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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
26,301	50,000	2	1	2	33	2	2	0	0	-1	0	60,679	54,947	54,425	48,313	19,399	19,804	0	4,500	1,200	71,941	619	563	1
26,302	130,000	2	3	2	35	0	0	0	0	0	0	3,929	4,857	5,771	8,659	10,503	11,329	1,000	1,000	3,000	2,000	1,000	1,000	0
26,303	160,000	2	2	2	44	0	0	0	0	0	0	118,809	125,323	170,449	96,739	126,139	154,884	10,000	50,000	20,000	30,000	30,000	5,000	0
26,304	160,000	2	2	1	42	2	2	-2	-2	-2	-2	346	0	0	0	0	0	0	0	0	0	0	0	0
26,305	90,000	2	1	2	29	0	0	0	0	0	0	8,927	9,124	10,220	12,044	27,847	8,251	8,000	10,000	10,016	25,000	8,000	26,000	0
26,306	50,000	2	2	1	42	0	0	0	0	0	0	41,077	42,072	43,414	44,126	45,004	46,100	1,681	2,023	1,735	1,613	1,823	2,053	0
26,307	210,000	2	1	2	29	-1	-1	-1	-1	-1	2	871	27,371	871	871	2,042	1,021	27,371	871	871	2,042	0	1,666	0
26,308	20,000	2	1	2	29	2	0	0	0	0	0	15,037	16,078	17,210	18,098	18,843	19,586	1,600	1,700	1,500	1,000	1,000	500	1
26,309	200,000	2	1	2	29	-1	-1	-1	-1	-1	-1	3,540	2,914	3,601	1,717	30,616	22,849	3,028	3,919	1,726	30,802	22,963	1,335	0
26,310	230,000	2	1	1	31	-1	-1	-2	-1	-1	-1	623	0	0	1,100	0	1,383	0	0	1,100	0	1,383	905	0
26,311	150,000	2	3	1	43	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
26,312	210,000	2	2	2	28	-2	-2	-2	-2	-2	-2	0	0	0	1,577	0	0	0	0	1,577	0	0	0	0
26,313	290,000	2	1	1	33	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
26,314	260,000	2	3	1	34	2	2	0	0	2	2	118,706	115,308	123,069	129,060	131,682	135,656	0	9,670	9,561	6,250	6,250	6,250	1
26,315	20,000	2	2	1	29	0	0	2	2	2	2	9,665	12,186	11,700	13,474	13,006	13,743	2,700	0	2,000	0	1,055	0	1
26,316	180,000	2	3	1	47	-1	-1	-1	-2	-2	-2	3,735	3,404	7,141	1,304	1,534	2,395	3,404	7,141	1,304	1,534	2,395	6,090	1
26,317	100,000	2	6	1	29	0	0	0	0	0	0	99,302	83,403	58,083	88,344	49,443	23,159	5,712	3,503	59,000	1,600	1,000	1,000	0
26,318	280,000	2	2	1	38	0	0	0	0	0	0	236,583	230,990	173,668	177,475	171,566	175,500	10,000	6,000	6,000	6,000	6,000	5,000	0
26,319	100,000	2	2	1	41	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
26,320	100,000	2	2	1	35	-2	-2	-2	-2	-2	-2	3,835	1,891	1,799	1,728	6,000	0	1,891	1,799	1,728	6,000	0	330	0
26,321	30,000	2	1	2	30	0	0	0	0	0	0	4,480	8,381	12,085	16,788	18,388	23,228	4,000	5,000	5,000	2,000	5,000	500	0
26,322	160,000	2	2	1	44	-1	-1	-2	-2	-2	-2	1,224	0	0	0	0	0	0	0	0	0	0	0	1
26,323	360,000	2	1	2	36	0	0	0	0	0	2	308,711	305,594	306,176	304,645	315,118	315,782	11,000	13,000	11,019	23,000	13,300	3	0
26,324	450,000	2	1	2	36	-1	-1	-1	-2	-2	-2	1,866	4,575	0	0	0	0	4,579	0	0	0	0	0	0
26,325	380,000	2	1	2	40	0	-1	-1	-1	-1	0	4,366	2,566	4,174	-192	15,011	12,990	2,566	4,174	192	16,350	2,000	55,500	1
26,326	120,000	2	2	1	42	-2	-2	-2	-2	-2	-2	0	338	488	137	324	471	338	488	137	324	471	0	0
26,327	160,000	2	1	1	47	1	2	0	0	2	0	89,006	86,694	88,898	94,289	91,875	94,405	0	4,500	7,800	0	4,000	3,700	1
26,328	50,000	2	1	2	33	0	0	2	2	2	2	25,123	27,773	28,627	32,708	31,886	33,808	3,400	1,600	4,900	0	2,600	1,500	1
26,329	170,000	2	2	2	34	0	0	0	0	-1	0	85,235	81,462	59,800	20,650	127,601	121,774	5,000	3,400	3,000	127,601	4,600	5,100	0
26,330	350,000	2	2	2	34	1	-1	2	-1	0	-1	-20	630	630	15,722	2,003	7,264	650	0	15,788	10	7,299	13,980	0
26,331	180,000	2	2	1	48	-2	-1	-1	-1	-1	-1	-15	2,116	1,494	7,780	8,416	0	2,131	1,494	7,780	8,416	0	1,316	0
26,332	100,000	2	1	1	38	0	0	0	0	0	0	68,916	66,762	68,566	65,132	48,738	51,020	3,000	5,000	2,436	3,000	3,000	2,000	0
26,333	50,000	2	1	2	26	0	0	-1	0	0	-1	4,041	1,343	2,174	3,479	3,006	810	1,200	2,500	3,000	1,000	900	48,578	0
26,334	180,000	2	1	2	30	-2	-2	-2	-2	-2	-2	50,055	5,320	9,758	6,494	32,830	3,267	5,320	10,008	6,500	32,830	3,267	2,650	0
26,335	150,000	2	1	2	31	1	-2	-2	-2	-2	-2	-512	-512	-512	-512	-508	-913	0	0	0	4	0	0	0
26,336	300,000	2	1	2	32	-2	-2	-2	-2	-2	-2	880	788	10,742	1,349	10,522	0	788	10,774	1,353	10,522	0	3,376	1
26,337	350,000	2	1	2	33	0	0	0	0	0	0	303,949	298,421	247,125	228,229	202,220	181,860	10,000	9,205	6,810	5,706	6,000	4,511	0
26,338	260,000	2	2	1	42	0	0	0	0	0	0	35,215	31,889	26,299	27,804	25,809	27,052	2,500	3,000	3,000	2,500	2,500	2,000	0
26,339	200,000	2	2	2	27	0	0	0	-1	-1	0	7,886	7,101	5,378	5,501	9,402	9,221	4,500	3,378	5,501	9,402	6,000	5,683	0
26,340	240,000	2	2	1	27	0	0	0	0	0	0	133,348	136,296	139,430	142,608	145,437	148,492	5,160	5,328	5,500	5,199	5,392	5,417	1
26,341	150,000	2	1	2	26	0	0	2	0	0	0	65,421	69,087	63,156	57,147	53,383	48,556	4,850	2,000	2,000	2,000	2,000	1,500	0
26,342	290,000	2	2	2	26	0	0	0	0	-1	-1	18,125	20,807	99,860	100,000	3,015	23,473	3,000	80,000	3,000	3,015	23,473	1,148	0
26,343	140,000	2	2	2	27	0	0	0	0	0	0	127,464	119,346	89,977	92,381	83,641	86,316	6,000	4,000	4,000	3,000	4,000	4,000	0
26,344	130,000	2	1	2	29	-2	-2	-2	-2	-2	-1	0	0	0	0	0	62,043	0	0	0	0	62,043	16,533	0
26,345	180,000	2	1	1	29	-2	-1	0	0	-2	-2	0	287	5,264	1,521	0	0	287	5,293	1,523	0	0	0	0
26,346	200,000	2	1	2	29	-1	-1	-1	0	0	-1	2,116	0	9,781	29,313	49,113	732	0	9,781	20,000	20,000	732	1,005	0
26,347	230,000	2	1	1	28	1	2	0	0	0	0	207,128	195,825	199,659	157,434	160,009	155,825	6,300	9,264	6,116	6,128	5,765	5,956	1
26,348	240,000	2	2	2	28	2	2	2	2	0	0	294,180	276,968	276,585	253,679	232,300	212,749	0	22,550	0	8,450	7,800	6,975	0
26,349	170,000	2	1	2	31	-2	-2	-2	-2	-2	-2	757	4,319	1,489	362	451	620	4,319	1,499	362	451	620	1,400	0
26,350	120,000	2	3	2	31	-1	-1	-1	-1	-1	-1	396	396	396	396	396	1,100	396	396	396	396	1,100	396	0
26,351	240,000	2	1	2	31	-2	-2	-2	-2	-2	-2	6,887	1,926	2,178	2,254	4,219	2,489	1,926	2,178	2,406	4,219	2,489	6,323	0
26,352	90,000	2	2	1	31	0	0	0	0	-1	0	12,045	9,720	7,391	4,238	18,003	16,128	1,500	1,200	1,000	21,000	1,500	2,000	0
26,353	300,000	2	2	2	30	-2	-2	-2	-2	-2	-1	850	850	850	850	850	3,688	850	850	850	850	4,384	9,480	1
26,354	70,000	2	3	2	30	-1	2	0	0	0	0	71,521	68,041	68,607	27,870	28,219	28,810	0	2,332	1,751	1,100	1,034	1,272	0
26,355	100,000	2	2	2	30	0	0	2	-1	0	0	2,419	3,123	177	1,170	390	0	2,177	0	1,170	0	0	19,760	0
26,356	110,000	2	3	1	31	0	0	2	0	0	0	22,396	24,758	22,546	22,204	22,107	21,745	4,604	0	1,314	2,000	1,500	810	0
26,357	180,000	2	2	1	33	0	0	0	0	0	0	165,839	153,828	158,050	149,023	135,798	112,666	20,064	30,032	20,027	40,000	10,000	0	0
26,358	500,000	2	1	2	32	0	0	0	0	0	0	422,713	406,204	415,664	423,392	399,250	362,627	15,000	16,000	15,000	14,000	13,180	14,000	0
26,359	80,000	2	3	1	32	2	0	0	0	2	0	26,856	24,758	23,044	22,919	21,890	22,003	1,700	1,400	2,400	0	1,000	1,500	0
26,360	280,000	2	1	2	32	-2	-2	-2	-2	-2	-2	5,855	13,645	9,127	9,656	41,434	21,732	13,713	9,171	9,705	41,641	21,838	5,659	0
26,361	280,000	2	1	2	33	-2	-2	-2	-2	-2	-2	2,533	2,997	14,059	2,693	697	5,776	2,997	14,059	2,693	697	5,776	2,671	0
26,362	120,000	2	1	1	35	-1	-1	-1	-1	-1	-1	525	2,458	8,067	802	2,706	3,597	2,458	8,152	802	2,706	3,597	1,400	0
26,363	90,000	2	2	1	35	-1	0	0	-1	-1	-1	5,488	2,380	0	1,700	1,700	0	1,000	0	1,700	1,700	0	1,664	0
26,364	170,000	2	2	2	34	-1	-1	-1	-1	-1	-1	3,105	1,599	1,122	1,692	648	0	1,599	1,122	1,692	648	0	631	0
26,365	50,000	2	2	2	34	0	0	0	0	0	0	31,673	27,572	29,022	29,368	16,930	17,284	1,449	1,899	1,245	576	596	578	0
26,366	50,000	2	3	1	34	-1	-1	-1	-1	0	0	390	390	390	11,779	11,615	11,466	390	390	11,779	403	415	406	0
26,367	230,000	2	1	2	38	0	0	0	0	0	0	217,578	224,020	227,311	184,500	128,190	130,883	9,840	8,750	7,470	4,540	4,710	4,750	0
26,368	180,000	2	2	3	48	-1	-1	-1	-1	-2	-1	860	102	851	0	346	1,592	102	851	0	346	1,592	1,098	1
26,369	40,000	2	3	2	43	0	0	0	0	0	-2	26,449	22,072	19,085	17,550	0	0	1,303	1,665	1,000	0	0	0	0
26,370	360,000	2	2	2	42	-1	0	-1	-1	-1	-1	24,081	14,231	23,040	5,651	7,017	6,495	6,068	23,154	5,679	7,052	6,527	4,601	0
26,371	360,000	2	2	1	47	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
26,372	170,000	2	1	1	45	0	0	0	0	0	0	166,388	165,243	156,688	151,405	127,090	126,388	7,300	7,067	6,443	4,617	4,711	4,673	0
26,373	20,000	2	3	1	35	-1	2	2	2	2	0	17,056	18,803	18,055	20,578	19,813	20,197	2,500	0	3,000	0	1,001	1,700	0
26,374	240,000	2	2	1	43	-1	-1	-2	-1	-1	-1	54	0	0	177	199	559	0	0	177	200	559	0	0
26,375	100,000	2	1	1	39	0	0	0	2	2	2	2,998	3,885	7,298	7,032	7,913	7,642	1,100	3,500	0	1,000	0	5,000	1
26,376	100,000	2	1	1	43	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
26,377	110,000	2	2	2	40	0	0	0	0	0	0	111,720	86,877	133,187	65,025	62,777	62,105	3,406	2,357	2,239	3,617	2,247	2,500	1
26,378	420,000	2	2	1	37	0	0	0	0	0	0	101,987	96,544	94,199	90,395	89,513	92,792	6,000	6,045	5,000	6,000	5,000	4,000	0
26,379	180,000	2	2	1	34	2	2	2	2	2	2	93,155	95,008	97,088	98,093	99,578	101,828	4,300	4,500	3,500	4,000	4,000	4,000	1
26,380	240,000	2	2	1	37	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
26,381	210,000	2	2	1	41	-1	0	-1	-1	-1	-1	13,340	42,862	9,584	7,978	6,728	6,728	42,000	9,600	7,978	6,728	6,728	6,728	0
26,382	30,000	2	3	1	43	-1	3	2	2	0	0	10,330	10,040	10,903	10,533	10,132	10,343	0	1,149	101	348	359	364	0
26,383	210,000	2	2	1	44	0	0	0	0	0	0	36,612	40,534	42,889	42,936	44,936	47,166	4,534	3,000	1,000	2,000	2,230	1,026	0
26,384	320,000	2	1	2	30	-1	-1	-1	-1	-1	-1	10,283	2,488	5,187	11,735	2,280	9,404	2,488	5,209	11,735	2,280	9,404	3,660	0
26,385	220,000	2	3	1	38	0	0	0	0	0	0	120,622	111,593	99,170	98,437	91,222	94,061	4,803	4,604	3,497	4,000	4,214	3,404	0
26,386	240,000	2	1	2	29	-1	-1	-1	-1	0	-1	1,530	696	696	18,334	27,638	696	700	696	18,334	10,000	696	696	0
26,387	450,000	2	1	2	35	1	2	2	0	0	0	131,351	132,453	128,901	132,982	141,298	137,347	4,723	0	6,270	12,000	16,309	5,000	0
26,388	500,000	2	2	1	36	0	0	0	0	0	0	261,502	286,708	311,641	326,298	270,968	315,889	30,000	30,000	20,507	50,000	50,047	20,413	0
26,389	180,000	2	2	1	44	0	0	0	0	0	0	174,830	178,917	182,777	171,239	119,060	121,981	7,000	6,800	6,800	4,500	5,000	5,000	0
26,390	80,000	2	1	1	38	-2	-2	-2	-2	-2	-2	0	0	517	0	0	0	339	517	0	0	0	0	0
26,391	50,000	2	2	2	41	2	-1	2	2	-2	-2	390	780	780	0	0	0	780	0	0	0	0	0	1
26,392	450,000	2	2	1	41	0	-1	0	-1	-1	-1	104,624	28,114	19,758	12,518	18,328	14,879	28,114	1,424	12,518	18,328	14,879	34,744	0
26,393	380,000	2	1	1	43	-1	-1	-1	-1	-1	-1	18,866	20,840	188	2,172	5,173	5,446	20,884	188	2,172	5,173	5,446	2,045	0
26,394	50,000	2	1	2	29	-2	-2	-2	-2	-2	-2	-101	-101	-101	-101	-101	1,100	0	0	0	0	1,201	0	0
26,395	30,000	2	3	1	30	3	2	2	0	0	0	29,508	30,634	29,827	28,661	28,608	30,647	1,900	0	4,455	1,047	2,500	1,060	0
26,396	300,000	2	1	1	37	-1	-1	-1	-1	-1	-1	5,771	3,217	19,615	11,123	10,266	12,467	3,217	19,615	11,123	10,266	12,467	5,041	0
26,397	340,000	2	2	1	45	-2	-2	-2	-2	-2	-2	5,754	480	2,532	-36	105,668	5,490	482	2,544	2	106,196	5,517	433	0
26,398	190,000	2	2	2	44	0	0	0	0	0	0	137,394	140,899	144,636	148,173	151,853	155,031	5,774	5,987	5,948	6,000	5,481	5,500	0
26,399	120,000	2	3	1	41	0	0	0	0	0	0	108,264	109,427	111,238	113,465	114,759	117,165	3,906	4,040	4,079	4,093	4,240	4,766	0
26,400	210,000	2	1	2	40	0	0	0	0	0	0	160,161	156,015	150,349	147,788	145,958	145,667	5,500	7,000	6,693	5,307	5,441	5,463	0

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