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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
4,201	300,000	2	3	1	41	1	-1	-1	-1	-2	-1	0	1,018	685	1,144	0	67	1,018	687	1,144	0	67	0	0
4,202	500,000	1	3	2	32	0	0	2	0	0	0	211,508	183,713	158,759	119,566	123,098	132,355	10,070	3,066	13,366	20,898	20,155	16,101	0
4,203	200,000	1	1	2	29	-1	0	0	0	0	2	1,124	1,206	1,292	1,778	2,064	1,000	1,000	1,000	1,400	1,200	0	1,203	0
4,204	210,000	2	1	2	44	0	0	0	0	0	0	125,615	77,485	79,668	92,326	30,500	25,265	5,000	4,000	3,402	2,013	1,026	1,000	0
4,205	50,000	2	2	2	23	-1	-1	-1	-1	0	0	373	-17	4,230	1,243	1,904	0	0	4,247	1,243	1,094	0	0	0
4,206	130,000	1	2	2	25	0	0	2	2	2	0	112,561	119,435	105,382	49,643	46,812	45,914	12,421	0	7,000	0	2,000	1,822	0
4,207	90,000	2	2	1	37	-1	-1	-1	-1	-1	-1	2,522	0	1,261	1,261	1,261	1,261	0	1,261	1,261	1,261	1,261	390	0
4,208	80,000	2	3	1	36	-1	-1	-1	-1	-1	-1	5,587	6,906	1,470	1,720	2,890	7,678	6,906	1,470	1,720	2,890	7,678	1,730	0
4,209	30,000	1	3	2	23	2	2	2	2	2	2	10,732	20,501	20,831	21,231	20,589	31,018	10,000	1,000	1,000	0	13,000	0	0
4,210	480,000	2	2	2	30	1	-2	-2	-2	-1	0	0	0	0	0	330,982	355,339	0	0	0	330,982	30,000	13,174	0
4,211	80,000	2	3	1	41	0	0	0	0	0	0	54,074	50,967	29,143	33,520	19,060	14,275	10,000	10,000	5,000	3,000	3,000	5,000	0
4,212	90,000	2	2	2	24	0	0	0	-1	0	0	36,179	36,137	28,400	28,982	29,782	24,389	1,953	2,000	29,982	800	1,516	60,615	0
4,213	70,000	1	2	1	31	1	2	2	2	2	2	32,945	32,133	35,089	34,225	36,663	35,921	0	3,500	0	3,000	0	3,000	0
4,214	50,000	1	3	2	31	0	0	0	2	0	0	5,458	7,208	17,221	16,738	17,106	15,415	2,000	10,600	0	700	3,000	4,200	0
4,215	110,000	2	3	1	39	0	0	0	0	0	0	73,064	70,373	71,730	73,208	75,095	72,530	3,900	3,200	2,600	3,000	3,100	3,100	0
4,216	120,000	1	2	2	30	0	0	0	0	0	0	100,802	104,378	106,651	108,362	96,168	99,399	5,200	5,500	5,000	5,000	5,000	5,000	0
4,217	180,000	1	2	2	24	-2	-2	-2	-2	-1	2	2,294	1,290	2,109	600	476	326	1,296	2,120	901	476	0	326	0
4,218	50,000	1	2	2	33	1	2	2	2	2	2	40,159	41,323	40,364	42,781	41,966	48,865	2,100	0	3,400	0	7,800	0	1
4,219	150,000	2	1	1	29	-1	-1	-1	0	0	0	2,565	3,648	5,586	5,586	3,672	1,160	3,648	5,586	0	426	4,040	2,320	0
4,220	340,000	2	1	2	30	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
4,221	300,000	2	2	2	33	0	0	0	0	0	0	351,232	298,709	268,531	157,953	161,183	163,942	9,198	7,668	4,429	4,821	4,684	3,152	0
4,222	150,000	2	1	1	36	-1	0	0	0	0	2	123,160	134,948	130,982	125,296	122,664	112,055	20,000	6,100	4,000	5,500	3,002	7,000	1
4,223	30,000	1	1	2	38	2	0	0	0	0	0	69,707	71,904	62,630	57,406	46,231	73,262	4,000	5,000	8,000	1,460	40,000	10,000	0
4,224	50,000	1	2	2	52	0	0	-1	0	0	0	47,595	28,491	3,642	12,291	16,674	17,331	8,080	15,012	10,000	8,000	2,000	2,000	0
4,225	100,000	1	1	1	42	-1	2	-1	-1	-1	-1	2,206	1,016	452	1,016	1,096	2,202	0	452	1,580	1,096	2,122	0	1
4,226	270,000	2	2	1	35	-1	-1	-1	-1	-1	-1	165	165	165	165	0	601	165	165	165	0	601	928	0
4,227	320,000	1	1	1	43	-1	-1	-1	0	0	-1	3,274	86,251	14,857	12,157	8,690	4,166	86,682	14,871	260	43	4,186	904	1
4,228	160,000	1	2	2	26	-1	-1	-1	0	-1	0	1,236	1,234	4,888	4,187	8,995	9,731	1,234	4,890	1,010	8,998	2,005	3,669	0
4,229	300,000	2	1	2	26	0	0	0	0	0	0	10,545	10,421	15,196	19,406	23,260	15,423	3,000	5,000	5,000	4,000	5,000	5,000	0
4,230	30,000	2	2	1	49	0	0	0	2	0	0	2,273	2,127	2,552	1,992	1,583	1,320	2,000	1,300	0	0	150	0	1
4,231	290,000	1	3	1	41	-2	-2	-2	-2	-2	-2	-4	-4	798	-2	494	-6	0	802	0	496	0	1,292	0
4,232	180,000	2	2	1	49	-2	-1	-1	-2	-2	-1	106	3,166	106	59	-47	347	3,166	106	59	47	570	106	0
4,233	150,000	1	1	1	57	-2	-2	-2	-1	-1	0	153,664	137,074	86,466	2,120	143,701	146,318	22,000	2,509	2,120	143,701	6,000	5,200	0
4,234	60,000	2	2	1	30	-1	0	0	0	0	0	54,379	55,029	54,422	19,843	19,095	19,495	2,269	1,385	1,000	693	717	661	0
4,235	260,000	2	1	2	33	-2	-2	-2	-1	0	0	6,475	2,500	500	210	210	-90	2,500	500	210	0	0	0	0
4,236	150,000	1	2	1	32	0	0	0	0	0	0	143,706	140,120	138,520	139,329	142,149	111,435	6,010	5,007	5,016	10,101	5,006	4,015	1
4,237	230,000	1	3	1	55	0	0	0	0	0	0	214,423	214,585	170,063	176,893	183,699	188,700	10,000	10,000	10,000	10,000	10,000	9,000	0
4,238	250,000	2	1	2	29	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
4,239	70,000	2	2	1	29	0	0	0	0	0	0	1,929	2,948	3,960	4,038	4,123	4,264	1,054	1,066	144	150	210	500	0
4,240	360,000	1	3	1	44	-1	-1	-1	-1	-1	-1	1,982	-18	3,746	-4	906	850	0	3,764	0	910	854	1,131	1
4,241	200,000	1	1	1	34	-1	-1	-1	-1	-1	-2	5,879	5,884	5,171	4,598	-95	-2,175	5,884	5,171	4,598	0	0	0	0
4,242	30,000	2	1	2	30	0	0	0	0	0	0	27,851	29,490	29,200	29,400	50,000	0	2,100	1,500	600	600	0	0	0
4,243	20,000	1	2	1	30	-1	-1	-1	-1	-1	-1	1,473	1,473	390	390	390	0	1,473	390	390	390	0	780	0
4,244	80,000	1	3	2	66	0	0	0	0	0	0	58,592	52,465	16,937	15,159	12,195	0	2,912	3,000	3,000	3,000	0	0	0
4,245	260,000	2	1	2	32	-2	-2	-2	-2	-2	-2	-34	6,846	1,479	173	6,326	369	6,880	1,486	174	6,357	370	2,500	0
4,246	210,000	2	2	1	35	0	0	0	0	0	0	64,740	66,692	68,579	70,036	71,706	73,162	3,000	3,000	2,600	2,800	2,800	2,900	0
4,247	50,000	1	3	1	35	0	0	2	0	0	2	35,214	37,305	34,789	8,671	9,550	8,741	3,900	2	500	1,000	0	500	0
4,248	140,000	1	1	2	26	0	0	0	0	0	-2	66,526	65,667	67,571	26,968	-4,082	-4,082	3,990	4,000	2,000	0	0	0	0
4,249	90,000	1	3	1	42	2	2	2	3	3	3	48,674	49,895	52,570	53,614	54,534	53,374	2,300	4,116	2,500	2,052	0	0	0
4,250	20,000	1	2	1	31	0	0	0	0	0	0	35,651	20,160	20,080	19,680	19,680	0	4,960	1,400	0	0	0	0	0
4,251	360,000	1	1	1	44	-1	-1	-1	-1	-1	-1	165	165	165	165	165	165	165	165	165	165	165	165	0
4,252	580,000	2	2	1	57	-1	-1	-1	-1	-1	-1	20,498	2,290	4,968	4,481	5,574	14,240	2,290	4,968	4,485	5,583	14,242	9,986	0
4,253	180,000	1	2	2	39	0	0	2	0	0	0	29,478	32,342	31,523	32,989	33,679	34,350	3,353	0	2,000	1,222	1,231	2,704	0
4,254	60,000	1	2	1	51	0	0	0	0	0	0	60,557	58,563	27,436	29,752	30,351	28,871	3,040	3,000	3,000	4,000	2,000	3,000	0
4,255	60,000	2	2	1	25	0	0	0	0	0	0	39,831	33,147	32,239	30,110	30,465	30,510	4,500	4,500	2,000	1,301	1,128	1,023	0
4,256	50,000	1	2	2	30	0	0	0	0	0	0	50,995	50,882	32,777	32,081	29,598	29,648	2,500	1,500	1,226	1,059	2,000	1,138	0
4,257	100,000	2	2	1	39	-1	-1	-1	-1	0	0	200	200	200	2,795	94,722	96,638	200	200	2,795	92,485	2,519	2,961	0
4,258	380,000	1	1	1	46	0	0	0	0	0	-1	141,102	84,229	28,749	14,258	7,594	190,628	5,034	2,071	29	72	190,710	30,052	0
4,259	310,000	2	1	1	37	-1	-1	-1	-1	0	-1	325	4,373	26,863	7,443	4,221	8,172	4,373	26,863	7,443	0	8,172	31,362	0
4,260	50,000	1	2	2	37	1	2	0	0	0	0	28,731	27,985	29,000	29,731	30,400	33,427	0	1,482	1,213	1,300	3,703	0	1
4,261	20,000	1	2	2	33	0	0	0	0	0	0	16,128	17,441	18,589	18,607	19,892	24,338	2,000	2,000	2,001	2,001	100	4,737	0
4,262	30,000	2	2	2	50	0	0	2	0	0	0	27,284	29,001	28,201	28,763	29,383	28,987	4,664	0	994	1,047	1,412	756	0
4,263	50,000	2	2	2	32	1	2	0	0	0	3	32,814	32,004	33,017	33,868	38,151	37,253	0	1,550	1,400	5,000	0	0	1
4,264	30,000	2	3	3	52	1	2	2	2	-1	-1	10,033	6,486	7,064	2,890	2,500	3,280	0	3,192	0	2,500	3,280	0	1
4,265	490,000	1	1	1	42	0	0	0	0	0	0	497,657	498,379	498,646	436,116	438,700	436,436	18,260	18,529	15,000	15,500	15,620	15,420	0
4,266	500,000	2	1	2	34	-1	0	0	0	0	0	218,570	218,978	218,778	236,377	225,650	15,233	18,978	18,778	36,377	10,650	15,233	0	0
4,267	80,000	1	3	2	27	0	-1	-1	-2	-2	-2	13,165	2,100	0	0	0	0	2,100	0	0	0	0	0	0
4,268	200,000	1	2	1	33	0	0	-2	-2	-2	-2	205,150	0	0	0	0	0	0	0	0	0	0	0	0
4,269	360,000	1	1	2	29	0	0	0	0	0	0	205,119	209,680	213,527	174,907	126,309	97,746	8,270	8,423	6,753	5,139	5,000	4,000	0
4,270	30,000	1	2	1	39	0	0	0	0	0	0	29,493	30,346	28,777	27,962	26,306	28,994	2,006	1,500	3,000	3,000	9,000	2,000	1
4,271	170,000	2	1	1	36	0	0	0	0	0	0	46,113	48,241	50,255	51,410	52,429	53,554	3,182	3,000	1,990	2,000	2,000	3,000	0
4,272	10,000	1	2	2	21	0	0	0	0	-1	-1	6,703	8,422	9,205	9,393	4,176	0	2,000	1,000	188	2,538	0	0	0
4,273	230,000	2	2	1	52	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
4,274	200,000	1	1	1	49	-1	-1	-1	-1	0	-1	416	416	0	832	416	416	416	0	1,248	0	416	416	1
4,275	160,000	2	1	2	35	0	0	0	0	0	0	61,089	53,073	46,508	42,835	46,169	40,482	1,965	1,972	1,509	4,000	3,000	4,000	0
4,276	270,000	1	2	1	34	2	0	0	0	0	0	275,572	277,585	232,661	150,298	134,808	129,645	10,332	10,000	18,021	8,026	6,011	5,000	1
4,277	80,000	1	2	2	28	0	0	0	0	0	0	57,798	50,910	49,940	49,460	50,687	50,288	2,050	1,780	1,800	2,000	2,000	2,000	0
4,278	360,000	2	1	2	29	-1	-1	-1	-2	-2	-2	1,146	2,500	0	0	0	0	2,500	0	0	0	0	0	1
4,279	140,000	2	2	2	27	0	0	0	0	0	0	111,820	104,189	100,638	93,092	94,663	96,257	3,817	4,500	3,500	3,600	3,700	3,500	0
4,280	80,000	2	3	2	43	0	0	0	0	0	0	76,594	78,254	78,401	49,496	50,562	45,682	3,100	3,100	1,669	1,759	1,700	3,001	0
4,281	200,000	2	1	2	25	0	0	0	0	0	-1	1,698	2,751	3,665	4,665	6,665	150	1,086	1,000	1,000	2,000	150	776	0
4,282	80,000	2	1	2	25	-1	-1	-1	-1	-1	-1	390	390	390	390	390	390	390	390	390	390	390	390	0
4,283	390,000	1	1	1	35	0	0	0	0	0	0	28,804	43,996	47,532	49,414	51,380	50,661	20,000	5,006	5,006	5,008	3,004	3,006	0
4,284	80,000	2	2	2	31	-1	-1	0	0	0	0	1,019	8,479	9,947	10,671	11,923	12,050	8,479	2,000	2,000	2,000	2,000	1,000	1
4,285	80,000	2	3	1	44	0	0	0	0	0	0	40,821	42,443	42,573	43,386	13,513	13,781	2,281	1,411	1,224	491	493	662	1
4,286	20,000	1	2	1	31	1	2	0	0	0	0	21,635	19,749	19,469	19,856	19,147	20,369	0	1,303	690	851	1,700	0	1
4,287	30,000	2	3	2	22	0	0	0	0	0	0	28,579	26,683	25,591	16,337	19,690	19,986	2,006	2,041	2,001	4,004	2,006	2,000	0
4,288	60,000	1	5	2	23	-1	-1	-1	-1	-1	-1	5,363	262	-144	450	202	196	1,000	0	1,000	0	400	300	0
4,289	100,000	2	2	2	25	0	0	0	0	0	0	59,219	60,464	61,956	63,228	64,561	66,025	2,197	2,500	2,300	2,350	2,540	4,920	0
4,290	100,000	1	2	1	52	0	0	0	0	0	0	81,382	72,937	65,480	66,777	68,176	69,547	4,611	4,000	2,387	2,472	2,502	2,544	0
4,291	40,000	2	3	1	48	0	0	0	0	0	0	69,282	36,108	37,112	37,695	38,580	0	3,500	1,750	1,300	1,409	0	0	0
4,292	120,000	2	1	2	30	-1	-1	-1	-1	-1	-1	316	316	316	316	316	7,516	316	316	316	316	7,516	316	0
4,293	20,000	2	3	1	56	0	0	0	0	0	0	12,685	13,634	12,115	12,356	12,623	13,905	1,188	1,201	442	466	1,500	421	0
4,294	310,000	2	2	2	26	0	0	0	0	0	0	87,717	93,707	83,632	81,133	75,499	73,540	9,156	2,782	4,013	2,688	2,651	2,652	0
4,295	50,000	1	2	2	23	1	2	0	0	0	0	19,203	17,242	18,245	18,454	18,685	19,271	0	1,299	807	678	897	800	1
4,296	500,000	1	2	1	49	1	2	0	0	0	-2	9,502	9,206	11,000	13,000	0	0	0	2,000	2,000	0	0	0	0
4,297	290,000	1	3	1	40	0	0	0	0	0	2	151,996	155,371	157,605	133,904	128,276	130,419	7,800	7,549	10,000	15,000	5,000	0	0
4,298	30,000	1	2	2	34	0	0	0	0	0	0	19,101	17,444	12,676	9,171	5,928	7,746	1,653	1,110	0	109	7,849	0	0
4,299	100,000	2	1	2	23	-1	-1	-1	0	0	0	850	0	8,472	8,472	1,768	0	0	8,472	0	0	0	9,038	0
4,300	360,000	2	1	2	31	-1	-1	-1	-1	-1	-2	8,288	21,865	44,440	3,904	0	0	21,888	44,640	3,904	0	0	0	0

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