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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
28,001	30,000	2	2	1	29	1	2	2	2	0	0	27,371	26,632	29,703	28,700	28,300	25,520	0	3,500	0	0	1,000	0	1
28,002	150,000	2	1	2	29	0	0	0	0	0	0	145,138	140,210	136,196	105,989	98,836	94,504	5,200	7,982	4,500	4,048	3,800	3,818	0
28,003	230,000	2	1	2	29	2	-1	-1	-1	-1	-1	711	711	711	711	711	291	711	711	711	711	291	1,131	0
28,004	510,000	2	1	2	30	-1	-1	-1	-1	0	0	71,121	481,382	559,712	163,628	117,475	116,656	493,358	1,227,082	164,577	510	6,239	4,550	0
28,005	20,000	2	2	2	30	1	2	0	0	0	0	20,128	17,842	18,979	7,886	19,786	20,025	0	7,027	1,000	19,000	6,000	1,000	1
28,006	150,000	2	1	2	27	0	0	0	0	0	0	51,032	69,242	65,366	62,283	60,942	55,878	30,000	20,142	3,759	7,022	20,000	10,000	0
28,007	110,000	2	2	2	24	0	0	0	0	0	0	6,217	7,947	9,649	11,472	13,267	15,048	2,000	2,000	2,000	2,000	2,000	0	0
28,008	250,000	2	2	1	25	0	0	0	0	0	0	24,920	26,456	24,196	22,408	20,610	17,978	2,000	1,790	1,250	700	644	1,000	0
28,009	240,000	2	1	3	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
28,010	150,000	2	1	2	28	-1	-1	-2	-2	-2	-2	3,470	0	0	0	0	0	0	0	0	0	0	0	0
28,011	420,000	2	2	2	29	0	0	0	0	0	0	267,050	272,606	278,407	284,777	301,438	308,571	10,000	10,200	11,000	21,500	12,000	15,000	0
28,012	170,000	2	5	2	30	0	0	0	0	0	0	66,805	51,351	38,816	32,475	24,606	21,988	5,148	3,000	1,978	4,700	1,000	2,000	0
28,013	220,000	2	1	2	28	-1	0	-1	0	-1	-1	6,601	8,312	2,102	4,707	7,216	6,565	5,026	2,102	4,000	7,216	6,565	4,757	0
28,014	160,000	2	2	2	28	-2	-2	-2	-2	-2	-2	2,191	645	2,102	5,477	2,258	1,849	645	2,118	5,477	2,276	1,851	5,543	0
28,015	150,000	2	2	1	28	0	-1	-1	-1	0	0	5,527	614	12,515	10,749	7,549	5,749	1,000	13,000	12,006	7,000	0	0	0
28,016	150,000	2	2	2	29	1	2	2	2	0	0	4,577	4,356	6,643	2,831	1,745	3,212	0	2,400	0	1,500	1,500	1,000	1
28,017	140,000	2	2	1	27	-2	-2	-2	-2	-2	-2	444	0	1,650	0	2,226	0	0	1,650	0	2,226	0	656	1
28,018	240,000	2	2	2	27	0	-1	0	-1	0	-1	30,589	2,225	3,708	20,694	19,771	38,603	2,239	3,700	20,739	10,003	40,115	8,756	0
28,019	20,000	2	2	2	28	0	0	2	0	0	0	2,937	5,696	4,144	8,168	6,894	11,424	3,353	3	5,101	6	6,530	8,103	1
28,020	30,000	2	2	2	29	2	0	0	0	-2	-2	28,541	16,436	18,146	0	0	0	1,385	5,000	0	0	0	0	1
28,021	80,000	2	2	1	29	2	0	0	0	0	0	80,100	79,368	81,130	49,407	49,067	50,234	3,500	3,700	1,800	1,900	3,000	2,000	0
28,022	400,000	2	1	2	29	-1	-1	0	0	0	0	5,567	13,011	22,396	26,359	41,627	16,709	13,011	10,001	5,023	20,150	5,082	4,134	0
28,023	150,000	2	2	2	27	0	0	0	0	0	0	88,957	92,548	82,169	67,958	69,310	70,819	5,500	2,730	2,468	2,483	2,628	10,000	0
28,024	180,000	2	2	1	32	0	0	0	0	0	0	95,917	85,902	77,013	69,551	62,960	59,487	2,986	3,000	2,367	3,000	3,554	5,495	0
28,025	360,000	2	3	1	32	0	0	0	0	0	0	227,689	206,249	182,985	186,047	188,389	191,907	7,142	8,200	7,600	6,200	6,000	7,000	0
28,026	160,000	2	1	1	30	-1	-1	-1	0	-1	-1	960	3,597	3,633	2,707	6,087	4,852	3,597	3,633	2,702	6,087	4,852	9,425	1
28,027	80,000	2	2	2	30	0	0	2	0	0	0	80,681	84,064	79,988	79,291	53,876	49,513	6,900	0	4,382	1,822	2,000	2,000	0
28,028	240,000	2	2	1	32	1	-2	-2	-1	-1	-1	0	0	0	262	0	1,389	0	0	262	0	1,389	0	0
28,029	50,000	2	2	1	33	0	0	0	-1	0	0	34,485	28,251	7,114	28,042	28,479	29,066	1,815	1,700	30,042	1,200	1,200	1,300	1
28,030	50,000	2	2	1	34	-2	-1	0	0	0	0	50,680	50,655	50,710	50,503	40,140	-21,364	50,702	2,033	1,776	2,000	29,000	59,901	0
28,031	50,000	2	3	1	29	0	0	0	0	0	0	47,194	48,381	46,777	39,420	8,824	9,009	2,002	2,000	1,530	1,000	327	329	1
28,032	200,000	2	2	1	30	-2	-2	-2	-2	-2	-2	42,488	0	0	0	7,637	21,186	0	0	0	7,637	21,186	0	0
28,033	50,000	2	1	2	29	2	0	0	2	0	0	50,461	48,340	51,113	48,114	19,400	19,240	2,100	4,900	0	3,000	2,500	1,000	0
28,034	140,000	2	1	2	30	0	0	2	0	0	2	78,095	84,781	82,558	80,376	85,281	84,688	8,000	0	3,500	5,900	0	3,000	0
28,035	310,000	2	1	2	29	0	-1	0	-1	-1	-1	8,454	14,570	21,897	4,316	771	2,888	14,581	11,139	15,347	793	7,390	1,436	0
28,036	430,000	2	3	2	30	0	0	0	0	0	0	308,741	304,476	277,823	251,443	236,975	203,526	12,000	11,000	11,000	10,000	8,000	8,000	0
28,037	100,000	2	1	2	30	0	0	0	0	0	0	89,242	91,067	93,409	95,056	75,688	77,330	4,200	4,700	4,500	3,000	2,900	2,901	0
28,038	500,000	2	1	2	29	0	0	0	0	-1	-1	28,555	33,055	42,392	36,641	12,149	426,518	5,000	10,000	5,132	12,159	426,529	20,016	0
28,039	200,000	2	2	2	29	0	0	0	0	0	0	204,134	194,949	153,646	137,087	134,995	135,953	8,000	5,542	5,308	4,587	4,750	4,935	1
28,040	140,000	2	1	2	29	0	0	2	0	0	0	135,436	144,922	141,289	137,377	93,261	95,368	13,102	17	5,547	3,242	3,512	3,333	0
28,041	200,000	2	2	1	30	-2	-1	2	-1	-1	-2	0	1,541	811	2,754	17,557	1,144	1,541	4	3,071	17,557	1,144	1,252	0
28,042	200,000	2	1	2	28	-2	-1	0	0	0	0	466	161,746	153,377	134,027	135,120	136,512	161,844	5,228	5,005	5,004	5,151	5,253	0
28,043	100,000	2	1	2	28	0	0	0	2	0	0	10,886	11,697	14,479	10,775	10,998	12,655	1,300	3,005	0	700	2,000	1,500	0
28,044	180,000	2	4	1	28	2	0	0	0	0	0	117,328	115,140	73,730	64,600	2,500	0	4,117	3,504	3,000	0	0	0	0
28,045	190,000	2	1	2	28	0	0	0	0	0	0	141,693	143,464	146,943	151,905	153,538	156,664	5,618	5,795	7,408	5,645	5,753	6,370	0
28,046	50,000	2	1	2	28	0	0	0	0	0	0	48,782	47,708	49,846	49,303	29,722	29,624	2,100	3,600	2,146	1,004	1,100	1,294	0
28,047	440,000	2	1	1	31	0	-1	-1	-1	-1	-2	232,526	1,025	0	26,549	0	1,000	1,025	0	26,549	0	1,000	150	0
28,048	30,000	2	2	1	30	-1	2	-1	-1	-1	-1	4,994	886	937	0	1,083	3,395	0	1,000	398	1,083	3,395	7,383	0
28,049	180,000	2	2	2	29	-1	-1	-2	-2	-2	-2	4,184	0	0	0	0	0	0	0	0	0	0	0	0
28,050	150,000	2	1	2	29	-2	-2	-2	-2	-2	-1	0	5,067	131	987	0	14,001	5,067	131	987	400	14,001	0	1
28,051	390,000	2	1	2	29	0	0	0	0	0	0	89,953	107,947	60,313	55,769	65,835	72,177	25,000	35,127	20,000	12,000	7,500	15,000	0
28,052	30,000	2	2	1	31	0	0	0	0	0	0	16,207	16,735	18,253	19,646	21,238	23,843	4,000	5,000	5,000	5,000	5,000	5,006	0
28,053	10,000	2	2	2	32	-1	-1	0	0	0	0	77	7,417	8,459	9,493	9,678	9,634	7,417	1,166	1,200	300	1,000	500	1
28,054	270,000	2	2	2	32	0	0	0	0	0	0	59,710	49,986	104,390	94,856	86,461	83,650	1,808	69,563	2,891	2,689	3,012	2,771	0
28,055	20,000	2	2	1	32	3	2	2	7	7	7	2,400	2,400	2,400	2,400	2,400	2,400	0	0	0	0	0	0	1
28,056	50,000	2	2	1	34	0	0	0	2	2	2	45,974	47,504	45,206	35,892	22,989	22,483	2,374	4,656	25	2,869	0	814	0
28,057	60,000	2	1	2	33	1	2	0	0	0	0	11,776	11,295	12,799	14,272	15,225	16,320	0	2,000	2,000	1,500	1,500	1,500	0
28,058	50,000	2	3	1	34	2	2	2	2	2	2	28,289	32,783	33,714	32,250	34,245	19,719	5,000	3,000	0	5,000	0	3,000	1
28,059	20,000	2	3	2	40	0	0	0	0	0	-1	19,088	13,828	9,290	6,636	2,941	642	1,248	1,200	1,156	1,000	700	4,600	0
28,060	80,000	2	3	1	35	1	2	2	2	2	2	68,423	70,002	71,389	73,788	74,463	72,834	3,300	3,100	4,204	2,790	0	3,043	1
28,061	50,000	2	2	1	47	0	0	0	0	0	0	48,433	49,664	49,405	47,522	28,711	28,060	3,500	2,013	1,863	1,006	1,300	2,500	0
28,062	140,000	2	1	1	40	2	2	2	2	2	2	21,952	27,540	31,785	30,980	33,162	32,497	6,300	5,000	0	3,000	0	3,000	1
28,063	400,000	2	1	2	36	-1	-1	-1	-1	0	-1	845	1,423	6,649	3,051	1,926	51,669	1,428	6,676	3,051	5	51,965	5,038	0
28,064	50,000	2	3	1	44	0	0	2	0	0	0	13,881	11,494	5,847	4,871	3,007	2,136	3,483	0	1,000	0	993	0	0
28,065	80,000	2	2	1	36	0	0	0	0	0	0	74,652	76,506	78,173	79,220	81,351	48,056	3,700	3,500	3,000	3,368	1,023	1,500	0
28,066	380,000	2	2	1	30	2	0	0	0	0	0	225,995	231,382	224,420	136,324	137,929	114,249	10,382	8,420	46,777	4,929	4,249	5,528	1
28,067	230,000	2	3	1	33	0	0	0	0	0	0	233,314	222,220	210,778	211,132	179,564	176,949	8,005	10,002	15,037	6,500	16,002	8,002	0
28,068	210,000	2	1	2	31	0	0	0	-1	0	0	9,604	10,970	1,230	24,531	24,287	22,683	5,056	1,230	24,531	1,003	479	8,080	0
28,069	100,000	2	2	2	40	0	0	0	0	0	0	92,393	85,345	76,109	77,068	77,868	75,954	3,500	3,500	3,300	3,000	3,000	3,000	0
28,070	210,000	2	2	1	44	0	0	0	0	0	0	124,146	127,341	92,812	89,878	80,812	139,202	6,000	6,000	6,000	5,000	60,000	7,000	0
28,071	140,000	2	1	1	35	0	0	0	0	0	0	92,924	88,331	83,421	79,088	73,360	67,700	4,691	4,251	4,500	3,000	2,500	2,300	0
28,072	150,000	2	2	1	47	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
28,073	40,000	2	5	1	48	0	0	0	0	0	0	36,581	37,896	40,262	40,370	39,970	39,970	1,926	3,292	1,400	0	0	0	0
28,074	120,000	2	3	2	26	1	-1	2	-1	0	-1	0	1,302	651	1,302	651	651	1,953	0	1,302	0	651	651	1
28,075	50,000	2	2	2	26	0	0	0	0	0	0	49,296	39,427	35,674	31,113	31,734	32,488	1,614	1,546	1,461	1,082	1,210	1,203	0
28,076	360,000	2	1	2	26	-1	-1	-1	-1	-1	-1	273	3,558	1,489	-356	9,824	2,010	3,558	1,489	0	10,560	2,010	1,491	0
28,077	80,000	2	3	1	42	2	2	2	2	0	0	17,511	20,503	25,917	19,081	15,200	13,039	3,600	6,142	0	0	0	6,439	1
28,078	230,000	2	1	2	46	-1	-1	-1	-1	-1	-1	699	699	699	999	1,149	849	699	699	999	1,149	849	999	0
28,079	50,000	2	2	1	38	0	0	0	0	-2	-2	6,350	3,239	4,166	0	0	0	1,100	1,000	0	0	0	0	1
28,080	150,000	2	2	3	48	0	0	0	0	0	-2	3,611	5,153	6,158	4,626	0	0	2,000	1,523	2,000	0	0	0	0
28,081	20,000	2	3	1	35	0	0	0	0	0	2	7,196	6,780	7,399	8,574	7,833	6,342	1,120	2,000	2,580	600	0	1,000	0
28,082	10,000	2	3	1	44	5	4	3	2	2	2	8,678	8,401	8,128	7,841	8,579	8,317	0	0	0	1,000	0	1,000	1
28,083	140,000	2	1	1	41	0	0	0	0	0	0	80,603	80,193	73,318	70,523	55,318	50,236	3,000	3,336	2,372	1,453	1,536	1,300	0
28,084	150,000	2	2	1	41	-1	-1	-2	-1	0	0	1,650	0	0	6,784	6,923	14,116	0	0	6,784	159	167	760	0
28,085	290,000	2	2	2	36	0	0	0	0	2	0	110,695	108,583	70,642	71,008	65,455	63,421	3,260	5,000	4,706	0	2,007	2,482	0
28,086	170,000	2	2	1	36	-1	-1	-1	-1	-1	-1	813	2,080	5,425	115	505	1,012	2,085	5,425	115	505	1,012	1,560	0
28,087	420,000	2	3	1	39	-2	-2	-2	-2	-2	-2	2,476	3,570	11,343	5,216	23,001	2,439	3,634	11,353	5,255	23,001	2,439	0	0
28,088	120,000	2	2	2	33	-1	-1	-1	-1	-1	-1	508	607	611	593	653	587	700	611	593	653	587	916	0
28,089	150,000	2	2	1	40	-2	-2	-2	-2	-2	-2	3,042	41,036	16,465	40,215	5,024	19,924	41,243	16,548	40,442	5,049	20,023	6,035	0
28,090	80,000	2	1	1	45	0	0	0	0	0	0	77,402	78,997	79,821	79,308	52,172	50,266	2,900	3,600	10,002	1,754	1,765	3,795	0
28,091	100,000	2	2	1	48	0	0	0	0	0	0	109,033	97,041	80,993	72,751	67,146	68,490	3,641	3,782	5,000	5,000	3,000	3,000	0
28,092	40,000	2	3	2	41	0	0	0	0	-2	-2	72,892	37,781	35,647	0	0	0	1,971	1,000	0	0	0	0	1
28,093	130,000	2	3	2	46	0	0	0	0	0	0	131,996	132,177	132,927	131,866	130,707	129,174	5,000	5,000	4,600	5,000	4,614	5,139	0
28,094	100,000	2	2	2	41	0	0	0	0	0	0	96,509	97,042	98,054	92,466	67,337	67,093	4,500	5,000	4,000	5,000	3,000	4,000	0
28,095	300,000	2	3	1	46	0	0	0	-1	0	0	147,289	150,201	-3,699	4,142	1,700	0	10,000	0	10,005	0	0	0	0
28,096	150,000	2	2	2	41	-1	-1	-1	-1	-1	-1	316	316	316	316	466	8,057	316	316	316	466	8,057	316	0
28,097	50,000	2	2	1	39	1	2	2	2	0	0	27,094	26,365	29,124	28,357	28,984	30,012	0	3,500	0	1,100	1,500	1,100	1
28,098	350,000	2	1	1	37	-2	-2	-2	-2	-2	-2	6,185	27,821	36,140	34,022	26,366	67,650	27,821	36,532	34,022	20,000	117,650	74,086	0
28,099	170,000	2	2	2	45	-1	-1	-1	-1	0	-1	1,638	1,638	1,638	3,276	1,638	1,638	1,638	1,638	3,276	0	1,638	1,638	0
28,100	220,000	2	2	2	31	2	2	2	2	0	0	182,176	176,797	187,033	171,021	167,789	168,417	0	14,179	0	7,000	10,000	12,000	1

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