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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
22,101	50,000	2	2	2	28	0	0	0	0	0	0	28,157	28,409	27,589	27,875	28,539	29,202	1,430	1,770	1,446	1,500	1,500	1,073	0
22,102	50,000	2	3	2	28	0	0	0	0	0	0	52,775	54,397	55,328	42,511	31,032	34,510	2,500	2,000	2,000	5,000	4,000	3,000	1
22,103	50,000	2	1	2	29	0	0	0	0	0	0	44,498	41,897	17,304	16,544	14,787	15,975	4,000	4,000	2,000	3,000	3,000	3,000	0
22,104	240,000	2	2	1	29	0	0	0	0	0	0	187,431	186,968	187,967	187,731	188,603	185,252	8,200	8,000	8,000	7,025	6,500	7,000	0
22,105	100,000	2	2	2	29	0	0	0	-1	-1	-1	7,815	11,139	3,708	2,180	1,949	717	5,000	1,000	2,180	1,949	717	39,000	0
22,106	230,000	2	2	2	28	-1	-1	-1	-1	-1	-1	2,454	1,197	4,556	4,316	4,316	4,316	1,197	4,566	4,316	4,316	4,316	4,316	0
22,107	230,000	2	1	2	29	0	0	0	0	0	0	4,827	5,605	7,719	7,601	12,140	16,145	2,000	3,050	5,000	5,000	5,000	5,000	0
22,108	240,000	2	2	1	28	2	2	2	2	2	0	191,137	210,333	206,332	214,981	194,817	186,895	24,000	0	12,014	0	5,307	5,001	1
22,109	150,000	2	2	1	30	-1	-1	0	0	-1	-1	35,213	115,041	135,090	80,085	35,940	38,460	115,041	66,066	2,031	35,940	38,460	41,154	0
22,110	150,000	2	2	1	30	0	-1	-1	-1	-1	-1	1,499	1,231	0	1,872	0	113	1,231	0	1,872	0	113	0	0
22,111	200,000	2	1	2	29	-1	-1	-1	-1	0	0	27,869	5,531	6,781	12,162	12,410	12,410	5,531	6,781	12,162	248	0	1,703	0
22,112	60,000	2	2	2	29	2	0	0	0	0	0	58,501	54,932	85,672	41,483	19,394	18,893	2,000	1,900	1,572	1,000	700	668	1
22,113	50,000	2	2	2	31	0	0	0	0	0	0	19,889	20,451	20,426	19,894	20,294	20,145	1,500	1,600	1,600	1,000	900	1,000	0
22,114	140,000	2	2	2	31	-1	-1	-1	-1	0	-1	277	19,983	17,685	36,603	27,886	7,659	19,983	17,725	36,621	0	7,847	43,467	0
22,115	220,000	2	1	1	30	2	2	0	0	0	0	150,682	139,629	136,020	115,942	54,611	42,363	0	6,824	2,726	1,239	2,953	112,742	0
22,116	300,000	2	1	2	28	-2	-2	-2	-2	-2	-2	936	0	744	2,826	0	18,525	0	744	3,000	0	18,525	3,078	0
22,117	300,000	2	1	2	29	-2	-2	-2	-2	-2	-2	-5,478	-8,584	-14,998	10,980	1,123	4,665	1,220	33	30,044	12	11,493	4,983	0
22,118	200,000	2	1	2	29	0	0	0	0	0	0	118,296	94,899	71,050	68,967	47,951	45,519	3,900	3,000	3,015	1,600	1,600	1,400	0
22,119	80,000	2	2	3	29	-1	-1	2	-1	-1	-1	6,441	14,342	6,187	7,757	8,451	6,625	14,349	5	7,761	8,460	6,630	6,218	0
22,120	430,000	2	2	2	29	2	0	0	0	0	0	75,249	77,754	79,822	81,859	83,844	86,082	3,754	3,322	3,359	3,344	3,582	3,623	1
22,121	60,000	2	2	3	29	0	0	0	-1	-1	-1	4,134	3,596	3,801	694	531	531	1,200	1,000	2,694	531	531	681	0
22,122	170,000	2	2	2	29	-1	-1	-1	-1	-1	-1	1,333	1,359	886	1,042	1,577	1,574	1,359	886	1,051	1,577	1,574	287	0
22,123	50,000	2	2	2	29	0	0	0	0	0	0	26,159	27,222	27,954	26,702	26,993	25,758	1,800	1,500	1,800	1,000	1,200	1,200	0
22,124	420,000	2	2	2	26	0	0	0	0	0	0	24,434	22,586	36,569	28,994	15,159	9,379	1,500	28,000	1,210	303	2,000	0	0
22,125	80,000	2	2	2	26	3	2	2	2	2	2	45,088	46,040	46,998	47,929	46,860	51,931	2,000	2,000	2,000	0	6,000	0	1
22,126	230,000	2	1	2	27	-1	-1	-1	-1	-1	-2	17,077	22,420	57,255	34,289	0	0	22,437	57,326	34,311	0	0	0	1
22,127	270,000	2	2	2	29	0	0	0	0	0	0	62,516	48,770	47,846	39,772	35,143	44,371	1,854	1,952	1,418	5,000	14,000	2,500	0
22,128	500,000	2	1	2	28	0	0	0	0	0	0	56,437	58,076	59,534	51,006	44,360	34,229	2,357	2,001	6,620	6,015	10,001	4,137	0
22,129	220,000	2	2	2	28	0	0	0	2	0	0	94,311	95,967	97,995	97,577	98,583	99,708	4,319	5,419	3,000	3,501	3,629	7,442	0
22,130	180,000	2	3	2	24	0	0	0	0	0	0	100,772	85,185	77,698	67,459	52,777	46,337	3,034	4,031	2,495	1,556	1,431	1,293	0
22,131	50,000	2	2	2	23	0	0	0	0	2	2	34,448	35,545	36,620	40,767	41,495	42,377	1,975	1,950	5,100	1,700	1,700	700	0
22,132	20,000	2	5	2	22	1	2	0	0	0	0	11,871	11,375	10,620	11,355	11,209	11,299	0	1,265	1,000	244	500	500	0
22,133	20,000	2	1	2	24	1	-1	-1	-1	-1	-1	0	890	467	500	0	647	890	467	500	0	647	0	0
22,134	80,000	2	1	2	22	1	2	2	-1	-1	-1	6,261	6,170	4,258	7,032	6,348	1,606	1,000	0	7,032	6,348	1,606	0	0
22,135	120,000	2	2	1	23	0	0	0	0	0	0	64,049	65,984	66,825	68,820	69,776	71,297	3,000	2,500	3,100	2,700	2,800	2,800	0
22,136	40,000	2	1	2	23	0	0	0	0	0	0	10,389	11,410	12,970	13,246	11,024	9,798	1,200	1,751	1,027	250	385	1,000	0
22,137	100,000	2	2	1	42	-2	-2	-2	-2	-2	-2	2,811	1,055	8,090	5,524	4,973	1,000	1,055	8,090	5,549	4,973	1,000	1,000	0
22,138	90,000	2	2	2	25	1	2	0	0	0	0	91,830	89,448	83,949	47,118	44,942	45,886	0	2,549	1,583	1,444	1,500	1,511	0
22,139	160,000	2	2	2	24	0	0	0	0	0	0	160,553	162,449	157,395	159,178	121,642	124,347	6,050	7,771	7,300	4,163	4,470	4,609	0
22,140	100,000	2	1	2	24	0	0	0	-1	-1	-1	27,753	28,306	14,320	180	2,500	12,411	1,632	1,000	180	2,500	10,000	0	0
22,141	230,000	2	1	2	25	0	0	0	0	0	0	50,757	52,906	54,454	53,457	55,128	52,788	3,000	3,000	2,000	2,500	2,500	2,000	0
22,142	60,000	2	1	2	28	0	0	0	0	0	0	37,878	35,511	28,894	21,556	21,494	21,838	3,000	2,000	1,600	3,000	2,800	0	0
22,143	300,000	2	1	1	26	2	-1	-1	0	0	-1	800	1,946	2,612	3,408	1,908	1,108	1,946	2,612	1,914	0	1,108	530	0
22,144	140,000	2	2	1	29	0	0	0	0	0	0	129,289	90,352	85,052	65,758	46,847	39,777	3,713	3,546	2,589	1,960	1,733	1,379	0
22,145	300,000	2	1	2	29	-2	-2	-2	-2	-2	-2	1,049	205	4,962	13,634	41,510	-1,087	205	4,962	13,634	41,510	0	3,940	1
22,146	60,000	2	1	2	29	0	0	0	0	0	0	23,304	20,517	20,261	22,832	24,234	24,928	3,000	3,000	3,000	2,000	2,000	2,000	0
22,147	360,000	2	2	2	29	-2	-2	-2	-2	-1	-1	0	1,307	747	1,707	792	1,346	1,307	747	1,707	850	1,346	0	0
22,148	100,000	2	1	2	29	1	2	0	-1	0	0	3,788	1,263	2,394	2,839	32,934	31,056	0	2,000	3,000	31,000	2,000	5,000	0
22,149	100,000	2	2	2	29	-1	-1	-1	-1	-1	-1	3,262	3,262	326	6,198	326	326	3,262	326	6,198	326	326	326	0
22,150	320,000	2	1	2	29	-2	-1	2	-1	-1	-1	0	192	192	2,518	255	1,945	192	0	2,518	255	1,945	301	0
22,151	500,000	2	2	2	29	-2	-2	-2	-2	-2	-2	902	0	0	0	0	0	0	0	0	0	0	19,440	0
22,152	180,000	2	1	2	30	-2	-2	-2	-2	-2	-2	405	4,445	5,047	200	745	0	4,445	5,047	200	745	0	0	0
22,153	280,000	2	2	1	30	2	0	0	0	0	0	18,925	20,223	15,883	15,547	14,472	15,086	1,976	2,000	1,600	1,000	1,000	1,100	1
22,154	140,000	2	2	1	30	0	0	0	0	0	0	13,859	16,229	16,459	14,753	13,437	14,745	5,000	1,286	1,476	423	3,000	1,000	0
22,155	200,000	2	2	1	30	-1	2	-1	2	0	0	1,877	1,690	6,314	6,034	6,034	2,493	0	6,314	0	0	0	0	0
22,156	270,000	2	1	2	30	0	0	0	2	0	0	25,628	27,880	35,387	34,524	36,630	38,871	3,000	8,000	0	3,000	3,000	2,000	0
22,157	230,000	2	1	1	30	0	0	0	0	0	0	5,442	5,142	5,305	5,661	3,935	4,460	1,210	3,116	1,000	2,000	2,000	2,000	0
22,158	210,000	2	1	2	29	1	-1	-1	-2	-1	-1	-12	2,425	-12	-12	5,884	0	2,437	0	0	5,896	0	89,886	0
22,159	170,000	2	1	2	29	-1	-1	0	-1	-1	-2	1,380	9,493	8,794	2,301	0	0	9,533	5,004	2,301	0	0	7,800	0
22,160	230,000	2	1	2	29	-2	-2	-2	-2	-2	-2	360	0	0	0	100	900	0	0	0	100	900	715	0
22,161	300,000	2	2	2	29	0	0	0	0	0	0	164,437	140,536	124,802	80,088	25,283	12,358	5,100	6,001	3,500	705	3,000	2,300	0
22,162	150,000	2	3	2	29	-1	-1	-1	-2	-2	-1	3,850	227	0	0	0	1,500	227	0	0	0	1,500	1,606	0
22,163	360,000	2	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
22,164	110,000	2	2	2	29	2	0	0	0	0	0	99,876	72,548	74,379	75,878	78,503	80,451	3,000	3,000	3,000	3,500	3,000	3,000	1
22,165	150,000	2	1	3	30	1	-1	2	-1	-1	-1	6,043	50	6,527	2,168	-7	1,373	0	8,589	2,500	0	1,380	0	0
22,166	50,000	2	1	2	27	0	0	0	0	0	0	49,959	47,675	48,349	46,192	45,272	46,230	2,100	2,426	2,100	1,600	2,000	1,900	0
22,167	170,000	2	1	2	27	-1	-1	2	-1	-1	-1	356	1,472	736	736	736	736	1,536	0	736	736	736	736	0
22,168	210,000	2	2	2	27	0	0	0	0	0	0	26,311	24,805	25,810	27,071	27,817	28,401	2,000	1,800	2,000	1,500	1,031	1,191	0
22,169	50,000	2	2	2	28	2	2	2	0	0	0	45,004	48,119	42,958	37,812	15,617	9,625	3,880	10	8,656	1,044	349	414	1
22,170	200,000	2	2	2	30	0	0	0	2	0	0	4,644	5,670	8,107	7,523	8,345	19,030	1,263	2,700	0	1,000	11,000	707	0
22,171	100,000	2	1	2	28	0	0	0	0	0	0	29,086	19,091	17,916	12,233	6,741	-24	1,400	1,506	1,209	0	0	0	0
22,172	180,000	2	2	2	31	0	0	-1	0	0	0	112,900	0	178,143	181,625	164,914	145,052	0	181,625	8,350	5,005	5,000	6,800	0
22,173	80,000	2	2	1	33	0	0	0	0	0	0	75,564	77,708	78,888	80,466	28,186	28,445	3,406	3,518	3,558	1,200	1,100	1,500	0
22,174	80,000	2	2	1	27	0	-1	-1	-2	-2	-2	56,720	5,958	4,303	3,850	0	0	5,958	4,321	3,869	0	0	0	1
22,175	50,000	2	3	1	29	0	0	0	0	0	0	47,425	48,171	46,466	47,226	46,917	47,571	2,100	2,100	2,105	2,000	1,800	3,500	0
22,176	560,000	2	2	1	28	-2	-2	-2	-2	-2	-2	2,740	2,740	2,740	2,740	1,703	27,802	2,740	2,740	2,740	1,703	27,802	1,500	0
22,177	150,000	2	2	2	28	2	0	0	0	0	0	89,336	90,337	84,905	86,814	73,827	60,284	4,027	4,004	5,016	5,004	3,000	5,005	1
22,178	310,000	2	2	2	27	-1	-1	-1	-1	0	-1	1,261	1,261	1,261	1,651	390	390	1,261	1,261	1,651	0	390	390	1
22,179	210,000	2	2	2	27	-1	-1	-1	-1	-1	-1	1,856	8,657	10,371	0	2,700	2,278	8,657	10,427	0	2,700	2,278	2,900	0
22,180	200,000	2	1	2	27	-2	-2	-2	-2	-2	-2	4,941	5,555	15,546	1,665	3,370	-36	5,610	15,616	1,673	3,385	0	95,456	0
22,181	100,000	2	1	2	28	0	0	0	-1	-1	-1	14,309	11,226	13,142	12,280	938	796	1,268	2,184	38,500	938	796	0	0
22,182	200,000	2	2	1	28	-2	-2	-2	-2	-2	-2	34,819	165	1,850	1,538	165	165	165	1,850	1,538	165	165	165	0
22,183	40,000	2	2	1	28	0	0	2	0	0	0	29,195	32,043	31,250	31,962	32,752	33,571	3,650	0	1,533	1,322	1,500	1,221	0
22,184	80,000	2	3	1	29	-2	-2	-2	-2	-2	-2	456	3,351	9,452	1,584	2,200	7,042	3,366	9,481	1,588	2,206	7,073	4,186	0
22,185	360,000	2	3	2	29	-2	-2	-2	-2	-2	-2	3,307	0	0	0	0	1,131	0	0	0	0	1,131	3,409	0
22,186	290,000	2	2	2	28	0	0	0	0	0	-1	15,042	28,827	45,913	44,656	24,692	7,208	15,000	20,000	37,092	20,000	7,208	34,000	0
22,187	90,000	2	1	2	28	-2	-2	-2	-2	-2	-2	1,944	0	0	0	0	0	0	0	0	0	0	0	0
22,188	280,000	2	1	2	29	-1	-1	-1	-1	-1	0	33,210	526	9,252	21,254	1,608	407	726	9,298	21,360	1,614	2	4,069	0
22,189	50,000	2	1	2	29	0	0	0	0	-1	0	22,120	14,577	16,275	23,790	2,250	2,100	4,000	3,096	12,000	2,250	500	0	0
22,190	200,000	2	3	1	29	0	0	0	0	0	0	203,621	203,424	199,728	195,609	131,981	131,294	7,464	7,889	6,600	4,602	4,900	4,726	0
22,191	400,000	2	2	2	30	0	0	0	0	0	0	438,569	446,484	454,826	411,587	368,563	252,669	16,718	16,289	14,100	12,958	7,807	6,667	0
22,192	210,000	2	1	2	31	-2	-2	-2	-2	-2	-2	0	0	4,811	2,994	14,321	5,193	0	4,811	2,994	14,327	5,193	2,723	0
22,193	50,000	2	2	1	31	0	0	0	0	0	-2	47,800	50,725	53,518	4,199	0	0	3,725	2,364	2,398	0	0	17,324	1
22,194	150,000	2	1	2	30	-1	-1	-1	-1	-1	-1	4,205	1,264	10,830	2,501	4,461	1,240	1,264	10,830	2,501	4,461	1,240	165	0
22,195	230,000	2	1	2	29	1	-2	-1	-1	-1	-1	0	0	249	0	449	1,530	0	249	0	449	1,530	0	0
22,196	70,000	2	1	2	29	0	0	0	0	0	0	75,040	75,705	69,514	69,312	69,412	68,692	3,000	3,000	3,100	3,000	3,000	2,700	0
22,197	450,000	2	1	1	29	0	0	0	0	0	0	104,457	68,877	62,223	65,522	61,413	63,547	2,489	2,528	10,179	10,013	5,183	5,000	0
22,198	80,000	2	2	2	29	0	0	0	0	0	0	70,810	72,231	73,953	69,366	57,435	39,322	3,200	3,501	2,500	2,000	2,000	1,000	0
22,199	380,000	2	2	2	30	0	0	0	0	0	0	305,489	299,641	256,345	258,936	228,387	203,931	11,687	12,160	12,434	8,651	8,531	6,974	0
22,200	100,000	2	2	1	31	0	0	0	0	0	-1	91,192	91,305	103,216	88,782	35,146	39,849	4,000	15,074	16,197	13,112	43,122	43,000	0

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