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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
5,601	80,000	2	2	1	23	2	0	0	0	0	0	82,628	134,880	67,325	68,652	70,388	76,743	2,500	2,404	3,000	2,800	7,700	0	1
5,602	70,000	2	2	2	33	0	0	0	0	0	2	14,320	15,383	16,318	17,048	18,772	18,320	1,600	1,500	1,000	2,000	0	1,000	0
5,603	50,000	2	1	2	29	0	0	0	0	0	0	41,897	17,304	16,544	14,787	15,975	17,098	4,000	2,000	3,000	3,000	3,000	3,000	0
5,604	220,000	2	2	2	38	0	0	0	0	0	0	142,846	146,533	151,098	153,094	156,295	151,840	6,000	7,000	6,000	6,000	10,000	10,000	0
5,605	70,000	1	2	2	29	0	0	0	2	0	0	56,626	58,512	61,926	60,332	61,658	65,561	2,800	5,000	0	2,300	4,950	2,700	1
5,606	340,000	2	1	1	39	0	0	0	0	0	0	250,571	251,917	256,908	260,462	265,927	271,766	9,125	11,750	9,325	9,665	10,274	9,832	0
5,607	20,000	2	3	1	43	-1	-1	-1	0	-1	-1	390	0	780	390	390	0	0	1,170	0	390	0	780	0
5,608	300,000	2	2	2	32	0	0	0	0	0	0	139,578	123,041	110,751	99,222	83,859	72,220	6,000	4,500	3,500	3,000	3,000	7,500	0
5,609	180,000	2	1	2	29	-2	-2	-2	-2	-2	-2	0	0	432	0	0	0	0	432	0	0	0	0	0
5,610	60,000	1	2	2	33	1	-2	-2	-2	-2	-1	-64	-64	-64	-64	-64	16,759	0	0	0	0	17,000	13,000	0
5,611	160,000	2	2	2	27	2	2	2	2	2	2	157,818	161,308	162,923	161,481	155,819	168,283	7,500	5,800	5,700	0	18,100	0	1
5,612	50,000	1	2	2	37	0	0	0	0	0	0	50,148	50,522	50,073	49,130	48,658	0	2,064	2,005	1,367	1,700	0	0	0
5,613	100,000	2	1	1	38	-1	-1	-1	-1	-1	-1	1,669	710	1,824	1,968	0	640	710	1,824	1,968	0	640	0	0
5,614	60,000	2	3	1	48	-1	-1	-2	-2	-2	-1	2,970	430	430	717	430	4,171	430	430	717	430	4,171	2,914	0
5,615	30,000	1	2	2	23	0	0	0	0	0	0	26,725	28,289	29,489	30,237	30,504	29,771	2,000	2,000	1,502	1,112	1,100	2,000	0
5,616	500,000	2	2	2	33	-2	-2	-2	-1	0	0	13,284	17,262	81,198	40,049	54,258	59,569	17,311	81,938	40,060	30,000	20,000	10,000	0
5,617	20,000	2	2	1	35	0	0	0	0	0	0	18,126	19,174	20,095	18,583	19,313	36,046	1,347	1,268	1,000	1,000	1,000	1,000	0
5,618	50,000	2	2	2	23	0	0	-1	-1	-1	-1	35,131	6,559	836	836	836	3,300	5,582	836	836	836	3,300	1,476	0
5,619	180,000	2	2	1	35	0	0	0	0	0	0	174,635	173,281	175,102	134,494	135,881	124,651	8,155	8,199	4,960	5,404	4,686	4,563	0
5,620	90,000	2	2	2	23	0	0	0	0	0	0	19,204	12,681	14,155	14,916	15,673	17,404	2,000	2,000	1,000	1,000	2,000	2,000	0
5,621	150,000	2	2	1	33	0	0	0	0	0	0	37,794	39,240	40,653	41,249	42,356	43,278	2,000	2,000	1,500	1,700	1,700	1,668	0
5,622	30,000	1	2	1	44	0	0	0	0	0	-2	30,003	30,470	30,147	26,030	0	0	1,643	1,420	913	700	0	0	0
5,623	130,000	1	3	2	45	0	0	-1	0	-1	-1	13,513	11,800	2,522	1,261	390	390	1,000	2,522	0	390	390	390	0
5,624	80,000	2	3	1	39	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
5,625	210,000	2	2	1	33	0	0	0	0	0	0	206,409	198,390	200,035	96,882	99,087	101,427	8,546	7,542	11,538	3,735	4,129	2,821	0
5,626	530,000	2	1	2	39	0	0	0	0	0	0	439,330	407,763	364,298	345,867	346,676	352,736	17,045	14,089	11,962	11,763	12,557	12,496	0
5,627	360,000	1	2	1	51	1	3	2	0	0	0	3,551	3,348	2,504	1,878	1,252	626	0	0	0	0	0	626	1
5,628	140,000	2	2	2	36	0	0	0	0	0	0	134,183	136,457	97,395	99,249	77,188	71,675	8,144	6,812	5,036	3,000	15,000	10,000	0
5,629	20,000	2	2	1	24	2	0	0	0	0	0	19,618	17,576	18,266	18,637	19,028	14,924	1,451	1,141	512	533	1,000	600	0
5,630	200,000	2	1	1	40	-1	-1	-1	-1	-1	-1	316	316	316	316	316	316	316	316	316	316	316	316	0
5,631	40,000	2	2	2	25	0	0	0	2	0	0	39,092	39,816	40,817	39,082	38,091	40,159	1,967	3,300	0	1,400	3,100	0	1
5,632	200,000	1	3	2	27	0	0	0	0	0	0	60,225	61,040	32,298	31,046	21,581	16,001	4,119	5,000	3,037	3,025	3,035	3,000	0
5,633	90,000	1	5	2	34	0	0	0	0	0	0	101,023	97,045	102,372	100,794	98,277	96,735	3,580	13,000	7,000	6,000	7,000	8,200	0
5,634	410,000	1	2	1	45	0	0	0	0	0	0	278,405	285,415	279,484	274,639	281,158	288,051	13,000	10,515	9,884	11,000	11,425	11,700	0
5,635	170,000	2	3	2	42	0	0	0	0	0	0	77,795	66,420	83,733	89,389	97,696	101,063	5,000	20,000	8,000	10,000	5,000	4,000	0
5,636	230,000	2	1	1	37	0	0	0	0	0	0	89,299	90,714	86,954	76,098	76,501	64,763	5,000	5,000	3,000	4,000	5,000	5,000	0
5,637	210,000	2	2	2	42	-1	-1	-1	0	-1	-1	1,631	1,024	1,520	916	586	1,466	1,024	1,520	0	586	1,466	427	0
5,638	200,000	1	2	2	29	0	0	0	0	0	2	7,468	34,399	36,792	49,648	33,498	30,895	30,035	10,008	15,011	5,010	153	14,100	0
5,639	50,000	2	1	2	25	1	2	0	0	0	0	43,099	42,133	43,127	44,210	45,844	49,869	0	2,000	1,800	2,500	5,500	1,801	0
5,640	130,000	1	2	2	42	0	0	0	0	0	0	83,521	84,373	86,004	87,718	90,720	87,851	3,087	3,059	3,080	4,355	3,323	3,192	0
5,641	210,000	1	2	2	34	0	0	0	0	-1	-1	24,708	21,544	41,616	34,833	17,628	2,400	1,995	21,067	14,492	17,680	2,407	497	0
5,642	130,000	2	2	2	42	0	0	0	0	0	0	42,946	43,969	44,975	45,723	46,515	47,450	1,676	1,682	1,430	1,318	1,331	1,525	0
5,643	80,000	2	2	2	41	-1	2	2	2	2	2	66,053	67,397	68,193	69,465	70,545	72,233	3,000	2,500	3,000	2,500	3,000	0	0
5,644	360,000	2	2	1	49	-1	-1	-2	-2	-2	-2	15,000	0	0	0	0	0	0	0	0	0	0	780	0
5,645	500,000	1	1	1	42	1	1	0	0	0	0	9,615	9,996	177,741	163,299	159,110	135,658	1,054	177,080	4,425	5,666	4,825	100,225	0
5,646	60,000	2	2	1	53	-1	-1	-1	-1	-1	-1	390	390	390	390	540	390	390	390	390	540	390	390	1
5,647	160,000	2	2	2	26	0	0	0	0	-1	-1	8,218	4,450	3,291	1,623	905	0	1,216	1,000	32	905	0	0	0
5,648	50,000	2	2	2	22	2	0	0	0	0	0	47,076	48,628	48,524	8,411	8,587	8,758	2,617	2,463	350	311	313	324	1
5,649	50,000	1	3	1	33	0	0	0	2	0	0	19,374	17,772	20,090	19,052	19,601	16,460	1,346	2,664	1,261	782	606	583	0
5,650	360,000	1	1	2	36	0	0	0	0	0	-1	256,324	246,283	211,725	49,064	19,272	18,609	12,009	9,530	2,116	9,291	18,718	19,333	0
5,651	30,000	2	2	2	38	1	-2	-2	-1	2	2	0	0	0	239	89	589	0	0	239	0	500	0	0
5,652	20,000	2	2	2	27	-1	2	-1	2	0	0	226	226	4,294	2,863	1,583	1,320	0	4,294	0	0	150	0	0
5,653	360,000	2	1	1	32	0	0	0	0	-1	0	37,736	28,746	19,783	17,738	1,262	382	1,174	1,100	396	1,266	9	7,643	1
5,654	50,000	2	1	2	28	0	0	0	0	0	0	6,608	4,571	6,260	6,760	4,762	5,684	2,000	2,000	500	2,000	2,000	1,000	0
5,655	460,000	2	1	1	43	-2	-2	-2	-2	-2	-2	7,677	21,748	4,032	23,724	12,972	11,111	21,958	4,052	23,862	13,036	11,167	45,034	0
5,656	20,000	1	2	2	24	-1	2	2	2	0	0	19,318	18,735	20,905	20,270	19,409	19,954	0	2,480	0	1,000	1,035	1,000	0
5,657	330,000	1	2	1	39	1	-1	-1	0	0	0	-208	208	125,755	128,671	132,598	136,229	416	125,755	5,000	6,000	6,000	10,000	0
5,658	200,000	2	3	1	29	1	-2	-1	-1	-1	-1	0	0	1,000	34,614	749	0	0	1,000	34,614	749	0	0	0
5,659	50,000	2	2	1	38	2	2	2	2	0	0	50,965	50,956	50,603	49,788	37,353	0	1,101	1,500	39	1,280	0	0	1
5,660	50,000	2	2	1	24	0	0	0	0	0	0	7,052	2,105	7,358	2,912	2,881	553	2,003	7,000	2,900	2,500	400	0	0
5,661	50,000	1	2	2	24	1	-1	-1	-1	-1	-1	-22	834	-639	1,559	-205	613	3,000	0	3,000	0	2,000	1,000	0
5,662	270,000	2	2	1	42	-1	-1	2	-1	-1	-1	1,138	11,899	5,794	19,857	3,681	3,188	11,921	329	20,218	3,699	3,204	13,193	0
5,663	200,000	2	2	1	33	-1	-1	-1	-1	0	0	7,770	3,266	200	15,845	15,845	-39	5,846	200	15,845	0	0	0	0
5,664	300,000	2	2	2	28	0	0	0	0	0	0	199,801	121,321	94,524	86,637	78,939	70,689	5,017	3,200	3,500	3,000	3,000	74,000	0
5,665	50,000	2	1	2	26	1	-2	-2	-2	-1	-1	-1	-1	-1	-1	349	350	0	0	0	350	351	4,076	0
5,666	250,000	2	3	1	55	0	0	0	0	0	0	296,963	237,684	178,151	180,993	155,516	125,063	8,000	7,400	9,700	5,100	4,500	4,012	1
5,667	400,000	1	1	2	33	0	0	0	-2	-2	-1	201,800	205,150	0	0	0	91,057	9,150	0	0	0	91,057	100,000	0
5,668	360,000	2	1	2	27	0	0	0	0	0	0	119,138	100,553	96,679	79,703	71,682	24,230	20,006	25,006	20,200	40,000	0	0	0
5,669	120,000	2	2	1	29	0	0	0	0	0	0	122,842	123,704	123,291	121,242	121,403	121,863	6,500	6,100	4,603	4,774	9,000	0	1
5,670	50,000	2	2	1	49	2	0	0	0	0	0	19,169	20,195	21,207	21,628	22,233	22,519	1,341	1,353	774	953	805	832	1
5,671	340,000	2	2	1	40	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
5,672	180,000	1	2	2	29	0	0	0	0	0	0	98,535	99,196	98,905	75,576	59,889	51,422	3,977	6,516	1,611	3,000	7,080	1,132	0
5,673	50,000	2	1	2	23	1	-1	0	0	0	0	-1,971	50,265	45,397	45,256	28,355	16,624	53,267	1,835	3,039	0	7,000	9,300	0
5,674	150,000	1	2	2	37	-1	0	0	0	0	0	111,880	106,841	102,490	103,711	104,153	103,240	4,000	3,700	3,700	3,756	3,800	3,500	0
5,675	100,000	2	2	1	41	2	2	2	2	2	0	97,031	96,919	93,277	97,576	94,742	95,578	3,500	0	7,000	0	3,600	4,000	1
5,676	200,000	2	2	2	28	1	-1	-1	-1	-1	-1	0	1,732	828	0	497	1,809	1,732	828	0	497	1,809	0	0
5,677	160,000	1	2	2	43	0	0	-2	-2	-2	-2	8,460	0	0	0	0	0	0	0	0	0	0	0	0
5,678	50,000	1	3	1	55	0	0	0	0	0	0	44,258	28,040	27,935	51,904	24,147	24,425	2,489	1,384	841	1,013	819	15,154	0
5,679	150,000	2	2	1	40	0	0	0	0	0	0	40,548	41,597	42,405	43,498	44,596	45,700	2,000	1,800	1,800	1,800	2,000	1,800	0
5,680	50,000	2	3	1	52	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
5,681	220,000	2	2	2	36	0	0	0	0	0	0	126,695	106,534	109,884	106,114	108,202	110,938	4,000	5,500	3,775	4,100	5,000	4,500	0
5,682	30,000	2	2	1	23	2	2	2	2	2	2	11,851	14,416	13,887	14,564	15,183	14,790	2,762	0	910	1,000	0	1,200	1
5,683	30,000	2	2	1	26	2	0	0	0	0	2	25,369	23,073	21,520	18,669	15,710	15,308	1,700	1,600	700	1,401	0	600	1
5,684	50,000	2	3	2	57	0	0	0	0	0	0	18,599	18,598	18,835	18,475	18,135	17,777	1,321	1,278	638	654	659	557	0
5,685	160,000	2	2	2	35	0	0	2	0	0	0	25,590	29,169	28,406	28,836	30,208	30,853	4,000	0	1,200	2,000	1,300	1,291	0
5,686	180,000	1	1	2	31	-2	-2	-2	-2	-2	-2	0	48,544	17,700	4,270	0	19,331	48,544	17,700	4,270	0	19,331	0	0
5,687	190,000	1	1	1	31	0	0	0	0	0	0	158,416	124,910	95,406	95,313	48,731	87,197	6,004	5,148	5,313	3,000	40,000	0	0
5,688	480,000	2	1	1	39	0	0	-1	0	0	0	106,660	400,000	66,270	80,274	82,160	110,773	302,000	66,270	15,000	3,044	30,042	34,048	0
5,689	270,000	2	1	2	32	0	0	0	0	0	-1	25,343	40,414	39,956	39,827	9,456	386	20,000	5,000	5,000	1,000	386	0	0
5,690	200,000	1	2	2	37	-2	-2	-2	-2	-2	-2	162	536	0	495	0	0	536	0	495	0	0	546	0
5,691	80,000	1	1	2	38	-1	-1	-1	0	-1	-1	780	259	7,544	390	390	332	259	7,544	0	390	332	780	1
5,692	410,000	1	2	1	36	-2	-2	-2	-2	-1	-1	3,827	9,921	28,961	2,954	9,942	2,628	10,534	29,750	3,483	10,470	2,636	122,005	0
5,693	50,000	2	1	2	25	-1	2	0	0	0	-1	2,823	1,760	2,640	1,760	880	1,910	0	1,760	0	0	1,910	0	1
5,694	50,000	2	3	2	42	0	0	0	0	0	0	2,389	3,405	4,414	4,653	4,596	4,688	1,064	1,073	312	166	168	174	0
5,695	210,000	1	1	1	39	-2	-2	-2	-1	-1	-2	980	0	650	3,446	0	0	0	650	3,446	0	0	0	1
5,696	20,000	1	1	2	28	0	0	0	0	0	0	16,196	17,232	18,339	18,734	19,281	19,413	1,600	1,700	1,000	1,000	556	193	0
5,697	150,000	2	1	2	28	0	0	0	0	0	0	109,835	110,255	110,247	110,955	105,145	105,377	5,500	5,300	3,853	4,000	4,000	3,952	0
5,698	130,000	2	1	2	25	1	2	-1	-1	-1	-1	2,576	2,356	5,978	2,750	3,641	1,735	0	6,000	2,750	3,641	1,735	7,290	1
5,699	200,000	2	1	2	26	0	0	0	0	0	0	121,830	91,216	93,099	94,949	96,929	98,909	3,311	3,400	3,400	3,512	3,586	3,148	0
5,700	110,000	2	2	2	23	0	0	0	0	0	0	106,963	101,958	85,914	73,638	72,119	73,764	5,023	3,900	2,600	5,000	3,000	3,000	0

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