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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
29,301	200,000	1	2	2	25	2	2	2	2	2	2	147,660	148,603	143,647	152,605	155,981	158,508	5,500	0	12,000	8,000	5,800	80	1
29,302	50,000	1	1	2	25	0	0	0	2	2	2	41,761	44,689	47,613	48,174	48,731	49,655	4,000	4,000	2,000	2,000	2,200	1,700	0
29,303	290,000	1	1	2	26	0	0	0	0	0	0	196,780	198,682	144,672	146,116	109,672	60,439	10,144	7,443	35,215	5,011	5,079	3,067	0
29,304	30,000	1	2	2	26	1	-1	-1	2	0	0	-185	27,478	30,642	29,361	29,022	28,409	28,924	4,000	0	1,000	900	800	0
29,305	290,000	1	2	2	26	0	0	0	0	0	0	46,041	47,039	48,047	51,395	52,332	416	2,000	2,300	5,000	2,600	0	416	0
29,306	50,000	1	3	2	25	0	0	0	0	0	0	50,184	50,664	50,633	48,724	19,208	19,917	2,000	1,925	5,006	2,000	1,016	725	0
29,307	50,000	1	2	2	26	-1	-1	-1	-1	-1	-1	581	581	581	581	581	581	581	581	581	581	581	581	0
29,308	310,000	1	1	2	26	-1	0	0	0	0	0	47,330	48,947	49,738	53,602	40,510	43,742	4,000	5,000	5,052	9,950	5,000	5,000	0
29,309	120,000	1	2	1	26	0	0	0	0	0	0	101,215	100,685	15,452	12,491	3,550	2,729	5,006	2,000	3,010	1,000	2,000	1,391	0
29,310	140,000	1	2	2	26	1	3	2	0	0	0	146,023	141,873	137,057	135,046	136,131	135,292	6	233	6,342	4,800	5,100	5,000	1
29,311	50,000	1	3	2	26	0	0	0	0	0	0	24,003	25,597	26,237	19,296	19,127	18,997	2,000	1,425	1,598	819	705	819	0
29,312	10,000	1	2	1	26	0	0	-2	-2	-2	-2	1,198	0	0	0	0	0	0	0	0	0	0	0	1
29,313	110,000	1	2	1	30	2	2	2	2	2	2	88,168	90,585	89,555	87,410	85,576	84,021	7,300	3,800	3,000	3,100	3,000	3,000	1
29,314	20,000	1	3	1	29	0	0	0	0	0	0	14,576	16,318	17,388	17,850	17,737	27,240	2,000	1,354	2,113	1,000	1,000	1,000	0
29,315	50,000	1	2	2	26	0	0	0	0	0	0	44,781	46,033	47,289	47,462	18,204	18,322	2,000	2,000	2,000	2,000	3,314	1,000	0
29,316	230,000	1	2	2	26	-2	-2	-1	-1	0	0	-8	-8	3,243	20,172	26,446	58,598	0	3,251	20,174	12,000	46,100	65,000	0
29,317	80,000	1	3	2	27	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
29,318	30,000	1	3	2	26	0	0	0	0	0	0	28,337	27,203	25,791	18,972	28,051	20,782	2,000	2,000	1,600	10,000	2,140	0	0
29,319	100,000	1	2	2	28	0	0	0	0	0	-2	188,853	180,765	64,653	10,388	3,762	1,434	5,003	3,018	1,400	3,786	1,774	12,714	0
29,320	280,000	1	4	2	26	-1	-1	-1	-1	-1	0	688	2,384	696	696	1,392	696	2,400	696	696	1,392	0	696	0
29,321	110,000	1	1	2	26	0	0	0	0	0	0	65,215	130,746	69,834	71,245	72,199	73,711	2,375	10,000	3,170	2,735	2,829	3,138	0
29,322	110,000	1	2	1	26	0	0	0	0	0	0	52,489	53,615	54,803	55,729	57,001	58,036	2,000	2,050	1,895	2,068	1,982	1,995	0
29,323	40,000	1	2	2	27	1	3	2	2	3	2	40,933	39,630	40,340	42,332	41,023	42,722	0	2,000	3,304	0	3,000	1,200	0
29,324	180,000	1	1	2	26	0	0	0	0	2	0	23,758	31,278	124,718	133,102	124,279	123,748	9,000	100,000	12,000	0	4,800	6,500	0
29,325	50,000	1	3	2	26	0	0	0	0	0	0	50,632	49,654	49,746	50,365	35,157	19,796	1,808	2,084	1,703	975	683	657	0
29,326	50,000	1	2	2	27	0	0	0	0	0	-1	50,580	48,956	49,252	28,838	2,102	19,366	3,000	4,063	1,700	600	20,000	1,000	0
29,327	50,000	1	3	2	27	0	0	0	0	0	0	48,534	48,429	49,884	43,799	20,191	19,096	1,824	2,279	1,194	594	599	566	0
29,328	90,000	1	1	2	27	0	0	0	0	0	0	21,506	18,304	15,783	16,815	17,236	17,807	1,600	2,000	1,600	1,000	1,000	1,000	0
29,329	80,000	1	1	2	26	0	0	0	0	0	0	67,090	67,229	24,772	20,000	20,000	20,000	2,500	2,089	6,000	200	0	0	0
29,330	90,000	1	4	2	26	-2	-2	-2	-2	-2	-2	2,862	0	0	1,000	326	326	0	0	1,000	326	326	1,178	1
29,331	50,000	1	1	2	26	0	0	0	0	0	0	14,577	15,329	16,575	17,496	17,907	18,375	1,300	1,500	1,500	1,000	1,000	1,600	0
29,332	100,000	1	1	2	26	-1	-1	-1	-1	-1	-1	1,872	4,490	4,056	10,782	3,187	18,515	4,503	4,066	10,900	3,196	18,543	3,215	0
29,333	390,000	1	2	2	41	0	0	0	0	-1	-1	22,309	21,921	18,357	17,376	835	835	1,325	1,283	1,092	14,836	837	4,904	0
29,334	70,000	1	2	1	26	0	0	0	0	0	0	18,757	19,764	20,539	23,066	23,684	24,182	1,625	1,400	2,882	1,000	879	1,033	0
29,335	100,000	1	1	2	27	0	0	0	0	0	0	9,228	10,240	11,372	12,092	12,429	22,315	1,171	1,303	1,023	360	10,000	442	0
29,336	210,000	1	2	2	27	0	0	0	0	0	0	90,675	19,357	18,885	20,258	21,610	23,025	1,607	1,700	2,000	2,000	2,000	1,000	0
29,337	10,000	1	2	2	27	-1	0	0	0	0	0	5,002	6,014	7,111	8,120	9,120	0	1,103	1,200	1,200	1,000	0	0	0
29,338	310,000	1	2	2	26	-2	-2	-2	-2	-2	-2	2,154	359	256	2,513	795	250	360	257	2,537	798	251	2,064	0
29,339	30,000	1	2	2	26	6	5	4	3	2	0	33,181	32,391	31,624	30,683	29,215	29,900	0	8	0	0	1,015	1,000	1
29,340	130,000	1	1	2	27	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
29,341	20,000	1	6	2	27	-1	-1	-1	-1	-1	-1	543	2,070	370	-20	780	0	1,100	5,193	0	800	0	0	0
29,342	50,000	1	2	2	28	0	0	2	2	0	0	5,281	7,025	7,758	8,459	8,635	7,473	2,000	1,000	1,000	282	1,000	500	0
29,343	30,000	1	2	2	24	1	2	2	2	2	2	21,788	22,832	23,473	22,798	24,420	23,889	1,700	1,300	0	2,000	0	2,001	1
29,344	140,000	1	2	2	26	0	0	0	0	0	0	80,351	166,526	83,514	72,387	67,261	68,670	4,000	2,890	3,118	3,000	2,493	2,564	0
29,345	70,000	1	1	2	27	0	0	0	0	0	0	43,214	44,196	45,181	46,426	47,380	46,923	2,000	2,000	2,000	2,000	2,000	2,000	0
29,346	20,000	1	2	2	27	1	2	2	2	2	0	17,569	18,478	19,884	20,218	19,687	20,307	1,500	2,000	1,000	0	1,000	1,000	1
29,347	400,000	1	1	2	27	0	0	-1	-1	0	-1	3,359	6,790	7,010	4,111	24,808	1,839	6,034	7,060	4,113	24,838	1,848	6,546	0
29,348	20,000	1	2	2	27	1	6	5	4	4	3	19,388	18,807	18,235	18,654	18,073	17,501	0	0	1,000	0	0	0	0
29,349	10,000	1	1	2	27	0	0	0	0	0	0	8,907	6,599	7,736	8,492	8,138	4,990	1,500	1,400	1,000	1,009	1,000	1,598	0
29,350	60,000	1	1	2	27	0	0	0	0	0	0	5,370	7,268	10,131	11,644	14,430	17,180	2,000	3,000	2,000	3,000	3,000	2,000	0
29,351	180,000	1	1	2	28	-2	-2	-2	-2	-2	-2	2,566	7,255	24,974	25,256	29,627	17,765	7,255	25,043	25,256	29,627	17,765	6,932	0
29,352	50,000	1	2	1	28	0	0	0	-2	-2	-2	49,139	50,125	0	0	0	0	2,500	0	0	0	0	0	0
29,353	90,000	1	3	2	28	0	0	2	0	0	0	15,940	19,742	19,137	20,212	20,874	21,387	4,400	0	1,400	1,000	1,000	1,000	1
29,354	390,000	1	2	2	28	0	0	0	0	-1	0	198,132	192,975	68,855	-1,391	249,742	253,914	9,124	3,181	895	253,009	10,009	9,509	0
29,355	30,000	1	2	2	29	0	0	0	2	2	2	19,363	20,723	22,492	22,819	24,441	23,910	2,000	2,100	1,000	2,000	0	1,000	1
29,356	200,000	1	1	2	29	1	2	0	0	0	0	7,885	7,613	9,318	10,297	17,321	21,263	0	2,003	2,063	8,000	4,033	2,199	1
29,357	20,000	1	1	2	28	1	2	0	0	2	2	8,469	8,187	9,097	10,935	10,463	11,295	0	1,200	2,000	0	1,000	0	1
29,358	70,000	1	1	2	28	1	3	2	2	0	0	72,605	70,859	71,946	69,337	29,949	29,380	0	2,800	0	1,200	1,200	1,200	0
29,359	80,000	1	1	2	27	0	0	0	0	0	0	63,132	61,397	70,223	53,429	28,689	24,827	2,378	10,000	23,000	5,000	10,000	6,000	0
29,360	80,000	1	1	1	27	-1	-1	0	-1	-1	0	2,197	3,613	4,820	867	1,154	2,473	3,613	1,500	867	1,500	1,500	3,700	0
29,361	110,000	1	2	2	28	0	0	2	0	0	2	10,817	10,988	8,033	7,262	9,612	6,747	3,000	0	2,000	5,000	0	1,646	1
29,362	310,000	1	3	2	28	-1	2	-1	-1	-1	0	186	186	3,550	653	14,353	15,932	0	3,567	654	14,428	15,018	20,000	0
29,363	80,000	1	1	2	28	0	0	0	0	0	0	80,849	79,422	76,834	76,333	49,942	50,191	3,200	9,000	3,365	2,000	2,200	1,700	0
29,364	390,000	1	2	2	29	-1	-1	-1	0	0	-2	6,664	6,931	5,985	7,151	-200	-200	6,931	5,985	7,000	0	0	0	0
29,365	20,000	1	1	2	22	-2	-2	-2	-2	-2	-2	-7	-7	730	1,000	300	0	0	737	1,060	300	0	0	0
29,366	50,000	1	2	2	24	0	0	0	0	0	0	10,912	10,401	20,916	20,658	9,426	8,215	2,152	1,209	1,080	438	434	390	0
29,367	20,000	1	2	2	26	3	2	2	2	2	2	300	300	300	300	300	300	0	0	0	0	0	0	1
29,368	30,000	1	2	2	26	0	0	0	0	0	-2	25,993	6,296	17,223	18,305	0	0	1,183	11,500	2,000	0	0	0	0
29,369	170,000	1	2	2	26	0	0	0	-1	-1	-1	7,228	6,238	6,265	5,430	4,898	3,240	1,200	2,367	5,430	4,898	3,240	7,838	0
29,370	320,000	1	2	2	28	0	-1	-1	2	0	0	5,799	70,891	76,755	74,838	72,402	71,847	70,891	7,001	21	3,012	3,015	2,713	0
29,371	200,000	1	2	2	27	0	0	0	0	0	0	137,266	137,888	136,545	116,549	109,622	111,113	5,212	5,065	4,005	3,900	4,003	4,306	0
29,372	50,000	1	3	2	27	0	0	-2	-2	-2	-2	17,500	0	0	0	0	0	0	0	0	0	0	0	0
29,373	180,000	1	1	2	29	0	0	0	0	0	-2	115,191	117,488	118,504	119,034	-966	-966	5,700	4,400	2,500	937	0	0	0
29,374	290,000	1	2	2	29	0	0	0	0	0	-2	42,065	10,800	9,653	4,374	179,758	180,125	1,100	1,087	1,002	179,768	5,800	6,258	0
29,375	260,000	1	2	2	28	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
29,376	170,000	1	1	2	27	-2	-2	-2	-2	-2	-2	2,190	264	1,408	1,434	264	264	264	1,408	1,434	264	264	264	0
29,377	290,000	1	1	2	28	-2	-2	-2	-2	-2	-2	346	0	2,765	6,116	10,462	1,052	0	2,765	6,200	10,479	1,052	1,481	1
29,378	120,000	1	2	2	28	0	0	0	0	0	0	92,677	92,809	93,392	93,609	95,055	96,761	4,516	5,005	5,006	5,014	5,008	4,008	0
29,379	290,000	1	1	2	28	0	0	0	2	2	2	6,395	7,330	8,711	9,409	10,153	9,846	1,200	1,500	1,000	900	0	800	1
29,380	10,000	1	1	2	27	0	0	0	0	0	0	5,703	6,734	8,833	9,604	9,800	10,000	1,130	2,229	1,000	196	200	0	0
29,381	160,000	1	2	2	28	-1	2	2	-2	-1	-1	530	530	-102	-418	-418	1,647	0	102	316	123	2,847	2	0
29,382	20,000	1	2	1	28	0	0	0	0	0	0	18,941	16,568	17,222	18,045	18,083	18,123	1,500	1,300	1,500	700	700	2,600	0
29,383	200,000	1	1	1	29	1	2	0	0	0	0	199,417	188,778	195,335	194,775	197,105	204,122	0	8,278	4,100	180,000	202,317	0	0
29,384	200,000	1	3	2	30	0	0	0	0	0	0	24,853	24,065	19,153	20,606	21,032	89,162	3,158	3,007	3,014	2,007	70,012	4,037	0
29,385	130,000	1	2	2	27	0	0	0	0	0	0	84,579	86,256	88,093	89,837	91,625	92,822	3,084	3,224	3,236	3,257	3,509	3,428	0
29,386	230,000	1	2	2	28	0	0	-2	-2	-2	-2	26,574	-26	-26	90,624	92,624	-89	26	0	90,650	2,000	89	0	0
29,387	140,000	1	1	2	28	-2	-2	-2	-2	-2	-2	933	1,768	3,169	5,041	389	3,065	1,768	3,169	5,041	389	3,065	1,112	0
29,388	280,000	1	1	2	27	-1	-1	-1	-1	0	0	1,284	842	1,212	3,244	2,134	1,270	846	1,216	3,249	4	6	3,412	0
29,389	50,000	1	1	2	27	0	0	0	0	0	0	14,614	15,622	16,342	17,653	17,697	18,068	1,558	1,278	1,589	633	656	783	0
29,390	20,000	1	2	2	28	0	0	0	0	0	0	12,234	11,762	13,007	13,590	13,476	15,009	1,192	1,827	1,500	482	1,750	1,000	0
29,391	150,000	1	5	2	27	0	0	0	0	0	-2	133,374	40,283	49,746	51,500	0	0	10,000	10,000	2,900	10,000	0	0	0
29,392	200,000	1	1	2	29	1	-2	-1	2	0	-1	0	0	2,348	1,790	1,790	350	0	2,348	0	0	350	2,570	1
29,393	420,000	1	1	2	29	0	0	-1	0	0	0	16,127	12,074	85,269	86,388	87,153	88,957	1,322	90,499	3,122	2,915	3,000	3,150	0
29,394	10,000	1	3	2	29	0	0	0	0	0	0	2,944	4,877	6,287	7,521	8,389	9,252	2,000	1,500	1,500	1,000	1,000	1,000	0
29,395	500,000	1	2	1	28	0	0	0	0	0	0	257,603	217,964	171,462	99,495	168,313	233,306	10,234	10,753	20,134	110,167	105,000	20,018	0
29,396	150,000	1	2	2	28	0	0	0	-2	-2	-2	157,051	161,665	0	0	0	0	8,566	1,500	0	0	0	0	0
29,397	240,000	1	1	2	28	0	0	0	0	0	0	227,346	231,891	240,146	245,552	91,382	93,177	8,308	12,000	10,373	3,403	4,000	4,000	0
29,398	70,000	1	1	2	28	-1	-1	-1	-2	-2	-2	4,638	323	0	0	0	0	323	0	0	0	0	0	0
29,399	70,000	1	2	1	29	0	0	0	0	2	2	57,779	59,016	60,263	65,348	63,699	67,667	2,200	2,200	6,100	0	5,000	2,790	0
29,400	230,000	1	2	2	28	-2	-2	-2	-2	-2	-2	-73	-73	-73	-73	7,723	0	0	0	0	7,796	0	0	0

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