068	70,512	5,701	6,302	3,000	2,500	2,555	3,000	0
25,777	60,000	2	2	2	31	0	0	0	0	0	0	57,092	58,173	59,626	55,775	28,187	28,978	3,000	3,400	2,300	1,200	1,200	1,500	0
25,778	110,000	2	2	1	33	0	0	2	2	2	2	84,880	90,834	92,696	93,794	91,392	97,029	8,300	4,200	3,500	0	7,300	3,800	0
25,779	300,000	2	2	1	46	1	-2	-1	0	-1	-1	0	0	194	1,375	13,970	1,672	0	194	1,181	14,039	1,679	4,156	0
25,780	80,000	2	3	2	41	0	0	0	0	0	0	78,069	54,955	27,911	11,687	11,926	11,926	1,576	1,589	1,000	239	0	1,696	0
25,781	200,000	2	2	1	32	0	0	-2	-2	-2	-2	10,701	0	0	0	0	0	0	0	0	0	0	0	0
25,782	450,000	2	2	2	42	-1	-1	-1	-1	0	-1	182	885	1,099	2,998	2,757	623	889	1,104	2,999	68	626	688	0
25,783	140,000	2	3	2	43	0	0	0	0	0	0	141,036	141,558	132,406	120,046	92,820	90,525	4,504	6,213	5,423	3,400	4,000	4,000	0
25,784	150,000	2	1	2	37	-1	-1	-1	-1	0	0	20,224	24,837	4,159	15,089	2,233	0	24,840	4,159	17,589	0	0	500	0
25,785	80,000	2	2	1	31	0	0	0	0	0	0	115,293	75,861	32,282	32,869	31,988	48,431	2,006	2,000	1,520	888	16,696	1,700	0
25,786	200,000	2	2	1	35	-2	-2	-2	-2	-2	-2	3,023	3,965	6,843	1,320	5,983	1,922	3,965	6,880	1,320	5,983	1,922	12,652	0
25,787	360,000	2	2	1	44	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
25,788	160,000	2	2	1	37	0	0	2	0	0	0	45,966	48,783	47,681	46,039	47,197	46,683	3,900	0	1,742	1,900	1,703	3,612	0
25,789	200,000	2	1	2	33	-2	-2	-2	-2	-2	-2	9,099	3,771	664	0	641	5,506	3,775	664	0	641	5,506	1,847	0
25,790	150,000	2	1	1	35	-1	-1	-1	-2	-1	-1	3,003	2,688	3,125	9,643	4,383	2,225	2,698	3,137	9,643	4,395	2,229	3,041	0
25,791	50,000	2	2	2	38	-1	-1	-1	-1	-1	-1	390	390	390	390	390	390	390	390	390	390	390	390	0
25,792	360,000	2	2	1	45	0	0	0	0	0	0	222,505	199,464	182,886	109,556	111,286	90,580	8,000	7,565	4,100	4,027	3,445	2,000	0
25,793	500,000	2	1	1	32	-1	-1	-1	-1	0	0	93,174	45,860	28,362	41,489	44,158	37,880	45,979	28,435	41,503	31,748	25,449	22,999	0
25,794	220,000	2	1	1	31	0	0	0	0	0	0	218,796	178,554	126,132	120,827	119,823	119,460	5,539	7,449	3,005	2,400	21,577	10,000	0
25,795	220,000	2	2	2	37	-2	-2	-2	-2	-2	-2	2,662	1,918	4,626	5,602	769	5,595	1,918	4,626	5,602	769	5,595	2,538	0
25,796	80,000	2	2	1	45	0	0	0	0	0	0	77,995	79,552	81,392	80,966	79,295	81,142	2,855	3,130	3,107	2,847	3,134	3,072	0
25,797	200,000	2	2	2	38	-2	-2	-2	-2	-2	-2	3,000	3,000	3,000	3,000	3,000	3,000	3,000	3,000	3,000	3,000	3,000	3,000	0
25,798	100,000	2	1	2	38	2	2	2	2	2	2	37,566	37,160	39,750	40,298	40,835	41,529	500	3,500	1,500	1,500	1,500	2,000	1
25,799	260,000	2	1	1	32	-2	-2	-2	-2	-2	-2	0	0	0	0	0	1,150	0	0	0	0	1,150	0	1
25,800	300,000	2	5	2	37	-2	-2	-1	-1	0	0	-1,244	3,751	54,478	10,424	13,762	11,428	6,425	54,478	10,424	3,762	229	1,423	0

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