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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
10,001	260,000	2	1	1	40	-2	-2	-2	-2	-2	-2	2,500	0	0	0	0	0	0	0	0	0	0	0	0
10,002	50,000	2	2	2	28	-1	-1	-1	-1	-1	-1	780	0	390	390	885	885	0	390	390	885	885	885	0
10,003	340,000	1	2	1	35	1	-2	-2	-2	-2	-2	-6	-6	-6	-6	-6	-6	0	0	0	0	0	0	0
10,004	50,000	1	1	2	39	0	0	0	0	0	0	49,869	42,146	43,927	19,234	18,799	16,412	2,146	3,927	1,234	1,000	1,450	2,000	0
10,005	200,000	2	3	2	45	1	-2	-2	-2	-1	0	666	1,928	-15	1,753	4,717	1,230	1,937	0	1,768	6,137	0	27	0
10,006	280,000	2	2	2	36	0	0	0	0	0	0	91,093	92,775	81,718	83,347	85,623	87,252	3,224	2,965	2,987	3,623	3,148	3,194	0
10,007	170,000	1	2	2	35	0	0	0	0	0	2	115,634	118,823	120,475	109,993	115,151	112,232	5,935	6,040	4,000	8,000	0	4,320	0
10,008	100,000	2	2	1	38	2	2	2	0	0	2	37,516	38,622	37,706	38,148	40,630	39,827	2,000	0	1,369	3,100	0	1,443	0
10,009	360,000	2	1	1	48	1	-1	-1	-2	-2	-2	491	3,670	-114	-200	-200	-200	3,700	0	0	0	0	0	1
10,010	30,000	2	1	2	23	0	0	0	0	0	0	14,790	19,563	16,671	13,353	13,232	9,601	12,037	10,038	8,057	6,000	4,221	3,258	1
10,011	150,000	2	2	2	26	1	-2	-1	-1	-2	-2	2,341	340	380	462	3	166	340	380	462	103	266	0	0
10,012	50,000	1	2	2	29	-2	-2	-2	-2	-2	-2	15,519	19,259	18,652	24,312	28,903	28,294	4,000	0	6,000	5,000	0	2,000	0
10,013	40,000	2	1	2	35	0	0	0	0	0	0	26,801	36,208	25,378	28,058	31,145	38,030	10,000	5,000	5,000	5,000	7,500	4,596	0
10,014	30,000	1	3	2	58	-1	-1	-1	0	0	0	390	390	1,170	780	780	0	390	1,170	0	0	0	0	0
10,015	140,000	2	1	1	35	0	0	0	0	0	0	26,187	28,431	26,141	24,958	27,574	27,151	3,000	2,000	2,000	3,000	1,661	3,500	0
10,016	150,000	1	2	2	30	-1	-1	-1	-1	-1	-1	8,821	5,943	6,569	24,604	4,878	1,477	5,964	6,588	24,677	4,896	1,477	4,303	0
10,017	150,000	2	2	2	37	0	0	0	0	0	0	152,349	152,359	150,257	79,162	79,617	79,670	7,000	7,000	5,000	3,000	4,000	3,500	0
10,018	360,000	2	1	2	47	1	2	0	0	2	0	366,577	345,484	354,469	187,836	186,172	189,759	0	14,148	11,500	0	5,324	5,500	0
10,019	170,000	1	2	2	43	0	0	0	0	0	0	136,485	87,236	79,244	59,144	60,228	61,578	3,602	3,903	2,265	2,188	2,353	2,411	0
10,020	50,000	1	1	2	26	0	0	0	0	0	2	44,838	45,894	47,121	45,625	49,367	46,001	1,769	1,996	1,800	4,603	0	1,486	1
10,021	260,000	2	1	1	43	-1	-1	-1	-1	0	-1	3,209	0	2,552	2,236	2,236	2,450	0	2,552	2,236	0	2,500	0	0
10,022	350,000	2	3	1	32	-1	-1	-1	-1	-1	-1	70,910	30,372	90,588	3,047	-4	920	30,516	91,041	3,062	0	924	5,124	0
10,023	210,000	2	2	1	41	-1	-1	-1	-1	-2	-2	17,605	2,032	106	-10	-10	-10	2,164	106	0	0	0	0	0
10,024	50,000	2	2	1	39	3	2	2	-2	-2	-2	5,171	4,925	-350	-350	-350	-350	0	350	0	0	0	0	0
10,025	170,000	1	2	1	46	0	0	0	0	0	0	94,791	89,330	88,384	84,456	69,871	62,012	4,300	3,314	3,050	2,600	2,600	4,860	1
10,026	50,000	2	2	2	24	0	0	0	0	0	0	48,600	47,819	48,527	39,147	38,314	37,758	2,200	1,889	1,510	1,400	1,700	2,000	1
10,027	50,000	2	2	1	32	0	0	0	0	0	2	24,402	26,872	28,430	29,160	31,187	30,537	8,442	2,000	1,200	2,500	0	1,200	0
10,028	280,000	2	2	2	33	-1	-1	-1	-1	-1	-1	281	5,631	5,525	0	21,339	607	5,631	5,549	0	21,339	607	0	0
10,029	430,000	1	2	2	42	0	0	0	0	0	0	59,648	52,811	45,441	39,174	28,261	25,411	2,035	1,587	1,161	1,943	995	606	0
10,030	340,000	2	1	2	30	-1	-1	-1	-1	0	-1	8,571	21,012	10,607	47,258	35,675	20,691	21,041	10,607	47,258	983	20,691	23,849	0
10,031	310,000	2	1	2	32	-2	-2	-2	-2	-2	-2	90,654	20,784	5,649	9,141	5,122	380	27,778	5,649	9,141	5,122	380	2,475	0
10,032	120,000	1	1	1	41	-1	-1	-2	-1	0	-1	416	0	0	832	416	416	0	416	1,248	0	416	0	0
10,033	200,000	1	2	2	27	-1	-1	-1	-1	-1	-1	1,990	2,035	1,577	2,424	671	1,606	2,035	1,577	2,424	671	1,606	27,124	1
10,034	500,000	2	2	2	41	-1	-1	-1	-1	0	-1	48,650	15,183	11,626	8,986	4,465	24,166	15,183	11,727	8,986	0	24,166	4,117	0
10,035	270,000	1	3	1	53	0	0	0	0	0	0	239,963	224,278	196,747	108,242	72,480	36,440	8,710	8,119	4,500	3,000	2,000	131,904	1
10,036	190,000	1	1	2	26	0	0	0	0	0	0	184,136	186,387	172,506	89,806	91,744	93,903	9,000	6,500	3,500	3,500	3,800	3,600	0
10,037	340,000	2	3	1	37	-1	-1	-1	-1	-1	-1	16,275	20,037	9,085	9,461	12,654	7,296	20,047	9,126	9,481	12,657	7,306	9,928	0
10,038	390,000	2	3	2	30	0	0	0	0	0	0	338,174	256,104	221,739	184,529	175,781	173,442	8,738	6,545	6,601	5,700	6,100	5,000	0
10,039	90,000	2	1	2	31	0	0	2	0	0	-1	63,872	66,983	63,070	1,184	4,154	3,502	5,003	0	1,000	4,000	3,502	1,400	0
10,040	200,000	2	2	1	27	0	0	0	0	2	2	174,381	177,078	184,026	192,069	198,862	176,770	7,000	10,000	11,000	10,043	0	7,000	0
10,041	230,000	2	1	1	43	-2	-2	-2	-1	0	0	0	0	200	43,998	23,400	13,000	0	200	43,998	52	13,000	26,200	0
10,042	100,000	2	3	1	39	-2	-2	-2	-2	-2	-2	1,890	24,105	52,262	9,920	8,633	53,312	24,105	52,282	9,920	8,633	53,312	4,589	0
10,043	30,000	2	1	2	24	2	0	0	0	2	2	11,483	12,810	13,591	14,530	14,154	15,320	1,519	1,300	1,166	0	1,400	0	1
10,044	50,000	1	2	1	50	0	0	0	0	0	0	6,449	7,314	8,474	8,488	8,665	8,843	1,129	1,289	303	313	321	472	0
10,045	200,000	2	1	1	44	1	-2	-2	-2	-2	-2	-40	-40	-40	-40	-40	-40	0	0	0	0	0	0	0
10,046	50,000	2	2	1	39	0	0	0	0	0	0	42,822	43,872	25,400	24,202	25,904	27,567	2,000	2,000	1,000	2,000	2,000	2,000	0
10,047	130,000	1	2	2	31	0	0	0	0	0	0	5,551	6,953	8,176	8,884	9,737	11,404	1,500	1,500	1,000	1,000	2,000	2,000	1
10,048	260,000	1	2	1	46	0	0	0	0	0	0	29,562	22,429	11,333	11,651	12,651	9,247	1,500	1,000	1,000	1,000	205	1,988	0
10,049	80,000	2	1	1	28	-1	2	-1	-1	-1	-1	9,598	6,278	8,721	3,589	8,209	10,253	60	8,721	3,589	8,209	10,253	4,829	0
10,050	20,000	1	2	2	30	1	-2	-2	-1	-1	-2	-2,610	390	0	780	0	0	3,000	0	780	0	0	0	0
10,051	160,000	2	2	1	27	0	0	0	0	0	0	31,666	31,865	32,691	31,490	28,324	30,798	3,000	3,000	3,000	3,000	3,000	3,000	0
10,052	70,000	2	3	2	24	0	0	0	0	-1	0	65,429	67,513	67,767	69,275	1,058	48,376	3,136	2,076	2,243	1,058	48,000	2,000	0
10,053	70,000	1	1	2	26	0	0	0	0	0	0	60,701	61,865	63,063	10,879	11,127	13,004	2,735	2,726	311	343	3,000	2,000	0
10,054	400,000	1	1	2	38	-1	-1	-1	-1	2	2	3,456	49,709	8,834	57,959	49,590	22,972	50,263	8,834	50,000	0	8,695	0	1
10,055	30,000	1	1	2	26	1	-1	-1	-2	-2	-2	0	780	0	0	0	0	780	0	8,000	0	0	0	0
10,056	240,000	2	1	2	35	0	0	0	0	0	0	18,336	19,648	11,138	11,481	18,265	4,365	5,118	5,015	5,000	10,000	2,000	5,326	0
10,057	40,000	2	2	1	43	0	0	0	0	0	0	36,415	37,409	30,019	30,426	22,867	12,900	1,939	1,399	806	862	258	0	0
10,058	510,000	2	3	1	61	0	0	2	0	0	0	181,733	192,903	181,801	178,179	223,100	216,225	17,000	0	6,508	50,000	7,000	6,000	0
10,059	20,000	2	2	2	23	1	2	0	0	0	0	17,538	16,975	17,651	17,603	17,962	0	0	1,400	352	1,139	0	1,500	0
10,060	80,000	1	2	2	26	0	0	0	-2	-2	-2	60,315	61,650	0	0	0	0	2,850	0	0	0	0	0	0
10,061	10,000	2	1	1	37	0	0	-2	-2	-2	-2	5,300	0	0	0	0	0	0	0	0	0	0	0	0
10,062	50,000	2	3	1	61	0	0	0	2	0	0	38,158	35,961	37,417	24,663	24,655	26,088	2,220	2,943	0	887	2,000	716	0
10,063	200,000	1	2	1	31	1	2	2	0	0	0	29,070	31,302	29,192	28,170	28,763	28,453	3,019	6	991	1,032	1,310	2,000	0
10,064	140,000	1	3	1	59	0	0	0	0	2	0	129,684	130,838	131,910	136,810	133,090	134,415	6,193	6,200	10,000	0	5,000	5,000	0
10,065	60,000	1	2	2	28	0	0	0	0	0	0	60,721	61,452	59,797	30,372	45,283	24,588	4,000	1,353	27,826	1,300	1,903	3,000	1
10,066	100,000	1	1	2	27	0	0	0	0	-1	-1	5,552	4,784	4,743	2,805	354	443	1,120	1,000	0	354	443	441	1
10,067	30,000	2	2	1	34	2	2	0	0	0	0	30,082	29,315	30,369	29,787	30,284	29,057	0	1,750	1,025	1,100	1,500	1,000	0
10,068	500,000	1	2	1	42	0	0	-1	-1	-1	-2	1,131	0	157	2,025	-1	-1	0	157	2,029	0	0	649	0
10,069	420,000	2	2	2	31	0	0	0	0	0	0	50,771	48,196	46,932	45,546	46,369	42,651	1,862	2,010	1,700	1,622	1,520	1,316	0
10,070	130,000	2	2	1	36	2	2	0	0	0	2	131,989	128,467	131,073	132,399	140,254	139,209	0	6,230	5,000	10,200	4,400	4,570	1
10,071	360,000	2	1	1	56	0	-1	-1	-2	-2	-1	60,206	7,690	0	0	0	6,232	7,690	0	0	0	6,232	158	0
10,072	150,000	2	1	2	36	-1	-1	-1	-1	-1	0	9,788	6,252	30,244	2,434	29,139	26,987	6,252	30,620	2,434	29,139	1,210	10,000	0
10,073	360,000	1	1	2	33	-1	-1	-1	-1	-1	-1	845	-4	831	899	1,172	820	0	835	899	1,172	820	670	0
10,074	230,000	2	2	2	29	0	0	0	0	0	0	157,107	119,402	78,875	76,117	75,428	150,130	6,000	3,020	3,000	2,500	80,000	5,000	0
10,075	180,000	2	1	1	31	-1	-1	-1	-1	-1	-1	18,710	45,460	3,700	0	228	-372	45,460	3,700	0	228	0	0	0
10,076	160,000	2	1	1	34	1	-2	-2	-1	0	-1	-49	-375	-1,027	603	277	1,451	0	0	1,630	0	1,500	0	1
10,077	250,000	2	2	1	43	-1	-1	-2	-1	-1	0	399	508	-3	-3	51,169	51,482	508	3	24	51,800	1,826	1,787	0
10,078	170,000	1	3	1	40	-2	-2	-2	-2	-2	-1	6,115	868	2,687	2,885	2,092	36,612	872	2,700	2,899	2,102	101,556	8,496	0
10,079	100,000	2	2	1	28	0	0	0	0	0	0	95,251	98,226	98,295	100,406	100,430	101,392	5,401	3,576	3,754	3,806	3,796	4,000	0
10,080	200,000	2	1	1	37	-1	-1	-1	0	0	0	3,660	16,991	19,200	18,856	14,301	913	17,302	20,891	7,377	2,000	0	127,188	1
10,081	60,000	2	2	1	53	0	0	0	0	0	0	55,505	57,374	35,751	25,824	25,831	27,393	3,000	2,015	2,000	1,000	2,000	2,000	0
10,082	300,000	1	1	1	44	0	0	0	0	0	0	58,137	51,459	49,737	48,015	36,004	6,748	3,000	2,000	1,500	3,000	1,000	3,000	0
10,083	290,000	1	2	2	29	-1	2	-1	-1	-1	0	22,277	21,451	2,467	166	4,030	9,097	0	2,467	200	6,000	6,000	6,000	0
10,084	30,000	2	2	2	23	2	2	2	0	0	2	19,674	21,050	20,414	22,008	23,480	23,777	2,000	0	1,934	1,824	830	0	0
10,085	340,000	1	2	1	35	0	0	0	0	0	0	292,302	88,857	92,068	91,367	89,601	86,899	3,904	4,708	3,163	3,209	3,102	3,194	0
10,086	90,000	1	2	2	31	0	0	0	0	0	0	34,704	36,426	35,387	36,838	35,867	36,841	3,000	1,549	2,000	2,000	2,000	1,000	0
10,087	140,000	2	1	2	28	1	2	0	0	0	2	99,215	96,776	98,949	100,673	106,935	104,427	0	3,932	3,717	8,000	0	4,000	1
10,088	150,000	1	1	2	31	0	0	0	0	-1	-1	110,921	64,600	58,158	24,856	704	1,899	3,000	1,500	1,000	704	1,899	0	0
10,089	70,000	1	3	1	47	0	0	2	2	0	0	62,080	67,523	68,334	67,132	66,796	67,743	6,874	2,030	0	1,866	1,878	1,909	1
10,090	750,000	2	1	1	41	0	0	0	0	-1	-1	184,022	163,441	92,767	75,696	35,485	4,889	6,817	2,330	2,705	50,854	4,913	550	0
10,091	200,000	2	2	2	26	0	0	0	0	0	0	116,070	111,996	88,327	73,717	56,921	48,160	5,096	2,700	4,017	7,921	10,160	5,594	0
10,092	230,000	2	2	1	39	2	0	0	0	0	0	183,718	187,811	176,457	125,552	127,993	112,107	7,236	5,603	4,187	4,327	5,237	15,226	1
10,093	180,000	2	3	1	43	-1	-1	-1	-1	-1	-1	1,473	22,969	27,315	13,315	8,194	12,800	22,969	27,392	13,315	9,000	12,800	9,460	0
10,094	210,000	2	2	1	40	-1	-1	2	-1	-1	-1	2,216	6,142	1,108	1,499	2,447	888	5,258	0	1,500	2,500	1,000	1,500	0
10,095	170,000	1	2	2	31	0	0	0	0	0	2	136,330	173,367	160,847	87,399	74,761	67,855	46,000	10,002	3,046	5,000	0	10,000	0
10,096	30,000	2	2	2	26	0	0	2	2	-1	2	8,009	10,181	10,064	150	1,150	1,000	2,316	199	0	1,150	0	0	0
10,097	30,000	1	1	2	24	0	0	0	0	0	0	28,749	29,457	29,530	28,433	21,365	0	2,004	2,169	1,260	819	0	0	0
10,098	90,000	2	2	1	33	0	0	0	2	2	2	76,395	79,168	84,904	87,914	90,043	91,534	4,000	8,000	5,348	3,700	3,128	0	0
10,099	50,000	2	2	1	30	2	2	0	0	0	0	29,826	29,068	29,778	30,370	31,003	32,291	0	1,496	1,088	1,123	1,800	2,200	1
10,100	240,000	2	1	2	28	1	-1	-1	-1	-1	-1	0	1,748	0	14,944	968	10,408	1,748	0	14,944	968	10,408	0	1

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