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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
2,501	330,000	1	1	1	34	0	0	0	0	0	0	138,009	141,253	130,567	128,257	116,988	105,961	7,015	7,000	10,007	6,500	6,600	9,000	1
2,502	220,000	2	1	2	28	0	0	0	0	0	0	44,109	32,978	30,415	28,038	25,669	16,003	5,000	13,500	14,000	13,500	13,500	15,550	0
2,503	100,000	2	2	2	30	0	0	0	0	-2	-2	23,939	23,572	24,148	0	0	0	1,500	1,011	0	0	0	0	0
2,504	260,000	1	1	2	30	-1	-1	-1	-1	-1	-1	399	399	399	399	399	399	399	399	399	399	399	399	1
2,505	180,000	1	2	2	30	-1	-1	-1	-1	-1	-1	440	30,404	0	880	150	430	30,404	0	880	150	430	747	0
2,506	200,000	1	2	1	44	-1	-1	2	0	0	-1	780	390	1,170	780	0	390	390	780	0	0	390	780	0
2,507	110,000	2	3	2	41	0	0	0	0	0	0	90,599	60,949	62,235	63,499	64,877	66,230	2,213	2,300	2,300	2,400	2,431	8,700	1
2,508	20,000	1	2	2	48	0	0	0	2	0	0	7,186	9,063	10,909	10,440	10,803	11,330	2,000	2,000	0	680	1,000	0	1
2,509	60,000	1	1	2	25	0	0	0	0	0	0	13,123	14,403	16,150	17,870	19,571	21,235	1,500	2,000	2,000	2,000	2,000	1,000	0
2,510	30,000	1	3	1	28	2	2	2	2	2	4	23,848	23,873	24,182	26,022	27,462	27,531	700	1,000	2,550	2,013	1,108	0	1
2,511	30,000	2	1	2	24	2	2	2	0	0	0	31,202	32,801	30,092	30,148	30,222	28,949	2,415	0	1,045	915	1,063	409	1
2,512	420,000	2	1	1	37	-1	-1	-1	-1	-1	-1	38,386	316	9,894	13,811	12,141	11,820	316	9,894	13,811	12,141	11,820	38,800	1
2,513	340,000	1	1	1	34	-1	-1	-1	-1	2	0	332	332	332	142,202	139,245	116,431	332	332	142,402	6	20,032	3,022	1
2,514	270,000	1	2	1	38	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
2,515	360,000	2	4	2	36	-2	-2	-1	0	0	0	15,019	1,221	6,909	5,954	4,160	1,726	2,074	7,039	10	1	4	45,197	0
2,516	230,000	2	1	2	25	-1	-1	-1	-1	-1	-1	736	645	855	0	590	0	645	855	0	590	0	299	0
2,517	50,000	2	2	1	33	0	0	0	0	0	0	47,327	48,765	49,149	44,073	40,260	30,222	2,200	1,518	1,414	1,432	1,300	1,102	0
2,518	230,000	2	1	2	28	-2	-2	-2	-2	-2	-2	-5	2,148	2,932	354	200	0	2,153	2,932	354	200	0	0	0
2,519	200,000	2	1	1	38	-2	-2	-2	-2	-2	-2	-3	687	2,740	2,044	1,614	2,066	690	2,753	2,054	1,622	2,076	578	0
2,520	100,000	2	2	2	24	0	0	0	0	0	0	101,887	102,069	100,657	101,565	101,116	101,764	4,902	4,507	3,936	3,982	4,135	3,676	0
2,521	150,000	2	2	1	47	0	0	0	0	0	0	153,404	144,960	148,146	142,279	139,905	142,833	6,900	7,200	5,450	5,265	5,443	5,350	0
2,522	50,000	1	3	2	28	0	0	0	0	0	0	46,709	12,889	50,199	74,405	38,772	39,438	1,690	38,000	1,500	4,000	2,000	1,500	0
2,523	60,000	1	2	2	29	0	0	0	0	0	0	34,081	23,215	30,340	28,368	28,962	26,589	2,000	8,565	969	1,004	1,000	900	0
2,524	70,000	2	2	2	30	0	0	0	2	0	0	10,149	11,454	9,638	8,761	8,572	9,274	2,000	2,000	0	1,000	1,000	4,000	0
2,525	20,000	1	2	2	23	-1	0	-1	0	0	0	5,044	3,700	13,181	12,596	11,699	2,154	1,011	13,181	5	1,033	1,781	305	0
2,526	50,000	2	2	2	25	0	0	0	0	0	0	24,408	25,169	13,368	14,142	14,911	15,660	1,300	1,500	1,000	1,000	1,000	1,000	0
2,527	500,000	2	1	1	33	2	2	-1	-1	-2	-1	1,569	1,379	1,800	0	0	4,012	0	1,800	0	0	4,012	0	0
2,528	390,000	1	3	1	49	1	-2	-2	-2	-2	-2	0	0	0	0	0	5,112	0	0	0	0	5,112	0	0
2,529	90,000	2	1	2	27	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
2,530	10,000	1	2	2	22	0	0	0	-1	-1	-2	5,748	3,203	2,162	2,150	-440	0	1,189	1,025	3,028	0	1,000	0	0
2,531	30,000	1	2	2	24	-1	-1	-1	0	0	-2	390	390	780	780	0	0	390	780	0	0	0	0	1
2,532	240,000	1	3	1	35	1	-2	-2	-1	-1	-2	-2	-2	-2	968	-2	-2	0	0	970	0	0	0	1
2,533	180,000	2	1	2	29	-1	0	0	0	0	0	36,567	26,613	26,941	27,705	21,955	0	1,682	1,400	1,554	0	0	0	0
2,534	70,000	2	2	2	23	0	0	0	0	0	0	22,658	31,647	24,487	25,125	26,651	26,125	9,397	1,487	1,039	2,073	1,045	1,231	0
2,535	50,000	1	2	2	26	-1	-1	-1	-1	-1	-1	1,530	750	1,140	1,530	750	1,140	750	1,140	1,530	750	1,140	1,530	0
2,536	20,000	1	3	1	46	0	0	0	0	0	0	11,325	12,654	13,659	13,635	13,922	14,689	1,519	1,524	500	507	1,000	500	0
2,537	260,000	2	2	1	36	0	0	0	0	0	0	200,593	206,178	208,601	213,025	214,931	219,001	8,500	7,000	7,508	7,500	7,595	7,000	1
2,538	160,000	1	2	1	26	-2	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	1
2,539	250,000	2	1	1	42	0	0	-2	-2	-2	-2	25,298	0	0	0	0	0	0	0	0	0	0	0	0
2,540	20,000	1	1	1	49	-1	-1	-1	-1	-2	-2	1,044	0	5,596	0	0	0	0	5,596	0	0	0	0	0
2,541	210,000	1	3	1	37	-1	-1	-1	-1	-1	-1	2,359	1,519	1,939	1,939	1,939	1,520	1,519	1,939	1,939	1,939	1,520	2,358	0
2,542	100,000	2	1	1	35	2	0	0	2	2	2	47,253	49,489	53,034	53,568	54,563	56,013	3,000	5,000	2,000	2,000	2,500	2,300	1
2,543	100,000	1	1	2	28	0	0	0	0	0	0	72,970	100,360	91,329	76,840	77,455	79,472	30,000	4,094	2,900	2,850	3,300	3,123	0
2,544	230,000	2	2	1	34	-2	-2	-2	-2	-2	-2	2,329	1,894	2,528	1,865	1,496	1,873	1,894	2,532	1,865	1,496	1,873	0	0
2,545	20,000	1	2	2	25	0	0	0	0	0	0	13,896	12,906	13,983	10,983	5,400	0	2,000	2,500	2,000	0	0	0	1
2,546	40,000	1	1	2	24	0	0	0	0	0	0	30,096	30,819	13,816	10,291	7,441	7,435	1,300	2,013	319	415	266	277	1
2,547	100,000	1	3	1	51	-1	-1	-1	0	0	0	54,530	37,295	96,251	36,221	36,424	37,791	55,000	100,044	2,000	2,000	2,000	3,000	0
2,548	20,000	1	3	2	26	0	0	0	0	0	0	16,514	17,547	18,541	19,250	19,805	20,356	1,306	1,300	1,000	1,000	1,258	590	0
2,549	140,000	1	2	2	32	0	0	0	0	0	0	31,367	29,652	30,178	20,989	17,125	14,739	1,614	10,018	2,009	1,003	1,017	1,012	0
2,550	50,000	1	3	2	23	2	2	2	0	0	0	44,470	51,192	48,506	18,524	19,239	19,283	7,800	173	1,000	1,000	1,000	1,000	0
2,551	30,000	2	2	2	26	0	0	-1	0	0	0	17,341	-1,030	29,718	27,417	28,489	28,427	485	31,509	1,500	1,502	1,500	3,000	0
2,552	80,000	1	2	2	28	0	0	0	-2	-2	-2	15,268	5,135	0	0	0	0	1,315	0	0	0	0	0	0
2,553	20,000	2	3	1	31	0	0	0	0	0	0	15,654	16,425	17,265	16,647	12,213	10,998	1,330	1,170	500	420	397	221	1
2,554	210,000	2	1	2	26	0	0	0	0	-1	-1	9,899	6,000	4,100	0	10,790	7,373	1,008	1,000	0	10,790	7,373	0	0
2,555	220,000	2	1	0	33	-1	-1	-1	-1	-1	-1	3,378	1,531	942	608	1,738	277	1,531	942	608	1,738	277	492	0
2,556	150,000	2	1	1	30	0	0	0	0	0	0	40,046	47,317	48,849	35,920	37,433	10,791	7,995	5,849	1,196	2,000	1,000	1,000	0
2,557	200,000	1	1	2	28	-1	-1	-1	-1	-1	-1	508	10,680	1,190	527	4,524	5,522	10,712	1,194	527	4,537	5,538	3,883	0
2,558	200,000	2	1	2	28	2	2	2	2	0	0	68,398	73,564	73,548	44,234	42,599	46,192	6,900	1,966	12	1,604	5,164	1,104	1
2,559	50,000	1	2	2	39	0	0	0	0	0	0	26,813	22,999	17,485	10,588	8,368	940	1,708	1,454	289	1,508	1,042	0	0
2,560	80,000	2	1	2	28	0	0	0	0	2	2	9,782	11,620	14,415	16,177	16,582	16,178	2,001	3,000	2,000	800	0	600	0
2,561	310,000	2	1	2	32	-2	-2	-2	-2	-2	-2	20,138	8,267	65,993	8,543	1,695	750	8,267	66,008	8,543	1,695	750	7,350	1
2,562	210,000	1	1	2	29	0	0	0	0	2	0	140,619	144,410	148,555	156,733	153,230	155,159	7,000	9,000	11,550	0	5,389	5,338	0
2,563	140,000	1	1	1	40	2	0	0	2	2	2	136,785	137,175	140,773	133,147	140,350	136,475	5,051	12,602	0	12,000	0	5,000	1
2,564	20,000	2	2	1	32	0	0	0	0	0	0	15,498	16,409	17,291	17,588	18,034	18,658	1,600	1,600	1,000	1,000	1,500	700	0
2,565	10,000	2	1	2	23	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
2,566	250,000	2	1	2	30	0	-1	2	0	0	-1	5,607	9,416	3,421	11,521	20,424	7,467	10,000	0	10,000	10,000	17,771	322	0
2,567	280,000	1	1	2	31	1	-1	-1	0	0	-2	0	3,495	2,783	2,001	-339	-1,180	3,495	2,783	0	0	0	0	0
2,568	210,000	1	2	1	48	-1	-1	-1	0	-1	-1	8,666	8,666	17,307	8,666	8,666	17,303	8,666	17,307	173	8,666	17,303	173	0
2,569	10,000	1	2	2	54	0	0	2	2	0	0	5,186	8,225	8,244	7,963	8,134	9,995	3,300	300	0	299	2,000	0	0
2,570	60,000	2	3	1	59	0	0	0	0	-1	0	59,174	60,922	61,800	0	51,301	52,327	3,298	3,000	0	51,301	2,029	2,083	0
2,571	180,000	2	1	2	38	0	0	-2	-2	-2	-2	184,650	0	0	0	0	0	0	0	0	0	0	0	0
2,572	10,000	2	1	2	31	1	-2	-2	-2	-2	-2	0	0	0	0	0	0	0	0	0	0	0	0	0
2,573	200,000	2	1	1	41	-2	-1	2	0	-1	-1	0	5,932	5,674	1,484	4,680	0	5,932	0	0	4,680	0	0	0
2,574	120,000	2	1	2	29	-1	-1	-1	-2	-1	-1	1,171	644	-155	-155	745	542	1,000	0	0	2,530	542	922	0
2,575	160,000	2	2	1	28	0	0	0	0	0	0	54,232	55,456	56,625	57,757	59,424	60,631	2,100	2,100	2,500	3,000	2,200	2,200	0
2,576	180,000	1	1	1	48	0	0	0	0	0	0	167,140	160,707	162,477	166,861	171,083	169,365	8,000	6,000	7,000	7,000	7,000	7,000	0
2,577	60,000	2	3	1	42	0	0	0	0	0	0	58,186	58,364	59,108	38,827	39,670	37,503	2,382	2,373	1,324	1,402	1,460	1,045	0
2,578	80,000	1	2	1	27	0	0	0	0	0	0	73,000	71,338	47,202	38,133	39,096	40,510	5,000	2,000	1,500	1,500	2,000	2,000	0
2,579	200,000	1	1	2	27	-1	0	-1	-1	-1	-1	9,747	17,230	198	875	1,977	2,052	10,051	198	877	1,982	2,058	2,939	0
2,580	20,000	2	3	2	22	1	2	0	0	2	2	18,590	17,838	18,680	19,788	22,265	21,629	0	1,307	1,580	3,100	0	1,000	1
2,581	360,000	2	2	2	31	0	0	-2	-2	-2	-2	17,582	0	0	0	0	0	0	0	0	0	0	0	0
2,582	140,000	2	1	2	43	1	2	0	0	0	0	147,560	142,435	142,096	136,836	139,417	141,889	3	5,000	5,000	5,100	10,200	5,000	0
2,583	110,000	2	3	1	46	0	0	2	2	0	0	94,025	101,460	102,724	100,188	102,110	107,014	8,942	3,800	0	3,685	6,580	4,703	1
2,584	360,000	2	1	1	33	1	-2	-2	-1	0	0	-200	-200	0	13,467	17,800	0	0	200	13,467	5,300	0	0	0
2,585	30,000	2	1	2	22	-1	-1	-1	0	0	-2	3,963	6,222	2,936	588	0	0	6,222	2,936	0	0	0	0	0
2,586	100,000	1	2	2	25	0	0	0	0	-2	-2	76,222	79,564	49,000	-1,000	0	0	4,700	1,500	0	31,000	0	0	0
2,587	60,000	1	3	2	34	0	0	0	0	0	0	35,187	36,236	37,220	37,963	38,875	39,184	1,616	1,600	1,336	1,500	1,448	1,157	1
2,588	130,000	2	1	2	32	1	-2	-1	-1	-2	-1	0	0	3,726	0	0	1,300	0	3,726	0	0	1,300	5,400	0
2,589	240,000	2	2	2	34	-1	-1	-1	-1	-1	0	5,516	4,950	5,232	6,464	3,820	11,870	4,950	5,232	6,464	3,820	10,000	2,000	0
2,590	210,000	2	2	1	35	2	2	2	0	0	2	61,189	62,721	61,115	62,334	66,196	64,979	3,100	0	2,235	4,870	0	2,563	1
2,591	360,000	1	1	2	25	-1	-1	-1	0	0	-1	586	14,074	5,672	5,084	3,317	1,646	14,076	5,672	0	0	1,646	3,875	0
2,592	30,000	2	2	2	22	1	2	2	0	0	-2	22,167	22,474	18,180	15,900	0	0	1,000	150	0	0	0	0	0
2,593	480,000	1	1	1	49	1	-1	-1	-1	-1	0	-220	38,929	339,176	33,146	37,337	33,777	39,149	344,261	33,312	37,511	31,383	10,633	0
2,594	90,000	2	6	2	49	-1	-1	-2	-2	-2	-2	1,722	0	0	0	0	0	0	0	0	0	0	11,135	0
2,595	50,000	2	1	1	42	0	0	0	0	0	0	4,908	7,479	11,902	13,871	19,466	8,128	3,000	5,000	5,000	7,000	3,000	2,000	0
2,596	20,000	1	3	2	41	0	0	0	0	0	0	9,186	9,459	10,102	10,452	10,907	10,400	1,200	1,200	500	1,000	600	0	0
2,597	160,000	2	2	2	27	-2	-2	-1	-1	-1	0	490	-85	5,215	4,115	3,921	3,421	3,085	5,300	1,000	22,200	2,000	149,763	0
2,598	90,000	2	2	2	24	0	0	0	0	0	0	14,520	14,747	4,753	5,152	4,664	4,833	1,240	1,220	1,000	500	800	1,680	0
2,599	300,000	2	5	1	34	-2	-2	-2	-2	-2	-2	9,474	0	0	0	0	0	0	0	0	0	0	0	0
2,600	500,000	1	1	1	43	-1	-1	-1	-1	-1	-1	640	600	1,490	1,822	1,740	0	600	1,490	1,822	1,740	0	1,486	0

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