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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
27,601	100,000	2	1	2	28	0	0	0	0	-1	0	4,864	9,089	13,534	16,158	6,700	7,730	5,800	6,000	4,375	6,700	3,000	0	0
27,602	20,000	2	2	2	27	0	0	0	0	0	-1	18,854	19,116	15,030	13,025	12,223	15,975	1,292	1,509	1,522	3,111	20,000	1,121	0
27,603	400,000	2	1	2	29	-2	-2	-2	-2	-2	-2	7,622	38,849	13,586	19,502	3,809	4,512	39,097	13,653	19,617	3,930	7,021	24,987	0
27,604	100,000	2	2	2	28	0	0	0	0	0	0	50,697	51,813	53,416	32,422	33,177	42,560	1,959	2,545	1,513	1,268	10,000	10,000	0
27,605	30,000	2	2	2	22	0	0	2	0	0	0	30,028	30,566	30,560	30,194	30,113	23,212	2,634	1,000	1,377	1,211	1,000	3,690	0
27,606	150,000	2	2	1	26	0	0	0	0	2	2	81,638	70,605	70,647	77,659	15,525	0	2,481	4,263	8,900	0	0	0	0
27,607	60,000	2	2	1	24	0	0	0	0	0	0	62,786	61,764	62,254	59,586	33,190	32,243	2,212	3,100	2,000	1,111	1,122	1,208	1
27,608	140,000	2	3	2	26	0	0	0	0	0	0	93,384	93,443	57,219	57,621	48,323	45,082	3,514	3,000	2,000	2,000	1,636	1,686	0
27,609	80,000	2	1	2	25	0	0	0	0	0	0	53,685	15,291	20,694	25,435	30,510	36,101	3,291	5,694	5,435	5,510	6,101	6,742	0
27,610	200,000	2	2	2	26	0	0	-2	-2	-1	0	153,900	0	0	0	3,533	4,053	0	0	0	3,533	1,000	1,500	0
27,611	410,000	2	1	2	28	-2	-2	-2	-2	-2	-2	5,184	3,449	2,300	0	150	150	3,476	2,300	0	150	150	989	0
27,612	50,000	2	2	1	26	0	0	0	0	0	0	43,800	44,335	44,626	40,928	29,367	29,156	2,043	2,126	2,104	990	1,200	1,654	0
27,613	50,000	2	2	2	25	2	2	2	2	2	2	33,995	34,937	34,394	36,509	37,105	37,866	1,800	300	3,000	1,500	1,500	0	1
27,614	100,000	2	2	2	26	1	2	0	0	2	2	6,056	5,810	6,860	8,337	8,054	8,921	0	1,150	1,600	0	1,000	0	1
27,615	190,000	2	2	2	24	0	-1	0	0	0	0	15,740	106,602	100,177	102,308	104,614	106,847	106,602	3,700	3,800	4,000	4,075	10,000	0
27,616	120,000	2	2	2	27	2	2	2	2	2	2	120,649	123,203	119,820	124,755	99,423	101,718	6,000	0	8,500	0	11,345	3,700	1
27,617	20,000	2	1	2	22	0	0	0	0	0	0	16,917	17,904	20,030	18,475	17,631	3,950	3,500	2,450	2,000	376	79	2,350	0
27,618	30,000	2	2	2	22	1	2	0	0	0	0	16,549	17,085	17,003	7,150	6,508	8,459	1,500	1,396	2,000	178	2,000	2,000	0
27,619	20,000	2	3	2	22	2	2	0	0	0	2	16,381	13,837	14,907	15,853	17,776	17,352	0	1,600	1,500	2,500	0	1,000	1
27,620	20,000	2	2	2	22	0	0	0	0	0	0	15,247	16,561	17,280	18,431	18,341	19,569	1,575	1,294	1,596	655	1,669	0	1
27,621	80,000	2	2	2	22	0	0	0	0	0	0	1,742	2,524	5,097	6,107	7,141	7,355	1,200	3,000	1,500	1,500	700	500	0
27,622	80,000	2	2	2	23	-1	0	0	0	0	0	78,379	78,589	77,461	59,228	46,766	47,630	3,015	2,810	2,000	2,000	2,000	1,800	0
27,623	50,000	2	1	2	23	-1	-1	-1	-1	-1	-1	3,430	2,478	2,299	4,800	9,810	660	2,548	2,321	4,800	9,810	660	2,980	0
27,624	80,000	2	1	2	23	2	2	2	0	0	0	84,052	84,787	77,572	77,123	49,823	50,680	7,100	0	3,500	2,500	2,000	2,000	1
27,625	50,000	2	1	2	23	0	0	0	0	0	2	49,593	49,918	51,402	49,020	50,679	51,568	2,200	2,600	2,500	3,800	2,200	0	0
27,626	50,000	2	2	2	24	-1	-1	-2	-1	-1	0	594	0	0	51,400	11,330	12,144	0	0	51,400	11,330	1,000	1,000	0
27,627	80,000	2	2	2	24	-1	-1	-1	-1	-1	-1	386	1,392	18,634	5,433	2,053	5,781	1,396	18,754	5,449	2,059	5,798	3,098	0
27,628	20,000	2	2	1	24	1	2	3	2	0	0	19,242	21,821	21,197	20,400	20,000	20,000	3,200	0	0	0	0	0	1
27,629	70,000	2	3	2	24	0	0	0	-1	0	0	8,391	10,242	11,026	2,342	2,390	0	2,000	1,000	2,342	48	0	0	0
27,630	130,000	2	2	2	23	0	0	0	-2	-2	-2	8,690	9,500	0	0	0	0	1,000	0	0	0	0	0	0
27,631	10,000	2	2	2	21	2	2	3	2	0	0	6,795	10,398	10,094	9,768	8,430	20,735	3,905	0	0	300	2,165	2,666	1
27,632	50,000	2	2	1	23	2	2	0	0	0	0	54,866	51,520	41,711	22,775	4,215	3,016	1,000	1,860	1,600	452	100	114	1
27,633	50,000	2	1	2	23	0	0	2	0	0	0	9,978	12,493	10,447	12,247	9,195	4,995	3,000	0	2,020	0	100	2,000	0
27,634	20,000	2	2	2	22	0	0	0	0	0	0	15,090	15,199	17,111	18,422	18,234	18,217	1,500	3,000	2,000	779	796	788	0
27,635	80,000	2	1	2	22	-1	-1	-1	-1	-1	0	1,807	133	5,395	1,182	266	366	133	5,395	1,182	266	233	0	0
27,636	70,000	2	2	1	23	0	0	0	0	0	0	69,951	70,722	70,815	63,183	31,633	31,275	3,200	3,202	2,989	1,081	1,099	1,143	1
27,637	10,000	2	2	2	22	1	-2	-2	-2	-2	-2	0	0	0	-400	0	0	0	0	0	400	0	0	0
27,638	120,000	2	2	2	23	0	0	2	0	0	0	39,517	42,543	41,583	42,736	43,806	44,623	4,000	0	2,000	1,600	1,500	1,557	0
27,639	20,000	2	2	2	23	0	0	0	2	0	0	15,071	16,082	17,952	18,216	17,816	19,697	1,266	2,136	1,000	0	1,881	0	0
27,640	50,000	2	2	2	23	-1	0	0	2	2	2	865	1,893	3,991	3,748	3,748	-3,148	1,202	2,300	0	0	4,999	0	0
27,641	20,000	2	1	2	24	0	0	0	0	0	0	14,273	13,327	11,789	11,200	13,244	13,539	1,183	2,000	1,200	2,244	506	561	0
27,642	40,000	2	2	2	23	0	0	0	0	0	0	39,402	39,321	38,246	39,289	39,882	39,650	2,000	2,000	2,000	1,500	1,500	2,000	0
27,643	80,000	2	1	2	23	0	0	0	0	0	0	78,366	67,801	68,034	55,674	48,649	47,041	2,540	2,442	1,810	1,661	1,668	1,663	0
27,644	20,000	2	2	2	24	1	2	2	2	2	-2	4,697	3,800	5,989	5,761	0	0	0	2,266	38	0	0	0	1
27,645	130,000	2	2	1	24	0	0	0	0	0	0	66,072	68,223	70,638	72,955	74,877	76,334	3,000	3,001	3,000	2,500	2,200	2,200	0
27,646	100,000	2	2	1	24	-1	-1	0	-1	-1	-1	53,309	7,500	15,477	23,472	12,500	14,666	7,500	10,035	23,500	12,500	14,666	79,053	0
27,647	120,000	2	2	2	24	0	0	0	0	0	0	93,338	91,207	89,890	88,030	88,579	89,566	3,261	4,793	3,013	3,014	3,522	3,007	0
27,648	50,000	2	3	2	24	0	0	0	0	0	0	48,658	46,749	42,190	30,683	29,140	28,986	1,900	1,613	1,504	1,200	1,100	1,100	0
27,649	190,000	2	2	2	24	0	0	0	0	0	0	183,821	186,084	184,426	104,154	106,014	109,014	9,000	6,621	2,083	2,500	3,000	9,076	0
27,650	50,000	2	1	2	25	0	0	0	-1	-1	-2	20,916	14,500	0	790	3,696	6,696	5,000	0	790	3,696	3,000	5,724	0
27,651	20,000	2	3	1	54	2	0	0	2	2	2	14,381	16,174	18,210	19,335	19,715	20,249	2,350	2,300	1,721	1,000	1,000	1,000	0
27,652	50,000	2	1	2	23	1	-1	-1	-2	-2	-2	-697	11,361	0	0	0	0	12,058	0	0	0	0	0	0
27,653	50,000	2	1	2	23	0	0	0	2	2	2	15,252	16,885	18,500	18,864	19,807	19,407	2,200	2,200	1,000	1,500	0	3,000	0
27,654	80,000	2	2	2	22	2	2	0	0	0	0	53,023	76,708	39,701	41,021	41,525	42,394	0	3,320	1,980	1,484	1,536	1,548	1
27,655	10,000	2	3	2	22	2	0	0	0	-1	0	7,720	10,063	9,272	-8,758	8,989	9,202	2,500	1,000	0	30,000	500	953	1
27,656	50,000	2	2	2	22	0	0	0	0	0	0	18,293	19,301	20,338	22,486	22,932	23,413	1,315	1,352	2,500	820	850	855	0
27,657	50,000	2	2	2	22	0	0	0	0	0	0	50,635	49,488	48,099	50,021	50,352	50,740	1,760	1,888	3,464	1,717	1,766	2,500	1
27,658	50,000	2	2	2	23	2	0	0	0	0	0	49,441	45,880	42,621	21,734	18,775	19,590	1,998	2,198	1,300	655	1,100	654	0
27,659	20,000	2	2	2	22	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
27,660	60,000	2	1	2	27	2	2	0	0	0	2	19,341	19,625	20,347	21,669	23,005	22,499	900	1,342	1,664	2,000	0	900	1
27,661	50,000	2	2	2	23	-1	0	0	2	0	0	9,101	10,446	12,595	11,449	9,914	9,875	1,502	2,651	500	500	500	500	0
27,662	50,000	2	2	2	23	0	0	0	0	0	0	47,559	48,549	50,076	50,205	19,985	20,650	1,784	2,701	2,220	1,000	1,050	14,951	1
27,663	20,000	2	2	2	21	-1	-1	2	2	-2	-2	390	780	780	0	0	0	780	0	0	0	0	0	0
27,664	20,000	2	2	2	23	0	0	3	2	0	0	14,418	18,829	18,248	17,657	18,007	18,385	5,000	0	0	644	668	670	1
27,665	80,000	2	3	1	23	2	2	2	2	2	2	22,852	25,371	26,111	25,393	29,053	28,450	3,200	1,440	0	4,100	0	1,037	1
27,666	50,000	2	3	2	24	0	-1	-1	2	2	-1	10,901	16,877	9,673	7,755	6,701	15,567	22,514	4,000	8	3,000	19,000	3,500	1
27,667	120,000	2	2	2	24	0	0	0	-2	-2	-2	27,491	20,707	-1,843	45,041	45,453	42,065	3,000	1,843	46,884	1,296	7,000	0	0
27,668	50,000	2	1	2	24	0	0	0	0	0	0	43,219	35,137	25,862	12,468	12,381	12,683	2,400	1,900	2,400	250	500	0	0
27,669	110,000	2	1	2	24	1	2	0	0	0	0	115,527	109,871	110,565	216,850	110,952	109,169	0	4,000	7,000	7,766	3,982	5,000	1
27,670	30,000	2	2	2	24	1	2	2	0	0	0	26,690	27,954	27,226	28,427	28,752	28,447	2,000	0	2,000	1,000	1,100	1,500	0
27,671	110,000	2	2	2	23	2	0	0	-1	0	0	1,587	2,399	0	980	35,305	36,065	1,000	0	980	35,000	1,327	1,500	1
27,672	20,000	2	2	2	23	0	0	2	0	0	0	15,675	17,462	16,895	17,470	7,500	7,500	4,492	0	1,000	150	0	0	0
27,673	50,000	2	2	2	23	0	0	0	0	0	0	47,654	48,529	44,669	45,684	46,592	47,568	2,000	1,743	1,758	1,666	1,725	2,128	0
27,674	50,000	2	1	2	24	0	0	2	0	0	0	48,483	52,167	51,052	50,116	20,181	19,702	4,500	0	2,000	19,000	1,000	800	1
27,675	50,000	2	2	2	24	0	0	0	0	0	0	43,638	42,146	30,026	29,857	30,619	30,376	2,200	1,700	2,000	1,261	1,419	1,400	0
27,676	20,000	2	2	2	22	2	0	0	0	0	0	20,549	21,301	22,251	18,040	18,402	19,118	1,400	1,300	1,284	646	1,000	836	0
27,677	200,000	2	2	1	36	0	0	0	0	0	0	184,697	186,660	77,221	110,294	68,214	72,103	8,001	5,000	35,000	6,000	5,000	5,000	0
27,678	30,000	2	1	2	24	-1	0	0	0	0	0	1,991	2,621	4,211	4,709	4,805	2,848	2,000	2,000	1,000	96	0	3,000	0
27,679	130,000	2	3	1	23	0	0	0	0	0	0	109,592	113,508	115,633	96,898	46,425	0	5,733	5,659	4,680	2,325	0	0	0
27,680	20,000	2	2	2	24	0	-1	-1	0	-1	-1	4,261	7,830	17,213	4,781	3,178	15,834	7,830	17,221	1,203	3,178	15,834	0	0
27,681	20,000	2	1	2	23	-1	0	0	0	0	0	19,364	19,082	19,286	19,637	18,826	19,522	1,358	1,321	1,400	1,000	1,000	2,583	0
27,682	60,000	2	2	1	23	0	0	0	0	2	2	59,408	58,844	43,427	30,408	30,632	30,021	2,230	2,000	4,300	1,000	0	2,000	0
27,683	30,000	2	1	2	24	0	0	2	2	-2	-2	27,660	28,780	780	0	0	0	2,000	0	0	0	0	0	0
27,684	30,000	2	2	2	22	2	0	0	0	0	0	27,987	25,690	27,032	28,070	29,402	29,854	1,420	1,762	1,800	2,089	1,059	1,123	1
27,685	120,000	2	2	2	24	0	0	0	0	0	0	55,829	53,799	53,021	53,216	49,194	48,487	2,000	2,600	4,241	1,700	2,500	1,500	0
27,686	30,000	2	2	2	24	0	0	0	0	2	2	20,367	21,882	22,929	25,433	26,228	25,679	2,000	1,696	3,200	1,500	0	4,306	0
27,687	30,000	2	1	2	24	0	0	0	0	0	0	26,094	27,095	28,158	29,385	29,665	30,446	1,440	1,503	1,730	1,010	1,206	1,949	0
27,688	60,000	2	2	1	24	0	0	0	0	0	2	23,851	24,404	21,849	18,474	15,488	11,348	1,700	2,000	1,200	1,000	0	3,500	1
27,689	50,000	2	2	2	25	0	0	0	0	0	0	45,688	47,122	48,888	37,264	17,486	18,348	2,500	3,000	2,000	1,000	1,000	1,000	1
27,690	30,000	2	2	2	25	0	0	0	0	0	0	8,935	9,948	10,971	11,982	12,219	12,475	1,165	1,188	1,199	436	452	458	0
27,691	270,000	2	1	2	25	-1	-1	-1	-1	-1	-1	4,999	5,588	3,366	0	2,192	0	5,588	3,366	0	2,192	0	18,192	0
27,692	360,000	2	1	2	25	0	0	0	0	0	0	160,411	163,079	166,445	168,301	171,870	175,458	6,200	6,200	4,768	5,000	5,000	5,023	0
27,693	450,000	2	3	2	26	0	0	0	0	0	0	28,765	24,672	23,095	20,776	6,189	2,396	1,714	2,012	1,107	21	512	81,081	0
27,694	50,000	2	1	2	25	-1	2	-1	-1	-1	-1	9,040	3,020	2,262	2,185	0	5,918	0	2,262	2,185	0	5,918	0	0
27,695	50,000	2	3	2	25	0	0	0	0	0	0	27,232	26,777	27,129	26,613	26,057	25,924	1,439	1,464	1,401	908	935	924	0
27,696	120,000	2	1	2	25	0	0	0	0	0	0	58,106	53,974	51,786	43,180	41,469	42,004	2,000	3,000	3,000	4,000	4,000	2,000	0
27,697	40,000	2	1	2	26	1	2	2	2	0	0	7,904	7,628	10,270	9,961	10,495	12,161	0	2,775	0	1,000	2,000	1,800	1
27,698	140,000	2	2	1	24	0	0	0	0	0	0	62,755	64,001	65,341	66,674	68,003	69,424	2,285	2,365	2,413	2,431	2,514	3,000	0
27,699	200,000	2	2	1	25	-2	-2	-2	-2	-2	-2	0	0	1,257	0	0	0	0	1,257	0	0	0	0	0
27,700	30,000	2	2	2	25	-1	-1	0	0	0	0	415	150	150	150	150	150	150	0	0	0	0	0	0

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